{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# GEONE - multiGaussian estimation and simulation\n", "\n", "This notebook introduces general stuff about multiGaussian estimation and simulation in geone:\n", "- functions for kriging and sequential Gaussian simulation (SGS) in a grid,\n", "- unique wrapper for these functions,\n", "- available elementary covariance models (illustrated in 1D), and example of covariance models in 1D, 2D, 3D\n", "\n", "## Functions for kriging and SGS in a grid\n", "\n", "### Kriging\n", "- `geone.grf.krigeD`: kriging based on Fast Fourier Transform (fft) in `` dimension\n", "- `geone.geosclassicinterface.estimate`: kriging, classic with specified search neighborhood\n", "\n", "### SGS\n", "- `geone.grf.grfD`: SGS based on Fast Fourier Transform (fft) in `` dimension\n", "- `geone.geosclassicinterface.simulate`: SGS, classic with specified search neighborhood\n", "\n", "### Output\n", "- `geone.grf.krigeD` and `geone.grf.grfD` return numpy arrays\n", "- `geone.geosclassicinterface.estimate` and `geone.geosclassicinterface.simulate` return \"images\" (class `geone.img.Img`)\n", "\n", "**Notebooks of examples.** For detailed examples illustrating these functions, see the following jupyter notebooks:\n", "- functions based on fft:\n", " - `ex_grf_1d.ipynb`: example for the generation of 1D fields\n", " - `ex_grf_2d.ipynb`: example for the generation of 2D fields\n", " - `ex_grf_3d.ipynb`: example for the generation of 3D fields\n", "- functions based on classic with search neighborhood:\n", " - `ex_geosclassic_1d.ipynb`:example in 1D for two-point statistics simulation and estimation\n", " - `ex_geosclassic_1d_non_stat_cov.ipynb`:example in 1D with non-stationary covariance model\n", " - `ex_geosclassic_2d.ipynb`:example in 2D for two-point statistics simulation and estimation\n", " - `ex_geosclassic_2d_non_stat_cov.ipynb`:example in 2D with non-stationary covariance model\n", " - `ex_geosclassic_3d.ipynb`:example in 3D for two-point statistics simulation and estimation\n", " - `ex_geosclassic_3d_non_stat_cov.ipynb`:example in 3D with non-stationary covariance model\n", "\n", "## One wrapper: function `geone.multiGaussian.multiGaussianRun`\n", "The following keyword arguments control which function is used:\n", "\n", "|keyword argument | |\n", "|:--- |:---|\n", "| `mode='simulation', algo='fft'` | wrapper for `geone.grf.grfD`|\n", "| `mode='simulation', algo='classic'`| wrapper for `geone.geosclassicinterface.simulate`|\n", "| `mode='estimation', algo='fft'` | wrapper for `geone.grf.krigeD`|\n", "| `mode='estimation', algo='classic'`| wrapper for `geone.geosclassicinterface.estimate`|\n", "\n", "Note that the dimension `` is automatically detected.\n", "\n", "The keyword argument `output_mode` controls the \"format\" of the output:\n", "\n", "|keyword argument | |\n", "|:--- |:---|\n", "| `output_mode='array'`| a numpy array is returned|\n", "| `output_mode='img'` | an \"image\" (class `geone.img.Img`) is returned|\n", "\n", "Additional keyword arguments can be given (the relevant ones are passed).\n", "\n", "**Note:** with `algo='classic'`, multiprocessing may be enabled, it is recommended to specify the keyword arguments controlling the computational resources (see the notebooks of examples mentioned above)." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Covariance model\n", "The classes `geone.covModel.CovModel1D`, `geone.covModel.CovModel2D`, `geone.covModel.CovModel3D` allow to define covariance model with several elementary contributions (list of elementary models), and with anisotropies and specified orientation for 2D and 3D models (see further).\n", "\n", "## Available elementary covariance models (1D)\n", "An elementary model is defined by a 2-tuple, whose the first component is the type of the model given by a string and the second component is a dictionary used to pass the required parameters. The available elementary models are given in the table below for 1D case. Note that for 2D (resp. 3D) the range 'r' is a sequence of 2 (resp. 3) floats instead of a float. \n", "\n", "| Type | Parameters (dict) | Covariance function $C(h)$|\n", "|:---- |:---------- |:----------|\n", "|'nugget' | 'w' (float) weight | $C(h) = w \\cdot \\mathbf{1}\\{h=0\\}$|\n", "|'spherical' | 'w' (float) weight, 'r' (float) range | $C(h) = w \\cdot f(\\vert h\\vert / r),\\ \\ f(t) = \\mathbf{1}\\{t\\leqslant 1\\}\\cdot (1 - 3/2 t + 1/2 t^3)$|\n", "|'exponential' | 'w' (float) weight, 'r' (float) range | $C(h) = w \\cdot f(\\vert h\\vert / r),\\ \\ f(t) = \\exp(-3t)$|\n", "|'gaussian' | 'w' (float) weight, 'r' (float) range | $C(h) = w \\cdot f(\\vert h\\vert / r),\\ \\ f(t) = \\exp(-3t^2)$|\n", "|'triangular' | 'w' (float) weight, 'r' (float) range | $C(h) = w \\cdot f(\\vert h\\vert / r),\\ \\ f(t) = \\mathbf{1}\\{t\\leqslant 1\\}\\cdot (1 - t)$|\n", "|'cubic' | 'w' (float) weight, 'r' (float) range | $C(h) = w \\cdot f(\\vert h\\vert / r),\\ \\ f(t) = \\mathbf{1}\\{t\\leqslant 1\\}\\cdot (1 - 7 t^2 + 35/4 t^3 - 7/2 t^5 + 3/4 t^7)$|\n", "|'sinus_cardinal' | 'w' (float) weight, 'r' (float) range | $C(h) = w \\cdot f(\\vert h\\vert / r),\\ \\ f(t) = \\sin(\\pi t)/(\\pi t)$|\n", "|'gamma' | 'w' (float) weight, 'r' (float) range, 's' (float) power | $C(h) = w \\cdot f(\\vert h\\vert / r),\\ \\ f(t) = 1 / (1 + \\alpha t)^s$, $\\alpha = 20^{1/s} - 1$|\n", "|'power' | 'w' (float) weight, 'r' (float) scale, 's' (float) power | $C(h) = w \\cdot f(\\vert h\\vert / r),\\ \\ f(t) = 1 - t^s$|\n", "|'exponential_generalized'| 'w' (float) weight, 'r' (float) range, 's' (float) power | $C(h) = w \\cdot f(\\vert h\\vert / r),\\ \\ f(t) = \\exp(-3t^s)$|\n", "|'matern' | 'w' (float) weight, 'r' (float) scale, 'nu' (float) | $C(h) = w \\cdot 1/(2^{\\nu-1} \\Gamma(\\nu))\\cdot u^\\nu \\cdot K_{\\nu}(u),\\ \\ u = \\sqrt(2\\nu)/r \\cdot \\vert h\\vert,\\ \\ \\nu= nu$|\n", "\n", "**Notes**\n", "\n", "- $\\mathbf{1}\\{\\textit{expression}\\}$ denotes the indicator function with value 1 when the *expression* is true and 0 if it is false.\n", "- $K_{\\nu}$ is the modified Bessel function of the second kind of parameter $\\nu$ (=`nu`); see below for more details about `matern` model\n", "- the variogram function is defined as $\\gamma(h) = C(0) - C(h) = w - C(h)$" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Import what is required" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import numpy as np\n", "import matplotlib.pyplot as plt\n", "\n", "# import package 'geone'\n", "import geone as gn" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "# Choose matplotlib backend\n", "# -------------------------\n", "# 'inline' : inline plot (non-interactive)\n", "# 'widget' : interactive plot\n", "# 'tk' : plot in a pop-up window (interactive)\n", "from IPython import get_ipython\n", "get_ipython().run_line_magic('matplotlib', 'inline')\n", "# get_ipython().run_line_magic('matplotlib', 'widget')\n", "# get_ipython().run_line_magic('matplotlib', 'tk')\n", "\n", "# Or simply:\n", "# %matplotlib inline\n", "# %matplotlib widget\n", "# %matplotlib tk\n" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "import pyvista as pv\n", "\n", "# Choose backend for pyvista with jupyter\n", "# ---------------------------------------\n", "pv.set_jupyter_backend('static') # static plots\n", "# pv.set_jupyter_backend('trame') # 3D-interactive plots\n", "\n", "# Notes:\n", "# -> ignored if run in a standard python shell\n", "# -> use keyword argument \"notebook=False\" in Plotter() to open figure in a pop-up window" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "sys.version_info(major=3, minor=13, micro=7, releaselevel='final', serial=0)\n", "geone version: 1.3.1\n" ] } ], "source": [ "# Show version of python and version of geone\n", "import sys \n", "print(sys.version_info)\n", "print('geone version: ' + gn.__version__)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Remark\n", "The matplotlib figures can be visualized in *interactive* mode:\n", "- `%matplotlib notebook`: enable interactive mode\n", "- `%matplotlib inline`: disable interactive mode" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Models: `spherical`, `exponential`, `gaussian`, `triangular`, `cubic`" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [], "source": [ "w = 2.0\n", "r = 10.0\n", "cov_model_sph = gn.covModel.CovModel1D(elem=[('spherical', {'w':w, 'r':10})], name='sph')\n", "cov_model_exp = gn.covModel.CovModel1D(elem=[('exponential', {'w':w, 'r':10})], name='exp')\n", "cov_model_gau = gn.covModel.CovModel1D(elem=[('gaussian', {'w':w, 'r':10})], name='gau')\n", "cov_model_tri = gn.covModel.CovModel1D(elem=[('triangular', {'w':w, 'r':10})], name='tri')\n", "cov_model_cub = gn.covModel.CovModel1D(elem=[('cubic', {'w':w, 'r':10})], name='cub')\n", "\n", "cov_model_list = [cov_model_sph, cov_model_exp, cov_model_gau, cov_model_tri, cov_model_cub]" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Cov. model sph: sill = 2.0, range = 10\n", "Cov. model exp: sill = 2.0, range = 10\n", "Cov. model gau: sill = 2.0, range = 10\n", "Cov. model tri: sill = 2.0, range = 10\n", "Cov. model cub: sill = 2.0, range = 10\n" ] } ], "source": [ "# Print sill and range\n", "for cov_model in cov_model_list:\n", " print(f'Cov. model {cov_model.name}: sill = {cov_model.sill()}, range = {cov_model.r()}')" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "image/png": 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srqUAAwYMYPXq1Wg0Gj788EMWLVrEq6++yqFDh3KsJNOlSxdWrVqFRqPho48+Yu3atSxfvpyAgIAcM+Q/7VyzZs3i/PnzvPfee/z999/8+uuv1K5du1B1EIQXlSSLmSEEQRAEQRAEQXhGqlevjouLCzt37izqogjCC0fcoRcEQRAEQRAEodC0Wi06nS7Htn379nH+/HmaN29eNIUShBecuEMvCIIgCIIgCEKh3b59m9atW9O3b188PT25du0aCxcuxN7enkuXLlGqVKmiLqIgvHDEpHiCIAiCIAiCIBSao6MjtWrVYunSpcTGxmJtbU2nTp347LPPRDAvCM+IuEMvCIIgCIIgCIIgCCWQGEMvCIIgCIIgCIIgCCWQCOgFQRAEQRAEQRAEoQQSY+ifwGAwEBERga2tLZIkFXVxBEEQBAFZlklJScHT0xOFQnwvX1jiWi8IgiAUN/m51ouA/gkiIiLw8fEp6mIIgiAIwiPCw8Px9vYu6mKUeOJaLwiCIBRXebnWi4D+CWxtbQHjE2lnZ1eovLRaLTt27KBt27ao1WpTFK9EEfUX9Rf1F/V/WesPpn0OkpOT8fHxyb5GCYVjyms9iPYu6i/qL+ov6i/q/3yv9SKgf4IHXe/s7OxMEtBbWVlhZ2f30jZwUX9Rf1F/Uf+Xsf7wbJ4D0T3cNEx5rQfR3kX9Rf1F/UX9Rf2f77VeDL4TBEEQBEEQBEEQhBJIBPSCIAiCIAiCIAiCUAKJgF4QBEEQBEEQBEEQSiAxhl4QBEF4bvR6PVqttqiL8dxptVpUKhWZmZno9fonplUqlahUKjFGvhiRZRmdTvfU1w7y91q/aF7GMbOCIAhFTQT0giAIwnORlpZGVFQUsiwXdVGeO1mWcXd3Jzw8PE+BupWVFR4eHpiZmT2H0glPotFoiIyMJD09PU/p8/tav0gkScLd3b2oiyEIgvBSEQG9IAiC8MxJkkRkZCTW1ta4uLi8dIGOwWAgNTUVGxsbFIrHj3aTZRmNRkNsbCyhoaGUL1/+iemFZ8tgMBAaGopSqcTT0xMzM7Ontt28vtYvGlmWiY2NJTIy8qX7/xYEQShKIqAXBEEQnjmlUoksy7i4uGBpaVnUxXnuDAYDGo0GCwuLpwZ5lpaWqNVq7ty5k32MUDQ0Gg0GgwEfHx+srKzydEx+XusXjYuLC6mpqSiVyqIuiiAIwkvj5brSCIIgCEVK3LnLm5ctECzuxOuRN+L/WxAE4fkTVyhBEARBEARBEARBKIFEQC8IgiAIgiAIgiAIJVCxCOhnz55NnTp1sLW1xdXVlW7dunH9+vWnHvfHH39QsWJFLCwsCAoKYuvWrTn2y7LMlClT8PDwwNLSktatWxMcHPysqiEIgiAIOTRv3pzRo0cXdTGKBXGtLzlEuxUEQSg5ikVAv3//ft59912OHTvGzp070Wq1tG3blrS0tMcec+TIEXr37s2gQYM4e/Ys3bp1o1u3bly6dCk7zRdffMG3337LwoULOX78ONbW1rRr147MzMznUS1BEARBEP4hrvWCIAiCYHrFYpb77du35/h7+fLluLq6cvr0aZo2bZrrMfPmzaN9+/aMHz8egBkzZrBz506+//57Fi5ciCzLzJ07l0mTJtG1a1cAfv75Z9zc3Fi/fj29evV6tpXKhTYl9bmfUxAEQRCKg5flWi8IgiAIz1OxCOj/KykpCQAnJ6fHpjl69ChjxozJsa1du3asX78egNDQUKKiomjdunX2fnt7e+rVq8fRo0dzvchnZWWRlZWV/XdycjIAWq0WrVZb4PpkZmn4bfQizDSl+Pr8KnTWMnqbdJSl9Fh7KCnlZYO/vR/+dv64WbmhkIpFxwmTevD8FeZ5LMlE/UX9H/75snlQb1mWMRgMGAwGZFkmQ6svkvJYqpX5mo37zz//ZMaMGYSEhGBlZUWNGjVYt24dI0eOJDExkRo1ajB//nyysrLo3bs38+bNw8zMLPt4vV7PBx98wLJlyzA3N+edd97hk08+eeI5HzxHWq32kSXAXpR2VBKu9VqtNke7BZ7admVZJkOjR5mlNfms7/lpu6Zot+PHj2fZsmWYmZnlq93Ci9NO80u834v6P/zTFGRZRq81kJWhQ5OhR5OhQ5OhIytDh05jQKcxoNca0OuMv+u0euPfWgM6nQHZICMbwGCQjb/LIOtlDLKcvU+W/933ML3egNYgo9PL6AwGtHoZvUHGYJDRyzIG+Z98AYXBgF1qAmq9hhVr/8ylJi/JKhiGNLRtCv/656cNFbuA3mAwMHr0aBo1akRgYOBj00VFReHm5pZjm5ubG1FRUdn7H2x7XJr/mj17NtOmTXtk+44dO/K8/mxu5IxMVFoXMqy8sE0BUv7ZEWL8EaNK5YzDMYKd5xPtcAsPlTs+Kh98lD6UVpXGUvHirNm8c+fOoi5CkRL1F/V/WalUKjIzM0lNTUWj0ZCh0dPgm2NFUpajY+pjaZa3dbKjoqLo06cP06ZNo3PnzqSkpHD06FGSkpLQarXs2bMHpVLJxo0bCQsLY+TIkdjY2DB58mQAdDodK1as4N1332XXrl2cPHmSESNGUL16dVq0aPHY82o0GjIyMjhw4AA6nS7HvvT09IJXvpgoKdd6lUqFu7t7drsFSkTbNWW73blzZ77a7YOhDi/z+x2I+ov6P73+sgwGjYQuXUKfoUCfJaHPUmDQSOizJAxZ//zUSiAXj2BY4knBo4TBzImsx+5/OZhlxpmk/efnWl/sAvp3332XS5cucejQoed+7gkTJuS4E5CcnIyPjw9t27bFzs6uUHnvjPkE23V/YdBZkeThTVyzxqQnSMhRFljqbCh/vzbl79cmTZ3EZfdDnHA7xEH1QZSSkiDnIBp6NKSFdwvKOpQtbDWLhFarZefOnbRp0wa1Wl3UxXnuRP1F/V/2+u/duxcLCwtsbGywsLBApdE9/cBnxNbOFiuzvF3+QkJC0Ol09O7dGz8/PwAaNGgAgFqtxszMjJ9//hkrKyvq1atHXFwcH374IZ9//jkKhQKVSkW1atX49NNPSUlJoXr16vz4448cO3Ysu4t4bjIzM7G0tKRp06ZYWFjk2PfgjnJJVlKu9ZmZmYSHh2e3W6BEtF1TtduZM2cCUKNGjTy32wfP08v8fveyv9+L+uesf2aqlvjINBIi00mISiclLpOU+ExS4rLQaw15zluSwMxS9c9DiZmFCrWFEqVKgUqtQGlm/KlSK1CqjH8rVQoUCglJIaFQSCBBUqaW0PgMwuLTuZuUQXhiBhk6AzKQW2lszFTYW6lwsDTDwUqNrYUSS7UKS7UCCzMlFgootX4V5tcvIZtbEFyrAe6ly6JQvng9jp/GYDAQEZNImzZ9Ct3+83OtL1YB/ciRI9m8eTMHDhzA29v7iWnd3d2Jjo7OsS06Ohp3d/fs/Q+2eXh45EhTvXr1XPM0NzfH3Nz8ke1qtbrQL0qbnv0xhDbk9m5nXGPPUtU2Hr8FP2BQqIgOTebmmRhunIyCVHvqhneiTmR7Qn3OsM/5T87FnuNc7Dl+uPAD5RzK0aF0BzqX6YynjWehylQUTPFclmSi/qL+L3P9JUlCoVCgUCiwNldzZXq7IilHfrot16hRg1atWlGtWjXatWtH27Zt6d69O46OjkiSRLVq1bCxsclO36hRI1JTU7l37152IFW1atXs80mShIeHB7GxsSgUj/+wo1AokCQp1zZT0ttQSbrW6/X6HO0WeGrbNRgMpCSnYGtn+8TXuCDy2nZN1W4fLn9+2i2I9ztR/5ev/rIskxKXSXqkitObw4m7l0Z8RBoZKU/oOi2BjYM5tqUssHG0wMrOLPth+c9PC2s15lYq1Ob5Gy72wO37aRwMjuXE7QRO3Y4nMuk/E4ZKYG6poKK7LRXcbPF3tqb0Pw+/UlZP/BJRlmWipkwh8difSGo1Hl8vJD42ljYd2750rz8Yv9DZunWrSdp/fo4vFgG9LMv873//Y926dezbt4/SpUs/9ZgGDRqwe/fuHMuq7Ny5M/sb6NKlS+Pu7s7u3buzL+rJyckcP36c4cOHP4tqPJlTGTJc3fFtGk3wXnc4fJiICRPx/PILPMs74FnegYavl+Pm2RjO/B1G3N1UyoTWoWJMfczrJ3HCcQeHIw8TkhjCd2e/Y/65+TT1akrPij1p6NnwhRx3LwjCi0uSpDzfJS9KSqWSnTt3cuTIEXbs2MF3333Hxx9/zPHjx/Ocx38vypIkZY/Hfpm8KNf6p7Vdg8GAzkyJlZnK5AF9Xol2KwjPnl5nIPp2MhE3EogKTSbmdvI/wbsl8dzLkda2lAVOntY4eVhj72KJnbMlds7GIF6pMu37RFqWjqM349h/I5b9N2IJi8/ZdVulkKjiZU8tX0eCvO2o4mlPGWdrVAW4ox47dx6Jf/wJCgWeX3+FZZ068J+lRV8WWfos7qbcJUqf+3CvZ6lYfJp69913WblyJRs2bMDW1jZ73Ju9vT2Wlsbx4/369cPLy4vZs2cDMGrUKJo1a8bXX39Np06d+P333zl16hSLFy8GjBee0aNH8+mnn1K+fHlKly7N5MmT8fT0pFu3bkVSz2iHmgRkbeR+Q0dcDsWTvGULSgcH3CZ9jCRJKFUKKtRxp3xtN25fjOPIXyEkRqej2W1Dy3ID+bDnZE5lHmHzrc2ciDrBvrv72Hd3H9423rxV+S1er/A65spH7zoIgiAIBSdJEo0aNaJRo0ZMmTIFPz8/1q1bB8D58+fJyMjIvlYdO3YMGxsbfHx8irLIxdLLcq0vLkS7FQTTkmWZ+3dTCb8Sz93rCUSGJKLT5PySS6GUUNroKF/VG/fS9jh52uDoboWZxbMNuRLTNey4HM2Wi5EcvRmHRv9vudRKiVp+jjQs60xtf0eq+ziY5Av1+BUriFu0CAD3qZ9g17btCzsZoizL3M+4z73Ue0SmRRKVFvXvI934Mz4zHgA3hRtv8/ZzLV+xCOgXLFgAQPPmzXNs/+mnnxgwYAAAYWFhOb7pbtiwIStXrmTSpElMnDiR8uXLs379+hyT63zwwQekpaUxdOhQEhMTady4Mdu3b39kPOLzEulQi4DojTT0vsHIWsMZe2o1Cb/9hsq5FM4P3UmQJInSVZ3xreLEpX33OLbxFpEhSWz5IoXG3euwtG03QpND+eP6H2wI2cDd1LvMPjGbpReXMqDKAHoE9MBS9eJMpCcIglBUjh8/zu7du2nbti2urq4cP36c2NhYKlWqxIULF9BoNAwaNIhJkyZx+/ZtPvnkE0aOHFlkd2aLs5flWl8ciHYrCKah0+q5dz2R2xfuc/vifVITck75ZmmrxrO8I57l7XHzt8fOzZwdO7fTuGO5Z97lPCFNw44rUWy5GMWRkPvoDP9OUe/jZEmzCi40q+BKg7KlsDE3bciXtHEj0bM/A8Dl/fdxfOMNk+ZfFDR6DfdS7xGeEk54Sjh3U+4aH6nGn5n6zKfmYaG0QM3zH2pQLAJ6+b9rJORi3759j2zr0aMHPXr0eOwxkiQxffp0pk+fXpjimUySpT+yrScWKRFIfioWZHVl+MUNxM77FqWjI47/WV5HqVRQrZUPpas7s++364RfiWf/qhtEhCTRvE8AH9b9kP/V+B8bb25k2aVlRKVF8eWpL1l2aRnvVH2HHgE9UCtevvErgiAIpmJnZ8eBAweYO3cuycnJ+Pn58fXXX9OhQwdWr15Nq1atKF++PE2bNs1e/mvq1KlFXexi6WW51hcHot0KQsHp9QbCr8QTfDKa0PP30Wb9u0ylSq3Au5IT3hUd8Q5wxMnDGknx77j2Z32HWqc3cCA4lj9O3WXX1Wi0+n/fVyt52NEx0J0OQR6UdbE2+bKZD6Tu30/ExI8BcOrfj1JDhzyT8zwrCZkJhCaFcivpVvYjNDGUyLRIjAvw5U4hKXC3csfd2vjwsPbI/t3d2h13K3esFFZs27btOdbGqFgE9C8NScIQ0BHlqaWM9LxOV30vvKUsulzYTtS06SgdHLFr/+hEO3alLOnyv2qc2xXO0XU3CT4ZTWxYCh2GBeHkYU2vir14vfzrbLy5kaUXl2bfsV91bRXjao+jqXfTZ/ZPLQiC8CKrVKkS27dvf2KaadOm5boMGvwboD489vjBGuqC8KyYqt0+TLRb4UUmyzJRN5O4fiKam6djyEz7NzC3tjfDv6oz/lWd8Q5wRJXHZU9NKSQmlT9Oh7PuzD1iUv7tJVDJw47OVT3oEOhOGRebJ+RgGulnznJ31GjQ6bB7pQuuH35YbGOMdG06NxJucD3+OtcTrnMz8SahSaEkZCU89hhLlSU+tj742PrgbeP97++23njYeDz1RmlRDTkQAf1zJlfoCKeWUjXtCD72/fihdCsCrQ2UPrqDiPHjUdrbYf3PZD8PkySJGm18cS9tx99LL5MYnc7aL0/TYVgQXhUcUSvVvF7hdbqW68ra4LXMPzef28m3GblnJPU86vFxvY8pbf/0CYgEQRAEQRAE4WWQla7l+vEoLh+MID4iLXu7pZ0Z5Wq5UqGOG26l7YokaNXpDey6GsPyI6EcuxWfvd3J2oxXa3jRo7Y3Fd0Lt6x2fmTeuEH4sGHImZlYN22C58yZSMVgmI4sy0SnR3Mj4QbX4q9xLf4aNxJuEJYc9tg77h7WHpSxL0Np+9KUcShDabvS+Nv7U8qiVP5fa1kGTSqkxiAlRVAq5RrQsfAVywcR0D9nsm8DsLBHSr/PNy009NgmMdq9DRua6ZD37+HuuyPxXbECy6DAXI/3KOdAz4/rsHXBRaJuJbFx3jla9qtEQD3j0j0qhYo3At6gQ+kOLL24lF+u/MLxyOO8vvF1hlYdyqDAQaiVohu+IAiCIAiC8HKKDUvhwt5wQk7FoPtnLXiVmYJyNV2pUNcdrwCHIltHPSFNw+pT4fxy9A73EjMAUCokWgS40L2WDy0rumJm4pnxn0Z77x7hg4dgSE7Gsnp1vOfORSqiZemSNclcun+JS/cvcTH2IhfuX8iekO6/XC1dqeBUgQDHAMo6lM0O3q3UVk8/kSxDRgKkREFK5EOPKOMjLRZSoyE1BrTGlQRUQFULL2CM6SqcByKgf96UaqjQHi6spk7mEVpXepVdV6OZXrUnn2WlkX7sOOFDh+K38jfMH7Okj6WtGV1HV2fXT1e4eTaWXT9dIT1JQ422vtlpbM1seb/W+/So0INPj3/K4XuHmX9uPn/f/ptPGnxCddfqz6nCgiAIL6bly5cXdREEId9EuxVeVrIsc/dqAmd23OHutX+7XZfysqZKEy8q1HPH3LLoQqM7cWksOnCLv07fJUtn/JLB0UpN77q+9K3vh6dD0Ux4rYuPJ2zQYHQxMZiXL4fPwgUorPIQEJuAQTYQkhjC2eizXLh/gYv3LxKaFPpIOqWkpLR9aQKcAqjoWJEApwACnAJwsnDKPWNNes4APTki98Bd9/SJ8LKprZFtXEnX2/G8XykR0BeFip3gwmq4toWpb03kcMh9joancGbwRKqnTCTz8mXCBw3Gb9VK1G5uuWahMlPSbkggh9eGcH5XOEfWhqDXG6jdwT9HOm9bbxa0WsC20G18fvJzQhJD6LetH4OCBjGi2ghxt14QBEEQBEF4YRkMMiGnozm7I4z74akASAqJcrVcCWrujXuZoulS/8C1qGR+2HuTzRcieDBRfRVPOwY09KdLNU8s1M9/zP4D+tQ0wocMRXP7NipPD3yWLkXp4PDszmfQcz3hOqeiTnE6+jRnYs6QmJX4SDovGy+qOlclyCWIIOcgKjpVxEL1z8omBgOkxcD9W5C4D5LuPvQINz4yHj+O/hGWjmDrCbbuYOvxz093sHEFGzfjT2tXMLdBp9VyfOvW59zhXgT0RaNsK1CaQ0Io3to7vNeqPJ9vv8ane++wY953GAYNRHPnDuGDB+P3yy+P/ceRFBKNu5fH3FLFiU2hHN9wC9kgU6dTzjv7kiTRsUxHGno25MtTX2ZPnnck4gizm8ymjH2Z51BpQRAEQRAEQXg+ZFnm1tlYjm8KJSHSOD5eZaagcmNPqrX0wc65aJd4PhOWwA97Q9h1NSZ7W/MAF4Y3K0vd0k5FPtmcQaPh7v9Gknn5MkpHR3yXLnvsjcaCkmWZ6wnXORpxlJNRJzkbc5ZUbWqONJYqS6q5VKOaSzWqulQl0KkSTlnpkHDb+Li0BZIW/RusJ90DQx4mp1Nbg53HQ0H6f3638wAbd1AX/yVQRUBfFMxtoGwLuLEdrm1hUOOxrD1zl+CYVL4+eZ+py5Zx5803yQoOIXzYcHx/+hGF5ePfdOp0Ko1CKXFs/S1ObArN3vZfDhYOzGw8k+Y+zZl2dBpX4q7Qc1NPxtcZT48KPYr8jUMQBEEQBEEQCkOWZcIux3N84y1iw1IAMLdSUb21D4HNvLGwLtreqZfuJfHVjuvsux4LgCRBxyAPhjcrS6CXfZGW7QFZrydi/AekHz2GwsoKn8WLMS9jmsm14zLiOBJxhKMRRzkScYS4zLgc+23UNtRwDqKWjR+1VfZU1uhQJ96BS7shYRkkhoFB9+STSArjXXUHH7D3fujx0N/mdsYn/wUgAvqiUrHTPwH9ZsyajWdGt0B6LT7GqhNh9KjlTaWlS7jT9y0yzp3j7ujR+Hz//RMnn6jV3h+FQsGRtSGc2BSKuZWaqi28c03bxq8NVZ2rMunwJI5FHmPGsRmcjTnLlAZTsFQV7beVgiAIgiAIglAQseEpHFoTTERwIgBqcyXVWvtQvbVvkY6PBwiOTuGbnTfYdikKAJVC4rWaXgxrVva5LDmXV7IsEzV9Bil//42kVuM9//vHTtadFwbZwIXYC+wL38eRiCNcjb+aY7+lQk0dMxfqGpTUTkuhYvQ9lDeuPDlTpRk4+IGjHzj4/hOk+/4brNt6gPLlCXNfnpoWNxU6ABJEnoOku9Qv481rNb1Ye+Yek9ZfYsO7jfBZuICwtweRtv8AER9/jOdnnz1xeYgabX3RafWc2BTKwdU3sLBWUaGue65p3azdWNRmET9f/pm5Z+ay+dZmridcZ07zOfjZ+T2bOguCIAiCIAiCiWWkaji+4RZXDkUgy6BUKwhq7k3Ndr5Y2pgVadnC49OZs+sG68/ewyAbbwp3q+7F6Nbl8StlXaRly839774ncfVqkCQ8v/wi1+W0nyZLn8XR6KPsubOL/eH7uP+ftd8raQ00SEuhUUYm1TOzMOPmo5lYOYOj/78Pp9L//m7rAYqim1uguBEBfVGxcQHf+hB2FK5thXpDmdixEruuRHM5Iplfjt1hYKOaeM2dw913R5K8cRMqR0dcP/roiV3ja3f0JyNVy8W9d9m9/CrmVmr8AkvlmlYhKRgQOIBA50DGHxhPcEIwvTb3YmbjmbT0bfmsai4IgiAIgiAIhWbQG7h04B4nNoWSlW7shl2utisNXyuHrVPRjn1OydTyw76bLDsUiuafWevbVXFjTJsAAtxti7RsjxP/y6/c/+EHANw/mYJd+/Z5O1CXRWrUeXbf2MCm+/uZuXoKGRiyd9sYDDRJz6BJegYNMjJxNvyzz9oV/MpDqbJQqhw4lTEG7A5+YGFn4tq9uERAX5QqdjIG9Fc3Qr2hONuY80H7ikxaf4mvd9ygY5AHbs2b4zlrJhEffkT8ip9RlnLGeeiQx2YpSRJNepQnM1VL8Mloti+5xOvja+Ls/fg3jtrutVnTeQ3j9o/jTMwZRu0dxeiao3k78G0xrl4QBEEQBEEodmLDU9j7y7XscfLOPjY0eaMCnuUdirRcBhlWn7rL3N0h3E/VANCwbCk+bF+Raj5FW7YnSdq8heiZMwFwfu9/OPbq9WginQbiQiD2KsRcIyPmMgcTrrJNTuGApQUahZQdXbrpdDRPz6BlloE6Nj6oXesag3bnhwJ4i+IxZ0BJJwL6olSpC+yYBHcOQ2os2LjwZl1f/jh9l/PhiczYfIXv36yJfdeu6BISiPnsc2K/+QalowOOPXo8NltJIdFqQCXSkzXcu57AlvkX6P5RbaztzR97jIuVC0vbLeXLk1+y6toq5p6Zy62kW3zS4BPMlEXbVUkQBEEQBEEQAHRaPae23ObMjjBkg4y5lYr63cpSubEnCkXR3og6eiuOLy8oiUg3jgEv7WzNxI6VaF3JtVjfJEs9eIiIjz4CwLFPH5yHD4e0+xB1AaIu/vO4BHHBaA06jlhasM3Gmr1WlqRbKeCfldf9ZSV1NXZ0K9eKQL+mSM4V/uke//ghw0LhiYC+KDn6g2cNiDgL1zZD7YEoFBIzuwXyyveH2Hwhkp51YmlS3oVSAwagj4snbskSoj6ZitLBAbs2bR6btVKpoP3QQP764jSJ0elsXXCRV8fUQGX2+PEmaoWaifUmUtq+NJ+f+JyNNzdyN+Uuc1vMxdHC8Rk8AYIgCIIgCIKQNxEhiez95RqJ0ekAlK3pQpOeFZ540+p5iE7OZMbmK2y+EAlI2FmoGNW6Am/V98NMVbyD2Yyz57j7v5Gg02FXyxe30ueQvqkEKZE50l01U7POwZatttYkPRSge5k70d6vDR0qdKe0bRm2bdtGxSYdnziZt2BaxbuFvQwqdzX+vLI+e1Oglz39GvgDMGXDZTK1egBcxryPfffXwWAgYuw40o6feGLWFtZqOo2oirm1ipjbyez5+SqyLD+1SL0r9mZ+q/nYqG04E3OGt7a9xb3UewWqniAIQq5kGTRpRfPIw/vgwwwGA7Nnz6Z06dJYWlpSrVo1/vzzT2RZpnXr1rRr1y77vTU+Ph5vb2+mTJkCwL59+5AkiS1bttCoUSOsrKyoX78+ly5dMvlTKjwneWm72vQib7umardVq1bFwsJCtFuhSOn1Bo6uv8m6r8+QGJ2OlZ0ZHd4Jov3QoCIN5nV6Az8eCqXV1/vZfCEShQRN3A3ser8xgxqXLn7BvMEAsTfg/O+wdTxZX7QgvH9P5MwsrN0z8SxzDClk5z/BvESCc1l+rdCQ7gHVeMPLg1X2tiQpFLhYutC3Ul9+6/gb23ruY3SDSQSUqliseyG8yMQd+qJW6RXYNRVCD0JaHFgbJ7Ab07YCWy5GEno/jUX7bzGqdXkkScJj6lT0iYmk7trN3REj8PvlZywqV35s9g5uVnR4J4iNc88RfCoGt9L2VGvl89RiNfJqxK8df2XErhHcSb7DW1vfYkHrBQQ4BZiq5oIgvMy06TDLs2jOPTECzPI+s/Ds2bP59ddfWbhwIeXLl+fAgQP07dsXFxcXVqxYQVBQEN9++y2jRo1i2LBheHl5ZQdGD3z44YfMnDmTMmXKMGnSJLp06cKNGzdQizsYJc9T2q4CcHhW585H2zVFux0/fjzz5s3D3d2diRMninYrFInE6HR2/niZmDvGsfIVG7jTqHv5Il9P/vSdBCatv8TVyGQAqvs4MLVzRe6cO4SjVTEYrirLkHwP7p2Be6ch4gxEnIMsY3m1aQrCdrmg1yixKKXDu7svkm8XZLdAjpubsSbuDHsjDqLT3gXATGFGS9+WdCvXjfoe9VGKWeaLDRHQF7VSZcE9yDg25foWqNkPADsLNZM7V+a9VWeZvy+ErtU98Xe2RlKp8Pr6a8IHDyH95EnChgzFf+VvmPk9fqk5rwqONOxejkNrgjnyVwiufrZ4lHN4atHKOpTl5w4/M2zXMEISQxi4fSDftfqOWm61TFV7QRCEYi0rK4tZs2axa9cuGvyzdE+ZMmU4dOgQixYtYuXKlSxatIh+/foRFRXF1q1bOXv2LCpVzsvr5MmTadGiBXZ2dqxYsQJvb2/WrVvHG2+8URTVEl5wpmq3n3zyCW3+Gd4n2q3wvMmyzNUjkRxcE4wuS4+5lYoWfStStqZrkZYrNUvH59uu8cuxOwDYW6r5qENFetb2Qa/XcedcERUsKwXunjI+HgTwqdGPplNZorMPJGxPErqMVMx8vfBZuYo0Ows23tzI79d+53by7ezklUtVplu5bnQs3RF7czGJXXEkAvrioHI3Y0B/ZUN2QA/QpaoHa06GcyjkPlM2XmbFwDpIkoTC3BzvH+Zzp19/sq5eJWzQYPxW/oba9fFvcFVbeBN9K4ngUzFsX3KJNybWyVMXJTdrN5a3X857e97jTMwZhu4YytfNv6a5T3MTVFwQhJeW2sp4t7Gozp1HISEhpKenZwc1D2g0GmrUqAFAjx49WLduHZ999hkLFiygfPnyj+TT4KF1fJ2cnAgICODq1asFrIBQpJ7Sdg0GA8kpKdjZ2qIw9URQeWy7ot0KJZ02S8/eX68RfNIYkHpVcKDVgMpFvhTdgRuxTFh7kXuJGQB0r+XNhA4VKWVj/Eyt1z/HwiSGQ/hxCDsG4ccg+jLIhpxpJCW4VQbPmuBVC7xqYrDyI3zwEDQx91C5u6OdN5WZwT+w5dYWMnTGelmprHil7Ct0r9Bd9M4tAURAXxxU7gZ7ZsCtfZAeD1ZOgHEJuuldq9B+7kEO3Ihl26UoOgZ5AKC0tcV3yWJuv9kHbVgY4UOG4vfLzyjtcl+zUZIkmvetyP17aSREprFj6WW6jq6OQvn0Dxv25vYsarOIDw58wN7wvby/932+aPYFbfwePymfIAjCE0lSvrq9F5XU1FQAtmzZgpeXV4595ubGD3Dp6emcPn0apVJJcHDwcy+j8Jw9re0aDKDWG9MU0czOot0KJVlidDrbFl0kPiINhUKi7iulqdHWr0hnsE/K0DJzyxXWnDJ2P/d2tOTz16vSqJzz8ymAXgfRFyHsuDGIDz9u7E7/X/a+4FMXvGsbg3j3IDD794tAWaPh7vARZF64gMHWmiUDPdh2Ynj2/nIO5egZ0JMuZbtgrS7+12jBSAT0xYFzOXCtAjGX4fo2qNEne1cZFxuGNSvDt3tCmL7pCk0ruGBjbnzZVM7O+C5byu033yTr+nXCh4/Ad9lSFBa5f3tpZqGiwzuB/DH7FBHBiRzfeIsGr5bLUxEtVBZ80/wbJh6ayLbQbYzfP57PmnxG+9LtC19/QRCEYqpy5cqYm5sTFhZGs2bNck0zduxYFAoF27Zto2PHjnTq1ImWLVvmSHPs2DHatze+XyYkJHDjxg0qVar0zMsvvJxM2W59fX0B0W6F5yP0wn12/XQFTYYOKzsz2g0NxDMPw0SfpZ1Xopm0/iLRyVlIEvRv4M/4dgFYmz/DMMqgNy4ZF3oQbh+CsKPZY9+zSUrwqAo+9cG3HvjUA7vHz+8hGwzc/fBD0g4fJstMYtqrmYRwEaWkpJVvK3pV7EVtt9piYrsSSAT0xUXlrsaA/sqGHAE9wIgW5Vh/LoKw+HTm7LzB5M7/ToJn5uOD79Kl3On7FhmnT3Pv/TF4f/ctkir3l9bR3ZqW/Srx95JLnPk7DO9KTvhUdMpTEVUKFbMbz0Ylqdh0axMfHvwQrUFLl7JdCl5vQRCEYszW1pZx48bx/vvvYzAYaNy4MUlJSRw+fBg7OzucnZ358ccfOXr0KDVr1mT8+PH079+fCxcu4Oj473Kfn376KZaWlpQuXZrJkyfj7OxMt27diq5iwgvNVO12+vTplCpVCjc3Nz7++GPRboVnRjbInNgcyqmttwFwL2NP+6GBWDsU3Qz2KZlaPtl4mbVnjHfCyzhb83n3qtTxz9vn5nwxGIx34G8fMgbxd45AVlLONOb2xrvvvvWMQbxXzTz3dEvKSuLUh8Pw3H4OnQK+fFUiws+afhW607dSXzxsPExfJ+G5EQF9cVGlG+ybBTf3QGYSWPw76YSFWsn0rlUY8NNJlh+5zes1vans+W/XeouAAHwW/EDYoMGk7t1L5OQpeMya+dhv2MrVciX8midXDkaw+6cr9JpcDwubvM0UqlQomdFoBmqlmrXBa/n40MfoZT3dynUrTO0FQRCKrRkzZuDi4sLs2bO5desWDg4O1KxZkwkTJtCzZ0+mTp1KzZo1AZg2bRo7duxg2LBhrF69OjuPWbNm8eGHH3Lr1i2qV6/Opk2bMDMrBrMgCy8sU7Tbzz77jFGjRhEcHCzarfDMaDV6dv14hVvnYgEIau5No+7lUBbhkm8nb8fz/upz3E3IQCHBkCZleL9NBSzUJprZXZYh/haE7IbQ/cZAPjMxZxpzO/BrCP5NoHQTcAuEfM4sn5SVxG9XfyNx4RJe3ZeJAfjldQda9xjKggqvY2eW+1BdoWQRAX1x4RIALhUh9hpc3w7VeubY3TzAlY5B7my9GMWk9Rf5c1jDHGOJrGrXxmvON9z933skrVuH0skRt/HjH3u6xt3LE3EjkcTodPb8cpUOw4Ly3MVGqVDySYNPUEkq1txYw+TDk1FICl4p+0rB6i4IglCMSZLEqFGjGDVq1CP7oqKicvytVqs5derUI+kaN27M0aNHsbOzM/1EaYKQC1O1W7H2vPAspSVlsfWHC8TcSUGhkmjRtyIV6xfd3WKt3sC8XcH8sC8Eg2wcKz+3Z3Vqm+KufGYShB4wBvE390DinZz7zWzAt4ExePdvAh7V8h3AP5CUlcTPV35m5dWVNDiezJB9xsny4oZ1Zeb/jDfmhBeHCOiLk8pdYf81uLL+kYAeYHLnyuy/HsuZsETWnAqnV13fHPttW7bEY8YMIidOJH7Zj6icnCg1aFCup1KbK2k7qAp/fn6K0PP3uXIogipNvHJNmxuFpGBS/UkoJAW/X/+dyYcnY6myFBPlCYIgCIIgCE8Vdy+VzfPPkxqfhYW1mg7Dg4p0vPyt2FRGrz7HhbvGru6v1fRi2itVsLUoYPBr0BvXfb+52xjE3z0J8kPT4CvU4FsfyraA0s3AozooCxeaJWYmsuLKClZeXUm6Lp36Vw0M2mEM5kuNGE6l994rVP5C8SQC+uKkclfY/7nxnz4zGSxydoPxsLfk/TYV+HTLVT7bfo22Vdxxss7Z9c3htVfRJ8QT8+VXxHz5FUpHJxxeezXX07n42lK/W1mO/BXCoTXBeJZ3wNE97zNaSpLEhHoTyNRnsj5kPR8c+IBvW3xLE+8m+a+7IAiCIAiC8FIIuxLH34svocnUY+9qSeeR1XBwzfuSoqYkyzKrT4YzbdMVMrR67C3VzHw1kM5VHz/B3GNlpeCRcALlxi1wcxekx+XcX6oclG0FZVuCf2MwtzFJHdK16fx29Td+vPQjqVrjKhcd7nsxYPNdJBkcevXE5X//M8m5hOJHBPTFiWtlKFUe4oIheAcEdX8kyYCG/vx5+i7XolL4bNtVvuhe7ZE0pQYNQhcXT/yPPxI5eTJKB3ts/zNz7QPVW/kQfiWO8KsJ7Fp+ldfH18zTUnYPKCQFUxtMJVOXyfbb23l/3/ssaL2AOu518l5vQRCEF1Tz5s2RZdm4Nnly8tMPEIRi4EG7FYRnIfhkNLt+uoLBIONZ3oEO7wTleS4nU0vL0jFx3UU2nIsAoGHZUnz9RjU87C3znknCHbixHa5vQ3X7EHUN2n/3mdtDmab/BvGOfiYtv9agZV3wOhaeX0hshnEOggDHAEZZdcJ13vcYdHps27XDffJkMXv9C0wE9MWJJBnv0h/8ytjtPpeAXqVUMPPVQF5fcJQ1p+7yRm2fXMf1uI4fhz4hgaR167j3/hh8ly3FqnbtR0+pkGjZrzKrph8n5nYy53aFU7Nd/t5slAols5rMIlOXyb67+3h397ssabuEai6PftkgCIIgCIIgvJwuHbjH/lXXQYbytV1p1b8ySnXRzCtyNTKZd1ee4VZsGkqFxNi2FRjWtOzT17s3GCDiDFzfalxuOuZK9i4JSDV3w7L6aygrdTbORl/IbvS5kWWZXWG7+PbMt9xOvg2Al40XI2uMpDWVCOvzFvr0dKwa1Mfzyy+QlCaazE8olsTMPMVN5a7Gn8E7ISsl1yS1/JzoWdsHgI/XXUKrNzySRpIkPGZMx6Z5c+SsLMKHjyDz2rVc87NxNKfJG+UBOL7pFvERafkutlqh5qvmX1Hfoz4ZugxG7BrBrcRb+c5HEARBEARBePGc3n6b/SuNwXxgUy/avF2lSIJ5WZb5/UQY3eYf5lZsGu52Fvw+tD4jmpd7fDBv0BuXktv2EcwNhKWt4ODXxmBeUoBfI2gzA+2wo+yu/CWG1jOMXeqfQTB/6f4l+m7ry5h9Y7idfBtHc0c+qvsRG7ttpJ11HcIHD0GfkIBFlSp4f/c9CrEyxQtPBPTFjXsQOJUFXaZxtvvH+KhDRRyt1FyPTmH54du5ppFUKrzmzsGyVi0MKSmEDRmCJjw817QB9d3xCyqFQSeze8UVDLl8SfA05kpz5rWYR1XnqiRrkhm2axgx6TH5zkcQBEEQBEF4MciyzJG1IRxbb7zRU6uDH017V0B62p3wZyAtS8eYNef5aO1FsnQGmlVwYeuoJrmvLa/XGWel3zIWvqkEP3WA4wsg+Z5xRvoqr8Kri2H8TRi4FRq9Zxw6+4zcz7jPpEOT6L2lNxdiL2CpsmRYtWFsfW0rfSr1QZmSTtigQegiIjHz98dnyWKUNnmfG0souURAX9xIEgS+bvz90p+PTeZobcaEDpUAmLPrBhGJGbmmU1hY4LPgB8wrVEAfe5+wQYPR3b+fy2klmr9ZETNLFTF3Uji7M6xAxbdSW/F9q+/xt/MnMi2S4buGk6LJvaeBIAiCIAiC8OKSZZkDv9/g7A7j58qGr5ejfteyRTKe+1ZsKl3nH2bd2XsoFRIftA/gpwF1ck4wbdDDrf2waRR8HQArusDJpZAabRwPX6039P7dGMT3WG5clcrKBEvaPYFWr2X5peV0XteZDTc3ANClTBc2v7qZd6u/i42ZDYb0dMKHDUcTchOVqyu+y5aicnq25RKKDxHQF0cPAvqQ3ZAe/9hk3Wt5U9vPkXSNnumbrjw2ndLODp+lS1B7eaENCyNsyFD0KY8G2Q93vT+xObRAXe8BHC0cWdB6Ac6WztxIuMGovaPQ6DUFyksQBEEQBEEoeR4E85f23wMJWvStSI02vk8/8BnYdSWart8fJiQmFTc7c1YNeaiLvSwbl5f7+2OYUwV+fgVOL4f0+2DpBDXegj5/wfgQeHUhBHQAtcVzKffBuwd5beNrfH36a9K0aVQpVYVfOvzCrCazcLVyBUDWark7ejQZ586hsLfHd9lS1F55X4paKPlEQF8cuVYEt0AwaOHqpscmUygkZnQLRKmQ2H45ir3XHt+9Xe3qiu+Py1CWKkXW1avcHfEuhqysR9I93PV+32/XkA0Fm+XW29abH1r9gLXampNRJ5l8dDIGOf/d+AVBEARBEISSRZZlDq4Ozg7mW/WrROXGBVgGrpAMBpm5u24w+OdTpGTpqOPvyKb/NaZuaSeIvwX7v4Dv68DiZnD0e0iJBAsHqDUA+m2AccHQ9Xso3xpUz28semx6LGP3jWXE7hHcTr5NKYtSTG84nZWdVlLdtXp2OtlgIGLix6QdOIhkYYHPggWYl3923f6F4kkE9MVVHrrdA1TysOPtRv4ATNl4iUyt/rFpzfz88F2yGIW1NeknT3Jv7FhknS5HGkmSaNY7AJW5ksibSVw5HFHgKlQqVYk5zeegUqjYGbaTnZk7C5yXIAiCIAiCUPzJMhz56xYX990FCVq+VYmKDTyeezmSM7UM/eU0c3cFA9C/gR+/vVkB1ys/w5JW8G0N2DvTuFy0ygKqvAa9VhmD+C7zoEzzZzKp3ZMYZANrrq+h6/qu7LizA6WkpF/lfmx+dTOvln8VhfRv6CbLMtGffUbypk2gUuH97TysatZ4ruUVigcR0BdXga8Zf4YehJSoJyYd3boCHvYWhMdnMH9vyBPTWlSujPcPPyCp1aTu2k3k1KmPrDVr62RB/VfKAHBk7U3Skh69k59XDTwbML3hdAAOZh3MHvsjCIIgCIIgvFhkWSbpqjmX9xtvCLXoW5FKDZ9/MB8Sk0q3+YfZdTUaCxX83DSFaZqvMJtXCbaNh3unjLPTl20J3RYau9P3+Akqdnyud+IfFpwQTP9t/ZlxbAYp2hSqlKrC751/Z3yd8diY2TySPm7xEhJ+/gUAz1kzsWna9HkXWSgmikVAf+DAAbp06YKnpyeSJLF+/fonph8wYACSJD3yqFKlSnaaqVOnPrK/YsWKz7gmJuToD951ABkur39iUmtzFZ90qQzAwv03uRmb+uT09eri+c3XoFCQ9OdfxM6Z+0iaoBbeuPjaosnQceiP4ILV4R9dynZhSOAQAGaenMnJqJOFyk8QBEEoecS1XhBefKe23CH1jjEgbvFWRSo3ev7d7Pdej6Hb/MNo799iivU6LtiPo+mJd+DyOtBrwL0qtP8Mxl6Ht9ZB9d5gbvvcy/mARq/h2zPf8samNzgXew4rlRUf1f2I3zr+RkWn3N/PEtasIXbOHADcJnyE/SuvPM8iC8VMsQjo09LSqFatGvPnz89T+nnz5hEZGZn9CA8Px8nJiR49euRIV6VKlRzpDh069CyK/+wEdjf+vPTXU5O2q+JO8wAXtHqZyesvPXLX/b/s2rTBfdpUAOIWLyZu+fIc+xUKiRZ9KyJJEHIqhjuX4gpSg2zvBL1DoDoQnUHH+/veJyy5YLPoC4LwYpBlmXRtepE8nvb++F8pKSn06dMHa2trPDw8mDNnDs2bN2f06NEA/PLLL9SuXRtbW1vc3d158803iYn5d06T5cuX4/Sf2YbXr19fJLM8F6UX5Vqfl7abocso8rZrinbr4OCQI8+Xsd0KeXd+dzhn/zYuj9y4Z7nnHszLsszPB66y8ec5LDZM5aD5+7yt/wOztAjjuPi678A7B2DYQag/HGxcn2v5cnM57jI9N/dkycUl6GQdLXxasKHbBuMydAplrsck79hB1NRpAJR65x2c+vd/nkUWiqHnOzDkMTp06ECHDh3ynN7e3h57e/vsv9evX09CQgIDBw7MkU6lUuHu7m6ycj53VbrB3xPg7glIuAOOfo9NKkkS018JpM2c/Ry5GcfG8xF0rf7kGS4de/RAH59A7Jw5xHz2OSpHR+y7ds3e7+JrS9VWPpzfFc7+VdfpPaUeavPc31yeRiEpeN3qdVDBpbhLjNwzkl87/oqdmV2B8hMEoWTL0GVQb2W9Ijn38TePY6W2ynP6MWPGcPjwYTZu3IibmxtTpkzhzJkzVK9eHQCtVsuMGTMICAggJiaGMWPGMGDAALZu3fqMalAyvSjX+pLSdkW7FZ6na8cis3t02lXIonLj59vNXhsbwrE1X/JKzCb6qY2rNMlISGVbGGepD+j43GamzwutQcuSC0tYcsEYyDtZODG5/mRa+7V+4nFpx44TMXYcGAw49OiOy+hRz6nEQnFWLAL6wlq2bBmtW7fGzy9nwBscHIynpycWFhY0aNCA2bNn4+v7+OUysrKyyHpo5vfk5GTAeNHTarWFKuOD4/OVj0UplH6NUNw+iP7CHxgaPvmf1sNOzfBmZZi7O4RPN1+hSVlHbC3UTzzGbuAANLGxJP36KxETP0a2scH6oTE4Ndv7cPN0DClxmZzceos6nf3zXv6HaLVa1JKaLxp+wdu73yY0KZSxe8cyr/k81Ionl/FFUKDX/wUi6i/qD8a7JwaDIftRVPJz/pSUFFasWMGvv/5KixYtAOM1x9vbO7s+AwYMyE7v7+/P3LlzqVevHsnJydjY2OQ418PPwYOyPK6Msiyj1WpRKnN+kfqytqOiuNZrtdo8v2bPQ17brinb7cPny2u7hZe3nb6M7/d3Lsax5+erAFRp5k6iZfDzqb9BhxS8A8PJZZjd2U8TAAmSzT2wqtcfuWovsPf+N/1zKFNeXv+QxBCmHJ3CtYRrALT2ac2EOhNwtHB84nGZV65w7913kbVarFu1otTEiej+M7l1UXsZ2//DTFn//ORR4gP6iIgItm3bxsqVK3Nsr1evHsuXLycgIIDIyEimTZtGkyZNuHTpEra2uY+TmT17NtOmTXtk+44dO7CyyvvdnCfZuTN/M7376ctRnYOkHlvBvsSnL0PhYwBXCyUxqRpGLdtN99J5+OBRpTLuNWpgd/Ys90a/z93Bg8n0//cDk7m/itQES87uCCMy4yoq64ItZQdw5uAZXle+zhKWcCzqGO+tfY8uVl0KnF9Jk9/X/0Uj6v/y1l+lUpGZmUlqaioajQZZltnRaUeRlEWbriVZSs5T2osXL6LVaqlUqVJ24CdJEuXKlUOj0ZCcnMy5c+f47LPPuHTpEklJSdnBzpUrV6hYsSKZmZnZQU5KSgoAGRkZwL/B5H9pNBoyMjI4cODAIx/Y0tPT81/pEq6orvUP7v4/aLdAiWi7pmy3D7fRvLTbzMxM4OV+v4OXp/5Z8UpiT1qCQcLKS0uiZTCS9Gzrb65Nwi9uP37392CljQfAIEsckKsR5dYKS68gSFHA4QvAhWdWjifJrf4G2cChrEPsztyNHj2WkiVdLLsQlBzE0T1Hn5if+v59fH5YgCotjfQyZQhu0Rx5R9G8D+XFy9L+H8cU9c/Ptb7EB/QrVqzAwcGBbt265dj+cLe+qlWrUq9ePfz8/FizZg2DBg3KNa8JEyYwZsyY7L+Tk5Px8fGhbdu22NkVrmu4Vqtl586dtGnTBrU6H3ekMxogz/0F+4wwOtYtB84VnnqIc6U4+i8/zeFoBWO6NSTQ6+lll9u1I/K9UaQfOoT/r7/itWJ59jqWsiyzLeMSd68lYhbvS/seVZ6S26P+W/9yd8sx5sAYjmuO065GO7qV7ZbvPEuSAr/+LwhRf1H/vXv3YmFhgY2NDRYWxm6P9tg/5ciiZ2NjnFnY1tY2x3VAqVRiZmaGUqmke/futG3blt9++w0XFxfCwsLo0KEDZmZm2NnZ5QgSbW1tkSQJlcp4+X3ctSUzMxNLS0uaNm2a/Xw98Lhg6kVWVNf6zMxMwsPDc7RbeHLblWWZlJSU7Ne6KJiy3T58fF7a7YPn6WV+v3tZ3u8TotLZ8M05MOjxC3KizaDK6A26Z1f/qIsoTyxEurIWyWC8e5mALat1zdlh2Z5P3upAI4+iHcr5uNc/Oj2aSUcmcTrpNABNPJswqd4kXCxdnpqnLiaGu/36oUtLw7xSRcr8+CNVbR6d9b44eJnaf25MWf/8XOtLdEAvyzI//vgjb731FmZmT15iwsHBgQoVKhAS8vhl3czNzTE3N39ku1qtNlmjzHdealco2wqC/0Z9bQO0mPjUQ5pVdOeVap5sPB/B1M1XWTuiEUrFUz5UqNX4fDuPsLcHkXHuHJHDhuO3ciVm3sZx+E17BfD7jBOEXYrn3tUk/Ks6570OOU5jrH/r0q0ZmTKS785+x+yTs6lYqiJBLkEFyrMkMWVbKolE/V/u+kuShEKhQKEoFvOx5km5cuVQq9WcPn0af39/AJKSkrhx4wZNmzblxo0bxMXF8fnnn+Pj4wPAmTNnALLr6ubmRkpKCmlpadjZ2aFQKLhw4UJ2mtwoFAokScq1zbxsbagor/V6vT7f7fbBne4HxxUFU7bbjIwMrK2tAfLcbkG8373o9U9P1rB94WU0GXrcy9jTfkgQKjMlWq2JX3+DAYJ3wLH5EHoge3OiUzVmxTZig7YuAd4uLO1XG1e74jNG/uH67wnbw5QjU0jKSsJSZcmEuhPoVq5bnr7w0yclETl8BLp7Eaj9fPFdsgSVo+OzLn6hvejt/2lMUf/8HF9yPlXlYv/+/YSEhDz2W/iHpaamcvPmTTw8nv9amIUW9M9s9xf/hDzOcDupcyVszVWcv5vEyhN5m1FeYWWFz8IFmJcvhy4mhvBBg9DFGWe3d3S3plor40X/4B/B6LT6/NfjPwYHDaalT0u0Bi2j943mfsb9QucpCIJgSra2tvTv35/x48ezd+9eLl++zKBBg7IDF19fX8zMzPjuu++4desWGzduZMaMGTnyqFevHlZWVsyYMYObN2+ycuVKlv9nZRHh8V6aa70JmbLdTpw4UbRbIQetRs+WHy6QEpeJvYslHUcYg3mT0qTDyWUwvw6s6mkM5iUlBL7Olnq/UiPyQ9ZoG9O4oje/D61frIL5B7L0Wcw6PotRe0eRlJVEJadK/NHlD14t/2qegnlDRgbhw0eQdeMGShdnfJctQ+VcsBtqwoutWAT0qampnDt3jnPnzgEQGhrKuXPnCAszBqITJkygX79+jxy3bNky6tWrR2Bg4CP7xo0bx/79+7l9+zZHjhzh1VdfRalU0rt372dal2cioAOoLCD+JkSey9MhrrYWjGsXAMAX268Rm5L1lCOMlA4O+CxdisrTA82dO4QPfQd9qnG20Nod/bG2NyM5NoNzO8MLVJWHKSQFMxvPpLR9aWLSYxi3fxxaw8s5iYYgCMXXN998Q4MGDejcuTOtW7emUaNGVKpUCQsLC1xcXFi+fDl//PEHlStX5rPPPuOrr77KcbyTkxM///wzO3fupFq1aqxatYqpU6cWTWWKkLjWP1+maLe//vorW7duJSgo6KVtt0JOskFm109XiLmdjLm1is4jq2Fp8+SeM/mSdh/2fApzKsOWMRAXAuZ20PB/yKPO8bnNB7y7X4EsQ++6vix6qxZWZsWvw/GtpFv03tKbVddWAdCvcj9+6/gbfnaPX7HqYbJWy733x5Bx5gwKW1t8ly7FzNv76QcKL6Vi8R9w6tSp7FlYgeyxbf3792f58uVERkZmX/AfSEpK4q+//mLevHm55nn37l169+5NXFwcLi4uNG7cmGPHjuHi8vSxKsWOuS1UaA9X1hvv0nvWyNNhfev78cfpcC7dS2bW1qvM6Vk9T8ep3dzwXbaMO2/2IfPyZe6OHInP4kWYWZjRsHs5di67wulttwmo746tU+G+EbUxs2Fui7m8ueVNTkef5utTX/NR3Y8KlacgCIIp2dra8ttvv2X/nZaWxrRp0xg6dCgAvXv3fiSA/O964d26daNly5bZXe4BhgwZ8oxLXryIa/3zZap2+995C162divkdGRtCLfOxqJQSXQcVhUHN9NMGk3SPTj6PZxeDtp/JgNz8DOuF1+jLxqlNR/9dYG1Z+8BMLZNBUa2LFdk81Q8yZmsM3y6/VMy9Zk4WTjxaaNPaeLdJM/HywYDkZOnkLpvH5K5OT4LfsAiIOAZllgo6YpFQN+8efNHLiIPy62Ll729/RNn//v9999NUbTio2rPfwL6P6D1NFA+/aVTKiRmdgui2w+HWXf2Hm/U9qFB2VJ5Op156dL4LF5MWP/+pB87RsT4D/D65mvK13bj8oEIIoITOfxnMO2HFn7cexn7MsxqbOyS9NvV36hSqgpdyr48M98LglC8nT17lmvXrlG3bl2SkpKYPn06AF27di3ikpUs4lr/fIl2K5ja5YP3OLfL2EOzVb9KeJZ3KHymcTfh8Fw4twoe9NL0qA6N34dKXUChJCVTy/DlJzkUch+lQmL2a0G8Udun8Oc2sSx9FrNOzGJtxloA6nvUZ3aT2Thb5q+bfMxXX5O0fj0olXjNmYNV7drPoLTCi6RYdLkX8qBca7B0gtRoCN2X58Oq+TjQp55xPd7JGy6h0eV9/VzLoEC853+PpFaT8vffRE03jq9r2qsCkgQ3z8QSEZyYn1o8VkvflrxT9R0Aph2dxrX4aybJVxAEwRS++uorqlWrRuvWrUlLS+PgwYM4i7GMQjEn2q1gKhEhiRxYdQOAul1KU6Gue+EyjL4Mfw6C72vDmZ+NwbxfI+i7FobugyrdQKEkNiWLnouOcSjkPlZmSpb1r10sg/mI1Aj6b+vP2pC1SEgMCxrGojaL8h3Mxy1bRvyPPwLg8emn2LZs8ZQjBEEE9CWHygwCXzf+fj5/dyTGt62Is40ZITGpLDl4K1/HWjdogOeXX4Ikkbh6Nfe/+45SXjZUbuwJwOE/g5ENBV+X/mEjqo+gsVdjsvRZjN03llRNqknyFQRBKIwaNWpw+vRpUlNTiY+PZ+fOnQQFvfircgglm2i3gqmkxGeyfdFFDAaZsjVdqd3Rv+CZRV2C3/vAgoZw6U+QDVCuDQzcDgO3QrlW8E83+rsJ6fRYeIQrkck425ixemgDmge4mqZSJnT43mHe2PwGl+MuY29mz1vWbzE0aCgKKX9hVuJfa4n50jiXhev48Ti82u0ZlFZ4EYmAviSp1sv48+pmyErJ82H2VmomdqwEwHd7ggmPf3z3xdzYtW+H+ydTALj/wwLif/mVul3KoLZQEnMnhRsno/OV3+MoJAWzG8/G3dqdsJQwPjnyyRO7ZwqCIAiCIAjPjk6jZ9vCi2SkaCnlZUOr/pUKNm499jr8MQAWNoJrmwEJKneDdw5A3z/Br0GO5CExqfRYeJTbcel4O1ry57CGBHnbm6JKJiPLMovOL2L4ruEkZSVRuVRlfmv/GxXUFfKdV8qePUROngxAqcGDKDXobVMXV3iBiYC+JPGqBU5lQZcBVzfl69BXa3hRv4wTmVoD0zZdzvepHXv1wvm9/wEQPXMm2gM7qdXeOFPnsfU30WoKv4wdgIOFA181+wqVpGLHnR38fl2MjxQEQRAEQXjeZFlm72/XiA1LwcJaTcfhQajN87k8XdxNWDsUfqgPl9cZt1XuBiOOwRsrwKPaI4dcupfEG4uOEpmUSTlXG/4c1hB/Z+vCV8iEMnQZjNs/ju/PfY+MTPcK3fm5w8942njmO6/0kye59/4YMBiwf+01XMaOfQYlFl5kIqAvSSQJqv0zI20+u91LksSn3QJRKyV2XY1h+6WofJ/eefhwHPv0ASDio48oZxGGrZMFqQlZnN+Vt7Xu86KaSzXG1DbOfvzFyS+4dP+SyfIWBEEQBEEQnu787nBuHI9GUki0G1IFO2fLvB+cdBc2jITv68CF1cau9QGdYNghYyDvWjHXw47fiqP34mPEp2mo6m3Pmnca4G5fvNaYj0qLov+2/uy4swOVQsUnDT7hkwafYK40z3demdeuET58BHJWFjYtW+IxfVqxnLlfKN5EQF/SVH3D+DP0gHGJj3wo52rL0KZlAJi68TKpWbp8HS9JEm4fT8SuUyfQ6Yh8fzS1ahpn2z/9dxhpSXlb6z4v+lbqSyvfVugMOsbtH0dSVpLJ8hYEQRAEQRAe7971BI78FQJAo+7l8K7olLcDMxKpfO93VAvqwdlfQNZD+bbGie56rwT3x8/jsPdaDP1+PEFKlo56pZ34bXA9nKxNuMa9CZyLOUevzb24Gn8VJwsnlrZdSvcK3QuUlyY8nLDBQzCkpmJZuxZe33yNpCoWC5AJJYwI6EsaRz/wbQjIxiXs8ul/Lcvj62RFVHIm3+y4ke/jJYUCz9mzsG7UCDkjA9WX7+HqYYYuS8/xjfmbcO+J55EkpjeajreNN/dS7zH58GQxnl4QBEEQBOEZS0vK4u9ll5FlCKjnTtUW3k8/SJsJR75D9UNtysdsRdJngX8TGLQT+vwBnjWeePim8xEM+fkUWToDrSq6suLtuthaqE1UI9PYELKBt/9+m7jMOCo4VmBVp1XUcqtVoLx0sbGEDRqM/v59zAMC8PnhBxQWxasnglByiIC+JKrW0/jz/O+QzyDXQq1kRrdAAJYfCeXSvfzf+ZbMzPD+dh4W1apiSErC/+hCAK4eieT+3bxP1vc0dmZ2fN38a9QKNXvD9/LLlV9MlrcgCIIgCIKQk0FvYOeyy2Qka3DytKbZmwFP7gJuMMCFNcau9TsmIWUmkmzhha7nKui/CXzqPvWcf5wK573fz6IzyHSt7snCt2phoc7nWP1nSJZlvj3zLZMOT0Jr0NLKtxW/dPilQOPlAfQpKYQNGYo2LAy1jw8+SxajtLMzcamFl4kI6Euiyt1AaQ6xVyHqQr4Pb1bBhc5VPTDIMHHdRfQFWHZOYW2Nz8KFmJUti83t07inXQMZjq69me+8nqRyqcp8WOdDAOacmcOVuCsmzV8QBMEUpk6dSvXq1Yu6GIKQb6LtCg87sSmUezcSUZsraT808MmT4IUehMXNYO0QSAoDW090nb9lb8WZyOXaZC8/9yS/nwjjg78uIMvwZj1f5rxRHbWy+IQnGr2GCYcmsOTiEgDeqfoO3zT/Biu1VYHyM2RlcXf4CLKuXUPp7IzvsqWoXYvfUnxCyVJ8/mOEvLN0gIAOxt/Pry5QFlM6V8bWXMWFu0n8euxOgfJQOTriu3QJKnd3/C+uQpL1hF2J5+71hALl9zhvBLxBa9/W6Aw6PjzwIena/C27JwiCUFDNmzdn9OjRT003btw4du/e/ewLJAh5JNqukF+3L97n9HbjZ8IWfSvi6P6YmeUTw2BNP1jR2XhjydwOWk2B/51GrvYm5HH99V+O3eGjtReRZejfwI+Z3QJRKIrPhHBJWUkM2zWMLbe2oJJUzGg0g5E1RuZ7ffkHZJ2Oe2PHkn7qFAobG3wXL8LM19fEpRZeRiKgL6kerEl/8Q/Q529yOwBXOws+aB8AwJd/Xyc6ObNAxVB7eOC7bCm2Fjq87h0E4OhfwSYd7y5JElMbTsXNyo3bybf57MRnJstbEAShMGRZRqfTYWNjQ6lSpYq6OIKQZ6LtCg9Lic9k13JjL8jAZl6Ur+P2aCJNOuydZexef2WDMXCvMxjeOwdNxoJZ3u9aLz8cyuT1xlWMBjUuzdRXqhSr2d0jUiPot60fJ6NOYq22Zn7r+XQr163A+cmyTOTUqaTu2m0cuvrDfCwqVzZdgYWXmgjoS6pyrcGqFKTFwK19BcrizXp+VPNxIDVLx/RNBe/Kbl62LD6LF+Efsx+lPouYsFRuno4ucH65sTe3Z3aT2UhIrAtZx/bQ7SbNXxCE50uWZQzp6UXyyOsXjgMGDGD//v3MmzcPSZKQJInly5cjSRLbtm2jVq1amJubc+jQIdFt+SWSp7abkSHarlBiGPQGdiy9RFaaDlc/Wxp3L58zgSzDpb+Mgfz+z0GXaZzw7p2D0OlrsM7fF0JLD95i6j+fO99pVoZJnSoVq2D+ctxl+mztw62kW7haubKi/QoaejYsVJ6x38wh6c+/QKHA65uvsa779LkFBCGvxNoIJZVSDYGvw4nFcOF3KN86/1koJGa9Gsgr3x9my8VIul+PoUVAwcbxWFatStlvZnF31gZu+7bn8E+nKV29PUqV6SY1qeNehyFVh7D4wmKmHZ1GkEsQXjZeJstfEITnR87I4HrNgs0OXFgBZ04jWT39TtK8efO4ceMGgYGBTJ8+HYDLly8D8NFHH/HVV19RpkwZHB0d2bdv37MsslCM5LXtmvZrbSPRdoVn4eSW20TdSsbMUkW7IYEo1Q/d74u+DFvHw53Dxr/tfaDtp1C5a57GyP/Xgn03+Xz7NQBGtijH2LYVilUwf/jeYd7f9z4ZugwqOFZgfqv5uFu7FyrPuJ+WE7fEOAbfY/o0bFvn/zO7IDyJuENfkj3odn91E2QWbJ32Kp72DGzoD8Dk9ZfI0OgLXBybxo2oO7QZak0KqXpLTs7+vcB5Pc7wasOp5lKNVG0qHx74EJ0h/8MNBEEQ8sLe3h4zMzOsrKxwd3fH3d0dpdL4JeX06dNp06YNZcuWxckpj+szC8JzItqukFcRwQmc3nYbgOZvBmDnbGncoUmDnVNgUVNjMK+yhOYTYeRJqNKtQMH893uCs4P5Ua3KF7tgfvvt7YzcM5IMXQYNPBqwov2KQgfzievXE/P55wC4jBmDQ/eCrVkvCE8i7tCXZJ41waWScbb7S39B7bcLlM37bSqw9WIkdxMy+HZPMB+2r1jgIrl060TQjXWcuQUXb1lS9tdVuPTtXeD8/kulUPF508/pvrE752PPs/D8QkbWGGmy/AVBeD4kS0sCzpwusnMXVu3atU1QEqEkelrbNRgMJKekYGdri0Jh2vsmou0KppSZpmXnj1eQZajYwP3fcfM3dsDWscbJ7wAqdob2n4GDT4HP9cO+EL7acQOAsW0q8L9W5Z9yxPP1540/mX50OjIy7f3bM6vxLNRKdaHyTNm3j8iPJwHgNGAApYYMNkVRBeERIqAvySQJavSFHR/D2V8LHNBbm6uY+koVhv5ymiUHbtGtuhcB7rYFLlbd97tyfcwO0nDg1M8baVTKAUsTdi/ysvFiSoMpfHDgA5ZcXEI9j3rUca9jsvwFQXj2JEnKU9fh4sra+jGzPwsvvKe2XYMBhU6HwsrK5AG9KYi2K4BxLoh9v14jNSELe1dLmvSsAMmRsP1D44R3YOxe3