diff --git a/Bayesian_Linear_Regression.ipynb b/Bayesian_Linear_Regression.ipynb new file mode 100644 index 0000000000000000000000000000000000000000..4f51dc555f1664eafd1045783cc4ed126679b06e --- /dev/null +++ b/Bayesian_Linear_Regression.ipynb @@ -0,0 +1,1467 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "slide" + }, + "tags": [] + }, + "source": [ + "# Advanced Statistical Inference -- Bayesian Linear Regression" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "slide" + }, + "tags": [] + }, + "source": [ + "In this session, you'll start to implement some basic Bayesian models, \n", + "starting from the simple Bayesian linear regression." + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": { + "collapsed": false, + "jupyter": { + "outputs_hidden": false + }, + "pycharm": { + "is_executing": false, + "name": "#%%\n" + }, + "slideshow": { + "slide_type": "skip" + }, + "tags": [] + }, + "outputs": [], + "source": [ + "import functools\n", + "import warnings\n", + "\n", + "import matplotlib\n", + "import matplotlib.font_manager\n", + "import matplotlib.pyplot as plt\n", + "import numpy as np\n", + "import scipy.linalg\n", + "import scipy.stats\n", + "from matplotlib import rc\n", + "from mpl_toolkits.mplot3d import Axes3D\n", + "\n", + "preamble = r\"\"\"\\renewcommand{\\familydefault}{\\sfdefault}\n", + " \\usepackage{sansmath} \\sansmath \\usepackage{amsmath}\"\"\"\n", + "rc(\"font\", **{\"family\": \"sans-serif\", \"sans-serif\": \"DejaVu Sans\"})\n", + "rc(\"text\", **{\"usetex\": False, \"latex.preamble\": preamble})\n", + "rc(\"figure\", **{\"dpi\": 200})\n", + "rc(\n", + " \"axes\",\n", + " **{\"spines.right\": False, \"spines.top\": False, \"xmargin\": 0, \"ymargin\": 0.05}\n", + ")" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "pycharm": { + "name": "#%% md\n" + }, + "slideshow": { + "slide_type": "slide" + }, + "tags": [] + }, + "source": [ + "## 1. A regression dataset\n", + "Create a simple 1D regression dataset using the `make_regression(...)` function and plot it.\n", + "For the moment, keep the noise variance $\\sigma_\\mathrm{n}$ small.\n", + "NB. For better reproducibility, please remember to fix the Numpy's random seed. \n", + "For Jupyter notebooks, this needs to be done at the beginning of all cells." + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": { + "collapsed": false, + "jupyter": { + "outputs_hidden": false + }, + "pycharm": { + "is_executing": false, + "name": "#%%\n" + } + }, + "outputs": [], + "source": [ + "true_function = lambda x: 0.5 * ((x - 1) ** 2) - 3\n", + "\n", + "\n", + "def make_regression(n, sn2=0.1):\n", + " x = np.random.uniform(-3, 3, n)\n", + " y = true_function(x) + np.sqrt(sn2) * np.random.randn(*x.shape)\n", + " return x, y" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": { + "collapsed": false, + "jupyter": { + "outputs_hidden": false + }, + "pycharm": { + "is_executing": false, + "name": "#%%\n" + } + }, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "<Figure size 1250x750 with 1 Axes>" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "np.random.seed(1) # for reproducibility\n", + "sn2 = 1.5\n", + "x, y = make_regression(30, sn2=sn2)\n", + "#data_point = 50\n", + "#x, y = make_regression(data_point, sn2=sn2) #if we want more data points\n", + "xp = np.linspace(-4, 4)\n", + "\n", + "fig, ax = plt.subplots(figsize=[5, 3], dpi=250)\n", + "ax.plot(xp, true_function(xp), \"--k\", zorder=0, label=\"True function\")\n", + "ax.scatter(x, y, edgecolor=\"black\", linewidth=1, facecolor=\"xkcd:orange\")\n", + "ax.set_title(\"A regression dataset\")\n", + "ax.legend()\n", + "ax.set_xlabel(\"x\")\n", + "ax.set_ylabel(\"y\")\n", + "ax.margins(0.05)\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "pycharm": { + "is_executing": false, + "name": "#%% md\n" + } + }, + "source": [ + "## 2. A review on Gaussian likelihood\n", + "Let's start from the basics. Remember what a likelihood is.\n", + "The **likelihood** measures the goodness of fit of a statistical model to samples of data for given values of \n", + "the unknown model parameters.\n", + "It's computed from the joint probability distribution, but viewed and used as **function** \n", + "of the parameters only, thus treating the random variables as fixed at the observed values.\n", + "\n", + "A Gaussian likelihood is defined as \n", + "\n", + "\\begin{equation}\n", + "p(\\mathbf{y}|\\mathbf{w}, \\mathbf{X}, \\sigma_\\mathrm{n}) = \\prod_{i=1}^N p(y_i|\\mathbf{w}, {\\mathbf{x}}_i, \\sigma_\\mathrm{n}) = \\prod_{i=1}^N \\mathcal{N}(y_i|\\tilde y_i, \\sigma_\\mathrm{n})\n", + "\\end{equation}\n", + "\n", + "where, for linear regression, $\\tilde y_i = \\mathbf{w}^\\top {\\mathbf{x}}_i$.\n", + "For numerical stability, instead of using the vanilla likelihood, we will use the **log-likelihood**.\n", + "\n", + "\\begin{equation}\n", + "\\log p(\\mathbf{y}|\\mathbf{w}, \\mathbf{X}, \\sigma_\\mathrm{n}) = \\sum_{i=1}^N \\log\\mathcal{N}(y_i|\\tilde y_i, \\sigma_\\mathrm{n})\n", + "\\end{equation}" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "**Exercise:**\n", + "Write a function to compute the log-density of a normal distribution at position $x$, given $\\mu$ and $\\sigma^2$." + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": { + "collapsed": false, + "jupyter": { + "outputs_hidden": false + }, + "pycharm": { + "is_executing": false, + "name": "#%%\n" + } + }, + "outputs": [], + "source": [ + "def lognormal(x, mu, var):\n", + " # @@ COMPLETE @@ #\n", + " return -0.5 * (np.log(2 * np.pi * var) + (x - mu)**2 / var)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "**Exercise:**\n", + "For the moment, assume that for the sample $i^{\\mathrm{th}}$, you predict $\\tilde y = 0.3$ and $\\sigma_\\mathrm{n} = 1$. \n", + "You know that $y = 0.4$. \n", + "Complete the following function `gaussian_loglik(...)