/HLf1dWKqClB2/xxfbrAIxvF8C7LcoVtvgmteziMuaemQvAGxXeYGK9iSgVhRsymnH2LBGj3we9Hvuur+D6wfhi1RtBeLEUvyuNkD9Ve4JCBfdOQ3TBJ7ZrW8WdtpXd0BlkJq67iKEAa9M/oFQrqN+nGgBhvq25PXEa6UePFTi/3HQo3YFu5bphkA1MPDSRFE2KSfMXBEEAMDMzQ68v+FAkQSgqou0KT3L1cCQ3z8aiUEq0HVgJs/M/PjR7vRIa/g9GHCt0MP/z0dt8uuUqAKNbly9Wwbwsy3xz+pvsYH5w0GAm1Z9U6GDeLDKKyHdHImdmYtOsGR6ffopUDL/cE14conWVdDYuUKG98fdzvxUqq6mvVMHaTMnpOwmsPhVeqLwC6rpTyssancqK254tiRw1CvPwwuX5XxPqTsDH1oeotCixlJ0gCM+Ev78/x48f5/bt29y/fx+DwVDURRKEPBFtV3ichKg0Dq4xdn+v19oO1909YNt40KSAV214Z79x4jtzm0KdZ+XxMKZsME7GOKJ5WUYVo272eoOeaUen8dOlnwAYW2sso2qOKvRddO29e3gvW4YhJQXLGjXwmjsHSV24rvuC8DQioH8R1HjL+PP876DTFDgbTwdL3m9TAYDPtl3jfmpWgfOSFBL1u5UF4J53CzL1Znj9tBzNrdAC5/lfVmorZjWehUJSsPHmRnbd2WWyvAVBEADGjRuHUqmkcuXKuLi4EBYWVtRFEoQ8EW1XyI1Bb2D3iqvoNAa83VOpcakT3D0BZrbGJegG7QT3oEKf568z95i47iIAQ5qUZny7gGLT5Vxn0DHh4AT+Cv4LhaRgWsNpDAgcUPh84+KIeGcYqpQUzMqVw2fhAhQmmPdCEJ5GBPQvgnKtwcYN0u9D8N+FympAQ38qe9iRlKFl5j9dpArKL7AUHmXtMUhKwmv0RpWWRsSwYWijogqV78Oqu1bn7UDj3AHTjk7jfsZ9k+UtCIJQoUIFjh49Svo/a4APGDAAWZZxcHDIkW7q1KmcO3euSMooCLkRbVfIzZkdYUSHJmOmzKSlfjSSPgPKtoIRR6HOYDBB1/BTsRIT1hvvzA9o6M/EjsVnnXmtQcuHBz5k2+1tqBQqvmz6Ja+Vf63Q+epTUwkfMhTtnTtoHR3wXLgApb29CUosCE8nAvoXgVIF1f6ZSf7sr4XKSqVUMOu1ICQJ1p29x+GQggfIkiRR95UyANy1qUqyR1l0kZGEDR6MPjGxUOV82IhqI6joVJHErESmHJ6CLBd8/L8gCIIgCMKL6P6dRE5uCgGgic0ibK208Mr30PevQs1g/7Btl6L4NUSBLEOfer580qVy8Qnm9Vo+2P8BO+7sQKVQMaf5HNr6ty10voasLO6+O5LMK1dQOjlyd9AgVG5uJiixIOSNCOhfFDX6Gn8G7zDOUloI1X0ceKu+HwCT1l8iU1vwSXW8AxzxCnDAoJe51mQoSldXNCE3CX9nGIb09EKV8wG1Us3sxrMxU5hx8N5B/gz+0yT5CoIgCIIgvAj0kdfZNXcbBoOC0ubHCAgyM056V/OtAq0pn5s916IZ88dFZCS61/RiRtfAYhXMj90/ll1hu1Ar1MxrMY/mPs0Lna+s1xMx/gPSjx9HYWWFxw8L0Lq4FL7AgpAPIqB/UTiXB5/6IBvgwu+Fzm5cuwBcbc0JvZ/Ggn03C5VXvS7Gu/SpsdbYfP49Cnt7Ms6f5+6o0chabaHLClDOsRzv1XwPgC9Pfkl4smkn4BMEQRAEQShxZBlOLuPkN/OJy3DDQpFM815lkPqsAXsvk53m+K04hv96Bp1BppazgU+7VkahKB7BvEav4f1977M3fC9mCjO+bfktTb2bFjpfWZaJmjadlB07kNRqvH+Yj0WVyiYosSDkjwjoXyQP7tKf/dX4Bl4IdhZqpnQxvikt2HeTm7GpBc7Lo5wDPpUcQZa4dEXCZ+ECJAsL0g4eJGLix8gmmnn3rcpvUce9Dhm6DCYemojeIJbrEQRBEAThJZUaC6t6EbVuAWdSugDQvE8lrBr0MtldeYCLd5MYtOIUWToDLQKc6VPWgLKYBPNZ+ixG7R3F/rv7MVea812r72js1dgkecd++y2Ja9aAJOH51VdY169vknwFIb9EQP8iqdIN1NYQFwLhxwudXacgD5pVcEGjN/DxuouFGpteq5OxC3/IqRiyPCrg/e08UKlI3rSJ6M8+M8m4d4Wk4NNGn2KjtuFc7Dl+uvxTofMUBEEQBEEoca5vhwUN0F7fw+7k0cgoqVDHlbKNAkx6mpCYVPr/dILULB31Sjvxbc9qKItJdKHRaxi1dxSH7h3CQmnB962+p6FnQ5PkHf/zL8QtWAiA+yefYNeu8GPxBaGgism/nGAS5rZQ5VXj72d/KXR2kiQxo2sg5ioFx27Fs/bMvQLn5epni4WrFlmGE5tDsWnaFM/ZswBI+PkX4hYtLnR5ATxtPPmo7kcAzD83n2vx10ySryAIgiAIQrGnSYfNY2BVT0iL5bj+PRJ1nljbm9Gkl2mD+bsJ6by17DjxaRqqetuztH9tLNRKk56joLQGLeP3j+fwvcNYKC34ofUP1PcwzR30pE2biZ5l/AzrMuo9HHv1NEm+glBQIqB/0Tzodn9pHWSlFDo731JWjGpdHoCZW6+SkFbwde7tyhuPDTkVw/27qdh36YLbxAkAxM6dS8KaNYUuL8ArZV+htW/r7HVGtXrTjNMXBEEQBEEotmKuwZKWcGoZAFEVJnA+rhEALd6qhIW12mSnik3Jou/S40QmZVLO1YblA+tia2G6/AtDb9Dz8aGP2RO+J3vMfB33OibJO/XgQSImGD+7Or71FqWGDTNJvoJQGCKgf9H41gensqBNg0t/mSTLIU3KUMHNhvg0DZ9tK/gdbzM7A2VqOANwYtMtAJz69aPUO+8AEDV1Gsk7dhS6vJIkMbnBZJwsnAhJDGHRhUWFzlMQBEEQBKHYOvsbLGkBsVfBxg39m+vYG9ICZAio745fYCmTnSopXctby45zOy4db0dLfh1UDydrM5PlXxgG2cC0o9PYFroNlaTim+bf0MCzgUnyzjh3jrvvjQKdDrtOnXCb8FGxmcVfeLmJgP5FI0lQq7/x91OmGUOuViqY9WoQAKtPhXMiNL7AedXq4AsShJ6/T8ydZABcRo/CoUcPMBiIGDuOtGOFH//vZOHEx/U+BmDpxaVcibtS6DwFQRAEQRCKFU0arBsOG0aANh3KNIdhhzgTXJr4iDQsbdU07l7eZKdL1+gYuPwE16JScLYx59dB9XC3tzBZ/oUhyzKfnfiMdSHrUEgKPm/6Oc18mpkk76yQEMLfGYackYF148Z4zp6FpBBhlFA8iJb4IqreB5RmEHkOIs6aJMva/k70quMDwMfrLqLRFWxmekcPayrUcQPgxKZQwHhH3X3qJ9i2aYOs1XL33XfJuHy50GVu69+Wdv7t0Mt6Jh2eJLreC4Lw3C1fvhwHB4eiLoYg5ItotyVE9BVY3ALOrwRJAS0mQd+1xCdbc2rrbQCavFEBCxvTdIXX6g0M//UMZ8ISsbNQ8cuguvg7W5sk78KSZZk5p+ew6toqJCQ+bfQpbf1NM1GdNiKCsEGD0SclYVGtKt7fzkMyKx49EgQBRED/YrJ2hkrG5UlMdZce4KMOFSllbUZwTCpLDt4qcD51OpVGUkjcuRRHdKjxLr2kVOL51ZdY1a2LIS2N8CFD0dy+XegyT6w3EUdzR4ITgll80TQT7wmCIAiCIBSps78Zx8vfvw427tB/EzQbjwEFe3+9ikEv4x9UinK1XU1yOlmW+fCvC+y/EYuFWsFPA+tSycPOJHmbwsILC7NXN5rcYDJdynYxSb66hATCBg1GFx2NWdmy+CxciMLKyiR5C4KpiID+RVVroPHnxT8hM9kkWTpYmfFxp0oAfLs7mLC49ILl42ZFQF3jXfpTW0OztyvMzfH+YT7mlSuhj48nbNBgtNExhSqzk4UTH9f/p+v9haVcjbtaqPwEQRAEQRCKjE5jnMV+wwjQZUDZljDsEPgb11a/tP8uUbeSUVsoafZmgMnGeH/593XWnrmHUiHxQ5+a1PJzNEm+prDq2ip+OPcDAB/W+ZAeFXqYJF99ahrhQ99BExqKysMD36VLUDkWn3oLwgMioH9R+TeGUuWNk+Nd/MNk2b5aw4uGZUuRpTMwacOlAq8fX6uDP5IEty/GERv272z8ShsbfBcvRu3ni/bePcIHG7s4FUY7/3a09WuLTtaJrveCUEzIsow2S18kj/y+bxkMBr744gvKlSuHubk5vr6+zJw5k3379iFJEomJidlpz507hyRJ3P5PD6P169dTq1YtrKysaNeuHeHh4SZ4FoWikJe2q9MUfds1VbstX748FhYWot0WB8mRsLzTP7PYS9B8AvT5C2xcjLvjMji63tiDskG3stg4mmZs+4ojt/lh300AZr8aRMuKbibJ1xS2397O7OOzARhRfQR9K/c1Sb4GjYZ77/2PzIsXUTo44LtsKWoPD5PkLQimpirqAgAcOHCAL7/8ktOnTxMZGcm6devo1q3bY9Pv27ePFi1aPLI9MjISd3f37L/nz5/Pl19+SVRUFNWqVeO7776jbt26z6IKxY8kQa0BsONjOP0T1H7buK3Q2UrM6BZIh7kHOXAjls0XIulSzTPf+Ti4WVG+jhs3TkRzcksoHYdXzd6ncnbGd9kybvfuTVZwMOHDR+C7bCkKS8sCl3tivYmcjDrJjYQbLL64mHerv1vgvARBKDydxsDiUfuL5NxD5zVDbZ73tZInTJjAkiVLmDNnDo0bNyYyMpJr1/K+4kd6ejqzZ89mwYIFODo6MnLkSHr16sXhw4cLUvwS60W51peUtmuKdjtz5kx+/vlnzMzMGDFixEvZbouNO0fhj/6QGg3m9vD6EqjQLnu3LMvsX3kDXZYej3L2BDb1Mslpt16MZOom47xGY9tU4I1/5lMqDo5GHGXCwQnIyPQK6MWwqqZZQk7W64n86CPSjhxFsrLCZ/EizMuUMUnegvAsFIs79GlpaVSrVo358+fn67jr168TGRmZ/XB1/Xec0OrVqxkzZgyffPIJZ86coVq1arRr146YmMJ14S5Rqr8JSnOIugj3zpgs27IuNgxvXhaAaZuukJResDvetTr4Z894HxuekmOfmbc3vkuXorC1JePMGe6Nfh9ZW/A766UsSzGx/kRAdL0XBCHvUlJSmDdvHl988QX9+/enbNmyNG7cmMGDB+c5D61Wy7fffkvdunWpVasWK1as4MiRI5w4ceIZlrz4Edf658dU7fb777+nQYMGL3W7LXKyDCeWwIrOxmDetTIM3ZsjmAcIOR1D2OU4FCqJFn0rIikKfxPn2K04Rv9+DlmGvvV9GdmyXKHzNJXL9y8zeu9odAYdbf3a8lFd0ywhJ8sy0TNnkrx1G6jVeH/3LZZVqz79QEEoQsXiDn2HDh3o0KFDvo9zdXV97Cys33zzDUOGDGHgQONY8oULF7JlyxZ+/PFHPvroo8IUt+SwcoIq3eDCajj9I3jXMlnWI1qUZdOFCG7FpvHZ9mvMfi0o33k4eVhTvpYrwadiOL31Nu3fyZmHRUAAPgsXEPb2IFL37ydy0mQ8CrFMSHv/9uy4vYOdd3Yy+fBkVnVahVppmplfBUHIH5WZgqHzTLOcUEHOnVdXr14lKyuLVq1aFfx8KhV16tQhNTUVgIoVK+Lg4MDVq1dfnl5jvDjX+qe1XYPBQEpKMra2dihMvKxVXtuuKdvtAy9ruy1SuizY/D6c+834d5VX4ZXvwdwmRzJNho5DfwQDUKu9P47uhZ95/lpUMkN+PoVGb6BdFTemvRJYbNZcv5N8hxG7R5CuS6eeRz1mN5mNUpH3XldPcn/+DySsXAWShNcXn2PTqJFJ8hWEZ6lYBPQFVb16dbKysggMDGTq1Kk0+uefTqPRcPr0aSZMmJCdVqFQ0Lp1a44ePfrY/LKyssjKysr+OznZOJmcVqtFW4i7ww/yePjn8yJVfwvVhdXIl9aiazkdLEwzI6kCmPFKJfosO8WqE2F0CXKjjv/jJwp5XP2rtfUm+FQMN8/GEn0nESfPnBchddWquH/1JZGj3ydpwwYkB3tKjR1b4IvKh7U+5GTUSa4nXGfhuYUm6571NEX1+hcXov6i/mC882EwGDAYjMteKtVF8+FQluU8j0U2NzcHyFHu/9Lr9dn7HlxDHqR/sP3B+R48B0/L02AwGMdqa7UolTk/qL5s7agor/VarfaRdgtPbrsKWYHKTInKTGHyACivbddU7Ta3Y/PSbuHla6cPmOz9Pu0+yj/7o7h7HFlSYGg5BUO9d43DJ/+T99ENN0lP0mDnYkFQS89CnzsiMYP+P54gJVNHLV8Hvno9EINeh0H/9GOf9fUuNj2WoTuHEp8ZT0XHinzV+Cskg4TWUPjzJf3+O/e//x4Al4kTsGzdOt/1ENd7Uf+Hf5oir7wokQG9h4cHCxcupHbt2mRlZbF06VKaN2/O8ePHqVmzJvfv30ev1+PmlnPSDjc3tyeOH5s9ezbTpk17ZPuOHTuwMtESFTt37jRJPnkmy7Sw8MIu8x5XV08l1KW1SbNv4KrgaIyC91ee4IOqelRPuXmQW/0t3S3IiFKzZflxSlXPzPU4u9dfw33NHySu+JngmFgSmhf8zl47ZTtWs5qll5aivq3GQ/X8Jjl57q9/MSPq//LWX6VSkZmZSWpqKhqNpqiLk2dubm5YWlqyZcsW+vXrl2Of5T/zegQHB1OxYkUAjh07BkBqairJyclkZmai0+k4cOAAtWrVIiUlheDgYBITE/H19c0OJv9Lo9GQkZHBgQMH0Ol0OfalpxdshZGSpjhc61UqFe7u7gVqtykpKU9P9IyYqt3u37+fWrVqZafPS7vNzDRex1/m9zsoXP1tM+5S79Y3WGvuo1VacdL/XWLjy8C2bY+k1SQriDlsBUiY+cWzY+f2QpQa0rQw77KS6AwJd0uZ113vs2fn3/nO51m8/plyJktTlhJliKKUohTd9N3Yv9M081nYnL+Ax6pVSEBc61bcsLODrVsLnJ9o/6L+hZWfa32JDOgDAgIICAjI/rthw4bcvHmTOXPm8MsvvxQ43wkTJjBmzJjsv5OTk/Hx8aFt27bY2RXuzrZWq2Xnzp20adMGtfr5dvNWuN6DHRMJ0pyiUoevTTI53gONMrS0//Yw0aka7lgF8L+WZXNN96T6x1VN5a/Pz5IRpaZBzfo4uufy5UnHjiT4+hL31de4bNtGlQb1sXv11QKVuYPcgfuH7rM7fDe71bv5ud3PqBTP9l+hKF//4kDUX9R/7969WFhYYGNjg4WFaWZefh7s7Oz44IMPmDp1KnZ2djRq1IjY2FguX75Mv3798PHx4euvv+bTTz/lxo0bLFiwAAAbGxvs7OywsLBArVYzYcIEZs2ahZ2dHaNGjaJ+/fq5Tvj2QGZmJpaWljRt2vSR5+txwdSLpjhc6zMzMwkPD89Xu5VlmZSUFGxtbYusi7Kp2u3EiROZO3cuKpWK9957L0/t9sHz9DK/3xXm/V4K2YVy3SwkTSqyY2l44zfqOFfINa1skNkw5zyQQpkazrTuX6lQZc/SGXh7xWmiMxJwszNnzdB6eNjn7/36WV3vtAYt7+17j6ikKJwtnPmp7U942Zhm4r/0I0eJWLMGZBn7nj0p+/HEAv/viuu9qL+p6p+fa32JDOhzU7duXQ4dOgSAs7MzSqWS6OjoHGmio6NzzIz7X+bm5tnd1B6mVqtN1ihNmVee1XgT9kxHirmCOvoc+Jhu7JuzWs0nXarwv1VnWXgglFdqeFPO1eax6XOrv3tpR0pXcyb0/H3O77xLm7er5Hqs6+DBkJhI3NJlxEydhlmpUtgWcHzgpAaTOBl9kmsJ1/g9+HcGBg4sUD75VSSvfzEi6v9y11+SJBQKhcnHFT9rU6ZMQa1WM3XqVCIiIvDw8GDYsGGYm5uzatUqhg8fTvXq1alTpw6ffvopPXr0yK6nQqHAysqKDz74gCFDhhAZGUmTJk1YtmzZE58HhcLYXTu3NvMyt6Hnfa3X6/X5brcPuqM/OK6omKLdfvjhh/Tt25d79+7lq92CeL/Ld/1lGY4vhL8ngmwAv0ZIPX9FbeX02EMuH7xHzO0U1OZKmrwRUKjnW5ZlPlx7nhO3E7AxV7F8YF18nW0LnJ8pX39ZlplxZAbHo45jqbJkfuv5+Dv6myTvjIsXiXz/fdDpsO3QHo8pk5GUhR+PL9q/qH9h65+f40vWp6onOHfuHB7/rA9pZmZGrVq12L17d/Z+g8HA7t27adCgQVEVsehYOkKV14y/n1xm8uw7V/WgRYALGr2BiWsvYjDkf236Op1KAxB8MprE6Md3MXEZOxb7114Dg4F7748h/eTJApXZ2dKZcbXHATD/3HzCksMKlI8gCC8+hULBxx9/zO3bt9FoNNy5cyd73HajRo24cOFCdvf47t27I8sy/v7+AAwYMIDExERee+01zp49S3p6Ojt37sTX17cIa1RyiWt93pmq3d68eZPMzEzRbp8lvQ62jIHtHxmD+Rp94a31xsmNHyMjRcPRdca14eu9UgYbx0e/pMqPubuCWXv2HkqFxA99alLJwzRzLpnC0otLWReyDoWk4KtmX1G5VGWT5Jt16xbhQ4Yip6dj3bABnp9/bpJgXhCet2IR0KempnLu3DnOnTsHQGhoKOfOnSMszBhkTZgwIccYsLlz57JhwwZCQkK4dOkSo0ePZs+ePbz77r9ri48ZM4YlS5awYsUKrl69yvDhw0lLS8ueCfelU2eQ8efltZB236RZP1ib3lKt5MTteNacCs93Hi6+tvhXdUaW4dS22088l8f0adi0bIms0RA+fASZ+VhX92HdynWjnkc9svRZTD86Pc+TZAmCIAj5J671gpALTRr8/iac+hGQoM0M40z2KrMnHnZk3U2y0nWU8rYhqHnhup7/dfou83YbZ8n/tFsgTSu4FCo/U9pyawvfnv0WgAl1J9DUu6lJ8tVGRRE2aDD6xEQsgoLw+vY7FGZPfs4FobgqFgH9qVOnqFGjBjVq1ACMF+gaNWowZcoUACIjI7Mv+GCcdGXs2LEEBQXRrFkzzp8/z65du3Isz9KzZ0+++uorpkyZQvXq1Tl37hzbt29/ZPKcl4Z3bfCsCXoNnFlh+uwdrRjb1jjGa9bWq8Sk5D653ZPU7ugPwI0T0STGPP4uvaRS4fXN11jWroUhNZWwwUPQhOX/DrskSXzS4BMslBYcjzrOupB1+c5DEARByBtxrReE/0iNheWdIfhvUFlAz1+h0XtPnesoIiSRa0ciAWj+ZgAKZcE/zh+9GcdHay8AMKxZWXrXLT69ME5FnWLy4ckA9K/cn14Ve5kkX11CAmGDBqOLjMSsdGl8Fi1EaVP4pf4EoagUi4C+efPm2UuxPPxYvnw5AMuXL2ffvn3Z6T/44ANCQkLIyMggLi6OvXv35jpJy8iRI7lz5w5ZWVkcP36cevXqPacaFVN1hxp/nvzR2L3LxAY09CfIy57kTB3TN13J9/Fu/nb4VimFbJA5s/3OE9MqLCzw+eEHzCtWRH//vvGNOTY23+f0sfVhZI2RAHx18iti0/OfhyAIgvB04lovCA+JuwnL2kDEGePQyH4boVLnpx5mMMgcXH0DgMqNPHAvY1/gIoTEpPDOL6fQ6mU6VfXgg3YBTz/oOQlNCmXU3lFoDVra+LVhTO0xTz8oDwzp6dwdNhzNzZuo3NzwXboEldPjhzYIQklQLAJ64Tmp8ipYlYLku3C94EtxPI5KqWD2a0EoJNh8IZI916KfftB/1OnkD8D1Y1Ekx2U8Ma3Szg7fJYtR+/igDQ8nbMhQ9AVYJqhPpT5UKVWFFG0Ks47PyvfxgiAIgiAIeXbvNCxrCwmh4OALg3aCb96+iLpyKIL74amYW6mo3y33lYXy4n5qFgOXnyQ5U0dNXwe+7lENhaJoVmX4r/jMeEbsGkGyJpmqLlWZ1XgWCqnwIYus0XD3vVFknD+Pwt4e36VLUHuZZqZ8QShKIqB/magtoNYA4+8nFj+TUwR62TOosXGCu8nrL5OWlb+eAO5l7PGu6IjBIHNu59PH4qtcXPBdthSlszNZ165xd/gIDJn56+6vUqiY1nAaKknFrrBd7LqzK1/HC4KQd2KuirwRz1PxIl6PvBHPUx7c+NvYzT79PrhXhUG7wLl8ng7NTNNyfMMtAOp0Lo2lbcHGfGdq9Qz5+RTh8Rn4OlmxpF9tLNTFYzI4rV7L+3vf527qXbxsvPi2xbdYqAq/1KlsMBAx8WPSDh1CsrTEZ+ECzMvn7XkXhOJOBPQvm9pvg6SE2wchOv/d4vPi/TYV8HKw5F5iBnN23sj38bXa+wFw5XAE6cmap6Y38/XFd8liFDY2pJ86xb2x45B1+fsiIcApIHvpupnHZ5KUlZTvcguC8HgPlvLSaJ7+Py1AerpxHpGXedmf4uDB8//g9RCe7MH/94P/d+E/zq+GVb1Bmw5lW8LArWCb9/keTm4OJTNNi5OnNYHNCnZn2WCQGbPmHGfDErG3VPPTwDqUsincDPmmIssyM4/P5EzMGWzUNvzQ6gdKWZYySb7Rsz8jefNmUKnwnjcXq3/m8hCEF8ELsw69kEf23lCxE1zdCCeXQOc5Jj+FlZmKT18NZOBPJ/nxcChdq3tR0c0qz8d7BTjiVtqO6NBkzu8Oo8Gr5Z56jEWlSnj/MJ/wwUNI3b2byE8+wePTT7PXw82Ld6q9w847O7mdfJtvTn/DtIbT8nysIAhPZjAYsLS0JDY2FrVaXeLWoi8sg8GARqMhMzPziXWXZZn09HRiYmJwcHBAKZZQKlJKpRIHBwdiYmIAsLKyeup1Ja+v9YvGYDAQGxuLpaWlCOhzc2IJbDUul0vVXtD1e1Dm/Qu7uHupXNx/D4DGb5RHWcCJ8L7ZeYOtF6NQKyUWv1WLsi42BcrnWVh5bSV/Bf+FQlLwRdMvKONQxiT5xi1aRMIvvwDgOXsWNk1NM1O+IBQXIqB/GdUdagzoz/8OrT4BSweTn6JFgCuvVPNk4/kIPlp7gT+H1s3zsZL0f/buOkyq6vHj+PtObHf3Lt27LN0hDSqI3SIdIgIiIV3SKBIStiAqCCItSncs3bXd3RP398cgX/lRG7Mzs3Bez8Ozl5l7z/nc2YE7Z+4JifpdQtiy5Axn98QQ3jEYG/vHX/TsGzXCf/48ood+SMa69ajc3PAaMaLI9VorrZnUbBLvbXuP9VfX07VCVxr7ismVBMFYvL29iYqK4vbtR096+SSSZZm8vDxsbW2L9EWji4sLPj4+JkgmPM6/v4d/G/WPU9zf9ZNEoVDg5+dn7hiWZ9982HXnJkGj/tD5MyjGlz2yLLP/16vIepmKdT0JrF6ySdw2RsTw5T/XAJjZM5TGFUt/99tYDsYcZPax2QAMrz+clgEtjVJu2tpfSFr4OQDeY8fi/NxzRilXECyJaNA/jUJagFdNSLwAEauh6aAyqWb8szXZcyWJ87GZfHc4Et/iRKztjru/PSkxOZzbE02DrhWKdJxj+/b4TplM3KfjSVmxEqWrG+7vF3094vre9Xm12qusvbyWyYcms+75ddiqbIuRXBCEh1Gr1VSpUuWp7Hav0WjYu3cvrVq1emw3erVaLe7MWxBJkvD19cXLywuNRvPY/Yvzu37SWFlZodPpzB3Dcsgy/DUJDiw0/L3Vx9B23GOXpfv/bkQkEX0pDaVKQfOXHt9r8UEiotL5+DfD8nT9W1fkpfoBJSqnLNzMuMnIPSPRy3p6VO7BOzXfMUq5mdt3ED/Z8EWK+4D+uL3ztlHKFQRLIxr0TyNJgkZ94c+PDN3uGw8o1jfFReXpaM24rjUYte4Mn++6xse1ixFRIVGvczA7V13g9K5owtoFobYu2gdcl5deQpuWRtK8+STOno3SzRWXHj2KXPewesPYHbWbqKwolkYsNdpSKYIgGO7g2diUfoKj8kapVKLVarGxsXnqGnlPCqVSWaQvWp7237Vo0N8h62HzCDi+yvD3DlMNa8wXk7ZQx4HfDHfVwzsG4eRR/JsMcRl59P3+OIVaPe2qezGqU/Vil1FWMgoy+ODvD8jSZBHuFc74JuON0rMl5/BhYkeOBL0el1dewfPDD42QVhAs09MzuEu4V51XwNoZUm/A9V1lVs3LDQJoUtGNPI2eX28qijUDbuV6Xjh52pKfo+HC/thi1evepw9u770HQNy4T8n6558iH+tg5cD4JuMB+P7C91xKvVSsugVBEARBeHpJshblH4PuNOYleHZhiRrzABF/RZKVko+DqzX1OgUX+/i8QsOM9klZBVTzduTz18NRWsjydFq9lpF7RnI78za+9r4saLMAK2XJZu7/r7xz54keNBhZo8GxQwd8Jk546oa/CE8X0aB/Wlk7QPhbhu0yWsIODF0VZ7xQByuVgovpCjafjS/ysQqlgnodgwA4tTMSnabok+xIkoTXqI9x7v486HTEDPuI3BMninx868DWdAzuiE7WMfngZHR6ccdBEARBEITH0Gmof2sZinO/gUIFL66EBkUf+vdfOekFnNhmmHOkWc/KRe6p+C+9Xmbkr6c5F5OJm70VK99tgIO15XTOXXBiAYfjDmOrsmXRM4uMMqN9wc2bRPXrhz43F7vGjfGbOwdJDGESnnCiQf80a9gbkODqDki+WmbVVPR0YGArwxj4aVsuk55b9PGz1Zv4Yu9sRU56AZePFP3LAABJocB32jQcWrdGLiggauAg8i8XfRm90Y1G46B24FzKOdZeXlusugVBEARBeMroNCg39Mc//SiyQg2v/AB1XipxcUf+uIG2UI9PRWcqN/Aq9vGf77rK5rNxqJUSy96qT6Bb0VccKmtbb27l+wvfAzC9xXSquVUrdZmahESievdBl5qKTc2aBCz+EoW1ZSzJJwhlSTTon2bulaBaF8P24aVlWlW/lhXwsZVJySlk5paid2FXqhXU7WC4S39i+230uuIthSOp1fgvXIBteDj6zEyi+vShMDq6SMd62nkyrN4wAL449QUJOQnFqlsQBEEQhKeETgO/vY/i0h/oJBW6l76F6l1LXFxydBYXD8UB0PylysXuMv7nmVg+32W4WTO9Rx0aVSjZzPhl4XLqZSYenAhAnzp96BDcodRl6jIyiOrTB01sLOrgIAJXLEfpYDlL8glCWRIN+qdd08GGnxGrITe1zKqxUil4taKh2/ra41Ecup5S5GNrtfTHxl5NZlIe108mFbtuha0tgcuWYl2lCtqkJCJ790abUrT6X672MqGeoeRocvjs6GfFrlsQBEEQhCfcncY8F/9AVlpxrMIHyFU6lbg4WZYNE+HJULm+Fz4VnYt1/NnoDEb+ehqAPi0q8ErDwBJnMbaMggw+2v0Redo8mvo2ZUjdIaUuU5+XR9TAQRRcvYrK05OgVatQuVvOknyCUNZEg/5pF9wcfMNAmwfHvy7Tqio6wesNDcukjPv9LPmaoo1LV1srCWtnOO7EtlvFmljvX0pnZwJXrkTt54fmdiRRffuhy85+7HEKScHEphNRSSr+ivyLfyKLPrmeIAiCIAhPuP805lFaoXvxWxKcw0tV5O1zKURfSkOhkmj6QqViHZuQmU+f74+Rr9HTtponY7rWKFUWY9LLesbsG0NUVhT+Dv7MbjUbpaJ049tljYaYYR+Rd/IkCicnAleuxCrAcpbkEwRTEA36p50kQdM7344eXQ7agjKtbmSHKng5WnMjOYcl/1wr8nG1WwegtlGSEpPDrbNFv7v/X2pvLwJXrUTp5kb+hQtEDx6CvuDx51vVtSrv1noXgOlHppOjySlR/YIgCIIgPEF0Gvit193GPK/+hFylY6mK1Ov0HFx/HYDQtoHFWqauQKuj/w8nSMgsoIqXA19Y0Iz2AMtOL2NfzD6sldYsaLMAFxuXUpUn6/XEffop2Xv2IFlbE7hsKTbVqhonrCCUI6JBL0DNHuDoB9kJcG59mVblZKtm8vO1AFi65zqX47OKdJyNvZo6rf0BOLG1ZHfpAawrVCBw+XIU9vbkHjlC7MiPkYuwZm7/sP74O/iTkJvAl6e+LFHdgiAIgiA8IfQ6WN8XLm6625inauka8wAXDsSRFpeDtb2K+p2LvkydLMtM2HCeiKh0nG3VrHy3AY426lLnMZbdUbtZetowX9PEphOp4V66ngOyLJM4ew4ZG/8ApRL/hQuwq1fPCEkFofwRDXoBVFbQuJ9h+9BiKGFjuag61/ahfQ1vNDqZT9adQacvWn1h7YJQqhUk3Mwk5kp6ieu3rV2LgMVfIqnVZO3cSfzkKY/9gsBWZXt3bfrVl1ZzPuV8iesXBEEQBKEc0+vhj6Fw/ndQqI3WmC/M03J00w0AGnargI190RvkPx6JZO3xKBQSfPF6OMHu9qXOYyy3M28zZt8YAF6v/jrPVXqu1GWmrFxJ6rffAuA7fRqObduWukxBKK9Eg14wqP8eqO0g4Szc3FumVUmSxLQetXG0VhERlc53B28V6Tg7JytqNvMFDHfpS8O+SRP85s4FSSL9l19I+vzzxx7T3L85XSp0QS/rmXxwMlq9tlQZBEEQBEEoZ2QZto2GiB9BUsJLXxulMQ9wcvtt8rI0OHvZUruVf5GPO3ozlcl/GG40jOpcndZVPY2SxxhyNbkM+2cY2Zpswr3C+bjBx6UuM/2330iaNx8Ar08+waVHj1KXKQjlmWjQCwa2rhD+lmH70OIyr87H2YbRXasDMGf7ZaJSc4t0XN2OQSgUEtGX0ki4mVmqDE6dOuIzaRIAKcu+IvX77x97zKiGo3C0cuRi6kXWXFpTqvoFQRAEQShndk2Bo18ZtnssgZrPG6XYrNR8InZFAdCsZ2WUqqJ9RI/LyGPQTyfQ6mWeDfWlf6uKRsljDLIsM+XwFK6lX8PT1pN5reehVpZuGEDWX38RN8Gw5J173z6493rPCEkFoXwTDXrhfxoPACS4uh2SrpR5da83DKJRBTfyNDrG/n62SOPindxtqdrIG4CTO26XOoPrq6/gOexDABJmzCRj06ZH7u9h68Hw+sMBWHRqEXHZcaXOIAiCIAhCObBvHuw33Bmm23wIe81oRR/eeB2dRo9vZWcqhHkU6Zh8jY4BP5wgObuQ6j6OzH4ptNjr1ZeldVfXsfnGZpSSkjmt5+BpV7qeAzlHjxIzfATo9Ti/2BPP4cONlFQQyjfRoBf+x70SVO9m2D68pMyrUygkPutZByuVgn1Xk1l3MqZIx4V3MkwScyMiibT40s84796/P65vvw1A7JixZO999JCDnlV6Us+rHnnaPGYcmVHiCfoEQRAEQSgnjiw33J0H6DAVGvY2WtFJkVlcOZIAQIuXqxSpUS7LMp9uOMfp6Axc7NSseKcBdlYqo2Uqrctpl5l5ZCYAQ+sNpb53/VKVl3/xItGDBiMXFuLQrh2+kydb1JcXgmBOokEv3KvpYMPP02sgp2TLwxVHRU8HPmpvWGJk6p8XSMp6/DJybr72hIR6gAyndkaWOoMkSXiPGY3Ts8+CVkv00A/JPXXqofsrJAUTmk5ApVCxO3o3uyJ3lTqDIAiCIAgW6uxvsPXO2O/Wn0DzoUYt/vBGwzJ1VRp44RXsVKRjvj90m99ORKOQ4MvX6xHoZmfUTKWRL+czat8oCvWFtApoxXu13itVeYWRkUT27Yc+Oxu7Bg3wnzcXSWU5X14IgrmJBr1wr6Cm4BcO2nw4tsIkVfZtWYFafk5k5GmYtKlos8f/u5TL5cPxZKc9/kuAx5EUCvxmTMe+ZUvk/HyiBgyk4OrVh+5fyaUS79d+H4CZR2aSXZhd6gyCIAiCIFiY6//A7wMM2436Q5sxRi0+5nIakedTUSgkGj1ftPHvh2+kMPXPCwCM6VKDFlWK1kXfFGRZZkPuBqKyo/C192V68+kopJI3NzSJiUT27oMuORnr6tUJWLoEhY2NERMLQvknGvTCvSQJmt355vnIV1BY+i7tj6NSKpj1YihKhcTmM3HsvJDw2GN8KjrjW9kZvU7m9N9RRskhWVkR8PlCbMJC0WdkENmnL5qYhw8D6FunL0GOQSTmJbLo1CKjZBAEQRAEwULERsDat0CvgVo9ofNnhs9JRiLLMgd/N9ydr9nCDxevx99lj0nPY/BPJ9HqZbrX9aNPywpGy2MMv1z9hXOac6gkFXNaz8HFxqXEZekyM4nq1x9NVBTqwECCVixH6ehovLCC8IQQDXrhfjW7g2sFyEuFkz+YpMra/s70bWn4ZvrTDWfJzNc89ph6d8bSn98XQ0Hu4/cvCoWdHYHLlmFVqRLahAQie/dBm5r6wH1tVDaMb2pYm37NpTWcTTprlAyCIAiCIJhZ6g346SUozIYKreGFZaAw7sfmmxHJJN7KRGWloEG3kMfu/+8keCk5hdT0deKznpY1Cd755PPMOzkPgA/DPyTMM6zEZenz84kaNIiCS5dQengQtGolKk/LWY5PECyJaNAL91Mooblh5ncOLgKdcRrLjzOsfRUqeNiTkFnAZ1svPXb/4NruuPnZo8nXcW5v0SbUKwqVq6vhwuHrS+GtW0T1648u+8E9FZr4NuG5is8hY1iaRaxNLwiCIAjlXHYi/PAC5CSBTyi8+iOorI1ahV6nvzt2PqxdIPbOjy9/0h/nORuTgaudmq/ero+tldKomUojoyCDEXtGoNVrqamuyRvV3ihxWbJWS8zwEeQdP4HCwYGgFcuxCgoyYlpBeLKIBr3wYGGvg70XZEYbJoMxARu1kpk96wCw+kgkh288elI+SZLu3qU//Xc02kKd0bKofXwIWrUSpYsL+efOETP0A/SFhQ/cd2TDkThbO3Mp9RI/XfzJaBkEQRAEQTCxgizDnfm0W+ASDG/+BjZFm6iuOC4djictPhdrexXhHYMfu/8vx6L4+VgUkgSfvxZuUZPgybLM+APjicmOwd/enxdsXyhxzwFZlombMJHsv/9GsrIicOkSbGrUMHJiQXiyiAa98GBqG2g6yLB9YCHo9SaptklFd15vZPgWdsz6s+RrHt1Ir9zACwc3a/IyC7l0ON6oWawrViRw+VdIdnbkHDxE7KhPkHX353Gzcbu7Nv3iiMVibXpBEARBKI90WvjtfYg7DXYe8Pbv4Oht9Gq0hTqObroJQP3OIVjbPnrG9nMxGXy68RwAw9tXpVVVy+p6vvrSav6J+ge1Qs2slrOwVdiWuKykefPIWL8eFAr8F8zHrmFDIyYVhCeTaNALD9fgfbB2gqRLcGWbyaod07U63k7W3EzO4fNdD59pHkCpVFC3veELgFM7I9HrjbsmvG1oKAGLvgC1mqxt20iYPv2B6873qNzjf2vTH51h1AyCIAiCIJQxWYZtn8DVHaCyhTd+AfdKZVLV2d0x5KQX4OBqTZ02/o/cNyNXw8CfTlCo1fNMdS8Gt61cJplK6lLqJeYdN4ybH9FgBDXdapa4rJRVX5OychUAvlOn4NiunVEyCsKTTjTohYezcYaGvQ3b++cbLnYm4GSjZmr32gAs33uDczEZj9y/ZnM/bOzVZCblcf1kotHzODRvjv/sWSBJpK1eQ/KXi+/b55616aPE2vSCIAiCUK4cXgrHVgISvLgCAuqXSTUFuRpObLsFQKPnKqBSP3wcvF4vM2ztKaJS8wh0s2XBK3VRKCxnErxcTS6j9o5Co9fQJqANb1Qv+bj59N83kDhnDgBeI0fg8uKLxoopCE880aAXHq3xQFBaQ/QxuH3QZNV2rOVDtzq+6PQyn6w7g1b38C7/amslddoGAHBy++0H3kEvLacuXfAe/ykAyYsXk/rT/WPlK7lUoletXoBhbfocTdkv+ScIgiAIQild2gzbxxq2O06FGs+VWVUnd0RSkKvF1deeak18H7nv4n+u8c/lJKxVCpa+WR9nO3WZ5SqJ2cdmczPjJl62XkxpPqXE4+az/v6HuE8Nn7HcevXCrXdvY8YUhCeeaNALj+boDeFvGrb3LzBp1ZOer4WzrZrzsZms2HfzkfuGtglAZaUgOSqb6ItpZZLH7Y038BgyBICEadPJ3LLlvn36hfYjwCGAhNwEvjz1ZZnkEARBEATBSGJOwro+gGwYath0SJlVlZNRwJldUQA06V7xkXfb915JYv5fVwCY2qM2tf2dyyxXSWy7tY11V9chITGz5UxcbVxLVE7uiRPEfPQR6HQ4d++O18cjLWopPkEoD0SDXni8Zh+ApIBrOyHedGutezpa82k3w8ymC/+6ws3kh9/xtnFQU7O5HwAnd9wus0wegwfh+sbrIMvEfDKa7P0H7s2hsmF8E8Pa9KsvreZCyoUyyyIIgiAIQimkR8Ga10CTC5XbQ5c5UIaNyRPbbqPV6PGu4ESFMI+H7hedlsuHP59CluH1RoG80iCwzDKVREx2DFMOTgGgT50+NPJtVKJy8i9fJmrAQOSCAhzatMF32lQkhWiaCEJxiX81wuO5VYRaLxi2TXyX/qX6AbSs4kGBVs/odWceOeldWPtAFAqJ6EtpJN7OLJM8kiThPW4cTl27gEZD9NCh5J05c88+zfyb0SWkC3pZz5RDU9DpjbecniAIgiAIRlCYA2teh+wE8KoFL30DykfPNl8aWan5nN8XA0Dj7hUfehe6QKtj8E8nScvVUMffmYnP1SqzTCWh1WsZvXc0WZosQj1DGVh3YInKKYyOJqpPX/RZWdjWq4f/gvlIassaUiAI5YVFNOj37t3Lc889h5+fH5IksWHDhkfuv379ejp06ICnpydOTk40bdqU7du337PPpEmTkCTpnj/Vq1cvw7N4wjUfZvh5/ndIfvTM88YkSRIzXqiDrVrJkZup/Hws6qH7OrnbUqWhYXmZk9vL7i69pFTi99ln2DdrhpybS1S//hTcuHHPPqMajcJR7cj5lPP8fPnnMssiCIJQXohrvWAxZBk2DISEs2DvCW+sLZO15v/r+NZb6LUy/lVdCKj28O7pUzZd4HR0Bi52apa8WQ+bR0yaZw7LTi8jIikCB7UDs1rOQq0ofiNcm5xMZO/eaJOSsK5alcClS1DYlnypO0F42llEgz4nJ4ewsDAWL75/9vAH2bt3Lx06dGDLli2cOHGCtm3b8txzz3Hq1Kl79qtVqxZxcXF3/+zfv78s4j8dfEOhWleQ9bB3rkmrDnSzY2SnagDM3HKRuIy8h+4b3tGwhN31U0mkJ+SWWSbJygr/L77Apk4ddOnpRPbugybuf+vPe9h6MKz+MAAWnVpEYq7xZ98XBEEoT8S1XrAYe+fAhY2gUMOrP4JL2XZpz0jK49IBw2eERs8//O78+pPR/HQkEkmCha/WJdDNrkxzFdex+GMsP7McgPFNxhPgGFDsMnTZ2UT264fmdiRqf38CV6xA6WxZ8wMIQnlTdn2LiqFLly506dKlyPsvXLjwnr/PmDGDjRs3smnTJsLDw+8+rlKp8PHxKXK5BQUFFBQU3P17Zqah27ZGo0Gj0RS5nAf59/jSlmNOUrOPUF3egnz2F7TNhxu64hdRac//zYb+/BERw+noDMasO8Pyt8IfeEF08rImqJYbkedTObHjFq1eq1Ki+orE2grfxV8S/c67aG7d4nbvPgR89y1KFxcAulfozoarGzibcpbZx2fzDM+U699/aTwJ7//SEOf/dJ8/GPc1KK+v49Nwrf+3nP/+fNpY+vlLl7eg+mc6ANrOs5F964MRsz7o/I9uuo5eLxNQwxXPYPsHvjZXE7MZ97thnqIhbSrSvKKrRb2GGQUZjN47GhmZ5ys+T4fADg/M96jfv76ggLiBgyi4cBGlmyu+Xy0DN8s6z9Ky9Pd/WRPnb55rvUU06EtLr9eTlZWFm5vbPY9fvXoVPz8/bGxsaNq0KTNnziQoKOih5cycOZPJkyff9/iOHTuwszPOt6Q7d+40Sjnm0tgpDJ/M08SuHUFEcN9iH1+a8+/qDudilOy+ksyU77fR0PPB4+kLHJSAHZcOxpFhdQ2ljfGXsfsv1WuvEbhkCdy4wYU33iS6X19kKysAWutac57z/B39N/72/lC+f/2lVt7f/6Ulzv/pPn8wzmuQm1t2vY8sWXm61oN4v1vi+TvmRdPqimEytxse7Tkb5w5x969YYwz/nr8mW0HCUTtAotAlmi1bIu/bt0AH888qydNIVHXWUzHvClu2XCmTXCUhyzJrc9eSqEnEXeFOWEoYWx6w0s9/3ff71+vx/fEnHM+fR2dtze233uLi+fNw/nwZJjcfS3z/m5I4f9Ne6yW5LBbtLgVJkvj999/p0aNHkY+ZPXs2n332GZcuXcLLywuArVu3kp2dTbVq1YiLi2Py5MnExMRw7tw5HB0dH1jOg761DwwMJDk5GSen0o2t0mg07Ny5kw4dOqAux5N+SDHHUX3bGVlSoh10FFyCi3Scsc5/6Z4bzP/rGs62KrZ+0BxPR+sH7rdx/mkSbmYS1j6Axt0rlLi+oiq8fp3od95Fn5mJXfNm+C5adHdyl4WnFvL9xe9xkVzY0GMDTrZlO07PEj0p7/+SEuf/dJ8/GPc1yMzMxMPDg4yMjFJfm8zlSb3Wg3i/W+z556ai+qYDUvpt9MEt0L3+KyiNn+//n/+uby5x/WQSwXXc6NTvwRPcfbL+HOtPxeLlaM0fg5rg7vDgzzbmsvnmZsYfGo9KUvFNx2+o5f7wifoe9PuXZZmkyVPIXLcO1Gr8li3FrlHJZsa3dBb7/jcRcf7mudaX+zv0q1evZvLkyWzcuPHuBR64p1tfaGgojRs3Jjg4mF9++YXevXs/sCxra2usre//T1StVhvtTWnMsswipClUegbp+t+oD30Bz39RrMNLe/4D21Zhx8VEzsVkMnnzJZa9Vf+BXe/rdw5my9KzXNwfR8NuFbG2Ldu3urp6dYKWf8XtXu+Te+AgSeMn4DdnNpJCweDwweyM3ElcThzfXPqGkY1GlmkWS1bu3/+lJM7/6T5/MM5r8DS+huXtWl8W5ZU3FnX+Oi1s6APpt8ElGMWrP6CwKdvx6Wq1mszEAq6fTAKgSfdKD3w9fj0exfpTsSgk+OL1cHxcHco0V3HFZscy6/gsAPqH9aeuT90iHfff33/igoWGxrxCgf+8uTg1b15WcS2GRb3/zUCcv2mv9RYxKV5J/fzzz/Tp04dffvmF9u3bP3JfFxcXqlatyrVr10yU7gnW+hPDz4jVkH5/17GypFYqmP1iGCqFxPbzCfx5Ju6B+4XU8cDV157CfB3n98aYJJtt3boEfPE5qFRkbt5MwoyZyLKMndqOTxoYXrMfL/3I5dTLJskjCILwJBDXeqHU/p4CN/eC2h5eXwN2bo8/xgiObroJQKV6XngE3N9j5HJ8FuM3ngNgeIeqNKnobpJcRaXT6xi3fxzZmmxCPUPpU6dPsctI/e47Ur76CgCfSRNx6tjR2DEF4alXbhv0a9asoVevXqxZs4Zu3bo9dv/s7GyuX7+Or6+vCdI94YKaQIXWoNeYfF16gJp+TgxuWxmAiX+cJyW74L59JIVEvTsz3p/eFYVWY5q14B1atsRv5kwA0n78kZRlywBo5d+KWupa6GQdUw5PQS/rTZJHEAShPBPXeqHULm6CA58btnssBm/TrOueFJnFjYgkkKDRs/cP/csp0DLopxPka/S0rOLBoDaVTZKrOH648APHE45jq7JlZouZqBTF6+2YsWkTCTM/A8Bz2DBcX3mlLGIKwlPPIhr02dnZREREEBERAcDNmzeJiIggMtJw93fMmDG88847d/dfvXo177zzDvPmzaNx48bEx8cTHx9PRkbG3X1GjhzJnj17uHXrFgcPHuSFF15AqVTy+uuvm/Tcnlj/3qU/+QNkRJu8+sFtK1Pdx5HUnEIm/vHgCVWqNPTGwdWa3MxCLh+ON1k25+eexXvsWACSPv+CtJ/XAtDNthv2KnvOJJ3htyu/mSyPIAiCJRDXesHkkq/B7wMN200GQ60XTFb18c23AajayBs3P/t7npNlmU83nON6Ug7eTtYsfLUuCsWDl7Izl8upl/nilGFY5aiGowhyevhEkw+Ss28fsWMMn4Vc33kb9/79jJ5REAQDi2jQHz9+nPDw8LvL0AwfPpzw8HAmTJgAQFxc3N0LPsDy5cvRarUMHjwYX1/fu38+/PDDu/tER0fz+uuvU61aNV555RXc3d05fPgwnp6epj25J1VIcwhuYbhL/+833yZkpVIw56UwlAqJP8/Ese3c/Q12pUpBWDvD2rKndkai15tu/ke3d97GfeAAAOInTyZ7xw6cFE4MChsEwMITC0nOSzZZHkEQBHMT13rBpApz4Je3oTALgppCh/tXNigrBWkKoi6kISkkGna7/+78L8ej+P1UDEqFxKLX61ncJHgFugJG7xuNRq+hTWAbXqzyYrGOt7l9m/jhI0Crxem55/AePfqB8x0JgmAcFjEpXps2bXjUZPvffvvtPX/fvXv3Y8v8+eefS5lKeKzWo+D7/XDiO2jxETj5mbT6OgHO9G9VkSW7r/PphnM0qeiGi53VPfvUbOHH8S23yEjM48apJCrX93pIacbnOXQoupRU0n/5hfjRY7B97106dR7M5lubuZBygdnHZjO71WyT5REEQTAnca0XTEaW4c+PIPECOHjDy9+WyYz2D5N51dBAr97UBxeveyffuxiXyYSNhp6FIzpWpVEF04znL45FJxdxLf0abjZuTGo6qViN8YJr1/D/5lvk/HzsW7XEb8Z0JIVF3D8UhCeW+BcmlFyFVoZvvXUFsHeuWSIMbVeFyl4OJGcXMGXThfuet7JRUadNAACndtx+5IdJY5MkCZ+JE3Ds2BE0Gvy/+x7NxctMbDoRhaRg682tHIw5aLI8giAIgvBUOLYSzqwFSWlozDv6mKzquGsZFKSoUCglGnQNuee57AItg386SYFWT5tqngxoVclkuYrqaNxRvr/wPQCTm03G3bboE/VpYmKI7T8AZV4e1qGhBCxceHcJX0EQyo5o0AslJ0nwzKeG7ZPfQdotk0ewUSuZ/VIoCgnWn4rh70sJ9+0T2jYAlVpB4u0sYi6nmTSfpFTiN3cOto0boSgsJG7QQCpl2vJG9TcAmHZkGvnafJNmEgRBEIQnVvQJ2DbGsN1hCgQ3M2n1J7caho1Ua+KNk7vt3cdlWWbc72e5kZyDr7MN81+xvHHzmYWZjDswDhmZF6u8SJvANkU+VpuaSmTvPugSEynw8sJvyWIUdmW7NKAgCAaiQS+UTkgLqNgW9FrYY57u4/WCXOndwjBGbez6c2Tma+553tbRihrNDDMen9xh2mX2ABRWVvguXEi+vz+61DSievdhgN8reNl5EZUVxfIzy02eSRAEQRCeOHnp8Nt7hvl9ajwPTQebtPq4a+nEXEkHSaZux8B7nvv5WBQbI2LvjJsPx83e6sGFmNGMIzOIz4knyDGIUQ1HFfk4XXYOUf36U3jrFipfX2J690bp7FyGSQVB+C/RoBdK75nxhp+n10DSFbNEGN6hGiHudsRn5jP9z4v3PV+3QxCSQiLqQipJkVkmz6dwcCDm/V6og4PRxMaSMnAo46obJnb65vw33Ei/YfJMgiAIgvDEkGX44wNIjwTXEOi+2NCT0ISObTasO28foMHRzebu45fjs5h0Z0WejztVo0GI5Y2b/+v2X2y+sRmFpGBGyxnYqYt2d11fWEj0B0PIP3cOpasrfl8tQ+siGvOCYEqiQS+UXkB9qNYVZD3snmGWCLZWSma/FIYkwdrjUey7mnTP804etncnxDu547Y5IqJzcMDvq2WoPD0puHqNijN+pr1XS7R6LZMPTRZr0wuCIAhCSR1fBRf/AIUaXvoGbJxMWn38jQyiLhpmtnesWHj38bxCHR+sMYybb13Vk34tK5o0V1Gk5qcy9fBUAN6v/T5hnmFFOk7W6Yj9eBS5hw4j2dkRuPwrrCrcP6u/IAhlSzToBeNoOw6Q4PzvEHfGLBEaVXDj3aYhAIxed5bsAu09z9frZFhD9fqJRDKSck0dDwC1vz+BK1eicHIi79QpBv2Wi4Nkw8nEk2y8ttEsmQRBEAShXIs/C9sMa57TYTL41zN5hH/vzldt7IXK7n8T8E7dfIErCdl4Oloz75Uwixs3DzD98HRS81Op7FKZgWEDi3SMLMvET51K1vbtoFYT+OUibOvUKeOkgiA8iGjQC8bhUxtq9zRs/2Oeu/Rg6MoW6GZLTHoen229t+u9R4AjQbXckWU4tTPKTAnBplpVApctRbKxQXvgCLP3ByPJMvNOzCM1P9VsuQRBEASh3CnIhl97GVbcqdIJmgwyeYSEm5lEnk9FUkiE/2fs/Nazcaw+EokkwYJX6uJhYevNA2y7tY0dt3eglJRMbzEdK2XRxvYnL/qS9J/XgiThP3sW9s1MO/mgIAj/Ixr0gvG0GQuSAq5shahjZolgb63is56hAPx4OJJD11Puef7fu/SXDsaRm1l43/GmYlevHv4LF4BSicfe8ww94EJGfjrzjs8zWyZBEARBKHe2fAwpV8HRD3osNfm4efjf3flqjb1x8jDMbB+Tnscn6ww9Fge0rkSLKh4mz/U4yXnJTD88HYC+oX2p6V6zSMel/vgTyUuWAOAzYTxOXbqUWUZBEB5PNOgF4/GoDGGG5dj4e6rZYjSv7MHrjQwN90/WnSG38H9d7/2quOBdwQmdVs+Zv813lx7AsU0bfKdPA6D5vhR6HJb54/ofHI07atZcgiAIglAunP4ZTq823Ex4cSXYF33NdGNJvJ3J7XMpSAqJ+l1CANDJMPzXs2TmawkPcmF4h6omz/U4siwz5dAU0gvSqe5WnX51+hXpuIzNm0mYbvgSwOODIbi+/npZxhQEoQhEg14wrtajDBPS3NwDN/eaLcbYrtXxc7YhMjWX2dsu331ckiTqdQoG4OyeGArztA8rwiRcevTA65NPAHhjt55nIvRMPTyVQp35eg8IgiAIgsVLvQmbRxi2W4+GkOZmiXFs8y0AqjbyxsXLMDP8tigFJyPTcbRR8cVr4aiVlvdxe/PNzfwT9Q8qhYppzaehVqofe0z2/gPEjh4DsozrG2/gMcj0wxsEQbif5f0PI5RvrsFQ/z3D9l+TDMvImIGjjZqZLxq63n978NY9Xe8rhHrg6mNHYZ6W8/tizZLvv9x7vYd7374A9Numx/P4DVadW2XmVIIgCIJgoXRa+L0/FGZDUDNoNdIsMZIis7h1JhlJggZ37s4fupHCzhhDt//PeoYS6Fa05d9MKTE3kRlHDPMdDQgdQDW3ao89Ju/0aaKHDgWNBqeuXfD+dBySGYY3CIJwP9GgF4yv1cegtoeYE3Bhg9litK7qyeuNDJPTfPzb6buz3ksKibodDF3yT++KRKcx/3JxnsM/wvnFnihk+HCDnv2blnEr45a5YwmCIAiC5TmwAKKOgLUTvLAMFEqzxPh37HyVht64eNuRkl3AyN/OISPxagN/uoX6miXXo8iyzORDk8kqzKKme03er/P+Y48puH6dqP4DkHNzsW/eHL/PPkNSiCaEIFgK8a9RMD5Hb2j2gWF71xTQmq/7+LhuNfF3sSU6LY+ZW/436321Rj7Yu1iTk1HI5aPxZsv3L0mS8J08GYd27bDSwfBfCln+22hkM/VwEARBEASLFHMCdn9m2O46x9Az0AySorK4eToZJGjQNQRZlvn4tzMkZhXgYyszrkt1s+R6nI3XN7I3ei9qhZrpzaejVjy6q70mLo7I3n3QpadjExpKwBefI1kVbSZ8QRBMQzTohbLRbAjYe0HqDTjxrdliOFirmPOSoev9T0ci2Xc1CQClWkFYO8Pd+1M7IpH15m84SyoV/vPnoagXil0hPLf4NNv3f2vuWIIgCIJgGQpzYH0/0Guh1gsQ+qrZohzfcguAKg28cfWx5+sDt/j7UiLWKgXvVtFha2WeXgOPEp8Tz6yjswAYXHcwlV0rP3J/bVoakb37oI2Px6piRQK/WobC3t4UUQVBKAbRoBfKhrUjtDFM9saeWVCQZbYozSp78E5Twzf4n/x2hsx8DQC1WvphbaciPSHX8C27BVBYW1P5q5VkB3vikgt2o+aSGn3d3LEEQRAEwfx2jIeUa4Yl6rrNN8sSdQDJ0dncOJVkuDvfJYSz0Rl8ttXQC3BMl2r4WWCbV5ZlJh6cSLYmm1CPUN6t9e4j99fn5BA1YACFN26g8vEhaOUKVK6uJkorCEJxiAa9UHbqvQvulSE3GcWhL80aZXSX6gS72xGbkc+0Py8AYGWjonZrfwBObL9tMd3blY6O1P5uLSnuajzT9Fx+7010mZnmjiUIgiAI5nNlOxy/M2HsC0vBzs1sUf69O1+5nhfW7tYM/fkUGp1Mp1revNEwwGy5HmX91fUcjD2ItdKaqS2molKoHrqvXFhI9NAPyT99BqWzM0ErV6D28zNhWkEQiqNUDXqNRkNUVBSXL18mNTXVWJmEJ4VSDe0mAqA4uhQbTZrZothZqZjzUhiSBL8cj+bvSwkAhLYNRKlWkHgrk9gr6WbL9//Z+vhi/+Vs0uzBJTqDi33eQZ+fb+5YgiAIgmB6OcmwcbBhu8lgqNjGbFFS43K4fioRMIydn/rnBW4m5+DnbMOsF0Mtcub3hJwE5h6fC8CQukOo6FzxofvKej2xo8eQc+AAkq0tgV8tw7ryo7vmC4JgXsVu0GdlZbF06VJat26Nk5MTISEh1KhRA09PT4KDg+nbty/Hjh0ri6xCeVTjOQhohKTJpVrc72aN0qiCG+83rwDA6HVnycjVYOdkRY2mhlloT+64bc549wkP78zRjzuSaw3KM5eJ/ugjZK3W3LEEQRAEwbQ2j4CcJPCqCe0mmDXKye23QYYKYR4cS8vi52NRSBLMf7UuLnaWN1mcLMtMOzKNbE02td1r81bNtx65b8L0GWRu2QIqFQFffIFt3bqmCysIQokUq0E/f/58QkJC+Oabb2jfvj0bNmwgIiKCK1eucOjQISZOnIhWq6Vjx4507tyZq1evllVuobyQJOgwBYDglD2QfMWscT7uVI2KnvYkZhUwadN5AOp2CEKSIPJ8KklR5hvr/yC9XpjCkjdcKFRBzj+7iRs/wWKGBgiCIAhCmTv/u2EJXEkJPZaC2sZsUTKT87hy1NDDL6SlL6PXnwVgYOtKNKnobrZcj7Lt1jZ2R+1GpVAxpfmUR3a1T166lLSffgLA77PPcGjZwkQpBUEojWI16I8dO8bevXs5evQo48ePp1OnTtSpU4fKlSvTqFEj3n//fb755hvi4+Pp0aMH+/btK6vcQnkS3BR91S5IyCj/nmLWKDZqJXNfDkMhwe+nYth+Ph5nT1sq1/cCDDPeWxJna2d6vDSWBT0U6CTI+P13kubNM3csQRAEQSh7OcmGu/MALUeAX12zxvl3VZyA6q5MP3yd9FwNoQHODGtf1ay5HiYtP42ZR2YC0K9OP6q4Vnn4vj//TPIXiwDwHjcO52e7mSSjIAilV6wG/Zo1a6hVq9Zj97O2tmbAgAG8//77JQ4mPFl0bSegR4Hi6ja4scesWeoFudKvVSUAxv1+ltScQsI7GmbBv3Y8gYykPHPGu8+zFZ9F1aopX3U1/HNNWbmKlFVfmzmVIAiCIJSxzSMgNwW8akGrj80aJSejgIsH4wCI97fmwLUUbNVKFr5aFyuVZc4x/dnRz0grSKOyS2X61Onz0P0yt20nfrLhhovHoIG4vf3wbvmCIFgey/wfSHjyeFThlsczhu3tY0GvM2ucjzpUoaq3A8nZhYzfeA7PIEeCarohyxDxl2XdpZckiU8bf8qButb82NbwTzZxzhzS15t3TgJBEARBKDP3dLVfAirzjk+P2BmJTqvHKdCeuaduATDxuZpU9HQwa66H2RO1hy03t6CQFExpNgW1Uv3A/XIOHSL2449BlnF59VU8PvjAxEkFQSitEjfojx07Rrt27QgNDaVnz55MmTKFP/74g8hIy2oMCZbjku8LyDYukHAOTn5n1izWKiXzXq6LUiGx+Uwcf56JJbyT4S79xYNx5GYWmjXf/xfiHELf0L780UTBzuZ2AMSNH0/W3/+YOZkgCIIgGJmFdbXPz9Zwbl8sANt0eWj0hiXqXm0YaNZcD5NVmMWUw4Y77m/XeJs6nnUeuF/e2XNEDx6CrNHg2KkTPhPGW+Qs/YIgPFqJG/Rvv/02SqWSfv36UaFCBfbs2UOvXr0ICQnB3d0yJwYRzEujckTfapThL39Pg7x0s+apE+DM4DaGrvfjN5zDytcWr2BHdBo9Z3dHmzXbg/Su3ZsQpxBWtizgVvOKoNMR89FH5B4/bu5ogiAIgmA8/3a1965t9q72AKf/iUJboEPjpOJATg7eTtZ81tMyl6gDmH9iPom5iQQ5BjE4fPAD9ym4eZOofv3Q5+Zi16QJfnNmIymVJk4qCIIxlLhBHxUVxdKlSxkyZAjz5s1j165dpKSkcPPmTb7+WozvFR5MX68XeFQ1XKj3zjF3HIY8U4Wavk6k5Wr4dMO5u3fpz+6OpjDfspaIs1JaMb7JeGRJYmzzSPTN6iEXFBA1cBD5ly+bO54gCE8YjUZDVFQUly9fJjU11dxxhKeFhXW1L8zTcvYfw5f8W7Q5IMG8l+viam95S9QBHI07ym9XfgNgUrNJ2Kps79tHk5BAZO/e6NLSsKlVi4Avv0RhZZnnIwjC45W4Qd+8eXOio++/ixkcHEz37t1LFUp4ginV0GmGYfvIV5By3axxrFQK5r4chlopseNCAmflQly87SjI1XJhf6xZsz1II99GPF/pebRKmNY1D5t69dBnZRHZpw+FD/j3KAiCUBxZWVksXbqU1q1b4+TkREhICDVq1MDT05Pg4GD69u3LsWPHzB1TeFLlpcGWO3fkW44A3zDz5gHO7Y2hIFdLukrmqlpPnxYVaFHFw9yxHihPm8ekQ5MAeLnqyzT0aXjfPrr0dKL69EEbG4dVSAiBy79C6WBv4qSCIBhTsRr0PXv2ZNKkSfz+++8MGDCAqVOnkpaWVlbZhCdVlQ5QuQPoNbB9nLnTUNPPiaHPGJZymbjpPBVa+AAQ8VcUOq3enNEeaGSDkThbO3Mu5yoHPmyFddWq6JKSiXy/N9rkZHPHEwShnJo/fz4hISF88803tG/fng0bNhAREcGVK1c4dOgQEydORKvV0rFjRzp37szVq1fNHVl40uwYDzlJ4FENWo00dxq0hbq7E+UetNJQzdeRjztXM3Oqh1t8ajFRWVF423kzvP7w+57X5+URNWAgBVevofLyInDlSlRimKwglHuq4uxcqVIlDhw4wJIlS0i+03CoWrUq3bt3p0mTJoSHh1OnTh2sRLcd4XE6zYAb/8CVrXD9b6j0jFnjDGxTib8uJnA6OoNlt+Jp62xFTnoBV47GU6OZn1mz/X+uNq6MqD+CCQcn8MW1VbT5fCX6PsPRREYS2bcfwd9/h9LR0dwxBUEoZ44dO8bevXsfujxto0aNeP/991m2bBnffPMN+/bto0qVh69rLQjFcnMfnPrBsP38F6CyNm8e4MKBOPKyNGRIem7Yymx8PRxrlWWOMz+bdJYfLhpevwlNJ+Bgde/s+7JGQ/SHH5IXEYHCyYnAlSuwCvA3R1RBEIysWHfo58yZw86dO0lMTCQqKopNmzYxbNgwMjIymDVrFo0aNcLR0ZHQ0NCyyis8KTyrQsO+hu1tY0Fn3vHqKqWC+a/WxUatYO/1FLSVDBfCUzsikfWyWbM9SI/KPajnVY88bR6zbqwgcOUKlO7uFFy8SPTgIegLCswdURCEcmbNmjUPbcz/l7W1NQMGDOD99983QSrhqaDJhz+HGbYbvA9BTcwaB0Cn1XN06y0AjtpoGfNsDap6W+aX5RqdhgkHJ6CX9XSr2I1WAa3ueV7W64kdN46cvfuQbGwIXLYMm6pVzZRWEARjK/EYen9/f7p168a4ceP49ddfuXr1KhkZGezatYv+/fsbM6PwpGrzCdi6QtJFOL7K3Gmo5OnAmC41APjidhwqGyVp8bncPGN53dglSWJC0wmoFCp2R+9mv+IGgcu/QmFvT+7Ro8SOHImstaxJ/QRBEAThgfbNhZRr4OAD7SeZOw0A5w/FUpBZSLYk41bblbebBJs70kOtPLuSa+nXcLNx45OGn9zznCzLJM6aReYfm0CpJODzhdjVCzdTUkEQykKxGvSPW2PewcGBFi1aMHiwYYmMmJiYkicTnny2rvDMeMP239MgO9G8eYC3mwTTsooHWTo9VxwMd+ZPbr+NLFveXfpKLpXoVasXADOOzkBfNYSAxYuR1Gqydv5F/OTJFplbEATLd+zYMdq1a0doaCg9e/ZkypQp/PHHH4/9HCAIxZZwAfYvMGx3nQM2zubNA+j1Mrs3GCbtveAoM+uVuha7RN3NjJusOLsCgNGNRuNq43rP8ynLV5D63fcA+M2YjkPr1ibPKAhC2SpWg75hw4b079//kTPcZmRksGLFCmrXrs26detKHVB4wtV/D3zrQkEm7Jxg7jQoFBJzXgrDyUbF1sIcZAUk3Mwk7lq6uaM9UL/QfgQ6BpKYm8iXp77Evklj/ObNBYWC9F9/I2nh5+aOKAhCOfT222+jVCrp168fFSpUYM+ePfTq1YuQkBDcxSRagrHo9bDpQ9BroVo3qPGcuRMBsH3rdZQ5OvIkmTfeqImno/nH8z+ILMtMPTwVjV5Dc//mdA7pfM/zab/+StICw5clXqM/wVmsQiUIT6RiNegvXLiAvb09HTp0wMfHh27dutG3b18++OAD3nrrLerVq4eXlxdff/01s2fPZujQoUUqd+/evTz33HP4+fkhSRIbNmx47DG7d++mXr16WFtbU7lyZb799tv79lm8eDEhISHY2NjQuHFjjh49WpzTFUxBoYRu8wEJTq+B2wfNnQgfZxum9qhNrgLOqA3d1k9ut8y7UjYqGz5t/CkAqy+t5nzKeZw6dsRn0kQAUr76itTvvjNnREEQyqGoqCiWLl3KkCFDmDdvHrt27SIlJYWbN2/y9ddfl6hMca0X7nN8FUQfBStHw915C7gLnplXyIk71/yCCvZ0qmtZE+P+16YbmzgWfwwbpeGzwH97EWTu3En8xEkAuPfrh/t775knpCAIZa5YDXp3d3fmz59PXFwcX375JVWqVCE5Ofnu0jVvvvkmJ06c4NChQ3Tt2rXI5ebk5BAWFsbixYuLtP/Nmzfp1q0bbdu2JSIigmHDhtGnTx+2b99+d5+1a9cyfPhwJk6cyMmTJwkLC6NTp04kJpq/W7fw/wTUh/rvGrY3jwCdxrx5gO51/Xk21JejVlpk4Pa5FJKjs80d64Ga+TejS4Uu6GU9Uw5NQafX4frKK3gOGwZAwszPyPjjD/OGFAShXGnevDnR0dH3PR4cHEz3Et7lE9d64R6ZcfDXZMN2+4ngbBkzrs/79jSuhaCRYECfMHPHeaj0/HTmHpsLQP+w/gQ4Btx9LufIUWJHjAS9HueXXsTzo2FmSikIgikUa9m6f9na2tKwYUNeeuklo4To0qULXbp0KfL+y5Yto0KFCsybNw+AGjVqsH//fhYsWECnTp0Aw3q6ffv2pVevXneP2bx5M19//TWjR482Sm7BiNpNhAsbIfECHF0BTQeZOxHTetSm061ULudrqa5RcWrHbTq8//gZoM1hVMNR7I/ez4WUC/x8+WferPEm7v37oUtLJfW774kdOw6ls7MYOycIwkP17NmT0NBQwsLCGDBgAFOnTiU0NBRXV9fHH1wE4lov3GPneCjMAv/6hpntLcD2c3Foz2UACgIbeuHuZmvuSA+14OQC0grSqOxSmXdrvXv38fwLF4geNAi5sBCH9u3wnTTJYsf/C4JgHCVq0ANUr16dgQMHMn78eKNd7Ivq0KFDtG/f/p7HOnXqxLA7dyQLCws5ceIEY8aMufu8QqGgffv2HDp06KHlFhQUUPCf5b4yMzMB0Gg0aDSlu2v87/GlLae8euz5qx2R2o5HtWU48j/T0VZ7Fhx9TZjwfvZqiZk9ajH661NU16i4ciyB+l2DcHS3KXZZZf37d1Y580HdD5hxbAaLTi6itV9rvO28cR0+nMLkFLI3byb6w2H4rViObd26ZZLhUcT7X5z/f38+jYz5GpTV61ipUiUOHDjAkiVLSE42rO5RtWpVunfvTpMmTQgPD6dOnTpYWVmVSf3/X3m81v9bzn9/Pm2Kcv7SrX2ozv6KjIS20yzQ6Q1/zCglu4DPfz5HN50SWQHtu1co0e/QFL//k4knWX91PQBjG44FnWHpusLISGL69EWfk4NNgwZ4ffYZWlkGE74XxftfnP9/fz5tzHWtL3GDfu/evYwePZoKFSowatQoPvroI2xtTfNNZnx8PN7e3vc85u3tTWZmJnl5eaSlpaHT6R64z6VLlx5a7syZM5k8efJ9j+/YsQM7OzujZN+5c6dRyimvHnn+shut7CrimnuD+B/6cTJkoOmCPUI1fwW3rusI0SpZv+oAnrVLvsZ7Wf7+bWQbApWBRGmjGLF5BG/Yv2F4onkz/K9dw/7yZSL79SNqwAAKfXzKLMejiPe/OP+nnTFeg9zcXCMkud+cOXPubsfExBAREXH3z6xZs7hx4wYqlYpq1apx5syZMsnwX+X5Wg/i/f6w85dkLW0vfYojcMvjGc6cioVTsaYN9//IMqy8rKBGuuELezv/Qnbv/6tUZZbV718ra1mcZRi20sCqAbHHYoklFmVmJoFLl2GVmkq+ny/Xnn2WM7t2lUmGohDvf3H+TzNTX+tL3KBv2LAhu3btYvv27YwdO5bFixczceJE+vTpg0JR4uXtzWrMmDEMHz787t8zMzMJDAykY8eOODk5lapsjUbDzp076dChA2q1urRRy50in3+9AOSvOxCYdgjfbp8gB7cwXciHaFuoo8/cg4TEQV6MFW0GtMTOqXh3qEz1+6+aVpU3t73JBc0FHMIcaOXfCgB9u3bE9utP/unTVPppNQE/fI/az3QT/Yj3vzj/p/n8wbivwb93lMuSv78//v7+dOvW7e5j2dnZREREcPr06TKvvyyV5bUexPv9ceevOLQIZX4ssp07Ae98RYCti+lD/j+/noghcf8FumiVIEH3Xs1w8izZTaqy/v2vOr+KpNNJuFq7MufZOThbO6PLzCTmvV4UpqaiDgwk5Pvvqe1hntUoxPtfnL84f9Nf60vcoP9Xp06d6NSpE2vWrGHChAnMnz+fGTNm0LNnz9IW/VA+Pj4kJCTc81hCQgJOTk7Y2tqiVCpRKpUP3MfnEXcmra2tsba+f2kStVpttDelMcsqjx57/kENDWPpjq9CtW0UDNgPKvMuF6NWqxnTK5x1s07gq1Pwx29Xebt/3RKXVZa//1petXin5jt8c/4bZh2fRVP/ptip7cDZmaCvlnHrrbcovHaduP4DCF79Eyo3tzLL8iDi/S/O/2k+fzDOa1BWr2FkZCRBQUEPfd7BwYEWLVrQooXhi9aYmBj8/ctuIrPyfK0vi/LKmweef0YM7DNM5CZ1mILaydMMye4VlZrL9C2XaFNg+Ehcub4X7n6l/2KnLH7/UZlRrDy3EoCPG36Mh4MH+vx8YoZ+SOHVqyg9PQj6ehVWvubphfdf4v0vzl+cv+mu9Ua7ld69e3e+//573NzcePnll41V7AM1bdqUXf+vG9HOnTtp2rQpAFZWVtSvX/+effR6Pbt27bq7j2DB2o0Hey9IvgL7F5g7DQDhQa54NDJ88EiOSCEyzjJnvAcYEDYAP3s/4nLiWHZ62d3HlS4uBK1cicrPl8Jbt4jq2w9ddo4ZkwqCYEkaNmxI//79OXbs2EP3ycjIYMWKFdSuXZt169aVaR5xrX8C7RgHmhwIbAxhb5g7DTq9zIhfTqPK01NDY2jQ1+sYbOZUDybLMtOOTKNAV0Bj38Y8W/FZZK2WmI+Gk3fiBApHR4JWrsQqMNDcUQVBMLESN+i//vprRo4cSdeuXQkJCcHJyYmWLVsSHx/Ps88+W6yy/u3GFxERARiWqomIiCAy0rAO6JgxY3jnnXfu7j9gwABu3LjBqFGjuHTpEkuWLOGXX37ho48+urvP8OHDWbFiBd999x0XL15k4MCB5OTk3J0JV7Bgtq7QZZZhe988SLps3jx3DHqjNlnWElayxJKVp5Bl2dyRHshObce4JuMA+P7C91xO/d/rp/bxIWjlKpSuruSfP0/0B0PQFxaaK6ogCBbkwoUL2Nvb06FDB3x8fOjWrRt9+/blgw8+4K233qJevXp4eXnx9ddfM3v2bIYOHVqs8sW1/il3/R84/ztICug6FyxgeObKfTc4eiuVplo1EhBY0w3PIEdzx3qgbbe2cTD2IFYKK8Y3GQ9A3Kfjyf7nHyRrawKXLsGmWjUzpxQEwRxK/L/pmDFjiIiIoGrVqowfP54DBw6QkZHBjRs32LhxY7HKOn78OOHh4YSHhwOGC3R4eDgTJkwAIC4u7u4FH6BChQps3ryZnTt3EhYWxrx581i5cuXdZWwAXn31VebOncuECROoW7cuERERbNu27b7JcwQLVesFqNIJdIWw6UPQm3f2WwArtZLmz1cEwCO2kO/33TRzoodrFdCKDsEd0Mm6u2vT/8u6YgUCly9HYWdH7qHDxH48Clmne0RpgiA8Ddzd3Zk/fz5xcXEsXryYKlWqkJyczNWrVwF48803OXHiBIcOHaJr167FLl9c659i2gLYMtKw3bAv+IaaNw9wMS6TeTuuYKeHOoX/3p1/+JATc8oszGTWUcONjj6hfQh2CiZx7lwyNmwApRL/BQuwa9DAvCEFQTCbEo+h//9j1kqjTZs2j7zb+e233z7wmFOnTj2y3CFDhjBkyJDSxhPMQZKg2zxYvB8iD8HJby1indrmbYM4u+02tllatm64RvPqnlT2ssxv8z9p+AkHYw9yJvnM3bXp/2VbpzYBXy4iqv8AsrZvJ36KCz6TJoq1agVBwNbWlpMnTzJ9+nTs7e2NVq641j/FDi+FlGuG4XRtx5o7DQVaHR+tjaBQp+dVR2fILMQr2BH/aqZdhrmoPj/xOSn5KYQ4hdC7dm9SVq0iddXXAPhOnYrjM23NnFAQBHMyf38nQXgYl0DDeHqAnRMhM868eQCFQqL185UACM9TMuynUxRoLfPutre9Nx/VM3RN/fzk58Rkx9zzvH2zZvjNmQ2SRPratSQv+tIcMQVBsEB///03VatWfWAjWxCKJSsB9homwqPDZLCAWe3n77zCpfgsvG2tCEw1XMPrdQq2yC+1Tyed5tcrvwIwoekEcjf8SeIcw+vp9fFIXHq+YM54giBYgBI36LVaLdOnT6dp06bUq1ePd99996lfc1AoA436gV89KMiEraPMnQaA6k19sXWxwkGWUEbmMm/HFXNHeqiXq71Mfe/65GnzmHxw8n13x5w6d8ZnguFLk+QlS0j94UdzxBQEwcIcOnSIWbNmMWHCBOrXr8++ffvMHUkor/6eCoVZhmt56GvmTsPRm6ks33sDgOGV/NDk6XD2sqVCXfPPuP//afQaphyagozM85Wep/qFLOLuDFFx6/0+7r17mzmhIAiWoMQN+tGjR7NkyRLatWtHjx49KCgo4Nlnn6VXr14WO1mYUA4plPD8FyAp4eIfcGmzuROhVClo0MkwC26jAhUr99xg/9VkM6d6MIWkYHKzyVgrrTkUd4gN1zbct4/r66/j8YGhu2rC9Olk/Gn+11gQBPN76623uHz5Ms899xxdunThxRdf5MaNG+aOJZQncafh1J0vijt/ZvaJ8HIKtIz89TSyDC+H+5N3Lh0wzGyvUFje3fkfL/zIlbQruFi7MFRqR8xHw0Gnw/mFF/AaOdLc8QRBsBAl/p919erVrFmzhmnTpjFhwgR+/vlnLl26xNGjR5k7d64xMwpPO5860OwDw/bmkZCfYd48QI3mftg6qnHRK6iuUTLi1wjScixztvhgp2AG1x0MwJzjc0jKTbpvH49Bg3B90zDGPnb0aLL37TdpRkEQLJOtrS2TJk3i8uXL2NnZUbt2bT755BPOnTuHTkymKTyKLMO2MYAMtV+EoMbmTsRnWy8RmZqLv4stb/i4k5NegJ2zFdUam3/d9v8vNjuWpaeXAjDG7XXSh41GLijAoW1bfKdOscjhAYIgmEeJG/Q5OTkEBATc81iFChVYtGgRy5cvL3UwQbhHm9HgWgGyYmHHp+ZOg9pKSVg7w1qvLbVWJGQUMHr9GYvtnfJ2zbep6V6TrMIsph2edl9OSZLwHjcWp65dQasleuhQ8k6fNlNaQRDMraCggL///pslS5bw4Ycf0rt3b/bt20dBQQFz584lNDQUBwcH6tevb+6ogoWSLm2C2wdAZQvtJ5s7DgeuJfPD4dsAzH6xDhf/McwrE/ZMIEq1ZU0pJcsy049MJ0+bxzPKWlSesgZ9Vha29evjv2A+kqrEc1oLgvAEKvH/YC1atOC777677/EKFSoQGxtbqlCCcB+1LXRfbNg++T1c+8u8eYA6rQOwslXhVAg1dEq2n0/gl+NR5o71QCqFiinNpqCSVPwd9Tc7bu+4bx9JocDvs5nYN2+OnJdHVL/+FFy/boa0giCYW9u2benWrRvff/89aWlptGzZkjlz5nDy5Emys7NJSUlhy5Yt96wbLwj/UugLUe6aZPhL86GGSW7NKCtfw6jfzgDwTtNgfHMgLT4XK1sVtVv5mzXbg/wV+Rd7o/finqtkwLeJ6JKTsa5alcClS1DY2Jg7niAIFqbEDfpZs2axcOFChg4deneNWo1Gw6JFi6hZs6bRAgrCXSHNofEAw/YfQ83e9d7KVkVoW0MvlWfVDiDDpD8ucCMp26y5HqaaWzX6hPYBYMaRGaTnp9+3j2RlRcAXn2MTGoouI4PI3n3QxJl/dQFBEEwrJSWFQ4cOcfjwYb7//nvGjRvHyy+/TFhYGLa2tri6utK2bVs+/PBDc0cVLFClxG1IGZHg6AfNzf8emb75IjHpeQS52TGqUzVObjfcqa/dyh8rW8u6251dmM1nRz7DNl9m9gZHiI5DHRBA4MoVKJ2czB1PEAQLVOIGfe3atdm9ezeHDh2iWrVq2NjYYGdnxw8//MDChQuNGFEQ/qPdBEPX+8wYi+h6H/pMACorBaQV0sXDhTyNjmFrI9Do9OaO9kB96/SlknMlUvNTmX1s9gP3UdjbE/jVMqwqVkQbH09k7z5o09JMnFQQBHO6fPkydevWNXcMoTzKiqdqwibDdofJYGVv1jj/XE7k52NRSBLMfTmMzKhsEm5molQpCH0m4PEFmNiXEV+SlpXA+A1qHG8no3R3J2jVStReXuaOJgiChSpxg/7gwYOo1WqOHTvGhQsXWL16NVu2bOH69es0b97cmBkF4X+s7C2q672tgxW17nTXa62zwtlWzZnoDBb+ZZlL2VkprZjSfAoSEptubGJv9N4H7qdydSVo5QpUPj4U3rhBVP8B6HNyTJxWEARBKG+Uu2eg0heg96sPtV8ya5aMXA2j1xm62vdqVoFGFdw4uT0SgOpNfbB3tjZnvPucTz7P2gur+XCjnso381HY2xO0YjlWwcHmjiYIggUrcYN+8ODBHDlyBIDq1avTs2dPOnToQFJSEllZWUYLKAj3sbCu9+Htg1CoJFJuZTGhcSUAluy+zpEbKWbN9TChnqG8VfMtAKYenkp24YOHCKj9/AhatRKlszP5Z84QPfRD5ELLnMlfEARBsADxZ5HOrAFA33G62Zepm/zneRIyC6joYc+oztVIjs7m9rkUJAnqdggya7b/T6vXMvngJHpv1dLoimwYArdkCTZiGKsgCI9R4v9pL1++TJs2be57/K+//uL1118vTSZBeLz/dr3fPs6sUexdrKnR1BcAqytZvFw/AFmG4b+cJiNPY9ZsDzOk7hACHAKIz4ln4cmFD93PulIlApd/hWRrS86BA8SOHoOst8zhBIIgCIKZ/TUJCZkYl0bI/g3MGmXnhQTWn4xBIcHcV8KwUSs5tcMwdr5iuBcuXnZmzff//XzpZ+r+fp52p2VQKPCbNxf7xo3MHUsQhHKgxA16Jycn0h4wrrZly5YcPny4VKEE4bH+2/X+1A9w1bxd7+t1CkZSSEReSGVw3SCC3e2ISc/j0w3nLHIpOzu1HZOaTQJg7eW1HI8//tB9bcPCCPjiC1CrydyyhYTpMyzynARBEAQzurEbrv2FrFBzwe9ls0ZJyylkzPqzAPRtVZF6Qa5kJudx9XgiAPU6Wdbd+ficeC4vncsLhwzXVp/Jk3Dq0MHMqQRBKC9K3KDv3Lkzc+fOvb9AhYJC0S1XMIX/dr3fOBhyU80WxcnDlqoNvQG4uCuaha/WRamQ2HQ6lt9PxZgt16M09m3Mi1VeBGDSoUnka/Mfuq9Dyxb4zZwJkkTaTz+RvHSpqWIKgiAIlk6vh50TDJv13iPX2tuscSb8cZ7k7AKqeDnwUfuqAET8FYWslwmo7opXsGXNFr9u0VDe2FkAgMdHw3B92bxfiAiCUL6UuEE/depU9uzZw4svvsjZs4ZvQfPz85k1axahoaFGCygIj9RuInhUhex42DQUzHjnuF6nYJDgRkQSQUo1w9pVAWD8hnPcTsk1W65HGdFgBF62XtzOvM2iU4seua/zs93wHjsWgOQvFpG2Zo0pIgqCIAiW7tw6iDsNVo7oW4wwa5QtZ+PYdDoWpUJi3p2u9nlZhVw8EAvcuVZbkIO/LaL1d4bP0dJrz+PRr5+ZEwmCUN6UuEEfGBjI4cOHycvLu7suraOjI5s2bWLOnDnGzCgID2dlBz1XgEIFFzdBxGqzRXHzs6dSuGFZmeNbbjGobWUaVXAjp1DHR7+eQWuBQ88drRyZ2GwiAD9c+IFTiaceub/b22/hMWggAPFTppK5bVuZZxQEQRAsmLYA/p5i2G7xIdh7mC1KcnYBn244B8CgNpUIDXAB4MzuaLQaPZ5BjgRUdzVbvv8v9ehB7CcvRSlDTPPKVJswE0mSzB1LEIRyplTTjwYHB7NlyxZu3brF2rVr+eOPP7hy5QpNmzY1Vj5BeDy/utDWcOeYraMg9abZojTsFgLAtZOJZMTnsvDVujjbqjkbk8mfkead7fdhWgW0onul7sjIfLr/U3I1j+5N4PHBB7i89irIMjEfjyLn4EETJRUEQRAszrGVkB4Jjr7QZLDZYsiyzLjfz5KaU0h1H0c+eMbQS64wX8vZf6KBO/PdWEiDOf/KFaIHDMRKI3Ohqi1NF/2IZOZVAQRBKJ+M8j9HUFAQzz//PF26dMHNzc0YRQpC8TQfBkFNoTAbfh8AOq1ZYrj7O1Ax3BNkOL7lJn4utsx5yTAE5Z84BXuuJJkl1+OMajQKbztvIrMi+eLUF4/cV5IkfMaPx7FTJ9BoiB7yAXlnz5koqSAIgmAx8tJh751emW3HGnrNmckfp2PZfj4B1Z2u9lYqw0fciwfiKMjV4uxpa7g+W4DC6Bhuvt8LdW4hl/zBc/5s7O2czR1LEIRySnwVKDwZFEp44SuwcoSow3Bggdmi/HuX/uqJRFLjcuhYy4e3GgcCMGr9ORIzHz75nLk4WTkxudlkAH66+BPH4o89cn9JqcRvzmzsmjZBn5tLVL9+FNwwX88IQRAEwQz2L4C8NPCsDmFvmC1GQmY+EzaeB2BouyrU8jM0jnVaPRF/RQIQ3jEIhcL8d+e1KSlE9u4NyalEesDR4e1oVbm9uWMJglCOiQa98ORwDYaud+4U7P4MYk6aJYZHgCMVwjxAhhNbbwEwulNV/OxkUnM0DP/lNHq95S371ty/+d1Z78cfGP/YrvcKKysCFn2JTa1a6NLSiOzTG01CgimiCoIgCOaWEQ2H76x40n4yKFVmiSHLMmPXnyUjT0Mdf2cGtql097mrxxLITivA1smKak18zJLvv3TZ2UT17Yfm9m0SnWHBW4581HaCuWMJglDOiQa98GQJew1q9gC9Ftb3hYJss8Ro2K0CYPgwkZ6Qi7VaybtVdNiqFey/lsyyvdfNkutxRjYYia+9LzHZMcw/Mf+x+ysd7AlcsRyrkBC0sXFE9u6NLj297IMKgiAI5rV3DugKIKgZVO1kthjrTsaw61IiVkoFc18OQ600fLSV9TIndxjuzoc9E4BKrTRbRgB9YSHRQz4g/8IFsuwkpr+q5J3Ww/Cy8zJrLkEQyj/RoBeeLJIEzy4ARz9IuQZbRpolhmeQIyGhHsiyYcZ7AB87GN+tOgDzdlzhZGSaWbI9ioOVA1OaG2YrXnt5LYdiDz32GJWbG0GrVqLy8qLw2nWiBgxEn2uZy/QJgiAIRpB6A079aNhuN8Fw7TWDxMx8pmwydLX/sH0Vqvk43n3u1rkU0uJysLJRUrt1gFny/UvW6Ygd+TG5hw+jsVYy/RUFblVr82q1V82aSxCEJ4No0AtPHjs3eGkVSAo4vQYizLNe+r9j6a8cjScjMQ+Al+r581yYHzq9zNA1p8jI05gl26M08W1y90PGxIMTyS58fC8Htb8/QatWonB2Ji8iguhhw5A1lndugiAIghHsnmXoCVe5PQSbZ2UjWZYZt+Ecmfla6vg7079VxXueP7ntNgC1WvljbWue4QBgyBk/ZSpZO3Ygq1XM7Clzy0/JxKYTUSrM22tAEIQng2jQC0+m4GbQZoxhe/MISL5q8ghewU4E13FHluHUjijAMEP89BdqE+hmS3RaHmN/P4ssW954+uH1h+Pv4E9cThxzj88t0jHWVaoQuHQpko0NOXv3ETt2HLJeX8ZJBUEQBJNKvARn1hq2244zW4w/Tsey80ICaqXEnJdDUSn/95E29lo68TcyUKgkwtoFmi0jQPKiRaSvXQuSxHcvuXAuRMGbNd6khnsNs+YSBOHJIRr0wpOr5Qio0Ao0OfDre6Ax/ezyDbv+byy9NsfQJdHJRs2i1+uhUkhsPhPH2mNRJs/1OHZqO6Y2nwrAuqvr2B+zv2jH1Qsn4POFoFKRuWkTCZ99ZpFfWAiCIAgl9M90QIbqz4J/PbNESM4uYNIfhq72Q9pWobqP0z3Pn9puuDtfvYkv9s7WJs/3r9TvfyB5iWHiwAu9WrAlJB1vO2+G1B1itkyCIDx5RINeeHIplNBzBdh5QMI52GH6OwneFZwIquWGrIfMG1Z3H68b6MLITtUAmLTpPFcTskye7XEa+jTkzRpvAoau95mFmUU6zqF1a/xmTAcg7fsfSFm+oswyCoIgCCYUGwEX/wAks96dn7jxPGm5Gqr7ON4zqz1ASkw2t86mgAThHYLMlBCyNm8mYcYMABR932Saj2E52LGNx2KntjNbLkEQnjyiQS882Rx9DOvTAxxbCRc2mjzCvzPe58aoyUz+Xy+Bfi0r0rKKB/kaPR+sOUW+RmfybI/zYb0PCXIMIjE3kVlHZxX5OOfnn8d7zGgAkhYsIOO338oqoiAIgmAq/xi+rKXOS+Bd0ywRtp6NY/PZOJQKibkvh2Gluvej7Kk7M9tXquuJi7d5Gs52ly+T8Ol4AFzeepPpNS6jlbW0DWzLM0HPmCWTIAhPLtGgF558VdpD8w8N2xs/gLRbJq3ep6IzAdVdQJaI2Pm/7vUKhcS8V8LwcLDiUnzW3e6DlsRWZcu0FtOQkPjj+h/8dfuvIh/r9u67uPfrB0DS1Gk4nDtXVjEFQRCEshZ5BK7uAEn5vzlqTCwtp5DxGw3XkoGtK1Hb3/me5zNT8rh6LAGA8E7BJs8HkH/6NH4//AhaLU7dunHwpWqcSorAVmXL2MZjzZJJEIQnm2jQC0+HZ8ZDQEMoyIBf3jH5ePp6XQzd/i4fTiAzJe/u416ONnz+WjiSBD8fi+L3U9EmzVUU4V7hvF/7fQAmH5pMUm5SkY/1/GgYLi+/BHo9PqvXkHv0aFnFFARBEMrS34Z5VQh/E9wrPXrfMjJ503mSswup4uXAB+0q3/f86b+i0Otl/Ku54h3i9IASylbBtWvEDh6CQqPBrnkzrCeOZP6phQAMqTsEH3sfk2cSBOHJJxr0wtNBqYaXvwVbN4g7DVs/Nmn1PhWdsXbXIutlTtxZSudfzSt7MPSZKgCM+/0c1xIfv0ycqQ2uO5jqbtVJL0hnwsEJRZ7oTpIkfCZOxL5dOxQ6HXFDPyTvvOX1RBAEQRAe4cZuuLUPlFbQapRZIvx1IYENEbEoJJjzchjWqnuXfMvP1nDhQCwA9c1wd14TG0tkn77oMzLICwzEZ/585p/+gszCTKq7VeeNGm+YPJMgCE8H0aAXnh7OAYb16ZHg5Pdw8geTVu9UuRCASwfiyEjKu+e5oe2q0KySO7mFOgb/dJK8QssaT69WqpnZYiZWCiv2x+xn7eW1RT5WUqnwnvUZuRUrIufkENW3H4W3bpVdWEEQBMF4ZBn+mWnYrv8euJh+GbiMPA1jfz8LQN+WFakb6HLfPmd2R6Mt1OMR6EBADVeT5tOmpRHZuw/a+HjUFSsS0+s9jmWeZdONTUhITGgyAZVCZdJMgiA8PUSDXni6VHoGnrkzM+/mEYYZe03E2k1HQHUX9HqZ41tu3vOcUiGx8LW6eDhYczkhiwkbLW+8eWXXynxU/yMA5h2fx82Mm4854n8U1tbEvvsO1jWqo0tNJbJ3HzQJiWUVVRAEQTCWm3sh6jAoraHFcLNEmPbnBRKzCqjoYc9HHare97ymQMeZfwxz1NTrFIwkSSbLps/JIapffwpv3kTl64vfV8sosLNi5jHDlyCvVX+NOp51TJZHEISnj2jQC0+fFiOgahfQFcAvb0NuqsmqbtAtBIDLh+NJi8+55zkvRxu+eL0uCgl+PRHNbycsbzz9GzXeoIlvE/J1+YzZNwaNXlPkY/U2NvguWYo6KAhNTAxRffuiy8gow7SCIAhCqe2ZbfhZ/11w8jV99VeS+PVENJIEs18KxUatvG+fCwdiKcjR4uRhQ6VwT5NlkwsLif5gKPlnz6J0cSFo1UrUPj7szd9LZFYknraefBD+gcnyCILwdBINeuHpo1DAC0vBNQTSI+H3/qDXm6RqrxBHQkI9kGU4tvnWfc83q+TBsPaGuw/jN5yzuPXpFZKCac2n4WTlxPmU83x1+qtiHa/ycCdo1UqUnh4UXLlC1MBB6PPyHn+gIAiCYHq39sPt/Yax882Hmbz6rHwNY9adAeC9ZiE0CHG7bx+dTk/EX4al6sI7BqNQmuajrazTETt6NDkHDyLZ2RG4/CusK1bkVuYt9hbsBeCTRp/gaOVokjyCIDy9LKpBv3jxYkJCQrCxsaFx48YcfcSM2G3atEGSpPv+dOvW7e4+77333n3Pd+7c2RSnIlg6W1d45QdQ2RiW4dk7x2RVN3rOsC791eMJpMTcPwHe4LaVaVHZgzyNjkE/nSS3UGuybEXhbe/N+CaG9XVXnF1BRGJEsY63CgwkaOVKFI6O5J08ScxHw5E1Rb/TLwhC+Sau9eXIv3fnw98CZ3+TVz9z6yViM/IJcrPj407VHrjPteOJZKcWYOuopnoT08wiL8syCdNnkLllK6jVBHzxBbahociyzIyjM9Cho7lvczoGdzRJHkEQnm4W06Bfu3Ytw4cPZ+LEiZw8eZKwsDA6depEYuKDx9muX7+euLi4u3/OnTuHUqnk5Zdfvme/zp0737PfmjVrTHE6QnngGwrd5hu2d8+Ai3+apFrPQEcq1fMEGY7+ef849H/H03s5WnM1MZvxGyxvVvjOFTrTrWI39LKesfvHkqvJLdbxNtWqEbh0CZK1Ndm7dxM3fgKyiXpJCIJgPuJaX45EHoabe0ChNsvY+YPXkll9xHDnfdaLodhZ3T+pnCzLnNxuWDkm9JlAVFb3d8cvC8lLlpC2ejVIEv6zPsOhRXMANt3YxPHE46hRM7rhaJOO5RcE4ellMQ36+fPn07dvX3r16kXNmjVZtmwZdnZ2fP311w/c383NDR8fn7t/du7ciZ2d3X0XeWtr63v2c3U17cyngoULfxMa9Tds/94fEi6YpNpGz1YECW6cSiIp8v5u9R4O1nzxejgKCdadjOaX41EmyVUcYxuPxcfeh6isKGYfm13s4+0aNMB/wQJQKsnYsIHEufPKIKUgCJZEXOvLkT2zDD/rvmHyme1zCrR8st7Q1f6tJkE0reT+wP1un0shNTYHtbWS2q1M04Mgbc0akhd9CYD3uHE4de0KQHp+OnOPzQWgrU1b/B1M36NBEISnk0WsoVFYWMiJEycYM2bM3ccUCgXt27fn0KFDRSpj1apVvPbaa9jb29/z+O7du/Hy8sLV1ZVnnnmGadOm4e7+4AtDQUEBBQUFd/+emZkJgEajQVPKLsH/Hl/acsoriz7/ZyahTLyA4tY+5DWvoe21E+zuH6dXGv///B09rahc35Nrx5M4vPE6nQfUuu+Y+oFOfPhMZRbsusaEjeeo5WNPVW/LGYtnK9kypckU+u/qz7qr62jh24LWAa0fuO/Dfv82LVvgNXkSiZ+OJ/Xrr5FcnHHt1avMs5uaRb//TeBpP38w7mtQXl/Hp+Fa/285//1ZHkkxx1Fd/xtZUqJtOhSKcS7GOP/Ptl4iKjUPP2cbRrSv/NCyTmy7BUCNFj4orcr+Nc/atp2EKVMBcB3QH8dXX7lb59xjc0krSKOSUyWaS83L9e+/NJ6E939piPMX5//fn8YoqygkWZblUtdYSrGxsfj7+3Pw4EGaNm169/FRo0axZ88ejhw58sjjjx49SuPGjTly5AiNGjW6+/jPP/+MnZ0dFSpU4Pr164wdOxYHBwcOHTqEUnl/t6xJkyYxefLk+x5fvXo1dnZ2pThDwdKptVm0vjwJ+8IkkhxqcqjySGSpbL/v0uRIJOyzB1nCs0kO1q73dznXy/DVRQWXMhR42ciMDNVhbZoehUW2NW8rBwoOYCfZMcRxCE4Kp2KX4bpnL55btgAQ/9JLZDZsYOyYgvDEyM3N5Y033iAjIwMnp+L/ezMXca0vPxpfn4dP5mluu7UkIrivSeu+nglfnDdcfwfW0FHd5cEfUwvSFCQdtgdJxrdNDkqbsv04a3f1Kv7ffIuk05HepAmJPbrDnS71t7S3WJm9EoB+Dv0IUgWVaRZBEJ58xbnWW8Qd+tJatWoVderUuecCD/Daa6/d3a5Tpw6hoaFUqlSJ3bt3065du/vKGTNmDMOH/2+cWGZmJoGBgXTs2LHUH5o0Gg07d+6kQ4cOqNXqUpVVHpWL80+sg/xtFzyzL9BNdQh9p5lGK/ph57+n8AqXDydgleZP1zcfvE5t0zaFdF98iISsAvbkBrDglToWNS6vva497+14j0tpl/jb9m+Wtl2KUnHvh+jH/v67diXZ24v0b77FZ/16wlu1xL5tWxOdQdkrF+//MvS0nz8Y9zX4947y06Y8XOuh/L/fpdhTqE6dRpYU+L06Dz+3isU6vjTnX6DRsXDxISCXl+v7M7zH/b3X/rV9+XkglWqNfWjd8/616Y0p/9w5YiZNRtbpcOjYkUqzZyHd+bJIo9Pw2lbDe7Bn5Z70Du9drn//pVXe3/+lJc5fnL85rvUW0aD38PBAqVSSkJBwz+MJCQn4+Dx6xtKcnBx+/vlnpkyZ8th6KlasiIeHB9euXXvgRd7a2hpra+v7Hler1UZ7UxqzrPLIos/fPwx6fgVr30J5fAVKv1Co945Rq/j/59/o2YpcPZZIzOV0Em9m41/1/nGfPi5qFr9Zj9eWH2bzuXjqh7jxfosKRs1VGmq1mjmt5/DKn69wPOE4P175kT51+jx034f9/n1GjULOyCRj/XriPx5F0MoV2DVsWJbRTc6i3/8m8LSfPxjnNSivr+HTdK0vi/JM5uACAKQ6r6D2fvDM8kVRkvNfsOs6N1Ny8XK05tNnaz30+NTYHG6fTQUJ6ncOKdPXueDGDeIGDkLOy8O+WVP8585BYWV19/lvLn7DzcybuNm4MbzBcNQKQ5Zy+/s3EnH+4vzF+ZvuWm8Rk+JZWVlRv359du3adfcxvV7Prl277umW9yC//vorBQUFvPXWW4+tJzo6mpSUFHx9fUudWXhC1XgO2ow1bP853LAGbxly8rClZnM/AI78cYOHjYBpEOLG2K41AJix5SLHb6WWaa7iCnEOYWxjw+v25akvOZ10uthlSJKE75TJODzzDHJBAVEDB5F/6ZKxowqCYCbiWl8OxJ+Dy1sACVqNNGnV52Mz+GrvDQCm9qiNs+3DP8ye2mmY2b5imCeuPvYP3a+0NPHxRPbpgy49HZvatfH/YtE9jfmozCiWn1kOwKiGo3C2di6zLIIgCA9jEQ16gOHDh7NixQq+++47Ll68yMCBA8nJyaHXnQmy3nnnnXsm0vnXqlWr6NGjx32T32RnZ/Pxxx9z+PBhbt26xa5du+jevTuVK1emU6dOJjknoZxq9THU7AF6Dfz8JiRfLdPq6ncJQalSEHctg6iLD2+o92oewrOhvmj1MoNXnyQpq+Ch+5pD90rd6RLSBZ2s45O9n5BVeP/s/Y8jqVT4z5+HbYP66LOziezTl8Ioy5vhXxCEkhHXegt34HPDz1o9wKOKyarV6vR8su4MOr1M1zo+dKr18B4bWan5XDli6OUR3qnsxqpr09KI7NMHbWwcViEhBC7/CqXD/748kGWZaUemUaAroIlvE7pW6FpmWQRBEB7FYhr0r776KnPnzmXChAnUrVuXiIgItm3bhre3NwCRkZHExcXdc8zly5fZv38/vXv3vq88pVLJmTNneP7556latSq9e/emfv367Nu374Fd7QThLoUCXlgGAQ0hPx1+eglyksusOgdX67vL7RzecANZ/+C79JIkMevFUCp7OZCQWcAHa06i1VnO2u2SJDG+6Xj8HfyJyY5h6qGpD+1x8CgKGxsClyzBulo1dMnJRPbugzYpqQwSC4JgauJab8HSbsG5dYbt5sNMWvWq/Tc5F5OJs62aSc8/fNw8wOldUej1Mn5VXPCpUDZ3xPW5uUQPGEjhteuovL0JWrUSldu9q99svbmVg7EHsVJYMb7JeIua20YQhKeLRYyh/9eQIUMYMmTIA5/bvXv3fY9Vq1btoQ0GW1tbtm/fbsx4wtNEbQuvrYGVzxg+5Pz8BrzzB6htyqS6ep2DuXAglqTILK6fSqJyfa8H7mdvrWLZW/Xp/uV+Dt9IZc72y4y50xXfEjhaOTKr1Sze3fouW29tpZl/M3pU7lHscpROTgSuWM7tN95EExlJZN9+BP/wPUpHy1m2TxCEkhHXegt18EuQdVDpGfCra7JqbyXnMH/nFQDGdauBl+PDr7P5ORrO748FDNfNsiBrNER/OIy806dRODsTtHIFav9715TPLMxk9rHZAPQL7UeQk5jVXhAE87GYO/SCYHEcPOHN38DaGaKOwIaBoC+bO+J2TlbUbR8IwOGN19E94s57ZS8H5rwcBsBXe2+w7VzcQ/c1hzDPMIaEGz6szzgyg5sZN0tUjtrLi6BVK1F6eFBw6RLRAwehL7CsYQaCIAhPhOwkOPWDYbvFRyarVpZlxqw/S4FWT4vKHrxcP+CR+5/bE422QId7gANBNd0euW+J8uj1xI4ZS86+fUg2NgQuW4p1lfuHHnx+4nNS8lOo4FyBXrV7GT2HIAhCcYgGvSA8imc1ePUHUKjg/Hr4Z3qZVVW3QxC2jmoyEvO4eODRjfSudXzpc2em+5G/nuFGUnaZ5SqJXrV60cinEXnaPD7Z+wmFusISlWMVHEzQ8q9QODiQe/w4MSNGIGu1Rk4rCILwlDv6FWjzwa8ehLQ0WbVrj0Vx6EYKtmolM1549JKsmkIdp/+OBqBexyCjd3GXZZmEmZ+R+eefoFIR8MXn2IWH37dfRGIEv175FYDxTcZjpbS6bx9BEARTEg16QXiciq3huTsTBe2bCye/L5NqrGxU1O8SAsCxzTfRFOoeuf8nXarTMMSV7AItA388SW6h5TR0lQolM1rMwMXahYupF/n81OclLsumZk0CFi9GsrIi+69dxE2aVKKx+YIgCMIDFGTBUcNM7bT4CEw0FjwhM5/pWy4CMKJjVYLc7R65/6WDceRna3B0t3nosLTSSPlqOWk/GHop+M2cgUOrVvfto9FrmHJ4CjIyPSr3oKHPk7W0qiAI5ZNo0AtCUYS/BS3vLOGz6UO4vLVMqqnd0h9HdxtyMwo58/ejZ3dXKxUsfqMeno7WXE7IYsz6sxbV0PW292Za82kArLmyhvOF50tcln3jRvjPnwcKBRm/rSNp/gJjxRQEQXi6nfgW8jPAvQpUf9YkVcqyzPgN58jK1xIW4Eyv5hUeub9ep+fUzkgAwjsEoVAa9+Nr2tpfSFq4EADvsWNwfu65B+7344UfuZp2FRdrF4bXH27UDIIgCCUlGvSCUFTPfAp13wJZD7++B5FHjF6FUq2g8fMVATi5PZL8HM0j9/dysuHL18NRKiQ2RsTy/aHbRs9UGq0DW9OrlmF84frc9URllXwJOsf27fGdMhmAlBUrSPnmW2NEFARBeHppC+DQYsN28w8Nq7yYwNZz8ey4kIBKIfHZi6EoFY/uFXDtZCJZKfnYOKip3szXqFkyt+8gfrLh2uLevz9u77zzwP1ismNYenopACMajMDVxtWoOQRBEEpKNOgFoagkydD1vkonw1jD1a9A4kWjV1OloTfu/vYU5mk5ue3xDfTGFd0Z3bk6AFP/vMDRmw9fy94cPqj3AXU961JAAZ/s/4QCXckntnN56SU8hxvuiiTOmkX6hg1GSikIgvAUOrMWsuLA0Q9CXzFJlem5hUzYaOixNbBNJWr4Oj1yf1mWObndcHc+tG0Aaiul0bLkHD5C7MiRoNfj8vLLeA778KEZph+eTp42jwbeDeheqbvRMgiCIJSWaNALQnEoVfDyt/9bo/7HFyEj2qhVKBQSTXpUAuDM7miy0/Ife0yflhV4NtQXrV5m0E8niE3PM2qm0lAr1MxsPhM7yY5LaZeYc2xOqcpz79sHt3ffBSBu3KdkPWCZK0EQBOEx9Do4cGd+k6aDQWVtkmqnb75IcnYBlTztGfJM5cfuH3khlZTobFTWSuq0efQs+MWRd/480YMHI2s0OHbogM+kiQ+daG/77e3si9mHWqFmQtMJYs15QRAsimjQC0JxWdnBG7+AR1XIjDE06nONe1c8uLY7vpWd0Wn0HP3z8cu+SZLE7JdCqe7jSHJ2IQN+PEG+5tGT6pmSt503L9m9BMDay2vZerPkcxBIkoTXJ6Nw7v486HTEDPuI3JMnjRVVEATh6XBpM6RcAxsXqP+uSarcfzWZX09EI0kw+6VQrFWPv9t+aruhp1qtFn7Y2KuNkqPw1i2i+vZDn5ODXePG+M2dg6R8cJbMwkxmHZ0FQN86fang/Ojx/oIgCKYmGvSCUBJ2bvDWenD0haRLsPpVKDDe0nGSJNGsp+HOxaWDcaTF5zw+kpWKFe80wMVOzZnoDMb9fs6iJsmrqq5K71q9AZh0cFKJ16cHkBQKfKdNw751K+T8fKIGDCT/8hVjRRUEQXjyHfrS8LNhH7B2LPPqcgu1jPn9DADvNAmmfvDj15GPv5lBzJV0FAqJsHaBRsmhSUgksncfdKmpWNesQcDiL1FYP7x3wucnPic5L5kQpxB61+ltlAyCIAjGJBr0glBSLoGGRr2NM0QfhZ/fAM3ju8cXlU9FZyqEeSDLcOj360U6JtDNji9fr4dCgnUno/nu4C2j5TGG/nX608C7AbnaXEbsGUG+tuSvl6RWE7BwIbbh4egzM4nq04fC6BgjphUEQXhCRR2DqCOgtIJG/UxS5fwdV4hKzcPP2YaP78z78jin7oydr9rIG0c3m1Jn0GVkENWnD5qYGNTBQQQtX47SweGh+0ckRvDLlV8AmNB0glhzXhAEiyQa9IJQGt414c11oLaHm3sMs9/rHj0zfXE06V4JSYKbp5OJvZpepGNaVPFgTJcaAEzdfJFD11OMlqe0VAoVs1vNxs3GjatpV5l5dGapylPY2hK4bCnWVaqgTUoiqndvtCmWc76CIAgW6fCdme3rvAyO3mVe3emodL4+YOiVNb1nHRysVY89Ji0+hxunkwAI7xhc6gz6vDyiBg6i4OpVVJ6eBK1ahcrD46H7a/QaJh8yzH4v1pwXBMGSiQa9IJRWYEN442dQ2cCVrfB7f8NkQ0bg5mdPzRZ+ABz47Sqyvmhd6Pu0rED3un7o9DKDV58kxoImyfO082RWq1lISKy/up4N1zaUqjylszOBK1eg9vOj8PZtovr2Q5dtvOEPgiAIT5S023Bho2G7yaAyr65Qq+eTdWfQy9Cjrh9tq3kV6biTOyJBhpBQD9z87EuVQdZoiBn2EXknT6JwciJw5UqsAh49wd5357/jWvo1XK1dGVF/RKnqFwRBKEuiQS8IxlChFbzyPShUcG4dbPoQ9HqjFN3ouYqorZUk3s7i6vGEIh0jSRKf9Qylpq8TqTmF9P/huEVNktfEtwkD6w4EYOqhqVxIuVCq8tTe3gSuWonSzY38CxeIHjwEfUHJl8cTBEF4Yh1dDrIeKrYBn9plXt1Xe65zKT4LN3srJjxXq0jHZKXmc+VwPAD1O5fu7rys1xP36Xiy9+xBsrYmcOkSbKpVfeQxUZlRLDu9DICPG36Mi41LqTIIgiCUJdGgFwRjqdoJXlwJkgJO/QDbx4IRJqWzc7KiXifDB5pDG66jLSxaw9zWSsnyd+rjZm/FuZhMxqw/a1GT5PUP7U/rgNYU6gv56J+PSMtPK1V51hUqELh8OQo7O3KPHCH241HIOsv5EkMQBMHs8jPhxHeG7aZDyry6a4lZLPr7GgATn6uJm33RxqCf2hmJXi/jX80Vn4rOJa5flmUSZ88hY+NGUCrxX7gAu/r1H3vMtCPTKNAV0Ni3Mc9WfLbE9QuCIJiCaNALgjHVegGevzNz8JGlsHOCURr1Ye0DcXC1Jju1gDP/FH3d+wBXO758IxylQuL3UzF8feBWqbMYi0JSMKPlDIIcg4jNiWXU3lHoSjlUwbZ2LQKWLEZSq8nasYP4yVMs6ksMQRAEszr1AxRmgUc1qNSuTKvS62VGrztLoU5P22qePB/mV6TjcjMLubA/FoD6XUp3dz511SpSv/0WAN/p03Bs2/axx2y5uYWDsQexUlgxvsl4sea8IAgWTzToBcHYwt+ErnMN2we/gJ3jS92oV1spadK9IgAntt4iL6uwyMc2q+TB2K6GSfJmbLnI/qvJpcpiTE5WTixsuxBblS2H4w6z6NSiUpdp36QJfnPmgCSR/ssvJH3xhRGSCoIglHM6LRw2dCOn6SBQlO1HwLUnojl+Ow17KyXTXqhT5Ibx6b+j0Gn0eIU4EVDNtcT1p69bR+LceQB4jRqFS48ejz0moyCD2cdmA9A/rD/BTqWfjE8QBKGsiQa9IJSFRn3/06hfhOLvSaVu1Fdt5INnkCOF+TqO/lm8Ndzfbx5Cz3r+6PQyg346wY0ky5k0roprFaY0mwLAqnOr2Hl7Z6nLdOrcCZ+JEwFIWbqM1O9/KHWZgiAI5dqlTZARCXbuEPpqmVaVUQizt18FYGSnavi72BbpuIJcDed2G3qh1e8cXOK741l//UXc+AkAuPfpjfv7vYp03IITC0jNT6WScyV61SraMYIgCOYmGvSCUFYa9YVuhrsDysOLqRX7c6ka9ZJCovmLlQE4vy+W1Licoh8rScx4oQ7hQS5k5mvp891xMnKNt7xeaXWu0Jl3a74LwKf7P+V6+vVSl+n62qt4fjgUgIQZM8jY9GepyxQEQSi3Dt1Zqq5hH1AXrYFdUutvKsgu0BIW4Mw7TUOKfNzZ3TEU5utw87OnQujDl5R7lNxjx4gZPgL0epxf7InniKLNUH8i4QTrrq4DDGvOq5XqEtUvCIJgaqJBLwhlqWGfu436yolbUewq3Zh6/2quhIR6IOtlDq2/VqxjbdRKlr/dAD9nG24k5zB49Um0OuPMxG8Mw+oPo5FPI3K1uQz7ZxhZhVmlLtN9wABc33oLgNgxY8jet6/UZQqCIJQ7UUch+hgorQzXpTK062IiEakKlAqJmT1DUSqKdpddU6Dj9N9RwJ2780U87r/yL14kauAg5MJCHJ55Bt/Jk4t0l79QV8iUQ4aeYi9WeZF63vWKXbcgCIK5iAa9IJS1hn3QdZ4DgPLIUtjxaaka9c16VkJSSNw6m0L0pdRiHevpaM2Kdxtgq1ay/1oyU/8s3XJxxqRSqJjTeg4+9j7cyrzFuP3j0Mul+8JBkiS8x47BqVs30GqJHvoheRERxgksCIJQXvx7dz70FXAo2jrwJZFdoGXSnxcB6N08mJp+TkU+9sL+WPKzNTh52FC5fvEzFkZGEtm3H/rsbOwaNMB//jwklapIx35z7htuZNzAzcaNj+p/VOy6BUEQzEk06AXBBPT1exER+J7hL4e+hC0fl3idelcfe2q3NMwWfGDdNfT64n05UMvPmQWv1gXgu0O3+fHw7RLlKAtuNm4saLMAK4UV/0T9w1envyp1mZJCgd/MGdi3aIGcl0dU/wEUXCte7wZBEIRyKyMaLm4ybDcZVKZVzdtxmfjMAtytZYa0qVTk43RaPad2RgJQr1MwCmXxPp5qk5KI7N0HXXIy1tWrE7B0CQobmyIdeyvjFsvPLAfgk4af4Gxd8mXyBEEQzEE06AXBRG57PIO263xAgmMrYOMgw6zDJdDw2QpY2apIjsrm4oHYYh/fubYPH3eqBsCkP85z8LrlzHxf26M2nzb5FIAlp5ew49aOUpcpWVkR8MXn2ISFosvIILJPXzSxxX/dBEEQyp3j34Csg5CW4F2rzKqJiErn24O3AHiloh5bK2WRj718JJ6c9ALsnK2o3sS3WPXqMjOJ7NsPTVQU6sBAglYsR+noWKRjZVlm2uFpFOoLae7XnC4VuhSrbkEQBEsgGvSCYEJy+DvQczlISji9Bn59F7QFxS7H1tGKRs9WAODwxhvk5xR/grtBbSrRo64fWr3MwB9Pciu56JPslbUXqrzA2zXfBmDc/nFcTLlY6jIVdnYELluGVaVKaOPjiezdB21aWqnLFQRBsFiafDjxrWG7Ud+yq0anZ8z6s8gy9AjzpbpL0XuO6fUyJ7cZeoqFdwhCqS76R1N9fj7RgwZTcOkSSg8PglatROXpWeTjN1zbwJH4I9gobRjXZJxYc14QhHJJNOgFwdRCX4FXfwSlNVz6E1a/CoXFb0zXbuOPq48d+dkajhVzGTswjC//7MVQwgJdyMjT0Pu7Y2TkWc7M98PrD6e5f3Pydfl88PcHJOeVvheBytWVoJUrUPn6UnjzJlH9+qPPsZwvMgRBEIzqwgbITQYnf6jWrcyqWbX/JhfjMnG1UzO6S7ViHXv9ZCIZSXlY26uo2cKvyMfJWi0xI0aSe/w4CgcHglYsxyooqMjHJ+UmMee4YX6bwXUHE+gYWKzcgiAIlkI06AXBHKp3hTd/AbU93PgHfngB8tKLVYRSqaDlK1UBOLsnhpTY4q8tb6NWsuLt+vg623A9KYcP1pyymJnvVQoVc1rNoYJzBRJyE/jwnw8p0BW/N8P/p/b1JWjVSpQuLuSfPUv0B0PRFxYaIbEgCIKFOXJnHpIG74OyaBPEFdftlBwW/nUFgE+71cTd3qrIx8qyzImthrvzYc8EYmVTtIyyLBM3cSLZu3YZhlQtWYxNjRrFyj3z6EyyCrOo6V6Tt2q+VaxjBUEQLIlo0AuCuVRsA+9sBBtniDoC3z0L2UnFKiKwphsVwgzL2O3/5SpyCWbP93KyYcU7DbBRK9h7JYlpm0vfvd1YHK0cWfTMIpysnDiTdIbJByeX6Bz/P+uKFQlc/hWSnR05Bw8SN3o0sk5nhMSCIAgWIvoExJ40LFVX/70yqUKWZT7dcI58jZ7mld3pWc+/WMffPpdCSkw2amslddoEFPm4pPnzyVi3HhQK/OfPw75Ro2LVu+v2Lnbe3olSUjKl2RRUirL5skMQBMEURINeEMwpsCG8twXsvSD+LKzqACnXi1VE85eqoFQpiL6Uxs2IknVLr+3vzIJX6gLw7cFbfHug+F34y0qwUzDz2sxDKSnZdGMT35z/xijl2oaGErDoC1CrydyylYTpM4zyZYEgCIJFOGqYuZ3aL4K9R5lUsSEihn1Xk7FWKZjeo06xxqAb7s7fMkRs5Y+NvbpIx6V8/Q0pK1YC4Dt1Co7t2xcrc2ZhJtOPTAegV+1eVHMr3hABQRAESyMa9IJgbj614f1t4BIMaTdhVUfDnZUicva0pW57w9i/A+uuotWU7E5zlzq+fNK5OgBT/rzAXxcSSlROWWji24RPGn0CwMITC/kn8h+jlOvQvDn+sz4DSSJt9WqSFy8xSrmCIAhmlZ0E59cbtstoMrzUnEKm3llzfmi7KoR42Bfr+Nir6cTfyESpUhDWvmjj19M3bCBx9mwAPEcMx+XFF4sXGph/fD5JeUmEOIUwIGxAsY8XBEGwNKJBLwiWwL0S9N4JvmGGCYy+exaubC/y4fU6B2PvYk1mcj4RO6NKHGNA64q83igQvQwfrDnF2eiMEpdlbK9Ve41Xqr6CjMwn+z7hfMp5o5Tr1LUr3uMNy+Qlf/klqatXG6VcQRAEszn5LegKwb8B+NcvkypmbLlIak4h1bwd6deqYrGP//fufI3mvtg7Wz92/6x//iFunOH/arf33sO9T59i13ks/hjrrq4DYGLTiVgrH1+vIAiCpRMNekGwFI7e8N5mqNQONLmw5nU48V2RDrWyUdGsZyUATmy7RVZqfokiSJLElO61aVnFgzyNjt7fHSM2Pa9EZRmbJEmMbjyaZn7NyNPmMWTXEGKzjbOWvNsbb+AxeB2U1SQAAGsdSURBVDAACVOnkbl1q1HKFQRBMDmdBo59bdhu1K9Mqjh4LZnfTkQjSTDzxTqolcX7OBl/I4Ooi2koFBLhHR4/M33uiRPEDPsIdDqcu3fHa9THxV5iLl+bz6SDk/i/9u47vqnqfeD4J0mT7pbuRUvLLHtTpogyFQH9KQoiiAwHKIiKioKiKIKKiLI3CoILEBEEkSGr7FVKWd2le+80ub8/IhW+7DZd9Hm/Xnklvbn3ueeEkJMn59xzAAbWH0gbzzb3dLwQQlRWktALUZlY2sPgddB8MCgG2PQa7PwU7uLa7nptPfCq60hRoZF9P10ocRG0GjVzn21FAw97ErMKeGHFYbLyK8dydlq1li+7fkk9p3ok5yUzZscYMgszzRLbdewYnAYPAkUhduLbZO/bZ5a4QghRrs5thqw4sHWDxgPMHj5fb2DS+tMADG1fi1Z+Tvcc4/DmCAAatPfEwdX69ucLO0/0y6+gFBRg17UrXtM+RqW+96+v807OIyorCncbd15v/fo9Hy+EEJWVJPRCVDYaLQyYBw+8Zfp79wzYOAaKbr+0mkql4oFnGqBSq7h0PInIMyklLoKDlZZlw9viZm/JufgsXll9DH0lWc7OTmfHvIfn4W7tzsX0i0zYOQG9ofQ/OKhUKjzeew/7Pr1Bryfm1dfIO33aDCUWQohydGix6b7182Bh/iHl3/x9gYiUXDwdrHiz171PKJcQkUlUSAoqtYrWfWrddt/CmBiiR47EmJmJdatW+Mz+CpX27ibPu9bZlLOsClkFwPtB72Ons7vnGEIIUVlJQi9EZaRSwUPvQ9+vQKWGE6thVX/IuX2S7lrTjmYPmZb+2bM2jKLCki/F5lPDmmXD2mKt1fDPhWSmbDxTaWaB97T1ZG73udhY2BAcH8zUA+ZZzk6l0eA9Ywa2HTug5OYSPWo0BZcvm6HEQghRDhLOQuReUGmg9XCzhz8Xn8nC3abPxI/6N8be6t6T6yN/RADQoJ0Hjm42t9yvKCWFqBEjKEpKwrJePXznz0Ntffve/JvGMRbx4f4PMSgGevn3optft3uOIYQQlVmlSujnzp2Lv78/VlZWBAUFcejQoVvuu2LFClQq1XU3Kyur6/ZRFIUpU6bg5eWFtbU13bt358KFkg9FFqLctXkBBv8Elg4QtR+WPASJ5257SLu+AcUT5B3dGlmq0zet6cicQS1RqeCHQ9Es3FN5kttA50C+6PoFGpWGjZc2svDUQrPEVet0+Mz5BqumTTGkpxM1YiT6+HizxBZCSFtfpo7+u6xn4CPgeG9rwt+Jwajwzi+nKTIq9G7sSc/GnvccIykqi4hTyahU0LqP/63PlZ1N1KhR6COj0Hp747tkCRpHxxKVe2XISkJTQ3HQOfBOu3dKFEMIISqzSpPQr1u3jgkTJvDBBx9w7NgxmjdvTq9evUhMTLzlMQ4ODly5cqX4Fhl5ffIyc+ZM5syZw4IFCwgODsbW1pZevXqRn1+yCcOEqBD1uptmwK9RC9IiTGvVX/zrlrvrrCzo/FQ9AI5tiyQ9IbdUp+/RyIMpfRsB8NmWc2w6aZ6J6MyhS80uTAqaBMDcE3PZdGmTWeJq7GzxXbgAXUAARVeuEDViJEVpaWaJLUR1Jm19GSrMgZPrTI/LoHd+dXAkJ6LTsbe04MN+jUsU4/DmcMA050sNj5v3zhsLCogZM5aCs6FonJ3xW7YUrYd7ic4XmRnJ/JPzAZjYdiKu1q4liiOEEJVZpUnoZ82axahRoxg+fDiNGjViwYIF2NjYsGzZslseo1Kp8PT0LL55eHgUP6coCrNnz+b999+nf//+NGvWjFWrVhEXF8eGDRvKoUZCmJF7IIz6G/w6QEEmrH4KghfecrK8Oq3c8GvsjLFIYfcPYaUejj68UwDPd/QH4I0fT7L/YnKp4pnTwAYDGd7Y9OV1yr4p/BPzj1niWjg747dkMRYeHhReukTMSy9jzC3djyNCVHfS1pehM79CQQY4+UNt8w4rv5KRx8ytYQBM7N0AT0erOxxxo+SYLMJPJsNteucVg4G4N98iNzgYta0tvosXofO/+b53YlSMTNk3hQJDAR28OtCvTr8SxRFCiMrOoqILAFBYWMjRo0d59913i7ep1Wq6d+/OgQMHbnlcdnY2tWrVwmg00qpVKz799FMaNzb9ahweHk58fDzdu3cv3t/R0ZGgoCAOHDjAM888c0O8goICCgoKiv/OzDTNnq3X69HrSzfp1tXjSxunqpL6m6H+OkcY9DOaLW+gPrUWtkzEkHAWY89PQaO7YfcO/1eb2LA0Ys6lERZ8hTqt3Up+buCdXvWIz8hja0gCo747wg8j2tHQy/6uji3rf/8xzcYQnxPPlogtTNg1gYUPL6Spa9PSB3Z3x2vBfGKHPU/eyZNEv/oaXt/MuedJmeT9X73rD+Z9Darq61gd2vqrca69Ly+aI8tQA4YWz2E0GMBQ8jlU/teUDWfILiiipa8jA1t537Zut6r/od9NvfO1W7pi76q74XlFUUia+hFZ27eDVovn17OxqF+/xK/jmnNrOJZ4DBsLG95r9x5FRUUlinOvqvvnndRf6n/tfXVTUW29SqkEs1zFxcXh4+PD/v376dChQ/H2iRMnsnv3boKDg2845sCBA1y4cIFmzZqRkZHBF198wZ49ewgJCaFmzZrs37+fTp06ERcXh5eXV/FxAwcORKVSsW7duhtifvjhh0ydOvWG7WvWrMHG5tYTtwhRrhSFuol/0CjuR1QopNjW40jAWPK1Ny4dlHlBR+ZFS9SWRjy75KC+9/mLrqM3woJQDRczVThoFcY3MeBy7x01ZaJIKWJ1zmouFF3AWmXNKLtRuGtKNkzzf1lFRlJz8RLUej2ZLVoQ//RAKMGySUKYQ25uLoMHDyYjIwMHB4eKLs5dk7a+7DjkRtItbDJGlYZtjWdToC3Z9eY3czJFxbLzGtQqhbeaGfAuwUukz1KTsNcWAI/OOWjtb1w1xeXPP3H5eyeKSsWVZweT3bTkP8qmGFL4Nutb9OjpZ92PdpbtShxLCCEqwr209ZWih74kOnTocN0Xgo4dO9KwYUMWLlzIxx9/XKKY7777LhMmTCj+OzMzE19fX3r27FnqL016vZ7t27fTo0cPtCVYcqWqk/qbu/6PYrjQH83Gl3DJuUDP8E8w/N8yFN/21+1VpDfyy/RjZCTl4aRvQKf+dUp95m4P6xm05DDnE7P5PtqBtaPa4WRz4wiBa5XXv393fXde+vslzqScYZ1hHcsfWo6n7b1P3HQzOU2acOW1cTicOIFv40a4vv02KpXqro6V93/1rj+Y9zW42qNcHVS1th4q5v2u3vKm6UFgXx7uP8hscbPyi/h0zj6ggBcfqM3I7vXueMzN6r9j+TkSSCKghSs9nu5ywzHp339P8t87AXCfPJl6Tz1Z4jIbFSOj/hqFPktPO492fPDQB3f9WW0O1f3zTuov9Zf6l39bXykSeldXVzQaDQkJCddtT0hIwNPz7r6Ma7VaWrZsycWLFwGKj0tISLjuV/uEhARatGhx0xiWlpZYWt64ZqtWqzXbm9Kcsaoiqb8Z69/oUfDYBeuGoEo8i8X3A6D3Z9B2pGnZO0Crha6DGvDbnBOE7IkjMMgLz9ql67lx0WpZNSKIJ+bt43JyLi+uPsGake2x1mnueGxZ//s7ah2Z130eQ7cMJSIzgrG7xrKy90pqWNUodewaDz2EavqnxL01kYzVa9C5ueH60kv3FEPe/9W7/mCe16CqvobVqa0vi3i3VJANZ34BQN12BGoznnPOlvMkZBXg72LDuO4N0Grv/Dl/1dX6p17J4dLxJMC0Csv/viYZmzaRPGMmAG7jx+E6uHQ/SKwOXc3xpOPYWNjwUeeP0Olu/4NzWanun3dSf6m/1L/82vpKMWZUp9PRunVrduzYUbzNaDSyY8eO636Zvx2DwcDp06eLG/SAgAA8PT2vi5mZmUlwcPBdxxSi0nOpY5oBv/HjYCyCP96EDa+APq94F99GzjRo7wkK/P3dOQxFNw51vFeejlasGtEOR2stx6PSGbvmGEWG0sc1BycrJxb1WIS7jTuXMy4z5u8x5OrNM5md42OP4THJNKt+0uyvSVv3o1niClEdSFtfRs78DIVZ4FwHAh4wW9hTMemsPBABwLQBTbG6h2T+Wke3RIACAc1dca15/bwr2Xv2EPeu6TPV6bnncHnxxdIUmajMKGYfnQ3AG23ewMfOvEv3CSFEZVQpEnqACRMmsHjxYlauXEloaCgvv/wyOTk5DB9umr166NCh102k89FHH7Ft2zYuX77MsWPHGDJkCJGRkYwcORIwzYo7fvx4pk2bxm+//cbp06cZOnQo3t7eDBgwoCKqKETZsLSDJ5dDz2mgUsPJNbC0J6RcKt6l85P1sLbXknYlp9Rr019V192epcPaYGmhZse5RN7fcKbUs+mbi5edF4t6LMJB58CppFNM2D2BQkOhWWI7D30Ol5dMXzrjp04l889tZokrRHUgbX0ZOPLv2vOtny8enVVaRQYjk9afRlFgQAtvOtcr2XJv6Qm5XDhsGpHR9tGA657LPX6cmNfGQVERDn374vHuO6UaGm9UjEzeN5l8Qz5BnkE8Wb/kw/aFEKIqqRRD7gGefvppkpKSmDJlCvHx8bRo0YKtW7cWL08TFRWF+ppJqNLS0hg1ahTx8fE4OTnRunVr9u/fT6NGjYr3mThxIjk5OYwePZr09HQ6d+7M1q1bsbKqJLN4CWEuKhV0fBU8m8HPwyH+FCzsCv3mQJMnsLLT0uXp+mxbEsLRLRHUaeWGi7ddqU/bxt+Zbwa15KXvj7L2cDTuDlZM6FHfDBUqvTo16jD34bmM2jaKfbH7mLhnIl90/QILdek/9tzGjcOQmkb6jz8S9+abaBwXYdu+/Z0PFKKak7bezOKOw5UTppVOWjxrtrCrDkRyJjYTBysL3nu00Z0PuIUjWyJQFPBv6oKb33+98wUXLhD90sso+fnYdumC96efoCrlRKM/nPuBY4nHsLawZmqnqahVlabPSgghylSl+rQbO3YskZGRFBQUEBwcTFBQUPFzu3btYsWKFcV/f/XVV8X7xsfHs3nzZlq2bHldPJVKxUcffUR8fDz5+fn89ddf1K9fOZINIcpE7a7w4j+m9eoLs0zJ/e8TQJ9P3dbu+DdzxWhQ2PndOYxG8/Sm92zsyccDmgAwZ8cFVuwLN0tcc2jh3oI5D81Bp9axI2oH7+19D4Ox9Es5qVQqPD+Ygn2PHih6PTGvjCHvTIgZSizE/U/aejO62jvfsB/Yupgl5JWMPL7cZlpz/p0+DXGzv3G+gbuRnpDL+eB4ANpc0zuvj40lauQojBkZWDdvTs2vZ6Mq5XXu0ZnRfH3sawDeaC1D7YUQ1UulSuiFEGbg6APDfofO/87ifGQpLO2OKvUyXQfVR2ulISE8k9O7Ysx2ymeDavF6d9MX6A83neWXo+aLXVodvDsw68FZWKgs+CP8Dz46+BFGpfTX+6s0Gry/+ByboCCMublEjx5NYURE6QsshBB3Iz8TTv9setxmuNnCTv3tLDmFBlrXcuKZtr4ljnP0jyhT73wzVzz8TasHFKWmEjViJEUJCejq1sF34QLUpVwq0KgYmbx/MnlFebTzbMdTDZ4qVTwhhKhqJKEX4n6ksYDuH8CQX8DGBeJPw8IHsIv5nY5P1AXg4MbLZKbk3SHQ3Xvt4boM7+QPwMRfTrEtJN5ssUurq29XPnvgM9QqNb9e+JXPDn1mluv91ZaW1Jz7LVaNGmH494uqPiHRDCUWQog7OP0T6HPAtT7U6mSWkH+dTWBrSDwWahWfPN4Etbpk17Trs9T/zWz/mKl33pCdQ/ToFymMiMDCywu/JUvQ1KhR6jKvPbeWowlHTUPtO8pQeyFE9SOfekLcz+p2h5f2mr7sFWbDLyNonDwNr9p2FBUY2L06zGwT2alUKiY/2ognW9fEYFQYu+Y4+y8mmyW2OfTy78XHnUzrVv9w7ge+OvaVWequsbPDd/EitLX80MfGEj1yJIaMjFLHFUKI2zr+nem+1TCzTIaXW1jEB7+ZLh0a2aU2gZ4OJY6VeUEHCtRp5Yabrz3GwkJiXh1L/pkzaGrUwG/pErR3uVTh7URlRjH72GwAJrSeQE37mqWOKYQQVY0k9ELc7xy8Yehv8MBEUKlRnVpDN2USGg1EnU0ldP8Vs51KrVbx2RNN6dXYg0KDkZGrjnA8Ks1s8UurX51+TG4/GYDlZ5az4OQCs8S1cHHBb+lSLNzcTJM9vfwKxjzzjX4QQojrxJ8xTYin1kLzZ8wScvZfF4hNz6OmkzXjHq5X4jjJ0dnkJWhBBW37BqAYDMRNfJvcAwdR2djgu3gRlrVrl7q8RcYi3t37LnlFeQR5BjGwwcBSxxRCiKpIEnohqgONBTz0Hjz/Bzj64ZR3mCCblQDs/fECmcnmSz4tNGrmDGpJ57qu5BYaeH75Yc4nZJktfmkNbDCQiW0nAjDv5Dzmn5hvlri6mjXxXbIEtYMDeceOETv+dRS93iyxhRDiOidWm+4b9AHbki0pd62zcZks3Wua0PTj/k2w1pVszXmAI5tNS6PWbe2Gs5ct8dOmkbV1K2i11PxmDtZNm5a6vADLzizjVNIp7LR2fNzpYxlqL4SotuTTT4jqpFYHeHkvNHuG5ja/4aUNRV9g4O+lx1DMNOs9gKWFhoXPtaalXw0y8vQMX3mM5HyzhS+15xo9x+utXwdMSf23x781y/B7qwb18V0wH5WlJdm7d3Pl/fdRjKWfgE8IIYoVFcLJtabHLZ8rdTijUeG9DacxGBUeaepJt0D3EseKv5xBVEgqqBRa96lF8rdzSf9hLahU+MycgV0n81zrfzblbPGPsZOCJuFl52WWuEIIURVJQi9EdWPlCE8sRP3UEh5yX46FKp/Y8AJOrfwJzJh82lpasPz5tjTwsCcxq4B5ZzUkZFaerP6FJi/wZps3AVh4aiFzjs8xS1Jv06oVPrO/Ao2GjI2/kTjzc7PNUyCEEJzfAnmpYO8FdR4qdbg1h6I4HpWOnaUFHzzWuFSxDm26DICNdxHKjo0kz50LgOeUyTj06VPqsgLkF+Uz6Z9JFClF9KjVg761+5olrhBCVFWS0AtRXTX5P2q8toFOtfYCcCDYnrQFQyH1stlOUcNGx3cj2uHnbE1KgYphK46SnF1gtvilNazxsOLh90tOL+Gro+aZKM++Wze8PpkGQOqKFaQvW17qmEIIAcDx7033zQeZLqcqhcSsfGZsPQfAmz3r4+FgVeJYcRfSiQ5NQ6VW4VV4guTp0wFwHTsWp0GDSlXOa3197GsuZVzCxcqFye0nozLDhIBCCFGVSUIvRHXmWJPGb32Mr3cuBizZEdoJ47wuELzQbL317g5WrHi+NY46hUtJOQxZEkxaTqFZYpvDc42e49127wKwPGQ5nx8xT496jQEDcH/7bQBSZs/G4dDhUscUQlRzmXFw8S/T45ZDSh1u2u+hZOUX0aymI8918C9xHEVRCP7N9GNw3drg9+t3oCg4DR6M65hXSl3Oq4KvBPN9qOkHjY86fYSTlZPZYgshRFUlCb0Q1ZxKo6Hb2O7orNQk6BtwPL0nbJkIKx6FlEtmOYevkw1jGxlws9NxLj6LIUuDycitPBPGDW44mPeD3gfgu7PfmW2depfhz+MyaiQAHr/+SvaOv0sdUwhRjZ38ARQj+HUElzqlCrXnfBK/nYxDrYJPH2+KpoRrzgPEnEsj7kI6Gg24//QRKoMBu9698Xj/PbP1oGcWZvL+PtPn9FP1n+KBmg+YJa4QQlR1ktALIbB3tqLLMw0AOJQ7hGSlIUTth/md4MA8MBpKfQ53a1g5vA0utjpC4jIZuiyYzPzKk9Q/Hfg0UzpMAWDNuTVM2T+FImNRqeO6TZiA/eOPo1IUEiZOJOfQoVLHFEJUQ4ry33D7UvbO5+sNTN54BoBhHf1p4uNYimL91zvvHb8fy4x4curVw+PTT1Cpzfc1c3rwdOJz4vG19y2e/0QIIYQk9EKIfzUI8iSguStGo4ptyufo/R6Cojz4811Y8jBcOVnqc9Rzt2P1qCCcbLScjMlg+PLDZBeUPmk2l6fqP1W8/NGGixt4a/dbFBpKd3mASqXCfcpkshs1QiksJOaVMeSHhpqpxEKIaiPqgGmOE50dNOpfqlBzd14kMiUXTwcr3ujZoFSxwk8mkxCeidpYiN+FTVg2aULcc0NQabWlinutbRHb+P3y76hVaj7t/Ck2WhuzxRZCiKpOEnohBGBKPLsNCcTGQUdaop79VtOh71dg6Qhxx2HRg7D1XSgo3ZrygZ4OfDciCAcrC45GpvHCisPkFlaepH5A3QHM6joLrVrLX1F/8cqOV8jR55QqpsrCgiuDB2HVujXG7GyiRo2mMCrKTCUWQlQLV3vnGz8OlnYlDnMxMYsFu02XU33YrxF2liWfWM9oMHLg1wsA+EbvwN7HBe95c1EsLUsc838l5CTw0cGPABjRZAQt3FuYLbYQQtwPJKEXQhSzttfR/flGAJzZE8dli8dg7CFo/ITpus2D82BuEIT+XqrzNPFx5LsRQdhbWnAoPJVRq46Qry/9sH5zebjWw8zrPg9rC2uCrwQzatso0vPTSxVT0Wrx+mYOloGBGJKTiRoxEn1ionkKLIS4vxVkQch60+NSrD2vKAqT1p9Bb1B4ONCdXo09S1Ws0N2RpCfmo9VnUzv/FH5Ll6BxMt9EdQajgUl7J5FRkEFD54a83Pxls8UWQoj7hST0Qojr+DZypkUPPwD+/i6U7CIneGo5DPkFnPwhMxbWPQs/DIL06BKfp7lvDVa80BZbnYZ9F1MqXVLf3qs9S3suxdHSkdPJpxn+53ASc0uXgGvs7fFbvAitry/66GiiR7+IITPTTCUWQty3QtaDPhdc6oFvuxKH+eloDIfCU7HWapjav3GpJqzTZ+dxcF0IAAEJu6mzeC5ab+8Sx7uZ5SHLORR/CGsLa2Y+MBOtxnzD+IUQ4n4hCb0Q4gbt+9fGzc+egpwi/loRgtGoQN3u8MpB6PIGqLUQ9gfMbQd7Pgd9fonO07qWM8ueb4u1VsM/F5IZsfIweYWVJ6lv6taUFb1W4G7tzsX0iwzdMpSIjIhSxbRwczP1Yrm6UnDuHDGvjMGYX7LXTwhRTVw7GV4Jk/DUnEKm/2Gav2N893rUdCr5deiK0ci+d5eRr7LBsiCN9h8OwbJu3RLHu5mTSSf59vi3ALzb7l38Hf3NGl8IIe4XktALIW6gsVDTc0RjLHRqYsPSObH93+u9tdbw8BR4aa9p2SR9Lvw9zZTYh/5umoX5HgXVdmHlC+2Ke+qfX36InEo0UV5dp7qs7LMSX3tfYrNjeW7Lc5xIPFGqmDo/P/wWL0JtZ0fukSPETngDpajy1FkIUYmkXILoYFCpofkzJQ7z6R+hpOXqCfS054XOASWOoygK0dNmEpZrGsnVpqsr9m1aljjezWQVZvH2nrcxKAZ6+/dmQN0BZo0vhBD3E0nohRA3VcPDhi5P1wcgeONlrlzK+O9J90AY/gc8sQTsvSA90jQM/7sBkHjuns/VLsCZVSPaYWdpQXB4Ks8vP1SpZr+vaV+TVX1W0cSlCekF6Yz4cwTbIraVKqZVw4b4zp+HSqcj+++/uTLlA5QS/CAihLjPnVxruq/zENiX7Jr3g5dT+PloDCoVfPJ4U7Sakn/9S1mwgJMH0ynS2uJoZ6TZUPOuB68oCtMOTiM2OxZvW28md5hstrXshRDifiQJvRDilhp29KJeG3eMRoU/F58hL+uaJdxUKmj2FIw9YhqGr9HB5V0wvyNseRvy0u7pXK1rOfP9yCDsrSw4HJHGc0sr1zr1rtauLO21lAdrPkihsZA3d7/JypCVpUrCbdq2xeerWaBWk/HrryTNmmXGEgshqjxFgVPrTI+blax3vqDIwHvrTwMwqJ0frWuVfNK6tLXriJm/khifBwHoNLQFarV5k+1NlzfxR/gfaFQaZjwwAwedg1njCyHE/UYSeiHELalUKh4cEkgNDxty0gvYvvys6Xr6a1namYbhjzkEgX1BMUDwApjTCg4ugKK7X8e9hW8N1oxsj6O1luNR6Ty3JJiM3MqT1NtobZjdbTbPNHgGBYUvjnzBZ4c+w2As+XX/9g8/jNfHpiWZUhYvIWXZcnMVVwhR1UUdNI2A0tlB4KMlCrFo92UuJeXgamfJ270CS1yUzK1/Ej91KuH+j2DU6PCq44h/U5cSx7uZqMwoPjn4CQAvNX9JlqgTQoi7IAm9EOK2dFYW9B7dBAutmuizqRzdEnHzHZ0D4JnV8Nx6cG0Aeamw9W2Y2xbV2Q13fX1905qOrBkVhJONlpMxGTy79CBpOXf/o0BZ06g1TAqaxBut3wBgzbk1vL7rdfKK8kocs8b//R/ub5riJc6cSfr6DeYoqhCiqjv173D7hv1Ad++T2EUk5/DNzosATO7bEEebks0Sn3PgAHFvvUWOtTtx3p0A6PB4HbMOhdcb9EzcM5Hcolxae7RmVNNRZosthBD3M0nohRB35OJjR9dnGwBw6PdwokNTb71znYfg5f3QdzbYeUBaBBbrR/LA+amoIvfd1fkaezvyw+j2uNjqOBObyTOLDpKYWXlmglepVDzf5Hk+7/o5OrWOndE7GbZlGPE58SWO6TxiBM7DhwNw5f33ydq501zFFUJURfr8/9aeL8FkeIqiMHnjGQqLjHSp50q/5iVbUi7vTAgxY8ai6PVEBI0GVPg3c8Wrbo0SxbuVWUdnEZISgoPOgc+6fIZGrTFrfCGEuF9JQi+EuCuB7b1o1MkLFNi+LITstIJb76yxgDbD4dVj8OAkFJ0tTrmXsfi+P6x5GhJD73w+TwfWjm6Pu70lYQlZPLXwANGpuWasUen19u/N4p6LcbJ0IjQ1lGd+f6bEM+CrVCrc33oTx/79wWAgdvzr5B49at4CCyGqjgt/Qn4GOPiAf5d7Pvy3k3H8cyEZnYWaj/s3KVFvekF4ONGjR2PMzSWn4wASFE/UahUdn6hzz7Fu56/Iv/g+1LQ037RO0/C0Ldnkf0IIUR1JQi+EuGtdnq6Pq68deVl6/lx8GoPeePsDLO3gwbcpevkw4a4Po6g0cH6raeK8X0eblmO6jXoe9vz8Ukd8na2JTMnlyQX7uZCQZcYalV4rj1b80PcH6jvVJyU/hRf+fIGNFzeWKJZKrcZr2sfYPfggSkEB0S+9TH5YmJlLLISoEk7+Oxle06dAfW9f1zJy9Xz8+1kAXu1WF39X23s+vT4hgegRIzGkpmLZqDEXa/UDoHFXH5w87z3erURnRjN532QAnm/8PN38upktthBCVAeS0Ash7pqFTkOvUU2wtLEg/nImu9eG3d0s73bunPIdRtGLe6HhY6AYTTM3f9sWNoyBtIhbHurnYsPPL3WknrsdCZkFDFx4gFMx6Warkzn42PnwXZ/veNjvYfRGPe/ve58vDn9RosnyVFotPl/NwrpVK4xZWUSPHEVhTEwZlFoIUWnlpMCFf5fGLMFw+5l/niM5u5A6braM7lr7no83pKcTPXIk+rg4dLVqkfvip6RcycPSxoJ2j5Z8Dfv/VWAo4I3db5Ctz6aFWwtea/Wa2WILIUR1IQm9EOKe1HC3oceIxqhUELrvCmd2x979wS714OnvYfRuqNfLNCP+ie/hm9awaTxk3Dxx9XCw4scXO9C8piNpuXoGLw7mwKUU81TITGy0Nsx6cBYvNnsRgJVnVzLm7zGk56ffcyy1tTW+8+dhWb8+RUlJRI0YQVFysplLLISotEJ+BaMePJuBe8N7OvREdDprDkUBpjXnLS3u7Vp0Y14e0S+/QsGFi1i4ueExbzGHdyQC0OYRf6zsSjax3s18fvhzQlNDqWFZg8+7fo5Wbb7YQghRXUhCL4S4Z7Uau9D+cdM1lHt/vEDs+Xtbcx7vFvDsjzDiL6jdDYxFcHQ5zGkJf7wF6dE3HOJkq2P1qPZ0qO1CdkERw5Yf4q+zCWaojfmoVWrGthzL510/x0pjxb7YfTz9+9OcTT17z7E0jo74Ll6M1scHfWQUUaNHY8jOLoNSCyEqnZP/zm5/j73zRQYj760/jaLAE618aF/73paVU/R6YsaPJ+/4cdQODvguXUJIiJ7czEIc3axp+mDNe4p3O39c/oN1YetQoWJ6l+ly3bwQQpSQJPRCiBJp2cOPem09MBoVti46Q2ZKCZZt820LQzfA8C1QqzMYCuHQIpjTAjaOgeSL1+1uZ2nB8uFt6d7Qg8IiIy9+f5T1xyvfcPTe/r35/pHv8bX3JS4njhe2vcCRgiP3HEfr4Y7f0iVonJ0pOBtKzJixGAtuMxmhEKLqS74IsUdApYEmT97Tod8fjCQkLhMHKwsmPXJvPfuK0Ujce++Rs3sPKisrfBfMR+/qx/Htpt7+jk/URWNhnq+N4RnhTD0wFYBRzUbR2aezWeIKIUR1JAm9EKJEVCoV3Z4LxNXXjvxsPVsWnEZfcO/XjANQqyM8/zsM/Q0CHjD12B//Hr5tAz89D/Gni3e10mqYP6QVj7f0wWBUeH3dSebtunh31/KXowbODVjbdy0P+j5IobGQDXkbmHpwKvlF97b8ns7fH9/Fi1Db2pIbHEzcm2+hGEr4OgshKr9T/06GV+chsPe468MSM/P5ctt5ACb2DsTVzvKuj1UUhcQZM8n8bRNoNPjM/gqbVq04uPESBr0R73o1CGjhek/VuJUcfQ7jd44ntyiXtp5teaX5K2aJK4QQ1ZUk9EKIEtPqNDzycjOs7bUkR2ezfVkIRmMJE2uVCmp3hWGbTEPx6/cBFNM6zAs6w+qBEBVsOq9GzZdPNWdUF9PkTDO3hvHBbyEYSnruMuKgc+Drbl/zavNXUaFi4+WNDN0ylMjMyHuKY924MTXnzkWl1ZK1fTvxH06tdD9gCCHMQFH+S+jvcbj9x5tDySooorlvDQa187unY1MWLyF15UoAvD/9BPsHH+TKpQzOB5sua+r0ZN0SLXv3vxRF4f2973M54zLu1u7MfGCmrDcvhBClJAm9EKJU7J2t6PNiU9QWKsJPJrP/l4t3PuhOfNvC4LXw0j7TkFOV2rQm87KesKwPhP6OGiPvPdqIyX0boVLBqgORvLL6KPn6ytV7rVapGd54OM/bPl+8Xv3ATQPZdGnTPcWxbR+E95dfgFpN+k8/kfT112VUYiFEhYk6COmRoLOHBo/c9WH/XEhi08k41Cr4ZEATNOq7T77TfvqJpFmzAHB/520c+/fHaFTYs9a0ZGbDTl6413K4t3rcwtIzS/kr6i8s1BbM6jYLV2vz9PoLIUR1Jgm9EKLUvOrWoPuwRgCc3BHN6V1muq7dswk8uRTGHoFWQ0Gthaj9sO5Z08z4wQsZ0daNbwe1QqdR82dIAs8uCSYtp9A85zejOto6/NDnB9p4tCG3KJdJeyfx7j/vkqPPuesYDj174vnhBwCkLFhI6qpVZVVcIURFOP2T6b7hY6CzuatDCooMTNkYAsDQDv408XG869Nlbt9O/AcfAuAyahQuzz8PwNm9cSRHZ2NpY0GHAXXuOt7t7I3dy5xjcwB4L+g9mrs1N0tcIYSo7iShF0KYRb22HgT1N613/M+680ScNuMyay51oN83MP40dHkDrGpAWjhsmQhfNeLRhPmse8YXBysLjkam8X8L9hOdmmu+85uJu407S3ouYWyLsWhUGn6//DtPbXqKkOSQu47hNHAgbuPHA5Dw6XQyNt1bT78QopIyFMHZDabHTe9+MryFuy8TnpyDm70lE3rWv+vjcoIPEffGm2A04vjk/+E24XUA8rP1HNx4CYB2j9XG2l531zFvJTozmol7JqKg8GT9J3my/r1N9ieEEOLWKlVCP3fuXPz9/bGysiIoKIhDhw7dct/FixfTpUsXnJyccHJyonv37jfs//zzz6NSqa679e7du6yrIUS11bp3LRp28kJR4M8lISRFZZn3BA5e8PAUmHAWHv0SnOtAfgbs+5qW67uyt+5qetpHcjkpmyfm7+d0TIZ5z28GGrWGF5u/yPLey/Gy9SI6K5ohW4aw4swKjIrxrmK4vDgap6HPARD37iSy9+wpyyILYVbS1t9C+C7ITQEbVwjoeleHRKbk8O1O02VOk/s2wsHq7tZxzz97lphXXkEpLMSu+8N4ffhh8TXyBzdeoiCnCBcfO5o84F2iqlwrV5/LuF3jyCrMoplbM95t926pYwohhPhPpUno161bx4QJE/jggw84duwYzZs3p1evXiQmJt50/127djFo0CB27tzJgQMH8PX1pWfPnsTGxl63X+/evbly5Urx7YcffiiP6ghRLalUKroObkDNQCeKCgz8PvckmcklWM7uTnS20HakaSj+oLXg3wWMRThc3Mgi/bv8ZTuZh3O3MGzhTraeuWL+85tBS/eW/PTYT/So1YMiYxFfHv2SUdtGEZsde8djVSoVHu+8g8Njj0FRETGvjSP3+PFyKLUQpSNt/W2c+dV033gAaCzuuLuiKEzZGEJhkZFOdV14rJnXXZ2mMDKSqFGjMebkYNO2LT5ffonKwnS+pKgsQvbGAfDAM/VQa0r3NVFRFD7Y/wEX0i7gYuXCrK6z0GlK3+MvhBDiP3duMcrJrFmzGDVqFMOHDwdgwYIFbN68mWXLlvHOO+/csP/q1auv+3vJkiX88ssv7Nixg6FDhxZvt7S0xNPT867KUFBQQME1azxnZmYCoNfr0ev191yna109vrRxqiqpf/Wq/8PDA/lt9knSruSycfZx+ow1XV9fJvWv3d10iz+F5vBiVGfXU7foMp9pLzNJWc0vax9gddAInurVzSyzNJfErf79bdQ2fNbxM9p5tOPLo19yKP4QT2x8ggmtJvB4ncfvWF63qR9SlJZG7t69RL/4Ej4rV2BZt26Z1aOkqtv7/2bM+RpU5dfxfm/rr8a59v6uFOVjEfobKqAosD/KXRy75Uw8u88nodWo+ODRQIqKiu58mqQkYl4YgSElBV1gIB5fz8agVmPQ61GMCrt/OAcK1G3jhpu/XYlej2vrv+j0IrZGbMVCZcHMzjNx1jlX6ffv3ajun3dSf6n/tffVTUW19SqlEqx9VFhYiI2NDT///DMDBgwo3j5s2DDS09PZuHHjHWNkZWXh7u7OTz/9RN++fQHTMLwNGzag0+lwcnLioYceYtq0abi4uNw0xocffsjUqVNv2L5mzRpsbO5uchohhIkhX0XiQRsMeWq09gbcgnJR391o0FLRFmXjl/oP/kl/Y1eYULz9jKYR2TUfIqlGS4zlUZB7lGJI4dfcX4k0mJa0q2dRj8dtHsdBffvZpVWFhdRcvATrqCj0Dg5Ev/IyRU5O5VFkUUFyc3MZPHgwGRkZODiYZ/bx8iBt/a15pR+hXfgc8rTObGs8y7Syx23kG+DTExoyClX08jHyiN+dL9dR5+Xhu3AhllfiKXRxIfrllzDY2xc/nxNjQdppa1QaBc8HctBYle7r4enC06zLNS3BN8B6AG0s25QqnhBCVCf30tZXioQ+Li4OHx8f9u/fT4cOHYq3T5w4kd27dxMcHHzHGK+88gp//vknISEhWFlZAbB27VpsbGwICAjg0qVLTJo0CTs7Ow4cOIBGc+O6pzf71d7X15fk5ORSf2nS6/Vs376dHj16oNVWvmSirEn9q2f9M5Ly+O2rk+Rl6dE5FfH02x2wtrUqn5MrRlThu4n7ay4+ibvRqEwfdUYrJ5SmAzE2HwwejculKHf7728wGvgh7Ae+PfkthcZC7LX2TGwzkUf8H7ltb70hI4PYYc9TeOkSWv9a1Fy5Eo2zc1lUpUSq6/v/WuZ8DTIzM3F1da1yCX11aOuhZP/Wml9HoA7diCHoFYzdP7rj/tO3hLFsfyS+Ttb88WpHrLS3X8vdmJ9P3IsvkX/sGBpXV2quWoXWt2bx8/nZetZNO0JBThFB/QNo3r3mbaLdnl6vZ9mWZazIXUGBsYAhgUOY0GpCieNVNdX9807qL/WX+pd/W19phtyXxmeffcbatWvZtWtXcQMP8MwzzxQ/btq0Kc2aNaNOnTrs2rWLhx9++IY4lpaWWFpa3rBdq9Wa7U1pzlhVkdS/etXf1VtLv3EtWP/lMQrTYPd3l3jklWZoSnld5l1r0BO/Bj0JPn6Skxtm04+deOanweGFaA4vBK8W0Oo501r31jXKvDh3+vfXomV4s+F0rdWV9/e+z+nk00w+MJnt0dt5L+g9vO1uPkGV1tUVv6VLiBg8GH1EJFfGjMVvxQo0drZlVZUSqW7v/5sxx2tQXV/DqtTW31O8gmy4sA0ATfOBaO5wTOiVTFYejALgowFNsLe5/Y+kSlERMRPfJv/YMdT29vgtWYxV7YDr9tm98ULxRHgte9Yq1Wf0lZwrrM5ZTYFSQNeaXXmz7Zto1Lf/weF+VN0/76T+Un+pf/m19ZViUjxXV1c0Gg0JCQnXbU9ISLjjNXFffPEFn332Gdu2baNZs2a33bd27dq4urpy8eLFUpdZCHF3XGva0/vFxqjUClEhqfy17CxGw93N5m4uQS2b0+2VOQyyWcLzhW+xTQnCqNLClROw+Q34sgH8MhIu7wJj+ZbtZmo71mZVn1W81vI1tGote2L2MGDjAFaGrKTIePPrZLWenvgtWYrGyYn8M2eIeXUsxsLCci65ELcmbf0thG2Bojxwrm36kfE2jEaF99afxmBU6NPEk24N3G+7v6IoXJk8heydO1FZWuI7fx5WgYHX7RN9LpWwg/GgggeHNChVMp+jz2H87vFkK9nUq1GPGQ/MqJbJvBBClKdKkdDrdDpat27Njh07ircZjUZ27Nhx3bC8/zVz5kw+/vhjtm7dSps2d742KyYmhpSUFLy87m4mWCGEeXjWccS5ZR5qjYqLRxP5a3n5J/X1POz5ZewD5Ps/zOiCcbTJ+4a//V9HcW8ERflw+idY1R++agzb3ocrp6ACr0iyUFswqtkofu73M609WpNXlMcXR75g8ObBhKTcfN16y9oB+C5aiMrGhtwDB4mb+DaKwVDOJRfi5qStv4UzP5vumzwJd5gI86ej0RyLSsdWp2HKY43uGDrxiy/IWL8eNBp8vpqFzf+8fkV6A7tXhwHQ9AEfPAMcS1YHTJcMvbPnHS6kX8BOZcdXXb/CVlu5RgkJIcT9qFIk9AATJkxg8eLFrFy5ktDQUF5++WVycnKKZ8IdOnQo777739qlM2bMYPLkySxbtgx/f3/i4+OJj48nOzsbgOzsbN566y0OHjxIREQEO3bsoH///tStW5devXpVSB2FqM6s3Q10H9EQtUbFhSOJ/LUitNyTemdbHd+PCGJE5wBSceCFc20ZbjWb7Oe2Q5sXwNIRsuJg/zewsAvMaw97Poe0iHIt57VqO9ZmWa9lTO04FQedA6GpoQzePJgZh2aQo8+5YX/rpk3x/fYb0GrJ2rqV+I8/phJMlSIEIG39DXJT4eK/P3A0+b/b7pqaU8j0LecAeL1HfbwcrW+7f8rSpaQuXQaA10cfYf/QQzfsc3RLJBlJedg66mg/oE4JKmCiKAozD89kV8wudGodz9o+i7dt6dewF0IIcWeVJqF/+umn+eKLL5gyZQotWrTgxIkTbN26FQ8PDwCioqK4cuW/9aTnz59PYWEhTz75JF5eXsW3L774AgCNRsOpU6fo168f9evXZ8SIEbRu3Zp//vnnptfOCSHKnn9TF3qNaoJareLC4QR2rAzFaCzfZNNCo2Zy30bMfroFlhZqdp1P5tFfcwhr8xG8eR4GfgcN+4HGEpLOwd/T4OvmsLQnHFoMOcnlWl4AtUrNE/WeYOOAjTwS8AhGxcj3od/Tb30/Nl3adEPCbtuxIz4zZ4BKRfradSR/O7fcyyzEzUhb/z9CN4FRDx5NwD3wtrt+tiWU9Fw9gZ72DOvof9t9039dT+LnptfI/a03qfF/T9ywT0pcNsf+NK2q0eWZ+uisSz6t0rIzy1hzbg0AUztMxdfCt8SxhBBC3JtKNSne2LFjGTt27E2f27Vr13V/R0RE3DaWtbU1f/75p5lKJoQwl9ot3Og1qgl/Lj7D+UMJqFQqHhrWELW6fNeIH9DSh7rudrz43VEiU3J5fN4+Zj7ZjL7N+kGjfpCXbvqyffonCN8D0cGm25a3wb8TNOoPgY+BvUe5ldnV2pUZD8ygX51+fBL8CdFZ0UzaO4l1Yet4t927NHb9b9Z+hz59MKSnEz/1I5LnzkXj5ITzkGfLraxC3Iq09dcoHm5/+975IxGp/HgkBoBpA5qgvc117ll/7+TK5MkAOL/wAi4jRtywj9Fg5O+VoRgNCv7NXKndwq2EFYBNlzYx+9hsAN5q8xa9avXij5A/ShxPCCHEvak0PfRCiOqjdks3eo5qjEqtIiw4nm2Lz2DQl/9kdE18HNn0amc61XUht9DA2DXHmbLxDAVFBtOs962eg2G/wYRQ6PWpacIqxWBK8K9Oprf8EQheCJlx5VbuTj6d2NB/A+NajcPawpqTSScZtHkQU/ZNITnvvxEEToMG4fqqKXFK+OQTMjZvLrcyCiHuICsewv8xPW5yYw/6VXqDkffWnwHg6Ta+tPG/9ZKUuUeOEPv662Aw4DhgAO5vvXnT/Y5vjyIxMgtLGwseHNzgtsti3s6+2H1M2TcFgGGNhjG08dASxRFCCFFyktALISpEnZbu9B7VBLWFikvHk9g87ySF+Tefwb0sOdvqWDm8HS8/aLp+dNWBSJ6cf4DIlGuuT3fwgg5j4MXd8NoJ6PER+LQGFIjcB1smwqyGpmH5+7+F1MtlXm6dRsfIpiP5/fHf6Vu7LwoK6y+up+/6viw/s5wCg2mdbddXXsFp8GBQFOLeeZfsvfvKvGxCiLsQsgFQoGZbcPK/5W4r9kUQlpCFk42Wd/rcelh+flgY0S+/glJQgN2DD+I17eObJuopcdkc+j0cgM4D62Fbo2SXJoSkhPD6rtcpUop4JOARJrSpPmvNCyFEZSIJvRCiwtRu6Ubfsc2xsNQQHZrGb1+fID9HX+7lsNCoebt3IMufb4uTjZbTsRn0nbOXLaev3LizcwB0Ggej/obxp009975Bpueig2HbezCnJcwNgu0fQNRBMJbdTPPuNu5M7zKd7/p8R2OXxuToc5h1dBaP/voo6y+sx6gY8Xj/PRwe6QN6PTGvvUbeyZNlVh4hxF0K+dV0f5vh9nHpeXz113kA3ukTiJOt7qb7FUZHEzVyJMasLKxbt8bnq1moLG68qrJ4qH2RQq2mLjQIuv1ygbdyOeMyr/z1CnlFeQR5BTGt0zTUKvlKKYQQFUE+fYUQFco30Jn+41tgaWNBQngm6788Rk5GQYWUpVugO5tf60LrWk5kFRTx8upjfPhbiGkI/s3U8DP13I/YZhqW3+dz8O8CKo1pQr19s2FZLyy+bkTLyIWoQn+DgqwyKXsL9xaseXQNH3f6GE9bTxJyE5iyfwr/99v/sStmN17Tp2PbqRNKbi7RL75EwaVLZVIOIcRdyIg1/QAIpvk4buGjTWfJLTTQupYTT7W++URzRcnJRI0YiSEpGcv69fGdPw+19c1nwL92qH23ZwNLNNQ+JiuGUdtGkZqfSkPnhsx+cDZajfae4wghhDAPSeiFEBXOM8CRx99ohY2jjtS4HH6ZcZTUuBuXZCsP3jWsWTu6PS92rQ3Aiv0RPDn/AJeSsm9/oIM3BI2G53+HiZfh/5aa1pW2ckSVm4Jf6j4sfn0BZgTAqgFwcD4khZl1rXu1Ss2AugP4/fHfebPNmzjoHLiUcYnXdr7G83+PIun94Vg1a4YhPZ2okaPQX7nJCAQhRNkL3WS6921v+uy4iZ3nEtkaEo9GrWLagCY3nTjUkJVF1KjR6KOi0Pr44LtkMRoHh5vGS4kt/VD7hJwERm4bSWJuInUc67Cwx0LsdHb3HEcIIYT5SEIvhKgUXHzs+L+3WuPoZk1Waj6/fH6U6NDUCimLVqPm3T4NWfZ8G2pcMwR/dXDk3a3pbl0Dmj4JTy6Fty5RNGQDF916ozjXNi1RdXknbH0H5raDr5rAb69CyHrISzNL+S01lgxrPIwt/7eFkU1HYqWx4njicZ7f8xKznrbC6OdN0ZUrRI0cRVGaec4phLgHZzea7m/RO5+vN/DBbyEAvNDJn4ZeNybpxoICYl4ZQ0FoKBoXF/yWLkHr7n7TeEWFBrYtDcFYZJrVviRD7VPyUhi1fRSx2bH42vuyqOcinKyc7jmOEEII85KEXghRaTi4WvN/b7fGq64jhXlF/P7NSc7uLb/Z4//XQ4EebB33AJ3qupCnN/De+jOMXHmE5Ox7uCRAo0Wp1ZmQmoMpevkQjD0CPadB7W6mte4zY+DYKvjpeZhZG5Z0h52fQlQwGEo3SaCDzoFxrcax+YnNPFX/KSzUFuzKPsaYvglk1tBReOkS0S++hDGnYkZDCFEtZcVD1AHT44aP3XSXuTsvEpWai6eDFeO617/heaWoiNg33iD38GHUtrb4LV6Ezt//lqfc/+slUuNysHbQ0W3IvQ+1zyjI4MXtLxKeEY6nrSdLei7B3ebmPx4IIYQoX5LQCyEqFWs7Hf3HtaR+Ow+MRoWd35/jwPqLKEbzDU2/F56OVnz3QhDvP9oQnUbNjnOJ9J69h7/PJZQsoGs96PgqDN0Ab0fAs79A+1fALRAUI8Qcht0zYFlPmBkAqwfC/m8g7niJJ9dzt3FnSocpbH58MwPrDyTDScsHTxnIsoL8U6c489LzGAsqZt4CIaqd0E2AAj5toMaN18VfSspmwW7THBcfPNYIO8vrJ7dTFIX4qVPJ/msHKq2WmvPmYdWo0S1PF3EqmdO7TGvYdx/WEBuHm0+sdysZBRmM2jaKsLQwXKxcWNxjMd52N79MQAghRPm7cQpUIYSoYBqtmu7DG+HoZs3hzREc+zOK1Cu5dH++IZY25T/5klqtYmSX2nSu58q4H04QlpDFCyuO8GyQH5MeaYitZQk/SnU2UK+76QaQEQOX/v73thPy0+HCn6YbgKUj1OoIAV1Mk+95NAH13f8u623nzeQOkxnVbBRLTy/lC/1PvLu6AKvDZ/hpWFfsp71Pj9q90KplgishysxthtsrisKUjWfQGxQebOBG7yY3Do1P+mo26T/9DGo13l9+gW1Qu1ueKiejgB2rQgFo/pAvfo1d7qmoqfmpjN42mrC0MJwsnVjUcxH+jv73FEMIIUTZkh56IUSlpFKpaPdYbbo/3xCNhZqIU8n8NP0IKbF3mJyuDAV6OrBxbCdGdA4AYHVwFL1m72HvhWTznMCxJrQaCk+tME2sN3q3aXh+/d5g6QAFGXB+C/w5CRZ2MfXgr30WDsyD2KNguLsl/zxtPXmv/Xt88+qfHBv3MEVqaHYig3MfTOTRXx5hVcgqcvQyDF8Is8tOhMh9psc3Seh/OxnHvospWFqo+ahfkxuGxqesWEHKokUAeH74AQ49e97yVIpR4e+VoeRn63HxsaP947XvqajJecmM+HNEcc/8sl7LqO904/B/IYQQFUt66IUQlVqD9l44edmydeEZMpLy+HnGEbo9F0j9tiVbP7m0rLQaJvdtxEOB7kz8+RQxaXkMWRrMM219mfRoQxyszNS7rdaAdwvTreOrpuvp409BxD8Q/o/pGtz8dDj3u+kGoLUBn9bg2840e7ZvW7C+9aRVHrYejBj5LVdcfiT93Q/oc1QhwzaOz3M/Z8HJBTzZ4EkGNRiEl52XeeokRHV37nfTpTXeLcGp1nVPZebrmbbZ1Js+pltd/Fxsrns+47ffSPxsBgBur7+O08CBtz3V0a0RRJ1NRaNV03NEYyy0mrsuZmJuIiO3jSQ8Ixx3a3eW9FpCgGPAXR8vhBCi/EhCL4So9NxrOfDUpDZsXxpCdGga25eeJeFyJh2fqItGWzEDjTrVdWXb6w8wc+s5Vh6IZO3haHaFJfHpE014KNDD/CfUWIBPK9Ot0zhTgn/lBITvgaiDpjWt89NNCX/EP/8d59bQlOD7tQffIHCuDf/T6+f1+EAsswtJ+OQTntljROfswtqGaSw/s5yVISvpWrMrzzR4hvbe7VGrZGCXECV2m+H2X/4ZRlJWAbVdbYuXzbwqe/du4ia9B4DzsKG4jB5129NEn00leJNpibqug+rj7G1710WMy45j9PbRRGZG4mnrydKeS/Fz8Lvr44UQQpQvSeiFEFWCtZ2Ovq+24NBvlzm6NZJTO2OIu5hOjxca4+x1919WzcnW0oKp/ZvwSFMv3v7lFBEpubyw4giPt/Th/Ucb4mJ37+s83zWNBdRsY7oBGI2QfN6U2EcHm5L81EuQFGq6HVtp2s/KEbz//WHAp7XpsYMXzs8NwZCWSvK8+TyxMZluTUawzD2U4CvB7Izeyc7ondRyqMXA+gPpX7c/jpaOZVc3Ie5HOSmm0TVwQ0J/OiaD7w5GAvDxgCZYWvzXm5577Dgx48ZDUREO/R7D/e23bztLfVZqPtuWhoACjTp50bDj3U9gdz7tPC9vf5nEvES8bb1Z2mspNe1r3n0dhRBClDtJ6IUQVYZaraL9gDp41nZkx6pQkqOz+enTw3R6qh6Nu3jf81JM5hJU24Ut4x5g1vYwlu4NZ/3xWP4+l8jbvQN5pu2Ns1iXCbUa3ANNt9bDTNuyk/5L8KODIe4E5GfA5Z2m21X2XuDTGtfmLSjq05n0LXtxnrGSrxctJCFoEj+G/cjGixuJzIzk8yOf883xb+hRqweP13uc1h6tpddeiLsRthkUA3g2M42U+ZfBqPD+htMYFejX3JtOdV2Ln8s/f57ol15Cyc/H9oEueH/yCarbTIRp0BvZuvA0+Tl63Pzs6fLM3V/zfjThKK/ueJUsfRZ1HOuwoMcCPG0r5tImIYQQd08SeiFElePfzJVnJrdjx4qzRIemsXtNGFEhKXQbEoi1/b0tyWQu1joN7z3aiEeaejFp/RlCr2Qyaf1pfjwSzYd9AyukTNi5QcO+phuYJs1LCIG4YxD77y0pFLKuwLnfUZ37HU97MPg6kRUNMS+OxO+NvrzTvhuv9XqSzcnHWRu2lvNp59l0eRObLm/Cx86H/nX7079Of1nKSojbCdlguv+f3vk1h6I4GZOBvaUF7z/asHh7YUws0SNHYczMxLpFC2rOno1Ke/s5Ov756QKJkVlY2ljQe3STu75ufmfUTt7a8xYFhgJauLXg24e/lVE4QghRRUhCL4SokmwdLXns1Rac/DuaA+svEX4ymSuXgnng6frUbeNeYb31Lf2c2DS2E6sORDJr+3lORKfzxIKDdPZQ0yVfj/MdvpCXKY32v4n22rxg2laYA1dO/pvgH0UVdwzv9hFEF6jJTbQketZ6aj28GBsHA0/ZuPCkRxNOuXRhAzlsSQ8lNjuWeSfmMf/EfNp5taNfnX508+2Gvc6+4uopRGWTmwrhu02PGw0o3pyUVcDMrecAeKNnfdwdrAAoSkkhesQIihITsaxXF98F81Hb2Pxv1Ouc2hlDyJ5YUEGPFxrj4Gp9x2IpisLq0NV8fuRzjIqRrjW78nnXz7G2uPOxQgghKgdJ6IUQVZZKraJFdz98Gjjx1/KzpMblsG1pCOcPJ9B1UH3snKwqpFwWGjUvdA7g0WZeTNscyqaTceyJV9N99l4m9GjAM219sdBUkmHqOlvT2va1OhZvUuemUvPpQ0S98Sn5kUlE/+NJrYcS0ZKCKnw3zcOhOTBRpeIvOwc2OrkQrCki+EowwVeC0am1dKn5AL0DetO1ZlcspKkR1V3YFjAWgXtjcK1bvHn6H6Fk5RfRxMeB5zr4A2DIziF69IsURkZi4e2F75IlaGrUuG34yJAU9v54HoAOA+pQq8md15vXG/V8FvwZP57/EYAn6j3B5PaTsVDL/1chhKhK5FNbCFHlufnaM3BSW479GcmRPyKIOJVM3Pk0OjxRl8advVGpK6a33sPBim8GteT/Wnoxce0REnP0vL/hDKsORPDeo43oWt+tQsp1RzbOaJr0xndNWyKfHUJhRATRIe2p9cXbaHLDIf40xJ/GOv4Mj2Vl8FhWBrEWGjbZ2bLF1pbLOtgRtYMdUTuwRk1XW39q53pRkNYQrVu9G2bZF+K+d5PZ7Q9cSuHX47GoVDBtQFM0ahXGwkJixo4lPyQEjZMTfkuWovW4/aoZKbHZ/Ln4DIoCgR29aNnzzjPSZxZm8sauNzh45SAqVExoPYFhjYdV2MgmIYQQJScJvRDivqCxUNP20QBqt3Rj53fnSAjPZPeaMEL3xdHl6fp41q6460E71XHhneYG0lyb8M3OS5xPyGbYskM82MCN9x5pSD2Pyjk83cLFBd8lS4gcPJiCi5eI/nAefsuXoW411LSD0QjpERB/Bp+kc7yUGMqLSaGcT45gq42OrbY2xGi1bM25DFxm+eZ/6FRQRDetCw/UaEgNt0BwqQcudcGlDmhlmK+4D+VnwKW/TY8bDwCgsMjI5I1nABjczo8WvjVQDAbi3ppI7sGDqG1s8F20CMvat1/7PSe9gM1zT6HPN+BdrwYPDm5wx6T8YtpFXt/1OhGZEVhbWDOjywy6+XUrdTWFEEJUDEnohRD3FRdvO554qzWnd8Vw6LfLJEZm8cvMo9QP8qDDgLrYOZXhUnK3oVHD0PZ+PNnaj693XGDVgQh2hSWx53wST7SqybiH6+HrfPtrZCuCrqYPvksWEznkOfJOnCBm/Hh8v/3WNDmXWm2ardu5NtAPABXQwKCnQcolXks8S0jMfv5IPsafhYkkatT8Za3jL7LQZAXTMmkP3XLz6Jabi2+RERx9TYm969Ukv67psUNN07mEqIoubAejHlzrg1sDABb/c5mLidm42umY2CsQRVGI/+hjsv78E5VWS82532LdtMltw+bn6PltzgmyUvNxdLOmz4tN0Vjc/v/JH5f/4MMDH5JXlIenrSffPPQNgc4VNGmnEEIIs5CEXghx31GrVTR/yJd6bTw4uPESofuvcD44gcsnkmnV04/mD/uis6qYjz9HGy1THmvEkPZ+fLblHNvOJvDz0Rg2nohlUDs/xnarWzwxVmVhVb8+vgsWEPXCC+Ts3kPce+/h/dlnt14+S6MF90BU7oE0afIEDfR66m/eTEDbmvwTvomdcfs4n5fAEWsrjlhb8bmLE/6FejrmZdHpygHahO/CRlGuiWcJTrXAyR+cAv699wfnAKhRC3SV74cQIYqd+910H2habSI6NZdv/r4AwKRHGuJooyVpzhzS160DlQrvz2di26HDbUPqCwxsnnuS1LgcbB119BvXAiu7W0+4qTfo+fzI5/xw7gcA2nu1Z8YDM3C2cjZDBYUQQlQkSeiFEPctGwcdDz3XkCYP+PDPuvPEX87k0KZwTu2MoXXvWjR5wAcL3d0t62Rutd3sWDS0Dcei0vhyWxj7Lqaw6kAkPx6JZlhHf0Z3qY2LXcWMJrgZm1Ytqfn1bKJfGUPmb5uwcHLC/Z137vqaW5VKRSP35jT3acNYICYrhl3Ru9gZvZOjCUeJ0EGETssaR3u0qGmlsqFDfj6dUq5QvyAPdfJ5SD5/8+B2Hjcm+061TD3+9l6gkaZOVJCiAlMPPRQn9FM3hZCvNxIU4MzjLX1I/e57kufNB8Dzgyk49O5925BX15qPv5yJpY0Fj73W4rYz2kdmRvLOnnc4k2Ia4j+q6SjGtBiDRl0xn31CCCHMS77lCCHue+61HHjirdZcOJLAod/CyUjKY9/PFzmxPYo2jwbQsIMXGm3FDOlu5efE6pHt2X8pmS/+DONYVDoLd19m5f4Inmnrx+gHauNdo3JcW27XtSven35C3NvvkLpyFRoXV1xHjypRrJr2NRnSaAhDGg0hszCTQ1cOsS9uH/tj9xOXE0ewkk2wJcz2dsNBa0cr+wDaaJ1pY1DTIDsdi/RISAs3XZ+cnWC6RQffeCKVBhy8wbHmNTfff2///m3lUMpXRohbCN8DhdmmH5a8W7ItJJ6/QhOxUKuYNqAJmZv/IOGTTwBwfe1VnJ555rbhigoNbFl4mqizqVjo1PQd2xwXH7ub7qsoCr9c+IWZh2eSV5SHvc6eTzt/yoO+D5q7lkIIISqQJPRCiGpBpVJRv60ndVq5E3YgnsObw8lOK2D3mjCObA6n2UO+NH7AB0vrivlY7FjHlV9edmFnWCKz/7rAqZgMVuyP4PuDkTze0oeXHqxDHbebf3EvT479+1OUlkbiZzNImjULjVMNnJ56qlQxHXQOdK/Vne61uqMoCpGZkeyP28/+uP0cij9Epj6bXamn2fXv/rZaW1rWaUlrj+doXaM+DbHEKjMOUsMhLeK/W2ac6drljGjT7VYsHaHGvwm+g48p+XLwAntP02N7L7B2ktn5xb27Oty+wSPkFhmZuuksAKMeqI3X+ZNEv/MOAE7PPovryy/fNpS+0MAf804Rcy4NC52aR19pdsvJPlPzU/lw/4fsjN4JQJBnENM6T8PT1tNMFRNCCFFZSEIvhKhWNBo1jTp70yDIk5C9sRzdGklORiEH1l/iyJYImnTxodlDvhUyeZ5KpeKhQA+6NXBn78Vk5u28xIHLKfx0NIafj8XQs5EHz3cMoH1t5wpdXsrl+ecxpKaRsmgR8R98iKZGDRx69DBLbJVKhb+jP/6O/gxuOBi9Uc+5lHMcSTjC0YSjHEs4RpY+i72xe9kbuxcAC5UF9Z3r09S1Kc0ad6epa1NqOdRCrWDquc+I+Tepj7nm8b9/56VBQQYkZEDCmVsXTGNpSvAdvK9P9O2vSfwdvEBna5bXQdwHFCOc+8P0OPBR5uy4SGx6Hj41rHnRNY+YUa9BUREOjzyCx3uTbvt/ujCviD8WnCI2LB0LSw19xzTDp77TjadUFDZd3sTnhz8nvSAdC7UF41qOY2jjoahVMrGkEELcjyShF0JUSxqtmmbdfGnc2Yfzh+M5vj2atCs5HN8exckd0QQ0d6VxFx9qBjqV+zr2KpWKLvXc6FLPjWNRaczbeYm/QhP4M8R0C/S0Z1hHfwa08MG6guYAcHt9PEWpKWT8/Atxb7yJZvFibIPamf08WrWWpm5NaerWlOFNhmMwGriQfoEj8Uc4knCEE4knSMlP4WzKWc6mnGVd2DoA7HX2NHVtSmOXxtR3rk+gbyv8Gg+4MakpyIbMWFOCnx5tepx1BbLiTbfMOMhLBUMBpEeabrejswM7d9N1/bZupns7D1TWLtTIyTD76yMqL1XsUchJBEtHztu0YMk/pktCPmllR+KYl1Hy8rDt1Anvz6bfeoJJIDstn9+/PUVKbDZaSw19X22Od90aN+wXnRnN1INTCb5iOk99p/p80vkTmcVeCCHuc5LQCyGqNY1WTcOO3gS29yIyJIXj26KIu5DOpeNJXDqehIObNY07e9OgvSe2juXfa9/Kz4klw9pwPiGLFfsjWH8slnPxWbz762k+23KOp9v6MrCNL3Xdy3c4vkqlwuvDDzGkp5P91w5iXnmFWt+twqpRozI9r0atIdA5kEDnQIY0GoKiKFzJucKp5FOcTjrN6eTTnE05S1ZhVvGw/ausLayp51SPQKdAGjg3oIFzA+rVqIeNW4Pi5cRuSp9v6unPumK6ZV65Jum/Zps+x3S9dGo2pF6+LoQFUMulGzC2bF4YUemozpt655X6PXl/03mKjAqPe2vw+fRtijIysGrWjJpzvkal090yRnJMNr9/e5Kc9AKsHXT0HdMM91rXz/mQq89lRcgKlp1ZRoGhAEuNJS83f5mhjYeiVd965nshhBD3B0nohRACUKlV+Dd1xb+pKymx2YT8E0dYcDyZSXkcWH+Jgxsu4dPAiXptPajT0g1Lm/L9olzfw55PH2/K270C+fFINKsORhCdmseiPZdZtOcyrfxq8FQbX/o288LeqnzKprKwwOfLL4keOYrcw4eJGjUa/zWr0dWqVS7nB9MPC9523njbedPb3zQ7uN6o50LaBU4nnSY0NZTzaec5n3aevKI8TiWd4lTSqf+Ox3R8gGMAAY4B1HasXXyrYVXDtJPW6t9l8+5Qr/xMyEn6b5K+7P8eG7MSSC/wwaeMXgdRySgK6rDNABzUdeBQeCruxjxe2ryUovh4dLVr47twAWrbW1+icel4IjtWhqLPN+DkaUPfsc2vm83eqBj57dJvzDk2h6S8JACCvIKY0n4Kfg5+ZVs/IYQQlYYk9EII8T9cfOx44Jn6dHi8DhePJhDyTxwJ4ZnEnEsj5lwau38Io1ZjF2q3cKNWExes7W/dw2ZujjZaRj1Qmxc6B/D3uUTWHopi1/kkjkWlcywqnambQnikiRf9W/rQsY4LWk3ZXjertrSk5ry5RA4dRkFoKFEjRlJrzWq07u5let7b0aq1NHJpRCOX/0YLGIwGIrMiCUsNIyw1jHNp5zifep6kvCRis2OJzY4tvib/KmcrZwIcA6jlUAtfe19q2tU03dvXxNHyJpORWTmYbi51bnjKoNcT+ccfNDZ7bUVlZJ8fhyr1MopGx8TjblgVFfDNme8wRkZg4emJ39IlWDjdeA08gKHIyP5fL3Lq7xgAvOvVoM9LTbGyNf1QpygKu6J3Mf/kfEJTQwHwsfNhQusJ9KjVo0Ln1xBCCFH+JKEXQohb0FpqaNjRm4YdvclIyuPCkQQuHE4gNS6H8JPJhJ9MBhV4Bjji38yFWk1ccfG2LZdr7jVqFT0aedCjkQeJmfn8ejyWn45Ecykph1+Px/Lr8VgcrbX0bOTBI8286FTHFZ1F2ST3Gnt7/BYvImLws+ijoogeNZpa361C41B5loPTqDXFPe99AvoUb0/LT+NyxmXTLf0y4ZnhhKeHE5cTR2p+Kqn5qRxNOHpDPHud/XVJvo+9D542nnjamm72OvvyrJ6oZDwzTO+ZMJvWXElQmHliNQ4x59E4OuK3dAlaL6+bHpeekMtfK86SEJ4JQMsefgQNqI1Go8aoGPkr8i8WnVpEWFoYAPZae15s/iKDAgeh05TfD4tCCCEqD0nohRDiLji6WdOmjz9t+viTEpvNxaOJRJxOJjk6m/jLGcRfzuDghstY2WnxqV+Dmg2c8GngRA0PmzIvm7uDFS91rcOLD9TmeHQ6vx6LYeuZeJKzC/npaAw/HY3BwcqC7g096NrANNmes615v/xbuLrit3QJEYMHUxAWRvTLr+C3dAlqKyuznsfcnKycaG3VmtYera/bnqvPJSIzgssZl4nOiiYmK6b4PikviazCrOKJ+G7GVmt7XYLvZuVGvj6/PKokKgGvjGMArExpxJtH19Iw9iwqGxt8Fy3Ess6NIziMRoWTO6IJ/u0yBr0RSxsLHh7WkIDmbmQVZrHp/CbWhq0lPCMcABsLGwYFDmJY42E4Wd28p18IIUT1IAm9EELcIxcfO1x87AjqV5us1HwiTycTfiqFuAtp5GfruXQsiUvHTNe0Wtpa4O5nT4ZeR9SZVLzqOGHjUDY9aSqVilZ+TrTyc2JqvyYcCk9ly5krbDkTT1JWQXHPvUoFzWrWoGs9V7o2cKOpTw2z9N7rfH3xW7KEyCHPkXf0KLGvT6DmN3PMULPyZ6O1uWHY/lV5RXnEZMUUJ/nRWdFcyblCfE488bnxZBRkkKPP4VLGJS5lXCo+rq2ubXlWQVSUzDicci9jUFR4HU+ia+wJ0GqpOWcO1s2b37B7dGgq+36+SEpsNgA1A514cEgDYlThTD0wj82XN5NXlAeYeuSfbfQsQxoOufllH0IIIaqdSpXQz507l88//5z4+HiaN2/ON998Q7t2t14G6aeffmLy5MlERERQr149ZsyYwSOPPFL8vKIofPDBByxevJj09HQ6derE/PnzqVevXnlURwhRDdg7W9Gka02adK2JochIQkQmsWFpxJ5PI/5SJgU5RUSHpgGWbL0YAoCdkyXOXrY4edvi7GWL87/3OivzfSRr1Co61HGhQx0XPnisMUciUvk7LJHdYUmci8/iZHQ6J6PTmfP3Ray0alr41qCtvzOtaznR0s8JR+uSTaxn1aABvvPnETViJNk7d3Jl8hRcp35otnpVBldny6/ndPO2JFefS3xuPPE58STkJBCfE09cdhzaKzLjONz/bb36/FYAzpypRY/wI6BS4T19OnadO11X5rgL6RzbGknU2VQALK0tqNvHgRC3fQz5ZwoRmRHF+9d2rM3TDZ6mX51+2OnKd0ULIYQQlVulSejXrVvHhAkTWLBgAUFBQcyePZtevXoRFhaG+00mV9q/fz+DBg1i+vTp9O3blzVr1jBgwACOHTtGkyZNAJg5cyZz5sxh5cqVBAQEMHnyZHr16sXZs2exquTDQIUQVY/GQo133Rp4161B20cDMBQZSYnNJu5iGsf3n0NncCA9IY/stAKy0wqKv8hfZWWnxcHFCgdXa+yvubd1tMTGQYeVnRZ1Ca7P16hVBNV2Iai2C+/2aUhCZj67zyex+3wS+y4mk56r5+DlVA5e/q88vs7WNPZypLG3A428HajrbodPDWss7mKSPZs2bfD56itiXn2VjPXrUdVwhMDqsxa2jdam+Hr9q/R6PX/88UcFlqpyqA5tvf7s72ResEEXUgiAx3vv4dj3UQAKcvVcPJrI2X1XSIwwXSePWiG3fhyb3X8i+ko4XDFtttRY8qDvgzzd4GnaeLSRye6EEELcVKVJ6GfNmsWoUaMYPnw4AAsWLGDz5s0sW7aMd95554b9v/76a3r37s1bb70FwMcff8z27dv59ttvWbBgAYqiMHv2bN5//3369+8PwKpVq/Dw8GDDhg0888wz5Vc5IUS1pLFQ417LASdvayKzT/DIIw9hLFKRGptN6pUcUuNyiu9zMwvJz9aTn60nMTLrpvFUKrCy12HjYLpZ2Vigs9Fiaa1BZ22BpbUFOhsLdFYWaHUaNDo1FloNFlo1Gq0ai3//drOzZGAb0/r1RqPC5eRsDkekcTgilSMRaUSl5hKdmkd0ah5bQ+KLz6/VqPB1tiHAxRY/Fxs8Haxwd7DE3d4KDwdLatjosLO0wNJCjf1D3fD6+GOuTJpE+vIVOD3SB67pVRXV033f1uelk7/vCPFHTcPh7UaNJaddb0I2nyX6XCpplwvAYErMDeoizrkd5KT332RapYAedGod7b3b09u/N918u0lvvBBCiDuqFAl9YWEhR48e5d133y3eplar6d69OwcOHLjpMQcOHGDChAnXbevVqxcbNmwAIDw8nPj4eLp37178vKOjI0FBQRw4cOCmjXxBQQEFBQXFf2dmmn491+v16PX6Etfvaoxr76sbqb/U/9r76uba+mu1Wlxr2eJa6/r1pwvzishMySc7JZ/MlAKyU/NNf6fmk5upJz9Hj6JAXmYheZmFpJSyTCo1qNQq1GoVKrUKlUpFIzU0UVuAyoEiRUFvVCg0KBQajBQajSgKkFYElzKADBKA+JvFVoFapUKlcsD+gRk45GVBEoSN/MX05LX7Kkopa1J1GCxS0Pco/f+Bqvr/qDq09cs/notWPxNDe2sKLK3hgjXMOnnNHipSra8Q5naI826HKbDMoa5jXR5x70En7060cm+FtcV/a81XxX9r+byX+l97X91I/aX+196bI9bdqBQJfXJyMgaDAQ8Pj+u2e3h4cO7cuZseEx8ff9P94+Pji5+/uu1W+/yv6dOnM3Xq1Bu2b9u2DRsb88xUvX37drPEqaqk/lL/6uye6m9jutn4mh4qRjAWqjAUqjAWqDAUqDDqVRiLVChFVx+DcnWbARTj9fco/yXTihEUo4KR2yfUun9vUMJJ89R25NhKLyOANjfNLP8HcnNzzVCa8lcd2nrriCwyHXyu25alSyXVNo4kx0jynJKxtlfjrXGjteYpfCx8sMQSEiEjMYOd7CzV+SsT+byX+ldnUn+pf2ndS1tfKRL6yuLdd9+9ricgMzMTX19fevbsiUMp11PW6/Vs376dHj16oNVWv4mRpP5Sf6l/xdffaFQw6I2mm8Fo+pHAoKAoCorx35ty/Tbjv4n//1Ju0rNuNCrkFxnJKzSQpzeQX2jACBQVFRF5YB8Brm6g/p8fBm7ye8L92GdvNBpJzLM2y3vgao+yKJmybOtP+/twcckPJDXwoHnnB6nhaoe7YxMcLR1Rq0q/kkRVUFk+7yqK1F/qL/WX+pd3W18pEnpXV1c0Gg0JCQnXbU9ISMDT0/Omx3h6et52/6v3CQkJeHl5XbdPixYtbhrT0tISS0vLG7ZrtVqzvSnNGasqkvpL/aX+FVz/Gz/iypxer+eP3LM89EjPiq9/Bbk6KZ453gNV9TWsDm19q+ZtaDqrOX/88QdBjVtW2X8rc6gUn3cVSOov9Zf6S/1LG+NuVYqfi3U6Ha1bt2bHjh3F24xGIzt27KBDhw43PaZDhw7X7Q+m4Q1X9w8ICMDT0/O6fTIzMwkODr5lTCGEEEKUDWnrhRBCCPOrFD30ABMmTGDYsGG0adOGdu3aMXv2bHJycopnwh06dCg+Pj5Mnz4dgHHjxtG1a1e+/PJLHn30UdauXcuRI0dYtGgRACqVivHjxzNt2jTq1atXvJSNt7c3AwYMqKhqCiGEENWWtPVCCCGEeVWahP7pp58mKSmJKVOmEB8fT4sWLdi6dWvxRDdRUVGor7n2smPHjqxZs4b333+fSZMmUa9ePTZs2FC8Li3AxIkTycnJYfTo0aSnp9O5c2e2bt0qa9ALIYQQFUDaeiGEEMK8Kk1CDzB27FjGjh170+d27dp1w7annnqKp5566pbxVCoVH330ER999JG5iiiEEEKIUpC2XgghhDCfSnENvRBCCCGEEEIIIe6NJPRCCCGEEEIIIUQVJAm9EEIIIYQQQghRBUlCL4QQQgghhBBCVEGS0AshhBBCCCGEEFWQJPRCCCGEEEIIIUQVJAm9EEIIIYQQQghRBUlCL4QQQgghhBBCVEGS0AshhBBCCCGEEFWQJPRCCCGEEEIIIUQVZFHRBajMFEUBIDMzs9Sx9Ho9ubm5ZGZmotVqSx2vqpH6S/2l/lL/6lp/MO9rcLVNutpGidIxZ1sP8n6X+kv9pf5Sf6l/+bb1ktDfRlZWFgC+vr4VXBIhhBDiellZWTg6OlZ0Mao8aeuFEEJUVnfT1qsU+Yn/loxGI3Fxcdjb26NSqUoVKzMzE19fX6Kjo3FwcDBTCasOqb/UX+ov9a+u9QfzvgaKopCVlYW3tzdqtVw5V1rmbOtB3u9Sf6m/1F/qL/Uv37ZeeuhvQ61WU7NmTbPGdHBwqJZv8Kuk/lJ/qb/Uvzoz12sgPfPmUxZtPcj7Xeov9Zf6S/2rq/Ju6+WnfSGEEEIIIYQQogqShF4IIYQQQgghhKiCJKEvJ5aWlnzwwQdYWlpWdFEqhNRf6i/1l/pX1/qDvAbVSXX/t5b6S/2l/lJ/qX/51l8mxRNCCCGEEEIIIaog6aEXQgghhBBCCCGqIEnohRBCCCGEEEKIKkgSeiGEEEIIIYQQogqShF4IIYQQQgghhKiCJKEvJ3PnzsXf3x8rKyuCgoI4dOhQRRepXEyfPp22bdtib2+Pu7s7AwYMICwsrKKLVWE+++wzVCoV48ePr+iilJvY2FiGDBmCi4sL1tbWNG3alCNHjlR0scqFwWBg8uTJBAQEYG1tTZ06dfj444+5X+ci3bNnD4899hje3t6oVCo2bNhw3fOKojBlyhS8vLywtrame/fuXLhwoWIKWwZuV3+9Xs/bb79N06ZNsbW1xdvbm6FDhxIXF1dxBRZmJ229tPUgbb209fd3Ww/S3le29l4S+nKwbt06JkyYwAcffMCxY8do3rw5vXr1IjExsaKLVuZ2797NmDFjOHjwINu3b0ev19OzZ09ycnIqumjl7vDhwyxcuJBmzZpVdFHKTVpaGp06dUKr1bJlyxbOnj3Ll19+iZOTU0UXrVzMmDGD+fPn8+233xIaGsqMGTOYOXMm33zzTUUXrUzk5OTQvHlz5s6de9PnZ86cyZw5c1iwYAHBwcHY2trSq1cv8vPzy7mkZeN29c/NzeXYsWNMnjyZY8eO8euvvxIWFka/fv0qoKSiLEhbL209SFsvbf3939aDtPeVrr1XRJlr166dMmbMmOK/DQaD4u3trUyfPr0CS1UxEhMTFUDZvXt3RRelXGVlZSn16tVTtm/frnTt2lUZN25cRRepXLz99ttK586dK7oYFebRRx9VXnjhheu2PfHEE8qzzz5bQSUqP4Cyfv364r+NRqPi6empfP7558Xb0tPTFUtLS+WHH36ogBKWrf+t/80cOnRIAZTIyMjyKZQoU9LW/0faemnrq5Pq3NYrirT3laG9lx76MlZYWMjRo0fp3r178Ta1Wk337t05cOBABZasYmRkZADg7OxcwSUpX2PGjOHRRx+97n1QHfz222+0adOGp556Cnd3d1q2bMnixYsruljlpmPHjuzYsYPz588DcPLkSfbu3UufPn0quGTlLzw8nPj4+Ov+Dzg6OhIUFFQtPwvB9HmoUqmoUaNGRRdFlJK09deTtl7aemnrq2dbD9Le30xZt/cWZRJVFEtOTsZgMODh4XHddg8PD86dO1dBpaoYRqOR8ePH06lTJ5o0aVLRxSk3a9eu5dixYxw+fLiii1LuLl++zPz585kwYQKTJk3i8OHDvPbaa+h0OoYNG1bRxStz77zzDpmZmQQGBqLRaDAYDHzyySc8++yzFV20chcfHw9w08/Cq89VJ/n5+bz99tsMGjQIBweHii6OKCVp6/8jbb209dLWV9+2HqS9/1/l0d5LQi/KzZgxYzhz5gx79+6t6KKUm+joaMaNG8f27duxsrKq6OKUO6PRSJs2bfj0008BaNmyJWfOnGHBggXVopH/8ccfWb16NWvWrKFx48acOHGC8ePH4+3tXS3qL25Or9czcOBAFEVh/vz5FV0cIcxK2npp66Wtl7ZemJRXey9D7suYq6srGo2GhISE67YnJCTg6elZQaUqf2PHjuX3339n586d1KxZs6KLU26OHj1KYmIirVq1wsLCAgsLC3bv3s2cOXOwsLDAYDBUdBHLlJeXF40aNbpuW8OGDYmKiqqgEpWvt956i3feeYdnnnmGpk2b8txzz/H6668zffr0ii5aubv6eVfdPwuvNu6RkZFs375deufvE9LWm0hbL239VdLWV8+2HqS9v6o823tJ6MuYTqejdevW7Nixo3ib0Whkx44ddOjQoQJLVj4URWHs2LGsX7+ev//+m4CAgIouUrl6+OGHOX36NCdOnCi+tWnThmeffZYTJ06g0WgquohlqlOnTjcsXXT+/Hlq1apVQSUqX7m5uajV13/MajQajEZjBZWo4gQEBODp6XndZ2FmZibBwcHV4rMQ/mvcL1y4wF9//YWLi0tFF0mYibT10tZLWy9t/bWqa1sP0t5D+bf3MuS+HEyYMIFhw4bRpk0b2rVrx+zZs8nJyWH48OEVXbQyN2bMGNasWcPGjRuxt7cvvnbG0dERa2vrCi5d2bO3t7/hGkJbW1tcXFyqxbWFr7/+Oh07duTTTz9l4MCBHDp0iEWLFrFo0aKKLlq5eOyxx/jkk0/w8/OjcePGHD9+nFmzZvHCCy9UdNHKRHZ2NhcvXiz+Ozw8nBMnTuDs7Iyfnx/jx49n2rRp1KtXj4CAACZPnoy3tzcDBgyouEKb0e3q7+XlxZNPPsmxY8f4/fffMRgMxZ+Hzs7O6HS6iiq2MBNp66Wtv5a09dLW369tPUh7X+na+zKZO1/c4JtvvlH8/PwUnU6ntGvXTjl48GBFF6lcADe9LV++vKKLVmGq01I2iqIomzZtUpo0aaJYWloqgYGByqJFiyq6SOUmMzNTGTdunOLn56dYWVkptWvXVt577z2loKCgootWJnbu3HnT/+/Dhg1TFMW0lM3kyZMVDw8PxdLSUnn44YeVsLCwii20Gd2u/uHh4bf8PNy5c2dFF12YibT10tZfJW29tPX3a1uvKNLeV7b2XqUoimL+nwmEEEIIIYQQQghRluQaeiGEEEIIIYQQogqShF4IIYQQQgghhKiCJKEXQgghhBBCCCGqIEnohRBCCCGEEEKIKkgSeiGEEEIIIYQQogqShF4IIYQQQgghhKiCJKEXQgghhBBCCCGqIEnohRBCCCGEEEKIKkgSeiFEmXnwwQcZP358RRdDCCGEEGVI2nshKo4k9EIIIYQQQgghRBUkCb0QQgghhBBCCFEFSUIvhChTRqORiRMn4uzsjKenJx9++GFFF0kIIYQQZibtvRAVQxJ6IUSZWrlyJba2tgQHBzNz5kw++ugjtm/fXtHFEkIIIYQZSXsvRMVQKYqiVHQhhBD3pwcffBCDwcA///xTvK1du3Y89NBDfPbZZxVYMiGEEEKYi7T3QlQc6aEXQpSpZs2aXfe3l5cXiYmJFVQaIYQQQpQFae+FqBiS0AshypRWq73ub5VKhdForKDSCCGEEKIsSHsvRMWQhF4IIYQQQgghhKiCJKEXQgghhBBCCCGqIEnohRBCCCGEEEKIKkhmuRdCCCGEEEIIIaog6aEXQgghhBBCCCGqIEnohRBCCCGEEEKIKkgSeiGEEEIIIYQQogqShF4IIYQQQgghhKiCJKEXQgghhBBCCCGqIEnohRBCCCGEEEKIKkgSeiGEEEIIIYQQogqShF4IIYQQQgghhKiCJKEXQgghhBBCCCGqIEnohRBCCCGEEEKIKkgSeiGEEEIIIYQQogr6f4bhDTX9WDNeAAAAAElFTkSuQmCC", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Plot covariance and variogram\n", "plt.subplots(1,2, figsize=(12,5))\n", "\n", "plt.subplot(1,2,1)\n", "# plot covariance\n", "for cov_model in cov_model_list:\n", " cov_model.plot_model(label=cov_model.name)\n", "plt.legend()\n", "plt.grid(True)\n", "plt.title('Covariance')\n", "\n", "plt.subplot(1,2,2)\n", "# plot variogram\n", "for cov_model in cov_model_list:\n", " cov_model.plot_model(vario=True, label=cov_model.name)\n", "plt.legend()\n", "plt.grid(True)\n", "plt.title('Variogram')\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Model: `sinus_cardinal`" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [], "source": [ "cov_model_sinc = gn.covModel.CovModel1D(elem=[('sinus_cardinal', {'w':w, 'r':10})], name='sinc')" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Cov. model sinc: sill = 2.0, range = 10\n" ] } ], "source": [ "# Print sill and range\n", "cov_model = cov_model_sinc\n", "print(f'Cov. model {cov_model.name}: sill = {cov_model.sill()}, range = {cov_model.r()}')" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Plot covariance and variogram\n", "cov_model = cov_model_sinc\n", "\n", "plt.subplots(1,2, figsize=(12,5))\n", "\n", "plt.subplot(1,2,1)\n", "# plot covariance\n", "cov_model.plot_model(label=cov_model.name, hmax=4.0*cov_model.r())\n", "plt.legend()\n", "plt.grid(True)\n", "plt.title('Covariance')\n", "\n", "plt.subplot(1,2,2)\n", "# plot variogram\n", "cov_model.plot_model(vario=True, label=cov_model.name, hmax=4.0*cov_model.r())\n", "plt.legend()\n", "plt.grid(True)\n", "plt.title('Variogram')\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Model: `gamma`" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [], "source": [ "w = 2.0\n", "r = 10.0\n", "s_list = [0.2, 0.5, 1.0, 2.0, 3.0, 5.0, 10.0]\n", "cov_model_gamma_list = [\n", " gn.covModel.CovModel1D(elem=[('gamma', {'w':w, 'r':10, 's':s})], name=f'gamma s={s}')\n", " for s in s_list]" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Cov. model gamma s=0.2: sill = 2.0, range = 10\n", "Cov. model gamma s=0.5: sill = 2.0, range = 10\n", "Cov. model gamma s=1.0: sill = 2.0, range = 10\n", "Cov. model gamma s=2.0: sill = 2.0, range = 10\n", "Cov. model gamma s=3.0: sill = 2.0, range = 10\n", "Cov. model gamma s=5.0: sill = 2.0, range = 10\n", "Cov. model gamma s=10.0: sill = 2.0, range = 10\n" ] } ], "source": [ "# Print sill and range\n", "for cov_model in cov_model_gamma_list:\n", " print(f'Cov. model {cov_model.name}: sill = {cov_model.sill()}, range = {cov_model.r()}')" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Plot covariance and variogram\n", "plt.subplots(1,2, figsize=(12,5))\n", "\n", "plt.subplot(1,2,1)\n", "# plot covariance\n", "for cov_model in cov_model_gamma_list:\n", " cov_model.plot_model(label=cov_model.name)\n", "cov_model_exp.plot_model(label=cov_model_exp.name, ls='dashed', color='black')\n", "plt.legend()\n", "plt.grid(True)\n", "plt.title('Covariance')\n", "\n", "plt.subplot(1,2,2)\n", "# plot variogram\n", "for cov_model in cov_model_gamma_list:\n", " cov_model.plot_model(vario=True, label=cov_model.name)\n", "cov_model_exp.plot_model(vario=True, label=cov_model_exp.name, ls='dashed', color='black')\n", "plt.legend()\n", "plt.grid(True)\n", "plt.title('Variogram')\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Model: `power`\n", "\n", "**Warning: this is not a stationary model (does not reach a plateau / sill).**" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [], "source": [ "w = 2.0\n", "r = 10.0\n", "s_list = [0.2, 0.5, 1.0, 2.0, 3.0, 5.0]\n", "cov_model_pow_list = [\n", " gn.covModel.CovModel1D(elem=[('power', {'w':w, 'r':10, 's':s})], name=f'pow s={s}')\n", " for s in s_list]" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Cov. model pow s=0.2: sill = 2.0, range = 10\n", "Cov. model pow s=0.5: sill = 2.0, range = 10\n", "Cov. model pow s=1.0: sill = 2.0, range = 10\n", "Cov. model pow s=2.0: sill = 2.0, range = 10\n", "Cov. model pow s=3.0: sill = 2.0, range = 10\n", "Cov. model pow s=5.0: sill = 2.0, range = 10\n" ] } ], "source": [ "# Print sill and range\n", "for cov_model in cov_model_pow_list:\n", " print(f'Cov. model {cov_model.name}: sill = {cov_model.sill()}, range = {cov_model.r()}')" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "data": { "image/png": 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MHz6c1atXU1BQwJQpU1i4cCG9evXi0KFDJWZR6datGytXrqSgoIAPP/yQDRs28Mcff+Dl5VViZPhHnevLL7/k3LlzvPPOO+zevZtly5bh7+//TGUQhBeRpBGjLAiCIAiCIAiC8IT8/PywtbUlKChI16EIwgtF1KQLgiAIgiAIgvBAKpWKwsLCEsuCg4M5d+4cgYGBuglKEF5goiZdEARBEARBEIQHun79Ou3atWPIkCE4OTkRGRnJggULMDc3JywsDGtra12HKAgvFDFwnCAIgiAIgiAID2RpaUmDBg1YvHgxd+7cwdjYmC5duvDVV1+JBF0QngNRky4IgiAIgiAIgiAIFYToky4IgiAIgiAIgiAIFYRI0gVBEARBEARBEAShgngp+6Sr1Wpu3bqFqakpkiTpOhxBEARBQKPRkJmZiZOTEzKZeIb+rMS9XhAEQahoHvde/1Im6bdu3cLFxUXXYQiCIAjCfeLi4qhSpYquw6j0xL1eEARBqKgeda9/KZN0U1NToPjimJmZPdOxVCoVe/bsoUOHDiiVyrIIr1IR5RflF+UX5RflL5vyZ2Rk4OLior1HCc9G3OvLjii/KL8o/8tbfhDXoCzL/7j3+pcySb/X7M3MzKxMbtxGRkaYmZm9tP9oRflF+UX5RflF+cuu/KJpdtkQ9/qyI8ovyi/K//KWH8Q1eB7lf9S9XnR6EwRBEARBEARBEIQKQiTpgiAIgiAIgiAIglBBiCRdEARBEARBEARBECqIl7JPuiAIgiAIgkajobCwkKKioodup1KpUCgU5OXlPXLbF1FlLr9cLkehUIixHgRBqFREki4IgiAIwkunoKCA+Ph4cnJyHrmtRqPBwcGBuLi4lzLZq+zlNzIywtHRET09PV2HIgiC8FhEki4IgiAIwktFrVZz7do15HI5Tk5O6OnpPTT5VKvVZGVlYWJigkz28vUUrKzl12g0FBQUcOfOHa5du4aHh0elil8QhJeXSNIFQRAEQXipFBQUoFarcXFxwcjI6JHbq9VqCgoKMDAweCmTvMpcfkNDQ5RKJTExMdoyCIIgVHSV6y+tIAiCIAhCGalsCafwdMTvWRCEykb81RIEQRAEQRAEQRCECkIk6YIgCIIgVDiffvopkiSVeHl7e+s6LEEQBEF47ipdkj5r1iwaNmyIqakpdnZ29OzZk6ioKF2HJQiCIAhCGatZsybx8fHa16FDh3QdkiAIgiA8d5UuSQ8JCWHcuHEcO3aMoKAgVCoVHTp0IDs7W9ehCYIgCIJQhhQKBQ4ODtqXjY2NrkMSypBGo2H69Ok4OjpiaGhIu3btiI6Ofug+orJGEISXQaUb3X3Xrl0lPv/xxx/Y2dlx6tQpWrVqVe7x5BXmlfs5BUEQBOFlEB0djZOTEwYGBjRt2pRZs2bh6upa6rb5+fnk5+drP2dkZACgUqlQqVQltlWpVGg0GtRqNWq1+pFxaDQa7c/H2f5F87zK/8033/DDDz+wZMkS3N3dmT59Oh07diQsLOyBo7AHBwfz5ptv0rBhQwoLC/nf//5Hhw4dCAsLw9jYuNR91Go1Go0GlUqFXC5/4jjv/fv577+jl4Uo/8tdfni5r4FGo6GwsBAom/I/7jEqXZL+X+np6QBYWVk9cJsnuXE/iduXwlkz8xsS0tO4vHy19g///TOtSv9aKN39T9J+RDs3a3GfO6S720uyu6v+te3d98VvpX8OLUnFH+8d6+7n4mPeXa5ddXeZTKZdJ8nubi9JyGTFn5Eofn93vbYE/5pLVqPRkJySwoazx5Dujp5acq7Zf+/3zxtJJkMmk92NQYZMLi+5TPteXmLZv7eRyeQllskUCuQKBXKFErlSefdz8Xu5XIFc+a/P/9lOoVQiVz58ntzSvMx/tECUX5RflP/fP8vqeEKxxo0b88cff+Dl5UV8fDyfffYZLVu2JCwsDFNT0/u2nzVrFp999tl9y/fs2XPfNGv3auizsrIoKCgAiu9neaqHJ6C5yWlPX6AHMFDKHvve07VrV3x8fABYvXo1SqWSkSNH8tFHH2mPkZaWxocffsiuXbsoKCigWbNmfP3111SvXh2NRoOHhwezZ8+mR48eALRs2ZI7d+4QGRkJwNGjR+nZsyfXrl2777plZmZy6NAhPvnkEyIjI1EoFHh7e7No0aIHPjx5EI1Gw9y5c3nvvfdo3bo1AD/++CNeXl6sXLmSPn36lLrf6tWrS3z+4Ycf8PDw4MCBAzRv3rzUfQoKCsjNzeXAgQPaL9tPIygo6Kn3fRGI8r/c5YeX8xpkXr9M8vmTmLl7UBalz8nJeaztJM29x6OVkFqtpnv37qSlpT20n9qnn35a6o17xYoVjzU/6oPEJURx6LflrDsVRitPd7rUEQPaVGqShCRXIFMokBQKZAql9rNMofxnmeKfZTI9PWRKfWR6eshLvNdHeoqn9YIgvLxycnJ49dVXSU9Px8zMTNfhVDhpaWm4ubnx/fffM2rUqPvWl/ZA3sXFhaSkpPuuZ15eHnFxcVStWlVbY5tTUEitT8v/C2jYp+0x0nu8OpM2bdpw6tQpRo4cyRtvvMHJkyd54403+P777xk9ejQAPXv25PLly8yfPx8zMzM+/PBDrl69SlhYGEqlkr59++Lo6MiPP/5IamoqTk5OGBoacuTIEby9vfnyyy/ZtWsXBw4c0J5Xo9GQmZmJoaEh9vb2vP7664wdO5aCggKOHz9O69atcXV15eDBg3Tp0uWhZZg/fz6DBw/m6tWreHh4cOrUKfz8/LTrW7duTd26dZk7d+5jXZPLly/j5eXFuXPnqFWrVqnb5OXlcf36dVxcXJ5qnnSVSkVQUBDt27dHqVQ+8f6VnSj/y11+eLmvQcifizm3ZzvmnjV5deonz1z+jIwMbGxsHnmvr9Q16ePGjSMsLOyRA8lMnTqVSZMmaT/fu3F36NDhmb4IZWUEErtmJUVqNfsjr2BWzRrPak4YyPRxM3bBxcQFpaQEtRqNugiNqghNUSEalQpNYSEUFqEuLERTWISmSAWqQtQFKjQFBajzC9CoCkCj4V51efHTlOIn5Zriam/UkhwkGRokNJIMjSShkclB3wAMDJH0DZH0DUBfD5T6oKeHRqGHRpJTVKRGXaRBXahGrdZQVHj3fZGaoiINRYXquyd90HMcTSlvH/7MR6aQUOjLUColFPoSCqWEQk9CqVe8/N57uZ6EQiFDkorj0WiKmyRq7r7U6iI0Rf9aplFTVFiIulBFkaqQokIVRYV3f6pU/3y+u079r3X/lEGDprB427IgV+qhb2SMvrERBsamGJqZY2RmXvzTvPinoZk5RqZmGJqZY2BqikxWuRL7l/mPNojyi/KXbfnvtfISSmdhYYGnpyeXL18udb2+vj76+vr3LVcqlff9foqKipAkqbgV1t1WYLqaS/vfMTwOFxcX5s6diyRJ+Pj4cPHiRebNm8fYsWOJjo5m69atHD58mGbNmgHFFRIuLi5s2bKFfv360bp1axYuXIhMJuPQoUPUq1cPBwcHDhw4gK+vLyEhIQQEBJSI6V4T98zMTNLT0+nWrRseHh5A8eB+9zRq1IizZ88+NH57e3tkMhm3b98GwNHRscS57O3tSUxMfKxrolarmTRpEs2bN6dOnToP3E4mK26tUNq/hSfxrPtXdqL8L3f54eW8BgmXi8e8MLCxL5PyP+7+lTZJHz9+PNu2bePAgQNUqVLlods+yY37SZhbmjG0uRpVth5zQwvYc+ACtzvIybTIBC6ilCnp7N6Z13xfw8vK64mPr9FoUGfnoM5IpygzE3VGBkUZGRSmpFCUnExhUjJFKcU/C5OTKEpOpigt7fEOrlSidHREz8UFPTdXlK6u6Lm6oefqitLFBdnd66UuUlOoUlOkUqPKL6Igr5CCvCJUecXv87ILOHfmAjWqeVKkgoK8wuJ1uYXkZavIzykkL0tFfo6Ke202igqLX+Q+Okx9IwVGZnrFL3N9TK30MbE0wNTKAJO77/WNFE/cTL3ENS4qorCgAFV+XvErLw9Vfr72c+G/Phfk5Ra/z8tDlZdLblYW8XGxGBsaUJCTQ35OFvk5OaDRUKQqICe9gJz01McLRpIwMjPH1NoGU2sbTKxstO9NrWwwtbHB2NIaRQX84/gy/tH+N1F+Uf6yKP/LfA0fR1ZWFleuXOG11157Lsc3VMoJn9Gx1HVqtZrMjExMzUzLPJk3VD7Zw9kmTZqUuOc1bdqU2bNnU1RUREREBAqFgsaNG2vXW1tb4+XlRUREBAABAQFMmDCBO3fuEBISQmBgIA4ODgQHBzNq1CiOHDnCBx98UOq5raysGD58OB07dqR9+/a0a9eO/v374+joWFwWQ0Nq1KjxpJfgqT1uZY0gCMLTUOXlcfv6VQAMbO3L9dyVLknXaDS8/fbbbNy4keDgYNzd3XUWi0wmEa+x5pv2+hzLceHYhStkLM7g81Wfs/b6Ws4nnWfzlc1svrKZRg6NGOIzhFZVWiF/zNpSSZKQmxgjNzHmcb+6aVQqClNSKbydiCo+nsKEBFTxCcXv4+NRJSRQeOcOqFSoYmNRxcaSffjwf0+Mwt4ePVdX9Nxc0atWHf0aNTCsUR1TZ4cSXw5UKhVX007ToJPbQ79gatQa8nMLyc9RkZd9N4HPVpGXrSI3U0VO5t2ENqOAnIx8cjIKUBdqyM8pJD+nkNSEB/ffUOrLMbEywNRSv/intQHmtoZY2BlhbmuInuGD/5lLknS3f7oC/afo+qBSqdixYwedO3fWll+jVlOQl0t+djZ52VnkZ2eRm5VJbkY6Oenp5GSkaX/mZmSQk55GblYmaDTkpKeRk55G4tXSa4oAjMwtsLB3xMLB8b6fBiamT/3AQhAEoSKZPHky3bp1w83NjVu3bvHJJ58gl8sZNGjQczmfJEkPbHauVqsp1JNjpKfQWY17WalduzZWVlaEhIQQEhLCF198gYODA19//TUnTpxApVJpa+FLs2TJEt555x127drF6tWr+fjjjwkKCqJJkyYcPHiQTp06PfT8CxcuZPDgwTg4OACQmJioTfLvff538/cHeZLKGkEQhKeRcDUajVqNsaUVCqPSB6Z8Xipdkj5u3DhWrFjB5s2bMTU1JSEhAQBzc3MMDQ3LPZ5ErFDKJf54rwuBH67hYthF1n65lmXLlnE+6TzLwpcRFBPE8YTjHE84joupC4N9BtOrRi+MlE/fH/5BJKUSpb0dSns7DGvXLnUbjUpF4Z07FNy4gSoujoLYOApiY1DFxFIQG4s6K4vChAQKExLIOX68xL4yY2P0qldHv3px4i6vWhVFSgqPGtpAkkkYGCsxMFZibvvocmg0xQl67t3kPTsjn+y0ArJS8shMySMrNZ+s1DxyM1Wo8otIjc8mNb70afgMTZWY2xpibmuEuZ1h8Xs7IywdjNAzKPv/BSSZrLiZu5ExZrZ2j7WPuqiI3MwMstNSyUy+Q2ZyMpnJd8hKTiIzOYnMlCSykpMpVBVoE/lblyLuO46+kTEWDo5YOVXBuoor1i5u2Li4YW5rpx3YTxAEoTK4ceMGgwYNIjk5GVtbW1q0aMGxY8ewtX2Mm8gLLDQ0tMTnY8eO4eHhgVwux8fHh8LCQkJDQ7WJdnJyMlFRUfj6+gLFDyNatmzJ5s2buXjxIi1atMDIyIj8/HwWLlyIv7//A0dJv6devXrUq1ePqVOn0rRpU1asWEGTJk3w9/d/rObuAO7u7jg4OLBv3z5tUp6RkUFoaChvvvnmA/evSJU1giC82G5FFX/XdvTw+tcI2OWj0iXp8+fPByAwMLDE8iVLljB8+PByj+e2VDxnq5MykzVr1tC6dWtWrFhB//796dGjB3UD6hKfFc/KqJWsu7SOuMw4vjr+FT+f+ZneHr151edVnEycyjVmSalE6eSE0skJGjUqsU6j0VCUloYqJoaC2FgKrl8n/8pV8q9cpuB6DOrsbPLOnyfv/HntPtWAaz//goG3N/o+Phj4+GDg64N+tWpIenpPF6P0T1Jv6fDgLwuqgiKyU/PJvJe8p+SRmZxH+p1c0u7kkptRQG5mcW19wtX7+3uaWOlj5WiMlaMxlo7GWDkZY+Vg/NDa9+dBJpdjbGGJsYUldlWrlbqNRqMhNzODzKQ7pCXGk5YQX+JnVkoy+TnZJF69fF9NvEJfH2tnF2xc3LCu4oqde3Xs3WtgYGJSHsUTBEF4YqtWrdJ1CBVSbGwskyZNYuzYsZw+fZoff/yR2bNnA+Dh4UGPHj0YPXo0CxcuxNTUlA8//BBnZ2ftaO5Q/B3qvffew9/fH5O794FWrVqxfPly3n///Qee+9q1ayxevJju3bvj5OREVFQU0dHRDB06FHiy5u6SJDFx4kQ+//xzPDw8cHd3Z9q0aTg5OdGzZ0/tdm3btqVXr16MHz8eqHiVNYIgvLhuRRfPeuHo4U18OQ+1XumS9Io2GP0dmTUA8qxbtGzZku+++47s7Gy6deum3cbRxJFJDSbxRp032HJlC8sjlnM94zpLw5fyV8RftHVty2u+r+Fn66fzpsqSJKGwtERhaYnhf5qbaVQqCmJjyY++XJy0X7lCXvRl8q5ehawsck6eJOfkyX+OpVSi51GjOGn39sGgZk0Mavpq+7uXBaWeHAt7IyzsS2+VUJBXSPqdXNJv55J+J0f7Pi0xh5yMArJS8slKySf2YkqJ/Uws9bF2NsHGxQRbF1NsXEwxszHQ6e9Huttn3cjMHPtq938JUuXnkX47kdSEW6TciCP5RixJcTGk3LpBYX5+qcm7ub0D9u41sK929yUSd0EQhApt6NCh5Obm0qhRI+RyORMmTGDMmDHa9UuWLGHChAl07dqVgoICWrVqxY4dO0p0SQsICKCoqKhEhUdgYCCbN2++rxLk34yMjIiMjGTp0qUkJyfj6OjIuHHjGDt27FOV5YMPPiA7O5sxY8aQlpZGixYt2LVrV4kR2K9cuUJSUpL2c0WrrBEE4cWk0WiIv1ScpDt4eBF/6Uq5nr/SJekVTazkDBrQT7oI6iImTpz4wG2NlEYM9B5If6/+HLp5iL/C/+JY/DGCYoIIigmilnUthvgOoUPVDihlFW8AIUmpLG7mXr06UDy4jkqlYsfWrbT18qIwOpr8iAjyIiLJi4hAnZlJfngE+eERpN87iFKJgZcXhnXqYFi3DgZ16qBXtepzS371DBTYuphi63L/nLp52SpS7jaTT7mVTUp88SsnveBuc/p8YsKStdvrGymwqWKCjYspti4m2LiaYmL9dC0FngelvgE2d5u307Cpdrm6qIi0xASSb8SQFBdDUmwMidcuk56YoH1dOvbPoDvWVVxx9vLF2bv4ZWZrr/OHR4IgCEIxpVLJ3Llztcnqf1laWvLnn38+9Bh+fn73VXpMnDjxod9hoLip+saNG58o3oeRJIkZM2YwY8aMB25z/fr1Ep8rWmWNIAgvprSEW+RmZiBXKrF1qwYiSa9crsirk64ywrwgA26dhSoNtOtycnL48ssv+eijj0rMxy6TZLSq0opWVVpxKfUSyyOWs+3KNsKSw/jw4Id8f/J7BvkMoq9HXywMLMq/UE9KLkff0xOTmjXhbhM1jUaD6uYt8iLCixP38Ahyw8IoSkoiLyyMvLAwUlesAEBmbo5h7doY1q2LoV9dDOvVQ14OtbkGxkqcaljgVMOixPJ7yXvyjSzuxGWSFJdF8q0s8nMKuXkpjZuX0rTbKg3kyIwNOaG+jlN1S+zdzTA0rTiJOxQ3pbdycsbKyRmPRv8MBpSXlUXitcvaGvZ7iXvyjViSb8Ryft8uAEwsrXDy8sXZuyZuteti5ewiknZBEARBEAThhXXrbi26vXsNncysJJL0ZyTJFRzJr0kn+Qm4sq9Ekt67d292797NlStXWLFiRamJjaelJ581+4x36r3D2ktrWRW5itu5t5l3eh4Lzy2kW/VuDPEZQjWL0vspV1SSJKFXxRm9Ks7Qvj1QnLgX3rpF7rlz5J47T+758+SFh6NOTyf70CGy702hIpNh4O2NUUN/DBs0wMjfH4WVVbnFXlryXlSoJjUhmzuxWSTFZXInLpM7cVmo8oogT8GZ3XGcIQ4AM1tDHNzNsHc3x7GGOTbOJkiyipfUGpiY4FbbD7faftplORnp3IqK4GZUODejwkm8cpms1BQuHTukrW03sbTCrU493Gr74eRTS0fRC4IgCIIgCMLzcW/QOCcvH52cXyTpz0ghk9iv9itO0i9ugoB/5hadOnUq+/btY9WqVdSpU4epU6c+8DjWhta8UfcNRtYaya7ru/gr/C8iUyJZe2ktay+tpblzc17zeY1mTs0qbS2mJEkonZ1ROjtj1rkzUNzPPS/qErnnzpJ3/jw5Z86iio0lLzycvPBwWFrcZE+vWjWM/P0xauiPkb8/yn9N11Ie5AoZNlVMsaliChSfW63WcDs2nX1bj2Bn6sad65mkJuSQcSeXjDu5XDqeCBQ3k3esYYGThwXOnhbYuJgiq4BJO4CRmTk1GjahRsMmAKgK8km8HM3NqHDiwi9wM+IiWakpXAzZx8WQfQDoWVhxJDMFz8bNcKjuIUaRFwRBeE6Cg4N1HYIgCMJL4d6gcU6e3jo5v0jSn5FSLrGrqCFf6f+B7PZFSLwI9jWB4oFZfvzxR958803+97//UatWrRIDypVGT65H9+rd6VatGycTT7IsfBn74/Zz+OZhDt88TDXzagzxHUK3at0wUBg89FiVgaRUYlirJoa1asLgwQCoEhPJOXmS3FOnyDlxkvzoaAquXqXg6lXS1qwBQOnminGzZhg3bYpx48bIzc3LPXaZTMLa2RgTVxWBnT1RKpXk56hIvJ5B4rUMEq6mE38lnfycQq6fT+L6+eKBb/QM5MVJu6cFLt5W2FSpmDXtAEo9far41qKKby0a9+pPYUEBNyPDiQk7S8z5M9y+doWCtBRObl3Pya3rMTK3oHqDRlT3b4xrbT+UemU3SKAgCIIgCIIgPG/5OdkkxcUA4OQpatIrJblMIgMTUpwCsbkRBCcWQ9c52vVvvPEG58+fZ/78+bz66qscO3aMmjVrPvK4kiTR0KEhDR0aEpcRx4rIFWyI3sDV9KvMODqDH07/QD/Pfgz0Hoid0ePNxV1ZKO3tMe/SBfMuXQAoTE0l98wZck4Ujx6fFx6OKiaWtJhY0lauKm4eX7NmccLerCmG9eqV6QjyT0LfSImrrzWuvsWj/quL1NyJy+LWpTRuRadyKzqNgrwiYsKSiQlL5ihXMDRV4uJjhauvFVV8rDA2r7iJrUJPD7c6frjV8YNXh5ORksyWv/7ATK0i5txpctLTuPD3Hi78vQeFnj7u9Rrg3TwA93r+ImEXBEEQBEEQKrz4y5dAo8Hczh5jC0tUKlW5xyCS9GekuNu0N7bGkOIk/exKaDMNjP7pQz1v3jzCw8MJCQmhW7duhIaGYmtr+9jncDFzYUqjKbzl9xYbozeyInIFN7NusujCIpaELaGje0de83mNmjaPTv4rI4WlJaZt2mDapg0ARVlZ5Bw/TvaRo2QfPVo8FdyFC+RduEDyr78i6etj1KABxi1bYhIQgJ778xs9/lFkchn2Vc2wr2pGvQ6uqNUakm9kcfNSKjejUrlxKY3cTBWXjidqm8dbO5vg6muFS00rnDwskMsrbvNxQ1MzTKvWoFPnzsgkuBF+kcsnj3HlVCiZSXeIDj1CdOgR9AwNqeHfBO/mAbjW9kOuEH96BEEQBEEQhIrnXn90Rw/dNHUHkaQ/M6W8OPm7Y90QHOpAwnk4tQRavvfPNkol69ato3HjxmRlZXHz5s0nStLvMdUzZWjNoQz2Gcz+uP38Ff4Xp2+fZvvV7Wy/up36dvUZ4juENi5tkMvkZVbGikZuYlIiaVclJpJ99Cg5R4+SfeQohXfukH3kCNlHjnD7669RurhgEhCASUAARo0a6qyWHYqbyNu6mmLraopfO1eKCtUkXE0nNjyFuPAU7sRmknwzi+SbWZwJikXPUIFbTSuq1rXBraY1+kYVb2q+e+QKpbaWvc2Isdy+doXIIweIOnKQzOQ7hB/cT/jB/RiYmuHVtCW123TA3r26rsMWBEEQBEEQBK34e/3RdTRoHIgk/ZnJ7/YlLlIDTcfDxjFwbAE0Ggv6/0wjZmNjw44dO9DT08Pd3f0ZzymnnVs72rm142LyRZaFL2PXtV2cvn2a07dP42zizCDvQfT26I2p3v3zg79olPb2WPTsiUXPnmg0GgquXCH78GGyQg6Qc+IEqrg4UpctI3XZMiRDQ4ybNLmbtLcq9wHo/kuukOHsaYmzpyVNe1YnN7OAuMgU4i6mEHMxmdxMFdEnbxN98jYymYSjhwXudWyoWscGc1tDncb+MJIkYV+tBvbVatDq1eHcuhRJ5JEQLh07TE56Guf2bOfcnu3YVa1O7TYd8G4RgIHx8592TxAEQRAEQRAeRKNWa6df01V/dBBJ+jNT3G2KXKhWQ53eEDwLUq/B0Z8hcEqJbb28vEp8vnXrFk5OTs90/prWNZnVchbvNniXVZGrWHtpLTezbvLdye/45ewv9PLoxWDvwbiYuTzTeSoLSZLQr1ED/Ro1sBo2DHV2NtnHjpEVHELWgQMUJiaStX8/Wfv3A6Dv7Y1pu3aYtm+HvqenzkfONzTVw7OhA54NHdCoNSRez+Da+SSunUsiNT6bm1HFzeQPrY3G2tmEGg3sqNHADgt7I53G/TCSTIazty/O3r60HjaG2AtnCQvey+UTR7l9/Qr7fp9PyF+/4dGkOfU6dsXRw+vRBxUEQRAEQRCEMpZ8I5aC3ByU+gbYulbVWRwiSX9Gyrs16aoiDciV0HY6rBsBh+eB/wgwKX1Qt61btzJo0CDmzp3L66+//sxx2BnZ8U79dxhdZzTbr25nWfgyrqRfYXnEclZErCDQJZDXfF/D395f54loeZIZG2Pati2mbdui0WjIj4oqTthDQsg9d478yEjyIyNJ+uknlC4u2oTd0M9P51OJSTIJh2rmOFQzp2nP6qTdztGOEn/rcrq2WXzolqvYuPyTsJvbVtyEXSaXU9WvAVX9GpCbmUHEwf1c2B9EUux1Ig7uJ+LgfhxqeFLvlW54NmmBQllxm/cLgiAIgiAIL5Z7U6851PBEJtdd9+GKOyJVJaGQ32vurileULMXONUHVTYETX/gfqdOnSI7O5s33niDoKCgMovHUGFIX8++bOyxkYXtFtLCuQUaNOyP28/I3SPpv60/my9vpqCooMzOWVlIkoSBtzc2b4yl6soVeBw+hOOXX2LSpg2Svj6quDhSliwh5tXBRLcKIH76J2QdPIimoGJcKws7I/zaudJzUn1GftOC1q954+prhSSTSIrL4timqyybdow1X57g9O4YMlPydB3yQxmamlG/cw+GfvMjg7/4npqB7ZArlSRcvsTOn2azaNwIjqxdTk56mq5DFQRBEJ4DjUbD9OnTcXR0xNDQkHbt2hEdHf3QfT799FMkSSrx8vbW3eBOgiC8WG5F6XZ+9HtETfozutcnvVCtLl4gSdD5O1jcFs6thDoDoHrr+/b75JNPuHLlCsuWLaNv374cOHCAunXrlllckiTRzLkZzZybcTXtKssjlrPlyhYiUyL5+PDHzDk1hwHeA+jv2R9rQ+syO29lorC0xKJ3Lyx690KdnU3WocNkBgWRFRxMUVISaWvWkLZmDTJTU0zbtcOsc2eMmzRGqgC1uwYmSnybO+Hb3IncrAKunU3i8qlEbkSlcSc2kzuxmRzddAVnT0u8mzhQrZ4tegYV8393SZJwqOHJKzU8aTV4BBf27ebsnu1kpSRzdN1KTmxeT6027WnYrQ9mti/WdIOCIAgvs2+++YYffviBpUuX4u7uzrRp0+jYsSPh4eEYGBg8cL+aNWuyd+9e7WeFmDFEEIQycq8mXZf90UHUpD+ze1OwqYo0/yys0gAajS5+v3UC5Gfet58kSSxevJhWrVqRkZHBK6+8wrVr155LjNUsqjGt6TSC+gYxof4E7IzsSM5L5pezv9BhXQemH57OpdRLz+XclYXM2Bizjh1w/u5bPI8cxmXRIiwGDEBua4M6M5P0jRuJGz26uIb900/JDj2OpqhI12EDYGiih28LJ7pPqMeIr5sTONgLZ08L0MDNqFT2LY1gyQeH2LsknLjIFNRqzSOPqStGZuY07tWf13/8ja4Tp+BQw5NCVQFnd2/ntwmj2fnz9yTfiNV1mIIgvIg0GijIfvBLlfPw9U/70jz+3+TAwEDGjx/P+PHjMTc3x8bGhmnTpqH51zFSU1MZOnQolpaWGBkZ0alTJ23ttEajwdbWlnXr1mm39/Pzw/Ffg6geOnQIfX19cnJySo0hODiYRo0aYWxsjIWFBc2bNycmJuZJrzYajYa5c+fy8ccf06NHD+rUqcOff/7JrVu32LRp00P3VSgUODg4aF82NjZPfH5BEIT/ys3MIPXWDQCdj5EkHj0+o3tTsBX+N/FpMw2idkJaDOx4H3otuG9ffX19Nm/eTKtWrbhw4QIdO3bk8OHDTzU92+OwMLDg9dqvM6zmMIKuB/FX+F+EJYex8fJGNl7eSGPHxrzm8xotq7REJr28z28kPT1MWrbApGULHD6ZTu6pU6Tv2EHmrt0UpaaStmo1aatWo7C1xbhjBwzMzEp8QdIlQ1M9arZ0pmZLZzKSc7kUmkDksQTSb+cSFZpAVGgCJpb6eDZ2wLe5Y4Xtvy5XKPBq2hLPJi2Iu3ie0E1rib1wlvADfxN+4G88GjWjWf/B2Li46TpUQRBeFKoc+LL0wVxlgMXzOu9Ht0DP+LE3X7p0KaNGjeL48eOcPHmSMWPG4OrqyujRxZUDw4cPJzo6mi1btmBmZsaUKVPo3Lkz4eHhKJVKWrVqRXBwMH379iU1NZWIiAgMDQ2JjIzE29ubkJAQGjZsiJHR/feHwsJCevbsyejRo1m5ciUFBQUcP35cO9bNwYMH6dSp00PjX7hwIYMHD+batWskJCTQrl077Tpzc3MaN27M0aNHGThw4AOPER0djZOTEwYGBjRt2pRZs2bh6ur62NdQEAShNDfvzo9u5VQFQ1MzncYikvRn9M8UbP9J0gzMoPci+KNzcbP36m2hTr/79rewsGDXrl00a9aM6Oho5syZw5dffvlcY1bKlHSu1plO7p04d+ccf4X/xd7YvYTGhxIaH4qbmRuDfQbTo3oPjJQVM4krL5JMhlHDhhg1bIjD//5H9rFQMnbuIDNoL4V37pC+bDmuQMymzZh374Z59x7oV3u2KfbKipm1If6d3WnQqSqJ1zKIPJbA5ZOJZKXmc3pXDKd3xeDiY4lvC2fc/WyQyyvegxlJknCtVRfXWnVJuHyJ0E1ruXziKNHHjxB94ii+LQJp2m8wFvYOug5VEAShXLi4uDBnzhwkScLLy4sLFy4wZ84cRo8erU3ODx8+TLNmzQBYvnw5Li4ubNq0iX79+hEYGMjChQsBOHDgAPXq1cPBwYHg4GC8vb0JDg4mICCg1HNnZGSQnp5O165dqV69OgA+Pv80CfX39+fs2bMPjd/e3h6AhISEEp//vf7eutI0btyYP/74Ay8vL+Lj4/nss89o2bIlYWFhmJq++NPOCoLw/NyMvAiAs09NHUcikvRndm8KNlWR+v6Vbk0hYErxtGzb3gXn+mBd/b7NnJyc2L17N4sWLWLGjBnPO2QtSZLws/PDz86PW1m3WBm5kvWX1hOTEcOXoV/y45kf6evRl0Heg3A00e184hWBpFBg0qI5Ji2ao/nkE7IOHyZt23YygoIovHWL5AULSV6wEIO6dTDv0QOzTp1QWFrqOuziPt93R4lv0a8G188nE3H4FrERKcRFpBIXkYqhmR4+zRyp2cIJM5uKOf+6Qw1Pekz+H0mx1zmydgXRx48QfnA/kUcOULtNR5r0HoCJ1cs5voIgCGVAaVRcq10KtVpNRmYmZqamyMp65o8nfBjepEmTErO0NG3alNmzZ1NUVERERAQKhYLGjRtr11tbW+Pl5UVERHENUUBAABMmTODOnTuEhIQQGBioTdJHjRrFkSNH+OCDD0o9t5WVFcOHD6djx460b9+edu3a0b9/f21zeUNDQ2rUqPGkV+CJ/Lumvk6dOjRu3Bg3NzfWrFnDqFGjnuu5BUF4sWmTdC9fHUci+qQ/s3tTsBUWPaC5c8vJ4NoMCjJh5UDISy91My8vL7777jvt4CcajQa1upTE/zlxMnHiPf/3COoXxNRGU3E1dSWzIJMlF5fQaUMnJodM5uzts+UWT0Un6elh2ro1Dl/N4sr0adh/+w0mAQEgl5N37jyJM2YS3SqAG2+/TebevRVmhHiFUk6NBnZ0e8eP12Y2pcErbhiZ6ZGbUcDpXTH8Ne0oW384y/ULSWgqaN91G9eqdH/vIwZ/8T1udeqhLiriXNAOfntnNIfXLEOVV7FHtRcEoYKSpOJm5w96KY0evv5pX+U8LWrt2rWxsrIiJCREm6QHBgYSEhLCiRMnUKlU2lr40ixZsoSjR4/SrFkzVq9ejaenJ8eOHQOKm7ubmJg89LV8+XIAHByKW0AlJiaWOH5iYqJ23eOwsLDA09OTy5cvP+mlEARB0FLl55F4tfjvSBVRk175PbC5u3YDBfT7Axa1hqRLsH40DFoJsgfPu1dYWMiYMWMwNTVl7ty55TqvubHSmFd9XmWg90AO3DjAsvBlhCaEsvv6bnZf300dmzoM8R1CO7d2KGW6H+W8ItAolZi+8gpW3bpRmJRExvbtpG3eTH54BJlBe8kM2ovcwgKzLl0w790Lw5q6/x8fwMzGkCY9q9OwmzvXzyVx8dAt4sJTiL37MrczpE7rKng3dayQI8M71PCk7/9mEnfxPIdW/cWtSxEcW7+KsP1BtHp1ON4tAsv1/x1BEITyEBoaWuLzsWPH8PDwQC6X4+PjQ2FhIaGhodpEOzk5maioKHx9i2uGJEmiZcuWbN68mYsXL9KiRQuMjIzIz89n4cKF+Pv7Y2z88D7y9erVo169ekydOpWmTZuyYsUKmjRp8kTN3d3d3XFwcGDfvn34+fkBxc3pQ0NDefPNNx/7emRlZXHlyhVee+21x95HEAThvxIuX0JdVISJpRVmtvaP3uE5q3jfvCsZbXP3h9V6m9rDwOXw+ysQvRt2/w9emfXAp+chISEsWbKkeFdTUz7//PMyj/tRZJKMQJdAAl0CiUqJYlnEMrZf3c75pPN8cOAD7I3sGeQ9iB7uPco9topMYWOD1bBhWA0bRl7UJdK3bCZjy1YK79whdflyUpcvR9/XB8t+/TDr2hV5Beg/J5fLqF7fjur17Ui/k0tYyA3CD8eTfjuXg6ujCd18FZ9mTtRuXQVz24rXFN6lZh0GzviG6ONHCPnrdzLuJLLjp9mc2b2N1sPH4FhDt6NzCoIglKXY2FgmTZrE2LFjOX36ND/++COzZ88GwMPDgx49ejB69GgWLlyIqakpH374Ic7OzvTo8c/9OjAwkPfeew9/f39MTEwAaNWqFcuXL+f9999/4LmvXbvG4sWL6d69O05OTkRFRREdHc3QoUOBJ2vuLkkSEydO5PPPP8fDw0M7BZuTkxM9e/bUbte2bVt69erF+PHjAZg8eTLdunXDzc2NW7du8cknnyCXyxk0aNATXUdBEIR/u3Gvqbt3zQpRySOauz+jRzZ3v8epHvT4ufh96Hw4OPuBm7Zt25affy7e9osvvmDWrFllEuvT8rLyYmbzmezpu4e36r6FlYEViTmJzD09l06bOrElZwvXM67rNMaKyMDLE/v336dG8H5cFi/GrHNnJKWS/PAIEj6bQXTLVtz6cCo5p05VmNHhzW0Nad7Xg2GzmtFqoCcW9kYU5BVx7u84lk0/yo7550m4WnqXDV2SJAnPxs0Z8f18WgwcilLfgPjoKFb87z12zZ9LbmaGrkMUBEEoE0OHDiU3N5dGjRoxbtw4JkyYwJgxY7TrlyxZQoMGDejatStNmzZFo9GwY8cOlMp/Wr8FBARQVFREYGCgdllgYOB9y/7LyMiIyMhI+vTpg6enJ2PGjGHcuHGMHTv2qcrywQcf8PbbbzNmzBgaNmxIVlYWu3btKjFH+pUrV0hKStJ+vnHjBoMGDcLLy4v+/ftjbW3NsWPHntvMOIIgvBxuRoYD4Oyt+/7oIGrSn9kjm7v/W+2+kHUbdk+Fv2eCkRX4jyx107feeovs7Gw++OADPvroI0xMTHj77bfLMvQnZmNow5t+bzKq9ih2XNvBX+F/cSn1EseLjtN7W29aOrdkiO8Qmjo2rRBPoCoKSS7XDjhXmJpKxpYtpK5dS8HlK6Rv2kT6pk3oVauGRd++mPfsgcLKStcho2egoHZgFWq1ciY2PIXzf8cRG57CtXNJXDuXhGMNc+p3dMPJS7fTU/yXQk+Pxr36UzOgLYdW/cnFkH1cDN7L1VPHCXhtFL6t2oh/m4IgVGpKpZK5c+cyf/78UtdbWlry559/PvQYfn5+9z0cnjhxIhMnTnzofvb29mzcuPGJ4n0YSZKYMWPGQwfNvX79eonPq1atKrPzC4IgAKiLirh1KRIorkmvCERN+jNS3J0nXfW4g2w1fQtavlf8ftskCFv/wE3ff/99pk+fDsA777zD77///kyxlhU9uR49a/RkXbd1LGy7EG+FNxISB28eZGzQWHpv6c36S+vJKxQDeP2XwtISq2HDqLZ1K24rV2DeuzeSoSEFV69y+5tviA4I5OakSeScPFkhatclmYRbLWu6vePHoE8a49PMEZlcIv5yOtt/Ps/6r06Tc1OB+lEtScqZiZU1r7z1LoNmfouNixu5mRns+mUO6z7/mNT4m7oOTxAEQRAEQagg7sRcQ5WXi56hETaubroOBxBJ+jNT3p2KpbC0KdgepM00aDAc0MD61+H82gdu+umnnzJp0iQAxo0bR3x8/DNEW7YkSaKhfUOGmAxhY9eNvOr9KoYKQy6nXebTo5/SYV0HfjzzI3dy7ug61ApHkiSM6tXD6csv8Dh4AIdPP8WgZk1QqcjYsZOYIa9xrWcvUletRp2dretwAbByNKbNUB9e+7wZfu1cUOrLSbmVQ8p5Q1bPOMGF4BsUqop0HWYJTp4+DPlqHi0GDUOh1CM27BxL3x/PiS3rUasrVqyCIAiCIAhC+bsZdbepu5cPsocM7l2eRJL+jJ6oufs9kgRdvge/waBRw8YxcHblAzaV+O6775gwYQIbN27UzkVa0biauTK18VT29tvLZP/JOBo7kpqfyq/nf6XD+g58dPAjwpPDdR1mhSQ3McFy4ADc16/DfcN6LPr1RTIwID8qioRPPyU6IJCEL78k/9o1XYcKgImlPs37ejD0y2b4d3VDpqcmMyWfA6susWzasQqXrMsVChr37Mew2b/gVqceRSoVB5YvYfUnH4padUEQKpXg4GDmzp2r6zAEQRBeKDcj/hk0rqIQSfozeuLm7vfI5ND9J6g/rDhR3/QmnFxS6qaSJDF37lxeeeUV7bK8CjoXtJmeGcNqDmNH7x3MDphNPbt6FKoL2Xp1KwO2DWD4ruHsi9lHkajFLJWBry+OM2fiERKM3ZQpKF1dUWdlkfrnX1zt1JnYkaPI3LcPTZHur5+BsZL6HV1xDMymeb/qmFjqk51WMlkvUj1BC5PnzMLegT4fzaDDG++gZ2jIrUsR/PnBO5zZtRXNw2ZnEARBEARBEF5IGo3mn5r0CjJoHIgk/Zkp5U/R3P0emQy6zoWGrwMa2DYR9s+CR/RFvnz5Mt7e3qxevfrJz1lOFDIFHap24M9Of7Ki8wo6u3dGISk4lXiKicET6bKxC3+F/0VWQZauQ62Q5ObmWI8YTvVdO3FZ9CsmgYEgSWQfOcKNceO50r4DyUv+oCgzU9ehIsmhZisnhsxoSsAgz5LJ+vSjFSpZlySJ2q07MOzbn3GtVYfCgnz+XrKQdV9MIyslWdfhCYIgCIIgCOUoLTGe7LRU5AoFDtU9dR2OlkjSn9FTNXf/N5kMOn8Hre7OSxryFWwZD0WqB+6yaNEiYmJiePXVV1m5svRm8hVJbdvafN3qa3b22cnrtV/HXN+cm1k3+ebEN7Rb146vj39NXGacrsOskCSZDJOWLXFZMJ/qQXuwfn0UcgsLVLducfvrr7kc2JrEWbMouHFD16EiV8qoFVClRLKelfpPsh5xJB710/5/UsbMbO3o+7/PaTPyDRT6+sSGnePPD97m6ukTug5NEARBEARBKCf3pl6zr+6JQk9Px9H8QyTpz0hxN0lXPcvo1pIEbT6GrnNAksGZZbByEOSXXss8a9YsRo4ciVqtZsiQIaxYseLpz12OHIwdmFB/AkF9g5jWZBru5u5kq7JZFrGMrhu7MnH/RE4mVIxRzSsivSpVsJs8mRrB+3GYOQO9GtVRZ2eTsvRPrnToyI13JpBz+ozOr9+/k/VWAz0xtihO1v/+M4LVnx/n+vkknccIxQ9A6nXsymtf/YBt1WrkZmaw8evPCP5zEYWqBz8kEwRBEARBEF4MNyPv9UevOE3dQSTpz0x5t096YVn0afUfCQOWg8IQLgfB7x0hNea+zWQyGYsWLWLUqFGo1Wpee+01li9f/uznLyeGCkP6e/VnU49NzG83n+ZOzVFr1OyL3ceI3SMYsG0AW69sRfWQ1gQvM5mBAZb9+lFt61ZcFi3CuHlzUKvJ3LOHmFdf5fqAgWTs2IGmsFCnccqVMmoHVmHIjCY0610DfSMFKbey2f7LeTbOPk38lXSdxnePlZMzr34+m3qdugFwavtmVk6bTGrCLR1HJgiCIAiCIDxP92rSq1SgQeNAJOnP7F5z98KymifauzMM2wrGtpAYBr8GwrWD920mk8n49ddfef3117WJ+uLFi8smhnIik2S0cG7BgvYL2NRjE309+6Iv1yciJYKPDn1Eh/UdWHhuISl5KboOtUKSJAmTli1w/W0x7ls2Y963D5KeHnnnz3Nz0ntc7tCBlD//RJ2To9M4FXpy6nVw5bXPm1K/oxtypYz4y+ls+PYUO+afJyVe91PMKZRK2gwfS4/3p2FgYsrta1dYPvVdrpw6ruvQBEEQBEEQhOcgJz2teKYfScLJ00fX4ZQgkvRnpLg7T/pT90kvjUtDGBMMjn6QmwJ/9oDQX+8bUE4mk7Fw4ULGjh2LRqNh0aJFFOq49vRpVbeozidNPyGobxDv1HsHW0NbknKT+OnsT3RY14FPj3xKdGq0rsOssAw8PXH6/HNq7P8bm/HjkVtbU3grnsQvZ3G5dRvu/PQzhampOo1R30hJ017VGTKjKb7NHZEkuHYuiVUzj3Ng1SXysnTfcqKGf2OGfvMjTp4+5Odks+mbGRxZu1yM/i4IgiAIgvCCuVeLbuPihoGJiY6jKUkk6c9I+bRTsD2KeRUYuQtq9wdNEex8HzaMua+fukwmY/78+Xz//ffs2LEDhUJRtnGUM0sDS0bXGc3uPruZ1XIWvta+5Bflsz56Pb239GbMnjEcuHEAtUYkTaVRWFtjO34cNf7eh8Nnn6F0daUoPZ2kn37icpu2JM6ahSo+Xqcxmljq0/o1HwZOb4x7XRs0ag0Xgm+wbPpRzu+Po+hpZkooQ6bWNvT/5Ev8OnYB4Oi6lWz6diZ52WImAkEQhLK0YcMGOnTogLW1NZIkcfbs2cfab+3atXh7e2NgYEDt2rXZsWPH8w1UEIQX0s2ou/3RvSpWf3QQSfoz+6e5+3NILJSG0PtXaD+zeJ6rC2vg1wBICCuxmSRJvPvuu1hbW2uX7d27F3Ulrv1TypV0rdaVVV1WsfSVpbR3a49MknE0/ijj9o2jx6YerI5cTY5Kt025KyqZvj6WA/pTfecOnOd8j76vD5rcXFKW/snl9h24NfUj8q9c0WmMVo7GdH6zDj0m+mHtbEx+TiEHV0ezeuZxYi7qdjo0uUJJ25Fv8spb76JQ6nH19AmWT32X5BtiFgJBEISykp2dTYsWLfj6668fe58jR44waNAgRo0axZkzZ+jZsyc9e/YkLCzs0TsLgiD8y42Iu0m6T8Xqjw4iSX9mCvlzaO7+b5IEzd+B4dvB1AmSL8PitnByyQPnU1+wYAHt27dn5MiRlbb5+z2SJFHfvj7fB37P9l7bGeo7FBOlCdczrvN56Oe0X9eeOafmkJCdoOtQKyRJLsesUyfc16/HZfFijBo3hsJC0jdu5GqXrsSNH0/uBd1+sanibUX/jxoS8KoXBiZKUhNy2PbjObb9dI7UBN32V68Z0JaBM77BzNaOtMR4Vk6bTMz5szqNSRCE50Oj0ZCjynngK7cw96Hrn/b1JLNdBAYGMn78eMaPH4+5uTk2NjZMmzatxDFSU1MZOnQolpaWGBkZ0alTJ6Kjo7VltLW1Zd26ddrt/fz8cHR01H4+dOgQ+vr65DxgPJPg4GAaNWqEsbExFhYWNG/enJiY+we5fRyvvfYa06dPp127do+9z7x583jllVd4//338fHxYebMmdSvX5+ffvrpqWIQBOHllJ+Tze1rVwFw8aml42juV7nbRlcAhsriJD0rv+j5nsitKbxxCDa9AdF7YNtEuH4QuswGQ8sSm5qYmCCXy1m6dCmZmZksX74cAwOD5xtfOahiWoX3G77PW35vsenyJpaFL+NG1g1+D/udpReX0sGtA0N8h1DHto6uQ61wJEnCpEVzTFo0J/fcOZIXLyYzaC9Ze/eRtXcfxgGtsH3rLQzr1tVJfDK5jFqtnPHwt+PE9utc2H+DmLBk4iJTqN/BjQavuKHQk+skNvtqNRj85Rw2f/cFt6LCWT9rOu1GvUWddq/oJB5BEJ6P3MJcGq9oXO7nDX01FCOl0WNvv3TpUkaNGsXx48c5efIkY8aMwdXVldGjRwMwfPhwoqOj2bJlC2ZmZkyZMoXOnTsTHh6OUqmkVatWBAcH07dvX1JTU4mIiMDQ0JDIyEi8vb0JCQmhYcOGGBndH1NhYSE9e/Zk9OjRrFy5koKCAo4fP44kFbcqPHjwIJ06dXpo/AsXLmTw4MFPcIVKOnr0KJMmTSqxrGPHjmzatOmpjykIwsvnZmQ4Go0aCwdHTKysH71DORNJ+jNyNC9OfuPTc9FoNNob1XNhbA2DVsPRH2HvZxC2HmKOQs+foXob7WZDhgzB1NSU/v37s2HDBu3Ny9LS8iEHrzyMlcYM9hnMQK+BhNwIYVnEMk4knGDn9Z3svL6TurZ1GeI7hHau7VDIxD/x/zKsW5cqP/5I/pUrJP+6iPRt28gOOUB2yAGMW7TA5q23MKpfTyex6RspadHPg1qtnDm4JprYi8mc3HGdS8cTaDnAk6q1bXQSl5GZOf2mfcGeBfOIOBRM0KKfSIm/SdP+T/9FUxAE4Wm4uLgwZ84cJEnCy8uLCxcuMGfOHEaPHq1Nzg8fPkyzZs0AWL58OS4uLmzatIl+/foRGBjIwoULAThw4AD16tXDwcGB4OBgvL29CQ4OJiAgoNRzZ2RkkJ6eTteuXalevToAPj7/jIjs7+//yH7l9vb2z1T+hISE+45hb29PQoJoUScIwuOLC78AgItvbR1HUjqRwTwjR7PiJD1XpSY1R4WVsd7zPaFMBs0ngFtz2Di2uPn7X72g4Who/xnoGQPQo0cPdu7cSa9evThw4AAtWrRg586duLq6Pt/4ypFcJqeNaxvauLYhIjmCZRHL2HltJ+funONcyDkcjB141ftVenv0xlzfXNfhVjj61avj9PVX2Lz1Jkm//kr6ps1kHzpE9qFDGDdrWpys+/vrJDYLeyO6jq/D1bN3OLQmmoykPLb/fJ5q9Wxp0c8DU6vybxmiUCrpNP49LB2dObJ2Oae2bSQ1/hZUr3iDjQiC8OQMFYaEvhpa6jq1Wk1mZiampqbIZGXbU9BQYfhE2zdp0qREhUDTpk2ZPXs2RUVFREREoFAoaNz4nxYB1tbWeHl5ERERAUBAQAATJkzgzp07hISEEBgYqE3SR40axZEjR/jggw9KPbeVlRXDhw+nY8eOtG/fnnbt2tG/f39tc3lDQ0Nq1KjxpJdAEASh3N24m6RXqaBJuuiT/oz0lXLMlMV9wW6kluMgZlX8YexBaDSm+POJRbCgJcSd0G7Spk0bDh48iJOTE+Hh4TRr1oz09PTyi7Ec+Vj78EWLL9jTdw9v1H0DKwMrErIT+P7U97Rf154vjn3B9fTrug6zQtJzc8Ppiy+ovnsXFv36gUJB9pGjxAx5jZhhw8kO1c1c4ZIkUb2eHYM+aYxfOxckmcTVM3dY8VkoZ4JidTIKvCRJNO07iC7vvI9cqeTqqVBu7d9Jfrbu53oXBOHZSJKEkdLogS9DheFD1z/t67m2wCtF7dq1sbKyIiQkRJukBwYGEhISwokTJ1CpVNpa+NIsWbKEo0eP0qxZM1avXo2npyfHjh0Dipu7m5iYPPS1fPnyZ4rfwcGBxMTEEssSExNxcHB4puMKgvDyyM/JIfFq8QDKVSpgf3QQSXqZsNIv/nkzNbd8T6xnBJ2/hdc2Fg8ql3IFfu8Aez6GguIHBnXq1OHYsWPUrFmTN998E3PzF7tG2cbQhnF+49jTdw8zms3Aw9KD3MJcVkWtovum7ozfN55j8ceeaKCel4VelSo4zpxBjd27sBg4AJRKckJDiR02jJihw8g5fVo3cRkoaN7XgwH/a4hjdXMK84s4sv4ya2ed5HZMhk5i8m4eQN+PZqJnaETenQTWf/ExWakpOolFEISXS2hoydr+Y8eO4eHhgVwux8fHh8LCwhLbJCcnExUVha9vcasfSZJo2bIlmzdv5uLFi7Ro0YI6deqQn5/PwoUL8ff3x9jY+KEx1KtXj6lTp3LkyBFq1arFihUrgH+auz/s1b1792cqf9OmTdm3b1+JZUFBQTRt2vSZjisIwsvjVlRxf3RzewfMbGx1HU6pRJJeBqz0ixO+m2nlnKTfU70NvHXk7pzqajjyI/zSBK78DRT3XwsNDeWjjz7S7lJQUKCbWMuJvlyfXh69WN9tPYs6LCKgSgAaNITcCGH0ntH02dqHjdEbyS/K13WoFY7S2RnHTz+lxp7dWL46CEmpJOf4cWJeHUzs2LHkhYfrJC5rZxN6vVef1q95o2+sIPlGFuu+PsXRjVcoVD3ngRtLUcW3Fn0+/hy5gSFJsddZ9ckHpCXodg56QRBefLGxsUyaNImoqChWrlzJjz/+yIQJEwDw8PCgR48ejB49mkOHDnHu3DmGDBmCs7MzPXr00B4jMDCQlStX4ufnh4mJCTKZjFatWrF8+fIH9kcHuHbtGlOnTuXo0aPExMSwZ88eoqOjtf3S7zV3f9jL1NRUe7yUlBTOnj1L+N37SlRUFGfPni3Rv3zo0KFMnTpV+3nChAns2rWL2bNnExkZyaeffsrJkycZP3582VxgQRBeeBW9PzqIJL1M3KtJj0nW4ZzdhpbQZxG8ugbMqkBaTHFf9Q1jITsZY2NjbZO6rKwsmjdvzueff/7C1yhLkkQTxyb81PYntvbcykCvgRgqDIlOjWb6kel0WNeBn8/+TFJukq5DrXCUjo44TJ9O9T27sejfH+RyskMOcK13H25MmKiTedYlmYRvcyde/aQJNRrYoVFrOL07htWfn+DW5bRyj8fWzZ0qHbpjbudAemICK6e/z+3rV8s9DkEQXh5Dhw4lNzeXRo0aMW7cOCZMmMCYMWO065csWUKDBg3o2rUrTZs2RaPRsGPHDpRKpXabgIAAioqKCAwM1C4LDAy8b9l/GRkZERkZSZ8+ffD09GTMmDGMGzeOsWPHPlVZtmzZQr169ejSpQsAAwcOpF69eixYsEC7TWxsLPHx/zwAbdasGStWrODXX3+lbt26rFu3jk2bNlGrVsVssioIQsVzI7x4+uGK2tQdxMBxZcLBqDjRjUzQTdPbEjw7wrhj8PfnELoQzq+Cy0HQ4QuoOxAkiTVr1nDy5ElOnjxJREQEv/322wsxRdujVDWvyv+a/I/x9cazIXoDKyJXkJCdwIJzC/jtwm90cu/Ea76v4W3lretQKxSloyOOMz7DetRI7vz0MxnbtpG5ezeZQUGYdu2C0rv8r5eRmR4dR9fCo+EdQlZGkZaYw8bZp6kdUIUmPauhZ1B+f9qUJmb0nf4lW777nDvXr7J2xkf0/fhz7KuJwZMEQSh7SqWSuXPnMn/+/FLXW1pa8ueffz70GH5+fvc9pJ84cSITJ0586H729vZs3LjxieJ9mOHDhzN8+PCHbhMcHHzfsn79+tGvX78yi0MQhJdHQW4OCVejAVGT/sKrYlx8o4uIz0StrgA10/qm0OlreH0v2NWEnOTi+dV/fwXizzNy5EgWLFiAQqFgxYoVBAYGvlRTl5jrmzOi1gh29t7JtwHfUte2Liq1ii1XttBvaz9G7h7J37F/U6Qu/ybUFZmemxvO336D++ZNmLZvB2o1mVu2UvW72dyeORPVfwbyKQ/V/GwZNL0xPs0cQQMXgm+wasZx4iLKt3+4sYUlAz6ZhaOHF3nZWayd+T/iL0eVawyCIAiCIAjCw92KikCjVmNma4+ZrZ2uw3kgkaSXATtD0FPIyMovJK48R3h/lCr+MDYE2n0GSmOIOwa/BsD29xj7Wj92796NpaUloaGhNGrU6JFzm75oFDIFr1R9hWWdl7G883I6Ve2EXJJzIuEEE/ZPoNumbiyPWE62Sozc/W8Gnp5U+fFHqq5di1HzZkhqNRlr1nKlQ0duz/6eoszM8o3HWEmboT50f8cPUysDMlPy2DLvLAdWX0JVUH4PWvSNjOnz0UycvHzJz8lm3efTuHUpotzOLwiCIAiCIDxcZeiPDiJJLxNyCbzsTQC4cLOCTXEmV0KLifD2SajVt3hguROL4ccGtDGLIfToETw9PYmLi6N58+YEBQXpOmKdqGNbh28CvmFXn12MrDUSMz0z4jLj+Or4V7Rb245vT3zLzaybug6zQjGsXQunBQuIe2MsBvXrocnPJ3nRIq6070DK0qWoy3lwQhdfKwZOb0StVs4AXNh/g7VfnijXEeD1jYzo89FnVPGtRUFuDuu+mM6NyIvldn5BEF5swcHBzJ07V9dhCIIgVFpxEXf7o/tW3P7oIJL0MuPnYgHA8WsVdBomMyfo+xsM2wZ2vpCbAtsm4hE8hmOr59CuXTtMTU3x8vLSdaQ65WDswLsN3iWobxAfN/6YqmZVyVJl8Wf4n3Te0JlJwZM4nXj6hR9w70nkurvj/McfVPnlF/RqVKcoLY3EWV9xtXMX0rdtR6Muv/nM9QwUBLzqRde362JkrkdqQg7rvz7Fie3XUJfTvOp6Bob0nvIprrXqoMrLZcOXn3AzStSoC4IgCIIg6JIqL4/EKxW/PzqIJL3MNKpqCUDo1QqapN/j3hLGHoBXvgJ9M4g/h+WmQex4zZJDm//E1dVVu+mLPk3bwxgpjRjgPYDNPTfzc9ufaerYFLVGTVBMEMN2DWPQ9kFsu7oNVZFK16FWCJIkYdqmNdU2bcJh5gwUtraobtzg1uTJXO/Xn+yjR8s1Hrea1gya1pjq9e1QqzUc33qNDd+dJi2xfLqjKA0M6PnBdFxr+6HKz2PjV5+SeK38R8MXBEEQBEEQit28FIG6qAhTG1vM7ex1Hc5DiSS9jDS8m6RHJWZyJ7OCz70tV0KTN+Ht09BwNEhylFd3U2PXQNj2LmTdZv369dStW5eIiJe7BlAmyWhVpRW/dviVDd030MejD3oyPS4mX2Tqwal03dKV4Lxg0vLTdB1qhSApFFj260f13buwnTgBmbExeRcvEjtiJLGjx5AXVX6DqRmYKOk4uibtRviiZ6gg8VoGqz8/TtiBm+XSEkKpb0DP9z/G2bu4j/r6L6aRfCP2uZ9XEARBEARBuN+NStIfHUSSXmasjfWoU8UcgD3hlWSkdBNb6PIdjAsFry6gKYKTv1M0149p771FZGQkjRo1Yv369bqOtELwsPTg02afEtQviPF+47ExtOFO7h325u2l06ZOfHb0M66kidpSAJmRETZvvEH1oD1YDhkCCgXZBw9yrWcvbn38MYVJ5TMvvSRJeDV2YOC0Rjh7WVKoUhOyIordi8LIz3n+rSCU+gb0mvIJ9tU8yM3MYN3nH5OWWEn+PgiCIAiCILxA4sIrR390EEl6mepUyxGAnRcq2ZdwGw8YtAKG7wCn+sgLswnul0NANUOysrLo27cvH374IUVFYkoyACsDK8bWHcuePnuY0XQGjnJH8ovyWXdpHT039+SNoDc4dPOQ6LcOKKyscPj4f1Tfvg3TV14BjYb0deu50vEVkhYtKrfB5UytDOgxwY9mvWsgk0lcOX2H1Z+fIOHq8x/osXjU98+wcXEjKzWFtTP/R2Zy+TykEARBEARBEECVn0fC5UsAuPjW0XE0jyaS9DLUubYDAEevJpOSXQn7c1dtDq/vgz6/Yedclb2DFUxqogfA119/TYf27V+q+dQfRSlX0tW9K2+ZvMWidoto69oWCYnDtw7z5t436bm5J2ui1pBbmKvrUHVOz82NKnPn4LZiOQa1aqHOzubO7O+52qUrGXv2lMsDDUkmUa+DK73fb4CZTfFUbRu/O83p3TFo1M/3/IamZvT9+HMsHBzJuJPIui+mkZtVvlPVCYIgCIIgvKxuXYpEXVSIibVNhe+PDiJJL1Nu1sbUdDKjSK0hqLI0ef8vmQxq94XxJ1F0nc3sPlVZ2ccQIyX8vX8/frW8SSmnpsqVhSRJNLBrwNzWc9neeztDfIZgrDTmavpVZh6bSft17Zl3eh6J2Ym6DlXnjOrXp+qa1Th+Nat4cLm4OG6+M4HYYcPJK6fxD+zdzej/v0bU8C8eVO7oxits/ekcORnP98GasYUl/aZ9gYmVNSk349j87ecUvsSDMwqCIAiCIJSXuIvngeL+6JIk6TiaRxNJehnrXLu4yfu6Uzd0HMkzUuhDo9HwzhkGTvqak287U8tOxsAauVit6QYR20A0576Pi6kLUxpNYW/fvXzQ8AOcTZxJz09n8YXFvLL+FaYcmEJYUpiuw9QpSSbDomdPqu/aifWbbyDp65Nz/DjXevchftq0cumvrm+ooMOomrQe4o1CKSMuPIVVnx8nLvL5zs5gZmNH76mfoWdoxM3Ii+z8aXa5TlEnCIJQUahUKqZMmULt2rUxNjbGycmJoUOHcuvWrUfu+/PPP1O1alUMDAxo3Lgxx48fL4eIBUGozGIvnAPAtVZdHUfyeESSXsb61K+CQiZx4noqYTeff3/X507PCJq9jc+XERz/ayZfd7GD2+GwejA3v25E/IGloBFJxn+Z6Jnwmu9rbO+1nbmBc2lg34BCTSE7ru1g0PZBDN05lD3X91CoLtR1qDojMzbGbsIEqu/YjlnnzqDRkLZ2HVc6vkLy4sXPvb+6JEn4tnCi71R/rJyMyc0oYOu8s5zadf25Nn+3da1Kj8kfI1couBR6mOC/fntu5xIEQaiocnJyOH36NNOmTeP06dNs2LCBqKgounfv/tD9Vq9ezaRJk/jkk084ffo0devWpWPHjty+fbucIhcEobLJz8km4e786CJJf0k5mBvQ6W5t+h9Hrus2mLKkb4phh4/Qn3weWk6mUGbEwPlnaNB9DEWbJyCFrYWilzfhfBC5TE5bt7b88cofrOq6im7VuqGQKThz+wzvhbxHlw1dWHpxKZkFL2//ZKWzM87fzy7RX/32d7O51r0HWYcOP/fzWzuZ0PdDf7ybOqDRwLFNV9mx4MJzHf3dtVYdXnnrXQBO79jMyW0bn9u5BEF4PBqNBnVOzoNfubkPX/+UrycZkyMwMJDx48czfvx4zM3NsbGxYdq0aSWOkZqaytChQ7G0tMTIyIhOnToRHR2tLaOtrS3r1q3Tbu/n54ejo6P286FDh9DX1ycnJ6fUGIKDg2nUqBHGxsZYWFjQvHlzYmJinvRyY25uTlBQEP3798fLy4smTZrw008/cerUKWJjHzxd5ffff8/o0aMZMWIEvr6+LFiwACMjI37//fcnjkEQhJdDXHgYGo0aS0cnzGxsdR3OY1HoOoAX0YjmVdl67hZbzt7ig1e8sDM10HVIZcfQEtpOI8m9L5l/tiEpJ4E+f8TxTvgIvur7FYZtJ0OdgaDQ03WkFU5N65p82fJLJjaYyOqo1ayNWsut7Ft8d/I7fjn7Cz1r9GSwz2BczVx1HapO3Ouvnr55C7dnz6bg+nXiXn8d0/btsZ/6IUonp+d2bqWenDZDfXCoZs6B1Ze4fj6JtbNO8srY2thUMXku5/RuHkBmSjIHlv1OyF+/YWZji2eTFs/lXIIgPJomN5eo+g0eus3zGFnE6/QpJCOjx95+6dKljBo1iuPHj3Py5EnGjBmDq6sro0ePBmD48OFER0ezZcsWzMzMmDJlCp07dyY8PBylUkmrVq0IDg6mb9++pKamEhERgaGhIZGRkXh7exMSEkLDhg0xKiWmwsJCevbsyejRo1m5ciUFBQUcP35c27/z4MGDdOrU6aHxL1y4kMGDB5e6Lj09HUmSsLCwKHV9QUEBp06dYurUqdplMpmMdu3acfTo0ce5fIIgvITiwoqburvUrPijut8jatKfg3ouFtRztaCgSM0v+1/MebMdqvlwLOwab415HYAfjhfg/+1Fzv76FvxQD44vAlWejqOsmOyM7Hi73tvs6buHT5t+Sg2LGuQU5rAicgVdN3bl7b/f5nj88ZdyCjdJJsOiV0+q79yB1bChIJeTGRTElc5dSFqw8Lk2gZckiZotnek9uQEmVvqk38ll/dcniQp9foNA+nftRb1O3QDY+fMcEq+9mH8vBEEoOy4uLsyZMwcvLy8GDx7M22+/zZw5cwC0yfnixYtp2bIldevWZfny5dy8eZNNmzYBxbXxwcHBABw4cIB69eqVWBYcHExAQECp587IyCA9PZ2uXbtSvXp1fHx8GDZsGK6uxQ+X/f39OXv27ENfD2rOnpeXx5QpUxg0aBBmZmalbpOUlERRURH29iVHZra3txezzwiC8ECxYff6o/vpNpAnIGrSnwNJkpjcwYvBi0NZHhrDqBbuuFg9/lPyysLAwIC5P/2Ctb0jvy5cSPjt2zRanM0Xra/wXvp7yEK+gcZjwX8kGFnpOtwKx0BhQB/PPvT26M3R+KMsC1/GwZsHCY4LJjguGC9LL4b4DqGze2f05C9XywS5qSn2U6di3rsPiTNnknPyJHfmziV940bsP/4fJi1bPrdz21c1o/9HDQn6PZy48BT2Lgkn4Wo6Lfp5IFeU7XNNSZIIHPo6qfG3uH72FJu+ncngL77HxFL8/yII//bVV18xdepUJkyYwNy5c5/LOSRDQ7xOnyp1nVqtJiMzEzNTU2SyMv47YGj4RNs3adKkxMjETZs2Zfbs2RQVFREREYFCoaBx48ba9dbW1nh5eRFxdwaNgIAAJkyYwJ07dwgJCSEwMBAHBweCg4MZNWoUR44c4YMPPij13FZWVgwfPpyOHTvSvn172rVrR//+/bXN5Q0NDalRo8aTXgJUKhX9+/dHo9Ewf/78J95fEAThQbLTUkmKK+6S41Kzto6jeXyiJv05aV7DhhY1bFAVafhuT5Suw3muGjRowOkzZ+jRoweqIlh23RaVSRXIvg1/z4Q5tWDnFEi9rutQKyRJkmjm1Ixf2v3Clp5bGOA1AEOFIVGpUUw7PI3269oz/+x8knOTdR1quTPw8sT1rz9x+vZb5LY2FMTEEDd6DHHjx1Nw4+ZzO6+hiR5dx9fFv3NVAMJCbrJ5zpnnMk2bTCan64QPsHKqQlZyElu++0JMzSYI/3LixAkWLlxInTrPt5miJEnIjIwe/DI0fPj6p3yV91RAtWvXxsrKipCQEG2SHhgYSEhICCdOnEClUtGsWbMH7r9kyRKOHj1Ks2bNWL16NZ6enhw7dgwobu5uYmLy0Nfy5ctLHO9egh4TE0NQUNADa9EBbGxskMvlJCaW7HiQmJiIg4PDM1wVQRBeVLF3p16zrVoNIzNzHUfz+Cplkn7gwAG6deuGk5MTkiRpm3BVNFNe8UaSYPPZWxy5/GLPLW5ra8vGjRtZtGgRyzfuRH/SOej1K4U2tdAUZEHoguJm8GtHwM3Tug63wnI3d+fjJh8T1DeIifUnYmdkR0peCr+c+4X269oz7fA0olJe7Ic+/yVJEubdulJ9506shg8HuZysvfu42rUrSfPnP7cm8DKZROPu1egyrg56BnLir6Sz9qsT3Ikr+0H+9I2M6TllOgbGJsRfjmLPrz++lN0dBOG/srKyGDx4MIsWLcLS0lLX4VQIoaGhJT4fO3YMDw8P5HI5Pj4+FBYWltgmOTmZqKgofH19geK/qS1btmTz5s1cvHiRFi1aUKdOHfLz81m4cCH+/v4YGxs/NIZ69eoxdepUjhw5Qq1atVixYgXw5M3d7yXo0dHR7N27F2tr64eeV09PjwYNGrBv3z7tMrVazb59+2jatOnjXUBBEF4qcWGVa+q1eyplc/fs7Gzq1q3LyJEj6d27t67DeaDaVcx5rYkbfx6N4eNNYeyY0BIDpVzXYT03kiTx+uuv/7Og7gBmrAvjeIiKRb0scUk/Bhc3FL+qtoRmb0ON9lDGTQdfBOb65oyqPYqhNYeyN2Yvf4X/xYWkC2y6vIlNlzfR2KExQ3yH0KpKK2TSy3H95CYm2H84BfPevUic+Tk5J05wZ94PpG/ZisNnn2LcqNFzOW/V2jb0/dCf7b+cJ/12Lhu+PUW74b5Ur29XpuexdHCi26SprPtiGhEH92NdxZXGPfuV6TkEobIZN24cXbp0oV27dnz++ecP3TY/P5/8/Hzt54yMDKA4EVSpSs7WoFKpikdzV6tRqx89jei9h2b39tGl2NhY3n33XcaMGcPp06f58ccf+fbbb1Gr1VSvXp3u3bszevRo5s+fj6mpKVOnTsXZ2Zlu3bppYw8ICGDy5Mn4+/trB4hr2bIly5cvZ/LkyfeV8V75r169yuLFi7UVJVFRUURHRzNkyBDUajX6+vpUq1btkWVQq9WoVCr69evHmTNn2LJlCyqVSjtHupWVFXp6xd282rdvT8+ePRk3bhwAEydOZMSIEdSvX59GjRoxb948srOzGTZs2AN/N2q1Go1Gg0qlQi5/8u9h9/79/Pff0ctClP/lLj9U7msQc3d+dGfvmk8df1mW/3GPUSmT9E6dOj1y9NCKYnJHL3aFJXA1KZuvdkbyafeaug6p3KSmpjJ33jwyMzOpedaU2dPf5XX3eKSL6+H6weKXrXdxv/U6A0Dv4U/uX0ZKmZJO7p3o5N6Js7fPsixiGXtj9hKaEEpoQiiupq4M9hlMzxo9MVK+eOMelMbA0xPXP5eSsX0HiV99RcG1a8QOHYZ5n97YTZ6M4jnUtlk6GNN3ij97FocRF5HKrl/DaNilKn4dqpTpeVxr1aXNiDfY99svHFr1J/ZVq1HV7+GjTQvCi2rVqlWcPn2aEydOPNb2s2bN4rPPPrtv+Z49e+4bqVyhUODg4EBWVhYFT9AaJzNTt9NlFhYWMmDAANLT02ncuDFyuZyxY8cycOBA7UOJefPm8eGHH9KtWzdt0/VVq1aRm5tLbm4uUNxNraioiCZNmmj3a9KkCVu2bKFhw4baZf+lVqsJCwtj6dKlpKSkYG9vz6hRoxg0aNAD93mQ2NhYtm7dCkD9+vVLrNu6dSstWhTPdhEdHc3Nmze1x+/UqRMzZsxg+vTp3L59m9q1a7N27VoMDQ0fGENBQQG5ubkcOHCAwsKnny42KCjoqfd9EYjyv9zlh8p3DVRZGWTcSQRJIizmBuG3nm2OjrIo/4Omt/wvSVPJ21RKksTGjRvp2bPnA7cp7em6i4sLSUlJD+379DhUKhVBQUG0b98epVJZ6jbBl+4w+q8zACx41Y+2PmVbA6dLjyp/ZGQkY8aM0fZXa9u2LQu++xT3+O3IzvyJVJAFgMbAHHXdwaj9R4GFW7mW4Vk8zu+/rMVnx7P60mo2XN5Alqr4+pkoTehVoxcDPAfgZPz8pir7L12U/9+KMjJInjuPjLVrAZBZWmLz/mRMu3Z9Lv081UUajm26SlhwcW2PWx0rVPYxdOxUtuX/+7f5hO3fg4GJCQM/n42ZTcX8m6Hr37+ulXX5MzIysLGxIT09/ZnvTZVdXFwc/v7+BAUFafuiBwYG4ufn98CB457kXp+Xl0dcXBxVq1bFwODR06RqNBoyMzMxNTUt9z7k/9amTRvq1q2rHc29vFSU8j+tvLw8rl+/jouLy2P9vv9L/K0T5X+Zyw+V9xqE7Q/i799+wdHTm37TZz31ccqy/I97r6+UNelP6kmerj+tRz1ZCXSUERwvY9KaM0ypU4SFfpmctsJ4WPnff/99tm/fzrJly9i3bx+1mx5m6NChdG3/DVVTD1Htzl6M824jD/0FWeh8EszrcdW2PUkmvlBJvgyU95NFTzx51+hdzhSc4Wj+UZJVyfwV8RfLI5bjq/SlmX4zXOQu5fZlSqdPVv0bYGBjg/2GDegnJnL7o/9x7fcl3O7VE5WNTdmfzxAsaylIvWhAzPkUlKZG7FTtRWFYds871XbO6FvZkJeSxMoZH1OlfTekp2iiWV4q25P1slZW5X/cp+svg1OnTnH79u0SNaxFRUUcOHCAn376ifz8/PuaLevr66Ovf//NValU3velqqioqHigOJnssUZrv9eM+t4+uqSLGCpS+Z+GTCZDkqRS/y08iWfdv7IT5X+5yw+V7xrcirwIgFvtemUSd1mU/3H3fymS9KlTpzJp0iTt53tP1zt06FAuNekAbQvVDFgUysVbmaxLtGLZSH+M9Cr/5X/c8nfr1o333nuPMWPGcPjwYZYtW8aHH35IlSr9QaOm8PJeZCcXIbu6H8f00zimn0Zj643a/3XUtfpV2Kbwun6y2IteqDVqDt06xIrIFRxPPE6YKowwVRi1rGvxqtertHVti1L2fGLTdfn/TTP6dVKXLiV1wUKML1+m2rwfsBw7BssRI5CeQ2wJV9PZsyiCvExIP21JpzdqYeNiUmbHz2jahFUfv0deyh0M79ygzcg3y+zYZaUi/f514XnUpAvF2rZty4ULF0osGzFiBN7e3kyZMuWp+hULgiAILw+NRvOv+dGf7+wgz0PlzxIfw5M8XX9ajzqWUgm/DG5Az58Pc+FmBpPXX2TBkAbIZZWjpvhRHuda+vr6cuDAAX755RdkMhnu7u7adQU12qPw7QJ3LsHxX+HcSqQ7kch3Tka+fybUe614vnXr6s+7KE9F108W21ZtS9uqbbmUeoll4cvYfnU7YclhfHTkI+zO2jHIexD9PPthrv98pp7QdfnvBoH9m29i2aULCZ9+RvaRI6T8+BNZO3biOOMzjBqUbd9uFy8ber/vx5pvj5GbAVvmnafj6zWpWrtsau+tHZ3p8vb7rP/qU8L+3kMV75rUDGhbJscuaxXi969DZVX+l/ka/pepqSm1atUqsczY2Bhra+v7lr9MgoODdR2CIAhCpZAcF0NOehoKPX0cPbx1Hc4Tq3xtlioxN2tjFg31R08uIyg8kc+3h7900yzJZDLGjx/PW2+9pV22f/9+PDw82Lx5M9h6QpfvYFI4vPIVWFWDvHQ4+hP8WB+WdoeLG6FQzCNdGk9LT2Y0n8Gevnt4y+8trA2suZ1zm3mn59FubTtmHp3J1fSrug7zudJzdcXlt8XFc6tbWVFw5Qoxg4cQ/9lnFGVll+m5TKwMsGuSg7OXBYX5Rez45TxhB8pu/vaqfg1o1vdVAPYu+pnb11/s350gCIIgCEJZuFeL7uzti6ISPgSvlEl6VlaWdr5NgGvXrnH27FliY2N1G9hj8K9qxXf9i+fpW3L4Ot/ujnrpEvX/+uabb4iNjaVnz5707Nmz+PdoYA5N3oTxp+DVteDREZDgWgisHQ5zasLezyD1uo6jr5isDa15s+6b7Om7h8+bf46XpRd5RXmsubSGHpt68ObeNzly88gL+29PO7f6ju2Y9+0DQNrKVVzt1o2sgwfL9FwyJXR6sybezRzRaCBkRRRH1l9Goy6ba9uk9wDc/RpQqCpg29yvKcjLLZPjCkJlExwc/MBB4wRBEATh32Ivngcq3/zo91TKJP3kyZPUq1ePevXqATBp0iTq1avH9OnTdRzZ4+le14nP7k7F9kvwFeYEXXphk6XHsX79eqZOnYpCoWDz5s34+Pgwc+bM4qliZDLw7ACD18DE89DqfTBxgOzbcOh7mOcHy/pAxDYoevppVV5UenI9etTowdpua/m94++0dmmNhMShm4cYu3csvTb3Yt2ldeQV5uk61OdCbmGB0+ef4/rHEpRVqlAYH0/c6DHc+nAqRWlpZXYemVxGm9e8ady9uAvHmaBYdi++SGFB0TMfW5LJ6DT+PUysbUiNv8nfSxY+8zEFQRAEQRBeVOqiIuIuFo9rIpL0chQYGIhGo7nv9ccff+g6tMc2rFlVpnX1BeCHvy/z2dZwisqo5q2yMTIy4ssvv+Ts2bO0bNmSnJwcpk+fjq+vLzt37vxnQwtXaPMxvBsG/f+C6m0ADVzeC6sHw9xasP9LSL+hs7JUVJIk0dChIT+0+YFtvbYx2GcwRgojrqRf4bOjn9F+XXt+OP0Dt3Nu6zrU58K4SROqbdmM1bChIEmkb9rEla7dyCjDUcklScK/szvtRvgik0tcOX2bzXPPkpeleuZjG5qa0Xn8e0iSjIvBe4k4HFIGEQuCIAiCILx44i9foiA3BwMTU+zcq+k6nKdSKZP0F8WoFu5Mv5uo/3HkOm+vPE2e6tlr3iqrmjVrEhISwsqVK6lSpQrXr18nMzPz/g3lSvDtDq9thHfOQPOJYGQDmfEQ8jXMqQV/9YawDVCYf//+LzlXM1c+bPQhe/vtZbL/ZJyMnUjLT2PRhUV0XN+RqQencjH5oq7DLHMyIyPsp07Fbfly9KpVoygpiZtvv8ONie9SmJRUZufxauxA9wl+6BspSLiazobvTpGZ8uwtFVx8a9O49wCguH96WmLCMx9TEARBEAThRXP93GkA3Gr7IZNVztlARJKuYyNbuPPDoHroyWXsuJDA0N+Pk5L98g6KJkkSAwcOJDIykl9//ZV+/fpp1x06dIjk5OSSO1hVg/afwaQI6Ps7VG0JaODKPlg3AmZ7wY73If5c+RakEjDVM2VYzWFs772d7wO/p75dfQrVhWy7uo2B2wYybOcw9sbspUj9Yj04MqpfD/eNG7AeOxbkcjJ37eJql66kb9lSZt1OnD0t6f1+A0ws9UlNyGHDt6dIiX/2Qeua9hmIk5cvBbk57PjhW4oKRRcPQRAEQRCEf4s5fzdJr1tPx5E8PZGkVwDd6zrxx8iGmOorOH4thW4/HuJcXJquw9IpY2NjRo8ejSQVT1GXlpZG7969qV69Ot98801xf/V/U+hBrT4wfFtx7Xqr98HMGXJTi6d0W9gKFrSA0IWQk6KDElVcCpmC9m7tWdppKau6rKJLtS4oJAWnb5/m3eB36bKxC39e/JOsgixdh1pmZPr62L07kaprVqPv7U1Rejq3PpjCjTfeRJWYWCbnsHI0pvf7DbB0MCIrNZ8N350i4Vr6s8Utl9Pl7cnoGxsTfzmKI2uXl0msgiAIgiAIL4K8rCwSLkcD4FZbJOnCM2pW3Yb1bzXD3caYm2m59FtwlFXHY1/qAeX+LSEhAScnJ9LT05kyZQpeXl4sXbqUoqJSanmtqhX3XZ94AYash5q9Qa4HCRdg5wfFtetrh0P0XnjBaomfVU2bmnzV8it2993N6NqjMdc352bWTb49+S3t1rXj6+NfE5cZp+swy4xhzZq4r12D7cQJSEolWSEhXO3WnfSt28rk/z1TKwN6T26AvbsZ+dmFbJ5zhtiLyY/e8SHMbO3oMOZtAI5vXkfc3dFLBUEQKptPP/0Ub29vjI2NsbS0pF27doSGhj5yv59//pmqVatiYGBA48aNOX78eDlEKwhCZRB78RwajRorZxfMbGx1Hc5TE0l6BeJpb8rm8c1p72tPQZGaDzdc4J1VZ0nPefaBpyo7b29vTp06xdKlS3FxcSEuLo7hw4dTv359du3aVXpCJZNDjXbQbwm8FwWdvgWHOlBUUDzX+vI+MLc27P0UbkeWe5kqMjsjO96p/w5BfYOY3nQ61cyrka3KZlnEMrps6MKEvydwIuHEC/EQSVIqsXnjDdw3bsCgVi3UGRncev99bk6YSGHKs7e6MDBR0n2CHy6+VhQWqNn+y3kunXi2/uSeTVpQu00H0GjYNX8eBbk5zxynIAhCefP09OSnn37iwoULHDp0iKpVq9KhQwfu3LnzwH1Wr17NpEmT+OSTTzh9+jR169alY8eO3L79Yg58KgjCk7nXH71q3fo6juTZiCS9gjEzULJwSAPe7+iFXCax9dwtXpl3gCNXym5gq8pKLpczdOhQLl26xDfffIO5uTnnz5+nc+fOXL58+eE7G1lB4zHwxkEYewAajQVDS8i4CYfmwC+Ni5vEH/0ZMsumufOLwFBhSD/PfmzqsYkF7RbQ3Lk5GjT8Hfc3I3ePZPCuwZwpOENBUeUfR0G/Rg2qrlyBzdvjQaEgc88ernbrTua+fc98bD0DBV3eqoOHvx3qIg1Bv4dzfv+ztUgIHPo6Zrb2ZNxJJPiv3545RkF42Wk0GlT5RQ98FRY8eN2zvJ7kYWdgYCDjx49n/PjxmJubY2Njw7Rp00ocIzU1laFDh2JpaYmRkRGdOnUiOjpaW0ZbW1vWrVun3d7Pzw9HR0ft50OHDqGvr09OTukP/4KDg2nUqBHGxsZYWFjQvHlzYmJinvRyA/Dqq6/Srl07qlWrRs2aNfn+++/JyMjg/PkHtxD6/vvvGT16NCNGjMDX15cFCxZgZGTE77///lQxCILw4tBoNMScPwNA1TqVt6k7gELXAQj3k8kkxrWuQbPq1ry7+izXk3MYvDiUwY1d+eAVb8wMlLoOUacMDAx4//33GTVqFF9++SUZGRl4eHho19+8eRNnZ+cHH8CxbvGrw0yI2gnnV0P0nuLB5eLPwZ6Pi6d3qzMQvDuDnnE5lKpikySJ5s7Nae7cnCtpV1gesZytV7YSmRpJJJGEbA5hgPcA+nv1x8rAStfhPjVJqcR23DhMAgOJ//BD8qMvc2PceMx79MD+fx8hNzN76mPLFTLaj6yJgYkeF4JvcHB1NPk5hfh3rqode+FJ6Bka8cpbE1nz2VQu7NuNR8OmuNfzf+r4BOFlV1ig5tcJ5T+94Zh5ASj1H3/04aVLlzJq1CiOHz/OyZMnGTNmDK6urowePRqA4cOHEx0dzZYtWzAzM2PKlCl07tyZ8PBwlEolrVq1Ijg4mL59+5KamkpERASGhoZERkbi7e1NSEgIDRs2xMjI6L5zFxYW0rNnT0aPHs3KlSspKCjg+PHj2r9hBw8epFOnTg+Nf+HChQwePPi+5QUFBfz666+Ym5tTt27p8xoXFBRw6tQppk6dql0mk8lo164dR48efexrKAjCiyk1/hYZd24jVyio4lNL1+E8E5GkV2D1XC3Z/k5LPt8ewcrjsSw7Fsuei4l81r0mr9RyeKov9i8SKysrvvvuuxI1CJcvX8bHx4cePXrw2WefUbNmzQcfQKEPNXsWv7KT4eKG4oT9xoniudcv7wU9E/DpBnUGgHur4ib0L7nqFtWZ3nQ679R7h9WRq1l6filJeUn8fPZnFp1fRNfqXRnsMxhPS09dh/rUDGvWpOr69ST98APJv/1O+ubNZIeG4vTlFxg3a/bUx5VkEi0HeGBoquT41msc33qNQpWaJj2qPdX/zy6+tanfuQend2xm98IfGPbdzxiamD51fIIgVHwuLi7MmTMHSZLw8vLiwoULzJkzh9GjR2uT88OHD9Ps7t+q5cuX4+LiwqZNm+jXrx+BgYEsXLgQgAMHDlCvXj0cHBwIDg7G29ub4OBgAgICSj13RkYG6enpdO3alerVqwPg4+OjXe/v78/Zs2cfGr+9vX2Jz9u2bWPgwIHk5OTg6OhIUFAQNjY2pe6blJREUVHRfcewt7cnMlJ0WxOEl929Ud2dvX1RGhjoOJpnI5L0Cs5YX8Gs3rXpVseR/20K41pSNm8uP007HzumdfXFzVrU8v47uQkKCqKoqIj169ezYcMGBgwYwKeffoqXl9fDD2JsDY1GF7+SrxQn6+dXQ+p1OLey+GXqCLX7Fifs9rXgJX9IYmFgwciaI7G9bouipoIVUSu4mHyRDdEb2BC9gSaOTXjN9zVaOLdAJlW+njUyPT3sJk/GpE1bbk39EFVMLLEjR2H56iDsJk9GVkot0+OQJImGXdxR6ss5vO4yp3fFUFhQRIt+Hk+VqLcYNJRrZ0+ReusGf/++gC7vvP9UcQnCy06hJ2PMvNKTU7VaTWZmBqamZshkZfv3TKH3ZMdr0qRJib8VTZs2Zfbs2RQVFREREYFCoaBx48ba9dbW1nh5eREREQFAQEAAEyZM4M6dO4SEhBAYGKhN0keNGsWRI0f44IMPSj23lZUVw4cPp2PHjrRv35527drRv39/bXN5Q0NDatSo8UTlad26NWfPniUpKYlFixbRv39/QkNDsbOze6LjCIIgXL/b1N2tTuXujw6iT3ql0ayGDTsntOTtNjVQyiX2Rtym/fcH+HJHBBl5YmC5e958803Onz9Pnz590Gg0rFq1Cl9fX4YMGUJYWNjjHcS6OrT+CN45CyN3g/9IMLCAzHg48mPxVG4/N4LgryE5+nkWp1KQS3I6Ve3Eyi4r+bPTn7R3a49MknEs/hjj9o2jx6YerIpcRY6qcg5uZlS/HtU2bsTybvPM1BUrudqzFzlnzjzTcf3audJqYHFrg/N/3yBkRRQa9ZMPxKfU06fTuHeRJBmRh0O4dOzQM8UlCC8rSZJQ6ssf+FLoPXjd/9m76/iuqv+B469Prru72MZgjMHoHB2CIKEooaiA/kBRTOz4omIgiooYIFIqpaBIN2z0qI1trLs7P/X74wODSa1gDM7z8biP7XM/95577ofY3vec8343ZrvTs+LatWuHtbU1+/btqwnSQ0ND2bdvH8eOHUOlUtWMwl/PsmXLCAsLo0ePHvz+++/4+fkRHh4O6Ke7m5qa3nRbtap26UgTExNatWpFt27d+Pnnn5HL5fz88/XzbNja2iKTycj6T6nMrKwsHB0dG/nJCILQkmnUKlLOnwVaftI4EEF6i2KokPHSYH+2PN+b3r62VGu0/LA/ntDP9rIiLJFqtba5u3hXCAwMZN26dZw8eZKRI0ei1WpZtWoVffv2pbKysu4NSSTg3g1GfAkvx8AjK6H1CJAZQG4M7P0Ixffd6XvhbaRhX0Nh8u27qRZAIpHQwb4DC0IX8O+Yf3m8zeOYKkxJLE5k3pF5DFw3kAUnFpBZ1rjM5s1BamyM49tv4b70Z+ROTqiSk0maNJn8xYvhemUA66hdqCv9p7QGCZw/kM6uX6PQaur/79iplT9dRo8HYOdP31Fe3Lh67IIg3L3+W6IsPDwcX19fZDIZAQEBqNXqWsfk5eURHR1NmzZtAP3/1b179+avv/7i/Pnz9OrVi6CgIKqqqliyZAmdOnXCxOTms/Q6dOjA3LlzOXz4MIGBgaxevRq4Mt39ZtuDDz5407a1Wi1VVVXXfU+pVBISEsKuqxJ6arVadu3aRffu3W/ariAI97b0mAuoKiswtrDEzt2zubvTaCJIb4F8Hcz49ckuLHuiMz52JuSXVfP2X+fp/8Ve/jiWgroBv+Tfizp06MCmTZs4fvw448aNY/bs2RheWp+i0+k4fPhw3bPqyg30a9MnrIJXYmH099BqEDqpHMuKJGS7P9CXc/tpEIR/DyUtLxBtSs6mzrzc+WV2jt/J611ex83MjZLqEpadW8bQ9UN5Zd8rnM453dzdrDeTHj3w3vQX5iNHgkZD/neLcft+CaqU1Aa3GdDDmUFPtkEilRAdnsmOpZFoGvBvuPu4Cdi6eVBRUsw+ke1dEO5ZycnJzJkzh+joaNasWcOiRYuYPXs2AL6+vowaNYpp06Zx8OBBTp8+zaRJk3BxcWHUqFE1bYSGhrJmzRqCg4MxNTVFKpXSp0+fmgfaN5KQkMDcuXMJCwsjKSmJ7du3ExsbW7Mu/fJ095ttZmb6vBllZWW88cYbhIeHk5SUxIkTJ3jyySdJS0tj/PjxNdccMGAA33zzTc3rOXPm8OOPP7J8+XKioqJ49tlnKSsrY+rUqU36OQuC0LJczuru0S4YSRMvS2oOLf8O7lMSiYR+re3Z+kIfPhjVFjszA1ILKnh1/RkGLtjHxlOpaBowdfZeFBISwtq1a3n77bdr9m3bto2ePXvSo0cPNm/ejFZbj6DI0AKCH4VJ61DPPk+E21S0Hr0ACaQeha2vwRet4ZcRcHwZlDe+1nZLZaIwYWLARDaP3szX/b6mi2MXNDoNWxO3MmnLJCZumcjWhK2oterm7mqdyczMcPnsU5w/+wypqSlGyckkjxtH4cY/G1w33q+zI0OnBSKVSbh4IputS86hUdUvUJfJFQye8TxIJETu311TJ1QQhHvLlClTqKiooEuXLsycOZPZs2czffr0mveXLVtGSEgII0aMoHv37uh0OrZs2YJCcaUyTN++fdFoNISGhtbsCw0NvWbffxkbG3PhwgXGjh2Ln58f06dPZ+bMmcyYMaPe9yGTyWq1NXLkSPLy8jhw4ECtpK9xcXHk5l4pQ/vII4/w+eef88477xAcHExERARbt269JpmcIAj3l8TTl0qv3QNT3UEkjmvxFDIpU7p7Mj7EjRXhiXy/L57EvHJe/P00X++6yLTe3ozp6IKhQmQlv3rd38WLFzE0NCQ8PJwHH3wQf39/XnzxRSZPnnzdsjM3ZGxDkm0/2g7/DGllHpz/E86t1wfriQf025aXwTsU2oyG1g/oa7bfZ2RSGf3c+9HPvR8X8i+wMnIlWxK2cCbnDK/kvIKjiSOPtn6Usb5jsTCwaO7u1onFyBEogtoR9cwzGCckkjF3LqX79uH0/nvILOp/D94d7Bj2TDu2LjlH4plctv54jqHTA5HJ6/4s1cnXnw5DR3Dq383s+PFbnvj82xaf3VQQhNoUCgULFy5k8eLF133fysqKX3/99aZtBAcHX/NQ8YUXXuCFF1646XkODg5s3LixXv29EUNDQzZs2HDL4xITE6/Zd7lWvCAIAkB5cRFZCRcBcG8X3LydaSJiJP0eYaSUMb2PD/tf7ccrQ/yxMFKQkFvGGxvP0mv+br7ZHUtheXVzd/OuMWvWLBITE3nttdcwNzcnOjqaZ555Bnd3d956660broe7KTNH6PYMPL0DZp+Bge+DYxBo1fpybptmwWet4NfR+hH20pwmv6+WoLV1a/7X639sH7edZ9s/i7WhNZllmXx54ksGrRvE/8L/R0JRQnN3s04Uzs6kTp+O9fPPgVxOydatxI8aTVn4kVuffB2e7Wx5YGYQMoWUxDO5bPvxXL2nvvd6ZDJmtnYU52RxaO2qW58gCIIgCILQgiWfjQCdDjt3T0yt7o3BMBGk32NMDeTM7NeKw6/3550RbXCxNCK3tJrPt8fQ45PdvL/5PPE5pc3dzbuCg4MDn3zyCampqSxcuBAvLy/y8vLYvHkzSqWycY1beUCvF+CZAzDrOPR/CxzbgU4D8Xvg7xfgCz/9lPijP0JxRlPcUotia2TL/wX/H9vHbeeDHh/gZ+VHhbqC36N/58E/H2TmrpmEpYc1eAr5HSOVYj1tGp5rVqP08ECdmUny1KlkffYZuur6PxhzC7Bm+LPtkMmlJJzOZftP5+sVqCuNjBn09EwATv7zF5lxogKBIAiCIAj3rstT3T3ukanuIIL0e5aJgZwne3mx95VQFj4STICTOeXVGpYdSqT/F/uY/PMRtp/PFOvWATMzM2bPnk1sbCzr169n/vz5NVPjS0tLGTlyJOvWrUOlamCpO1tf6PMKPHMQnjsJA98D546g016ZDr8gAJYOhbDvoKjhSchaIgOZAQ/5PsS6kev4afBPhLqGIkHC/tT9TN8xnTGbxrAhdgNVmgbMbriDjNq1w2vDeizHjwedjvyfl5IwYQJV8fWfFeDexoZhz7ZDKpcQfyqHHT9H1ivru1eHTrTu2RedTsv2HxahUbecNf+CINzY3r17WbhwYXN3QxAE4a6h02pJiDgOgFdwSDP3pumIIP0ep5BJGd3BhS3P9+LXJ7swoLU9EgkciM1l+ooT9Pl0D9/uuUh2cT1Kk92jZDIZY8aMYejQoTX7li1bxt9//8348ePx8PDg3XffJTW1EUG0jQ/0ehGm79FPiR88D1y7ADpIDoNtc+HLtvDjADj0NeS3jGnfTUEikdDVqSuLBixi80ObebT1oxjJjbhYeJF3D7/L4HWD+ebUN+RW5N66sWYiNTHB6cMPcFn0NTJLS6oio0i4lFSuvjza2jBsRjukMglxJ7PZuax+gXq/x6dhaGpGTmI8J7f8Ve/rC4IgCIIg3O2yE+MpLypEYWiES+s2zd2dJiOC9PuERCKhj58dPz/Rmf2v9GNGX2+sjBWkFVbw2bZoun+ymyd/Oca/ZzOoUje87vO9ZvTo0bz11ls4ODiQkZHBBx98gKenJ2PGjGHnzp31ywr/X1Ye0GOWfg37i5EwdD649wAkkHYcdrwNXwfD4p6w5yPIOA13+9TvJuJh7sEbXd9g5/idvBTyEk4mTuRX5rPkzBIGrRvEmwffJCovqrm7eUPmgwbh9ddfGHftiq68nIy5c0l/7TW0ZWX1aseznS1DLwXqscez2flLFNo6zn4xtrCk7+SnAAhbt4aSvLv34YYgCIIgCEJDxJ86BuhLr8nkilsc3XKIIP0+5GZtzNxhAYTNHcAX49vT0d0SjVbH7gvZPLvqJN0+2sV7m85zLq2oubva7Nzc3Pjwww9JTk7m999/rylbs3HjRoYMGUJaWlrTXMjCRZ907sl/4aULMPxz8OwNEhlknYN982FJH30t9n9fg4T9oLn3pzCbK815IvAJtozZwud9PyfYLhi1Vs2muE08/PfDTN06lV3Ju9Bo774HSwoHe9yX/ozd7OdBKqXor00kjBlLZWRkvdrxCrJlyLRApFIJscey2L287oF62z79cfZvg6qqkr2idrogCIIgCPeYhFOXprp36NTMPWlaIki/jxkqZIwNcWXD//Vk10t9eTbUBwdzAwrKVfxyOJERiw4y+Mt9LNoVS2Ju/UYA7zVKpZKHH36YvXv3cu7cOWbNmsXEiRNxc3OrOeb9999n8+bNqBu7/tfMEbpMgyf+hlcuwujvofUIkBtBUQoc+R6Wj4TPfGDDDIjcBNX39p+PXCpniOcQVgxfwerhqxnmNQy5RM7xrOO8sOcFRmwcwcrIlZRW311JESUyGbbPPovHr8uROzpSnZRE4iMTyF+xsl4J8byD7Rj8dFskUgnRRzLZ/1tMnc6XSKUMePIZJBIpMWEHSDoT0Yi7EQRBEARBuHuUFxeRcTEGAK8O9856dBBBunCJj50prw1tzaHX+rNsamceaOeEUiYlJquUL3bEEPr5Xh785iA/7o8nvbCiubvbrNq2bcuiRYtq1aFNSkri/fff58EHH8TNzY3XXnuNCxcuNP5ixtYQ/ChMWAWvxsOENRA8CYxtoLIQzvwGf0yGT71h9QQ4uQLK7u1pze3s2vFpn0/5d+y/PBX4FOZKc1JLU5l/bD6D1g3i02OfklpydyXfM+7UCa+NGzDt3x+dSkXWvHmkPvccmsLCOrfh09GeQU+2AQmc359G2Ma4OgXq9p7eBA99AIBdy75Ho25gAkRBEARBEIS7SNKZU/rSax5emFnbNnd3mpQI0oVa5DIp/fzt+XZiR469OZBPxwXR29cWmVTCmdQi5m2Joscnu3n4+zCWHkwgteD+DtgvUygUzJkzBzs7OzIzM/n0008JCAigR48e/PjjjxTWIxi7IaUxtB4Oo7+Fl2Nh6r/QfRZYeoC6EmL+1ddi/9wXlg6Dw99AXlzjr3uXcjRx5IWQF9gxbgdvd3sbT3NPSlWlrIhcwQMbH+DFPS9yIuvEXVPCTW5lheu33+DwxhtIFApKd+4i/qExlJ88Wec2fDs50G9iawBObU/mxNakOp3XY/xEjC0sKUhP5cQ/IomcIAiCIAgt37061R1EkC7chIWxgoc7ubHiqa4ceWMAH44OpIuXNQBHE/P54O9I+i04wGdnZCzaE0dURvFdExDdac7Oznz++eekpaXx559/8uCDDyKTyQgLC2P69Ols3ry5aS8olYFHDxgyD2afhmcPQ783wam9vrRb8mHY/iYs6giLQmDbm5fWsd97o6jGCmMe9n+Yv0b/xXcDvqOHcw+0Oi07k3fyxNYnmPDPBDbHbUZ1F9y7RCLBespkPH5bg8LDHXVGBkmTp5D7/ffo6piEsE0vZ3qOawXAkb/iObPn1rMGDE1M6TNxKgDh63+jODen4TchCIIgCILQzLRaDQmn9QMdIkgX7lu2pgZM7ubBHzO6Eza3P2+PaENXL2ukEkgtk/D17jiGfXWAPp/t4cO/IzkSn4e6HuWi7hUKhYJRo0bx119/kZqayvz58+ncuTOjR4+uOWbx4sVMnTqVnTt3otE0QcIziQQc2kLfV2HGfnjhHAz7DLxDQaqAvIsQ9o1+HfunPrB2Kpz+HcrzG3/tu4hUIqW3a2+WDFrCxgc3MtZ3LAYyAyLzInnj4BsMWT+EH878QEFlQXN3FaO2bfFavwHzkSNBoyFn4VekTJuOOr9ufybBA93p9IAnAAd+j+FCeMYtz2nTpz8urfVJ5PaJJHKCINwFnnjiCSQSSa3t6jKoN/Ltt9/i6emJoaEhXbt25ejRo3egt4Ig3E0yL8ZSWVKMgYkJzr6tm7s7TU4E6UK9OVkY8VQvL36f0Z2w10J5zEfDwNZ2GMilpORX8PPBBB75IZwOH+7g/1ad4I9jKWTdh3XYHR0defXVVzl69ChmZmY1+3/44Qd++eUXBg0ahKurKy+++CLh4eGNK+d2NUs36DodpvylX8f+8K8QPBGMbaGqCM5vgI3T9Ynnfh4CBxZAdtQ9Vd6tlVUr3uvxHjvG7eC5Ds9hZ2RHTkUOi04tYtC6Qbx3+D0uFlxs1j7KTE1w/nQ+TvPmITE0pOzQIRIeGkP5yVN1Or/LCC+C+rsCsHt5FPGnbj46LpFIGPDks0ikUmLCD5J87kyj70EQBKGxhg4dSkZGRs22Zs2amx7/+++/M2fOHN59911OnjxJ+/btGTJkCNnZ2Xeox4Ig3A0SIvRT3T2COiKVyZq5N01PBOlCo1ibKOlqr2PxxA6cemcQ308KYUxHF6yMFZRUqtlyNpNX15+h60e7GPbVAeZvvcCR+DxU9+EoO4BOp+Prr79mxowZWFtbk5mZycKFC+nevTseHh68+eabTXtBQ3NoMwpGfwcvx8BTO6H3y+DQTj8tPiUcdr0P33WDr4JgyytwcSeo7o2HKlaGVkwPms62sdv4qNdHBFgHUKWpYn3seh7a9BAzdszgQOoBtLrm+fsokUiwHDsGz99/R+npiTori6QpU8hfvvyWS0ckEgm9xvnSursjOh1s+/kcKZE3H4m38/Ci/aBhAOxd8RPau7B0nSA0F51Oh6qy8sZb1U3ea8RWn2VioaGhzJo1i1mzZmFhYYGtrS1vv/12rTYKCgqYMmUKVlZWGBsbM2zYMGJjY2vu0c7OjnXr1tUcHxwcjJOTU83rgwcPYmBgQHl5+XX7sHfvXrp06YKJiQmWlpb07NmTpKS65ce4HgMDAxwdHWs2Kyurmx6/YMECpk2bxtSpU2nTpg3ff/89xsbGLF26tMF9EASh5bm8Ht37HpzqDiBv7g4I9w5jpZyhgY4MDXREo9VxJrWQvdE57I3J4UxqIVEZxURlFLN4bxxmBnK6+9jQs5UtPXxsaGVvikQiae5buO0kEgm9e/emd+/efP3112zbto3Vq1fz999/k5qaysWLtUd3Dx48SLdu3ZDLm+CfqlQGbp3124C3oTAFYrdBzDaI3weFyXD0B/2mMAGffuA7CFoNBAvXxl+/GSlkCkb6jGSE9whOZp9kZeRKdqfs5nD6YQ6nH8bLwotJAZMY6TMSI7nRHe+fob8fnuvWkfH2W5T8u5Wsjz+h/MRJnOb9D9lVszD+SyKV0G9Sa1SVGuJO5bDl+zOMerEDjl4WNzyn+7jHiDqwl5zEeCL37Saw36DbcEeC0PKoq6r4+vFxd/y6zy9fh8LQsM7HL1++nKeeeoqjR49y/Phxpk+fjru7O9OmTQP0U8hjY2PZtGkT5ubmvPbaawwfPpzIyEgUCgV9+vRh7969jBs3joKCAqKiojAyMuLChQu0bt2affv20blzZ4yNja+5tlqtZvTo0UybNo01a9ZQXV3N0aNHa35+HzhwgGHDht20/0uWLGHixIk1r/fu3Yu9vT1WVlb079+f//3vf9jY2Fz33Orqak6cOMHcuXNr9kmlUgYOHEhYWFidP0NBEFq2ssICsuL1vzN7tu94269XWXbn8xqJIF24LWRSCR3crejgbsWLg/zIK63iQGwue6Oz2R+bS35ZNdsjs9gemQWAvZkBPXxs6OFjS49WNrhaXfvLwb1GqVQycuRIRo4cSWVlJTt27MDe3r7m/cjISHr37o2NjQ2jR49m5MiRDBw4EBMTk6bpgKUbdH5av1WX6RPLxWzVB+0lGXDhb/0GYBcAvgOh1SBw7w5yZdP04Q6TSCSEOIQQ4hBCakkqqy+sZkPsBhKKEvgw/EO+OvkV4/3GM6H1BBxNHO9o32SmJrgsWEBBSCey5s+nZPt2KqMv4PrVVxi2vvFaK6lMyqAn21K9+Awpkfn8880Zxr4agqXD9f8NGZtb0G3MI+xbuZSDv/2KX/deKA3v/IMJQRAaxs3NjS+//BKJRIK/vz9nz57lyy+/ZNq0aTXB+aFDh+jRowcAq1atws3NjT///JPx48cTGhrKkiVLANi/fz8dOnTA0dGRvXv30rp1a/bu3Uvfvn2ve+3i4mKKiooYMWIEPj4+AAQEBNS836lTJyIiIm7afwcHh5rvhw4dypgxY/Dy8iIuLo433niDYcOGERYWhuw601dzc3PRaDS12rjcZpOUPRUEoUVIiDgBgIO3LyaWN59901gpUflsWXwGY/c7+7uvCNKFO8LG1IDRHVwY3cEFjVbHubQiDsXlcvhiHscS88kuqeLPiHT+jEgHwN3amJ6tbOjmbUMXL2ucLO7tIMLQ0JCRI0fW2hcXF4eNjQ15eXn8/PPP/PzzzxgaGtK/f39GjhzJmDFjagX1jaI0Af9h+k2ng4zTELsdYndA2nHIidJvhxfpR9m9++pH2L36Nc31m4GrmSuvdn6V/2v/f/x58U9WRa0itTSVn8/9zPLzyxnkOYjJAZNpZ9fujvVJIpFgPWkiRu0CSX3xRVRJySQ+MgHHd97GcuzYG54nU0gZOj2Qv748RXZSCZu+jmDsqyGYWBhc9/jgoSM5veNfCrMyOPbXOno+Mvl23ZIgtBhyAwOeX77uuu9ptVqKS4oxNzNHKm3alYJyg+v/O72Rbt261Zp51r17d7744gs0Gg1RUVHI5XK6du1a876NjQ3+/v5ERUUB0LdvX2bPnk1OTg779u0jNDS0Jkh/6qmnOHz4MK+++up1r21tbc0TTzzBkCFDGDRoEAMHDuThhx+umS5vZGREq1at6nwvEyZMqPm+Xbt2BAUF4ePjw969exkwYEC9PhdBEO4fd6r0mk6nI/zPONTVWrSqOzvjV6xJF+44mVRCezdL/i+0FSuf7srpdwezelpXnuvfio7ulsikEpLzy1lzNIXZv0XQ/ePd9Jq/mzm/R7DmaDIXs0vvi1JvI0eOJDMzk507d/Lcc8/h6elJZWUlW7Zs4dlnn+XEiRM1x5aXlzdd4jmJBJyD9dnin94Br8TB2J+h/WNgYg+qMojeAv/MQfFNB/pHvY50x1sQtxvUVU3ThzvIVGnKpDaT+Puhv1nYbyGdHDqh1qn5N+FfHtvyGJO3TGZb4jbUWvUd65NR+/Z4rV+PSd8+6KqqyHjzLdLnvoG2ouKG5ygN5Twwsz3mdkaU5FXy9zenqa64fp/lCgV9JulLsh3fvFGUZBME9A/JFIaGN94MbvJeI7Y7vdSrXbt2WFtbs2/fvpogPTQ0lH379nHs2DFUKlXNKPz1LFu2jLCwMHr06MHvv/+On58f4eHhgH66u6mp6U23VatW3bBtb29vbG1tr1n6dZmtrS0ymYysrKxa+7OysnB0vLOznwRBaB5ajYakM/oku7d7PXr8qRyyk0pQGMgw86m+rdf6LzGSLjQ7Q4VMP83dx5aXBvtTUqniWGI+hy7mcSQhj8j0YlILKkgtSGPDqTQAbEyUdPK0orOnNV29bAhwMkMuu/eeOcnlcgYMGMCAAQP46quvOH/+PJs3b2bHjh3063dlFPu9995j5cqVDBkyhCFDhjBw4EBsbW2bphPG1tBunH7TaiHzDFzcARd3oUs5illlOhz9Xr8pjMGrj36UvdVAsPZqmj7cATKpjAHuAxjgPoCovChWRq1kS8IWInIiiNgXgZOJE4+1fowxfmMwV5rf9v7IraxwW7yYvB9+JOfrrynauJHK8+dx/forlJ6e1z3H2FzJg8+3Z/2nJ8hNKeXfJWcZMas9Mvm1/zZade6Oa5tAUiPPcXDNcoY/9/JtviNBEJrCkSNHar0ODw/H19cXmUxGQEAAarWaI0eO1ATaeXl5REdH06ZNG+BKbpS//vqL8+fP06tXL4yNjamqqmLJkiV06tTplsuqOnToQIcOHZg7dy7du3dn9erVdOvWrd7T3f8rNTWVvLy8WonsrqZUKgkJCWHXrl01pU21Wi27du1i1qxZN72uIAj3hrToSKrKyzA0M8fBp+4zd+pLq9ES/lc8AO36u5BN4W271vWIIF2465gZKujf2oH+rfU/yEsqVZxMLuRYQj5HE/OJSCkkr6yabeez2HZe/zTdWCkjyNWCDu5WBLtZ0sHdEnuzuifiaQkkEgmBgYEEBgbWSpoDsGfPHjIyMvjll1/45Zdf9GuvQ0IYPHgwQ4YMoVevXk0zRVMq1Y+yOwdDn1dQF+cQsWEhIeb5SON3Q2nmpXXtW/XH27TSB+s+/cGjJxiYNr4Pd0CATQDzes3jxZAX+e3Cb/wR/QcZZRl8ceILvjv9HaNbjWZiwEScjZxvaz8kUim2z8zAKDiYtJdeoiomhoTxD+P86XzM+l1/qYGFnTEjZrVn44JTpF4oYNfyKAZNbYNEWnu0TiKREDr5aVa+8SJRB/fSYdhInFr539b7EQSh8ZKTk5kzZw4zZszg5MmTLFq0iC+++AIAX19fRo0axbRp01iyZAlmZma8/vrruLi4MGrUqJo2QkNDeemll+jUqROmpvr/l/v06cOqVat45ZVXbnjthIQEfvrpJx588EGcnZ2Jjo4mNjaWKVOmAPWb7l5aWsr777/P2LFjcXR0JC4ujldffZVWrVoxZMiQmuMGDBjAQw89VBOEz5kzh8cff5xOnTrRpUsXFi5cSFlZGVOnTq3fBykIQosUd+IooB9Fl0pvX+m1C+GZFGaVY2iqIKifCzv3nL9t17oeEaQLdz0zQwV9/ezo62cHQJVaw9nUIo4m5nMsIZ/jSQWUVKoJj88nPP5KCSoXSyM6uFteSmBnSVtncwzk914dRdBngd+/fz/bt29n+/btnDlzhuPHj3P8+HGWLVtGWlpazbGZmZk4ODg0zRRLI0vSrboQPHw4Urkcss7p17Ff3AnJ4ZB3Ub8d+R6kCnDrqs8a79MPnIL1GefvYrZGtszqMItpQdP4J/4fVkSu4GLhRdZcWMNvF36jt0tvfFQ+t335hUm3rnht2EDaCy9QceoUqc/+H7YzZ2I78/+QXOfhi72HOcNmBPLPN2eIPZaFsYWSXuN8rznOwbsVbfsM4Py+nexb8TOPvDf/vqiyIAgt2ZQpU6ioqKBLly7IZDJmz57N9OnTa95ftmwZs2fPZsSIEVRXV9OnTx+2bNmCQqGoOaZv375oNBpCQ0Nr9oWGhvLXX3/V2vdfxsbGXLhwgeXLl9eMeM+cOZMZM2bU+z5kMhlnzpxh+fLlFBYW4uzszODBg/nwww8xuGqdflxcHLm5uTWvH3nkEXJycnjnnXfIzMwkODiYrVu33nSEXhCEe4NOpyPuuH55jU+nrrc4uuHU1RqO/Z0AQKdhniiN7nzILIJ0ocUxkMvo5GlNJ09rCAWNVkdcTimnkgs4lVxIREoh0VklpBVWkFZYwd9nMgBQyCS0cbagg5slQa4WtHOxwNvOFJm05QclBgYGDBo0iEGDBvHZZ5+RkZHBjh072LZtG46OjjWBl1arJTAwEKVSWbMOsV+/frRq1arxwZlEAo7t9FvvOVBZBPF79WvV43brS7wlHdRvuz8EIyvw6qsfZffpB5bujf8gbhMDmQFjfMfwUKuHCM8IZ2XUSvan7md/2n72s5+D/x5kcpvJDPcejoGsfkmg6krhYI/H8l/I+mQ+BatXk/vtt1SeO4fzZ58iM792+r17Gxv6T2nNzl+iOL0zBRMLAzoMuvYz7jlhEtFhB0i7EEnCqeN4d+x8W/ovCELTUCgULFy4kMWLF1/3fSsrK3799debthEcHHzNw8UXXniBF1544abnOTg4sHHjxnr190aMjIzYtm3bLY9LTEy8Zt/lWvGCINxf8tNTKczMQCaX4xnU4bZd5+zeNEoLqjC1NqBtH2d0NFHep3oQQbrQ4smkEvwczPBzMOORzvogpKRSxdnUIk6lFNYE73ll1ZxOKeR0SmHNucZKGW2dzQl00Qft90rg7uTkxJQpU2qmIF6WmJhIaWkpVVVVrFmzhjVr1gDg7OxMaGgojz76KCNGjGiaThhaQJtR+k2ng/x4fbAev1df7q2iACL/1G+gnxrv3U8ftHv2AsPbv+67viQSCd2du9PduTsJRQmsOL+CP2P/JLYwlncOv8PCkwt5xP8RHvZ/GFujJsoJcPX1lUoc33kbw3btyHzvPUr37SNh/HhcFy3C0M/vmuP9uzlRVlRN2MY4Dq+/iJm1Ia1CalcEMLO2pcOwkRz7ax0H1izHKzjkuqPzgiAIgiAIzSnuuD4nh1tge5RGt6dcc2WZihNbEwHoMsIbuUKGSiWCdEFoEmaGCnq0sqVHK32gpNPpSC2o4OSlgP1cWhHn04spr9ZwLLGAY4kFNecaK2W0cboqcHe1wOceCNxBnzm3sLCQ8PBw9u7dy549ewgPDyc9PZ3Vq1fj6elZE6QXFBSwevVqevToQVBQ0HVr1taZRAI2PvqtyzTQqCHtxKWgfQ+kHr8yNf7YjyCVg2vnK0G7cweQ3V3/XXlZeDG381z8svwo8S7h95jfySrPYvHpxfx09ieGew1ncpvJ+Fs3/Tpvy4dGY+DnS+pzz9WUaXP+aB7mw4Zdc2yHwe6UFlRxdm8qO3+JxNTaAEcvi1rHdHlwHGd2/ktuciIXDu0joHfLLa0nCIIgCMK96fJ6dJ+Q2zfV/cTWJKrK1di4mODfrfmqRtxdv/UKwm0ikUhwszbGzdqYUcEugH6afHxOKWfTijiTWlQrcD+eVMDxpCuBu6FCir+DGQFO5jVbayczjO7uJdXXZWhoWDPV/b333qOiooKwsDD27t1bq1b7oUOHaqYTmpqa0q1bN3r27EmPHj3o1q0b5teZYl1nMjm4d9Vv/ebqp8YnHNAH7HG79aPuyWH6be9HYGAB3n3AO1Q/Rd6mlT7wvwsYSY0Y22YsT7R7gl1Ju1gRtYIzOWf4K+4v/or7iy6OXZgUMIm+bn2RSppuhNqobVu81q8nbc4cysPCSXtxDhVnz2E/50Uk8iv/tUskEnqNb0VxXgVJZ/PY8t0Zxr3WCXNbo5pjDE1N6fzgOA6uWc6hP1bi170XMrniepcVBKEZ7d27t7m7IAiC0CzKi4tIj4kCwCeky225RnFeBWf3pALQ/aFWSJtxgE4E6cJ9SyaV4Otghq+DGWM6ugK1A/ezafrA/VxaMRUqDadTizidWlSrDVdLQ6wkUmIMLhLoYkmAkznu1sbN+o+6voyMjOjfvz/9+/evtd/Y2JjBgwcTFhZGSUkJO3fuZOfOnYA+8Pvjjz9qsgVXVlYik8kankHe0AICRug3gIJEiNujD9rj9+qD+KjN+g3AzBm8++rLvXn1BQuXhl23CSmkCoZ6DWWo11BO55xmZeRKdiTt4GjmUY5mHsXdzJ3HAh7joVYPYaxomilacisr3H/8kZyvviLvx5/IX7qUyshIXBZ8gdzauuY4qUzK4KfasuHzk+SllvL3t2cY+2oIBlclQuk4bCSntm6mKDuLMzu30mHoyOtdUhAEQRAE4Y6LP3kMdDrsPX0ws2n6JYUARzcloFFrcfG3wr2t9a1PuI1EkC4IV7lR4J6UV0ZURglRGcU1W3pRJamFlaQi5eze+Jo2TJQy/B31o+6tHfVt+TmYYW2ibK7bapDLgbtGo+H8+fMcOnSIQ4cOcfjwYRISEggMDKw59ocffuD9998nJCSELl260LlzZzp37oy7u3vDEtJZeUKnqfpNq4H0CP0Ie8I+SDkKJelweo1+A7D2uRK0e/YBE5sm+Qwaqr1de9r3bU9mWSarL6xmXcw6kkuS+eToJ3x76lvG+I7hsYDHcDZtfAk3iVyO/UsvYdg2kPQ33qA8PJyEseNwXbQIo8C2NccpDeWMmBnEuk+OU5BRxrYfzvLArPbIZPoHKwoDQ7qPncDOn74jfMPvtA0diNLQ6EaXFQRBEARBuGPiL09173R7RtFzUkqIPpoJQI8xPs1e7UYE6YJwCzKpBG87U7ztTHkgyKlmf2F5NedSC1i/+whSazdissqIziqhrFrDyeRCTiYX1mrH1lSJr70Zfg6mNYG7n4MplsZ3d/Auk8kICgoiKCiIZ599FoD09HScnJxQq9UAREREUFJSwt69e2tNx7Szs6NLly58//33uLq6NqwDUhm4hui3vq+AqgJSjkD8Pn0CuvSTkB+n344v1Z/j2E4/wu7VFzy6g4FZYz6CBnM0cWROyByeCXqGTXGbWBW1isTiRJZHLmdF1AoGuA9gcpvJBNsFN/qHgfnQIRj4eJM66zmqk5JImjgRp4/mYfHAAzXHmFoZ8sDM9mz4/AQpUQXsXxND6ET/mmsH9hvM8c0bKczK4OQ/f9Ft7IRG9UkQBEEQBKGx1NXVJJ4+Cdy+9ehhG+NAB76dHbD3aP7kxSJIF4QGsjRW0tXLmjwnHcOHB6JQKFBrtCTklhGZUUxURgmxWSXEZJeQkl9Bbmk1uaV5hMXn1WrHzsxAH7jbXwncfR3MsDC6e9cEOzvXHgH+4YcfePXVVzl69CjHjh3j2LFjnDlzhpycHLZu3Yr1VVOv33rrLY4fP05wcHDN5uvrW/fEdAoj/dp071D968oiSDp8KWjfB9mRkHlWv4V9o09C5xJyZWq8a2dQGDbNB1FHxgpjJrSewMP+D3Mw7SArIlcQnhHOjqQd7EjaQaBNIJPaTGKw52AU0ob/uRv4+uK5bi1pL79M2b79pL/0MlUxsdjNfr4mY7uduxmDnw5ky+IzRB5Mx8LeiI6DPQCQyeX0fGQS/3z9Gcc2byBo0DCMzS1udklBEARBEITbKuX8GVRVlZha22Dv5dPk7SdH5pESmY9UJqHbKO8mb78hRJAuCE1ILpPWTJcfFXxlf1mVmovZpcRklRB7+WtWKWmFFeSUVJFTUsWhi7WDdwdzA7xtTfGxN7n01RRvWxNcLI3uujXvcrmcdu3a0a5dO5566ilAv049IiKCixcvYmx8ZQ327t27CQsLq1Uf18jIiHbt2hEcHMy3336LXF6P/5oMLcB/mH4DKM3Wj7An7NcH7QWJ+pH3lCOw/zOQG4J7tytBu1N7kN2ZByJSiZQ+rn3o49qHmIIYVkWt4u+4vzmXd47XD7zOguMLeDTgUcb5jsPS0LJB15CZmeH23XfkfPkleT/9TN6SJVTFxOjrqZuaAuAVZEuvcb4cXBtL2MY4LOyM8OmgL83m3703RzetJycxnuN/b6TPY0800d0LgiAIgiDUX9wJfek1n5CuTT4NXafV6UfRgXZ9XWsl1m1OIkgXhDvAxEBOezdL2rtZ1tpfWqUm9lLAHpNVQkx2KbFZJWQUVZJVXEVWcdU1I+8Gciletib42JniY2eCt50pPnameNmZYGpw9/yTNjQ0pFu3bnTr1q3W/kWLFnHixAkiIiKIiIjg9OnTlJeXc/ToUTIyMmoF6JMnTyY/P5/AwEDatm1L27ZtCQgIqBX0X8PUHtqN028