`, then compute the (log)likelihood for this sample and show its position on the Gaussian density with a plot." + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": { + "collapsed": false, + "jupyter": { + "outputs_hidden": false + }, + "pycharm": { + "is_executing": false, + "name": "#%%\n" + } + }, + "outputs": [ + { + "data": { + "image/png": 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37dqFpKQkAMBTTz1lkmtaOq1Wi2effRY//vgjpk2bhpUrVzZ4TvW/zc8//4zCwkJzh2jRmLgREZFd+mDbZcSnFojanhochHsNEiYpCIKA9x/thXbu4qGRH+1MxJnbuRJFRWQ7KisrER9f1dv+9ddfN+qc33//HRMnTjRZDD/99BMAoGvXrujVq1etxwQEBEAQBERGRjZ4vYsXL0KhUEAQBCxbtsxkcQJAWVkZ1qxZg4ceegiBgYFwcXHRr7Nc1+vkyZOia2i1WjzzzDP47rvv8MQTT+Dbb79tVC9jdcGWkpISbNq0yaRfl7Vh4kZERHbn1K1cfHP4hqitq58r/j6hRx1ntD4PFyU+mdoXshqrEKi1Ovz1l/Oo5BIBRC2SkJCA8vJyAEB0dDRSUlLqPb6oqAiHDh3CAw88YLIY9u3bBwAYMmRInccMHjwYQFXvYENlKebNmweNRoMuXbrglVdeMVmc586dQ69evTBr1ixs2bIFycnJDS5/IJPJEB4ert+uTtrWrVuHqVOn4vvvv2900ZSOHTuibduqB2qN7R21VUzciIjIrqg1Wvz994uiNqVChs+e7Gdxi10P7uyNlyPFE+ET04vwzaEbdZxBRI1x7tw5/XuNRoNvvvmm3uO3b9+OgQMHwtPT0yT3T05Oxs2bNwEAgwYNqvO46qQuPz8fiYmJdR63ZcsW7Nq1C0BVwRNTDee8du0axo8fr18v7qGHHsLGjRtx6tQpbNu2DY899pjo+KioKEyYMAEzZ86Es3PVkPPq4ZHr1q3DlClT8J///KfJlS4jIiIAAPv37zfBV2W9TDPzmoiIyEp8d/QWEgyGSM6/JxRhbdtIFFH9Xo0MwZ6EdMTduRvzJ7uv4ME+7dHBo3Xm4hHZmlOnTqFnz576pTqqy/zXlVBs2bLFpMMkjxw5on/fr1+/Oo+r2RsXGxuLbt2M15WsrKzEX/7yFwDAqFGjMHnyZJPEqNPpMG3aNGRlZQEAvvrqK8yZM0d0zH333YcnnngC69evBwC8+OKLePjhh0XHvPPOO/juu+/g6uqK0NBQvPvuu0b3euSRR9C3b986YxkwYAA2b96MlJQUpKenw9/fPpdHYeJGRER2Iy2/DB/tvCxq6+bvhmdHdJIoooYp5DK8+0g4Jn95BNUjpUorNXhnSxy+enqgtMGRSWm1OuSWVEgdRqvydFFCVnM8cCs5deoUpk2bhj/++AOHDx9GcnIyNm3aVGvSo9FoEB0djb/97W8mu39ycrL+veEyIjUNHDgQCoUCarUaJ0+erLWIyeeff47ExEQIgoCPP/7YZDFu2LABx44dAwDMnz/fKGmr9tprr+kTt5iYGKPErbpnsaioCEuWLKn1GsHBwfUmbjX/ja5fv87EjYiIyNb9MzoexRXiKpLvTgpv9CLbUukX5IknIoLw4/Hb+rYdcenYeykdkWH2+QHGFuWWVGDAu7ulDqNVnfr7eHi7OrbqPdVqNU6fPo133nkHAQEBOHz4MADg008/rTVxO3z4MLy9vREaGmqyGDIzM/Xv6xt+6ezsjN69e+P06dNGxT4AIDs7G++88w4AYPr06frS+abwxRdfAAC8vb3x1ltv1XlczR7DmglptW+//Rbffvtti2Lx8vLSv09LS2vRtawZEzciIrILBxIzEX0+VdQ2ZUAABgV71XFG07i6uurXZKrZZip/vTcMOy6mIbv4bo/MPzbFYWhnH4ubm0dkyc6ePYuKigoMHjwYMpkMr732GrKzs7F//36cPn3aKPkx9TBJAMjJydG/b2je3JAhQ3D69GmcPXsWGo1GNJxz8eLFyMvLg0qlwnvvvWey+NLS0nDo0CEAwJNPPlnv7zKlUglBEKDT6cy2Fl3Nf6Pi4mKz3MMaWPYjRiIiIhOo1Gjx1uY4UZuHiwPefKC7ye7h7OyMl156SfSqnpxvCu4uDlhkEG9ybilW7ufabkRNcfDgQQwePBguLi5wcnLCq6++qt/3wQcfGB2/efNmkyduTk53l/poqEJj9Ty3kpIS/Zw8AIiPj8dXX30FAFi4cCHat29vsvgOHDigfx8VFVXvsenp6fqKl4GBgSaLoaaa/0YODg5muYc1YOJGREQ2b8PJJFzPEj+l/et9YfBSmabyWmuZ3L8DIjqJewi/PngdmYXlEkVEZH127NiB8ePH67fnzp0Ld3d3AMDGjRtx/vx5/b7ExERkZWVhxIgRJo3B19dX/75m71ttahYoqTlccv78+VCr1QgICNAXJzGVixfvVt7t06dPvcfGxsbq39dXIbMlav4beXh4mOUe1oBDJYmIyKaVVmiwfM8VUVufAHdMHWieJ8PmJAgC/vlwOO5ffgDa/xUqKanQ4It9V/HWQz2lDY5azNNFiVN/H9/wgTbE06V1H54UFBRg//79+nlhAODu7o5XX30V//znP6HVavGXv/wFO3fuBFA1TPL+++9vcvn6htRM3HJzc9GxY8c6j+3atSu8vLyQk5OD2NhYPPfcc9i6dSu2b98OAHjvvffg4uJi0vhu3747n7Zdu3b1HhsdHQ2gau22sWPHmjSOarm5ufr3QUFBZrmHNWCPGxER2bS1R24Y9Uj99f4wSSrZmUK3tm54tH+AqO2H47dwO7tEoojIVGQyAd6ujnb1au2fw40bN8LX19eoZ2jevHnw8fEBAOzatQubNm0C0PD8tiVLlkAQBPzwww+17v/uu+8gCAL+9a9/idp79eqlf1/f+mzVqhfiPnnyJNRqNebPnw+gqurktGnTGjy/qbRarf599ULltcnNzcWPP/4IAHjggQfqrZDZEtX/Ro6OjggJCTHLPawBEzciIrJZeSUV+DJGPAdsVKgvhnXxkSgi03jtnlAoFXf/hFdqdPh4d8Mf/ojs3X/+8x88++yzEARxwujh4SFaX+zVV1/FrVu3cOLECdx33311Xm/o0KEAgBMnThjtKywsxBtvvIEuXbpg3rx5on0DBw7Uz3OrrVqkoerhkhcuXMAnn3yCS5cuAQA+/vhjo6/FFGomYDWHQhp68803kZ+fD6Bqnp25VP8b9evXj3PciIiIbNGX+6+hsEwtalt4r/ECttamg4czpg8RD636/WyK0cLiRHTX+fPncfjw4TrXI5s9e7Z+LbHbt28jMjISQ4cO1c9/q01ERATkcjmOHz9utO/tt99GWloaPvroIzg6ipc8UCqV+l602pI+Q9WJW0VFBRYtWgQAeOyxxxo9927MmDEQBAGCIOjXVatPzeu+9957+uIjNf373//WF0d59tlnMXLkyEbF0lTl5eX6eYcNFUqxdUzciIjIJqXll+HbwzdFbQ/2bofwDnV/CGuJrKws+Pr6il5ZWVlmuRcAvDg2BG6Od6eq63TA0h2X6zmDyH588skncHNz0/eiaTQavPLKK5g6dWqd1RdlMhk+//xzfQ/W9evXG6wm6erqil69eumXGKh2+fJlfPrpp4iKisJDDz1U67nVC1WfOHEChYWF9d5n8ODB+rgqKyvh6OiIDz/8sN5zWmLixIno2rUrAGDnzp144IEHEB0djdOnT2Pjxo2IiorCggULAACjR4/GihUr6rzW+vXrIQgCVq5cif3792PChAnw9PSEl5cXHnvssQbXZTtw4AAqKysBAJMmTTLRV2idmLgREZFNWr7nCsrVd+dpKGQC/hJlvt42nU6HrKws0au2p9Sm4qVSYs6ozqK2vZcycOJG/RXqiOzBl19+iaKiIixevBiLFy9GZGQkTp06JSpKUpvhw4dj7ty5+u3GLAMwbNgwlJeX49y5c/q21157DTqdDp988kmd502fPh2Ojo4oKyvDb7/9Vu893N3dERYWpt9+9dVX0alTpwZjq1ZdTt/BwQFt2rRp8Hi5XI5ffvkF3t7eAIDt27fjwQcfxIABAzBlyhTs2rULAPDcc89h+/btRj2KNZ09exYAsHfvXjzwwANwdXXF7Nmz0blzZ/zyyy94/vnn642leg5dz5499T2i9oqJGxER2ZyUvFL8HJskaps6KBDBPiqJIjKPZ0d0go+ruCrfpwYVNInsUXWSo9Vq8c477+DQoUNYs2YNgoODGzz3vffeQ7du3dCjRw906dKlweOHDRsGAPrhkps3b8b27dvx8ssvo3v3uteK9Pb2xuTJkwHcTU7qUz3vzNfXF3/7298aPL5aWVmZPnmaPn06vLy86j/hf3r16oW4uDjMmzcPYWFhcHFxgYuLC0JDQ/H888/j1KlTWL16tWhNutpU3/vcuXO4cOECNmzYgA8//BBHjhxBUFAQdu/eXedDrrKyMvz6668AgBdffLFxX7ANY+JGREQ25+sD16HW3v0g4KiQ4dVxXSWMyDxUjgq8PFZcYe3Q1SycS8qTJiAiC/Hpp59ixIgRUCgU6N27N7Zv346pU6c26lxnZ2d8//33eP311xt1fM0CJeXl5Zg3bx58fX2xePHiBs+t7t3bvXs3bt26VedxJ0+exP79+wFUzZ2rb96doWPHjqGiogIKhUI/P66x/P39sWzZMiQkJKC4uBjFxcW4fPkyVq5cif79+zfqGtWJ24YNG9C5891RAkqlEp06daq3auXGjRtRUFAAb29vTJ8+vUmx2yImbkREZFOyi8qx/uRtUdsTEUHwb1P/U2Fr9aeIIPi4iocprYi5KlE0RJahY8eOOHjwICoqKnDu3Dncc889TTp/0KBBmDVrVqOO7dy5M/z9/XH8+HEsW7YM165dw5IlSxq1UPTgwYMxefJkaDQaoyUDaqqu2BgeHl5ncZW6VCd8Tz31lChxag1paWlIT09HRERErcMcr1+/jk6dOtVaGVOr1eK9994DACxYsACurq7mDtfiMXEjIiKbsvbwTZRViue2zR7Vuh9WWpOTgxyzRornuuyIS8eV9PqLHRDZA3OUyq/N0KFDceXKFSxZsgT9+vXDc8891+hz33vvPSgUCqxduxbJyclG+1evXo2YmBgAwOeff97kxcAPHDgAuVzepOGVplLd21Zb4pydnY2kpKQ65639/PPPSEhIQFBQEF599VUzRmk9mLgREZHNKCirxHdHb4raHunXAR08nKUJqJU8NTgIbZwUorYv91+r42giMrVhw4ZBp9OhpKQEn376KWSyxn/E7tatG7755hu8+eabuH37NkpKSnD16lWcOXMGb7/9tn5u1/PPP4/Ro0c3ObY9e/ZArVbrq0S2purErbZhladPnwZQtTZbbTQaDRYvXozvv/8ezs62/Tu8sRQNH0JERGQd/nPslmjdNkEA/jy64eIC1s7NyQEzhgXjs713h0huOnsHr48PRaCXi4SREdmH6gqPTzzxRKPXVqvp6aef1r//+uuvjYZDRkRE4OOPP25ZkBKoTtwGDBhgtO/MmTMAUGeP25NPPmmusKwWe9yIiMgmlFVq8M2hG6K2+3q2RYiffcyLeGZ4Jzg73B1CpdHq8PXB6xJGRGQfdDodPv74Y7i4uJhkbbXqnihHR0d069YN//d//4fdu3dbZa/T2bNn4e3tjY4dOxrta6jHjYwxcSMiIpvwU2wSsooqRG0vjgmp42jb46VS4k8RgaK2DSeTkFlYd8U2Imq5L7/8EkeOHMHixYsREBBgkuvpdDqUlZXh0qVLeOedd+Dm5maCSFtXSUkJrly5Umdidvr0afj7+6Ndu3atHJn1YuJGRERWT6PVYfVBcW/bqFBf9ApofMlsWzB7ZGc4yO8WYyhXa7HOYM4fEbVccnIy3n//fTz77LOYO3cuRowYgfnz50sdlkU5f/48tFptrfPbCgsLcfXqVbtfULupOMeNiIis3t5LGbidUyJqe3GM7c9tM9TewxmT+nXAT7F3K9P9ePw2XhobAieHplWiI6K67dy5E2+++Sa8vLzwpz/9CcuXL29ytUdbN2TIkDoX1nZzc4NWq611H9WNPW5ERGT11h4W97aFd2iDwZ28JIpGWs+NEC99kF1cgS3n7kgUDZFtevbZZ6HT6ZCdnY3vv/8eXl72+fuGWhcTNyIismqX0wpx5Fq2qO2ZYbUv6GoPurV1w/AQb1Hbt0du1vnkm4iIrAMTNyIismrfHhH3tvm4KvFgH/ue7D5zmHhB7rg7BTh5M1eiaIiIyBQ4x42IiKxWbnEFfjuTImp7cnBHOCpaf66Ji4sLFi9ebNQmhcgwPwR5uYjm/X175AYi7HT4KBGRLWDiRkREVmv9ySSUVd6d4K6QCZg2OEiSWFQqFd566y1J7m1ILhMwfWhHvBudoG/bEZeOlLxSdPCwvrWgiIiIQyWJiMhKqTVafG9Q6n5C73bwa+MkTUAWZsrAQLgoxQtyf3/0loQRERFRSzBxIyIiq7QzPh138stEbc8M71TH0fbH3dkBjw0QLwb83xO3UVqhkSgiIiJqCSZuRERklQwXlu4b6IG+gR6SxGKpZgwLFm3nl1Zi87mU2g8mIiKLxsSNiIiszvXMIhy7niNqe2Z4sDTBWLAuvq4YHeoravvviSSJoiEiopZg4kZERFZnw0lx8uGlUuK+8LYSRWPZnjIo1nI2KQ8JqQUSRUNERM3FxI2IiKxKuVqDn08li9oeGxAgyRIANeXk5KBnz56iV05OTsMnmllkmB/83BxFbetP3JYoGiIiai4mbkREZFV2xacjp7hC1PanQYESRXOXRqNBfHy86KXRSF8IRCGXYarBv8+vZ1JYpISIyMowcSMiIqvyX4PeosGdvNDZ11WiaKzD4wMDIQh3twvL1Ii+kCpdQERE1GRM3IiIyGrczCrG4avZorYnJVpw25oEerlgZFfDIiUcLklEZE2YuBERkdVYb1CUxMPFAff2ZFGSxngyQjxc8tStXCSmF0oUDRERNRUTNyIisgoVai02nhInbo/2D4CTg7RFSazFuO7+8HEVFylhrxsRkfVg4kZERFZhT0I6sorERUmeiJC+KIm1cJDL8PjAAFHbr6dTUFbJIiVEhoKDgyEIAmbOnGm0LyYmBoIgQBAExMTEtHpsN2/e1N//22+/Ndr/7bff6vffvHnTaP+YMWMgCALGjBlj9lgthdT/z0yFiRsREVmFDbHi3raIYC+E+LlJFI11+tMg8XzA/NJK7IhLkygaIvOq+WH9rbfekjocohZj4kZERBYvo6AMBxIzRW2GJe6pYUHeLhge4i1q++V0ikTRkCUoKChAfHw8Tpw4gfj4eBQUcHF2IkvFxI2IiCze72dToNXd3VYp5bi/F4uSNMdjA8TDJQ9dyUR6QZlE0ZAUdDod9u3bh8ceewxeXl7o2bMnBg8ejJ49e8LLywtTpkzBvn37oNPpGr6Yjbp58yZ0Ol2tQxEt3cyZM6HT6aDT6RAcHCx1OGRCTNyIiMii6XQ6/HJK3Ct0f692cFEqJIrIut3bsy1UyrsFXbQ64Lcz7HWzF6dPn0avXr0QGRmJX375xWiReI1Gg40bNyIyMhK9evXC6dOnJYqUiAwxcSMiIosWd6cAlw3K1j/aP6COo6khLkoFHujVTtT2y6lku+5dsRe7du3CqFGjEBcX16jj4+LiMGrUKOzatcvMkRFRYzBxIyIii7bxVLJou4OHMwZ38pIoGtvwqMFwySsZRbiQki9RNNQaTp8+jUmTJqG4uLhJ5xUXF2PSpEl21/NWX1XJxsjNzcXQoUMhCAIcHBzwww8/GB1z9epVvP766+jVqxfc3d3h7OyMzp07Y+bMmYiNjW127A1VlTSUkpKCefPmISQkBM7OzvD29sa9996Lbdu2Nep+hw4dwtNPP43g4GA4OTnBw8MD/fr1w9///ndkZmY2fAEAW7ZswWOPPYaAgAA4OjrC29sbQ4cOxfvvv4+ioqIGzy8tLcV7772HPn36QKVSwdvbG8OHD8fXX38NrVbbqBisAceZEBGRxapQa7H53B1R26P9O0AmEySKyDZEBHshwNMZybml+raNp5LRO8BDuqDIbHQ6HaZPn97kpK1acXExZsyYgfPnz0MQ+LPXkDt37uDee+/FxYsX4ezsjJ9//hkTJkwQHfPvf/8bixYtQmVlpaj9xo0buHHjBtatW4e///3veOedd8wa6+HDh/HII48gKytL31ZWVoadO3di586dWLp0Kf7yl7/Ueq5Wq8Wrr76KL774QtReXl6Os2fP4uzZs/j888/x888/45577qn1GmVlZXjyySfx22+/idpzcnJw7NgxHDt2DJ999hmio6PRt2/fWq+RlpaGyMhIJCQk6NtKSkpw5MgRHDlyBL/88gvmzZvXmH8Oi8ceNyIislj7Lmcgp1i8dttkDpNsMZlMMPp33HzuDsrVXNPNFsXExDR6eGRdLl68iP3795soItt17do1jBgxAhcvXkSbNm2wfft2o6Rt6dKlWLBgASorK9G7d298+eWX2L17N2JjY/HDDz9g6NCh0Ol0+Oc//4lPP/3UbLGmpqbikUcegUwmw/vvv49Dhw7hxIkT+Oijj+Dh4QEAePPNN+v83nnjjTf0SVunTp2wcuVKnDhxAvv27cPrr78OBwcH5Ofn48EHH8S5c+dqvcaMGTP0SVufPn2wbt06nDx5Ejt27MAzzzwDQRBw584djBs3DikpxnNx1Wo1HnzwQX3SFhUVhd9++w2xsbH49ddfMX78eOzYsQN///vfW/rPZRHY40ZERBbrF4NhkgM7eiLYRyVRNPVzcnLCiy++aNRmqR7t3wGf7rmi384rqcS+Sxm4L7xdPWeRNVqxYoXJrmNPizY31YULFxAVFYW0tDT4+vpi+/bt6N+/v+iY+Ph4/O1vfwMALF68GIsXLxb1Yg4YMAB/+tOfMGPGDPznP//B3/72Nzz99NPw9PQ0ebyJiYno2LEjDh8+jA4dOujbBw0ahEGDBmHUqFFQq9VYtWoVli9fbvS1Llu2DAAQHh6OgwcP6pM9oGqR76ioKEyYMAEVFRWYM2cOjh8/LrpGdHQ0fvrpJwDAuHHjsHXrViiVSv3+qKgoDB06FHPmzEFOTg7mzZuHDRs2iK7x1Vdf4dSpUwCAOXPm4KuvvtLvGzBgACZNmoTnnnsO33zzTQv+pSwHe9yIiMgi5RRXYN/lDFGb4dwsS+Lm5oYvvvhC9HJzs9wFwjt6qzAoWPxhcOMpVpe0NQUFBUbD0Jrr119/5TpvdThy5AhGjx6NtLQ0BAYG4uDBg0ZJGwAsW7YMlZWVGDhwoFHSVk0mk+Gzzz6Do6MjioqKsHHjRrPF/dlnn4mStmojRozA4MGDAQAHDx402v/ll1/q546tXr1alLRVu++++/Dss88CAE6cOIGTJ0+K9lf31jk4OGDt2rWipK3a7NmzMX78eABV33+pqami/dUPJfz9/fHxxx/X+jUuX74cvr6+te6zNkzciIjIIm05dweVmruVDh0VMkzozd4gUzKszhlzOQPZReUSRUPmkJycbFTyv7k0Gk2tw9Xs3Y4dO3DPPfcgNzcX3bp1w+HDh9GtW7daj92yZQsA4NFHH613vqCHhwd69eoFADh69Kjpg/7fPQyHcdY0YMAAAMD169eN9u3evRsA9GsA1mX27NlG5wBVQxyrh95GRUUhMDCwwWuo1WrExMTo21NTUxEfHw8AePzxx+Hi4lLr+a6urnj88cfrvL41YeJGREQWadNZ8QfEqJ5t0cbJQaJobNMDvdvByeHuRwG1VoetF9MkjIhMrTEV+ZqisLCw4YPsyMaNG/HQQw+hpKQE/fv3x8GDB+tMQm7duqWvsvjmm2/qKz/W9aquLJmWZp6fya5du0ImqzsV8PKqqt5r+P+8vLwcV65UDbOuL2kDgH79+sHBoer39sWLF/Xt169fR0lJSaOuUXN/zWtcuHBB/37QoEH1XiMiIqLe/daCiRsREVmc29klOH07T9Q2uZ/xcB5qmTZODhjf3V/Utvkse1Rsiaurq0mvZ8nDf6XwxRdfoKKiAo6Ojvj999/rHZKXkZFR5776VCc4plZXD1W16qTOsJx+bm6u/r2fn1+913BwcIC3tzeAqkqR1Wq+b+gabdu2rfW8plzD39+/3v3WgsVJiIjI4mw5L14CwNPFASO6+kgUjW17uG8H/HH+7ryRkzdzkZJXig4ezhJGRaYSEBAAuVxukuGSCoWi1vlQ9mzy5Mn49ddfUV5ejqlTp2LHjh11Jrc1/x/84x//wJQpUxp1D5XKMgsyATDJ8hCWcg1rwMSNiIgszuaz4sTtgV7t4CDnIBFzGBXqgzZOChSUqfVtW87dwZ9Hd5EwKjKVNm3aYNKkSSYpcDFp0iS0adPGBFHZjldeeQVDhgzBwoULcfToUTzwwAPYtm1brT2d1T1PQFVPVHh4eGuGajI1K1ymp6fXe6xarUZ2djaAu0MvDd83dI2aQ0VrnteUOBraby34V5CIiCzKpbQCXE4Xz6l4uK/lP+XPy8vDmDFjRK+8vDypw2qQo0KOB3qJi75sMkicyboZLlMh9XVszYIFC/Dee+8BAA4dOoQJEybUOryxc+fOcHd3B1C18LW1cnR0RNeuXQHAqMS/oTNnzugXGa+ZqHbu3Fk/VLOha5w4cUL/vuY1qou3ADCqWGmoof3WgokbERFZFMOkob27EwZ2NP0aRqZWWVmJ/fv3i17VH1gs3UN924u2E1ILcCWdRShsxZgxY9CzZ88WXSM8PByjR482UUS2580338Q///lPAMCBAwfw4IMPorS0VHSMXC7HAw88AADYuXOnftFoa1Rdoj8uLk6UWBlavXq10TlA1bDb6u+nXbt2ITk52ehcw2soFArROoLt27dH9+7dAQA///yz0b93teLiYv16cdaOiRsREVkMnU5nNExyYp/2kMnsY/6CVAZ38oafm6OobfM59rrZCkEQsG7dumbPlVKpVPjuu+/sZh5Rc/3973/H4sWLAQD79u3DxIkTUVZWJjrmzTffhFwuh1arxWOPPVZvwqLRaPDDDz/Ue4xUXnjhBX3xkjlz5tS6vt/OnTuxZs0aAFVVHQ0rP7700ksAgIqKCjz33HO1Puj65ptvsHPnTgBV8wnbtROPDnjhhRcAVA2nnD9/fq2xvv76680uDGNpOMeNiIgsxunbVYUxajLsDSLTk8sETOzTHmsO3dC3bTp7B/PuCeWHdRvRv39//Pbbb5g0aRKKi4sbfZ5KpcJvv/1W62LS1uTs2bP49ttvGzwuMjISQUFBzb7PW2+9BY1Gg3fffRd79uzBww8/jM2bN8PRserBSK9evfDvf/8br7/+OuLj4xEeHo45c+YgMjIS/v7+KCsrw82bN3H06FFs3LgRqampuHDhAgICAhq4c+vq1asX5s+fj6VLl+LcuXPo378//vrXv6Jfv34oLi7Gli1b8Omnn0Kj0UCpVOKrr74yusaECRMwZcoU/Pzzz9i5cyeGDBmCefPmISwsDLm5uVi/fj2++eYbAFVz2z766COja7zwwgtYu3Ytzpw5gy+//BI3btzAn//8ZwQGBiIpKQkrVqzAzp07MXDgQP3yCtaMiRsREVkMw2GSIX6u6NGOxRBaw8N9xYnb7ZwSnE3KQ78gyx+mSo1zzz334MCBA5g+fTri4uIaPD48PBzfffed1SdtALBp0yZs2rSpweN+++23FiVuAPDPf/4TarUa77//Pnbu3InJkyfjt99+g1KpBAC89tprUKlUeO2115Cfn4+lS5di6dKltV5LqVTCycmpRfGYy/vvv4/i4mKsWLEC165dw5w5c4yOcXd3x08//YS+ffvWeo1169ZBrVbjt99+w+nTpzFt2jSjY9q3b4/o6OhaK5oqFAr88ccfiIyMxOXLl7F9+3Zs375ddExUVBTmz5+Pe++9t3lfqAXhUEkiIrIIao0W0TXK0gPAQ33as8enlfTq4I5gb/G6TixSYnv69++PCxcuYN++fXjssccgl8tF+xUKBaZMmYJ9+/bh/PnzNpG0SeFf//oXFixYAADYunUrHn30UVRUVOj3z549G9evX8fbb7+N4cOHw8fHBwqFAiqVCqGhoXj00UexcuVKpKSkICQkRKovo14ymQxffPEFDhw4gKeeegpBQUFwdHREmzZt0LdvXyxatAhXrlxBVFRUnddwcnLCr7/+is2bN2Py5Mlo3749lEolPD09MXjwYPzrX//C5cuX60z8gKrE7syZM3j33XcRHh4OZ2dneHh4YMiQIVixYgW2bdumT5qtnaDT6XRSB2ELkpOTERgYCABISkqyuC5tIiJLtz8xEzO+EU9yj/nLGAT7WO4aRjVlZmYaLQKbkZGhX5C3of2W4KNdifh0zxX9to+rI44vGgc55xi22JUrV6BWq6FQKPQV+SxBQUEBUlJSUFhYCDc3N3To0IEl/4kMWMrPL4dKEhGRRfjDoBhGn0APq0nabMVDfdqLEresonIcv5GNYV24+LmtatOmDRM1IivBoZJERCS5So0WO+PFC6RO7N2ujqPJXEL8XNHdYE7h1gupdRxNREStiYkbERFJ7vDVLOSXiktB39+LiZsUHjRImLdfTINGy1kVRERSY+JGRESSMyxK0i/IAx08nCWKxr49YJAwZxVV4PiNbImiISKiakzciIhIUhVq42GSE9jbJplOPiqjJRg4XJKISHpM3IiISFKHrxkPkzTs9aHWNYHDJYmILA4TNyIiktRWg2GS/YM80J7DJCXF4ZJERJaHiRsREUmmQq3Fjrg0URt726RX23BJw3mIRETUuriOGxERSebwtSwUlKlFbdaauCmVSjz22GNGbdZqQu92iE8t0G/viEvD2w/1hELOZ75ERFJg4kZERJIx7MWx5mGS7u7u+Pnnn6UOw2Qm9GqHpTsu67eziipw4kYOhoVwMW4iIinwsRkREUmiQq3FToNhkhN6t5coGjIU7KNCz/YGwyVZXZKISDJM3IiISBK1D5NsK1E0VBvDYausLklE9kins4zfe0zciIhIEjsuinvb+gd5oJ27dQ6TtFWG6+llF1cg9maORNFYN7lcDgBQq9XQaDQSR0NEjaXRaPQ/s9U/x1Jh4kZERK1Oo9UZLbp9f7h1FiWxZcE+KoS1dRO1bTcY3kqN4+Lion+fl5cnXSBE1CQ1f15r/hxLgYkbERG1upM3c5BTXCFquy+cwyQtkeH/lx0X0yxm2JA18fDw0L/PyMhARkYGysrK+G9JZIF0Oh3Kysr0P6vVPD09JYyKVSWJiEgC2w2GSfZs3waBXtI+yWyp/Px8zJo1S9S2evVquLu7SxSRadwf3g6f7L6i376TX4YLKfnoHeAhXVBWyMnJCe7u7sjPzwcAZGdnIzs7G4IgSD78iojENBqN0UMVd3d3ODo6ShRRFSZuRETUqnQ6ndGi2/f1tP7etoqKCmzcuFHUtmLFComiMZ1Qf1d08lHhRlaxvm37xTQmbs3Qrl07KJVKZGZm6tt0Oh3UanU9ZxGR1Hx9feHt7S11GEzciIiodZ1LzkdqfpmojcMkLZcgCLi3Z1us3H9N37b9YhoW3NsNgiBIGJn1EQQBPj4+aNOmDYqKilBcXIyKigpotVqpQyOiGmQyGZRKJVQqFVxdXaFUKqUOCQATNyIiamWGwyQ7+6oQ4ucqUTTUGPeFixO361nFuJJRhFB/t3rOoroolUp4eXnBy8tL6lCIyIqwOAkREbUanU6H7RfFizjf17Mte24sXO8O7mjn7iRqM0zAiYjIvJi4ERFRq0lML8LN7BJRG4dJWj6ZrGq4ZE1M3IiIWlerJW63bt3C/PnzERYWBpVKBS8vLwwaNAhLly5FSUlJwxeoR0JCAj7//HPMmDED/fv3R0BAAJycnKBSqdC5c2dMnToVmzZtYsldIiKJGX7Yb+/uhF4drLvqor0wTNziUwtwO7tlf7+JiKjxWmWO25YtWzBt2jQUFBTo20pKShAbG4vY2FisXr0a0dHRCAkJadb1lyxZgh9++KHWfTdu3MCNGzfw008/YfTo0fjll18soioMEZE9Mly8+d5wDpO0FoOCPeGlUorW39sRl4bZozpLGBURkf0we4/bmTNnMHXqVBQUFMDV1RVLlizBkSNHsGfPHsyePRsAkJiYiAkTJqCwsLBZ91AoFBg8eDDmzZuHtWvXYtu2bYiNjcWuXbvw2WefITw8HACwf/9+TJw4kdWbiIgkcDu7BAmpBaK2+8PbSRQNNZVCLkNUD39R2zaD+YpERGQ+Zu9xmzt3LkpLS6FQKLBz504MHTpUvy8yMhJdu3bFwoULkZiYiGXLluGtt95q8j1Wr14NhaL2L2X8+PF44YUX8Pjjj+PXX3/F0aNH8ccff+Chhx5q7pdERETNsDNe3NvmrVJiQEdPiaKh5ri3Z1usP5mk3z6TlIfMwnL4ukm7KC0RkT0wa4/biRMncPDgQQDAc889J0raqs2fPx/du3cHACxfvhyVlZVNvk9dSVs1uVyOBQsW6LerYyIiotazOyFdtD2+uz/kMg6TtCbDQryhUsr12zodsPdSej1nEBGRqZg1cfv999/175955pnaA5DJMH36dABAXl4e9u3bZ5ZY3NzurjVTVlZWz5FERGRqeSUVOHkzV9Q23mDYHVk+R4Uco0J9RW274jMkioaIyL6YNXE7dOgQAEClUmHAgAF1Hjd69Gj9+8OHD5sllvXr1+vfh4WFmeUeRERUu32XM6DR3q3s6+Qgw4gQHwkjoua6xyDhPnQ1E6UVGomiISKyH2ZN3BISEgAAISEh9Q5nrJlIVZ9jCllZWTh69Ciee+45LFmyBADg4+ODp556ymT3ICKihu2KFw+nGxHiC+caQ+7Ieozt5ica4lpWqcWhq1kSRkREZB/MVpykrKwMWVlVv8gDAgLqPdbT0xMqlQrFxcVISkqq99iGjBkzBvv37691n4+PD3777Td4eHg0+brJycn17k9NZWUtIqLalKs12H85U9RmWJ2QrIenSomBHT1x/EaOvm13fLpRTxwREZmW2RK3mqX9XV1dGzy+OnErKioySzyvvvoq/u///g8+Ps0bmhMYGGjiiIiI7MPRa9korjGUThCAsWF+EkZkHg4ODqKh/9VttuieHv6ixG3PpXRotDoWmyEiMiOz9rhVUyqVDR7v6FhVSri0tLRF9127di2Ki4uh0+mQl5eH2NhYfPnll/j8889x/fp1rF69Gv7+fCpIRNRaDKtJ9g/ytMny8R4eHoiJiZE6jFZxTw9/vBt9d2pDVlEFziblcXkHIiIzMlvi5uTkpH9fUVHR4PHl5eUAAGdn5xbdt1OnTqLtkSNH4oUXXsCUKVPwxx9/YNCgQThy5EiDwzcNNTSEMzU1FREREU2Ol4jIlul0Ouw2qDo4vjsfnlm7jt4qdPVzxZWMu6NkdsWnM3EjIjIjsyVuNcvvN2b4Y3FxMYDGDatsKicnJ6xduxYdO3ZEUlISFi5ciB9//LFJ12hqokdERMDFlAKkFYiXYOFcKNtwTw9/UeK2OyEdb9zPqs1EROZitqqSTk5O8Pb2BtBwYY/c3Fx94mauuWQ+Pj4YPnw4AGDTpk3NWuibiIiaZld8mmi7k48KXXxVEkVDpmS4Dt/VjCLcyCqWKBoiIttn1uUAevToAQC4evUq1Gp1ncddunRJ/7579+5mi8fXt2rR0JKSEn3FSyIiMp9dCeJhkvf08IcgsICFLegb4AEfV/Fcxd0Gyz4QEZHpmDVxGzFiBICqYZCnTp2q87ia5fure8XMISUlRf/eHEMyiYjorqScEiSkFojaOL/NdshkAsZ3F1cHNVyvj4iITMesidsjjzyif7927dpaj9FqtVi3bh2AqopcY8eONUssycnJOHr0KACgY8eOojl4RERkensMqkl6ujjYdPGKwsJCvPTSS6JXzaVxbJHhfMXYWznIKW64IBkRETWdWRO3iIgIjBw5EgCwZs0afeJU07Jly5CQUFVSeO7cuUZr3sTExEAQBAiCgJkzZxqdn5iYiL1799YbR35+Pp588kl9dcvp06c358shIqIm2GWQuEWG+dv0Ol9lZWVYsWKF6FVzaRxbNDzEB84Ocv22VgfsvZRRzxlERNRcZqsqWW358uUYPnw4SktLERUVhUWLFmHs2LEoLS3F+vXrsWrVKgBAaGgo5s+f3+Tr37lzB+PGjUOfPn3wyCOPYMCAAWjbti0UCgXS0tJw+PBhrFmzBmlpVRPkw8PD8cYbb5j0ayQiIrH80kocv54jamM1Sdvj5CDHyK4+2FljiOTu+HQ8NoCVmImITM3siVu/fv2wYcMGTJs2DQUFBVi0aJHRMaGhoYiOjm7R8MVz587h3Llz9R4zYcIErF27Fi4uLs2+DxERNSzmcgbUWp1+W6mQYWRXHwkjInMZ38NflLgduJKJskoNnGr0xBERUcuZPXEDgIkTJ+L8+fNYvnw5oqOjkZycDKVSiZCQEEyZMgUvv/xys5Op4cOHY8eOHdi9ezdiY2ORnJyM9PR0lJSUoE2bNujUqROGDBmCJ554wqyFT4iI6K7dBtUkR4T4QOXYKn9yqJWNC/ODIAC6/+XpJRUaHL2WjbFhfvWfSERETdJqf0U7duyIjz76CB999FGTzhszZgx0Ol2d+x0cHBAVFYWoqKiWhkhERCZQodYixmCeE6tJ2i5vV0cMCPJE7K1cfdvO+HQmbkREJmbW4iRERGR/TtzIQWG5eO1Ow7LxZFsM5y/uSUiHVlv3Q1ciImo6Jm5ERGRSu+LTRNt9Aj3g18ZJomioNYw3SNwyCstxPiVfomiIiGwTEzciIjIZnU5nNL8titUkbV4XX1d09lWJ2nZzMW4iIpNi4kZERCYTn1qAlLxSURvnt9mHewz+P+9i4kZEZFJM3IiIyGR2x4t724K8XBDq7ypRNNSaDOe5XU4vxO3sEomiISKyPUzciIjIZHYniHtZxnf3hyAIEkVDralfkCe8VUpR264E9roREZkKEzciIjKJ9IIyXDAoSGHYC0O2Sy4TEGmwBMAeJm5ERCbDxI2IiExin8HabW2cFBgY7ClRNCSFcQbz3E7cyEFhWaVE0RAR2RYmbkREZBJ7DRK3UaG+cJDzz4w9GdHVB8oa/8/VWh0OXsmSMCIiItuhkDoAIiKyfuVqDQ5dFX9AH9vNvhbdlsvl6NGjh1GbPXF1VGBwZy9Rsrb3UgYe6NVOwqiIiGwDEzciImqxEzdyUFKh0W8LAjCmm6+EEbU+Ly8vxMXFSR2G5CLD/ESJW8zlDGi1OshkLFJDRNQSHMNCREQtZjhMsk+AB7xdHSWKhqRkWKAkq6gC5w2K1hARUdMxcSMiohYzLExi+OGd7EdHbxW6+KpEbXtZXZKIqMWYuBERUYtczyzCTYOFlpm42TfD//97L2fUcSQRETUWEzciImoRw2GSfm6O6Nm+jUTRkCWIDBMvC3AxpQBp+WUSRUNEZBuYuBERUYvEXM4UbY/t5gdBYCEKezYw2BNuTuL6Z/vY60ZE1CKsKklERM1WVK7G8RvZoraxdjpMsri4GEuXLhW1LViwACqVqo4zbJeDXIZRob6IPp+qb9t7KQNPRARJGBURkXVj4kZERM126EoWKjU6/baDXMCIrj4SRiSdkpISvP3226K2l156yS4TNwAYF+YnStwOXclCWaUGTg72tbYdEZGpcKgkERE1m2E1ycGdvOHqyGeCBIwO9UXNEbOllRocv5EjXUBERFaOiRsRETWLTqczmrdkr8MkyZi3qyP6BXqI2rgsABFR8zFxIyKiZom7U4CMwnJR29huvhJFQ5aotmUBdDpdHUcTEVF9mLgREVGzGC4DEOztgs6+rhJFQ5bIcFmApJxSXM0okigaIiLrxsSNiIiaxTBx4zBJMtS9nRvauTuJ2gy/b4iIqHGYuBERUZNlF5XjXHKeqM1wWByRIAhGCf0eJm5ERM3CxI2IiJos5nImak5VclHKEdHJS7qAyGJFdhMnbqdu5SK/pFKiaIiIrBcTNyIiarK9BtUkR4T4wFHB9bnI2PAQHzgq7n7c0Gh12H8lU8KIiIisExM3IiJqErVGiwOJ4g/eHCZJdXFWyjG0i7eojcsCEBE1HRM3IiJqklO3clFYpha1sTAJ1WecwfdHTGImNFouC0BE1BRM3IiIqEkMh0n2bN8G/m2c6jiayDixzyupxJnbuRJFQ0RknZi4ERFRk+wzqArIYZLUkABPF3TzdxO1cVkAIqKmYeJGRESNlpxbgsR08QLKHCZJjRHZXfx9wsSNiKhpmLgREVGjGfa2eamU6BPgIU0wFkYQBPj4+IhegiBIHZbFMOyZvZRWiJS8UomiISKyPgqpAyAiIuth2EsyOtQXchmTEwDw8fFBZibL3NelX6AHPFwckFdjDbe9lzLw9JCOEkZFRGQ92ONGRESNUlqhwZFr2aI2DpOkxlLIZRgd6itqM+zBJSKiujFxIyKiRjl6PQvlaq1+Wy4TMLqrbz1nEIkZDpc8ci0LZZUaiaIhIrIuTNyIiKhRDIdJDgjyhLuLg0TRkDUaHeqLmiNryyq1OGrQi0tERLVj4kZERA3S6XTYd0k8f4vDJKmpPFyU6B/kKWpjdUkiosZh4kZERA26klFkVAGQ67dRcxgm/HsvZUCn00kUDRGR9WBVSSIiapBhr0gHD2eE+rtKFI1lKi0txTfffCNqe/bZZ+Hs7CxRRJYpMswPS3dc1m+n5JXiSkYRQg0W6CYiIjEmbkRE1CDDxG1smC/XKDNQVFSEl19+WdT2+OOPM3EzENbWDe3cnZCaX6Zv23spg4kbEVEDOFSSiIjqlV9SiVO3ckVtHCZJzSUIQq3DJYmIqH5M3IiIqF4HrmRCo707B8lRIcPQzj4SRkTWLrKbOHE7dSsX+aWVdRxNREQAEzciImqA4SLJQ7t4w1kplygasgXDQryhVNz9CKLR6nDwSmY9ZxARERM3IiKqk0arQ0yi+AM1h0lSS7koFRjS2VvUxuGSRET1Y+JGRER1Opech5ziClHb2G5M3KjlIrv5irb3X86EVstlAYiI6sLEjYiI6mQ4TLKrnysCvVwkioZsSWSYv2g7u7gC55LzpAmGiMgKMHEjIqI6GQ5f4zBJMpUgbxd08VWJ2gwfFBAR0V1M3IiIqFbpBWWIu1MgajMs407UEoYPAvZeZuJGRFQXJm5ERFSrGIMP0W5OCgzo6ClRNGSLDB8EXEwpQEZBWR1HExHZNyZuRERUK8NhkqNCfeEg558NMp1BwV5wc1SI2vax142IqFb8C0xEREbK1RocupIlajNcNJmopRzkMowMFS/mzmUBiIhqx8SNiIiMnLyRi+IKjX5bEIAxBuXbiUzBcHmJQ1eyUK7W1HE0EZH9YuJGRERGDHs9+gR4wNvVUaJoyJaNMUjciis0OHkjV6JoiIgsFxM3IiIyYjjPiItuk7n4ujmiT4C7qI3DJYmIjDFxIyIikRtZxbiRVSxq4/ptDfP19YVOpxO9fH05vLQxDKtLskAJEZExJm5ERCRi2Nvh6+aInu3bSBQN2QPDBwO1PTwgIrJ3TNyIiEhk3yXDYZK+kMkEiaIhexDe3h0+BnMoOVySiEiMiRsREekVlatx/Ea2qI3DJMncZDIBYw2qlhouAE9EZO+YuBERkd6hK1mo1Oj02w5yASO6cp4WmZ/hA4Lj13NQXK6WKBoiIsvDxI2IiPQMh0lGdPKCq6NComjIngzv6gNFjSG5FRotDl3NqucMIiL7wr/GREQEANDpdFwGoAXKy8uxefNmUdtDDz0ER0euf9cYbZwcMCjYC0ev3x2qu+9SBu7t2VbCqIiILAcTNyIiAgDE3SlARmG5qI3z2xqvoKAAjz/+uKgtIyODSwI0QWSYnzhxu5wBnU4HQWBxHCIiDpUkIiIAxsMkg71d0NnXVaJoyB4ZrueWXlCOuDsFEkVDRGRZmLgREREAYK/hMEn2tlEr6+KrQpCXi6jN8IECEZG9YuJGRETILirH2aQ8URvnt1FrEwTBaHiu4QMFIiJ7xcSNiIiwPzETururAMBFKcfgzl7SBUR2y7Cn92xSHrKLyus4mojIfjBxIyIi7DUYjjY8xAeOCrlE0ZA9G9zJC84Od7/3dLqqBwtERPaOiRsRkZ1Ta7Q4YPDBmNUkSSpODnIMD/ERtRk+WCAiskdM3IiI7NypW7koKFOL2ji/jaRk+ODgQGIm1BqtRNEQEVkGJm5ERHbOsPhDj3Zt0NbdSaJoiICxYeK17wrK1Dh1K1eiaIiILAMTNyIiO2dYbp3DJElq7dyd0b1dG1Ebq0sSkb1j4kZEZMeSc0uQmF4kauP6bWQJIg163bieGxHZOyZuRER2bN9lcVESL5USfQM9pAmGqAbDnt/E9CIk55ZIFA0RkfSYuBER2bG9Cemi7dGhvpDLBImiIbqrb6AnPF0cRG2GDxqIiOwJEzciIjtVWqHBkWvZojYOkyRLIZcJGB3K4ZJERNWYuBER2akj17JQrr5bYl0uEzC6q289ZxC1LsMHCUeuZaGsUiNRNERE0lJIHQAREUljj0HvxcCOnnA3GJpGjeft7Y2MjAyjNmq+0aG+kAmAVle1XVapxdFr2ewZJiK7xB43IiI7pNPpuAyAiclkMvj6+opeMhn/zLaEh4sS/YM8RW17OVySiOwU/6IQEdmhhNRCpOaXidrGdWfiRpbHsHdt76UM6HQ6iaIhIpIOEzciIju095K4mmSglzO6+LpKFA1R3Qx7glPySnElo6iOo4mIbBcTNyIiO2Q43GxcmD8EgcsAkOUJa+uGdu5OojYOlyQie8TEjYjIzmQXleNMUp6ojfPbyFIJglDrcEkiInvDqpJERHZmf2Imak4RclHKMbizl3QB2YiKigocOXJE1DZs2DAolUqJIrIdkd388OPx2/rtU7dykV9SySqoRGRXmLgREdkZw2UARoT4wFEhlyga25Gfn4+xY8eK2jIyMuDry7XxWmpYiDeUChkq/rfuoEarw4ErmZjYp73EkRERtR4OlSQisiOVGi0OXM4UtbGaJFk6