ABUm1g/bSLH0yuvi9+veVpuDWVV+b3bM3OAffkaDdz8qP93u8z+yOs/kj+g9+u/Ab2RXZfHXyK5acXsJIn5FMCpiEt2X9n+hKZDLsX34ZAz8/Mt56m9I9e0icMAG3b79F6aEfNQ/q70pRdjln96Wxc2kk5q8YYeduhkQqpefDk/jz0w+I2Po3nUY8JEbTBUEQBEFoFjqdrqY+uk+npp/qHnMsi9yUUpRGcjoN92zy9hvq7vmNXhDuQ6YGcjq4W9HB3arW/uJKFRezS4nPKSM+p5S4HP33iXllVKm1XMgs4UJmyTXtOZob4m2nD+C9LwXwnjbGuFgaIZc1XfmvxggJCSEkJKTmtUajIS4ujoiICCoqKmodu337drKzs9myZUvNPolEgpeXF3369GHZsmU1+6urq1Eqr7O+38oDrCZDx8mg00FuzJWp8UmHoKIA4nbpNwCFib40nGcv8Oilr9Euv315A6wNrXmm/TM8GfgkWxO3siJyBRfyL7A2Zi1rY9bS06UnkwMm08O5R72fHls8+CBKT0/9OvWLcSQ8/AiuC7/EpHt3fWm2h30pyq0g+Xw+WxafYfzczhibK/Hu2BkH71ZkxV/k+OYN9Jk49TbdvSAIgiAIwo1lJ8RRWpCPwsAQtzbtmrRttUpD+F/6UfSQoR4Ymt49S01FkC4IdyFzQwUd3a3o+J/gXa3RklpQURO0X/4an1tKbmk1mcWVZBZXcjiu9ui7XKqvE+9hY4ynjQmeNsZ42JrgaWOCq5URimYM4GUyGX5+fvj5+dXar9PpWLt2LefPn6+15eTkEB8fj8elEeHLWrVqhU6nw9/fHz8/v5qvfn5+eHp66te8SyRg56/fuk4HrVa/hj3pECQegMRDUJGvzyQft1vfsML40kh7z0sj7R1vS9CulCl50OdBRnqP5ETWCVZErmBPyh4OpR3iUNohfCx8mNhmIiO9R2Ior/uaeqOgIDzXriX1ueeoPHOG5Ken4fDaa1hNnlRTmm3d/BMUZpWzdclZRr3YAZlcSvdxj/Hnpx9watvfdBo5RoymC4IgCIJwx128NIru2b4j8usNxjTC2T1plOZXYWplQFC/BiY4vk1EkC4ILYhcJsXT1gRPWxMGBNR+r6hcRVxuKXHZpcTnlhGXXUpiXhlJeeVUqfUJ7RJyy4CcWufJpBJcrYzwuBS8e9qY4GlrjIeNCW5WxijlzRPASyQS+vTpQ58+fWrtz8nJ4fz587VqspeVlZGSkgJAamoqu3btqnVOaGgoe/bsqXn922+/4eLigre3N05ObZA6BkLXGfqgPSdKH6wnHtAH7+V5l+q1XzpfbqQfaffohcStG1Ktqsnvu5NjJzo5diKlJIXVUavZELuBuKI4Pgj7gK9Pfs14v/FMaD0Be2P7OrWpcLDHY8WvZL7zDkV/bSLro4+ojInG8Z13MDBWMvzZdqybf4KMuCL2r4kmdFLrS6PpvmTFx3Js03r6TnqySe9TEISG0Wq1zJ8/nx9++IHMzEz8/Px4++23GTt2LIMGDUImk7F161YkEgn5+fkEBQXx5JNP8sEHH7B371769evH33//zdy5c4mJiSE4OJiffvqpVllNQRCEu0Xc8XCg6ae6V5apOLE1EYAuI72RK+uYwPgOEUG6INwjLIyvP/qu1erILK6sCdgTc8uufJ9XRqVKS1JeOUl55ez/T5tSCbhYGeFpY4KbtTFuVsa4WxvjZm2Em5UxJs0wK8jOzo7Q0NBa+0xMTMjNzSU6OpqYmBhiYmJqvo+NjcXH50om0IqKCh577DF0Oh0ABgYGeHl54ePjg7e3N3369GHcuOlXRtpzLlw10n7wUtC+F+L3IgeGSZRIi365VKO9lz6TvNygSe7VzcyN17q8xv8F/x8bYzey+sJq0krT+PHsjyw7t4whXkOYHDCZtrZtb9mW1MAAp08+wcC/Ndmff07RuvVUx8XjuuhrrBxtGfxUW/759jSRhzKwcTUjqJ8rPcY/xsb57xOx/R86jxyDsYVlk9yXINzNysrKrtmn1WopKytDqVTWyolxvWMvk0qlGBkZ3fRYExOTevfv448/ZuXKlXz//ff4+vqyf/9+Jk2ahJ2dHcuXL6ddu3Z8/fXXzJ49m2eeeQYXFxfeeeedWm288sorfPXVVzg6OvLGG28wcuRIYmJiUCjunqmegiAIhVmZ5CQlIJFK8erQqUnbPv5vIlXlamxcTPDv5tikbTcFEaQLwj1OKpXgbGmEs6URPf5TtUKr1ZFdUnUpaC8jIbecpLwyEvP0X8urNaTkV5CSX3Hdtk0N5FjIZPxdGKEfebe+EsS7WhljqLhzTyVtbGzo0aMHPXr0qLVfo9FQXl5e87qoqIiBAwcSFxdHUlISVVVVXLhwgQsXLgBQUlLCuHH6pHNVKhXeHQfh6emJt7c3Xp4TcbdS4i7Pw12TiFvZaUzU+ZcC+AP6C8gN9YG6e3d9jXa3ro2u026mNGNK2ylMDJjInpQ9rIhcwcnsk/wT/w//xP9DR/uOTGozif5u/ZFJb/yZSyQSbJ6cioFvK9LmvETFqVMkPvwIrt8vxiPQj+4PteLwhoscXBuLtZMxXh064ejjS2ZcLMc2bxCj6cJ9wfRSFYTrGTZsWK0cGfb29rX+f7la37592bt3b81rT09PcnNzax1z+WFhXVVVVfHRRx+xc+dOunfvDoC3tzcHDx5kyZIlrF69miVLljBlyhQyMzPZsmULp06duqZixrvvvsugQYMAWL58Oa6urmzcuJGHH364Xv0RBEG4nS4ePQyAW5vAJl12V5hVztk9qQB0H9PqrquaBCJIF4T7mlQqwdHCEEcLQ7p529R6T6fTkVNSReKl0feUgnJS8stJKaggOb+cnJIqSqvUlCIhLSr7uu3bmxlcGoE3wt3aGNfLo/E2xjiYGdyRZHYymQwzsytBsqOjI9u3bwdArVaTkpJCfHw8cXFxxMfH07lz55pjExMTSU9PJz09ncOHD1/T9uOPP87kYV0I9ZChijvIa4s3425chLvFXtwt9uFuIcXBVIbUuT149NAH7u7dwdSuYfcilTHQYyADPQZyPu88KyNXsjVhKyezT3Iy+yQupi482vpRxviOwUx54wcDpr174/n776Q8+wyqpGSSHn0Mly8XEDyoN3lppUQfyWTrj+cY/3pnuo9/jI2fiNF0QbgbXLx4kfLy8poA+7Lq6mo6dOgAwPjx49m4cSOffPIJixcvxtfX95p2Lgf4ANbW1vj7+xMVFXV7Oy8IglBPsUfDAGjVpcctjqyfwxsuotXocG9rjUdbm1uf0AxEkC4IwnVJJBLszQ2xNzeki5f1Ne9XVGtIyCnmzx0HcPRpS1pRVU0Qn5JfTmmVmuySKrJLqjiRVHDN+TKpBEdzQ1ysjHC9NNLvYmWEy1Vfb/dIvFwux8vLCy8vLwYMGHDN+56enhw/frwmiE9KSiI5OZnk5GSSkpJwc3Oj1NAFbchwUmz68/Wklde0oZSBi9kBpocc4fVe3wFQae7D+lRbnAO64Ny+Hy4BXTA1q99oe1ubtnzc+2NeDHmR3y78xtqYtaSVpvH58c/5LuI7HvJ9iImtJ+Jm7nbd8w28vfD87TfSnp9N+bFjpDzzLA5z5xI66VEKssrJTixmy+IzjHmlI46t/Mi8GCNG04X7Qmlp6TX7tFotxcXFWFnVXk6UnX39B5RArbwZoH/o11R9++eff3Bxcan1noGBfplNeXk5J06cQCaTERsb2+hrCoIgNIfSgnzSY/QPD1t17naLo+suNbqAhNO5SKQSeo699iHm3UIE6YIgNIiRUoavvSltrXQM7+Zeay2jTqejsFxFSkE5yfnl+inzl0fi88tJK6xApdGRVlhBWmEFR29wDRsT5ZXA/T+BvKuVERZGinqXJasPAwODa0rGXa2ioqJmVN7Y2JjXXnutJohPTk4mLS2Nao2WhEIdFXbBYC+B7EiSE2KY9M0pYAcwDwAzIwXO9tY4u3ow8fGneWraNAAqKys5cuQIDg4OODg4YGlpWeue7Y3teb7j80wPms7f8X+zMnIlcUVxrIpaxeqo1YS6hTK5zWQ6OXS65rOSW1nh/vNPZLz7HkUbN5I1bx7VCQkM+785rP3sFPnpZez6JYruYx/Vr03f9g+dHxwrMr0L97TrrRPXarVoNBoMDQ1veWx92q2vNm3aYGBgQHJyMn379r3uMS+99BJSqZR///2X4cOH88ADD9C/f/9ax4SHh+Pu7g5AQUEBMTExBAQEXK85QRCEZnHxmD5hnJOvP2bWtk3Splar49A6/cPLtr2dsXZu/P/Lt4sI0gVBaHISiQQrEyVWJkqCXC2veV+j1U+lTyssJ7WggvTCStIKy0kr0AftaQUVlFVryCurJq+smjOpRde9jolSds0IvLOFEU4WhjhZGOFgYYCB/PaNxl+9ztPFxYVPPvmk1vtqtZq0tDTS0tJwdHQEb28oz0ezdy39DnxMelYO6QXllFRBSYWK6KQsopOy6GN4AUx2gnt3ElXOhPZ/pKZNhUKBvb09Dg4O2Nvb8+ijjzJlyhQM5YaMcB+BWYIZmSaZ7C7YzYnSE+xJ2cOelD20tm7NpIBJDPMahlJ2pYSJRKnE6aN5KL29yPliAQWrV1OdnMyQFz9g0+JoEk7nYufhVZPp/dS/m+j5yOTb9pkKgnBjZmZmvPzyy7z44ototVp69epFUVERhw4dwtzcHFtbW5YuXUpYWBgdO3bklVde4fHHH+fMmTO1ZgF88MEH2NjY4ODgwJtvvomtrS2jR49uvhsTBEH4j9hL69F9m3Cqe3R4BrkppSiN5HQZ6dVk7d4OIkgXBOGOk121Fj7E49r3dTodxRVqUi8F7umXRtz1WyVpBRXkllZRVq0hNruU2Oxrp6deZmuq1F/L3AhnS/01na567WBueNum1cvlcjw8PGrXdDe2JmD4DHYPn6F/XV1OSfR+MiJ2khYZRvrFSAJtVBCzFWK2UpmpwddGRla5hOIKNSqVqibwB+ja9UpJksTERIYOHVrzWiKRYGRhhNZYS7xJPId7HsZ3qC+PtH6E4c7D2blpJzY2NtjY2GDbqxdKCwsq5n1E2cGDKDOn0WPGfA78k8XRzQl0GDBEH6Rv+5tOI8dicFWGa0EQ7pwPP/wQOzs7Pv74Y+Lj47G0tKRjx47MnTuXRx55hPfee4+OHTsC8P7777N9+3aeeeYZfv/995o2PvnkE2bPnk1sbCzBwcFs3rwZZRPXHxYEQWioitISUs6fAaBVl+63OLpuqivVhP8ZD0Cn4Z4Ymd7d/+eJIF0QhLuORCLBwliBhbEFbZ2vP7W6UqUhvbD2KHxqYQUZhZVkFleSXlhBlVpLbmk1uaXVnEsrvuH1rE2Ul0bfLwfxRtd8f9vWxyuNMWs3FLN2Q/ED0Kgg8wwkhUFyGMFGh4mZla+/Z7WO7DL9liV3JVvhRnt/JeTHg5UX1dXVBAYGkpWVRW5uLjqdjvLCcijUX8oh2IG8yjy+i/iORf8uImru9RNFmcvkTM7N5fn86fg9PJ+I0/m8+9FKjBQZSKsryX3jNTr2H4SpqSmJiYnk5ubi5OR0ez4fQRBqkUgkzJ49m9mzZ1/zXmZmZq3XCoWC48ePX3Ncr169OHfu3G3royAIQmPEnziKTqvFzt0TK0fnJmnz1PZkyourMbczIijUtUnavJ1EkC4IQotkqJDhbWeKt931yyVdXhefUVRJZnEFGUWVZBRWXnldWEl6UQWVKi35ZdXkl1VzPv3GgbyVsQLHSwG7g7khDuYG2JooSC6Q4JlRjIu1KdbGysaX8ZAp9CXcXEKgxyzQ6SA3BpIOY5hyBPeUI7jnxwMZ+i36KETPBxN7gty6cHbJdHDritquLXlFpWRlZZGXl0deXh4+fj5kmGawInIFJzJPYNbeDHWJGkWlAl2ZjpKiEgCKNWoU9nZo8vNxXjabiE7PsvPU2pou/hURCV99U/M6Li6Or7/+GtAHCb169cLS0rJms7Kyqvm+W7duNUn61Go1Z8+exczMDDMzM8zNzTE0NLyteQYEQRAEQbi7XZ7q3lRZ3UvyKzm1IxmAnmNaIVPc/upCjSWCdEEQ7klXr4tv42x+3WMuT6tPL6ogs0gfwGcU6QP6zCJ9EJ9RWEmFSkNBuYqCchVRGf8N5GX8cEGf3EQulWBvZoD9pSBeH8wbYm925XtHc0PMjeR1D0QlErDz12+dpur3lWZDyhH9lnwEMiKgLBsu/K3fALnMAAeXjji4dQG3btClH5jY0IEODPMaxukup1nRdQU7k3ei1WkBcDNxY5TzKDqbdsbBxALtgi8p3bWLwMPfM7TDw5RUllFecZbyygqUltZUarRkZ2dja3sloUt+fj5xcXE3vJ3Zs2fXBOnZ2dk103JrPk2ZDHNzc8zMzJgyZQoffvghoE/SN3PmzJr3/vvV29ubtm3b1vy55ufnY2JigoGBgQj6BUEQBKGFqK6sIPH0SQB8uzZNkB62MQ6NSouzryVewU2ThO52E0G6IAj3rSvT6hUEON0kkK9U1wTtmUWVZBVXklVcRWZRObGpOVRJDMgtq0at1ZFeVEl6UeVNr2sgl9aMxtubG+JgdiWot78quDc1uMF/0ab2EDBSvwGoKvWBenL4leC9PA+S9VPm4Sv9cTatwK0bEveuBLt1JbjPZ6SXZ7LmwhrWx6wnpSyFb2K/wUxpxjjfcUz46HWsl3jA0qW8ZVBNRJcXUVeeQl2xFwsHRyZ/+g1bt21j+PDhNV3z9PTk0KFDFBQUUFhYSGFhYc33BQUFteozV1ZW4uzsTElJCSUl+lF8jUZDQUEBBQUFNfsACgsLWbZs2Q0/0yeeeKLm/dLS0poHB1KpFGNjY0xMTGq2ESNG8NFHH9X8+c6YMeOaYy5vXl5edOt2pfRLbGwshoaGGBsbI5fL0el0N/2zFhpu8eLFLF68uKZ0Wdu2bXnnnXcYNmxY83asBQsNDRV/ZwVBuKslnDqBRqXC0tEJW7frJC6qp8yEImKPZYEEeo33bTEP7kWQLgiCcBMSiQQLIwUWRgr8HWvXMlepVGzZsoXhw0NBKiO3tIqs4iqyiivJvhTIZxVXklVSRXaxfq18YbmKKrWW5Hx9ebqbMVHKsDc3xM7UADuzq7arXtubGWBtokTu3g3cLwWTOh3kxUFK+JXR9txoyLuo3yIu1XM3ssLZtQsvuXfl2a4f8GdFGqti/iC5JJll55fxa+SvDOw6kMctn8R64S94x28izms46spwirIyiT1y+Jo+Gxsb06NH3Z58e3t71yTA02q1lJWVUVxcTElJCcXFxbVG6I2MjPjoo49qvX/1Vx8fn5pjy8uvfK5arZbS0tJata87dOhQ831FRQU//vjjDfv40EMPsWHDhksfq47WrVuj1Wpr3p87dy4PPPBAne5XqB9XV1c++eQTfH190el0LF++nFGjRnHq1KmaWROCIAjCveXqrO6NDah1Oh2H1upLrrXu5oidu9ktzrh7tNgg/dtvv+Wzzz4jMzOT9u3bs2jRIrp06dLc3RIE4T6lkEkvJZkzuulxlSoNOSVVNaPx+iC+kuxL32cW678vrVJTVq0hIbeMhNyym7YpkehrytteE8z3wM69H/ZtDXFQlOFQfBbjzONIUo5A2gmoKIDYbRC7DWPgMYmMCY5t2W8XzEpdIUdKE9mWuI1tBjBmqhfjV+6j2NyTTJOOqCsPc+yv9Vj1GdQkn59UKq1Zm349lpaWzJ07t05tOTg4oFarKSsru+5mb29fc6xEIuHDDz+84bFBQUE1x6pUKszMzKioqKC6uhoAAwODRty1cDMjR46s9XrevHksXryY8PBwEaQLgiDcg9TV1cSfPAY0Tem12ONZZMYXIzeQ0W2Uz61PuIu0yCD9999/Z86cOXz//fd07dqVhQsXMmTIEKKjo2v98iUIgnC3MVTIcLM2xs365iXMSqvUZBdXklNSRU5plf7r5e3S6+ySKvJKq9DqqMlifyGz5KbtKuVdsDPtjZOllA7KVIK5gG9VJK6lZzCuykGacYbQjDOEAtEKBSttbPnHSMkG+yQiHtXx6saVlPg9TxEK8tOSUKalNN2H04Qur203N7/+MobLjIyMeOutt+rUplKppLCwENAnvSsuLmbPnj2N7apQBxqNhrVr11JWVlZrycTVqqqqqKqqqnldXKzPH6FSqVCpVLWOVavV6HQ61Gp1rZkRN3J5irhOp6vT8fealn7/V/95//fvQl1cPqch594LxP3f3/cPd+4zSIg4jqqyAhMrG2zcPRt1PVWVhsPrLwIQPNAVpYm0we015f3XtY0WGaQvWLCAadOmMXWqPonS999/zz///MPSpUt5/fXXm7l3giAIjWdqIMf0JtnrL9NodeSXVd8kmK+seV1cqaZarb1Ubx6OYwV0v7TpcCaPDtKLdJDG0lEaS2B1Ih9mZjBbKmWtuSm/2Zvx9mNVzPlrOWUuPVBXR5ATfpS8x57AzkKOrLGZ7VsQuVyOmZkZcnmL/DHaYpw9e5bu3btTWVmJqakpGzdupE2bNtc99uOPP+b999+/Zv/27dsxNr72oZiDgwOJiYlYW1vX+c8xLy+vfjdwj2mJ969Wq8nPz6e0tJRdu3Y1qq0dO3Y0Ua9aJnH/9/f9w+3/DLLC9gIgt3Pg361bG9VWUYySskIDZEZaMlTn2LKl8WUnm+L+r16SdzMt7reL6upqTpw4UWvao1QqZeDAgYSFhV33nPo8Xa+v+/3pmrh/cf9Xf73f3C33b2koxdLQCF+7m0+1r1JpyCmtJqe0itySS19Lq8gprSa3pIqcUktOlbiyo6wH1dValKhoI0miozSWDnmxLCu4yBmzCtaMVjFobxJ5Cima6gJ+e/1RjDxz0FUHkmLUlmzzQAzMbLAxVWJrosTGVIm1ibJmSr6NiRIj5W2qO38HNfWff3P/Pbob+fv7ExERQVFREevWrePxxx9n37591w3U586dy5w5c2peFxcX4+bmxuDBg687o0KlUpGVlVUzO+JmdDodlZWV922JwJZ+/yYmJnh7e6NQKBp0vkqlYseOHQwaNKjBbbRk4v7v7/uHO/MZqFUqftq4CoCBD0/EpfX1H8jWRXFOBX/sOAHoGDApEM8gm0b1rSnv/3IceistLkjPzc1Fo9Hg4OBQa7+DgwMXLly47jn1fbreEPf70zVx/+L+72ct9f4tL22t5IDVpQ193rkqLZSqJJSoPClReXFQNZh/VSCtKiSwLJbsThEYnrVFpc1BWuJDdlw2J7scZFLxvzyQVU5quhOntK04pfPlH60vMTpXtFypS6qU6jBTgJkCTBVXvjdR6DCVg+ml/aZyMFHA3VzStKn+/Ov6dP1+olQqadWqFQAhISEcO3aMr776iiVLllxzrIGBwXVzBCgUiuv+UqVQKPD09EStVqPRaG7aD5VKxf79++nTp899+Ut6S75/mUyGXF6Pspc3caO/S/cLcf/39/3D7f0Mkk6fpLqiHFMrazzatkMibfgP/vA/o9Cqdbi1saZVR4cme7jYFPdf1/NbXJDeEPV9ul4f9/vTNXH/4v7F/d+/95907jx/ffIWKk0CnsUPY7NjGR8Os+Yra0vGF5cyoeQg4zX7ASjHiCiJD8c0PpxUexOhbUV2lRV5VQC3/uFpopRhZaLE2lhR89XaRImVsRJrEwXWxkr9fhMFVsZKzA2b5pfym2nqP/+6Pl2/n2m12loz4xpLIpHU6ZcumUyGWq3G0NDwvvy3fr/fvyAIt19M2AEA/Lr1alSAnnQuj8QzuUilEno/3HJKrv1XiwvSbW1tkclkZGVl1dqflZWFo6Pjdc+p79P1hrjfn66J+xf3L+7//rt/j8C2GNg4UZWXQZ5hKf6Zg3h3wz7mjVLxg5UFS62sGIYxk7LTaFNWRIjuHCHSc6DUn19t7EiBVRDpJm1IMGjNBYk3aZUKCsqqyS+rJq+smoJL9efLqjWUVVeQWlBRp77JpZJLwbx+qv2tNitjJUp5w34paKo///vx79DNzJ07l2HDhuHu7k5JSQmrV69m7969bNu2rbm7JgiCIDQhVXUVF48fAcC/R+8Gt6NRazl4qeRaUH9XrBxNmqR/zaHFBelKpZKQkBB27drF6NGjAf2T9V27djFr1qzm7ZwgCMJ9xrptOzL2Z6CpPkuc51N0PB3Hz5uqWDzZhkMV59hMKZvtLQix6sZk01aEFhchSz8FOVEoyzNxKM/Ege3oK5dLwM4fXEIguCO4dEJn34ZilYSCS0F7/qXAPa+smoLyavJKq8kvqyK/XEV+WRUFZSpKq9SotbqahHl1ZWYovxK4Xwrura4arbc0vhLQWxkrMFG0zKfzLUV2djZTpkwhIyMDCwsLgoKC2LZtG4MGNU3ZP0EQBOHukBhxAlVlBWY2dji18m9wO6d3p1CYVY6RuZLOD3g1YQ/vvBYXpAPMmTOHxx9/nE6dOtGlSxcWLlxIWVlZTbZ3QRAE4c4wdnHH0tGJwswMNNVRnA98ii5H5/HyzxJmfbqQFUXb2Z64nRMFUZwoiMLF1IWJoc/ykPtgTHMv6uu1p52AtJNQlAw5F/RbhD55jERmgIVTeyxcQvB0CQGXjmDtrS8OfwOVKg0F5fqAvi5bQXk1Wh2UVKopqVSTlFe3teESCRhJZUjcM3mwg1uTfJ7CFT///HNzd0EQBEG4A6IPX5rq3r3hU93LCqs4/k8iAD0e8kFp1CLD3BotsvePPPIIOTk5vPPOO2RmZhIcHMzWrVuvSSYnCIIg3F4SiYTgoQ+y95cl6NSnqDJoT1TwDIKOLUA58z3e/2EJc0Lm8Fv0b6yNWUtaaRqfHvuUbyO+5aFWD/FY0GO49Xxe31hJFqSfvCpwPwGVRZB6VL9dZmSlH22/ejOxrXnbUCHDycIIJ4ubZ7u/TKvVUVShIv9SYK8fndcH7wVl1RSUq2qC/sJLX4sr1eh0UK6RoJTdxVntBEEQBOEupqqqJO6k/me8f/deDW4nbGMcqioNDl7m+He9/hLohtBWVZG7YAFSrzs7Mt8ig3SAWbNmientgiAId4GA3v0IX7eaytJCFLoE8kx8SA2ZiNuJlSRNnoLrN4uY3X0204OmszluMyujVpJQlMDKqJWsvrCafm79mBQwiRCHECT+w8B/mL5hnQ7y468E7KnHIfMMVBTAxZ367TJL96uC9k7g1B6UdaveIb20ft3KRImPXd3uWa3Rkltczl9bd9HFy6qen5ggCIIgCADxJ4+jrqrC3M4BRx+/BrWREVdE9JFMkEDvR/yQSJtmOZpOpSLthRcp3bMHZy9PdGPGNEm7ddFig3RBEATh7qAwMKD9oOEc2fg7Ribnqajw4aJFd+y7FWAQ/g/J02fgMv8TzIcP52H/hxnnN47D6YdZGbmSQ+mH2JW8i13JuwiwDmBym8kM9RyKQqbQzye38dFvQQ/rL6auhqxzV6bIp52A3GgoTNZv5zfqj5PIwD4AnIPBuSM4dwCHtiC/NoloQ8hlUmxMDXA0BjNDkfBNEARBEBriclZ3/+69GpSJXavVceD3GAACejjh4Nm4yl2X6TQa0l59ldI9e5AYGJA3aNAdzRQvgnRBEASh0YKHPMCxTespSL+IT9dq0mKUnHF5iN5DJFRu+5u0l15GnZuH9ZTJSCVSern0opdLL+IK41gZtZLNcZuJyo/ijYNvsODEAib4T+Bh/4exMvzPKLVcqV+X7tLxyr7KIkiPqD3iXpqpD+azzsGplfrjpAp9oO7cQX++cwewaw0yEWQLgiAIwp1WXVlB/KnjAPh3b1hW98iD6eQkl6A0ktNtlE+T9Eun1ZLx5luU/LsVFAocF35J9B0ukyqCdEEQBKHRTK2sad2jN5EH9iCXn8fMpjsleZVc7Pw47WzMKVi9mqyPPkKdk4PdnBdrnkb7WPrwbvd3eb7D86yLWceaC2vIqcjhm4hv+PHsj4zwHsGkgEm0smp144sbWoB3X/12WXE6pJ/Sj7ann9JvFfmQEaHfTizTHyc3BMd2+oD98oi7rS9IZbftsxIEQRAEAeJPHEVdXYWlgxP2XvUPsMuLqwn/Mw6ALiO9MDZXNrpPOp2OzA8/pOjPP0Emw2XBFxj16gVbtjS67foQQbogCILQJIKHjiDywB4uHjnAqFcf5t/vY4k5lo3bE09jZ29PzsKF5P34I+qcHJw+/ADJVXXBrQytmBY0jSfaPsG2pG2siFxBZF4k62PXsz52Pd2dujOpzSR6ufRCKqlDojZzZ/3W+gH9a51OPx0+/ZQ+OV36KUg/DVVFkHpMv12mMNGvab96xN3KCxqYcVYQBEEQhGtFX57q3qN3g6aSh224SFW5Gls3U9r1dWl0f3Q6HdmffU7hmt9AIsH5k08wHzQIlUrV6LbrSwTpgiAIQpNwauWPo48vmXGxZCeE03lEJ45uTmD/bzE88uYUnOxsyXjnXYr+/BN1QT6uX36J1Lh2cjeFTMEI7xE84PUAETkRrIhcwa7kXYRlhBGWEYanuSeTAiYx0mckxoq6JYYD9OvbrTz0W9vR+n1aLRQk1B5xzzgNqjJIPqzfLjOwAOf2tUfcTZwa/6EJgiAIwn2oqryMhIgTAPh1q39W9/TYAi6E65PF9X3MH2kTVFrJ/eZb8pcuBcDxg/exGDmi0W02lAjSBUEQhCYTPGQEW7/7ktM7tvDkl6NJicon42IRO5ae56GXH0JmbU3ai3Mo27ef5Ken4fb9YmTm1yZ5kUgkdLDvQAf7DqSVprE6ajUbYjeQWJzI/478j69Pfc04v3E82vpRHE0aWGpFKr2SmK7dOP0+rQZyY2uPuGee1Y+4J+zXb5fIjazpJndBkmACfgMb1gdBEARBuA/FHjmMRqXC2tkVO4/6lTfTaLTsW6NPFte2lzOOXhaN7k/eTz+R++23ADi88QZW48c3us3GEHP3BEEQhCbj3703hmbmlOTmkHD6OAOntkFpJCcroZjj/yRi1q8f7kuXIjUzo+LkSZKmPI46N/embbqYuvBK51fYOX4nr3d5HVdTV4qri1l6bilD1w/l1X2vcibnTNPcgFQG9q0h+FEY/hk8vRPmpsIzB+HBRdDpSXAKBqkCSUU+DiVnobqsaa4tCIIgCPeJqIN7AX0Z1/pOdT+9K4X89DKMzBR0G934ZHH5K1aS/fkXANi9+CLWUyY3us3GalSQrlKpSElJITo6mvz8/KbqkyAIgtBCyZVKgvoPBiBi69+Y2xgROtEfgBP/JpIeW4Bxxw54rPgVma0tVRcukDhxIqq0tFu2baIwYWLARP5+6G++6vcVnR07o9Fp+DfxXyZumcikLZPYmrgVtVbdtDclU+iTy3WcAiO+hBn74I001FN3cNrtCXSuXZr2eoIgCIJwDyvNzyP5vP7hekCvvrc4uraS/EqO/Z0AQI8xrTA0aVyFloLffiNr3jwAbJ59BtsZ0xvVXlOpd5BeUlLC4sWL6du3L+bm5nh6ehIQEICdnR0eHh5MmzaNY8eO3bohQRAE4Z7UftBwJBIpyedOk5eagm8nB1p3d0Sngx1LI6ksU2HYujWeK1egcHZGlZRM4mMTqYqLq1P7MqmM/u79WTpkKX+M+IMHfR5EIVVwOuc0r+x7hWEbhrHs3DKKq29juRS5ATrnDiTa9gcT29t3HUEQBEG4x1w4tA90Opz922BhX78lawf/iEVdrcWplQX+3Rq43O2SgrVryXzvfQBsnn4Ku+efb1R7TaleQfqCBQvw9PRk2bJlDBw4kD///JOIiAhiYmIICwvj3XffRa1WM3jwYIYOHUpsbOzt6rcgCIJwlzK3s8c7RD+6HLH9HwB6P+KHhZ0RpQVV7FsTDYDS0xOPNatR+vigzsoiaeIkKs6eq9e1AmwCmNdrHtvHbeeZ9s9gbWhNZlkmC04sYODagcwLn0dScVLT3qAgCIIgCA0WdXAfAAG9Qut1XuLZXOIjcpBKJfR91L9BGeEvK9z4J5nvvAuA9eNTsHvppUa119TqFaQfO3aM/fv3c/ToUd5++22GDBlCu3btaNWqFV26dOHJJ59k2bJlZGZmMnr0aA4cOHC7+i0IgiDcxToM0WdEPb9vF1Xl5SgN5Qx6qi0SqYSLx7OJOZYJgMLBAY+VKzBs1w5NYSHJTzxB2ZGj9b6erZEtM4Nnsn3cdj7o8QG+Vr5UqCv4Lfo3Rm4cyaxdswjPCEen0zXpfQqCIAiCUHd5qclkJ8Yhlcnw69azzuepqjUc+F2fLK79ADdsXEwb3IeizZvJeOMN0OmwmjgR+9dfv6sCdKhnkL5mzRratm17y+MMDAx45plnePLJJxvcMUEQBKHlcm/XHitnV1SVFUQe2A2Ag6c5nYZ7ArB/TQylBVUAyK2scF+2DOOuXdGWlZEybRolu/c06LoGMgMe8n2I9SPX89Pgn+jr2hcdOval7mPa9mmM3TyWjbEbqdJUNcl9CoIgCIJQd5cTxnkGh2BsXves7Ce3JlGcW4mplQGdHvBs8PWLt2wh/bXXQafD8pFHcHjrzbsuQAeR3V0QBEG4DSQSCR2GPABAxLZ/akawQ4Z5YO9hRlW5mt0romr2y0xNcPthCaYDBqCrrib1ueco2rSpUdfv6tSVbwZ8w+bRm5ngPwEjuRGxBbG8c/gdBq8bzLcR35JbcfPM8oIgCIIgNA2dVtugqe4FmWWc3K5futb7YT+Uhg2rIl68bTtpr7wKWi0W48bi+O47d2WADo0I0o8dO8aAAQMICgpizJgxfPDBB2zatInk5OSm7J8gCILQQrXpMwC5gQH5aSmkRUcCIJNJGTi1DTKFlJTIfM7tu5LVXWpggOtXC7EY9SBoNKS/+hr5K1c1uh+eFp682e1NdozbwZyQOTiaOJJfmc/3p79n8LrBvHnwTS7kX2j0dQRBEARBuLG0mCiKc7JQGhnhE1K3yig6rY49Ky+gVevwCLTBK7hhyVpLdu0i7aWXQKPBYtQonD74AIn07h2vbnDPJk+ejEwmY/r06Xh5ebFv3z6mTp2Kp6cnNjY2TdlHQRAEoQUyMDamdQ99aZWzO7fW7LdyNKH7Q/q6pofXX6Qwq7zmPYlcjtPHH2M1aRIAWf/7Hznffdcka8ktDCyYGjiVf8f8y2d9P6O9XXtUWhWb4jYxfvN4ntz2JLuTd6PRahp9LUEQBEEQartwaaq7b5ceKAwM63RO5KF0Mi4WITeQ0edRvwaNfJfs3UvqCy+CWo35iBE4fTTvrg7QARo2VwBISUnhn3/+wcendgH5pKQkIiIiGtsvQRAE4R4QNHAI5/ZsJzr8IKFPTMfI1Ey/P9SVhNO5pEUXsPOXSMa83BGpTP8DUyKV4vDmG8gsLcn95htyv16Erry8yTKvyqVyhnoOZajnUM7knGFl5Eq2J23nWOYxjmUew83MjYkBExndajQmCpNGX+9+oVKpyMzMpLy8HDs7O6ytrZu7S4IgCMJdQqNWER12EIDWdZzqXlZUxeEN+vKs3R70xtzGqN7XLT1wkLTnngeVCrOhQ3H+5GMkMlm927nTGvwIoWfPnqSmpl6z38PDg1GjRjWqU4IgCMK9wdHHDzsPLzQqFVEHriSDk0glDHg8AKWhjKyEYk5uq71USiKRYDdrJg5zXwcg76efyfrfPHRabZP2L8guiE/7fsrWsVt5MvBJzJXmpJSk8MnRTxi4diCfHfuMtNK0Wzd0nyopKWHx4sX07dsXc3NzPD09CQgIwM7ODg8PD6ZNm8axY8eau5uCIAhCM0uIOEllaQkmlla4BwbV6ZwDv8dSXaHG3sOMdv1c633NsrAwUmfNQqdSYTZoIC6ffYpE3uAx6juqXkH6mDFjeO+999i4cSPPPPMMH374IQUFBberb4IgCEILJ5FIaDdgCABndm6tNW3dzNqQPhP8ADj2dwI5ySXXnG/9+OM4vvceSCQUrFpF5rvvotM0/XR0RxNHXgx5kR3jdvBW17fwNPekVFXKr5G/MnzDcObsncPJrJOihNtVFixYgKenJ8uWLWPgwIH8+eefREREEBMTQ1hYGO+++y5qtZrBgwczdOhQYmNjm7vLgiAIQjO5/KC+dc8+SKW3HslOOJNL3MlsJFIJ/Sa3Riqt30y6svBwUp79P3RVVZj264fLF18gUSga1PfmUK9HCT4+Phw6dIjvvvuO3Fx9Rlw/Pz9GjRpFt27d6NChA+3atUOpVN6WzgqCIAgtT0CvUPavXEZeajLpMRdw8Q+oec+vqyPxp3OJP5XDzl8iGT+3E3JF7R/eVhMeQWJoQMYbb1K4dh3aikr9dLXb8DTcWGHMI60fYbz/eA6lHWJF5ArCMsLYkbSDHUk7aGvTlkltJjHEY0iTX7ulOXbsGPv3779hadYuXbrw5JNP8v3337Ns2TIOHDiAr6/vHe6lIAiC0NwqSkuIOx4OQEDv/rc8vrpSzf410QB0GOSGratZva5XFhamD9ArKzHp0xuXrxYiaWHxab1+w/nss89qvk9LSyMiIqJmmz9/PvHx8cjlcvz9/Tlz5kyTd1YQBEFoeQxNTPHv3pvz+3ZydtfWWkG6RCIh9DF/MuKKyE8v48imBHqObXVNG5ajRyM1NCTt5Vco/vtvdFVVuHzx+W37oSuVSOnt2pverr2JLYhlVdQqNsdt5nzeeeYemMuXx79kvN94LLR1r/F6r1mzZk2djjMwMOCZZ565zb0RBEEQ7lbRh/ajUaux8/DCwcvnlseH/xVPaUEV5raGdHrAq17XKj10iNT/m4muqgqTvn1w/fprpC0sQIdGrEl3cXHhgQce4M0332Tt2rXExsZSVFTErl27mDFjRlP2URAEQWjhggbqR56jDx+gsrS01ntGZkr6TWoNwOmdyWTGF123DfOhQ3H9+mskCgUlO3aQ8txzaKuqbm/HAV8rX97r8R47xu9gVvAsbI1sya7I5tvT3/Jp8af8Gffnbe+DIAiCILRU5/buBKBt34G3PDYzvoize/V5z0IntkahrHuSt9IDB0m9PMU9NBTXRYuQGhg0rNPNrF5B+q1qoJuamtKrVy9mzpwJ6EfbBUEQBMHJtzW2bh6oVdVEHdxzzfteQbb4dXVAp4Pdv0ahVl1/3blZ/364fr8YiaEhZfv2k/LMM2jLy697bFOzNrRmRvsZbB+7nY96fURrq9aoUdPK4tqR//vNsWPHGDBgAEFBQYwZM4YPPviATZs23fL3BkEQBOHelpucSFZ8LFKZjIDeoTc9VqPRsmflBdBB626OuAXUvUpI6YEDpM6cia66GtP+/XH5+qsWOYJ+Wb2C9M6dOzNjxoybZmotKirixx9/JDAwkPXr1ze6g4IgCELLp08gNxSAM7u2XTcBW++H/TAyV1KQWc6xvxNv2JZpz564/bAEqbEx5WHhJD89Dc1/RudvJ4VMwUifkawauopnTZ8l0Dbwjl37bjV58mRkMhnTp0/Hy8uLffv2MXXqVDw9PbGxsWnu7gmCIAjN5Ny+XQB4d+yMsfnNl4id2p5MfnoZhqYKeoyr+wPw0n379FPcq6sxHTgA14VftugAHeq5Jj0yMpJ58+YxaNAgDA0NCQkJwdnZGUNDQwoKCoiMjOT8+fN07NiRTz/9lOHDh9+ufguCIAgtTJve/Tiwahm5yYlkxEbj7Ne61vuGJgpCH/Pn3+/PcmpHMj4d7bD3ML9uWyZduuC+9GeSp8+g4uRJkqc+ifuPPyCztLwDd6InkUhwkbvcsevdzVJSUvjnn3/w8am91jApKYmIiIjm6ZQgCILQrDRqdU1W91tNdS/ILOP4P4kA9Brvi5Fp3YLskj17SHt+9qUya4NwWdCysrjfSL1G0m1sbFiwYAEZGRl88803+Pr6kpubW1NWZeLEiZw4cYKwsDARoAuCIAi1GJqa4te9FwBnd2+/7jHewXb4drJHp9Wxa3kUGtWN66IbBQfj8csyZJaWVJ49S9LjT6DOy7stfRdurmfPnqSmpl6z38PDg1GjRjVDjwRBEITmlnj6JOVFhRiZW+DVodMNj9Nqdez+9QIatRb3Ntb4dXGoU/slu3eTejlAHzLkngnQoZ4j6ZcZGRnRuXNnxo0b19T9EQRBEO5hgf0GEbl/NzHhB+j/xHQUhobXHNN7gh+p0QXkp5dx/N9Euj7ofcP2DNu0wWPFryRNfZKq6GiSpjyOxy/LkNvZ3c7bEIAxY8YQFBRE+/bteeaZZ/jwww8JCgrCysqqubsmCIIg3AXOX0oY16Z3KLKblE09uyeVzPgiFIYyQie1RiK5dU30kp07SX1xDqhUmA0bisunn94zATo0Irt769atmTNnDgUFBU3ZH0EQBOEe5tq6LRb2DlRXVBB7LOy6xxiZKukzwR+AE1uTyEkuuWmbBr6+eK5cgdzRkeq4OJIefwJVdnaT912ozcfHh0OHDjFjxgzGjRvH7t278fPz4+mnn+ann37ixIkTVFdXN3c3BUEQhGZQXlxE3ImjwM2nuhdmlxP+ZxwAPce2wsz62of3/1W8YwepL7wIKhXmw4fj8tln91SADo0I0vfv38/p06fx8vLio48+oqKioin7JQiCINyDJFJpzQ/r83t33PC4ViH2+HS00097/zUKjfrG094BlJ6eePy6HLmTE9Xx8SRPeRxVlgjUb6fPPvuMHTt2kJ2dTUpKCps3b+aFF16gqKiI+fPn06VLF8zMzAgKCmrurgqCIAh32IVD+9Bq1Nh7+WDncf1a5zqtjj0rLqBWaXFtbUWbXs63bLd423bSXpwDajXmI0bg/Ol8JDcZpW+pGhykd+7cmV27dvH777+zfv16WrVqxQ8//IBWe/NfpARBEIT7W5s+/QFIPneG4pwbB9J9JvhjaKIgL7WUk9uSbtmu0t1dH6g7O1GdmEjylCmosrKarN/Cjbm4uPDAAw/w5ptvsnbtWmJjYykqKmLXrl3MmDGjubsnCIIg3GHn9+qzut9sFP3svjTSYwuRG8joV4dp7kWb/yZtzqUA/cGROM//5J4M0KERQfplQ4YM4cSJE3z++ed89tlntGnThg0bNjRF3wRBEIR7kIW9A+6B+tHV85dKs1yPsbmSPhP8ADi+JZHc1FuXWVO6ueHx6woUzs5UJyWRNGUKqszMpum4UMutaqCbmprSq1cvZs6cCUBaWtqd6JYgCILQzLIT48lOjEMqkxPQq+91jynKqSDs0jT3Hg/5YG5rdNM2C9etI/3VV0GjwWL0aJw//hiJTNbkfb9bNDpIv2zUqFH8+uuvWFtbM378+KZqVhAEQbgH1Ux537cT3U1mYLXqZI9Xe1u0Gh17VkSh1V5bX/2/lK4ueKz4FYWLC6qkZJKmPI4qI6PJ+i7ode7cmRkzZnDs2LEbHlNUVMSPP/5IYGAg69evv4O9EwRBEJrL2d3bAPDp1AUjs2tLqeq0OvasjEJdpcHFz5LAPjcvZ5q/chUZb70NOh2Wj07A6aN593SADg3M7g6wdOlSIiMja7bLpVfc3d0ZMWJEk3VQEARBuPf4du3BrqWLKcrOIu1CJK5tAq97nEQioe9j/qTFFJKdVMLZPam0H+B2y/YVLvpAPenxJ1AlJ5M0eQoey39B4SLqmjeVyMhI5s2bx6BBgzA0NCQkJARnZ2cMDQ0pKCggMjKS8+fP07FjRz799FNRmlUQBOE+oKqqJOrAXgCCBg677jHnD6aTFl2IXCml3+TWSKQ3nuae9/PPZH/2OQDWTzyB/Wuv1in7e0vX4JH0uXPnEhERgZ+fH2+//TaHDh2iqKiI+Ph4/vrrr6bsoyAIgnCPURgY4t+9NwDnLpVouRETCwN6jPEBIHxTPMV5dUtUqnB2xuPX5Sjc3VGlppI05XGqU8WU66ZiY2PDggULyMjI4Ntvv8XX15fc3FxiY2MBmDhxIidOnCAsLEwE6IIgCPeJmPBDVJWXYWHvgEdg+2veL86r4PD6iwB0G+2DhZ3xddvR6XTkfPNtTYBu8+wzdzxA1+l0nMg6wUv7XyJGFXPHrguNGEnPEsl4BEEQhEZo23cgZ3dvJyb8IP2fnIHS8Mbr0dr0dCb6SCYZF4vYvyaGB2YG1ekHtcLJCY9fl5P8+BNUJyWRPGUK7r8uR+nq2pS3cl8zMjLi5MmTzJs3DxMTk+bujiAIgtCMzuzcCkC7/kOQSGuPB+t0OvauvICqSoNTKwuCQq//s1in05HzxRfk/fQzAHYvvojtjOm3t+NXUWlUbE3cyorIFUTlRwHgI/fhBV64Y31osjXpgiAIglAfzv4BWDk5o6qqJCb80E2PlUgl9JvUGqlcQtK5PC6eqHt5NYWjoz4w9/RElZ5O0pQpVKekNLb7wlUu10j/5ZdfmrsrgiAIQjPJTU4kPSYKqUxGYL9B17x//kA6KVEFyBRS+k8OuO40d51WS9b/5tUE6A5vzL1jAXpBZQFLTi9h8PrBvHHwDaLyozCQGTCm1RgeMHrgjvThsgYH6Wq1mnnz5tG9e3c6duzI448/zo4dN655KwiCIAhXk0gktRLI3YqVowmdhnkCcOD3GCrLVHW+lsLBAffly1F6eaFOzyBp8hSqb5GdXKi7sLAw5s+fzzvvvENISAgHDhxo7i4JgiAId9iZSwnjvDt2wcTSqtZ7hdnlHFqnXw7VfbQPlg7XTnPXaTRkvPMOBatWgUSC4/vvYz1lym3v98WCi7x3+D0GrRvENxHfkFuRi52RHc93eJ6d43byVpe3sJfZ3/Z+XK3BQfrrr7/Od999x4ABAxg9ejRVVVWMGDGCqVOnotPdOvuuIAiCILTp0x8kElIjz1GUfetSaR2HeGDlZEJFiapmTVtdKRzscV/+C0pvb9SZmSQ9/gTVl5KeCo03adIkoqOjGTlyJMOGDWPs2LHEx8c3d7cEQRCEO0BVXUXk/t0ABA0cWus9rUbLrl8iUVdrcfG3IqjftdPcdWo16a+9TtG69SCV4vTxR1g98vBt669Wp+VA6gGmb5/OQ5seYn3seqo0VbSxacPHvT9m29htTAuahqWh5W3rw800OEhfvXo1a9as4X//+x/vvPMOv/32GxcuXODo0aN8/vnnTdlHQRAE4R5lZmOL+6XEMlEH993yeJlcSr+J/vrjD2eQGl1Qr+sp7O3x+HW5PlDPyCD58SdQpafXv+PCdRkZGfHee+8RHR2NsbExgYGBvPbaa5w7dw6NRtPc3RMEQRBuk9jwQ1SVlWFuZ49HUHCt907tSCYzvhiloYwBj187zV1XXU3ai3Mo/vtvkMtxWfAFlqNH35Z+lqvK+SP6D0b/NZr/2/V/hGWEIZVIGeQxiF+H/cpvD/zGCO8RKGSK23L9umpwkF5WVobrfxLveHl5sWjRIn744YdGd0wQBEG4PwT0CgUg6sCeOs3Ecmp1pabq3lUXUFfXL/iT29ri/ssylB4eqNLS9GXaMm89ii/cWFVVFbt37+a7775j9uzZPPXUUxw4cICqqio+//xzgoKCMDU1JSQkpLm7KgiCINwGZ3ZdShjXbzBS6ZUa5jkpJRzdnABA7wl+mFkb1jpPW1FByqxZlOzYgUShwPXrrzEfWnskvilklmXy5YkvGbRuEB+Gf0hCUQKmClOmtJnCljFbWBC6gA72He6a8m4NDtJ79erF8uXLr9nv5eVFuhiVEARBEOrIt0sP5Aol+empZCfE1emcbg/5YGKhpCi7guNbEut9TYW9fuq7ws0NVUqKfkQ9q+7J6ITa+vXrxwMPPMCvv/5KQUEBvXv35rPPPuPkyZOUlpaSl5fHli1bmHIH1hYKgiAId1ZeajJpFyKRSKW07TewZr9apWHnski0Gh3ewXb4d3WsdZ6muJjkp6dRtv8AEkNDXBcvxqx/vybt29mcs7y671WGrh/K0nNLKa4uxs3Mjde7vM7O8Tt5pfMruJi6NOk1m0KDS7DNnz+fnj17UlBQwHPPPYevry8qlYpFixbRpk2bpuyjIAiCcA8zMDbGO6QLMeEHiTq4FwfvVrc+x0hOnwn+/LvkLKe2J+Pb2QEbF9N6XVfh6IjHL8v0SeSSkkieOhWPX5cjt7Vt6K3ct/Ly8ggLCyM4OPi67xsZGdGvXz/69WvaX74EQRCE5ndm15WEcWbWV36GHt2UQH56GUZmCkIn+tcapVbn5pI8bTpVUVFIzcxwW/I9xh07Nkl/1Fo1u5J3sSJyBadzTtfs7+zYmckBk+nj2gfZVaP9d6MGj6QHBgayd+9ewsLC8Pf3x9DQEGNjY1asWMHChQubsIuCIAjCvS6gtz54u3B4P1pt3aave3ewwzvYDq1Wx95V0ei09U9aqnBxwf3X5cidnKiOjyd56lTU+fn1bud+Fx0dfcMAXRAEQbh3qaoqidy3C4CggUNq9qfHFnJqp76KSr9JrTEyU145Jy2NpImTqIqKQmZri8eKX5skQC+uLmbZuWUM2zCMl/e9zOmc0yikCh70eZC1I9eydMhS+rn3u+sDdGjESPrhw4cxNzfn2LFjXLhwgcjISMzMzOjatSvm5uZN2UdBEAThHucV3BFDUzPKCvJJOXf2mqQzN9L7EV9SovLJjC8iKiyDNj2d631tpatrzYh6VexFkqc+ifsvy5BbWd36ZEEQBEG4j104vJ/KslLM7RzwbK8PtKsr1exaHgk6COjhhFd7u5rjq+LjSX7yKdSZmSicnXFf+jNKT89G9SGpOImVkSv5K+4vKtQVAFgbWvOw/8M84v8ItkYtb4Zcg0fSZ86cyZEjRwBo3bo1Y8aMYdCgQeTk5FBSUtJkHRQEQRDufTK5Ar9uPQGIOri3zueZWhnSZaQXAGEb4qgsrXvt9KspPTxwX/4LMjtbqqKjSX7qKTRFRQ1qSxAEQRDuBzqdjlNb/wYgePDwmoRxh9bGUpxbiZm1Ib3G+9YcX3HuPEkTJ6HOzETp44PHmtUNDtB1Oh1HMo4wa9csRm4cyW/Rv1GhrsDXypcPenzA9nHbmRk8s0UG6NCIID06OprQ0NBr9u/cuZNHH320MX0SBEEQ7kOXp7zHHj2Eqrqqzue16+eKjYsJlWUqwjbWr3b61Qy8vPD45Rdk1tZURUaR/PQ0NOKhsyAIgiBcV3rMBXIS45ErlAT2GwRAfEQOkYcyQAIDnghAaaSfuF129CjJjz+OpqAAw8BAPFauQOHgUO9rVmmq2Bi7kXGbx/H09qfZl7oPHTr6uvblp8E/sX7keh7yfQgDmUGT3uud1uAg3dzcnIKCa+vT9u7dm/Dw8EZ1ShAEQbj/uPgFYG5nT3VFBfEnjtb5PJlMSt9H9bXTIw9lkBnf8BFwAx8f3H9ZhszSksqzZ0l5ehqa0tIGtycIgiAI96qIbfpRdP+efTAyM6e0oIrdK6IA6DDQHRc//bKxkj17SJk2HW1ZGcZdujRoSVluRS7fRXzH4HWDeefwO8QUxGAkN2KC/wQ2j97MNwO+oatT17umhFpjNThIHzp0KJ9//vm1DUqlVFdXN6pTgiAIwv1HIpXSumdfoH5T3kFfOz2ghxMAe1dHo9VoG9wPQz8/3JctRWphQcXp06RMn4G2rKzB7QmCIAjCvaa0IJ+Y8IMAdBgyAq1Wx85fzlNVpsbO3Yyuo7wBKNq8mdRZz6GrqsK0f3/cfvwBmWndq7FcyL/AmwffZPC6wSw+vZj8ynwcTRyZEzKHHeN28Ga3N/G08Lwdt3iFTodEq7691/iPBgfpH374Ifv27WPs2LGcPXsWgMrKSubPn09QUFCTdVAQBEG4fwT0CgUg4dQJKkqK63Vu9zE+GJjIyUst5ezetEb1wzAgAPeff0ZqZkbFyZOkzJyFtrKyUW0KgiAIwr3i7K5taDUanPxa4+DdiogdyaRFFyJXShn8VFtkcin5q1aR/sqroNFgMepBXL/+CqnBraeha7Qa9iTv4cltTzJ+83g2xW1CpVXR3q49n/f9nH/H/MvUwKlYGFjcnpsryYTof2H3PFg5DvnCAPyyNt+ea91Ag7O7u7m5ER4ezrPPPkv79u0xMDBArVZjYWHB5s139iYEQRCEe4Otmwd2nt7kJMYTE36Q9oOG1/lcI1Ml3Uf7sHdVNEc2xePT0R5Tq4avSTMKbIv7zz+R/MRUysPDSZ09G7dFi5Aolbc+WRAEQRDuURq1mjM7/wX0o+hZicUc+SsegN6P+GFhb0TON9+S+803AFhNmoTDG3ORSG8+PlymKuPPi3+yKmoVKSUpAMgkMgZ7DGZSm0kE2d2GgeCyXEiPgPSTkH5Kv5Vk1DpEAljIE5v+2jfR4CAdwMPDgy1btpCcnExERAQKhYKuXbtibW3dVP0TBEEQ7jMBvULJSYwn6uC+egXpAG16OhN1OIOshGIOrYtlyLTARvXFKCgItyXfkzxtOmX79pP28iu4LPgCibxRPz4FQRAEocW6eCyc0oJ8jC0s8Qzuyvr5EWi1Onw62tO6qz2Z771P4e+/A2A7cya2s2bedK14Wmkaq6NWsyF2A6UqfR4Yc6U54/3GM6H1BBxNHJum4xUFkHEa0i4H5BFQlHztcRIp2PqDS0dw7oDavh3HT6UwtGl6USdN8luGu7s77u7uTdGUIAiCcJ/z796b/SuXkhYdSUl+LmbWdS+fIpFK6PuYP2s/OsbFE9kE9MzDvY1No/pj3Lkzrt98Q+qzz1KyfTvpb7yB8yefNKpNQRAEQWipLieMCxo4lMPrEyjKqcDUyoC+471If/FFSnbsBIkEx3fexuoGVb90Oh0RORGsiFzBruRdaHX6XDKe5p5MbjOZEd4jMFYYN7yTVSWQcab2CHl+/PWPtWkFzvqAHOcO4NgODK6sm9epVGhPZzW8Lw0ghgIEQRCEu4q5rR3OfgGkx0QRG36IjsNH1et8Ozczgvq5cXp3CvvXxDDhnS7IFbJG9cm0V09cvlpI6vOzKd60GamhETZvvdmoNgVBEAShpclJSiA16hwSqRQzu05E/J6ORAIDJniS9dwMKo6fQKJQ4Pz555gPGXzN+SqNiu1J21kRuYLzeedr9nd36s7kNpPp6dITqaSeadOqyyHr3FUj5KcgNwbQXXuspYc+EL80So5TezC8TWvbG0EE6YIgCMJdx79Hb9JjorgQdqDeQTpAl5FexJ7IoiingogdyXQa7tXoPpn174/Lp/NJe/kVCv/4A51SCYFtG92uIAiCILQUp7bqc495tu/CkU3ZAHToY0f1W89SFRuL1NQU1+++xaRLl1rnFVYWsi52HWui1pBdoT9PKVUy0mckEwMm4mvlW7cOaNSQHQlpJ/Rb+inIjgKd5tpjzV2ujI5f3oxbxrJsEaQLgiAIdx2/rj3Zs/xHMmIuUJybjbmtfb3OVxrJ6TXOl+0/n+fEv0n4d3PCzNqw0f0yHz4cbWUVGW+8QdHKldj07wcPPNDodgVBEAThbldeVEjkgT0AVJa3obpCjb2zAdY/vEBVRjpyOzvcfvoRQ3//mnPiC+NZEbWCv+P+plKjr5Jia2TLBP8JjPcfj7XhTYJmnQ4Kky4F5CcvBeURoK649lgTO/2U9ZoR8mAwc2jCu7+zRJAuCIIg3HVMrW1wbd2W1KhzxIQdpNPIMfVuo1Une87tTyM9tpDD6y82OoncZZZjHkJbWUHWBx9is3sPhStXYjd1apO0LQiCIAh3q7O7tqFRqTC1dic/ywKlEvx2/A9tTjpKT0/cfvoJpasLOp2Ow+mHWRG5gkPph2rOD7AOYHKbyQz1HIpCprj2AuX5l4Lx41dGysvzrj3OwPzSlPWQS0F5RzB3hpskp2tpRJAuCIIg3JX8u/cmNeoc0eENC9IlEgm9H/Hlj3n6JHKBfQpw8bdqkr5ZP/YY6tJSMn9einGvXk3SpiAIgiDcrbQaNWd2bgGgqqodMqUE//O/osxJxPBSJRSVmSF/RP/BqqhVxBfpk7RJkNDfvT+T20ymo33HK1neVRX6xG6Xg/G0E1CQcO2FpQpwDLwUkIeASyd9ordblHOrK7VGS2GFioKyavLLqikoV1FQrv++sLya/DIVeaWV2Kok1K/eTOOIIF0QBEG4K/l27cHuZUvIvBhDUXYmFvb1L8Fi62pG2z4unNuXxoE/Ynj4jc5IZU3zg91q6lSOmJsT4OnZJO0JgiAIwt2qNPEiFcXFSGTmSBW+uKQfwD79CCZ9eqP86A2+TfiVtTFrKaoqAsBEYcIY3zE82vpR3Eyc9YncIlZdCcizzoNWfe2FrH30wbhrJ/1Xh0BQ1G25mk6no7xaQ/6lgPvqLa+smoLLXy8F4XmlVRRXXqcP19HV7s6O0osgXRAEQbgrmVha4dY2kORzZ4gOO0iXUeMa1E7XB72JPZ5FXloZ5/anE9TPtcn6qDUyarK2BEEQBOFupNPpKIg6C4BMGYxZaSqtLq5DNyyU70aasm3LQ6h1+mDXxdSFiZ4jeEhpj2nmeVj/rD65W3XptQ2b2OlHxmumrddO7KbR6igsr6agoIS80ksBd3k1+aWXvl4nGK9Saxt0j5bGCqyMlVgZK7A2UWJprLz0VYGFgYzcuDMNarehRJAuCIIg3LX8uvW+FKQfaHCQbmiioNsoH/atjubo5nh8O9ljZKZs4p4KTe3jjz9mw4YNXLhwASMjI3r06MH8+fPxvyohkSAIgnD7JZ+NQFVcCChRyloReHohR/rZsrD9AUjRjzCHGDoyWWNIaGIssrPXKVGqMEbrFEy5XXvyLduRbhpIps6GvHIV+WVV5J9RkR8WT0FZNHllVfrp5hUqdNeponYrSrkUGxN9kF1rM1ZibXrpq4kSG1N9MG5ppEB+k1l2KpWKLdkiSL+pefPm8c8//xAREYFSqaSwsLC5uyQIgiDcJr5de7Br6WKyE+IoyEzHytG5Qe206eXM+QNp5KaUEr4pnn4TWzdxT4Wmtm/fPmbOnEnnzp1Rq9W88cYbDB48mMjISExMTJq7e4IgCPeNsN/XAiAzCKR17Hp+75nHv52lyHUShpaWM7moiDbVyTXHa5GRZejFRaU/5/DluMqLkxX2FMToIObyUamXtluzMFJgY6LE6gbBdq3vTZQYK2VX1r63UC0uSK+urmb8+PF0796dn3/+ubm7IwiCINxGxuYWuAe2J+nMKWLCDtL1oYcb1I5UKqH3I35s/PwkkQfTadvLGXsP8yburdCUtm7dWuv1L7/8gr29PSdOnKBPnz7N1CtBEIR7W7VaS15ZFXml1RQU5JO6Zw3ZSVGABMdiFSt6RXCxlY7pBUVMKCnBTqMlR2fBNq0vJ7W+nNK24qzOi4rK/64j1w+Jy6WSS6PYBlibKLA2McDa+NLXy6+vGv22NFagaKJcMi1JiwvS33//fUD/w/p20mq1VFdX3/I4lUqFXC6nsrISjUZzW/t0N2rJ969QKJDJZM3dDUEQbsG/e2+SzpwiOuxAg4N0AOdWlvh1cSDmaBYHfo9hzCshLf5J+/2kqEifjMja+vo1dauqqqiqqqp5XVxcDOh/TqlUqkZd+/L5jW2npRL3L+7/6q/3m3vh/itVGnJLq8kprSKnpIqcUn3StLyyavJK9cnU8ksqMS1Pwk91gWBJLAbGFzmrrsIucgAACqkLYcGbGGpahEeSPec17Xj/UlBebOiIjblBzRTz0aZKbC5NJ7/yVf++uaEcqbQeP3u1GlTa5o0xmvLvQF3baHFBekPU9wd3dXU1KSkpaLW3Tjyg0+lwdHQkOTn5vvxlr6Xfv7m5Ofb29g3u+73wH3djiPsX93/119vFs0MnpDIZOUkJZCclYuXs0uC2Oo/0ID4ih8z4YiIPp+HXxaHBbTX1/d+vf4/qQqvV8sILL9CzZ08CA69f7/7jjz+ueZB/te3bt2NsbNwk/dixY0eTtNNSifsX938/u9vuX6uDUhUUq6CkWkLxf74vUUkoroYSFVRorv0915wy2kvj6CiJpYP0IsHSixhLythiZcJKczOkWQrGH3uAZGN9KTWtcynuVlM5Z+TJRVsl5godnRT8P3v3HR5VlT5w/DstvfceCAkptERCLwlF6U3pTdQF1h8qLK6KbVXUdVFRrIgNEQggKk0BQSChSe9phJCQkN57mXJ/fwwMREIJJKRwPs+TB+bWcyeTmXnvOed9CVeBSl4FVNU8wZVFUh7kov9p7urjNVBeXn5H28kk6W6m4ze+H374gXnz5t3RnPQ333yz1g/uiIiIWj+47ezssLW1xdHRsVkGnsLtSZJEdXU1ubm5FBQUUFJS0thNEgThFtL3bKc8IxW7TqHYtQu5p2MVJxpRfN4YubEOl75lyJvI7ery8nImT55MUVERVlZiKP71nn76abZt28b+/fvx8Kg9O39tN+Q9PT3Jzc295+dTrVazc+dOHn74YVQq1T0dqzkS1y+uX1z//bl+SZIordKQU6Lv9b7a+51reFxFTkk1uVd6wXV3GMXJ0BGgzCTcJJHOygsEaeNxU1+bQ54nl/OTlQVrrSzJVyjoFa1j4sEgTvm0Q1t1DGsnbxwHPiJeA/Vw/cXFxTg4ONz2s75JfDVZsGABixYtuuU2sbGxBATcXaKfl19+mfnz5xseX/3gfuSRR254cjQaDUlJSbi5ud3Rh7okSZSUlGBpaflABvTN/fpNTEwwNjamZ8+edzX0XXxwiesX139/rj/azKgBAzkAAK5ISURBVIhd336BsriAoUOH3tOxtGod6987TnFOJU4E0nVo67s6Tn1f/9VRXkJNzzzzDL/99ht79+69aYAOYGxsjLGx8Q3LVSpVvb0+6/NYzZG4fnH94vrv7volSaK4QkNWSSVZxZVkFlWSXVJFVrH+sX4Iun4oeqX6zkuIyWRgb26Mo+WVHwtjnKyMcTHV4ac+j0fZGezzT2KWdQJZZSFo0P9cEW/filV29vyuzUMt6UCSmHrUjIEHjDn60ES0pasB6DttCrEZOc36NVBVVUVpaSllZWU3/Oh0OoYPH27YdsWKFcTHx1NRUUF5eTlhYWGYm5vXy/Xf6f5NIkh//vnnmTFjxi238fHxuevj1+WDW6vVIpPJMDY2Ri6/fZKCq0PiZTLZHW3f0jT367ewsCA3Vz8A517+6Jrzm1Z9ENcvrr+hr79tt57s/k6f5b28IB9rp7sfpq5SQe9xbdn65RnO7kmnQ5gnVg53X++8vq7/QX4N1UaSJJ599lk2bNhAZGQkrVvf3c0UQRCEhlRapTEE29nFVwPvKrJKKsm++v/iyjrV77Y0URqCbkMAXstjOzMjfemw4nRIPQwphyHlEGSeBZ2m5kFVZuDeGZ17KPssLVmZf5rDOSdBkwNAR9v2zN1tgtnu4xx/aA5VmvNANQ6e3rQKDiU2Y1s9Pms3p1arKSkpobi4+IZ/FQoFjz32mGHb//3vfyQmJlJeXn5D4G1tbc3evXsN2/bt25cjR47Uek4bGxsKCgoMj1etWsWff/5peGxkZMTAgQMb4GpvrkkE6Y6Ojjg6OjZ2M2pojr3CQt2J37MgNA9mVtZ4BLYjNeYsF47+Redho+/peK062OMRYMvluAL+2pDIoJm1z3MWGs+cOXOIiIhg06ZNWFpakpmZCYC1tTWmpnd/U0UQBOFOVKq1ZBdXkVZQyslcGVkHL5FXpr4WhF8JzMuq7zypma2ZCmcrE5ysTHC2NL7yf2OcLE1wtDTG6UrwbaK6xehOnRayoiH28LXAvCjlxu0s3cCrG3jqf8rt27ApeSurY1dzKf0SAAqZgoHeA5nWaiy2735P6d59xAQ+Tom5M9riLQB0HT3ujr4vV1VVUVhYSGFhITqdjsDAQMO6b775hoyMjFqDb1dXV9auXWvYtl27diQkJNR6jlatWtUI0n/55ReOHTtW67b29vY1Hl8t3WlkZIS5uXmNHxsbmxrbjh49mnbt2mFqaoqZmRmdO3e+73ljmkSQXhcpKSnk5+eTkpKCVqvl1KlTAPj6+mJhYdG4jRMEQRAajG/XnqTGnCXhyMF7DtJlMhm9xvqy7t2jXDieTcd+hbj62tRLO4X6sXTpUgDCw8NrLF++fPltR98JgiDcSnm1hoyiSjIKK8koqiCzqJKM4koyCivIKKoks7iSwvLrgzIFJMTf9HgWxkqcrfRB99XA29nS5Mpj/fLbBt83U1kMl49C6hFIPQSXj0F1ac1tZHJwbq8PyL266/+19gCZjIzSDCLiIvgl6hlK1PocTJZGloz1G8ukgEk4FEuk/vNpys6fJ9atF+dMPChL305JSSoyUzP2xZxn84HDpKam1phuNmzYMJKSkgyBeUVFhWFdSEgIJ06cMDz+4IMPbhp4/32UlKWlJaCfkmppaYmVlZXhX09Pzxrbzpw5k1GjRmFubo6ZmVmNwPvv05Z/++03jIyMUCpvH/7OmTOnxmO1Ws3WrVtvu199anZB+n/+8x9WrFhheBwSok8gtGfPnhs+yAVBEISWw7dLd/b8sIy0+FjKCgswt7G9p+M5eFgS1NOVmAMZ7F+fwNiXQpHVpSyM0KCaaV5bQRAaWVnVlQC86ErA/bf/pxdWUFypuf2BAGOlHCdLY1SacgK9XXGxMTUE3U6W+gDcycoEC+N6CqkkCQov6QPylEP6f7OjQfrbUHkjS/DsAp7dwbMreISCseV1h5E4nXOalTEr2fTnJtTFajQlGiw1lviqfLHV2hK5JpJEy+PMvZSCNjeXEs8Qpu/7ifKq72qea/seQD/1+OOPPzYsPn/+PBcuXKixqUwmw9ra+oaO03HjxpGXl3dD0G1paYmDg0ONbSMjIzExMbmjKWCzZs267TZX1VeVj/ul2QXpP/zwQ4PXSBcanyRJvPHGG3zzzTcUFhbSq1cvli5dip+f3033ee+99/j111+Ji4vD1NSUnj17smjRIvz9/e9jywVBaChWDo64+LYl88J5Lhw9RKeHh9zzMbuO9CHhWDbZl0o4fzQL/24u9dBSQRAEoSFUVGtJK6wgvfBK7/ffA/CiCkruMAA3N1LgamOKq7UJrtYmuFibXvlX/9jVyhQrUyUajYatW7cydGjH+s8dotPpg/BLf0HKQX1gXpJxw2aStRcyr+5Xhq93J+LPU2RkZZF9LpusrBVkZ39ATk4OeXl5OLdxpvW81pzNPQtA8ifJaEuvDcmP59qIgEATE57xbgWBIUT7/hPzo3vR6qoxUcowMzHGJ6g9tra2WFlZ3VCaetmyZchkMmxsbLCxscHW1hZLS8taEzG/++67d/yUXO1Jf9A1uyBdeDC8//77fPrpp6xYsYLWrVvz+uuvM2jQIGJiYjAxMal1n6ioKObMmUOXLl3QaDS88sorPPLII8TExBjmoQiC0Lz5de1J5oXzJBw5WC9Burm1MZ2HeHNo40UObUzEJ8QRldFdDEcUBEEQ7okkSRSUq0kvrOByQQVphRWkFegD8rQrP/ll1Xd0LEtjpT7YtjHF1UofeLvZ1AzErUwaIVmnphrST0LKQaTkg8guH4bKIgCWn6wmo1QiuxyytNZkVZuSXaYjq6CMkIdc2bHjG8NhnpsXTl5eXq2nyNBkUJpbipHciOFthrOn2x405RocHBywt7fHzs4Os8REVIcO46JSYhbej+M+T1B+sYQPn12DpnQ1BemX6TN5Bl1HjQVqH+7dv3//BnqSBBBBeosRHh5O+/b6xEcrV65EpVLx9NNPs3DhQkOyh4KCAubOncuWLVuoqqoiLCyMTz/9FD8/PyRJwsnJiaVLlzJ2rP4PMjg4mKysLDIy9Hf09u/fz4ABAygoKKh1yEhkZCQvvvgi0dHRqFQq2rVrR0REBN7e3nW6FkmSWLJkCa+99hqjRo0C4Mcff8TZ2ZmNGzcyceLEWvfbvn17jcc//PADTk5OHD9+nL59+9apDYIgNE2+XXqwL+IHUqPPUFlaikk95CLpNMCT6L3plORXcmpnCl2GiSzigiAI9U2j1ZFVUqUPuq8E4ZevC8LTCysov4MkbBbGStxsTHC1vtoLfi3wdrPRzwO3bIwAvBY7f99E2rkDpJ8/SXpyAukZmaQVq0kvkejorOD3yWagMgfPrrzw8U7yisuv7Jld4zhXE2deNWrUKCorKzG2NiZVSuWC5gI6cx1KCyUOjg7MCJ7B+LbjsTe1560/3zLsp6uuJuO11yiOiwcbG+wef5yENo+SsfsyKhMFHXpr2P39ZYzNzOn08L2VOxXujQjSb0OSJCrUN3/D0Ol0VFRrUVZr6r0EmalKUafs4ytWrOCpp57iyJEjHDt2jFmzZuHl5cXMmTMBmDFjBgkJCWzevBkrKyteeuklhg4dSkxMDCqVir59+xIZGcnYsWMpKCggNjYWU1NT4uLiCAgIICoqii5dutQaoGs0GkaPHs3MmTNZs2YN1dXVHDlyxND+ffv2MWTIrXu9li1bxpQpU0hKSiIzM7NGqQNra2u6devGX3/9ddMg/e+KivR3Ju3s7O5oe0EQmj47N3ccPL3JTb3ExRNHCOp773fylSoFPR5tw45voznxxyWCerlhbnNj2U5BEATh5rQ6iYyiClLzK0jNLye1oLxGj3hmcSVa3e1zTThYGONua4qHjSluNia425jibmum/9dGPwS9MavzFBUVkZKScsNPamoqPl5u/PDqFLh0EC4dZNK/9pFXUfs1W9k7wMzfwaUjKJSMPfhPqqqqcHJywtnZGWdnZ8P/XVyuTcWSJImn3n6KlTEr2Z+2HwALLAiwC2Bq4FSGtB6CkcLohvNp8vO5/MyzVJw4AQoFLq+/RlarME7/EAtA/+kBHFr/PwCCBw3DuJnN4W5pRJB+GxVqLUH/+aNRzh2zcBBmRnf+K/L09OTjjz9GJpPh7+/P2bNn+fjjj5k5c6YhOD9w4AA9e/YEYPXq1Xh6erJx40bGjRtHeHg4y5YtA2Dv3r2EhITg4uJCZGQkAQEBREZGEhYWVuu5i4uLKSoqYvjw4bRp0wagRumF0NBQQyb+m3F21tc9vnq38Orj69f//U7izeh0OubNm0evXr0MIwwEQWgZfLv2JDf1EglHDtZLkA7g29mJM7svk3mxiEObEhnweFC9HFcQBKGlkCSJ/LJqUvPLSbkShF8fkKcVVKC5TRCulMtwvRJ4u9noA3F3W1PcbcxwszHBzcb07jKg1xOtVktaWlqN4NvExKRGBnIfHx/y8/Nr3T/PUQ6+1+qJh7dSUKIzwc3NDffWbXFr+xBubYNx9/DA3d0d3NwM23711Ve3bFulppLfL/7OqthVXCjUJ2yTISPcM5xpQdMIdQ696c2LqsREUv/5NOrUVOSWlrgv+ZhSt/ZELj4JQOjQVshJIetiAkpjYx4aMvLOnjChwYggvQXp3r17jT/OHj16sHjxYrRaLbGxsSiVSrp162ZYb29vj7+/P7Gx+jtoYWFhzJ07l5ycHKKioggPDzcE6U899RQHDx7kxRdfrPXcdnZ2zJgxg0GDBvHwww8zcOBAxo8fj6urKwCmpqb4+vo24NXXNGfOHM6dO8f+/fvv2zkFQbg//Lr24NAva0g+dQJ1ZSWqm+SpqAuZTEbvcX78vOgYcYcy6djPE0cvkbxGEIQHS0W1lssF+qA7Ja+c1IIKLuWWEpOi4JUTuymruvVwdJVChruNKZ52ZnjameFha2roAXe3NcXJ0gRFI1fRKC4uJi8vr0bgPW7cOE6dOsWlS5duqIft7+/PokWL9JnXcxPwcrBApi7Dywq8LLR4WcvxspbhaSXH20YGjoHg3QO8evLzv3roS6Hdg5zyHNbErWH9+fUUVhUCYKY0Y4zfGKYETMHTyvOW+5ceOEDavH+hKylB5emJ51dL0dh7sO29o2g1Olp3cqDLsFZEvPYZACGDhmNmbXNPbRbunQjSb8NUpSBm4aCbrtfpdJQUl2BpZdkgw93vpw4dOmBnZ0dUVBRRUVG8++67uLi4sGjRIo4ePYparTb0wtdm+fLlPPfcc2zfvp1169bx2muvsXPnTrp3716n4e5Xh/RkZWUZgvyrj4ODg297Hc888wy//fYbe/fuxcPj3t4YBUFoehy9W2Pt7EJRViZJp4/Ttluvejmuc2sr2nZ15vyRLPavT2D0/JBGHVIpCILQEEqrNCTnlnEpr5zkvLIa/88uqbrJXjJAH6A7WRrjaWeGl50ZnrbXAnJPOzNcrBo/CL/q4MGDxMTEcPHixRo/eXl5BAUFER0dbdg2MTHRUE5MpVLh6emJl5cXXk42+NpKdE76EuUn/4aybA6PlzBSXJkSJVeCa7AhKMerO5jVzzTLmLwYVsasZHvydjQ6fcZ6dwt3JgdMZozfGCyNbn0jWZIkClZHkPXee6DVYtq5Mx6ffwbmVmxefILyomrs3MwZ+EQQSaeOGXrRQ0c8Wi/tF+6NCNJvQyaT3XLIuU6nQ2OkwMxIWe9Bel0dPny4xuNDhw7h5+eHQqEgMDAQjUbD4cOHDYF2Xl4e8fHxBAXph3XKZDL69OnDpk2biI6Opnfv3piZmVFVVcWyZcsIDQ29bZb0kJAQQkJCePnll+nRowcRERF07969TsPdW7dujYuLC7t27TIE5cXFxRw+fJinn376pvtLksSzzz7Lhg0biIyMrHGHVBCElkMmk+HXtSfHtvxKwuGD9RakA3Qf3YbEkzmkJxSSdCoXnxDHeju2IAjC/VJcqeZS7rUgPDmvnEt5ZSTnlZFbeusM6ZbGSjzszPCyM8XT1gx3G2MyLkQz5uE+tHayatTh6NcrLS0lISGB+Ph4zp8/T3l5Of/73/8M659++mnOnDlz030lSTLciP3www9RyOX42IBb5XkUqQch+QCUndDvUHhlR4UxRq26gncv8O6pr09uVH8VhLQ6LXtS97AyZiUnsk8Ylj/k9BDTgqYR7hmOUn778E2qribz7XcoXL8eAOtRI3F5+21kKhV//hBD9qUSjM2VDH26AypjBX/9HAFc6UW3sq636xHungjSW5CUlBTmz5/P7NmzOXHiBJ999hmLFy8GwM/Pj1GjRjFz5kyWLVuGpaUlCxYswN3d3ZBBHfRZ4p9//nlCQ0OxuJI1uW/fvqxevZoXXnjhpudOSkri22+/ZeTIkbi5uREfH09CQgLTp08H6jbcXSaTMW/ePN555x38/PwMJdjc3NwYPXq0YbsBAwYwZswYnnnmGUA/xD0iIoJNmzZhaWlpmL9ubW2NqanpnT+RgiA0eX5de3Bsy69cPHEUrUaNQlk/mXwt7UwIHujJ8W2X+GtjIt4d7VEoGvcGrCAIQm3KqjRczCnjYm4pybnXgvDkvPLbliqzNzfC296MVvbmtHIwN/zfy84MGzNVjVFEarWarXnn8HWyQNXIAfo777zD7t27OX/+PGlpaTXWmZqa8t///tfQaRYeHo6rqyu+vr74+PgYflq3bq2vxS1JkB0Hyfvon7sfLh2AspyaJ1QYo/PowvkqR3wHzkDp3R1U9z7F6u9Kq0v5NeFXIuIiSCvVX5dSpmRw68FMDZxKO4d2d3wsTV4el5+bS8Xx4yCX4/T889g9+QQymYyTO1I4fzgLmVzG4JntsXY0I/H4YbIuXkBlbCJ60ZsQEaS3INOnT6eiooKuXbuiUCiYO3cus2bNMqxfvnw5c+fOZfjw4VRXV9O3b1+2bt2KSnXty21YWBharZbw8HDDsvDwcDZt2lRj2d+ZmZkRFxfHihUryMvLw9XVlTlz5jB79uy7upYXX3yRsrIyZs2aRWFhIb1792b79u01aqQnJiaSm5treLx06VJDe6+3fPlyZsyYcVftEAShaXL19cfM2obyokIux0Tj3TG43o790CPeRO9LpzCrnNgDGbTv615vxxYEQagLnU4ivaiCizllJOaU1vg3s7jylvs6WBjT2sEMb3tzWtlf/dccbwezxqkRfguSJJGVlUV0dHSNn7S0NC5evGi4aXD8+HH27Nlj2M/BwQF/f3/8/f1p27YtarUaY2P9UPRPPvmk5kl0OsiJg9i1kLxP31NenltzG6UJeHaFVn30veXundGiIH7rVtp49wJV/T5vqSWpRMRGsOHCBsrUZQDYGNswru04JgZMxMnMqU7Hq4yNJXXOHDTpGcgtLHD/aDEWV8oQXzqXx18b9EP6e4/zwyPADkmSOLhe34sePFj0ojclIkhvQVQqFUuWLDEEq39na2vLjz/+eMtjBAcHI0k1M3POmzePefPm3XI/Z2dnNmzYUKf23opMJmPhwoUsXLjwptskJyfXePz3dguC0HLJ5HLadO7K2d07SDx+uF6DdCNTJV2GtWbfuvMc+S2Jtl2dMTIRH5eCIDScsioNSbn6ADwxp4yLV/5Nyi2lUq276X4OFkb4OFjQ6kow3vpKr7i3vTkWxk3zfau8vLxGOd+XXnqJ7777jry8vFq3T0tLM+QY+uc//8mYMWNo27Ytbdu2vXWZXUmC7FhI3q8Pyi8dgPK/nUNpei0ob9Ub3B8C5d9KcP4tkdy9kiSJ41nHWRmzkj2pe5DQf39tY92GqUFTGeYzDFNl3UeAFm/fTvqCl5EqKzFq1QqPL7/A2McHgILMMnZ8F40kQVAvVzqE628+XzxxhOykRH0v+vAx9XeRwj1rmn+9giAIgnAbbUK7GYL0fjNm1WuSt3Z93Di9O5XinApO/ZlK1+Eix4UgCPeuqFzN+ewSzmeVkJBVyoXsUhJzSskounmvuEohw9venDaO5vg4WtDG0QIfR3PaOFhgbda0esT/LjMzk1OnTtX4SUhIIDs7G3t7e0Cf3ykvLw+ZTEabNm1o165djZ/rS/IOGnTzZM4A5CdBUhQk7dX//H34usrsSlDeWx+Yuz0EyhtrijcEtVbN9uTtrIxZSWx+rGF5L/deTA+cTg+3Hnf1OSbpdOR+/jm5X+o76cx798b9o8UorKwAqCxV8/uXZ6iu0ODqa03fSf7IZDLRi97EiSBdEARBaJa82ndCqTKiOCeb3JRkHL3rL5BWKOX0GN2GP745x8mdKbTr44a5tfHtdxQEQUCfuC0hq4TzWaWGgPx8Vsktsqfr54n7OJpfC8IdLfBxtMDT1hRlE8+NcXU049Ug8/PPP+edd94hKyur1u3PnTtHWFgYoO8dnzx5MgEBAXXPIVSSCUn7IClSH5QXptRcrzTVZ1w3BOUh9y0ovyq/Mp+f4n9iXfw6civ0w+tNFCaMaDOCqYFT8bHxuetja0vLSF/wEqV/7gLA7okncPr388gU+twBWrWOrV+doSi7Aks7EwbP6oBCqX8tJR47LHrRmzARpLcQkZGRjd0EQRCE+0plbIJXx2AuHj9C4rHD9RqkA7R5yBGnVlZkJxdz7Pdkwib71+vxBUFo/kqrNFeC8JoB+a3mi7tam+DnbElbJwvaOlvSxskcHwcLbM3vb/B4LzIyMjh69ChHjx7lyJEjHDt2jD/++IPQ0FAAjI2NycrKQi6X4+/vT3BwMJ06dTL8e7XcLkCbNm3u/MQVBfq55Fd7y3Piaq6XK8GjC7TuC63D9NnX/z58/T5JKEhgVewqfkv8jWqdPpGfk5kTkwImMdZvLDYmNvd0/OrUVC7/3xyqEhKQGRnhsvAtbK5LsCxJErtXxZJxoQgjEwXDnumImZX+NabTadm/Vj8FNkT0ojdJIkgXBEEQmq02nbvpg/Tjh+n+2MR6PbZMJqPXY23YsPgk0fvT6djfA1uX+iu1IwhC8yFJkFpQTkJOBXEZJcRmFBObWcylvPKb7uNsZUxbZ0v8nCxp62yBn7Mlfs4WTS5p2506fPgwixcv5ujRozdkVgc4cuSIIUgfOXIknTp1on379jXmn9dZdRmkHLoWlGecBun6OfoycO14JSgP1/eaG1vc/fnukU7SsT9tPytjVnIo45BheXv79kwLmsbDrR5GJb/333/ZX3+R9q/5aAsLUTo64vH5Z5h26lRjm2Nbk69lcp/VAXu3a89L7L5I8i6nYGxuTpeRY++5PUL9E0G6IAiC0Gy16dyVnUBmYgKlBflY2N4iidBdcPOzpVVHB5LP5HJo40WG/LNDvR5fEISmp6JaS3zWlUA8o5iY9CLOXVZQeWh/rds7Whrrg3AnS9o6Wxr+39Tni9dGkiQuXrzIwYMHOXDgAOPGjaPvlezgFRUVbNy4EQC5XE5QUBBdunQx/HTs2NFwHGdn5xpzye+YphrSjl8LylOPgO5vidvs/cAnTB+Yt+oDZvX7vn83ytXlbE7czOrY1SQXJwMgl8kZ4DWA6UHT6eTYqV7ypkiSRP7335O9+CPQ6TDp0AGPzz9D9bfnOv5wJke2JAEQNqktnkHXniONWs3B9asB6DpqHCYWjXdTQ7g5EaQLgiAIzZa5jS2uvv5kXIjn4okjdBwwuN7P0WN0Gy6dzeXiqRwyEotwbSOGBQpCS1FYXs3ZtCLOphURna4PypNzy9DdUDBGhkohw9fJkkBXS4JcrQh0tSLAxRJ7i+abr0KtVnP8+HFDUH7gwIEa88jNzMwMQXrnzp358MMP6dq1KyEhIVjUR3AnSZCbAIm74eIe/fzyK6XIDKw8rgXlrfuCldu9n7eeZJZlEhEXwc/nf6akugQAS5Ulj7V9jEkBk3CzqL+26srKSH/1NUq2bwfA+tFHcXnjP8iNa77+0hMK2b1Sn5gu5GEv2vWpWUb0zJ/bKM7JxsLWjpDBw+utfUL9EkG6IAiC0Ky1Ce1GxoV4Eo8dbpAg3c7NnMCersQcyODgLxd49IWH6jWTvCAI98f1Afm5tCLOXC7ickFFrds6WBgReCUQ93M0IyfhFI+PGYy5afMNyAEqKyvJz8/HzU0fPKalpdGjR48a26hUKjp37kyvXr0YMWKEYbmlpSXPP//8vTeiLE8fkF/cA4l7oPhvQ+fN7PU95D5h+nnldj7QxN5zz+ScYWXMSnZe2olW0gLgZenFlMApjPIdhbmqfqdGVSUlcfnZZ6m+kAgqFS6vvoLNhAk3fBYVZpez7auz6DQSPiGO9BhTc75/dUU5h35dB0CPsZNRGZvUazuF+iOCdEEQBKFZa9O5K/vX/kjK2dOoKytRmdT/l46uI3w4fySLzItFJJ3OxSfYsd7PIQhC/alLQO5tb0Z7d2vau1kT5GZFoKslTpbX3kfUajVb009hpGzaGdZrU1VVxeHDh9mzZw+RkZH89ddfDB06lF9//RUAb29vOnbsiLe3N7169aJXr16EhoZiYlLz+u+JpgpSD+t7yxN3Q8YZ4LqhCgpj/VzyNv2hTT9w7gDypvdca3QadiXvYmXMSs7knDEs7+rSlWlB0+jj3geFXFHv5y3ZvYf0F19EV1qK0tER908/wSwk5IbtKsvU/P7FGSrL1Dh5WzLwiSBk8ppB/PHfN1FRXIStqxvtwgfWe1uF+iOCdEEQBKFZs/f0xsrRmeKcLC6dPYVvl+71fg5zG2OCH/bi2NZk/tqQiHcH+3o/hyAId0ej1RGXWcLJ1EJOphRwKqWQi7lltW57NSDv6G5NB3dr2rlbY23a/OaO386iRYvYsWMHBw8epLKyZqb5hIQEJElCJpMhk8k4ffp0/Z5ckvRZ1xN363vKLx0A9d8S7Dm10wfkbfqBV08wuofkcg2suLqYfZX7+Hzz52SWZwKgkqsY2noo04Km4W/XMJU/9PXPvyD3yy8BMH3oIdyXfIzKyemGbTVqLVuXnqEwqxwLO2OG/l9HVEY1bxiUFxdxdIv+5kyvCdNQKEUY2JSJ344gCILQrMlkMtqEduXkti0kHj/cIEE66Of2Re9LozCrnLiDGbTtfuMXJUEQGl5WcSUnUwo4mVLIyZRCzqQVUqnW3bDdgxKQJyUlceLECR577DHDsi1btnDgwAFAn8QtPDycfv36ER4eTtu2bet/yk5pNlyM1AflF/dASUbN9eZO13rKfcLB0qW2ozQpyUXJrIpdxaYLm6jU6m902JnYMdF/IuP8x+Fg6tBg59YWF5P2wguURe0FwHbKFJxfehGZ0Y1l+nQ6iZ3fx+hLrZkqGT6nE+bWN07LOLzhJ9SVFTi1bkPbbr0arO1C/RBButAkSZLEG2+8wTfffENhYSG9evVi6dKl+Pn53XSfN998k7feeqvGMn9/f+Li4m6yhyAILUWbzt04uW0LF08cRdLpkDXAUEkjUyWdh7Ri/08JHP0tCZ+HRG+6IDQ0jVZHbEYJR5LzOX4pn1MphaQX3ViD3NJESbCnDSFetoR42RDsYdOs6o7XRUlJCZGRkfzxxx/s2LGDhIQE5HI5ubm52NraAvDss88yZcoUwsPDCQgIqP+gXKuBy0fhwk648Ke+NNr1lCbg3fNKYN4fnIKa3Lzy2kiSxOHMw6yMWcney3sNy13kLvyz6z8Z7jscY0XD5iWojD/P5WefRZ2SgszYGJe33qxR//zv7d237jwXT+YgV8oY+nQH7N1vTOhXmJXJ6R2/A9Bn8owG+YwU6pcI0oUm6f333+fTTz9lxYoVtG7dmtdff51BgwYRExNTY57U37Vr144///zT8FgphvIIwgPBI7A9xmbmlBcVknHhPG5tAxrkPO37uHP6z1RK8is5tze9Qc4hCA+ySrWWU6mFHE3K50hyPicuFVBWra2xjVwG/i5WhHjZEHIlMPdxMEcub/pB4L3YuHEjS5Ys4cCBA2g0GsNyhUJBjx49yMrKMgTpEyZMqP8GlGRAcpQ+KL+4ByqLaq536aAPyH36gVcPUDWfpGRV2ip+v/g7K2NWcqHwAgAyZIR5hDHJfxLZx7IZ5jMMlaJhR2IUbdlCxn/eQKqoQOXmhvtnn2Lart1Ntz++7RLnotJABg8/0Q73tra1brcv4ge0Gg1eHYLx7hDcQK0X6pOIYFqI8PBw2rdvD8DKlStRqVQ8/fTTLFy40HD3tKCggLlz57JlyxaqqqoICwvj008/xc/PD0mScHJyYunSpYwdOxaA4OBgsrKyyMjQD1nav38/AwYMoKCgADOzG+cORUZG8uKLLxIdHY1KpaJdu3ZERETg7e1dp2uRJIklS5bw2muvMWrUKAB+/PFHnJ2d2bhxIxMnTrzpvkqlEheXpj+EShCE+qVQKmkV3Jn4g3tJPHaowYJ0hUpO15Gt2fVDLKd2XMZBjBgUhHtSXKnmWHI+R5IKOJqcz5nLhai1NeufWZooCfW2JbSVHQ952dLRwxpz45b9FVatVrN//36CgoIM9cazs7OJiooCwMfHh0GDBvHII4/Qv39/rKys6r8RWjWkHkZ+fgfhcRtQnUypud7UVh+U+z4MvgPAovlNAcqtyGVt3FrWn19PfmU+AKZKU8b4jmFy4GS8rbz1iQNlWxu0HbqqKrLee4/CtfrM6+Y9e+C2eDFK29qDboDYg+kc3nwRgD7j/fDtXPvzfzkumvOH9iOTyQmf/g9RnaSZaNnvcPVBkm5MdnE9nU6/vlpR/5koVWZ1Ghq0YsUKnnrqKY4cOcKxY8eYNWsWXl5ezJw5E4AZM2aQkJDA5s2bsbKy4qWXXmLo0KHExMSgUqno27cvkZGRjB07loKCAmJjYzE1NSUuLo6AgACioqLo0qVLrQG6RqNh9OjRzJw5kzVr1lBdXc2RI0cMbwT79u1jyJAht2z/smXLmDJlCklJSWRmZjJw4LWsk9bW1nTr1o2//vrrlkF6QkICbm5umJiY0KNHD9577z28vLzu+DkUBKH5avNQF+IP7iXp5DH6TJ7RYOdp29WFkztSyE8vo+RiyxxOKwgNpVKt5filAg5cyOVgYh5nLhfeUJPcydKYLq3t6NrKji6t7PB3sUTRwnvJQd+Zsn37djZv3sz27dspLCzk008/5dlnnwVg5MiRVFVVMWTIEHx9fRumEUVp+p7yCzvhYhRUFaMArAEJGTK3EPB7WB+Yuz8EDZDN/H6IzYtlVewqtiZtRaPTj0pwNXdlSuAUxviNwcqoAW563ET15cukPTeXypgYkMlwePqfOMyZg0xx8+c2+Wwue1bFA/DQIG869vOsdTtJpyNyxbcAdOj/CI5ereq9/ULDEEH67ajL4b9uN10tB2wa6tyvpIPRnddZ9PT05OOPP0Ymk+Hv78/Zs2f5+OOPmTlzpiE4P3DgAD179gRg9erVeHp6snHjRsaNG0d4eDjLli0DYO/evYSEhODi4kJkZCQBAQFERkYSFhZW67mLi4spKipi+PDhtGmjr8kYGBhoWB8aGsqpU6du2f6rd4ozMzNrPL5+/dV1tenWrRs//PAD/v7+ZGRk8NZbb9GnTx/OnTuHpaXlLc8tCELz593pIZDJyElJpiQ/F0u7hknqI5fL6D7Kh61Lz1KabER5UTXWDi0vGZUg1AeNVseZtCIOXsjlwIU8jqcUUK2pmeTN296Mbq31AXnX1nZ42Zk9ML19paWlrF69ml9++YXdu3ej1V4b2u/g4EB1dbXhsYuLiyFgrzeaakg9BAlX5pZnx9Rcb2aPzqcfJ0sc6DhmHiob1/o9/32k1WmJvBzJqphVHMs6Zlge7BjMtKBp9Pfqj1J+f0Ojkt27SV/wMrriYhQ2Nrh98D4Wffrccp/MpCL++Pockk7Cv7sL3Uf73HTb2ANRZF1MwMjUlJ7jp9R384UGJIL0FqR79+41PtR69OjB4sWL0Wq1xMbGolQq6datm2G9vb09/v7+xMbGAhAWFsbcuXPJyckhKiqK8PBwQ5D+1FNPcfDgQV588cVaz21nZ8eMGTMYNGgQDz/8MAMHDmT8+PG4uurfzE1NTRvuru8V1/fUd+zYkW7duuHt7c1PP/3EU0891aDnFgSh8ZlZWePq25aMhHiSTh6n44BBDXauVh0dcG5tSVZSCXF/ZdJtRJsGO5cgNDeXC8qJjM8hMj6HQxfzKK3S1FjvbGVMrzYO9GhjT09fB9xtTBuppY2jqqoKY2N98jGNRsOzzz5rqEXerl07RowYwYgRI+jWrRuKW/Sm3rXSHEjYAee367OxV5dct1IGHqFXhrAPBLdgtFodl7dupaN5w2Uzb0hl6jI2XtjI6tjVpJakAqCUKXm41cNMC5xGB8cO971NkkZDzpIl5H37HQCmnTrpy6u53vomSGFWOb9/fgaNWodXOzv6Tbt5UkB1VSX71qwAoOvo8Zjb3HzovND0iCD9dlRm+h7tm9DpdBSXlGBlaYm8IYa730cdOnTAzs6OqKgooqKiePfdd3FxcWHRokUcPXoUtVpt6IWvzfLly3nuuefYvn0769at47XXXmPnzp107969TsPdr84pz8rKMgT5Vx8HBwff8fXY2NjQtm1bLly4cMf7CILQvLUOCb0SpB9r0CBdJpPRfYwP+3YdIuSR2ocZCsKDokqj5WhSAZHx2USez+FCdmmN9damKnr42NPL154ebRxo42j+wPSUX5WSksLPP//Mzz//jE6n49ChQ4D+u8qzzz6Lk5MTjz32WMN0aEgSZJ3TB+Xn/4DLx4Dr5hiYO+oDct+B+jnmZnY199feWN6uObhccpmIuAg2JGygVK1/TVoZWTGu7TgmBkzExbxxchips7JJe34+FceOA2A7fRrO//53reXVrleSX8mmT05SWabGyduSQTPbo1DcPPY49tsGSvNysXJ0ovPQUfV6DULDE0H67chktx5yrtOBSqvfppHLGRw+fLjG40OHDuHn54dCoSAwMBCNRsPhw4cNgXZeXh7x8fEEBQUB+i+dffr0YdOmTURHR9O7d2/MzMyoqqpi2bJlhIaGYm5+6+H3ISEhhISE8PLLL9OjRw8iIiLo3r17nYa7t27dGhcXF3bt2mUIyouLizl8+DBPP/30HT8fpaWlJCYmMm3atDveRxCE5s0npAsHf1rNpbOn0GrUKJQNNwzdubUVZm4aZA/AXFlB+LuMogr+jM0mKj6bg4l5lF+XgV0hl/GQlw3h/k709XMkyM3qgZhT/ne5ubmsX7+eiIgI9u/fb1guk8nIzMw0dEosXry4/k+uroCkfXB+mz4wL06rud61E7QdDG0HgWtIo3+HrS+SJHEy+yQrY1ayO3U3Okl/g6G1dWumBk5lRJsRmCobb+RG2aFDpD3/b7R5ecjNzXF9912sBt/+hnJ5cTWbPzlFaX4VNs5mDJvTCSOTm4dxpfl5HNn0M6Avuaa8zQ0AoekRQXoLkpKSwvz585k9ezYnTpzgs88+M7zx+/n5MWrUKGbOnMmyZcuwtLRkwYIFuLu7GzKogz5L/PPPP09oaCgWFvo6i3379mX16tW88MILNz13UlIS3377LSNHjsTNzY34+HgSEhKYPn06ULfh7jKZjHnz5vHOO+/g5+dnKMHm5ubG6OvqRA4YMIAxY8bwzDPPAPDvf/+bESNG4O3tTXp6Om+88QYKhYJJkybV6XkUBKH5cmrlg5m1DeVFhaTFxeDVvlNjN0kQWgRJgoTsUvacz2NHdCanL9csv+VkaUxYW0fC/Z3o7eeAtemDnafh3Xff5c033zSUSpPJZPTt25exY8cyZsyYhqlEU5yuD8jP/wEXI0FTcW2d0hTa9NMH5X6PgNXN8y01R2qtmu3J21kVu4qYvGvz6nu69WRa0DR6uvVELmu8GxGSTkfe11+T8+lnoNNh7O+P+5KPMW7d+rb7Vpap2fzpKQqzyrGwM2bk3GDMrG4ddO9bswJNVRWubQPw73HrOe5C0ySC9BZk+vTpVFRU0LVrVxQKBXPnzmXWrFmG9cuXL2fu3LkMHz6c6upq+vbty9atW1Gprn2QhoWFodVqCQ8PNywLDw9n06ZNNZb9nZmZGXFxcaxYsYK8vDxcXV2ZM2cOs2fPvqtrefHFFykrK2PWrFkUFhbSu3dvtm/fXqNGemJiIrm5uYbHly9fZtKkSeTl5eHo6Ejv3r05dOgQjo6Od9UGQRCaH5lcTuvgUKKj/uTiyWMiSBeEe6DTSZxMLWDb2Qw2nVKQc+igYZ1MBg952dI/wIlwf0eCXK0euCHsV2k0Gnbu3EnHjh1xd3cHwNfXF41GQ0hICFOmTGHChAl4eHjU74l1Osg4eSUw3w4Zp2uut/LQB+VtB0PrPqBqeXP/CyoLWH9+PWvj1pJTkQOAscKYEW1GMCVgCr62DZsP6U5ocnNJf/Elyg7q/36sH30Ul9dfQ256+9+HukrL71+cJu9yKaZWRoyaG4Kl3a3rz6fFxRCzdzcA/abPfGD/Lps7EaS3ICqViiVLlrB06dJa19va2vLjjz/e8hjBwcFIUs1aKPPmzWPevHm33M/Z2ZkNGzbUqb23IpPJWLhwIQsXLrzpNsnJyTUer127tt7OLwhC89U6RB+kJ508Rvg0kTRSEOpCkiROpBSy5XQ6v5/NIKek6soaGSqFjN6+DjzSzoUBgU44Wd46WGjpzp8/z/Lly1mxYgUZGRm88847vPrqq4C+XFpMTEyNSjf1QlMNyfsg7neI3wolGdetlIFHl2uBuXO7OpXybU4uFFxgVewqfrv4G1Va/WvU0dSRiQETGdd2HLYmTSNJWumBA6S/tABtbi4yExNcXn8Nm8ceu6N9tWod2746Q+bFYozNlIx8Lhgb51vnq9Jptez6Xh8HdOj/CK5+/vd8DULjEEG6IAiC0KJ4dwxGJpeTn5ZKUXYm1k6NkxxIEJoLSZKIyShmy+kMtpxOJ63w2jBpS2Ml4f4O2FemMXf8w9hatLze2LooKSlh/fr1fP/99xw4cMCw3MHBAaPr5v2amprWX4BeWawvjxb3uz4re1XxtXVGFuA7QB+U+z4MFi139KBO0nEw/SArY1ZyMP3aqI4g+yCmBU1jkPcgVIqmMc1CUqvJ+exz8r75BiQJYz8/3D/+COM7nPqp0+rY8V00qbEFKI0VDH+mEw4eFrfd79SOreRcSsLE3ILekx6/18sQGpEI0gVBEIQWxcTcAnf/IC7HniPp5HGCBw1r7CYJQpOUml/OryfS2HQ6jYs5ZYbl5kYKHmnnwohOrvT2dUQmadm69TIWxg/210a1Wo2vry/Z2dkAyOVyhg4dypNPPsmwYcNqBOn3rCRT31Me9zsk7QXttXrpWDiD/xAIGA6t+4LSuP7O2wRVaCrYkriFVbGrSCpKAkAuk9Pfsz/TgqYR4hTSpIZ0q9PSSPv3C1ScPAmAzYQJOL+8ALnJnY08kXQSu3+M4+KpHBRKOcOe7oCLj/Vt9ysrLODAupUA9J70OGZWt99HaLoe7HfbFiQyMrKxmyAIgtBktA4J1Qfpp46JIF0QrlNRrWXbuQzWH7vMXxfzDMuNlXL6BzgxopMb/QOcMFFdq8+tVmtrO1SLV1hYyO+//8748eMB/bTCIUOG8Ndff/Hkk08ybdo03NzqMQFbbgLE/aYPzC8frbnO3lcflAcMB/fOLSYb+61klWWxJm4NPyf8TFGVPlGhucqcR/0eZXLAZDws63mOfz0o3rGDjNdeR1dcjNzCAtd33sZq8OA73l+SJKLWnif+cCYyuYxBM9vhEWB3+x2BvauXU11RjrOPHx0GPHK3lyA0ESJIFwRBEFqc1iGh7Iv4gZRzZ9BUV4vyM8ID7eo88/XHUvntTAalVVczjkOvNg48+pA7Dwc5Y2nSNIYKN7bjx4+zdOlSIiIiqKiowM/Pz7Du888/x9y8nuq8SxKknYC4LfrAPPd8zfXuoRAwTB+YO7a99/M1E+dyz/FjzI/sTN6JRtK/Vj0sPJgaNJVRbUZhYXT7Yd/3m66qiuxF71MQEQGASceOuH+0GKM6JAuUJIl9a88TvTcNZDDg8UBad7qz6QuX46L1yeJkMgY89U/kcsXtdxKaNBGkC4IgCC2Og6c3Fnb2lObncTnmLK2COzd2kwThviuv1rDxZDorD10iNuPaPGZPO1PGdfbk0Yfc8bC9dSKqB0VFRQXr1q1j6dKlHDlyxLC8Q4cOFBdfe+6ulqe9azqdvpc8ZhPEboai1Gvr5Cr98PWAYeA/FKxc7+1czYhGp2FXyi5WxaziVM4pw/JQ51CmBU0jzCMMRRMNPKsuJpE2fz5VcXEA2D31JE5z5yKrw81hSZLY/1MCZ6P0AXr/aYH4d7uzfCo6rZbd312XLM5XJItrCUSQLgiCILQ4MpmM1iGhnN31BxdPHRNBuvBAScwpZdWhS/x8/DIllfqeSGOlnGEdXRnX2ZNure2Qy5vOHN7Gdvr0afr160dBQQGgH9Y+btw4nn76aXr16oVGo2Hr1q13fwKdFlL+uhKYb6mZkV1lDm0f0feW+z0MJg/WPOLi6mJ+Pf8rEXERZJTpnxelXMnQ1kOZGjiVQPt6zo5fjyRJouiXX8j873tI5eUo7OxwW/Q/LPrUrS65JEkc+PkCZ/ZcBqDf1AACe975DZoTWzeRk5KMiYUlvSdOr9O5haZLBOmCIAhCi3Q1SE86eQxmzG7s5ghCg5IkiUMX8/l6byJ74nMMy73tzZjazZtxoR7YmIlpH1fl5eVhb28PQFBQEGZmZlhZWTF79myeeuopnJyc7u0EWg1c2n8tMC+79jvB2Eqf+C1oFLTp3yLrl9/OpeJLrI5dzcYLG6nQ6KsJ2JnYMd5/PBP8J+Bg6tDILbw1TUEBmf95g5KdOwEw69YNt/ffR+Vct9eNJEkc/DWR07v0IyrCp/gT1OvO8xwUZmVy4KfVAPSd8oRIFteCiCBdEARBaJG823dCrlBSmJlBfnoadm7ujd0kQah3Wp3EH9GZLItK5PRlfXItmQz6+zsxrYc3ff0cRa/5FVqtls2bN/PRRx+RkpJCYmIiSqUSlUpFVFQUrVq1QqG4hyHVmmp9JvaYjfo55hX519aZ2OiHsQeNAp/wFp+RvTaSJHE08ygrY1YSdTkKCQkAXxtfpgdNZ6jPUIwVTf95KTt4kPQFL6PJzgaVCsfnnsX+ySeR1fG1I0kShzZe5NTOFADCJvvTrs+df05JksTObz5HU12FV/uOtO/3cJ3OLzRtIkgXBEEQWiQjUzM8AoNIOXeGS2dOiCBdaFGqNTp+Pn6ZZXsTuZRXDuiHtI8L9eAfvX1o5WDeyC1sOsrKyvjuu+/45JNPuHjxIgBKpZJjx47RvXt3ANq0aXN3B9dqICkKzv2qTwBXWXRtnZm9fhh70Cj9XPMmUsP7fqvSVrEtaRurYlYRXxBvWN7Xoy/TgqbRzaVbkyqhdjNSdTVZH31M/vLlABi1bo3bhx9g2q5d3Y8lSRzefJETf1wCoO/EtrTvW7fPqJi9u0k5ewqlyoiBM59pFs+hcOdEkC4IgiC0WN4dHyLl3BmSz5wkZPCIxm6OINwzjVbHryfS+HR3ApcL9MOEbcxUTO/uzfSerXCwaPo9kfdLYWEhn3/+OUuWLCEvT19uztbWln/+85/MmTMHd/e7vHGn00HqITj7s344e3nutXXmThA4Qh+Ye/cCxYP7VTu3Ipef4n9iXfw68iv1owpMlaaMbDOSqYFTaWXdqnEbWAdGmVmkTp5Cdbz+JoPNxAk4v/QSctO6T1WQJInDmy5yfLs+QO8zwY8O4XUrJ1deVEjkj98C0GPcZGxd6rEUoNAkPLjvHEKT9uuvv/LVV19x/Phx8vPzOXnyJMHBwbfdb/369bz++uskJyfj5+fHokWLGDp0aMM3WBCEJsm7Ywj7In4gNfosWo0ahfLB7MkSmj+tTmLL6XSW/Hme5Cs9546Wxjwd1oaJXT0xMxJf6f4uNjaW119/HQAfHx+ef/55Hn/8cczN72KUgSQhSz8BcZv1veYl6dfWmdlD0Gho/yh49YAmmoX8fonPj2dlzEq2Jm1FrVMD4GLuwuSAyTzq9yjWxs1n3rQkSRSujsDrs8+o1mhQ2Nri+u67WPbvd9fHO/DzBcMc9F5jfenYz7POx9mz4hsqS0twbOVD52Gj76otQtMm3tGFJqmsrIzevXszfvx4Zs6ceUf7HDx4kEmTJvHee+8xfPhwIiIiGD16NCdOnKB9+/YN3GJBEJoiJ+/WmFnbUF5USPr5ODyDOjR2kwShzg5eyOXt32MNZdTszI14OqwNU7t7Y2r0YAeE17t06RLHjh3jscceA6BHjx7Mnj2bvn37Mn78eJTKOn7tlSTIjkF+ej0DY1ajPJV9bZ2xlb7HvP1j0Drsge4xB9BJOqJSo1gVu4ojmddK2HV07Mi0oGkM8BqASt68bpJqcnJIf/VVyvbuQw6Y9eqF+//eQ+l4Z7XL/07SSURdrYOOfoh7XXvQAS6ePErcgShkMjmDZj+Hoq6va6FZEL/VFiI8PNwQiK5cuRKVSsXTTz/NwoULDXNUCgoKmDt3Llu2bKGqqoqwsDA+/fRT/Pz8kCQJJycnli5dytixYwEIDg4mKyuLjAx9SYz9+/czYMAACgoKMDO7sa5qZGQkL774ItHR0ahUKtq1a0dERATe3t51vp5p06YBkJycfMf7fPLJJwwePJgXXngBgLfffpudO3fy+eef89VXX9W5DYIgNH8yuRzvDsHE7o/k0pmTIkgXmpWLOaX8d2scf8ZmAWBlomR2WBtm9GyFubH4CnfVxYsXefvtt1m1ahUqlYq+ffvieCWQuqvP//yL+qHs536BnDgUgDkgqcyQ+Q/RB+a+Ax/I5G9/V64uZ8OFDUTERpBSok+AppApeMT7EaYETaGTY6dGbuHdKfnzTzL+8wba/HxkRkZkDRlMj7ffRlmH2ufX0+kk9qyMJe6vTJDpy6zVJYv7VVXlZfz5zZcAPDRsFM4+vnfVHqHpE+/wtyFJkqE0RG10Oh0VmgqUaiVyubxez22qNK1TEogVK1bw1FNPceTIEY4dO8asWbPw8vIy9ETPmDGDhIQENm/ejJWVFS+99BJDhw4lJibG8KEWGRnJ2LFjKSgoIDY2FlNTU+Li4ggICCAqKoouXbrUGqBrNBpGjx7NzJkzWbNmDdXV1Rw5csTQ/n379jFkyJBbtn/ZsmVMmTKlDs9QTX/99Rfz58+vsWzQoEFs3Ljxro8pCELz590xhNj9kSSfPilqyArNQqVayye7Evhm70U0OgmFXMa07t7MHeCHrbkoo3bVpUuXePfdd1m+fDkajb4efHh4OIWFhYYg/Y6V50P0r3B6HVy+1hOMwghdm4Ecr25F8LiXUJnb1N8FNGPppelExEbwa8KvlKhLALAysmJs27FMCpiEi7lLI7fw7miLi8l6978UbdoEgLG/P07/e4/48+fvOjGbVqvjz+UxXDiWjUwuY+ATgbTtcnfPz54fvqEkLwcbZ1d6jbv778xC0yeC9Nuo0FTQLaJbo5z78OTDmKluDIhvxtPTk48//hiZTIa/vz9nz57l448/ZubMmYbg/MCBA/Ts2ROA1atX4+npycaNGxk3bhzh4eEsW7YMgL179xISEoKLiwuRkZEEBAQQGRlJWFhYrecuLi6mqKiI4cOHGzKkBgYGGtaHhoZy6tSpW7bf2dn5jq+1NpmZmTccw9nZmczMzHs6riAIzZt3xxAAspIuUF5cJOrICk3avoQcXt1wjpR8/bzzfv6OvDosEF8ny0ZuWdORnZ3NW2+9xTfffINarZ/zPGjQIN566y26davDdzZ1JST8oQ/ME3bAlfnTyOT6IewdxkHAMLRKc9K3biXY6MHOmC9JEqeyT/FjzI/sStmFTtIB0MqqFVMDpzKizYg6fW9takr3HyDj1VfRZGWBXI79U0/i8OyzaGUyOH/+ro6pVev449tzJJ3ORa6Q8cg/2tEmpG611K+6cOww0VF/gkzG4P/7FyoTk7s6jtA8iCC9BenevXuNu3w9evRg8eLFaLVaYmNjUSqVNT687O3t8ff3JzY2FoCwsDDmzp1LTk4OUVFRhIeHG4L0p556ioMHD/Liiy/Wem47OztmzJjBoEGDePjhhxk4cCDjx4/H1dUVAFNTU3x9xZAcQRDuPwtbOxy9WpGTkkzK2VME9Kr9ZqMgNKbC8mre2hLDhpP6+aouViYsHNWOR9o1zx7JhlRVVcW3336LWq2mf//+LFy4kF69et3Zzlczs59eq69nfn3JNJcO0HEidBgLltc971duBDyo1Do1p6tPs+aPNUTnRxuWd3ftzrSgafR2741cVr+jSe8nXVkZWR9+SOGatQCovL1we+9/mD2kv8Grvcvfv6Zay7ZlZ0mJzkehlDN4dntadXC4q2OVFxex8+vPAAgdPgb3gKC7Oo7QfIgg/TZMlaYcnnz4put1Oh0lJSVYWlo2yHD3+6lDhw7Y2dkRFRVFVFQU7777Li4uLixatIijR4+iVqsNvfC1Wb58Oc899xzbt29n3bp1vPbaa+zcuZPu3bvfl+HuLi4uZGVl1ViWlZWFi4v4giMIDzrvTg+Rk5JM8pmTIkgXmpx9CTn8e/1psoqrkMng8R6t+PcgfyzEvHMASkpK2Lp1KxMmTAD0Iwc/+ugj2rVrR3h4+J0dJDdBH5if/QkKU64tt3LX95h3nADOIvC5XmFlIT8n/Mya2DVkV2RDORjJjRjeZjhTA6fiZ+vX2E28Z+XHj5O+4GXUqfps67ZTpuD0/HzktUztrIuqcjW/f3mGjAtFKI3kDP2/jngG2N3VsSRJYte3X1JeVIi9hxe9xk+9p7YJzYN4978NmUx2y6E7Op0OjVKDmcqs3oP0ujp8uObNhEOHDuHn54dCoSAwMBCNRsPhw4cNgXZeXh7x8fEEBek/lGQyGX369GHTpk1ER0fTu3dvzMzMqKqqYtmyZYSGht62bElISAghISG8/PLL9OjRg4iICLp3735fhrv36NGDXbt2MW/ePMOynTt30qNHj3s6riAIzZ93xxCObfmVS2dOIknSXc8tFIT6VKnWsmh7HMsPJAPg42jO4nGdCPGybdyGNRFqtZpvvvmGt956i+zsbFq3bk3Xrl0BmDNnzu0PUFGoT/52ajWkHb+23MhSX8e80wTw7g2N/P2tqblYeJFVsavYkriFSm0lABYyC6Z3mM6EwAnYmdxdsNmU6KqqyPnkU/KXLwdJQunqitt/38W8Hr4zlhVVseXT0+SllWJkqmTY/3XEzc/mro8Xd3Av5w8fQK5QMGTO/LtOXic0LyJIb0FSUlKYP38+s2fP5sSJE3z22WcsXrwYAD8/P0aNGsXMmTNZtmwZlpaWLFiwAHd3d0aNGmU4Rnh4OM8//zyhoaFYWFgA0LdvX1avXm3Iml6bpKQkvv32W0aOHImbmxvx8fEkJCQwfbo+SVNdh7vn5+eTkpJCerq+Dml8fDyg7y2/2jM+ffp03N3dee+99wCYO3cuYWFhLF68mGHDhrF27VqOHTvG119/fcfnFQShZXIPCEKpMqI0P4/8tFTsPbwau0nCAy6tsIKnVx3nzGX9cOtp3b15ZWigKKmGvufw119/5eWXXyYhIQEAX19fysvLb7+zTgfJe+HkKojdAhp9kIlMoc/I3mkCtB0CRs137nRDkCSJg+kHWRm7kgNpBwzLA+0CmeQ/CV2MjpHtR6JSNa8yarWpOBdN+oKXqL6QCID1o4/i/PICFJb3nvehMLucLZ+eoji3EjMrI0Y81wkHj7s/bml+Hru/WwpAtzETRDb3B4gI0luQ6dOnU1FRQdeuXVEoFMydO5dZs2YZ1i9fvpy5c+cyfPhwqqur6du3L1u3bq3xhhsWFoZWq60xfCw8PJxNmzbdckiZmZkZcXFxrFixgry8PFxdXZkzZw6zZ8++q2vZvHkzTzzxhOHxxIkTAXjjjTd48803Af1NietHL/Ts2ZOIiAhee+01XnnlFfz8/Ni4caOokS4IAiojY9wD23HpzEmST58UQbrQqPYn5PLsmhMUlKuxNVPx0fhg+gXcXTKplubAgQP8+9//5tChQwA4OjryxhtvMGvWrFsHiIUpcCoCTq6GouuGszsGQshU/XB2i7urb92SVWoq2XJxC6tjVpNYpA9aZcjo79WfqYFT6ezcGY1Gw9bYrY3c0nunq64m98svyfvmW9BqUTg44LrwLSz796+X4+eklLDls1NUlKixcjRl5HPBWDve/dRVSadj25cfU1lWilPrNnQbM75e2ik0DyJIb0FUKhVLlixh6dKlta63tbXlxx9/vOUxgoODkSSpxrJ58+bVGEJeG2dnZzZs2FCn9t7KjBkzmDFjxi23iYyMvGHZuHHjGDduXL21QxCElqNVp4f0QfqZE3QeNur2OwhCA/jhQBILf4tBJ0EHd2uWTn0ID1vRqwtQWVnJ2LFjyczMxMzMjOeff54XXngBy5v1cKorIPY3OLkSkvYCV76/GFvpk7+FTAW3h0BMb7lBdnk2a+PWsv78egqrCgEwV5kzxncMkwMn42np2bgNrGcVp06R/uprVCfqb0RYDh6Myxv/QWlbP1NL0uIL+H3pGdSVWhw8LRjxbDBmVvc2LP3oll9JOXsKpZExQ5/5NwqlCNseJOK3LQiCIDwQWnUMIQq4HHMOTXW1mNcn3Fc6ncSi7XEs23sRgHGdPXh7dHtMVA/28PbKykqMjY2RyWSYmJjwv//9j/3797Nw4UJDhZgbpJ+CEz/C2Z+h6rrs7K3D9IF5wHAxnP0monOjWRm7kj+S/kAj6WvLu1u4MyVwCmN8x2BhZNHILaxfuooKcpZ8Qv6PP4IkoXBwwOX117Ea9Ei9nSPxZDY7votGp5Fwb2vDkKc7Ymx6byFWxoV4DqxbCUC/GbOw92hZN02E2xNBuiAIgvBAsPf0xtzWjrKCfNLiY/DuENzYTRIeENUaHS/+fJqNp/R5Vl4c7M/TYW0e6ASGV+ed//vf/+a///0vkyZNAuDxxx/n8ccfv3GH6jJ9Erhj30P6yWvLrT0heAoETwLbVven8c2MVqdld+puVsWs4kT2CcPyh5weYnrQdMI9w1HIW97NorJDh8l4/XVD5nbrUaP0c89tbOrtHOeiLrN37XkkCXyCHXn4qSCU93jjraq8nK2ffohOq6Vt99506F9/NxSE5kME6S1EbUO/BUEQhGtkMhmtOoYQHbWLS2dOiiBduC+qNFr+b9UJdsVlo5TLWPRYRx7r7NHYzWpU586d47nnnmPPnj0AfPrpp0ycOLH2mxZZ0XBsOZxZB1XF+mVyFQSOgIem63vPRXb2WpVUl/Brwq+siVtDWmkaAEq5ksGtBjM1aCrt7Ns1cgsbhra0lOwPPqRw3ToAlC4uuL71JhZh9Vd+U9JJHNyQyKmd+vwHQb3dCJvsj1x+7zfedn2/lMKsDKwcnXh41jMP9M28B5kI0gVBEIQHhnenh4iO2kXy6RP0nfLE7XcQhHug1up4JuIku+KyMVbK+Xp6KGFtH9zkZWVlZSxcuJCPPvoIjUaDiYkJL7zwAi+99FLNQERdAdEb4fhySL2uvKxta+g8Q99zLpLA3VRqcSqr41azIWED5Rp9RnwbYxvG+49ngv8EnMxabpLC0r17yfjPG2gyMwGwmTgBp3//G4VF/Q3j11Rr+XN5DIkncwDoNtKHzkO86yWYjtm7m9h9e5DJ5Qx99gVMzFvW9APhzokgXRAEQXhgeLfvBEDOpSTKi4sws7Ju5BYJLZVOJzFv7Sl2xmRhpJTz3eNd6O3n0NjNajR79uzhiSee4NKlSwCMGTOGjz76iFatWl3bKOe8PjA/FQGVhfplciX4D4XQJ0Wv+S1IksSxrGOsjFlJZGok0pUker42vkwNnMown2GYKE0at5ENSFNQQPb/FlG0aRMAKk9PXN95B/NuXev1PBUl1fz+5RmykoqRK2X0nxaIfzeXejl2Xloqf14pt9Zz7GTc/QPr5bhC8ySCdEEQBOGBYWZtg4NXK3JTkkmNPot/j96N3SShhfrf9jh+P5uBkULO19M6P9AB+lWXLl3Cy8uLL774guHDh+sX6rRwfjscXgZJUdc2tvaCztMhZBpY1k8Q1BJVa6vZlrSNVbGriMuPMyzv496HqUFT6eHao0UPl5YkiaJNm8he9D7aggKQybCbPh3Huc8hN6vf5IGF2eVsXxpNcW4lxmZKhvyzA+5t6yc7fHVlBZsX/xd1ZQWeQR3oOkZUKnrQiSBdEARBeKB4tetIbkoyKedOiSC9Cdu7dy8ffPABx48fJyMjgw0bNjB69OjGbtYdWXXoEl9fyeL+wbiOhPu33OHFN6PRaDhz5gwPPfQQAP369WPNmjWMGDECc3NzqCiAk6vgyNf6GucAMjm0HQydnwDfAdACk5nVl7yKPH46/xPr4taRV5kHgInChFG+o5gcOBkfa59GbmHDq05OJuPNtyg/dAgAYz8/XN9eiGlwcL2fqypfwabFp6kq12Bpb8KIZzth62JeL8eWJIkdyz4jPy0Vc1s7hs19Ebl47T/wRJAuCIIgPFC8OnTixLbNpJw73dhNEW6hrKyMTp068eSTT/Loo482dnPu2JGkfN7YHA3A8w+3ZVSweyO36P47d+4cTz75JNHR0cTGxuLl5QXAxIkTITsWdi/TJ4JT6+dLY2IDnR+HLv8AG6/Ga3gzcL7gPKtiVvH7xd+p1lUD4GTmxOSAyYxtOxZr45Y/hUdXXU3et9+S99UypOpqZMbGOMyZg/0TM5CpVPV+vvNHssg5YgqSBqdWVgz7v473XAP9eie3byH+4F7kCgUj5i3A3KZ+eueF5q1ZBenJycm8/fbb7N69m8zMTNzc3Jg6dSqvvvoqRqLerSAIgnAHPAI7IJPLKczMoDg3GyuHB6+XszkYMmQIQ4YMaexm1ElheTXz1p5Eq5MYHezGM/19G7tJ95Vareb999/nrbfeQq1WY2Njow/SPdyvDGn/CpL2XtvBqR10mw0dxom65regk3Tsu7yPlbErOZxxLZFeB4cOTAuaxkDvgajk9R+cNkXlx46R8cabVCcmAmDeqxcub76BkWf91xHX6SQObUjk5M4UQEarjvY88o/2qIzqr5c7LT6WqJXfARA29UncA4Lq7dhC89asgvS4uDh0Oh3Lli3D19eXc+fOMXPmTMrKyvjwww8bu3mCIAhCM2BsZoZLGz8yEuJJOXua9v0ebuwmCfWgqqqKqqoqw+PiYn25LrVajVqtvqdjX93/VseRJIkX1p8mvaiSVvZmvDk8AI1Gc0/nbSru5PrPnDnDP/7xD06dOgXAsGHD+GLJ+3hk7Ub69AVkhfqEcZJMjtR2KLouM5G8esLV+dL3+DtqSHdy/Q2hXF3OlqQtrIlfQ0qJfkqAXCZngOcAJvtPpqNDR/18cy2otQ3Xtsa6/utpi4rI+/hjin/5FQCFnR0OC17CYvBgZDJZvbetukLDrh/iSI0pAMCyTRXh031BpkOt1tXLOcqLCtny8XvotFr8uvem/cAhjfoc30pTeA00pvq8/js9RrMK0gcPHszgwYMNj318fIiPj2fp0qUiSG9B1Go1r732Glu3buXixYtYW1szcOBA/ve//+Hm5nbLfb/44gs++OADMjMz6dSpE5999hldu9ZvZk9BEJo/r/ad9EF69BkRpLcQ7733Hm+99dYNy3fs2IFZPSWQ2rlz503XHcySsfOiAoVMYqxbMVG7dtTLOZuSm13/+vXrWbt2LVqtFktLS/75xCSe8i/Fdc0AFFr9kPZqhTmX7MNJchxAhZEDRBdB9Lb72fx7dqvff30q1BVyqOoQx6qPUSlVAmCCCaHGoXQz7oZtsS1pR9NII+2+tOeq+3X9NUgSlqdO4bjlN5RlZQAUdu1K7pDBxEoSbKv/15C6TEbecVM0ZQqQS9h1qMTMTcOfu/6st3NIWi1pe7ZRWZCPysoGracv2xrgWupbo7wGmpD6uP7y8vI72q5ZBem1KSoqws7O7pbb1OXuulqtRpIkdDodOt3t75RJkmT49062b2ka4vpLS0s5fvw4r776Kp06daKgoIB//etfjBw5kiNHjtx0v3Xr1jF//ny+/PJLunXrxieffMKgQYOIjY3Fyan24aw6nQ5JklCr1SgUdR++JO4siuu//t8HTXO+freAdgCknD1FdXX1XWU/ru/rb47PY1Py8ssvM3/+fMPj4uJiPD09eeSRR7CysrqnY6vVanbu3MnDDz+MqpY5rzklVbz26QFAw4uD/HmyV6t7Ol9Tc7vrP3DgAFqtllFDBvDlWA9c035Flq2fLy3Z+aDr9n/IOoynlcqMVve57fXhdtdfX87knmF13Gp2p+5GK2kB8LL0YpL/JEa0HoGZqnGmBNyv6/+7qgsXyH3vPSqOHAXAqE0bHN/4D74hIQ12zstxBexaHoemXIO5jRGPzAzCxtWkXq9fkiR2f7+UyuwMVCamTHh1IXbu9T9cvz411mugqajP678ah95Osw7SL1y4wGeffXbbXvS63F1XKpW4uLhQWlpKdXX1HbelpKTkjrdtCMOHDycwUF9Pcd26dahUKp588kleeeUVw5fPwsJCFixYwPbt26murqZnz54sWrSINm3aIEkSfn5+LF68mFGjRgHQp08fcnJyiIvTl/T466+/GD16NElJSTc8byUlJezfv5833niDuLg4lEolAQEBfPPNN4aEMXdKJpPx888/Gx67urry3nvvMWDAAKKjo/G8ybyjxYsXM336dB577DEAFi1axO+//87SpUv517/+Ves+1dXVVFRUsHfv3nsalijuLIrrf5A1x+vXaTXIFArKCgvYtDYCI+u7T9RTX9d/p3fXhdoZGxtjbGx8w3KVSlVvXypvdqz3/jhHSaWGjh7W/KOvLwp5yyx5dfX6tVotBQUFODg4gCSx8MlH6KU5wEjLI8hS9AEVnt2g53PI/IeikMtpCbmq6/O1dJVap+bPS3+yKmYVZ3LPGJZ3c+nGtKBp9PHog1zWNGrDN8T110ZbWkbuF1+Qv3IlaDT6xHBP/xP7J59E1kA5qCRJ4mzkZfavv4Ckk3BubcWQf3bA3NrYcAO1vq7/xLYtRO/ZCTIZw+e+iHOr5pOJ/369Bpqq+rj+O92/SQTpCxYsYNGiRbfcJjY2loCAAMPjtLQ0Bg8ezLhx45g5c+Yt963L3fXKykpSU1OxsLDAxMQESZKQKipuemxJkigpLcXSwqLe61DKTE3v+JhKpZK1a9fy5JNPcvjwYY4dO8Y///lPfH19Dc/P9OnTuXDhAps2bcLKyooFCxYwceJEzp07h0qlom/fvhw5coRp06ZRUFDA+fPnMTU1JT09nYCAAI4fP06XLl1wcblWr1SSJEpKSjA1NWXq1Kn84x//YO3atVRXV3PkyBGsrKywsrJi3759DBs27JbXsHTpUqZMmVLrOo1Gg0wmw9PTs9Yekerqak6dOsUrr7xSY/3AgQM5efLkTXtRKisrMTU1pW/fvpiYmNz2ef47cWdRXL+4/uZ7/RvOHSc1+gyt7W3p9MjQOu9f39d/p3fXhabl+KV8tpxORy6D/47p0GID9KtSUlJ4/PHHKS8vZ//XL6I6/Bkm6ScZZQUgh8Dh0ONZ8OrW2E1t0oqqivj5/M+siVtDVnkWAEZyI4b5DGNK4BT87fwbuYX3nyRJFP++lexFi9Dk5ABgMXAAzgtexsij4aokqKu1RK6O4/xh/e/Bv5sL4VP9Uarq/9ZS8ukTRK74BoCwKU/g81CXej+H0DI0iSD9+eefZ8aMGbfcxsfn2l2m9PR0+vXrR8+ePfn6669ve/y63F3XarXIZDLkcjlyuRxdeTnnQ2//B5R12y3qzv/EceR1mEfn6enJkiVLkMlkBAYGEh0dzSeffMLs2bNJSEhgy5YtHDhwgJ49ewIQERGBp6cnmzdvZty4cfTr149ly5Yhl8vZv38/ISEhuLi4sHfvXoKCgoiKiiIsLAy5/Nod3atD3EtKSigqKmLEiBH4+fkB0K5dO8N2Xbt2NSSTuRlnZ+cax76qsrKSl19+mUmTJmFjY1Prvvn5+Wi1WlxdXWscw8XFhfj4+FqPCyCXy5HJZPd8Z0zcWRTXL66/+V2/d4dgUqPPkBZ7jtBho+76OPV1/c3xOWxIpaWlXLhwwfA4KSmJU6dOYWdnV+cRWg1FkiQWbY8HYFxnT9q7t+zyV2vXruXZZ5+lqKgIcyM5Z754nM5uClCaQPAU6DEH7Ns0djObtKSiJFbHrmZz4mYqNPpOIHsTeyYETGB82/HYm9o3cgsbR1VCApkL36b8qH4khsrbC5dXX8Wib98GPW9hdjnbl50jL60UmQx6POpL8EDPeu94A8hPv8xvSxYhSTrahQ2k8/Ax9X4OoeVoEkG6o6Mjjo6Od7RtWloa/fr1o3PnzixfvvymwdeDqHv37jXeVHr06MHixYvRarXExsaiVCrp1u3anW17e3v8/f2JjY0FICwsjLlz55KTk0NUVBTh4eG4uLgQGRnJU089xcGDB3nxxRdrPbednR0zZsxg0KBBPPzwwwwcOJDx48fj6uoKgKmpKb6+dS9Fo1arGT9+PJIksXTp0jrvLwiCcDNe7TsBkBpzBp1Oi1zeEgbkthzHjh2jX79+hsdXR8Q9/vjj/PDDD43UqpqizudwJCkfI6WcuQP9Grs5DaawsJCPFn/I3n37AejuoWDVGFPauNrqS6h1mw3mDo3cyqZLkiT+yviLVTGr2Je2z7Dc39afaUHTGNJ6CEaKB7OUsLa0lNzPrwxt12qRmZjg8M/Z2D3xBPJaOtjqU9LpHP78IZbqCg2mlioG/aM97v4NU6O8srSUje8vpKq8DLe2gQycOadBbgQILUeTCNLvVFpaGuHh4Xh7e/Phhx+Sc2UoDFBjCHZ9kpma4n/i+E3X63Q6iktKsLK0rPcbBjJT03o93u106NABOzs7oqKiiIqK4t1338XFxYVFixZx9OhR1Gq1oRe+NsuXL+e5555j+/btrFu3jtdee42dO3fSvXt39u3bd9t6t8uWLasx3P1qgH7p0iV27959y8Q/Dg4OKBQKsrJqjmnIyspqsNeGIAjNm7OPL0amZlSVlZGddBGXNi03yGqOwsPDDclJm6ovI/W1mqd198bN5v5+Zt8vhw9EMWHso1zKzEchg/+EGfPKI64oez8DXf4BJi179MC9qNRU8vvF31kVu4oLhfpRITJkhHmGMT1oOqHOoQ9soCZJEsW//U72++8bhrZbPjwQ5wULULk33NB20Nc/P7L5Ise368sCuvhYM2hmeyxsG+amgKa6mo0fvE1BRjqWDo6M+verKMXIKeE2mlWQvnPnTi5cuMCFCxfw8PCosa6hPshlMhmyWw051+mQazTIzcwavVf/8OHDNR4fOnQIPz8/FAoFgYGBaDQaDh8+bAi08/LyiI+PJygoCNBfa58+fdi0aRPR0dH07t0bMzMzqqqqWLZsGaGhoZibm9+yDSEhIYSEhPDyyy/To0cPIiIi6N69O6GhoXc03P2qqwF6QkICe/bswd7+1sO/jIyM6Ny5M7t27WL06NGA/gbKrl27eOaZZ265ryAIDya5QoFnuw4kHjtMyrnTIkgX6iQ6vYgjSfko5TJm9mk+iZ/uWHU50tHveG7SC1zKrMLHVsaqye70mPwShD4BRrf+PvAgyynPYW38WtbHr6egSl9n20xpxhi/MUwOmIyXVdOYrtFYKs6eJeu/71Fx8iRwZWj7a69h0adPw5+7pJod30VzOU7/e+nYz4Oej/miUDbMd3hJp2Pb54tJi4vGyNSMMS+9gZm1TYOcS2hZmlWQPmPGjNvOXX+QpaSkMH/+fGbPns2JEyf47LPPWLx4MQB+fn6MGjWKmTNnsmzZMiwtLVmwYAHu7u6GbO6g77l4/vnnCQ0NxcLCAoC+ffuyevVqXnjhhZueOykpiW+//ZaRI0fi5uZGfHw8CQkJTJ8+HajbcHe1Ws3YsWM5ceIEv/32G1qtlszMTEA/rN7oSmbPAQMGMGbMGEMQPn/+fB5//HFCQ0Pp2rUrS5YsoaysjCeeeKKOz6QgCA8Kr3YdDUF611FjG7s5QjOy/EAyAEM6uOJiXffEo02WpgpO/Ah7P0RWmsmqUUr+e9iEp6aOJ3TmYjC1bOwWNlkxeTGsilnFtuRtaHT6ijFu5m5MDpzMGL8xWBndWynA5k6dlU3ORx9RtGkToB8x6jB7NnZPPoG8gbK2Xy/9QiE7v4umtKAKpbGC/lMD8OvifPsd75IkSUT++C3nDx9AoVQy6t+v4ejVqsHOJ7QszSpIF25t+vTpVFRU0LVrVxQKBXPnzmXWrFmG9cuXL2fu3LkMHz6c6upq+vbty9atW2skKwoLC0Or1RIeHm5YFh4ezqZNm2os+zszMzPi4uJYsWIFeXl5uLq6MmfOHGbPnl3n60hLS2Pz5s0ABAcH11i3Z88eQzsSExPJzc01rJswYQI5OTn85z//ITMzk+DgYLZv316jh14QBOF6V+elp8XFoFGrxRBE4Y4UlFWz+XQ6AE+0lJroWg2cXsOBH97geEI6z3UzBmsv/Ea+wNcfPMbWP/7UJ4gTatDqtESmRrIydiXHs65NjwxxCmFa0DT6efZDKX+wv27rKivJX76c3K+/MVRMsh41Csf5/0J1H76j6XQSJ7Ync2RLEpIENs5mDJ7dHns3iwY97/HfNnBim/777OD/+xde7Ts26PmEluXBftdoYVQqFUuWLLlpgjVbW1t+/PHHWx4jODj4hqkD8+bNY968ebfcz9nZmQ0bNtSpvTfTqlWrO5q+kJycfMOyZ555RgxvFwThjtl7emNmbUN5USEZCXF4BnVo7CYJzcAf0ZlUa3QEuloR4mnT2M25NzodnPsFac9/eX9LLK/urkIHBI9+jr5PvQNKI7hSJ1q4prS6lA0XNrA6djVppWkAKGVKBrUexNTAqbR3aN/ILWx8kiRRsm0bWR9+iCY9AwDTkBCcX3kZ0w735722rLCKncujSYsvBPTl1fpOaouRScOGQHEHooha9T0Afac+SUCvsAY9n9DyiCBdEARBeGDJZDK82nci7kAUKefOiCBduCNbz+mnYA3v6Np8E39JEsRvg91vU5wazYyNFWyI0w/RnjxxAiGTX9cH6EINqSWpRMRGsOHCBsrUZQBYG1szvu14JvhPwNlcjN4DqDh7jqz33qPixAkAlK6uOP37eayGDr1vfzOXzuXx5w8xVJaqURorCJvUloDurg1+3qSTx9j2xccAhAwZQagotSbcBRGkC4IgCA80z6AOxB2I4nLs2cZuitAMFJWrOXhBP9VqSPtmWj0k7TjseB0uHSA2R8uYn6qIz9VgZGTEZ599xsyZM5vvzYcGIEkSSZoknt/7PFFpUegkHQA+1j5MDZrKcJ/hmCpbZnb/ulJnZpKz5BOKNm4Ersw7nzVTX1LN5P5Ml9BqdBzamMipP1MBcPC0YNA/2mPjfItE0PUkNeYsmxf/F51WQ9sefQif/g/xtyTcFRGktxCRkZGN3QRBEIRmyeNK73lGQjya6mqU9yGBkdB87YzNQqOTCHCxxMexYee01ruCS7BrIZz7GYAN52VM36imtEKDu7s7v/zyC926dWvkRjYdaq2a7cnb+TH6R+JK46BUv7yXWy+mBU2jh1sP5LLGrezTVGhLSsj7+hvyf/wRqaoKuL/zzq8qyCzjz+UxZF8qAaBDPw96PtoGpUrR4OfOuBDPhkUL0air8XmoC0OfmY9c3vDnFVomEaQLgiAIDzRbVzfMbWwpKywg40K8GPIu3NKOaP1Q98HNqRe9ohD2LYbDX4G2GpBBp4nk2LamdM0CwsLCWLdunUi0ekVBZQE/xf/E2vi15FboR00oUTLSdyTT202njU2bRm5h06GrrqZwzRpyl36FtrAQANPQzji/+CKmHe9fojRJkjgXlcbBXy6gUeswNlPSf3ogPsGO9+X8OZeS+PW/b6CurMCzXUeG/2sBCqVIRCrcPRGkC4IgCA80mUyGR1AH4g/uJTX6rAjShZvS6SQOJ+UDEO7v1MituQNaDRz7HiL/CxX6utC07guPvAOunZgpSVi7tOKxxx5DqRRfCS8UXGBV7Cp+u/gbVVp9b7CTqRPj247HKsmKsV3H1qiI8yCTdDqKt24jZ8kS1JcvA2DUpg1Ozz+PRb/w+zrEu7Sgit0rY0mN0f9tegTYMuDxQCxs78/w+vz0NH5+93Uqy0pxbRvA6BdfR2VkfF/OLbRc4h1ZEARBeOB5BrUn/uBeLseIeenCzcVllVBUocbcSEF7tyZe8zr5AGx9AbKj9Y8dAzjvO5v5n/3KjyM8sUN/g2rChAmN2szGppN07E/bz6qYVfyV8ZdheTv7dkwLmsYj3o+ADrZe2tqIrWxayg4dIvuDD6mM1r+2lI6OODz3LDZjxiC7zzd7Eo5lERURT1W5BoVKTs9H29AhzAOZ/P7cJMhLS2X9269SXlSIYysfHl3wJkYmIj+BcO9EkC4IgiA88MS8dOFOHE3W90aHtrJDqWiic5GLM2Dn63B2vf6xiQ0MeJ1dBV6MnTCBwsJC5s2bd9uSrC1dubqcLYlbWBW7iuTiZADkMjkDvAYwLWgawY7Bht5gtU6UoAOoio8n49NPKdu7DwC5uTn2M/+B3fTpyM0aPinb9SrL1Oxde56Eo1kAOHpZ8vCTQdi6mN+3NuSmXjIE6A5erRj76tuYmDezPBVCkyWCdEEQBOGBZ+fmYaiXnnnhPB5BosaxcKPoDH0yqhAvm8ZtSG001XB4KUS9D9WlgAw6z4D+r7Ns1c/MmTMUrVZL9+7def/99xu7tY0msyyTNXFr+Pn8zxRXFwNgobLgMb/HmBQ4CXcL90ZuYdNTnZSEy+oIUs+c0S9QKrGdOBGH/3sapZ3dfW9P8plcIiPiKSusQiaX0XmIN6FDW6G4jzfOci4lsf6d16goLsKxlQ9jX30bMyvr+3Z+oeUTQbogCILwwLs6L/38X/tIjT0rgnShVrFXgvQg1yY21P3SX7BlLuTG6x97dIGhH6Bx6sDzzz/Pp59+CsCUKVP49ttvMblPpbCakjM5Z1gVs4odl3aglbQAeFp6MiVwCqN9R2Ouun89sM1F9eU0cr/8kqKNG7HS6cvOWQ0dguPcuRh5e9/39lSUVLPvpwRD77m1kykDZwTh4nN/g+Ps5Iusf+c1KkuKcfbx5bFX38bUwvK+tkFo+USQLgiCIAiAZ2B7zv+1Tz8v/bFJjd0coYnR6CAxR1+DK6ipzEevLII/39QnhwMwc4CHF0KnSRSXljJ++HD++OMPAN555x1eeeWVB6pms0an4c+UP1kVs4rTOacNy7u4dGFa4DT6evRFIUpk3UCdnU3eV8soWL8e1Pqh/qWBgQS+vRCL9vf/BqYkSVw4ls3edeepLFUjk0GngV50HdEaldH9/f2ln49jw//epLKsFBfftjz2ykIxxF1oECJIF5qkN998k7Vr15KamoqRkRGdO3fm3XffvW391i+++IIPPviAzMxMOnXqxGeffUbXrl3vU6sFQWjOPNvp56Wnn49Ho1ajFFmchetkVoBaK2FtqsLdpgkkhordok8MV5KhfxwyFR5+G8z0w4/Ly8uJj4/H1NSUlStX8thjjzViY++v4upifjn/CxFxEWSW6UvmqeQqhrQewrSgaQTYBTRyC5smTUEBed98S8Hq1YZa52Y9umM3Zw6709II9ve/720qK6wiMiKe5DP6Unh2bub0nx6Ic6v7f6Ms+fRxtn76AZqqKlzbBvDYy29hbCZGYAgNQwTpQpPUtm1bPv/8c3x8fKioqODjjz/mkUce4cKFCzg61l7zct26dcyfP5+vvvqKbt26sWTJEgYNGkR8fDxOTs2gVI4gCI3Kzt0TUytrKoqLyEw8j0dAu8ZuktCE5Fbqe6B9HM0btze6NBt+n68P0gHsfGDEJ/rSatdxcXFh+/btlJSUEBoa2ggNvf8uFV9iVcwqNiVuokJTAYCdiR0T/Ccw3n88DqYOjdzCpklbWEj+jz+Sv+JHdGVlAJgGB+M4bx7m3buhVqshLe2+tknSScQezODALxeortAgV8joPKQVnQd7o1De/6SNJUkX+G3d9+i0Wlp1eoiR819B9QBOGxHunyaamrTpkCQJdZX2lj+a6luvv9sfSZLuuJ3h4eE888wzPPPMM1hbW+Pg4MDrr79e4xgFBQVMnz4dW1tbzMzMGDJkCAkJCYbrdHR05OeffzZsHxwcjKurq+Hx/v37MTY2pry8vNY2REZG0rVrV8zNzbGxsaFXr15cunSprk85AJMnT2bgwIH4+PjQrl07PvroI4qLizlzNWlJLT766CNmzpzJE088QVBQEF999RVmZmZ8//33d9UGQRAeLDKZDM9A/VDOyzHnGrk1QlOTr+9YxMP2/maxriFmM3zZXR+gy5XQez48fdAQoO/bt481a9YYNvf392/xAbokSRzKOMQzu55hxIYRrI1fS4WmAj9bPxb2XMiOsTv4v+D/EwF6LTQFBWQvWcKFAQPJ/XIpurIyjAMD8fhqKd5rIjDvfuvRiw0l93Ipv354gj2r4qiu0ODkbcn4V7rQdXjrRgnQT23fQtZfe9BptQT0CtPXQRcButDARE/6bWiqdXw9N6pRzj3rkzBUxnc+12bFihU89dRTHDlyhGPHjjFr1iy8vLyYOXMmADNmzCAhIYHNmzdjZWXFSy+9xNChQ4mJiUGlUtG3b18iIyMZO3YsBQUFxMbGYmpqSlxcHAEBAURFRdGlSxfMaimzodFoGD16NDNnzmTNmjVUV1dz5MgRQ2/Dvn37GDJkyC3bv2zZMqZMmXLD8urqar7++musra3p1KlTrftWV1dz/PhxXn75ZcMyuVzOwIED+euvv2rdRxAE4e88gtpz/vABUmPO0v3RB7t+tFBTfpX+88zDthGGulcUwraX4Mxa/WPnDjBmKbh0MGyyfv16pk6dik6nw9vbm549e97/dt5HVdoqtl7cysrYlSQU6DscZMgI9whnatBUurp0faDm39eFJj+f/OU/ULB6NborHS/Gbdvi8H9PY/nII8jkjdOHV12p4chvSZzZfRlJJ6E0VtBtRGs69vNA3gglDyWdjv1rf+TIJn0HVqdHhjHgidmN9vwIDxYRpLcgnp6efPzxx8hkMvz9/Tl79iwff/wxM2fONATnBw4cMHxwr169Gk9PTzZu3Mi4ceMIDw9n2bJlAOzdu5eQkBBcXFyIjIwkICCAyMhIwsLCaj13cXExRUVFDB8+nDZt2gAQGBhoWB8aGsqpU6du2X5nZ+caj3/77TcmTpxIeXk5rq6u7Ny5EweH2u+E5+bmotVqbziGs7MzcXFxtzyvIAjCVZ5BV+elx6LVqFEoxbx0Qa/gSk/6fZ+PnrgHNs2B4jSQyaH3vyBsASiNDJssWbKE+fPnI0kSo0ePJiQk5P628T7KrchlXfw6for/ifzKfABMlaaM9h3NlMApeFvd/6zjzYUmL4+877+nYM1apKvBeWCgPjgfMKDRgk9Jkrh4Mod9PyVQVqj/Q2sT4kjv8X5Y2DZOj7W6uortX3zM+UP7AbDrFErfaU+JAF24b0SQfhtKIzmzPqk9MAXQ6XSUlBRjaWmFvJ7/cJVGdTte9+7da9w17tGjB4sXL0ar1RIbG4tSqayReM3e3h5/f39iY2MBCAsLY+7cueTk5BAVFUV4eLghSH/qqac4ePAgL774Yq3ntrOzY8aMGQwaNIiHH36YgQMHMn78eMNweVNTU3x9fet0Pf369ePUqVPk5ubyzTffMH78eA4fPizmlwuC0GDsPbwwsbSisqSYzMQLuPsH3n4n4YGQd7970jXV+szth77QP7bzgTHLwPNaMlRJknj55ZdZtGgRAHPmzOGTTz5BoWh5Gcvj8uNYGbOSbUnbUOv0GcddzV2ZHDCZMX5jsDYWNapvRpOTQ95331Owdi1SZSUAJkFBOMz5Pyz692/UEQdFORXsXXuelOg8AKwcTOg70R/v9vaN1qaywgI2ffAOGRfikSuUDHjqaZJKK8XIDOG+EkH6bchkslsOOdfpZCirFKiMFfUepN9vHTp0wM7OjqioKKKionj33XdxcXFh0aJFHD16FLVafcvhc8uXL+e5555j+/btrFu3jtdee42dO3fSvXv3uxrubm5ujq+vL76+vnTv3h0/Pz++++67GkPar3JwcEChUJCVlVVjeVZWFi4uLnV8JgRBeFDJ5HI8A9uTcOQgl2POiiBdAPTBcMH9nJNekAzrn4D0E/rHXf6hL61mdC2TtFarZc6cOYYRcO+99x4vvfRSiwoktDotUZejWBW7iqOZRw3LOzl2YlrQNAZ4DUApF19lb6b68mXyvvuOol9+RaquBsCkfXt9cB4e3qivlepKDce3XeLUrhR0Ggm5QsZDg7zpPNgb5X0uq3a9nJRkNix6i5LcHEwsLBn5/Cu4+AWQtHVro7VJeDCJd7YW5PDhwzUeHzp0CD8/PxQKBYGBgWg0Gg4fPmwItPPy8oiPjycoKAjQ35Do06cPmzZtIjo6mt69e2NmZkZVVRXLli0jNDQUc/Nbl5oICQkhJCSEl19+mR49ehAREUH37t3varj73+l0OqqulAT5u6tl2nbt2sXo0aMN2+/atYtnnnnmlscVBEG4nkeQPkhPjTlLtzHjG7s5QhOg0UlUavUBjYOF0W22vkcxm2HTM1BVBCY2MOYr8L/xJve6detYtmwZMpmMZcuWGfLPtARl6jI2XtjI6tjVpJakAqCQKXjE+xGmBk2lo2PHRm5h01YZH0/eN99SvG0baLUAmHTqiOOcOZj36dOowbmkk4g7lMGhjRcpL9bfOPAIsKXvxLbYujRuObPE40fY+tkHVFdUYOvqzpiX/oOtq7s+u70g3GciSG9BUlJSmD9/PrNnz+bEiRN89tlnLF68GAA/Pz9GjRrFzJkzWbZsGZaWlixYsAB3d3dGjRplOEZ4eDjPP/88oaGhWFhYANC3b19Wr17NCy+8cNNzJyUl8e233zJy5Ejc3NyIj48nISGB6dOnA3Ub7l5WVsa7777LyJEjcXV1JTc3ly+++IK0tDTGjRtn2G7AgAGMGTPGEITPnz+fxx9/nNDQULp27cqSJUsoKyvjiSeeqNsTKQjCA80wLz0+Fq1Gg0IpPiofdFrdtUopyoZKYKWphh2vwRF9zzgeXWHs92DjWevmkyZN4sCBA/Tt25cJE1pGksO00jQiYiP4NeFXStWlAFgZWTGu7TgmBkzExVyMjLuV8uPHyf36a8qi9hqWmffujf3MmZh17dLooyzSLxSy/6cEclJKALB2NKXXOD9adbBv5BsHOv76ZQ1//ayvjOAZ1IERz7+CqYVlo7VJEMQ3jxZk+vTpVFRU0LVrVxQKBXPnzmXWrFmG9cuXL2fu3LkMHz6c6upq+vbty9atW1GpriVGCgsLQ6vVEh4eblgWHh7Opk2baiz7OzMzM+Li4lixYgV5eXm4uroyZ84cZs+eXefrUCgUhmPl5uZib29Ply5d2LdvH+3aXatbnJiYSG5uruHxhAkTyMnJ4T//+Q+ZmZkEBwezffv22/bQC4IgXM/B0xsTcwsqy0rJTk7E1de/sZskNDK19rogXd4AwURpNqybBqmH9I97zYX+r4OiZuLCkpISVCoVJiYmyGQyvvjii/pvy30mSRIns0+yKnYVu1J2oZN0ALSyasW0oGkM9xmOmaoRy941cZJOR2lUFHnffEvFiSvTI+RyLAc9gsPMmZhcGS3ZmIrzKvhrQyIXjmUDYGSiIHSYPmt7Y5RUu15laSlbP/+QpJPHAAgeNJzw6U+JpKFCoxNBeguiUqlYsmQJS5curXW9ra0tP/744y2PERwcfEN99nnz5jFv3rxb7ufs7MyGDRvq1N6bMTEx4ddff73tdsnJyTcsu1orXhAE4W7J5HLc/AO5eOIoaXExIkgX0Oh0hv+r6rsnPe0ErJuqz95ubA2Pfg3+g2/YLC8vj6FDh+Lm5sb69etRNvMRHmqtmj8u/cGqmFVE50Ublvd068nUwKn0cu+FXNa8c/00JF11NcW//U7+8uVUJVwpQadSYT1mDPZPPoFRq1aN20CgorSa49sucTbqMjqNBDII6u1GtxE+mFk18LSRO5CTkszmD9+lMCsDpcqIgTPn0C5sQGM3SxAAEaQLgiAIwg3cA9pdCdKjCR0+prGbIzSy64e712tH+pmfYPOzoKkEh7YwcQ043Dg1LDc3lwEDBnDmzBns7e1JSkrCz8+vHhty/xRWFrL+/HrWxq0lu0Lfs2qsMGa4z3CmBk7F17ZulWAeNJr8fArWrqUgYg3aK6MJ5ebm2E6aiO306aiaQAUcdZWW07tSObnjEtWV+jnx7v629B7ni4NH4w8hlySJs7t3sOeHr9FUV2Hl6MTI+a/g7CNee0LTIYJ0QRAEQfgb9wD91Jq0uBgkSWr0uZxC47o63F2lkNXPa0GSIOp9iPyv/nHbwfoedJMby4jl5OQwYMAAzp49i7OzM7t27WqWAXpiYSKrYlexJXELVVp9ElhHU0cmBkxkbNux2JnYNXILm7aqCxfIX/EjRZs3I11Joqt0ccFu6hRsxo9HYWXVyC0ErVZH7IEMjv6WZEgK5+BpQY/RbfAMsmsS76NV5WXs/Ppz4v/aB4B3xxCGPfcCppaN//wJwvVEkN5CREZGNnYTBEEQWgxnH1+UKiMqSorJT7+MvXvtybuEB8PV4e71Mh9dq4Hf58OJFfrHvf8F/f8DtZRxvT5Ad3FxYc+ePQQEBNx7G+4TSZI4kH6AVTGrOJB+wLA80C6QaUHTGNxqMCqFmPt7M5IkUXbwIPk/rKBs3z7DcpP27bGbMQOrQY8gUzX+8yfpJC6cyObw5osUZVcA+nrn3Ub54NfZGVlD5HG4CxkX4vn9k/cpys5CrlDQa8I0uox4FFkzL6EstEwiSBcEQRCEv1GqVLj4tuVy7DnS4mJEkP6A01zpSVfc65f56jJ9/fOEP0Amh6EfQpenat00OzubAQMGcO7cOVxdXdmzZw/+/s0jP0KFpoItiVtYHbuai0UXAZAho79Xf6YFTeMhp4eaRK9qU6UrL6doy28UrFplmG+OTIblwAHYzZiB6UNN4/m7Gpwf/T2ZgowyAEwtVYQObUW7Pu6NnhTuKp1Wy9Etv3Lwp1XotFqsHJ0Z9twLuLVtPje8hAePCNIFQRAEoRbuAe24HHuO9PgYOg4Y1NjNERqRRndtuPtdqyiAVY9B2nFQmujLqwUMu+nmiYmJXLx4ETc3N/bs2UPbtm3v/tz3SVZZFmvj17L+/HqKqooAMFeZ86jfo0wKmISnpbjZdStVSUkUrFlD0YaN6Er0ZcrkZmZYP/YYdtOmYuTl1cgt1JN0Eoknczj6exL56frg3NhMSacBnnQa4ImRSdMJL/LT09j+5UdkJMQD0LZ7bx6e9Qwm5haN3DJBuLWm81ckCIIgCE2Ie4C+dNHluOjbbCm0dFd70u96uHtZHqwcBZlnwdQWJv8Enl1vuUuPHj3Ytm0bLi4uTT5AP5d7jpUxK9mRvAONpAHA3cKdqYFTGe07GgsjERDdjKTVUhoZScHqCMoOHjQsV3l5YTtpEjaPPdok5pvDlZ7z49k1gnMjUyXBAz3p2M8DY7PGH3p/laTTcXL7FvZFrECjrsbI1Ix+M2bRLmxAkxiFIAi3I4J0QRAEQaiFW9tAZDI5RVmZlObnYWFn39hNEhrJ1TnpirsJ0ktz4MdRkB0N5o4wfTM41167Ojc3l7y8PMOw9r59+951mxuaRqdhd8puVsWu4mT2ScPyUOdQpgZNJdwjHIVc0YgtbNo0+fkUrv+ZgnVr0aRn6BfKZFiEhWE7ZTLmvXo1mbnSWo2OsstK1r93nMJM/ZxzI9MrPef9m1ZwDlCQkcaOrz/jcsw5QJ8c7pHZz2Hl4NjILROEOyeCdEEQBEGohbGZGQ7erchJvkhafAz+Pfo0dpOERnJ1uLuyrjXSy/JgxXDIiQMLZ3h8CzjWPq+8qKiIQYMGkZqayo4dOwgODr7HVjeMkuoSfk34lYjYCNLL0gFQypUMbT2UKYFTCLKv/QaEoE8EV370KIXrf6Zk+3YktRoAhY0NNmMfw2biRIw8PBq5lddUV2qI2Z/OqT9TKCs0BSr0wXl/DzoN8GxywblWo+bopl84tGEdWrUalbEJYdOepOPAIaL3XGh2RJAuCIIgCDfhEdBOH6THiSD9QXZ1uLuqLj3pVSWw+jF9gG7ppg/Qa6mBDlBWVsawYcM4ceIEjo6OmJiY1Eez61WeNo/3j73P5oubKdeUA2BrbMt4//FM8J+Ao5nopbwZTW4uRRs3Urj+Z6ovXTIsN+nQAdvJk7EaMhh5E/qdV5RUc2bPZc5GXqaqXD99QW6so8vgNnQM98TItOmFD5fjotn59efkp6UC+t7zgf+Yg42zSyO3TBDuTtP7KxMEQRCEJsI9IIiT27eIeekPuDoPd9dUwdopkH4STO1g+qabBuiVlZWMHj2aAwcOYGNjw44dO5pMmTVJkjiaeZQfo39kb8lepBL9zQpfG1+mBU1jaOuhmCibTnDZlEhaLWUHD1L403pK9uwBzZVg18wMq2HDsBk/DtMOHRq5lTXlp5dxZk8q8Ycy0aj1r3kbZzM69ncnMe8EnQZ6oFI1rdChvKiQ/Wt/5OzuHQCYWlnT7/GZBPQKE73nQrPWtP7SBOGKGTNmsGLFihrLBg0axPbt22+53xdffMEHH3xAZmYmnTp14rPPPqNr11sn5xEEQbgZd3/90N3cS8lUlZdhbGbeyC0SGkOdhrvrtPDrLEiKApU5TPkZHGtP/KZWqxk/fjx//vkn5ubmbNu2rUkMc6/WVrM1aSurYlYRXxBvWN7brTfT202nu2t3EQDdhDojg8JffqXw11+uzTUHTDp1xHbcOKyGDEFu3nTeRySdxKXoPM7sTiU1tsCw3MnbkocGedM62BGtVsPFrY3YyFpoNWpObNvCoV/WUl2hH9nRof8j9JnyBKYWlo3cOkG4dyJIF5qswYMHs3z5csNjY2PjW26/bt065s+fz1dffUW3bt1YsmQJgwYNIj4+Hicnp4ZuriAILZCFnT3Wzi4UZWWScT6OVsGdG7tJQiMwDHe/kxJsu9+BmI0gV8HE1eBR+2tGq9Uybdo0tmzZgomJCb/99hvdu3evx1bXXV5FHj/F/8Ta+LXkV+YDYKo0ZXjr4bhluvF4+OOoVE1rHnJToCsro3jnToo2baL80GGQ9K8XubU11iNHYjN2LCb+TStDf3Wlhri/Mjiz5zJF2fpkcDIZtO7kSMf+Hrj52RhuxGi1jdnSmiRJ4uKJI0St/I6CDH1OBGcfX/o9PstQkUMQWgIRpN+GJEloqqpuul6n06GuqkRdaYS8nrNwKo2N7/hOdXh4OO3btwdg5cqVqFQqnn76aRYuXGg4RkFBAXPnzmXLli1UVVURFhbGp59+ip+fH5Ik4eTkxNKlSxk7diwAwcHBZGVlkZGhvxO8f/9+BgwYQEFBAWZmZje0ITIykhdffJHo6GhUKhXt2rUjIiICb2/vu7p+Y2NjXFzufC7RRx99xMyZM3niiScA+Oqrr/j999/5/vvvWbBgwV21QRAEwSOgHUVZmVyOixFB+gPqapB+2+HuZ3+G/R/p/z/6S2jT76ablpWVcenSJVQqFb/88gvh4eH11Nq6i8+P///27jy66Trf//gzSbd03+gGLUsptAhFBEGWYRFwFxjFFYQZvTj3/OAK4gJ6B73quM5xxqvjQRyPXu4IjjNzRRlERkQpLoCsglDKvpbSlkL3NNv390faQKHspUnJ63FOTpPP95vk/Qm0n7y/n40P8z/k892f43B7FjNLDk/m/pz7uTPrTsLN4Sxe7GddqT5muFzUrF5N+WefUfHlUozaWu+x8L59ib3rLqJuGIn5HB0MLe3ooSq2rDhEweoi7DZP9h1iDSJnYCq5Q9sRnWj1cYRndmTPLr6d/z/s2+TZTSAiNo5B907wbKvmJyvhizQXJenn4Kyr482JY33y3o/M/QfBF7CQyNy5c3nooYf48ccfWbt2LQ8//DAZGRlMmjQJ8Awh37FjBwsXLiQ6OpoZM2Zwyy23sHXrVoKDgxk8eDDLly9n7NixHDt2jPz8fKxWK9u2bSM7O5u8vDyuvfbaJhN0p9PJmDFjmDRpEh999BF2u50ff/zRe4Hg22+/5eabbz5r/HPmzGHcuHHex8uXLycpKYm4uDiuv/56fve735GQ0PQWSHa7nXXr1vHUU095y8xmMyNGjGDlypXn/RmKiJwqrWs3tuQt41CB5qUHqoY56WfdJ71wA3w22XN/4DTIvfusrxkdHc1XX33FmjVrfJKguw03Kw6u4MOtH7K6aLW3PDcxlwe6PcDw9sMJNnt6zR31q5AL1O3cSflnn1G+8J84jxzxloe0b0/MmNFE3z6KkHZtfRjh6Rx2F7vWFbPl20MU7a7wlscmh5M7rB1dr0shJMx/U4KywoN8/7d5bF/5LQCWoCB63zqGfr+8mxDr6d9JRa4E/vsbKRcsPT2dP/7xj5hMJrp27crmzZv54x//yKRJk7zJ+ffff8+AAQMAmDdvHunp6Xz66afcddddDB06lDlz5gCwYsUKevXqRUpKCsuXLyc7O5vly5czZMiQJt+7oqKC8vJybrvtNjIzMwHIycnxHu/Tpw8bN248a/zJycne+zfddBN33HEHHTt2ZNeuXTz99NPcfPPNrFy5Eovl9H1XS0tLcblcjV6j4TW3bdt27g9PROQM2uVcBUDRju04HQ6CNNw34DTMSQ8+05z0ukr4+6/BaYOsG2H4M2d8rfz8fG/7GBER0eIJeo2jhk93fsq8/Hnsr9wPgMVkYWT7kYzvNp6ebXq2aDytgaOoiLgVKzgw93+p27rVW26OiSH6lpuJHT2asJ49/W6e/tHCKrZ8W8j21UUnVmk3m+jYM5Fuv0gjPTse04XsWNDCKkqK+eEf89ma9zWG4QaTiewBgxl4zwNatV2ueErSzyEoNJRH5v7jjMfdbjcVlRVER0VfluHuF+K66xov5NK/f39ef/11XC4X+fn5BAUF0a9fP+/xhIQEunbtSn5+PgBDhgxh6tSplJSUkJeXx9ChQ71J+kMPPcQPP/zAk08+2eR7x8fH86tf/Yobb7yRkSNHMmLECO6++25SU1MBsFqtdO7c9Mq2Tbn33nu993v06EFubi6ZmZksX76c4cOHX9DnIiJyKeJS22KNjqG2opziPTtJ65Jz7ifJFeWcw90XPwHH9kBMOtwxB8ynX0wGWLBgAWPHjmXWrFk8++yzLZrUFVYV8tG2j/i/7f9HpaMSgKiQKMZ2Gct9Xe8jNTK1xWJpDZwlJVT860sqvviC2nXraAPUAQQFETl4MDGjRxM5bCjmkBDfBnoKW5WDHWuPsG1VEcV7T/SaRyWE0W1QGjkDUomI8a8h+KcqLy5izcJP+PmbL3HVr4qf2ec6Bt4znjYZHXwbnEgLUZJ+DiaT6axDzt1uN8F2O8FhYc2epLe0Hj16EB8fT15eHnl5ebz44oukpKTw6quvsmbNGhwOh7cXvikffPABjzzyCEuWLOHjjz/mt7/9LUuXLuW66667qOHuJ+vUqROJiYns3LmzySQ9MTERi8XCkZOGngEcOXLkgua1i4icymQy0bZrN3auWcnB/C1K0gOQd3X3ppL0TX+Hnz4Ckxnu+DNY45p8jRUrVnDffffhdrs5dOjQ5QzXyzAMfir5ib9s/QvL9i/DZXjmILePbs/4nPGMyhxFeLCGCzdwHjtG5dKlVHzxBTWrf4T6aQ6YTNR0aE/GffcTd9utBMXH+zbQU7icbvb9fJSCVUXs3VyKu/6ikslsomOup9c8I8e/e80BSg/s48fP/sG27/Mw6j/7jO49GXTvBFKzuvo4OpGWpST9CrJ69epGj1etWkVWVhYWi4WcnBycTierV6/2JtpHjx6loKCAbt08q2GaTCZ+8Ytf8Nlnn7FlyxYGDRpEeHg4dXV1zJkzhz59+hBxjm1DevXqRa9evXjqqafo378/8+fP57rrrrvg4e6nOnjwIEePHvX2zJ8qJCSE3r17s2zZMsaMGQN4LqAsW7aMKVOmnPV9RUTOpW22J0k/VLD13CfLFadhTvppw92rimHxY577g5+E9v2bfP7mzZsZNWoUdXV1jB49mtmzZ1/WXnSH28HSvUv5MP9DNpdu9pb3S+3HhG4TGNR2EGZT6+5YaC7OY8eo+vprKr78kurvf/DuZw6ebdOib76Z8OHD+XL9enJvucVvprsYhkHx3koKVhexY80RbNUn1g1ITI8k+7pUsq5NJjzav3r6m3J4RwGrP/07u9au8pa1z+1Fv1/eTXo3/9pLXqSlKEm/guzfv5/p06fzm9/8hvXr1/PWW2/x+uuvA5CVlcXo0aOZNGkSc+bMISoqipkzZ9K2bVtGjx7tfY2hQ4fy2GOP0adPHyIjIwEYPHgw8+bN44knnjjje+/Zs4f33nuPUaNGkZaWRkFBATt27GDChAnAhQ13r6qq4rnnnuPOO+8kJSWFXbt28eSTT9K5c2duvPFG73nDhw/nl7/8pTcJnz59OhMnTqRPnz707duXN954g+rqau9q7yIiF6thv/TD27dhGIbfzT2Vy+uMw92XzARbOaT2hMFNt5GFhYXccsstlJeXM2jQID766COCgi7P16/yunL+vv3vfLTtI4prigEIMYdwW+ZtjMsZR5c4/9oGzFcchYVUfvUVlUu/ombduhM95kBoTg7Rt9xM9M03E9Kuned8P1k4zzAMSg9UsXPdEXauK6ai1OY9Fh4dQpd+KWRfl0JC20gfRnl+XE4H21d9z4Yv/snhnQWeQpOJrL796TfmbpI7nf8USZErkZL0K8iECROora2lb9++WCwWpk6dysMPP+w9/sEHHzB16lRuu+027HY7gwcPZvHixY32PB0yZAgul6vRQjZDhw7ls88+O+viNuHh4Wzbto25c+d6e7wnT57Mb37zmwuuh8ViYdOmTcydO5fjx4+TlpbGDTfcwAsvvNBor/Rdu3ZRWlrqfXzPPfdQUlLCM888Q1FREVdffTVLliw5aw+9iMj5SOrYCUtwMLWVFRwvKiQu1b9Wb5bLq8nh7ru+hp//zzPM/fY3wXL6V6qqqipuu+02Dh48SHZ2NgsXLsRqbf4trnaX72be1nks3LUQm8uTuCWEJXBv9r3c1eUuEqxN74wSKAzDwL5rlzcxt21pvFNDaLccokaMIPqmmwnt1NFHUTbNMAxKD1axc12xJzEvObHVW1CImY65iXTtn0p6dhzmMy1s6Eeqjx/jp6VfsOmrL6g+fgzwrNaePXAo146+k4S26T6OUMQ/KEm/ggQHB/PGG28we/bsJo/HxcXxv//7v2d9jauvvhrDMBqVTZs2jWnTpp31ecnJySxYsOCC4j0Tq9XKv/71r3Oet3fv3tPKpkyZouHtItLsLEHBJHfKorBgK4XbtylJDzAnhrvXJ+luF3xZv4J734ch7eomn/f555+zYcMG2rRpw+eff05cXNPz1S+GYRisLFzJX/L/wneHvvOWZ8dn80C3B7ipw02EWPx/qPPlYjgc1GzYQFVeHlXLvsZ+8ncGk4nw3r2JGjmCyOEj/G7LNMNtcGRvBXt+KmXXhmLKi09KzIPNtO+RQOfeybTvnkBwaNOLFPoTw+1m3+aNbP76S3auWYXb5ZlSEBEXT8+RN5M7/CYiYpvvd0PkSqAkXURE5DykdcmuT9LzuWqIdpkIJCeGu9f3VG76GxzZDKExMGTGGZ93zz334HA46Ny5M506dWqWWGxOG4t2L+LDrR+yq3wXACZMDEsfxvhu4+mT3Cdgp2M4S0up+vY7qvLyqP7+e9yVld5jpuBgwgf0J2rECKKuv56gBP8aXeCwuziYX8aeTaXs3VRKbeWJIfaWYDPtuyfQuXcS7bsn+PWe5ierKCnm5+VL+Xn5V1SWlnjLU7tkc81Nt5PVbwCWIP+Y4y/ib1rHb7mIiIiPpXXJBqBw+zYfRyItzTvc3WIClxO+eclz4BfTIfz0lb7dbrd3x5fx48c3SwzFNcX8ddtf+fv2v3O87jgA4UHh3JF1B/dn3096dOANEzbcbmxbtlCVt4KqvDxsmzc3Om6JiyNy8C+IHDKEiMGDsUT611ztqmM29m/xJOYH8stwOU7MjQ8Js9C+ewIdeibSoUdiq0nMbVVV7PjxB7Z9n8f+LZugfnRmaEQEOYOG0eP6G0jq0DwXrESuZK3jN17Oafny5b4OQUTkitaw9VrpgX3U1dRg9pNVnuXya+hJDzabIP8zKN8P4YnQ7/R1VxYuXMhLL73Ep59+2ixbgG45uoUPt37Ikr1LcLo9w4TbRrbl/uz7+WXWL4kKibrk92hNHIWFVK9cSfX3P1C9ahWusrJGx8OuuorIIYOJHDKEsO7dMVn8Zzi4w+6icMdxDmwt40B+GWWF1Y2OR8WH0bFnIh16JpLWORZLkP/PMQdw2GzsXLeabd/nsXfjeu9wdoCM7rl0H3YDnfv2JzjEv/dnF/EnStJFRETOQ0RsHDFJyZQXH+HwzgLa5nT3dUjSQhrmpFtMwMq3PYXX/hsEN14EbtOmTdx///1UV1fz5ptv8tJLL13U+7ncLr458A1/2foX1hev95Zfk3QND3R7gKHpQwkyB8ZXOFd5OdWrV1O9ciU1P6zEvm9fo+PmiAgiBg709Jb/YhDBSUk+ivR0htvgaGEV+7eWcWBrGYd3luNynugtN5kgqUM0HXok0rFnIvFpEa1mqoKtqoo9G9awc+1qdm9Yg7OuznssMaMD2QMG03XAYGKTL/1ClUggCoy/8CIiIs0grUsO5cVHKCzIV5IeQFz1w9072LbCoXVgCYVrH2p0TmlpKaNHj6a6upoRI0bw3HPPXfD7VNmr+GTHJ8zfNp9DVYcACDIFcVPHmxifM56rEq+69Mr4OVdVFbUbNlCzZi3VK1d6VmI/aYs0LBasublE9O9PxMABWHv0wBTiHwvkud0GRw9WcWj7MQp3HKdw53Hqqp2NzomMCyWjWzzp3RJolx1HWETrGZFTXlzEvo3r2bVuNQfzf8Y46d8lNjmV7IGexDwxvb0PoxS5MihJFxEROU9pXXLI/245h3doXnogcdQPd+91dJGnoMdYiDzRY+twOBg7dix79+4lMzOTjz/+uNH2pudyoPIA8/Pns2DnAqodniHQsaGx3NXlLu7NvpekcP/pHW5uzrIyatato3btWmrWrsOWn984KQdCMjM9SfmAAYT3vdZv5pa7HG5KDlZyeEc5hTuOUbizHHtt46Q8KNRC26xY0rvFk9Etntjk8FbTW+6w2TiQv5k9G9ezf+W37Jz/50bHE9Pbk9mnH537XEdyZlarqZdIa6AkXURE5Dyl1i8ed3hHQaNeJLmyOd1uQnDQtewbT8HV9zc6PnXqVPLy8oiKimLhwoXEx5++mNypDMNg7ZG1fLj1Q7458A0GngsBmTGZjO82nls73Yo1qPn3VPclwzBwHDxI7caN1KxdR83atdh37TrtvOD0dMJ79yb8un5E9O9PcHKyD6JtzDCgqsxG6YEyjuyp4Mieckr2VzUavg4QHGYhrXMsaVmxpHWJpU1GFJZWsH85gMvppHjPLvZt3si+zRsoLNjWaH65yWymXU53Mnv3I7NPPw1lF7mMlKSLiIicpzYZHQgODaOuppqywoO+DkdaiNNlMMC8hTBXFUSlQsYA77H33nuP2bNnYzKZmDdvHt26dTvra9lddpbsXcKHWz8kvyzfWz6o7SAeyHmA/mn9r5geSVdFBbWbNlO76SdsP22idvPm0xZ6AwjN6oy1Tx/C62/+kJTbqhyUHKikZH8lh3cd53BBBPOXrDntvLCIYFI6RZPWJY62XWJJbBeJuZUk5XU1NRzesY1DBVs920vuKGg0txwguk0y6d1zOepwM2r8RKLizn0BSkQunZJ0ERGR82S2WEjp3IUDWzZpyHsAcboNBpnrt/fKGgnmE0nYsGHDuOqqqxg3bhy33377GV+jzFbG3wr+xscFH1NaWwpAmCWMUZmjGJczjk6xrXtbKnddHXXbt2P7+Wdqf9pE7aZN2HfvPv3E4GDCcnIIv+Yawq/tg/WaawiKi2v5gOsZhkHVsTpK9ldSeqCSkgNVlB6opOpY3SlnmjGZTSS2iySlYzTJnWJI7hhNTBtrq7io4na5KDt0gCN7dlG0azuFBdso2bcHw2g8EiAsIpJ23XrQPrcX7XOvJjY5FafTyeLFiwmLDKydBER8SUm6iIjIBUjrkuNJ0rcXQHqmr8ORFuB0GQwy/+x50GlYo2OZmZmsXr2a8PDwJp+7/dh25uXPY9GuRdjddgCSwpO4L/s+xmaNJTYs9nKGflm4ysux5edjy9+GLX8rdfn51O3eAy7XaecGp6djzc3F2jMXa24uoTk5mEN9sxVXbaWdssPVHDtcTVlhNWVF1Rw9WI2t2tHk+dFtrLRJjyQxI5Ldh7dw+90jsEaEtXDUF87ldFBWeIjiPbs4snsnR3bvpHjvbpz2Uy88eHrK22Z3o23XbrTN7kZC23RM5tYxEkDkSqYkXURE5AKk1c9LL9pZQIKS9IBgctaQbT7gedDhF9hsNtatW8fAgQMBiIiIaHS+23Dz3aHv+MvWv7Dq8CpvefeE7jzQ7QFGdhhJsNn/V/U27Hbq9u6lpmA7CUuXcvhfX2Lftg1HYWGT51vi4gjLySGsZy7Wnj2x5uYSdB7z85uT2+WmssxGeXEtx4trPQn54WqOFVVTW9l0Mm42m4hLjfAk5OlRtMmIJKFdFKFWz9dkh8PBocWbCArxnz3XwdM7fqyokKMH91O6fx9HD+7n6MH9HDt8CHdTF0zCrCR16ERyp86kdckmrWsOUfGJPohcRM5FSbqIiMgFSM3qCsCxw4eIrbP5OBppCVH2EgAcFivBEYn8x8MP8/777/PGG2/wH//xH97zahw1LNy1kHn589hbsRcAs8nM8IzhTOg2gZ5tevrl0Gh3XR32vXup27GTul07se/cRd2uXZ49yeuTvQSg+qTnBLdrR1hONqE5OZ7EPCeHoOTkFqmf0+GiqqyO48U1lJfUem7FtZSX1FBZasNdv2VeU6ITw4hLjSC+4ZbmuQUF+1cC3sDtclFRWsLxokKOHylq/LOoEJfT2eTzQqxW2rT3JOTJnTqT3LEzcWlpmM3+WU8RaUxJ+nmqrq5ustztdmOz2YiOjj7nuQBmsxmr1XrOc0+9Kn8+3G43r776Ku+++y5FRUV06dKFWbNmceeddzJy5EgsFgtLlizBZDJRVlZGbm4uDz74IM8//zzLly9n2LBhLFq0iKeeeort27dz9dVX895779G9u/YCFhFpYI2KJj6tHWWFB7GVFvs6HGkB0XbPv3NNWAr/eP993nvvPUwmE9nZ9aMqqouYv20+/9j+DyrtlQBEBUdxZ5c7uS/7PtIi03wWewN3TQ32Awew79uHY/9+7Pv2ex7v34fzcJFn+fImmCMjCe7UieKQEDKHDSO8e3fCcrKxnPS9pzkZboOaSjtVx+qoKrNRWWajqqyOymM2z+NjddRW2M/6GpYgM9FtrMS0sRKfGu5NyuNSIggO9a8k1V5bQ+XRUs+trJTK0lKqyjyPjx85TEVJcZO94g2CQkNJaJtBYnp7EtIzSGyXQUJ6e6ISEv3ygpCInB8l6ecp8ix7co4cOZIlS5Z4HyclJVFTU9PkuUOGDGH58uXexx06dKC0tPS084wzNJZn8/LLL/Phhx/yzjvvkJWVxYoVKxg/fjxt2rRh7ty59OjRgzfffJOpU6fy7//+77Rt25Znnnmm0Ws88cQT/Pd//zcpKSk8/fTT3H777Wzfvv2C9nsVEbnSpXbJrk/Sj/g6lCva22+/ze9//3uKioro2bMnb731Fn379m3xOGKdniR9VbGVybMmA/DCCy+QdHUST+Q9wdJ9S3EZnkQqIyqDcTnjGN15NBHBF37B/WIYhoHr+HGchw/jKCrCcfgwzqIiHIeLcBQWYj+wH1fJ6d81TmaOjia0c2dCMzMJzepMSGYmoZ07E5SUhNPpZPPixfS+5ZaL/j7gsLuoKbdTU2GntsJOTUUd1RWexyeXV1fU4Xae+ztQUIiZmDbhxCR5kvGYNlZiksKJaWMlMjYUk9l3CarDXkdtRTk15eXUVBynprzc87iinJry41QfP0ZV2VEqj5Zir236++LJgoJDiElOITYlldjkFGKT04hNTiEurS3RiUmaQy5yBVKSfoWoq6vjpZde4quvvqJ///4AdOrUie+++445c+Ywf/585syZw4QJEygqKmLx4sVs2LCBoKDG/wWeffZZRo4cCcDcuXNp164dCxYs4O67727xOomI+Ku0LjlsWf6VkvTL6OOPP2b69Om888479OvXjzfeeIMbb7yRgoICkpKSWjSWWEcxZbUG//Y/P1NXV0e/4f3Y0nMLf138V+85/VL6Mb7beAa3G4zZ1DxJk+Fw4Cwrw3X0KM6jR3GWHsVV5vnpPFqKs6QE5+EiHEVFGLZzT72wxMYS3D6DkPQMQjIyCGmfQXB6BiEZ6VgSEs7a82oY4LS7cNQa2G1OHDYXdpuTumonthoHtioHdTUObNVObNUO6qod2Ko9j+uqHTgd7jO+9qlMJoiIDSUyLpTI+DCi4sI8P+NDiYwLIyo+jNCIoMvSU2wYBk6HHYfNhrOuDkedjerycqoP7afghxU4bTbqaqqxVVdRV11FXXU1tppqz8/qSmoryrHX1l7Qe4ZGRBAVn0hUQiKRCYne+zHJKcQmpxIZF69EXCTAtLokfdSoUWzcuJHi4mLi4uIYMWIEr776Kmlpl3coWVVVVZPlbrf7tCHrxcVnHv5oPuWP7N69ey85NoCdO3dSU1PjTbAb2O12evXqBcBdd93FggULeOWVV5g9ezZZWVmnvU5Dgg8QHx9P165dyc/PP+08EZFA1rB4nK20xDMUVaONmt0f/vAHJk2axK9//WsA3nnnHT7//HPef/99Zs6c2aKxxNhLuOeTWg6WOrEmW6m4o4LNRzcTbA7m1k63Mj5nPF3ju3rPN5xO3DYbhs3m+Vlbi9tWh2GrxW2z4a6sxFVRiauyAndFBa6KStyVnp+uivqyY8dwlZc3isMADJMZw2SpvzXcD8UdFo45LgFLUjKWNkmYEtpgjm8DsQmY4ttgikvAHRxGjd1FpdON0+7G6XDj2ufCubMMp6MUl92Nw+7CYXNit7mw206+H8n7S364pM8xKNiMNTqY8OggrFEhWCODsEYHERZuISwyyHOLsGCNCsIEuN0uDLcbw+3G7XZiuO247McoPejA7XTicjhwOk+676i/7zz9vsvhwOV04LDZcNQn3446G85THjtsdadtS9bgcN6/zruulqAgrNExhEfHEh4TQ3h0DNaYWMKjYwiPiSUqPpHIhASiEhIJCbOe+wVFJKC0uiR92LBhPP3006SmpnLo0CEef/xxxo4dyw8/XFrDcS5nmiPudrtxnTJX6ELmk1/M3POmNFxE+Pzzz2nbtm2jY6H1W53U1NSwbt06LBYLO3bsaJb3FREJRAlt0wkJD8deU0Pp/r20rU/apXnY7XbWrVvHU0895S0zm82MGDGClStXNvmcuro66upObDFVUVEBeFbmdjiaXtX7fDjdTv6+uISvdjoJslj4fz2H0naFZ19vTz/uHr7geRaf9VUahm+bTrrf9BmYLRAb57k1MJ16x2j8nEaPqqC0Ckp3n1Le5LudI96myz092AaYTJgaftaHZjLhLTcwwHBjGJ5E2+Z2U1V84dP5fMUSHExwaCgh1gjqnC4SU1IIi4wkNDyC0Ij6n+ERhIaHExrhKQuPjsEaHUOINfy8e/ov5f9nS2iIz9/jvFwCvf6gz6A563++r9HqkvRHH33Ue799+/bMnDmTMWPG4HA4AnredLdu3QgNDWX//v0MGTKkyXMee+wxzGYzX3zxBbfccgu33nor119/faNzVq1aRUZGBgDHjh1j+/bt5OTkXPb4RURaE5PZTGrnruzbtIHDOwuUpDez0tJSXC4XycnJjcqTk5PZtm1bk895+eWXee65504r//LLL8+4h/n5uiotlTuu6U5okIXUWDNuo/zcT2pOfpbXnrxsTrOHZjLVJ/0mMJk9P80mTCZzfbkZk8WMyWzx3CxmMFswmc2YLPVl3vv15518PygIc1Aw5qAg733vT0sQ5qAgzMGe+2caYm6vv1UCOIGKGs+Nkub+NPzK0qVLfR2CTwV6/UGfQXPU/0zrlp2q1SXpJysrK2PevHkMGDDgrAn6hVxddzgcGIaB2+3G7T73/KmGBd4anuMrERERPPbYYzz66KM4nU4GDRpEeXk5P/zwA1FRUSQmJvL+++/z/fffc8011/D4448zceJENm7cSFxcnDf2559/nri4OJKTk/ntb39LYmIio0aNOmPd/KX+F8vtdmMYBg6HA4vlwld81ZVF1f/kn4Em0Ovf67Zf4kxqS1b/wS16dV2a9tRTTzF9+nTv44qKCtLT07nhhhsa7cByMf6xdRMjkqLIap+LNTLmROJotoDlROKIyeRJ8EJCMAV7kj9PskmjXlXvomYmMGHy9kSbTi0DTBYTJrMJs8WE2ey573lsxmwyYbLUnw9w8ns01Yt7ruMnl5903Ol0snLlSvr379/4+1b9OabGL+C9azab65NjM+aG5NlsbrK8ocwfORwOli5dysiRIwOyQ0j1D+z6gz6D5qx/Qx56Lq0ySZ8xYwZ/+tOfqKmp4brrrmPRokVnPf9Crq4HBQWRkpJCVVUVdvvZt/g4WWVl5Xmfe7k8/vjjREVF8fLLL7N3715iYmLo2bMnjz76KA8++CAzZsygc+fOVFRUMH36dJYsWcKkSZN4//33vVd1fvvb3/LII4+we/duevTowbx587DZbNjOsSCNP9T/Ytjtdmpra1mxYgXOM+w1ej50ZVH1D2SBXH9rUirLV6xoltc636vrgSAxMRGLxcKRI40X5jty5AgpKSlNPic0NNQ7vetkwcHBl/ylauzjM1m8eDFDLmF189bM4XAQml9ASsfMgKx/g+b4v9Saqf6BXX/QZ9Ac9T/f5/tFkj5z5kxeffXVs56Tn5/v3Y/0iSee4KGHHmLfvn0899xzTJgwgUWLFp3xqvCFXF232WwcOHCAyMhIwsLCzhm7YRhUVlYSFRXlF/tRPvnkkzz55JOnlR8+fPi0snXr1nnvN1ysuOGGGy5oJXd/q/+FstlsWK1WBg8efF7/3qfSlUXVX/VX/Zur/ud7dT0QhISE0Lt3b5YtW8aYMWMAz8inZcuWMWXKFN8GJyIicpn5RZL+2GOP8atf/eqs53Tq1Ml7PzExkcTERLp06UJOTg7p6emsWrWq0crkJ7uQq+sulwuTyYS5fujVuTQM8W54TmvVEPv51rtBa6+/2eyZ73apV8Z0ZVH1V/1V/+Z4HTlh+vTpTJw4kT59+tC3b1/eeOMNqqurvau9i4iIXKn8Iklv06YNbdq0uajnNiSJJ885FxERkdbtnnvuoaSkhGeeeYaioiKuvvpqlixZctpiciIiIlcav0jSz9fq1atZs2YNgwYNIi4ujl27djFr1iwyMzPP2Isu52fo0KHeReBERET8wZQpUzS8XUREAk6rGp8cHh7OJ598wvDhw+natSsPPfQQubm55OXlNTmcXURERERERKQ1aVU96T169ODrr79ukfdSr3Jg0L+ziIiIiIj4k1bVk94SGvbKvpDt16T1atjySAs2iYiIiIiIP2hVPektISgoiPDwcEpKSggODj7niuVutxu73Y7NZmuVq5tfqtZaf8MwqKmpobi4mNjYWO/FGREREREREV9Skn4Kk8lEamoqe/bsYd++fec83zAMamtrsVqtrXKf8EvV2usfGxtLSkqKr8MQEREREREBlKQ3KSQkhKysrPMa8u5wOFixYgWDBw8OyCHTrbn+wcHB6kEXERERERG/oiT9DMxmM2FhYec8z2Kx4HQ6CQsLa3VJanMI9PqLiIiIiIg0p9YziVhERERERETkCqckXURERERERMRPKEkXERERERER8RMBOSfdMAwAKioqLvm1HA4HNTU1VFRUBOScbNVf9Vf9VX/Vv3nq39AmNbRRcmnU1jcf1V/1V/0Dt/6gz6A563++bX1AJumVlZUApKen+zgSERGRxiorK4mJifF1GK2e2noREfFX52rrTUYAXrJ3u90UFhYSFRV1yXt7V1RUkJ6ezoEDB4iOjm6mCFsP1V/1V/1Vf9W/eepvGAaVlZWkpaVhNms22qVSW998VH/VX/UP3PqDPoPmrP/5tvUB2ZNuNptp165ds75mdHR0QP6nbaD6q/6qv+ofqJqz/upBbz5q65uf6q/6q/6BW3/QZ9Bc9T+ftl6X6kVERERERET8hJJ0ERERERERET+hJP0ShYaG8uyzzxIaGurrUHxC9Vf9VX/VX/UPzPoHkkD/t1b9VX/VP3DrD/oMfFH/gFw4TkRERERERMQfqSddRERERERExE8oSRcRERERERHxE0rSRURERERERPyEknQRERERERERP6Ek/RK8/fbbdOjQgbCwMPr168ePP/7o65BazMsvv8y1115LVFQUSUlJjBkzhoKCAl+H5ROvvPIKJpOJadOm+TqUFnXo0CHGjx9PQkICVquVHj16sHbtWl+H1SJcLhezZs2iY8eOWK1WMjMzeeGFF7hS1+FcsWIFt99+O2lpaZhMJj799NNGxw3D4JlnniE1NRWr1cqIESPYsWOHb4K9DM5Wf4fDwYwZM+jRowcRERGkpaUxYcIECgsLfRewNLtAbe/V1jcWiO292nq19Q3U1rdsW68k/SJ9/PHHTJ8+nWeffZb169fTs2dPbrzxRoqLi30dWovIy8tj8uTJrFq1iqVLl+JwOLjhhhuorq72dWgtas2aNcyZM4fc3Fxfh9Kijh07xsCBAwkODuaLL75g69atvP7668TFxfk6tBbx6quvMnv2bP70pz+Rn5/Pq6++ymuvvcZbb73l69Aui+rqanr27Mnbb7/d5PHXXnuNN998k3feeYfVq1cTERHBjTfeiM1ma+FIL4+z1b+mpob169cza9Ys1q9fzyeffEJBQQGjRo3yQaRyOQRye6+2/oRAbO/V1qutP5na+hZu6w25KH379jUmT57sfexyuYy0tDTj5Zdf9mFUvlNcXGwARl5enq9DaTGVlZVGVlaWsXTpUmPIkCHG1KlTfR1Si5kxY4YxaNAgX4fhM7feeqvx4IMPNiq74447jHHjxvkoopYDGAsWLPA+drvdRkpKivH73//eW3b8+HEjNDTU+Oijj3wQ4eV1av2b8uOPPxqAsW/fvpYJSi4rtfcnBGJbbxiB296rrVdb30Bt/ekud1uvnvSLYLfbWbduHSNGjPCWmc1mRowYwcqVK30Yme+Ul5cDEB8f7+NIWs7kyZO59dZbG/0/CBQLFy6kT58+3HXXXSQlJdGrVy/+/Oc/+zqsFjNgwACWLVvG9u3bAfjpp5/47rvvuPnmm30cWcvbs2cPRUVFjX4PYmJi6NevX0D/PTSZTMTGxvo6FLlEau8bC8S2HgK3vVdbr7a+gdr6013utj7osrzqFa60tBSXy0VycnKj8uTkZLZt2+ajqHzH7XYzbdo0Bg4cSPfu3X0dTov461//yvr161mzZo2vQ/GJ3bt3M3v2bKZPn87TTz/NmjVreOSRRwgJCWHixIm+Du+ymzlzJhUVFWRnZ2OxWHC5XLz44ouMGzfO16G1uKKiIoAm/x42HAskNpuNGTNmcN999xEdHe3rcOQSqb0/IRDbegjs9l5tvdr6BmrrG2uJtl5JulyyyZMn8/PPP/Pdd9/5OpQWceDAAaZOncrSpUsJCwvzdTg+4Xa76dOnDy+99BIAvXr14ueff+add94JiIb7b3/7G/PmzWP+/PlcddVVbNy4kWnTppGWlhYQ9ZemORwO7r77bgzDYPbs2b4OR6RZBVpbD2rv1darrZfTtVRbr+HuFyExMRGLxcKRI0calR85coSUlBQfReUbU6ZMYdGiRXzzzTe0a9fO1+G0iHXr1lFcXMw111xDUFAQQUFB5OXl8eabbxIUFITL5fJ1iJddamoq3bp1a1SWk5PD/v37fRRRy3riiSeYOXMm9957Lz169OCBBx7g0Ucf5eWXX/Z1aC2u4W9eoP89bGi09+3bx9KlS9WLfoVQe+8RiG09qL1XW6+2voHaeo+WbOuVpF+EkJAQevfuzbJly7xlbrebZcuW0b9/fx9G1nIMw2DKlCksWLCAr7/+mo4dO/o6pBYzfPhwNm/ezMaNG723Pn36MG7cODZu3IjFYvF1iJfdwIEDT9uGZ/v27bRv395HEbWsmpoazObGfz4tFgtut9tHEflOx44dSUlJafT3sKKigtWrVwfM38OGRnvHjh189dVXJCQk+DokaSaB3t4HclsPau/V1qutb6C2vuXbeg13v0jTp09n4sSJ9OnTh759+/LGG29QXV3Nr3/9a1+H1iImT57M/Pnz+eyzz4iKivLOR4mJicFqtfo4ussrKirqtPl4ERERJCQkBMw8vUcffZQBAwbw0ksvcffdd/Pjjz/y7rvv8u677/o6tBZx++238+KLL5KRkcFVV13Fhg0b+MMf/sCDDz7o69Aui6qqKnbu3Ol9vGfPHjZu3Eh8fDwZGRlMmzaN3/3ud2RlZdGxY0dmzZpFWloaY8aM8V3Qzehs9U9NTWXs2LGsX7+eRYsW4XK5vH8P4+PjCQkJ8VXY0kwCub0P5LYe1N6rrVdbr7beh239ZVkzPkC89dZbRkZGhhESEmL07dvXWLVqla9DajFAk7cPPvjA16H5RCBtydLgn//8p9G9e3cjNDTUyM7ONt59911fh9RiKioqjKlTpxoZGRlGWFiY0alTJ+M///M/jbq6Ol+Hdll88803Tf6+T5w40TAMz9Yss2bNMpKTk43Q0FBj+PDhRkFBgW+DbkZnq/+ePXvO+Pfwm2++8XXo0kwCtb1XW3+6QGvv1darrVdb75u23mQYhtH8qb+IiIiIiIiIXCjNSRcRERERERHxE0rSRURERERERPyEknQRERERERERP6EkXURERERERMRPKEkXERERERER8RNK0kVERERERET8hJJ0ERERERERET+hJF1ERERERETETyhJF5ELNnToUKZNm+brMEREROQyUVsv4jtK0kVERERERET8hJJ0ERERERERET+hJF1ELorb7ebJJ58kPj6elJQU/uu//svXIYmIiEgzUlsv4htK0kXkosydO5eIiAhWr17Na6+9xvPPP8/SpUt9HZaIiIg0E7X1Ir5hMgzD8HUQItK6DB06FJfLxbfffust69u3L9dffz2vvPKKDyMTERGR5qC2XsR31JMuIhclNze30ePU1FSKi4t9FI2IiIg0N7X1Ir6hJF1ELkpwcHCjxyaTCbfb7aNoREREpLmprRfxDSXpIiIiIiIiIn5CSbqIiIiIiIiIn1CSLiIiIiIiIuIntLq7iIiIiIiIiJ9QT7qIiIiIiIiIn1CSLiIiIiIiIuInlKSLiIiIiIiI+Akl6SIiIiIiIiJ+Qkm6iIiIiIiIiJ9Qki4iIiIiIiLiJ5Ski4iIiIiIiPgJJekiIiIiIiIifkJJuoiIiIiIiIifUJIuIiIiIiIi4ieUpIuIiIiIiIj4if8Pj3Xbzc4vAQMAAAAASUVORK5CYII=", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Plot covariance and variogram\n", "plt.subplots(1,2, figsize=(12,5))\n", "\n", "plt.subplot(1,2,1)\n", "# plot covariance\n", "for cov_model in cov_model_pow_list:\n", " cov_model.plot_model(label=cov_model.name)\n", "cov_model_exp.plot_model(label=cov_model_exp.name, ls='dashed', color='black')\n", "plt.legend()\n", "plt.grid(True)\n", "plt.title('Covariance')\n", "\n", "plt.subplot(1,2,2)\n", "# plot variogram\n", "for cov_model in cov_model_pow_list:\n", " cov_model.plot_model(vario=True, label=cov_model.name)\n", "cov_model_exp.plot_model(vario=True, label=cov_model_exp.name, ls='dashed', color='black')\n", "plt.legend()\n", "plt.grid(True)\n", "plt.title('Variogram')\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Model: `exponential_generalized`" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [], "source": [ "w = 2.0\n", "r = 10.0\n", "s_list = [0.2, 0.5, 1.0, 2.0, 3.0, 5.0, 10.0]\n", "cov_model_exp_gen_list = [\n", " gn.covModel.CovModel1D(elem=[('exponential_generalized', {'w':w, 'r':10, 's':s})], name=f'exp gen s={s}')\n", " for s in s_list]" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Cov. model exp gen s=0.2: sill = 2.0, range = 10\n", "Cov. model exp gen s=0.5: sill = 2.0, range = 10\n", "Cov. model exp gen s=1.0: sill = 2.0, range = 10\n", "Cov. model exp gen s=2.0: sill = 2.0, range = 10\n", "Cov. model exp gen s=3.0: sill = 2.0, range = 10\n", "Cov. model exp gen s=5.0: sill = 2.0, range = 10\n", "Cov. model exp gen s=10.0: sill = 2.0, range = 10\n" ] } ], "source": [ "# Print sill and range\n", "for cov_model in cov_model_exp_gen_list:\n", " print(f'Cov. model {cov_model.name}: sill = {cov_model.sill()}, range = {cov_model.r()}')" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Plot covariance and variogram\n", "plt.subplots(1,2, figsize=(12,5))\n", "\n", "plt.subplot(1,2,1)\n", "# plot covariance\n", "for cov_model in cov_model_exp_gen_list:\n", " cov_model.plot_model(label=cov_model.name)\n", "cov_model_exp.plot_model(label=cov_model_exp.name, ls='dashed', color='black')\n", "plt.legend()\n", "plt.grid(True)\n", "plt.title('Covariance')\n", "\n", "plt.subplot(1,2,2)\n", "# plot variogram\n", "for cov_model in cov_model_exp_gen_list:\n", " cov_model.plot_model(vario=True, label=cov_model.name)\n", "cov_model_exp.plot_model(vario=True, label=cov_model_exp.name, ls='dashed', color='black')\n", "plt.legend()\n", "plt.grid(True)\n", "plt.title('Variogram')\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Model: `matern`\n", "\n", "**Warning: the range is not equal to the parameter `r`, which is a \"scale\" parameter.**\n", "\n", "- Covariance `matern` with parameters `w`, `r`, and `nu=0.5` is covariance `exponential` with parameters `w`, `3r`.\n", "- Covariance `matern` with parameters `w`, `r`, and `nu` tends to covariance 'gaussian' with parameters `w`, $\\sqrt{6}$ `r`, when `nu` tends to infinity." ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [], "source": [ "w = 2.0\n", "r = 10.0\n", "nu_list = [0.2, 0.5, 1.0, 2.0, 3.0, 5.0, 10.0]\n", "cov_model_matern_list = [\n", " gn.covModel.CovModel1D(elem=[('matern', {'w':w, 'r':10, 'nu':nu})], name=f'matern nu={nu}, r={r}')\n", " for nu in nu_list]" ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Cov. model matern nu=0.2, r=10.0: sill = 2.0, range = 31.63139161186625\n", "Cov. model matern nu=0.5, r=10.0: sill = 2.0, range = 29.957322735539908\n", "Cov. model matern nu=1.0, r=10.0: sill = 2.0, range = 28.27382241179835\n", "Cov. model matern nu=2.0, r=10.0: sill = 2.0, range = 26.841876278504646\n", "Cov. model matern nu=3.0, r=10.0: sill = 2.0, range = 26.19786003151972\n", "Cov. model matern nu=5.0, r=10.0: sill = 2.0, range = 25.590039613951095\n", "Cov. model matern nu=10.0, r=10.0: sill = 2.0, range = 25.065105293108747\n" ] } ], "source": [ "# Print sill and range (cov_model.r() gives the range)\n", "for cov_model in cov_model_matern_list:\n", " print(f'Cov. model {cov_model.name}: sill = {cov_model.sill()}, range = {cov_model.r()}')" ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "cov_model_expA = gn.covModel.CovModel1D(elem=[('exponential', {'w':w, 'r':3*r})], \n", " name=r'exp r=$3\\cdot$' + f' {r}')\n", "cov_model_gauA = gn.covModel.CovModel1D(elem=[('gaussian', {'w':w, 'r':np.sqrt(6)*r})], \n", " name=r'gau r=$\\sqrt{6}\\cdot$' + f' {r}')\n", "\n", "# Plot covariance and variogram\n", "plt.subplots(1,2, figsize=(12,5))\n", "\n", "plt.subplot(1,2,1)\n", "# plot covariance\n", "for cov_model in cov_model_matern_list:\n", " cov_model.plot_model(label=cov_model.name)\n", "cov_model_expA.plot_model(label=cov_model_expA.name, ls='dashed', color='black')\n", "cov_model_gauA.plot_model(label=cov_model_gauA.name, ls='dotted', color='black')\n", "plt.legend()\n", "plt.grid(True)\n", "plt.title('Covariance')\n", "\n", "plt.subplot(1,2,2)\n", "# plot variogram\n", "for cov_model in cov_model_matern_list:\n", " cov_model.plot_model(vario=True, label=cov_model.name)\n", "cov_model_expA.plot_model(vario=True, label=cov_model_expA.name, ls='dashed', color='black')\n", "cov_model_gauA.plot_model(vario=True, label=cov_model_gauA.name, ls='dotted', color='black')\n", "plt.legend()\n", "plt.grid(True)\n", "plt.title('Variogram')\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Parameters `r`, `nu` and \"effective\" range\n", "The function `geone.covModel.cov_matern_get_r_param(nu, r_eff)` computes the parameter `r` (scale) such that the 1D-`matern` covariance model of parameters `r` and `nu` has an effective range of `r_eff` (approximately).\n", "\n", "The function `geone.covModel.cov_matern_get_effective_range(nu, r)` computes the effective range `r_eff` of a 1D-`matern` covariance model of parameter `r` (scale) and `nu`." ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "nu=0.2, r=3.1614163937854056\n", "nu=0.5, r=3.3380820069533197\n", "nu=1.0, r=3.5368404930729085\n", "nu=2.0, r=3.725521977764187\n", "nu=3.0, r=3.817105667397543\n", "nu=5.0, r=3.907770425860613\n", "nu=10.0, r=3.9896102103147046\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/home/julien/miniconda3/envs/py313/lib/python3.13/site-packages/geone/covModel.py:380: RuntimeWarning: invalid value encountered in scalar power\n", " u1 = (0.5*u)**nu\n" ] } ], "source": [ "r_eff = 10.0\n", "nu_list = [0.2, 0.5, 1.0, 2.0, 3.0, 5.0, 10.0]\n", "r_list = [gn.covModel.cov_matern_get_r_param(nu, r_eff) for nu in nu_list]\n", "for nu, r in zip(nu_list, r_list):\n", " print(f'nu={nu}, r={r}')" ] }, { "cell_type": "code", "execution_count": 24, "metadata": {}, "outputs": [], "source": [ "cov_model_matern_list2 = [\n", " gn.covModel.CovModel1D(elem=[('matern', {'w':w, 'r':r, 'nu':nu})], name=f'matern nu={nu}, r={r:4.3f}')\n", " for nu, r in zip(nu_list, r_list)]" ] }, { "cell_type": "code", "execution_count": 25, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Cov. model matern nu=0.2, r=3.161: sill = 2.0, range = 10.00000000000001\n", "Cov. model matern nu=0.5, r=3.338: sill = 2.0, range = 9.999999999999938\n", "Cov. model matern nu=1.0, r=3.537: sill = 2.0, range = 10.000000000000073\n", "Cov. model matern nu=2.0, r=3.726: sill = 2.0, range = 10.000000000000002\n", "Cov. model matern nu=3.0, r=3.817: sill = 2.0, range = 10.000000000000151\n", "Cov. model matern nu=5.0, r=3.908: sill = 2.0, range = 9.999999999999964\n", "Cov. model matern nu=10.0, r=3.990: sill = 2.0, range = 9.99999999999998\n" ] } ], "source": [ "# Print sill and range (cov_model.r() gives the range)\n", "for cov_model in cov_model_matern_list2:\n", " print(f'Cov. model {cov_model.name}: sill = {cov_model.sill()}, range = {cov_model.r()}')" ] }, { "cell_type": "code", "execution_count": 26, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "True\n" ] } ], "source": [ "# Check\n", "a = []\n", "for cov_model in cov_model_matern_list2:\n", " nu, r = cov_model.elem[0][1]['nu'], cov_model.elem[0][1]['r']\n", " a.append(cov_model.r() == gn.covModel.cov_matern_get_effective_range(nu, r))\n", "\n", "print(np.all(a)) # should be True" ] }, { "cell_type": "code", "execution_count": 27, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "cov_model_expB = gn.covModel.CovModel1D(elem=[('exponential', {'w':w, 'r':r_eff})], name=f'exp r={r_eff}')\n", "cov_model_gauB = gn.covModel.CovModel1D(elem=[('gaussian', {'w':w, 'r':r_eff})], name=f'gau r={r_eff}')\n", "\n", "# Plot covariance and variogram\n", "plt.subplots(1,2, figsize=(12,5))\n", "\n", "plt.subplot(1,2,1)\n", "# plot covariance\n", "for cov_model in cov_model_matern_list2:\n", " cov_model.plot_model(label=cov_model.name)\n", "cov_model_expB.plot_model(label=cov_model_expB.name, ls='dashed', color='black')\n", "cov_model_gauB.plot_model(label=cov_model_gauB.name, ls='dotted', color='black')\n", "plt.legend()\n", "plt.grid(True)\n", "plt.title('Covariance')\n", "\n", "plt.subplot(1,2,2)\n", "# plot variogram\n", "for cov_model in cov_model_matern_list2:\n", " cov_model.plot_model(vario=True, label=cov_model.name)\n", "cov_model_expB.plot_model(vario=True, label=cov_model_expB.name, ls='dashed', color='black')\n", "cov_model_gauB.plot_model(vario=True, label=cov_model_gauB.name, ls='dotted', color='black')\n", "plt.legend()\n", "plt.grid(True)\n", "plt.title('Variogram')\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Defining a covariance model in 1D: class `geone.covModel.covModel1D`\n", "\n", "A covariance model is defined by its elementary contributions given as a list of 2-tuples, \n", "whose the first component is the type given by a string (`nugget`, `spherical`, `exponential`, `gaussian`, ...) and the second component is a dictionary used to pass the required parameters (the weight (`w`), the range (`r`), ...).\n", "\n", "### Example" ] }, { "cell_type": "code", "execution_count": 28, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "*** CovModel1D object ***\n", "name = 'model-1D example'\n", "number of elementary contribution(s): 2\n", "elementary contribution 0\n", " type: gaussian\n", " parameters:\n", " w = 3.0\n", " r = 100\n", "elementary contribution 1\n", " type: nugget\n", " parameters:\n", " w = 0.5\n", "*****\n" ] } ], "source": [ "cov_model = gn.covModel.CovModel1D(elem=[\n", " ('gaussian', {'w':3.0, 'r':100}), # elementary contribution\n", " ('nugget', {'w':.5}) # elementary contribution\n", " ], name='model-1D example')\n", "\n", "print(cov_model)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Plot the covariance / variogram function of the model" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "*Note:* plotting is not available for non-stationary covariance model." ] }, { "cell_type": "code", "execution_count": 29, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.figure()\n", "cov_model.plot_model()\n", "plt.title('Covariance function')\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 30, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.figure()\n", "cov_model.plot_model(vario=True)\n", "plt.title('Variogram function')\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 31, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.figure()\n", "cov_model.plot_model(label='covar.')\n", "cov_model.plot_model(vario=True, label='vario.')\n", "plt.legend()\n", "plt.title('Variogram function')\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Get the sill and range" ] }, { "cell_type": "code", "execution_count": 32, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Sill = 3.5\n", "Range = 100\n" ] } ], "source": [ "w = cov_model.sill()\n", "r = cov_model.r()\n", "print(f'Sill = {w}')\n", "print(f'Range = {r}')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Defining a covariance model in 2D: class `geone.covModel.covModel2D`\n", "\n", "A covariance model is defined by its elementary contributions given as a list of 2-tuples, \n", "whose the first component is the type given by a string (`nugget`, `spherical`, `exponential`, `gaussian`, ...) and the second component is a dictionary used to pass the required parameters (the weight (`w`), the range (`r`), ...).\n", "\n", "An azimuth angle, `alpha`, can be specified in degrees: the coordinates system Ox'y' supporting the axes of the model (ranges) is obtained from the original coordinates system Oxy by applying a rotation of `-alpha` (i.e. clockwise for positive angle)." ] }, { "cell_type": "code", "execution_count": 33, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "*** CovModel2D object ***\n", "name = 'model-2D example'\n", "number of elementary contribution(s): 2\n", "elementary contribution 0\n", " type: spherical\n", " parameters:\n", " w = 5.0\n", " r = [150, 40]\n", "elementary contribution 1\n", " type: nugget\n", " parameters:\n", " w = 0.5\n", "angle: alpha = -30 deg.\n", " i.e.: the system Ox'y', supporting the axes of the model (ranges),\n", " is obtained from the system Oxy by applying a rotation of angle -alpha.\n", "*****\n" ] } ], "source": [ "cov_model = gn.covModel.CovModel2D(elem=[\n", " ('spherical', {'w':5., 'r':[150, 40]}), # elementary contribution\n", " ('nugget', {'w':.5}) # elementary contribution\n", " ], alpha=-30, name='model-2D example')\n", "\n", "print(cov_model)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Plot the covariance / variogram function of the model" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Plot the covariance function by using the method `plot_model` of the class. The following keyword arguments controls what is plotted:\n", "- `plot_map`: `True` (default) or `False` indicating if the 2D-map is plotted\n", "- `plot_curves`: `True` (default) or `False` indicating if curves of the function along axes x' and y' are plotted\n", "\n", "If both are `plot_map` and `plot_curves` are set to `True` a new 1x2 figure is created (the size of the figure can be set with the keyword arguments `figsize` (tuple of 2 ints) and the keyword argument `show_suptitle` (`True` (default) or `False`) indicates if characteristics of the model is displayed as sup-title).\n", "\n", "If only one of `plot_map` and `plot_curves` is set to `True`, the plot is done in the current figure axis.\n", "\n", "*Note:* plotting is not available for non-stationary covariance model." ] }, { "cell_type": "code", "execution_count": 34, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.figure()\n", "cov_model.plot_model(plot_map=True, plot_curves=False)\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 36, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.figure()\n", "cov_model.plot_model(plot_map=False, plot_curves=True)\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Plot the variogram function. Same as above, but passing the keyword argument `vario=True` to the method `plot_model`." ] }, { "cell_type": "code", "execution_count": 37, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "cov_model.plot_model(vario=True, figsize=(15,5))\n", "plt.suptitle('')\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The main axes x' and y' can be plotted using the method `plot_mrot`." ] }, { "cell_type": "code", "execution_count": 38, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.figure()\n", "cov_model.plot_mrot()\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Note that the colors used for the main axes (x' and y') can be changed in the figures above by passing the keyword arguments `color0` (axis x') and `color1` (axis y')." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Get the sill and ranges" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Get the sill and the range along each axis in the coordinates system supporting the axes of the model." ] }, { "cell_type": "code", "execution_count": 39, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Sill = 5.5\n", "Range along x' = 150.0, along y' = 40.0\n" ] } ], "source": [ "w = cov_model.sill() # scalar\n", "r = cov_model.r12() # vector (1d-array) of length 2: ranges along x', y'\n", "print(f\"Sill = {w}\")\n", "print(f\"Range along x' = {r[0]}, along y' = {r[1]}\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Get the maximal range along each axis of the original system Oxy." ] }, { "cell_type": "code", "execution_count": 40, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Max. range along x = 129.9038105676658, along y = 74.99999999999999\n" ] } ], "source": [ "rxy = cov_model.rxy() # vector (1d-array) of length 2: \"max ranges\" along x, y\n", "print(f\"Max. range along x = {rxy[0]}, along y = {rxy[1]}\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Defining a covariance model in 3D: class `geone.covModel.covModel3D`\n", "\n", "A covariance model is defined by its elementary contributions given as a list of 2-tuples, \n", "whose the first component is the type given by a string (`nugget`, `spherical`, `exponential`, `gaussian`, ...) and the second component is a dictionary used to pass the required parameters (the weight (`w`), the range (`r`), ...).\n", "\n", "Azimuth (`alpha`), dip (`beta`) and plunge (`gamma`) angles can be specified in degrees: the coordinates system Ox'''y''''z''', supporting the axes of the model (ranges), is obtained from the original coordinates system Oxyz as follows:\n", "\n", "- Oxyz -> rotation of angle -alpha around Oz -> Ox'y'z'\n", "- Ox'y'z' -> rotation of angle -beta around Ox' -> Ox''y''z''\n", "- Ox''y''z'' -> rotation of angle -gamma around Oy'' -> Ox'''y'''z'''" ] }, { "cell_type": "code", "execution_count": 41, "metadata": {}, "outputs": [], "source": [ "cov_model = gn.covModel.CovModel3D(elem=[\n", " ('gaussian', {'w':8.5, 'r':[40, 20, 10]}), # elementary contribution\n", " ('nugget', {'w':0.5}) # elementary contribution\n", " ], alpha=-30, beta=-40, gamma=20, name='model-3D example')" ] }, { "cell_type": "code", "execution_count": 42, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "*** CovModel3D object ***\n", "name = 'model-3D example'\n", "number of elementary contribution(s): 2\n", "elementary contribution 0\n", " type: gaussian\n", " parameters:\n", " w = 8.5\n", " r = [40, 20, 10]\n", "elementary contribution 1\n", " type: nugget\n", " parameters:\n", " w = 0.5\n", "angles: alpha = -30, beta = -40, gamma = 20 (in degrees)\n", " i.e.: the system Ox'''y''''z''', supporting the axes of the model (ranges),\n", " is obtained from the system Oxyz as follows:\n", " Oxyz -- rotation of angle -alpha around Oz --> Ox'y'z'\n", " Ox'y'z' -- rotation of angle -beta around Ox' --> Ox''y''z''\n", " Ox''y''z''-- rotation of angle -gamma around Oy''--> Ox'''y'''z'''\n", "*****" ] }, "execution_count": 42, "metadata": {}, "output_type": "execute_result" } ], "source": [ "cov_model" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Plot the covariance / variogram function of the model" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Plot the covariance function by using the method `plot_model3d_volume` of the class for a 3D volume representation (based on `pyvista` module). The main axes are shown in red (x'''), green (y''') and blue (z''''), or in custom colors passing the keyword arguments `color0` (x'''), `color1` (y'''), and `color2` (z''').\n", "\n", "*Note:* plotting is not available for non-stationary covariance model." ] }, { "cell_type": "code", "execution_count": 43, "metadata": {}, "outputs": [ { "data": { "image/jpeg": 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", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "cov_model.plot_model3d_volume()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "For a view in an intaractive figure (pop-up window):" ] }, { "cell_type": "code", "execution_count": 44, "metadata": {}, "outputs": [], "source": [ "%%script false --no-raise-error # skip this cell! (comment this line to run the cell)\n", "\n", "pp = pv.Plotter(notebook=False) # open a plotter and specifying 'notebook=False'\n", "cov_model.plot_model3d_volume(plotter=pp)\n", "pp.show() # after closing the pop-up window, the position of the camera is retrieved in output." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The method `plot_model3d_slice` of the class gives a 3D representations with slices orthogonal to the main axes and going through the origin (by default). " ] }, { "cell_type": "code", "execution_count": 45, "metadata": {}, "outputs": [ { "data": { "image/jpeg": 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", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "cov_model.plot_model3d_slice()" ] }, { "cell_type": "code", "execution_count": 46, "metadata": {}, "outputs": [], "source": [ "%%script false --no-raise-error # skip this cell! (comment this line to run the cell)\n", "\n", "# Interactive figure\n", "pp = pv.Plotter(notebook=False) # open a plotter and specifying 'notebook=False'\n", "cov_model.plot_model3d_slice(plotter=pp)\n", "pp.show() # after closing the pop-up window, the position of the camera is retrieved in output." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "For plotting slices orthogonal to each axis of the system Oxyz:" ] }, { "cell_type": "code", "execution_count": 47, "metadata": {}, "outputs": [ { "data": { "image/jpeg": 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", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "cov_model.plot_model3d_slice(slice_normal_x=0, slice_normal_y=0, slice_normal_z=0, slice_normal_custom=None)" ] }, { "cell_type": "code", "execution_count": 48, "metadata": {}, "outputs": [], "source": [ "%%script false --no-raise-error # skip this cell! (comment this line to run the cell)\n", "\n", "# Interactive figure\n", "pp = pv.Plotter(notebook=False) # open a plotter and specifying 'notebook=False'\n", "cov_model.plot_model3d_slice(plotter=pp, \n", " slice_normal_x=0, slice_normal_y=0, slice_normal_z=0, slice_normal_custom=None)\n", "pp.show() # after closing the pop-up window, the position of the camera is retrieved in output." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Plot the covariance function by using the method `plot_model_curves` of the class for plotting the function along each main axis (x''', y''', and z'''). Again, the default colors can be changed by passing the keyword arguments `color0`, `color1`, and `color2`." ] }, { "cell_type": "code", "execution_count": 49, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(8,8))\n", "cov_model.plot_model_curves()\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Plotting the variogram function: as above, but passing the keyword argument `vario=True` to the method `plot_model3d_volume` or `plot_model3d_sclice` or `plot_model_curves`." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The main axes (x''', y''' and z''') can be plotted using the method `plot_mrot`. Again, the default colors can be changed by passing the keyword arguments `color0`, `color1`, and `color2`." ] }, { "cell_type": "code", "execution_count": 50, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "cov_model.plot_mrot(figsize=(8,8))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Get the sill and ranges" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Get the sill and the range along each axis in the coordinates system supporting the axes of the model." ] }, { "cell_type": "code", "execution_count": 51, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Sill = 9.0\n", "Range along x''' = 40.0, along y''' = 20.0, along z''' = 10.0\n" ] } ], "source": [ "w = cov_model.sill() # scalar\n", "r = cov_model.r123() # vector (1d-array) of length 3 ranges along x'''', y''', z'''\n", "print(\"Sill = {}\".format(w))\n", "print(\"Range along x''' = {}, along y''' = {}, along z''' = {}\".format(r[0], r[1], r[2]))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Get the maximal range along each axis of the original system Oxyz." ] }, { "cell_type": "code", "execution_count": 52, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Max. range along x = 36.948833461834035, along y = 13.268278963378767, along z = 12.855752193730785\n" ] } ], "source": [ "rxyz = cov_model.rxyz() # vector (1d-array) of length 2: \"max ranges\" along x, y, z\n", "print(\"Max. range along x = {}, along y = {}, along z = {}\".format(rxyz[0], rxyz[1], rxyz[2]))" ] } ], "metadata": { "kernelspec": { "display_name": "py313", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.13.7" } }, "nbformat": 4, "nbformat_minor": 4 }