F6UCQzuL18QzXM6CiMjWMXEjIrIjsTdzUViuFrWN7cbEjSyf4TzMmMRMaLRcFoCI7AcTNyIiO2K4DECvDu7wa+NUx9FElsMwccsprsC55DxpgiEikgATNyIiO2I4v43VJMlaBHq5IMRPvNZgDIdLEpEdabXE7datW5g/fz7CwsKgUqng5eWFQYMGYenSpSgpKWnRtUtKSvDrr7/ihRdewKBBg+Dp6QkHBwd4e3tj6NCheOutt5CWlmair4SIyDrdzCrG9cxiURsTN7Imht+vey8zcSMi+9EqVSW3bNmCadOmoaCgQN9WUlKC2NhYxMbGYvXq1YiOjkZISEiTr33+/HkMHz4cRUVFRvtycnJw7NgxHDt2DB9//DFWrVqFqVOntuhrISKyVoZrX/m4OqJXB3eJoiFqurHd/LDqwHX99sWUAmQUlHG4LxHZBbP3uJ05cwZTp05FQUEBXF1dsWTJEhw5cgR79uzB7NmzAQCJiYmYMGECCgsLm3z9goICfdI2fPhw/Otf/8KuXbtw+vRp7NixA88//zxkMhkKCgrw1FNPYdu2bSb9+oiIrMU+g96Jsd18IZMJEkVD1HQDgz3h5iR+5mz4fU1EZKvM3uM2d+5clJaWQqFQYOfOnRg6dKh+X2RkJLp27YqFCxciMTERy5Ytw1tvvdWk68tkMjz++ONYvHgxevToYbQ/KioK999/PyZNmgSNRoNXXnkFV65cgSDwwwoR2Y+icjWOXc8WtXEZALI2DnIZRnX1RfSFVH3b3ksZmDooSMKoiIhah1l73E6cOIGDBw8CAJ577jlR0lZt/vz56N69OwBg+fLlqKysbNI9hg0bhg0bNtSatFV7+OGHMXnyZADAtWvXcObMmSbdg4jI2h26kolKzd3S6Q5yASO6cmFosj5jDea5HbqShXK1RqJoiIhaj1kTt99//13//plnnqk9AJkM06dPBwDk5eVh3759Zoll7Nix+vfXrl0zyz2IiCyV4fy2wZ284erYKtOciUxqTDfxA4fiCg1O3siVKBoiotZj1sTt0KFDAACVSoUBAwbUedzo0aP17w8fPmyWWMrLy/Xv5XK5We5BRGSJtFod9l7KFLWxmiRZKx9XR/QJEBfVMXwwQURki8yauCUkJAAAQkJCoFDU/WQ3LCzM6BxT279/v/599dBMIiJ7cCElH1lF5aI2zm8ja2Y4XJIFSojIHphtnExZWRmysrIAAAEBAfUe6+npCZVKheLiYiQlJZk8lnPnziE6OhoA0KtXr2YlbsnJyfXuT01NrXc/EZFUDHsjOvuq0NFbJVE0RC0XGeaHT3Zf0W/fyCrGjaxidPLh9zUR2S6zJW41S/u7uro2eHx14lbbemwtUV5ejlmzZkGjqZq4vGTJkmZdJzAw0JRhERG1GsPEbRyHSZKVC2/vDh9XR1FP8t5LGXhuRCcJoyIiMi+z9rhVUyqVDR7v6OgIACgtLTVpHC+//DJiY2MBADNmzMDEiRNNen0iIkuWUVCGCyn5ojbDYWZkGp6enrh48aJRG5meTCZgbDdf/Hzq7miYfUzciMjGmS1xc3Jy0r+vqKho8Pjq4iHOzs4mi+Ff//oXVq9eDQAYNGgQvvjii2Zfq6EhnKmpqYiIiGj29YmIzGGPQW+bm6MCg4K9JIrGtikUCvTs2VPqMOxGZJifKHE7fiMbhWWVcHNykDAqIiLzMVvi5ubmpn/fmOGPxcXFABo3rLIxvvrqKyxatAhAVfGTrVu3QqVq/tj3hubpERFZot3x6aLtUd184SA3a10qolYxMtQXSrkMFRotAKBSo8P+xEw82Lu9xJEREZmH2f56Ozk5wdvbG0DDhT1yc3P1iZsp5pL997//xYsvvggA6NixI3bt2gUfH58WX5eIyJqUVKhx6GqWqC2qh79E0RCZlqujAkO6eIvaDB9UEBHZErM+du3RowcA4OrVq1Cr1XUed+nSJf37lpbq37x5M6ZPnw6tVot27dphz5497C0jIrt06EoWytVa/bZcJmBMKOe3ke24x2BZi72XMlCp0dZxNBGRdTNr4jZixAgAVcMgT506VedxNddYGz58eLPvt2fPHjz++ONQq9Xw9vbGrl270KVLl2Zfj4jImu1OEPc+RAR7wd2F83/Idow36EEuKFMj9mauRNEQEZmXWRO3Rx55RP9+7dq1tR6j1Wqxbt06AICHhwfGjh3brHsdOXIEDz/8MMrLy+Hu7o4dO3ZwkjgR2S2NVoc9CeLCJPdwmKRZqdVqxMXFiV71jTahlmvn7ozwDm1EbYYPLIiIbIVZE7eIiAiMHDkSALBmzRocPXrU6Jhly5YhISEBADB37lw4OIifBsfExEAQBAiCgJkzZ9Z6n7Nnz2LChAkoLi6GSqVCdHQ0BgwYYNovhojIipxNykV2sbii7/juTNzMKTc3F+Hh4aJXbi57f8zN8Pt6V3w6dDqdRNEQEZmP2apKVlu+fDmGDx+O0tJSREVFYdGiRRg7dixKS0uxfv16rFq1CgAQGhqK+fPnN/n6165dw7333ou8vDwAwLvvvgt3d3ejtXRq8vPzg58f53kQke3aFS/ubevm74YgbxeJoiEyn/Hd/fHJ7iv67ds5JbiSUYRQf7d6ziIisj5mT9z69euHDRs2YNq0aSgoKNCX6K8pNDQU0dHRoiUEGuvgwYPIyLj7AeX1119v8JzFixfjrbfeavK9iIisheFwsfE9+LCKbFPP9m3Q3t0Jd/LL9G274tOZuBGRzWmVxXwmTpyI8+fP4/XXX0doaChcXFzg4eGBgQMH4oMPPsCZM2cQEhLSGqEQEdm8G1nFuJohXj+TwyTJVgmCYFSkhPPciMgWCToOBDeJ5ORk/Rp0SUlJXIKAiCTz9YHrWLI1Qb/t6+aI42+Og0wmSBiV7cvMzDQahp+RkQFfX99G7afmO5CYienfnNBvCwJwfNE4+Lk5SRgVEZFptUqPGxERtZ5dhsMku/sxaSObNrizF1wd787+0OmAvQZVVYmIrB0TNyIiG5JbXIHYmzmiNg6TJFvnqJBjdKi455LDJYnI1jBxIyKyIfsuZ0BbYwC8k4MMw0N8pAuIqJUYFuA5eCULpRUaiaIhIjI9Jm5ERDbEsJdhZFdfODnIJYqGqPWM7eYHeY0hweVqLQ5dzZIwIiIi02LiRkRkI8rVGuy/nClqu4fDJMlOeLgoMSjYU9S2O57DJYnIdjBxIyKyEUevZaO4xtAwQQDGhnH9NrIfhvM591xKh0bL4tlEZBuYuBER2QjDYZL9gzzh6+YoUTREre8eg/XcsooqcDYpT5pgiIhMjIkbEZEN0Ol02B0vLn/OapJkbzp6q9DVz1XUxuqSRGQrmLgREdmAuDsFSCsoE7Xd04PDJMn+GPa6cZ4bEdkKJm5ERDZgl8GH02BvF3Txda3jaCLbNd4gcbuSUYSbWcUSRUNEZDoKqQMgIqKWM0zcxnf3hyAIdRxN5uDu7o59+/YZtVHr6hvgAR9XJbKKKvRtuxPSMWtkZwmjIiJqOSZuRERWLiWvFPGpBaI2w14HMj+lUokxY8ZIHYbdk8kEjAvzx4bYJH3brngmbkRk/ThUkojIyu0xKL7g4eKAgR096ziayPYZPriIvZWL3OKKOo4mIrIOTNyIiKyc4TDJyG5+UMj5653s14gQHzg53P0Z0Gh1iEnMqOcMIiLLx7/sRERWrKCsEseuZ4vaOEyS7J2zUo4RIb6itp1xrC5JRNaNiRsRkRXbdykDlRqdflspl2FkVx8JIyKyDIbLYcRczkRZpUaiaIiIWo6JGxGRFdt2IU20PaKrD9ycHCSKxr5ptVpkZmaKXlqtVuqw7Nb47v6Q1SisWlqpwYHETOkCIiJqISZuRERWqrRCYzRv576ebSWKhrKzs+Hn5yd6ZWdnN3wimYW3qyMiOnmJ2rZfTKvjaCIiy8fEjYjISu1PzERZ5d0eHblM4Pw2ohoMH2TsTkhHhZq9oERknZi4ERFZqR1x4t6DwZ284KVSShQNkeW5N1ycuBWUqY2K+RARWQsmbkREVqhCrcVug/Xb7gvnMEmimtq5O6NvoIeobXsch0sSkXVi4kZEZIWOXMtCYZla1BbVg4kbkSHDBxo749Kh0erqOJqIyHIxcSMiskKGwyT7BXmgrbuTRNEQWa57Dea5ZRWV49StXImiISJqPiZuRERWRqPVGS0mfD+HSRLVqpOPCmFt3URtrC5JRNaIiRsRkZWJvZmD7OIKUZthrwIR3WX487EjLg06HYdLEpF1YeJGRGRlthn0FnRv1wYdvVUSRUNk+e7vJU7cUvJKcTGlQKJoiIiah4kbEZEV0el0RvPbuOg2Uf26+bsh2NtF1LY9LlWiaIiImoeJGxGRFTmfnI/U/DJRm2FvAhGJCYJgtKbbtoscLklE1oWJGxGRFTFcg6qzjwpd/VwliobIehj2TF/PLMbVjCKJoiEiajombkREVkKn0xlVw7s3vC0EQZAoIiLr0SfAA+0MlsxgdUkisiZM3IiIrERiehFuZBWL2ji/jahxZDLBqLqkYQ82EZElY+JGRGQlDHsH2rs7oXeAu0TREFkfw8Qt7k4BknJKJIqGiKhpFFIHQEREjWPYO8BhkpalTZs2+Omnn4zayHIMCvaEl0qJnBrrIG6/mIbZozpLGBURUeMwcSMisgK3souRkCped4rDJC2Lo6MjpkyZInUYVA+FXIZ7uvtjQ2ySvm17HBM3IrIOHCpJRGQFDIdJ+rgqMTDYS6JoiKzXfQbLZ5y6lYuMgrI6jiYishxM3IiIrIDhMMl7erSFXMZhkkRNNayLN9wcxQOOdsSnSxQNEVHjMXEjIrJwafllOHM7T9R2XziHSRI1h6NCjsjufqK2HVwWgIisABM3IiILt8Ogt83NSYGhnb0liobI+hnODz16PRu5NQqWEBFZIiZuREQWbtvFVNH2+O7+UCr465uouUZ384WTw92fIY1Wh10JHC5JRJaNf/mJiCxYRmEZTtzIEbUZrkVFliEzMxOCIIhemZmZUodFtXBRKjA61FfUtvVCah1HExFZBiZuREQWbMfFNGh1d7dVSjnGdPOt+wQiapQHerUTbR+6koW8Eg6XJCLLxcSNiMiC/XHeYJhkD384OcgliobIdozr7g/HGkOO1VoddsZxuCQRWS4mbkREFiq9oAwnboqHSU4w6CUgouZxdVRgbDdxdckt5+9IFA0RUcOYuBERWahtF1KhqzFM0tVRgVGhHCZJZCoTeosfhBy5lo0cVpckIgvFxI2IyEJFGxRLuIfDJIlMKjLMz6i6pOHyG0REloKJGxGRBUrLL8PJm7mitgd7c5gkkSmpHBUYF+Yvaos+z+qSRGSZmLgREVkgw942NycFRnT1kSgaIttlPFwyC1lF5RJFQ0RUNyZuREQWKNqgSEJUj7ZwVHCYJJGpje3mB+caQ5C1OmD7RQ6XJCLLw8SNiMjCpOSV4vTtPFEbh0kSmYezUo5x3cXVJTlckogsERM3IiILs81gmKS7swOGh3CYJJG5PNi7vWj7+I1sZBSWSRQNEVHtmLgREVmYLefEwyTv7ekPpYK/ronMZUw3X6iU4uGSW9nrRkQWhp8EiIgsyI2sYpxLzhe1TTDoDSAi03JykGN8D3F1yc3nuBg3EVkWJm5ERBbEsLfNW6XE8C7eEkVDZD8e7it+QHL6dh6SckokioaIyBgTNyIiC6HT6bDpbIqobULvdlDI+auayNxGhPjCw8VB1MZeNyKyJAqpAyAioirxqQW4llksanuoD4dJWgtXV1d8/vnnRm1kHZQKGe4Pb4f/nritb9ty7g5eGhsiYVRERHcxcSMishCbz4qf7nfwcEb/IE+JoqGmcnZ2xksvvSR1GNQCD/dtL0rcLqUV4nJaIbq1dZMwKiKiKhx/Q0RkAbRandH8tol92kMmEySKiMj+RAR7oW0bJ1Hb5nMpdRxNRNS6mLgREVmA2Fu5uJMvXjfKsFgCEZmXTCZgYh/xYvebz92BTqeTKCIioruYuBERWQDDp/pd/VwRxuFZRK3uoT4dRNtJOaU4k5QnTTBERDUwcSMiklilRotog8V+H+7bHoLAYZJErS28Qxt09lGJ2gznnxIRSYGJGxGRxA5dzUJuSaWobSKrSRJJQhAEo5+/P86nQq3RShQREVEVJm5ERBLbdEY8TLJvoAc6eqvqOJosVVZWFnx9fUWvrKwsqcOiZnjIYH5pVlE5jlzLligaIqIqTNyIiCRUXK7Gjrh0URvXbrNOOp0OWVlZoheLWlinLr6u6NXBXdT22xlWlyQiaTFxIyKS0PaLaSit1Oi35TLB6Gk/EbW+R/qJi5Rsv5iG4nK1RNEQETFxIyKSlOFT/FFdfeDj6ihRNERU7aE+7SGvsY5iaaUG2y+mSRgREdk7Jm5ERBJJyy/D4WviOVCT+gdIFA0R1eTr5oiRXX1EbRwuSURSYuJGRCSR38+moOYUKFdHBaJ6+EsXEBGJTDZ4kHL4WhbS8sskioaI7B0TNyIiCeh0Ovx2Wvz0/v7wtnBykEsUEREZiurhD1dHhX5bpwM2nWWvGxFJg4kbEZEE4lMLcDm9UNRm+HSfiKTl5CDH/eFtRW2/nk5htVAikgQTNyIiCRj2tnXwcMbgTl4SRUNEdZnUX1xd8nJ6IeJTCySKhojsGRM3IqJWptZosencHVHbw33bQ1ajgh0RWYYhnbzR3t1J1Gb44IWIqDUwcSMiamWHr2Ujs7Bc1DbZ4Kk+EVkGmUwwWtNt07k7UGu0EkVERPaKiRsRUSvbeCpZtN2rgztC/NwkioaIGmL4YCWzsBwHr2TVcTQRkXkwcSMiakX5JZXYESdexJe9bUSWLcTPDb0D3EVtP59KkigaIrJXTNyIiFrR5nMpqFDfHWKllMvwSF8mbkSWbsrAQNH2rvh05BRXSBQNEdkjJm5ERK3oZ4NhkuN7+MFTpZQoGiJqrId6t4dScfdjU6VGxzXdiKhVKRo+hIiITOFSWgHOJ+eL2qYMCKzjaLI2Li4uWLx4sVEb2QZ3Fwfc27MtttSoCPtzbDKeGd5JwqiIyJ4wcSMiaiU/x4p72/zbOGJkVx+JoiFTU6lUeOutt6QOg8zo8YEBosQtPrUAF1PyEd7BvZ6ziIhMg0MliYhaQYVai9/PiIdVTe4fAIWcv4aJrMWwLj5Ga7oZVoklIjIXfmIgImoFey9lINugkMGUAQESRUNEzSGXCXjU4Of297MpKFdrJIqIiOwJEzciolaw0aB0+MCOnujs6ypRNETUXI8ZJG55JZXYHZ8hUTREZE+YuBERmVlGYRn2Xc4UtU0ZyN42ImvU0VuFwZ28RG1c042IWgMTNyIiM/vlVAo0Wp1+29lBjgm920sYERG1xOMGa7odSMzEnbxSiaIhInvBxI2IyIy0Wh3Wn7wtanugVzu4OrKor63JyclBz549Ra+cnBypwyIzuL9XW9HPsFYHbDjJXjciMi8mbkREZnT0ejZuZZeI2p4czLXbbJFGo0F8fLzopdGwaIUtclEq8HBfca/5T7FJUGu0EkVERPaAiRsRkRn9eELc2xbq74r+QZ4SRUNEpvJERJBoOzW/DPsTM+s4moio5Zi4ERGZSVZROXbGpYnanogIgiAIEkVERKYS3sEdvQPEC2//1+BBDRGRKTFxIyIyk19OJaNSc7coiaNChsn9WE2SyFYY9rrtvZSB1HwWKSEi82DiRkRkBlqtzujp+4Te7eDu4iBRRERkahP7tIdKKddva3XATyeTJYyIiGxZqyVut27dwvz58xEWFgaVSgUvLy8MGjQIS5cuRUlJScMXqIdWq0V8fDy+/fZbvPjiixg0aBAcHR0hCAIEQUBMTIxpvggiokY6dj0bNw2Lkhg8nSci6+bqqMDD/TqI2jacvC1a/oOIyFRapR71li1bMG3aNBQUFOjbSkpKEBsbi9jYWKxevRrR0dEICQlp1vW///57zJw500TREhG1nGFRkq5+rhjQkUVJiGzNkxFB+PH43Z/3O/llOJCYibFhfhJGRUS2yOw9bmfOnMHUqVNRUFAAV1dXLFmyBEeOHMGePXswe/ZsAEBiYiImTJiAwsLCZt1Dp7v7ZMvBwQH9+/dHr169TBI/EVFTZReVY4dBUZInB7MoCZEtCu/gjl4dxEVKfjjOIiVEZHpmT9zmzp2L0tJSKBQK7Ny5E4sWLcLQoUMRGRmJVatW4cMPPwRQlbwtW7asWffo0aMHPv30Uxw9ehQFBQU4deoUJk+ebMovg4io0TbEJhkVJZlkMJyKiGyHcZGSdKTksUgJEZmWWRO3EydO4ODBgwCA5557DkOHDjU6Zv78+ejevTsAYPny5aisrGzyfSIiIvDKK69gyJAhcHJyalnQREQtoNHq8MMx46IkHi5KiSIiInN7qG97uDrenX2i1QE/HLslYUREZIvMmrj9/vvv+vfPPPNM7QHIZJg+fToAIC8vD/v27TNnSEREZrUnwfhJ+/ShwdIEQ0StwtVRgcn9xb3q608moaxSI1FERGSLzJq4HTp0CACgUqkwYMCAOo8bPXq0/v3hw4fNGRIRkVmtOyp+yt4nwB19Az2kCYaIWs30oR1F2znFFdh6IVWiaIjIFpm1qmRCQgIAICQkBApF3bcKCwszOsfSJCfXvy5Laip/ORPZu6sZRTh0NUvU9jR724jsQoifG4Z18caRa9n6tnVHb2Fy/wAJoyIiW2K2xK2srAxZWVUfYAIC6v+l5enpCZVKheLiYiQlJZkrpBYJDAyUOgQisnD/MZjT4unigAd7t5MoGiJqbdOHBosSt7NJeTifnIfeAR7SBUVENsNsiVvN0v6urq4NHl+duBUVFZkrJCIisykqV+OXU+Ke+amDguDkIJcoImptTk5OePHFF43ayH6M7+6H9u5OuJNfpm9bd/QW/j3FQ7qgiMhmmLXHrZpS2XA1NUdHRwBAaallls9tqCcwNTUVERERrRQNEVma386koLBcrd+WCcBTg4PqOYNsjZubG7744gupwyAJKeQyPDWkI5buuKxv23zuDhY90B1eKlaWJaKWMVviVvMpY0VFRYPHl5eXAwCcnZ3NFVKLNDTck4jsl06nw7ojN0VtkWH+CPRykSYgIpLM1EGBWL77Cio0WgBAhVqLDSeT8MKYLhJHRkTWzmxVJd3c3PTvGzP8sbi4GEDjhlUSEVmSI9eycSVD/HtuxrCOdRxNRLbMx9UREwzmtv7n2C2o/5fIERE1l9kSNycnJ3h7ewNouCJjbm6uPnFjERAisjZrDt0QbXf2UWF4Fx+JoiEiqRkuDZCSV4rtcWkSRUNEtsKs67j16NEDAHD16lWo1eo6j7t06ZL+fffu3c0ZEhGRSV3NKMLeSxmitmdGdIJMJkgUERFJrV+QJ/oFeYjavj54AzqdTpqAiMgmmDVxGzFiBICqYZCnTp2q87j9+/fr3w8fPtycIRERmdTaw+LeNndnBzzav4NE0RCRpZg1orNo+1xSHk7fzpUoGiKyBWZN3B555BH9+7Vr19Z6jFarxbp16wAAHh4eGDt2rDlDIiIymdziCvxyWjwU/KnBQXBRmq3uE1mwvLw8jBkzRvTKy8uTOiySyL09/dHBQ1xwzXBYNRFRU5g1cYuIiMDIkSMBAGvWrMHRo0eNjlm2bBkSEhIAAHPnzoWDg4Nof0xMDARBgCAImDlzpjnDJSJqkh9P3EZZ5d2CAwqZgOlDg6ULiCRVWVmJ/fv3i16VlZVSh0USUchleGZ4sKht+8U0JOWUSBMQEVk9sz8WXr58OYYPH47S0lJERUVh0aJFGDt2LEpLS7F+/XqsWrUKABAaGor58+c3+z7ffvutaPvs2bP699u3b8fNmzf12yEhIfphnEREzVGh1uI7gyUAJvZpj7buXHCZiKo8PigQH+9KRHGFBgCg1QFrD9/EPyb2kDgyIrJGZk/c+vXrhw0bNmDatGkoKCjAokWLjI4JDQ1FdHS0aAmBpnrmmWfq3PfBBx+ItmfMmMHEjYha5I/zd5BRWC5qe25EJ4miISJL1MbJAVMHBeGbGnNhf4pNwmv3dEUbJ4d6ziQiMmbWoZLVJk6ciPPnz+P1119HaGgoXFxc4OHhgYEDB+KDDz7AmTNnEBIS0hqhEBG1mE6nw+qD4rkqgzt5IbyDu0QREZGlemZ4MGoWmS0qV2PDiSTpAiIiq9VqM+g7duyIjz76CB999FGTzhszZkyjyueyxC4RtZZDV7MQn1ogaps1snMdRxORPQv0csG9Pdti28W767h9c/gGZgwLhlLRKs/PichG8DcGEVETrdh3TbQd7O2CcWF+EkVDRJbO8MFOan4Zfj+bIlE0RGStmLgRETXBmdu5OHo9W9T2/OguXHCbiOo0oKMnIoK9RG0r91+DVsvRQkTUeEzciIia4MsYcW+bn5sjJnPBbSJqwAtju4i2r2cWY2d8Wh1HExEZY+JGRNRIVzMKsTM+XdQ2a2QnOCrkEkVERNZiTKgvwtqKq2d/GXONc/SJqNGYuBERNdKXMddF222cFHhycEeJoiEiayIIAl4YI+51O5ecjyPXsus4g4hIjIkbEVEjpOSVYpNBMYEZw4Lh6thqxXmJyMpN6NUOQV4uojbD4ddERHVh4kZE1AhfH7gOdY1CAk4OMswcFixdQERkdRRyGeaMEleYPHQ1C+eT86QJiIisChM3IqIGZBaWY/3J26K2Pw0Kgrero0QREZG1emxAAHwMfnd8tveqRNEQkTVh4kZE1IBVB66hrFKr35bLBMwa2UnCiIjIWjk5yPHcCPHvj13x6biYki9RRERkLTg5g4ioHpmF5fj+2C1R26P9OyDA06WOM8heKZVKPPbYY0ZtRIaeHtoRXx24hrySSn3b8j1X8PX0gRJGRUSWjokbEVE9autte3lsVwkjIkvl7u6On3/+WeowyAq4Oiowe2RnLN1xWd9W3esW3sFdwsiIyJJxqCQRUR3q6m0L8mZvGxG1zIxhwfBwcRC1Ld9zRaJoiMgaMHEjIqoDe9uIyFyqe91q4lw3IqoPEzciolqwt42IzI29bkTUFEzciIhq8dV+9rYRkXmx142ImoKJGxGRgdT8UqxjbxsRtYLaet3+vfNyHUcTkT1jVUkiIgOf7LqCCvXd3jYFe9uoEfLz8zFr1ixR2+rVq+HuziqBVLfaKkzGXM7EsevZGNLZW8LIiMjSMHEjIqrhakYRfj6VJGr7U0Qge9uoQRUVFdi4caOobcWKFRJFQ9bkmeHBWHv4JrKKyvVtH2y/hF9fGAZBECSMjIgsCYdKEhHV8O8dl6HV3d12dpDj1XHsbSMi83FRKjB3XIio7cztPOyMT5coIiKyREzciIj+52xSHrbHpYnanhvRCX5uThJFRET24k8RQeho0LO/dMdlaGo+SSIiu8bEjYgIgE6nwwfbLonaPFwcMGd05zrOICIyHQe5DPPuCRW1Xc0owi+nkyWKiIgsDRM3IiIAB69k4ej1bFHbS2NC0MbJoY4ziIhMa2Lv9ujRro2o7ZNdiSir1EgUERFZEiZuRGT3NFod3tuaIGpr5+6Ep4d2lCgiIrJHMpmAhfd1E7XdyS/D2sM3pQmIiCwKEzcisnsbTibhUlqhqO318aFwcpBLFBER2avRob4Y0tlL1PbFvqvILCyv4wwishdM3IjIrhWUVWKZwWK3YW3dMLl/B4kiIiJ7JggC/vZAD9RcBaCoXG30e4qI7A8TNyKya1/svYrs4gpR2z8e7AGFnL8eiUgavQLc8Wj/AFHbhtgkxN3JlygiIrIE/GRCRHbrZlYxvjl8Q9R2Tw9/DAvxkSgiIqIqC+7tBhfl3eHaOh3wzpZ46HRcHoDIXjFxIyK79a9tCajU3P0Q5CAXsOiB7hJGRERUxb+NE14c00XUdvxGDnbEcVFuInvFxI2I7NKRa1lGH4BmDgtGJx+VRBEREYnNGtkZHTycRW3vbU3g8gBEdoqJGxHZnQq1Fv/YFCdq81Ip8XJkV4kiIiIy5uQgxxv3h4nabueU4Kv91yWKiIikxMSNiOzO6kPXcTWjSNQ2755QuDtzsW0isiwP9m6HgR09RW1fxFzFzaxiiSIiIqkopA6AiKg1JeWU4NM9V0RtvTq444mIIIkiIlvh4OCA0aNHG7URtYQgCHj74Z6Y+NkhaP83JbdCrcU/Nsfhu2cGQai5bgAR2TQmbkRkV97eEoeySq1+WxCAJZPCIZfxww+1jIeHB2JiYqQOg2xQz/bumDmsk6gK7oHETGy9kIYJvdtJGBkRtSYOlSQiu7EzLg27EzJEbdMGd0TvAA9pAiIiaqR5UaHwb+MoanvnjzgUllVKFBERtTYmbkRkF0oq1Hh7S7yozcfVEX+5t5tEERERNZ6rowL/eLCnqC29oBwf77pSxxlEZGuYuBGRXVi2MxEpeaWitr9P6M6CJERkNR7o1RajQn1Fbd8euYFzSXnSBERErYqJGxHZvFO3ckRzQwBgaGdvPNy3vUQRERE1nSAIeOehnlAq7n580+qABRvPoVzNtd2IbB0TNyKyaWWVGizYeB463d02pUKGdyeFsxobEVmdYB8VXo0MEbUlphfh871XJYqIiFoLq0oSkU37eFcirmeK1zuad08ouvi6ShQR2arCwkK88cYborb3338fbm5uEkVEtur50V2w7WIa4u4U6NtWxFzDvT3bIryDu4SREZE5CTpdzefQ1FzJyckIDAwEACQlJSEgIEDiiIjozO1cPPrlEf3aRwDQJ8Adv7wwDAo5BxyQaWVmZsLPz0/UlpGRAV9f30btJ2qK+DsFeOjzQ1DX+AXXvV0bbHppuGgoJRHZDv5kE5FNKldrsHDjeVHSppTLsHRKHyZtRGT1erRvgxfHiodMJqQWYEUMh0wS2Sp+eiEim7R0+2VcySgStb06LgSh/hy2RkS24eWxIQhrK/6d9vneq6wySWSjmLgRkc05kJiJ1YfEVSTDO7TB86O7SBQREZHpKRUyLH2sD+Syu4WW1FodXttwFsXlagkjIyJzYOJGRDYlp7gC838+J2pTKmT495Q+cOAQSSKyMb0C3PGSwZDJG1nFeHtLnEQREZG58FMMEdkMnU6HhRvPI7OwXNT+5v1hCGvbRqKoiIjM69XIEPQL8hC1/RSbjK0XUqUJiIjMgokbEdmMH47fxu6EdFHb6FBfzBwWLE1AREStQCGXYfnUflAp5aL2N345jzt5pRJFRUSmxsSNiGzC5bRCvBsdL2rzVinx7yl9uNA2Edm8IG8XvPNwuKitoEyN19afhVqjlSgqIjIlJm5EZPUKyyrx5/+cQlml+MPJ0im94evmKFFURESta3L/DpjYp72o7cTNHCzdcVmiiIjIlJi4EZFV0+l0WPDzedzIKha1zxjaEZFh/hJFRUTU+gRBwLuPhKODh7Oo/asD17H9Iue7EVk7Jm5EZNW+Pngd2+PSRG29A9yxaEJ3iSIiIpKOu7MDVjzVH0qDKrp/+fk8rmcW1XEWEVkDJm5EZLWOXc/GB9vFQ4A8XKo+tDgq5HWcRURk2/oEeuAfE3uI2orK1XjhP6dRUsH13YisFRM3IrJKKXmlePnHM9Bodfo2QQA+mdoXAZ4uEkZGRCS9pwYHYXK/DqK2y+mFWLjxPHQ6XR1nEZElY+JGRFanuFyNWd/FIqtIvF7b3HFdMaabn0RRETVfQUEB3njjDfTp0wcdOnTAoEGDMGvWLKxZswZXr16t99yVK1dCo9G0UqRkLQRBwJJJvRDW1k3U/sf5VCzfc0WiqIioJRRSB0BE1BQarQ5z159FQmqBqH10qC9ejewqUVREgFwuR48ePYzaGmPOnDkYMWIEfvjhByiVSiQkJODIkSP46quvMGfOHAQGBuKee+7B+PHjERERgcDAQOTm5uK3335Dampqo+9D9sVZKceX0wbgoc8OobD87hDJT3ZfQRdfV6MKlERk2QQd+8tNIjk5GYGBgQCApKQkBAQESBwRkW16b2sCVh24Lmrr7KvCby8Oh7uzg0RRETUsMzMTfn7iHuGMjAzk5+fjyJEjmD59eq3nZWVlYceOHdi2bRuOHz+OO3fuQKPRoGPHjpg5cyYWLlzIxI3qFXM5A89+exI1RpbDUSHDhueHom+gh2RxEVHTMHEzESZuROa34eRt/PWXC6I2DxcH/P7icAT7qCSKiqhx6krcfH19JYqI7Mnawzfw9pZ4UZuPqyM2vTzcaPkAIrJMnONGRFZhT0I6Fv12UdTmIBewctoAJm1ERA2YOSwY04YEidqyisox45sTyC2ukCgqImoKJm5EZPFO3szBiz+cFlWQBIAlj/TCkM7eEkVFRGQ9BEHA4ok9MSLER9R+NaMIM789ieJyLhNAZOmYuBGRRUtILcCz355EuVoran9+dGc8PihQoqiIiKyPg1yGL57qjxA/V1H7uaQ8/Pk/p1Bh8HuWiCwLEzcisli3s0sw/ZsTKCwTPwl+tH8A/npvmERREZlWQEAABEFAZGRkg8devHgRCoUCgiBg2bJlrRAd2Rp3ZwesezYC7d2dRO0Hr2Rh3k9njUY2EJHlYOJGRBYpKacET64+hsxC8Vpt48L88P6jvSCTCRJFRmSsOvnq1KkT3nrrLf2ruLi43vNWrFiBwYMHAwBOnz7d4MLI8+bNg0ajQZcuXfDKK6+YLH6yL+09nLHuucHwdBFX4v3jfCre+OU8tEzeiCwSEzcisjhJOSX406pjSM4tFbUPCvbEF0/1h4Ocv7rIslQnXzdv3sTbb7+tf5WUlNR73qxZszBkyBAAQH5+PhITE+s8dsuWLdi1axcA4MMPP4RSqTRR9GSPQvxcsfaZCLgoxUtJ/HwqGQt/Oc+eNyILxE8/RGRRqpO2lDxx0hbW1g2rZwyCkwPXqyLLU518NZVSqRSdGxsbW+txlZWV+Mtf/gIAGDVqFCZPntys+xHV1DfQA6ueHggHuXgEw8ZTyVi4kckbkaVh4kZEFqOupK2bvxt+mDWYC2yTxWpM4lZZWVlr+8CBA6FQKAAAJ0+erPWYzz//HImJiRAEAR9//HHzAyUyMKKrD1ZOGwClwUiGX04nY8HGc0zeiCwIEzcisggJqQV49Msjtfa0/Th7MLxdHSWKjKhhNZOvuqxZs6bWdmdnZ/Tu3RtA7YlbdnY23nnnHQDA9OnT0b9//xZGSyQ2rrs/Vj7d3yh5+/V0Cl764TTKKjUSRUZENTFxIyLJnbiRg8e/OooMg0IkYW2retqYtJGlc3Z2Ro8ePercn52dXW8VyOoeu7Nnz0KjEX9IXrx4MfLy8qBSqfDee++ZJmAiA5Fh/vjqaeOet+1xaZj+zQnkl9beY0xErYeJGxFJakdcGqatOW5U8r+qp20IkzayGgMGDKhz3+LFi5Gfn1/n/urEraSkBHFxcfr2+Ph4fPXVVwCAhQsXon379iaKlsjY2DC/quRNIf54eOJGDqZ+dRQZBWUSRUZEABM3IpKITqfDuqM38UIti74OCvbEhjlD4aVi1TyyHnUlbjWTr7rUnCNXc7jk/PnzoVarERAQoC9OQmROY8P88N0zEXBzFA/9vZRWiMlfHsHltEKJIiMiJm5E1Ooq1Fr87feL+MemOBjOex/f3R/fPzcY7i4sRELWZeDAgbW2Vydf9fWWde3aFV5eXgDuVpbcunUrtm/fDgB477334OLiYuKIiWo3tIs3Njw/FL5u4hEPybmlmLziMHbFp0sUGZF9Y+JGRK0qp7gCT685jh+P3zbaN3VgIFZO68+S/2SVOnfubNS2e/duffK1aNGies+vXgvu5MmTUKvVmD9/PoCqhHDatGkmjpaofj3at8Evfx6GYG/xA4PiCg3mfB+LL/ZdbXDBeCIyLSZuRNRqLqbk4+EvDuH4jRyjfa+O64r3H+0FBRfXJhuyePFiAFXJ15QpU+o9tnq45IULF/DJJ5/g0qVLAICPP/4YgiDUdyqRWQR5u2DjC8PQN9BD1K7TAUt3XMbc9WdRXK6u/WQiMjl+QiIis6uezzZ5xREk5YjL/Ts5yPDZE/0w755Qfjglm3PlyhUAjUu+qhO3iooKfe/cY489hhEjRpg3SKJ6+Lg6Yv2cIZjcr4PRvs3n7mDi54eQkFogQWRE9oeJGxGZVUFZJV768TT+sSkOFRpxEZJ27k74+flhmNiHlfLIdjU2+Ro8eLA+uausrISjoyM+/PBDc4dH1CAnBzmWPd4Hb9wfBsPnD9czi/HIF4fx4/HbHDpJZGZM3IjIbE7cyMGETw9i64U0o339gzyw6eXh6BXgLkFkRK2jKcmXu7s7wsLC9NuvvvoqOnXqZK7QiJpEEAT8eXQXrJkx0KjiZLlai0W/XcDLP55BTnGFRBES2T4mbkRkcmWVGvzzj3hMXXXUaGgkAMwZ1Rkbnh8KPzcnCaIjaj2zZs1qUvLl5+cHAPD19cXf/vY3c4VF1GyRYf6IfnUketfy0C36QiqiPj6AnXHGD+uIqOWYuBGRSZ26lYsHlh/EmkM3YDhqxsPFAWtmDMSiB7rDgUVIyMYIggAfHx8oFAr99rx58xp9/smTJ7F//34AwNtvvw13d/ZGk2UK8nbBz38eimeGBxvtyyoqx5zvT2HehrPIK2HvG5Ep8ZMTEZlEXkkFFv12AY+tPILrWcVG+wd29MTWV0diXHd/CaIjMj8fHx9s3boVanVVlb0vvvii1iUC6rJw4UIAQHh4OObMmWOWGIlMxVEhx+KJPbFy2gB41LLu5q9nUjBu2X5sPJXMuW9EJsLEjYhaRKvV4afYJEQu2/+/yeni/UqFDH97oDs2PD8U7T2cpQmSqJU0N/lavXo1YmJiAACff/455HKuZUjW4b7wttj52iiM7+5ntC+7uAJ/+fkcHv/qKC6lsfIkUUspGj6EiKh2J2/m4L2tCThzO6/W/X0C3LHs8T4I8XNr3cCIJNCc5OvChQs4ePAglixZAgB4/vnnMXr0aHOGSWRyfm2c8PX0gfjldAre3hKHwjLx2m4nb+ZiwqeH8NTgILw6rit8XB0lipTIugk69l+bRHJyMgIDAwEASUlJCAgIkDgiIvO5mlGED7Zfwq749Fr3OzvIMXd8V8wa0YkLapPNKikpwZ07d1BYWIjNmzdjyZIlqKysxPPPP4+VK1caHZ+ZmakvPlKbiIgIxMTEwNmZPdNkvVLzS7F4Uxx21vH3QaWU4/nRXTBrZCe4KNl/QNQUTNxMhIkb2YObWcVYEXMVv5xOgUZb+6+Oe3v64x8Te6IDh0WSjfv666+NhkPWl3zVlrg5OjoiODgYjz/+OBYsWAA3N/ZOk23YeykdizfH1VpZGAB83RzxwugueCIiCM5KDg0magw+6iCiBl3NKMIX+65i09kU1JGvoaO3C96a2BNjw+ruUSCyJadPnwZgnHw1pccsKSkJvr6+5gqRSDKRYf4Y1sUHK/ZdxcoD11Gh1or2ZxaW450/4rEi5ipmj+yMaUM6QuXIj6VE9WGPm4mwx41sjU6nw/EbOfjm0A3sSkg3KjpSzUulxKuRIXhycEcoFRwWSfartLQU33zzjajt2Wef1SdytfW4ZWRkMHEjm5eSV4qPdibi1zPJdf4t8XBxwJMRQZg+NBht3bnGJ1FtmLiZCBM3shVllRpsOXcHaw/fRHxq3VXAnBxkmDWiM54f3RluTsaloInsTUOJGRM3snfxdwrwwfZL2J+YWecxCpmA+3u1w8xhwegf5AFBEFoxQiLLxj5pIgIAXEzJx4aTSfj9bIpRRbCaXJRyPD2kI2aN7AxfN1YGIyKixunRvg2+ezYCsTdz8OneqzhQSwKn1uqw5dwdbDl3B6H+rnh8YCAm9w+Al0opQcREloU9bibCHjeyRil5pYg+fwe/n7lTb+8aALg5KjBjWDCeHdGJf0CJasEeN6KmOZeUh8/2XsXuhNorUFZzkAsYF+aPh/q2R2SYH5wcWMyE7BN73IjsTHJuCXbHp+OP86mIvZXb4PEdvV3wzLBgPDYwEK6cOE5ERCbSJ9ADq2cMxNWMInx75AZ+OZWC0kqN0XGVGh22x6Vhe1waVEo57unhj/t7tcPIrj5cUoDsCr/biWycRqvD+eQ87LuUgV0JGUhooGcNAAQBGBHig5nDgjG2mx9kMs4xICIi8wjxc8W7j/TCgqgw/Pfkbfx4/DZu55TUemxxhQa/n72D38/egVIhw4gQH4zv7o/R3Xy5DA3ZvFZL3G7duoVPP/0U0dHRSEpKgqOjI7p06YLHH38cL730ElxcXExyn23btmHVqlU4efIkMjMz4evri0GDBmHOnDm4//77TXIPIkum0+lwI6sYR65l49CVLBy5loWCeuas1dTBwxmPDQjAlIEBCPA0zc8kERFRY7i7OODPo7tgzsjOOHYjGz+dTMLWi2lGSwlUq1BrsfdSBvZeygAAdPZRYURXH4wI8cHAYC8O6yeb0ypz3LZs2YJp06ahoKD2J/2hoaGIjo5GSEhIs++h1WoxZ84crFmzps5jZs2aha+++goymelLlnOOG0mlpEKNhNRCnE3Kw8kbOYi9lYOsoopGn9/GSYH7w9thYp/2GNrFG3L2rhE1C+e4EZlefkkltl1MxZbzd3D0Wnada4nWppOPCv2CPNA/yBP9gzwR6u8KhZzL1pD1MnvidubMGQwfPhylpaVwdXXFm2++ibFjx6K0tBTr16/H119/DaAqeYuNjYWbm1uz7vPmm2/i/fffBwD069cPCxcuRJcuXXDt2jV8+OGHOHPmjP649957zzRfXA1M3Kg15JdWIv5OAeLu5ONiSj7i7hTgWmZRk/6QAVXr5UR288MDvdphVKgv118jMgEmbkTmlVFYhq3nU7EjLh0nbuZA08Q/fi5KOfoEeKBvkAfC2roh1N8NnX1VcFSw2AlZB7MnbqNGjcLBgwehUChw4MABDB06VLR/6dKlWLhwIQBg8eLFeOutt5p8j8TERPTs2RNqtRoDBw7EgQMH9AueAkBJSQlGjx6N2NhYKBQKJCQktKh3rzZM3MhUtFod0gvLcCOzGNezinHjf6+rGUV1jvlvjBA/V0SG+WF8d3/0D/LgU0ciE2PiRtR68ksqEZOYgV3x6Th4JQv5pZXNuo5cJqCTjwqh/q4I9XdDN383dPZ1RaCXMwufkMUxa+J24sQJDB48GADw/PPPY+XKlUbHaLVahIeHIyEhAR4eHsjIyICDQ9MW833xxRfx5ZdfAgCOHj2KIUOGGB1z7NgxfdL44osv4osvvmjql1MvJm7UWGqNFhmF5UjNL0NqfinS8stwJ6/q/c3sEtzMKq61qlZT+bo5YlgXb4wI8cGIrj5o585J20TmxMSNSBoarQ5xd/Jx8EoWDl3JwpmkXJRV1j4vrim8VUoEeLkg0NMZgV4uCPR0QYCnM9q5O8HPzQltnBVcIJxalVkfJfz+++/6988880ytx8hkMkyfPh1vvvkm8vLysG/fPkRFRTX6HjqdDps2bQIAhIWF1Zq0AcCQIUPQrVs3XL58GZs2bcLnn3/OHzYyCbVGi8IyNQrKKpFXUomc4gpkF1cgp7gc2UXV7yuQXVSOjMJypBeUNXloY0NkAtDF1xX9gzwxMNgTEZ28EOTlwu9xIiKyeXKZgN4BHugd4IGXxoagUqPF5bRCnL6di9O3cnH6dl6zRqxk/+/v+bmkvFr3KxUy+Lo6wq+NI/zcHOHr5gg/Nyd4ujjAw0UJDxcHeDj/778uDnB1ZKJHLWPWxO3QoUMAAJVKhQEDBtR53OjRo/XvDx8+3KTE7caNG7hz547Rdeq6z+XLl5GSkoKbN2+iU6dOjb4PWR+tVodKrRaVGh0q1VpUarSo0PxvW6NFxf/ayiq1KK1Uo6RCg9IKDUorNQbv1SituHtMYZkaBaWV+mStpKLlvWNN4SAX0K2tG3q2c0d4hzbo2cEd3du2gbOSY/SJiIgc5DKEd3BHeAd3TB8aDADILCzHmdu5OJOUh0upBUhML0JKXmmL7lOh1iIlr7TR11HIBLRxdoDKUQ6VUgGVowIuSjlcHRVwUSrg6iiHi6Pif9tyqBwVcHKQw1Ehg6NCBqVCBkfF3W1HhRyODjIo5TL9f+UygcmhDTNr4paQkAAACAkJgUJR963CwsKMzmms+Pj4Wq/TmPuYK3H7fN8VuHsX6rdrdq7UHJla/Va8v8Z7GB8L0bE19jfhGnUdizrud/e8OvY3dG9d1TEarQ5a3f9eWkCj00Gn0/2vHfp9+m398TX3ocY5Vfs02qpE7G4yVrWtNnW3VitzdpCjk48KnXxV6Oyj+t8Y/KrJ1CwmQkRE1Hi+bo6I6tkWUT3b6tsKyypxJaMIiWmFuJxeiCvpRUhML0RGYblZYlBrdcgprkBOsVkur6eQCVDIBShkVYlcXdtymQwKmQC5TICDXIBMECAIgEy4+14QBAioGtkjCIL+v1Vtd4+H/jzo94nbBFQVda++RlVbTYb5pmH62ZiE1PgaTbtHrccYNBid08A937i//vykKcyWuJWVlSErKwsAGpzv5enpCZVKheLiYiQlJTXpPsnJyfr3Dd2neg4agBbdpzY1r/fdrrOQu3o16fpkfxwUMvj/b2iFfxsn+Lk5oq2HE4I8XRDk5QJfN0fjX1K6QmSkFdZ+QSKSVHZ2tlHbnTt3UF5e3qj9RNT6/GSAX3sZRrR3B+AOACit0CCtoBSpeWW4k1+KO3mluPO/96l5ZShs5NqoUrHs6OzPtF6uaNu2bb2dWI1ltsStsPDuh0tXV9cGj69O3IqKisx2H5VKpX/f1PvUTPoakvb9vCZdm+zXTakDICKz6tu3b4v2ExGRdQv80nSFC8023qqsrEz/XqlseOV6R0dHAEBpadPGGzflPtX3aM59iIiIiIiIpGK2HjcnJyf9+4qKigaPrx4qUnP9NVPfp+ZwlKbep6GhlWVlZbh06RL8/f3h6+trku5QS5CamoqIiAgAVcs7tGvXTuKIyFbxe41aC7/XqLXwe41aC7/XLFvbtm0bPqgRzJZduLm56d83ZlhicXHVTM3GDKts7n2q79Gc+zSme9PUi3pbmnbt2nF9OmoV/F6j1sLvNWot/F6j1sLvNdtltqGSTk5O8Pb2BtBwYY/c3Fx9UtWUuWSAOKFqSgGRpt6HiIiIiIhIKmatKd6jRw8AwNWrV6FW113j5tKlS/r33bt3b9Y9DK9j6vsQERERERFJxayJ24gRIwBUDVE8depUncft379f/3748OFNukenTp3Qvn17o+vU5sCBAwCADh06IDg4uEn3ISIiIiIikopZE7dHHnlE/37t2rW1HqPVarFu3ToAgIeHB8aOHdukewiCgIcffhhAVY/asWPHaj3u2LFj+h63hx9+mKvKExERERGR1TBr4hYREYGRI0cCANasWYOjR48aHbNs2TIkJCQAAObOnQsHBwfR/piYmKoV2gUBM2fOrPU+r732GuRyOQDglVdeMSr1X1paildeeQUAoFAo8Nprr7XkyyIiIiIiImpVZk3cAGD58uVwdnaGWq1GVFQU/vWvf+HYsWPYt28fnn/+eSxcuBAAEBoaivnz5zfrHqGhoViwYAEAIDY2FsOHD8eGDRsQGxuLDRs2YPjw4YiNjQUALFiwAF27djXNF0dERERERNQKzL7YWL9+/bBhwwZMmzYNBQUFWLRokdExoaGhiI6OFpX2b6olS5YgIyMD33zzDc6cOYM//elPRsc899xzePfdd5t9DyIiIiIiIikIOp1O1xo3unXrFpYvX47o6GgkJydDqVQiJCQEU6ZMwcsvvwwXF5daz4uJidHPe5sxYwa+/fbbeu+zdetWrFq1CidPnkRWVhZ8fHwwaNAgPP/887j//vtN/WURERERERGZXaslbkRERERERNQ8Zp/jRkRERERERC3DxI2IiIiIiOj/27v/mCjrAI7jn/NQCGgjdW4m2Y/RRepczcgVaWFGfzCmVsM5UXEEzrnJiAZFY2hlgqSXY0tKDbPWMNHV1OXaEhn+mEjRmhVzKdAPMrM0VEA8efrD8Uzjl4u7e567e7+22567+x58/nj27Pnc873vY3MUNwAAAACwOYobAAAAANgcxQ0AAAAAbI7iBgAAAAA2R3EDAAAAAJujuAEAAACAzVHc4BNffPGFHA6H+Vi1apXVkRDgWlpaVF5erueff17333+/IiMjFRERodjYWM2dO1dVVVXyeDxWx4TNtba2Ki8vT/Hx8YqKitLo0aOVkJCgsrIydXR0WB0PAa6hoUGvv/66kpOTFRsbq/DwcEVHR8vlcmnp0qU6dOiQ1RERAgoKCm46Bzt48KDVkeAlDsMwDKtDILhcvnxZkydPVmtrq/lacXEx5Q3/W1FRkdasWaOhDlcJCQmqrq7WxIkT/ZQMgWTPnj1KT09Xe3t7v++7XC7t27dPcXFxfk6GYDBz5kzV1dUNOW7x4sXavHmzRo0a5YdUCDXffvutEhISbvois6amRk899ZR1oeA1XHGD1xUVFam1tVXjxo2zOgqCxO+//y7DMBQVFaX09HRVVlbq0KFDamho0EcffaSEhARJ0vHjxzV79mxdunTJ4sSwm8bGRs2fP1/t7e2Kjo7WmjVrdOTIEX311VfKysqSJJ08eVIpKSm6ePGixWkRiNra2iRJd955p3JyclRdXa36+nodPXpUGzZs0IQJEyRJ27dvV0ZGhoVJEax6enqUnZ0tj8fDOViwMgAvamhoMJxOpxEeHm5s3rzZkGRIMoqLi62OhgCWn59vlJaWGu3t7f2+7/F4jLS0NHN/W716tZ8Twu5mzJhhSDLCwsKMI0eO9Hl/3bp1HK8wLCkpKcaOHTsMj8fT7/t//vmn4XK5zP2strbWzwkR7NxutyHJiI+PN1599VVzX6upqbE6GryEK27wmmvXrikrK0vXrl1TYWEh043gNaWlpcrPz9ftt9/e7/tOp1PvvvuuOfWourran/Fgc/X19eYUtszMTD322GN9xuTl5enBBx+UJG3cuFFXr171a0YEvr179yotLU1Op7Pf98eOHav169ebzzlOwZt+/vlnFRUVSZIqKiqYihukKG7wGrfbrcbGRrlcLhUUFFgdByFmzJgxmjp1qiTp1KlTFqeBnXz22Wfm9tKlS/sdM2LECC1evFiSdOHCBdXU1PgjGkJMUlKSuc1xCt60YsUKXbp0SUuWLNGTTz5pdRz4CMUNXtHS0qLi4mJJ0qZNmxQeHm5xIoSiK1euSNKA33gjNPWu5BcVFaVp06YNOO7Gk53Dhw/7PBdCT+8xSuI4Be/59NNPtXfvXo0ePVpvv/221XHgQxQ3eMXy5cvV0dGhhQsXatasWVbHQQg6e/asfvzxR0kyp7wBksz9Ii4uTmFhYQOOi4+P7/MZwJtqa2vNbY5T8IYLFy4oJydH0vWfFYwdO9biRPAlihuG7ZNPPtH+/fsVExOjDRs2WB0HIaqsrMxc/jgtLc3iNLCLrq4unTt3TpIUGxs76Ng77rhDUVFRkqRffvnF59kQWnp6elRSUmI+5zgFb8jPz9eZM2eUmJiozMxMq+PAxyhuGJa///5bubm5kqS1a9ey/CwscezYMb3zzjuSrp+cL1++3NpAsI0bl/aPjo4ecnxvceOWEvA2t9ut+vp6SdJzzz036LRd4FbU1dVpy5YtCgsLU0VFhRwOh9WR4GMUNwzLyy+/rLNnz2r69OnKzs62Og5C0B9//KEXXnhBHo9HDodDH374oSIjI62OBZvo6uoyt29llbXe3+d2dnb6LBNCT21trV555RVJ0rhx47Rp0yaLEyHQdXd3Kzs7W4ZhKDc3V1OmTLE6EvyA4hYCHA7HsB/btm3r83cPHjyoyspKOZ1OVVRUaMQIdqdQ56t9bSAXL15USkqKfv31V0lSSUkJv7HETSIiIszt7u7uIcf3Lh5x2223+SwTQsv333+vefPmyePxKCIiQjt37mR2CobtrbfeUlNTkyZOnGguDofgx5k2/pcrV65o2bJlkqSVK1fqoYcesjYQQk5XV5fmzJmjr7/+WtL1q7/5+fkWp4Ld3Hjvv1uZ/nj58mVJtzatEhhKc3OzkpOTdf78eTmdTlVVVWnmzJlWx0KAa2pq0tq1ayVJ5eXl5hRvBL+Bl9dC0PDG6mjjx4+/6fnu3bt18uRJjRw5UpMmTVJVVVWfz/zwww/m9okTJ8wx06dP17333jvsTLAfX+xr/fF4PEpLSzPvtfXiiy+qrKxs2P8bwSciIkJjxozRX3/9ZV6ZHcj58+fN4nbXXXf5Ix6CWFtbm2bPnq22tjY5HA598MEHmjNnjtWxEATcbre6u7t13333qaOjo99zsBMnTpjbBw4c0JkzZyRJqampFL0ARnELATcuce0tvdOJrl69qqysrCHH79q1S7t27ZIkVVZWUtyClC/2tf/q6enRokWLtGfPHknS/Pnz9d577/n8/yJwTZo0SXV1dfrpp5/k8XgGvCVAU1OTuc1S7RiOc+fO6ZlnntHp06clXb8q0nuDd2C4es/BTp8+rQULFgw5/o033jC3m5ubKW4BjKmSAALKsmXLzG8XU1NT9fHHH/P7SgzqiSeekHR9GmTv1Nr+3HiPrcTERJ/nQnD6559/9Oyzz5qzTkpKSrRixQqLUwEIBpzt4H/JyMiQYRiDPnqnsUlScXGx+XpGRoZ1wRHQXnrpJW3ZskWS9PTTT2vnzp2D3lAZkKS5c+ea25WVlf2O6enp0fbt2yVJMTExSkpK8kc0BJmOjg6lpKTom2++kSS99tprKigosDgVgs22bduGPAe7ccGSmpoa8/V77rnHuuAYNoobgICwatUqud1uSdLjjz+uzz//3Fy6HRjMo48+qhkzZkiStm7dqqNHj/YZs379evM3mjk5ORo5cqRfMyLwdXd3a968eTp8+LCk6/vRm2++aXEqAMGEr6oB2F55eblWr14tSZowYYLWrVun5ubmQT/zwAMPcPIN08aNG5WYmKjOzk4lJyersLBQSUlJ6uzsVFVVld5//31JksvlUl5ensVpEYgWLFigL7/8UpI0a9YsZWZm3rRAxH+NGjVKLpfLX/EABAGKGwDb613YRpJ+++038zdLg2lubmZKCEwPP/ywduzYofT0dLW3t6uwsLDPGJfLpX379t10CwHgVu3evdvcPnDggKZOnTro+LvvvlstLS0+TgUgmDBVEgAQElJTU/Xdd98pNzdXLpdLkZGRiomJ0SOPPKLS0lI1NjYqLi7O6pgAAPTLYRiGYXUIAAAAAMDAuOIGAAAAADZHcQMAAAAAm6O4AQAAAIDNUdwAAAAAwOYobgAAAABgcxQ3AAAAALA5ihsAAAAA2BzFDQAAAABsjuIGAAAAADZHcQMAAAAAm6O4AQAAAIDNUdwAAAAAwOYobgAAAABgcxQ3AAAAALA5ihsAAAAA2BzFDQAAAABsjuIGAAAAADZHcQMAAAAAm6O4AQAAAIDNUdwAAAAAwOYobgAAAABgcxQ3AAAAALA5ihsAAAAA2BzFDQAAAABsjuIGAAAAADb3L6pH0S2s4OAjAAAAAElFTkSuQmCC", + "text/plain": [ + "<Figure size 1000x600 with 1 Axes>" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "def gaussian_loglik(y, y_tilde, sn2):\n", + " # @@ COMPLETE @@ #\n", + " return lognormal(y, y_tilde, sn2)\n", + "\n", + "\n", + "def plot_gaussian(mu, var, plot_log=False, **kwargs):\n", + " \"\"\"A simple util to plot a gaussian pdf\"\"\"\n", + " x = np.linspace(mu - 5 * np.sqrt(var), mu + 5 * np.sqrt(var), 200)\n", + " y = lognormal(x, mu, var) if plot_log else np.exp(lognormal(x, mu, var))\n", + " ax = kwargs.pop(\"ax\", plt.gca())\n", + " ax.plot(x, y, **kwargs)\n", + " return ax\n", + "\n", + "\n", + "y_obs = 0.4 # @@ COMPLETE @@ #\n", + "y_tilde = 0.3 # @@ COMPLETE @@ #\n", + "sn2 = 1 # @@ COMPLETE @@ #\n", + "sample_ll = gaussian_loglik(y_obs,y_tilde,sn2) # @@ COMPLETE @@ #\n", + "\n", + "fig, ax = plt.subplots(figsize=[5, 3])\n", + "plot_gaussian(y_tilde, sn2,ax=ax, label=r\"$\\mathcal{N}_y(\\widetilde{y}, \\sigma_n^2)$\")\n", + "ax.vlines(y_obs, 0, np.exp(sample_ll), color=\"k\")\n", + "ax.vlines(\n", + " y_tilde, 0, np.exp(gaussian_loglik(y_tilde, y_tilde, sn2)), ls=\"--\", color=\"k\"\n", + ")\n", + "ax.plot(y_obs, np.exp(sample_ll), \"ok\", label=r\"Likelihood\")\n", + "ax.text(y_tilde + 0.1, 0.02, r\"$\\widetilde{y}$\")\n", + "ax.text(y_obs - 0.2, 0.02, r\"$y$\")\n", + "ax.set_ylim(0)\n", + "ax.legend()\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## 3. Bayesian Linear regression\n", + "\n", + "In this section, you'll start to implement the Bayesian linear regression model.\n", + "Let's start by creating the **design matrix** $\\mathbf{X}$.\n", + "\n", + "$$\n", + "\\mathbf{X} = \\left[ {\\begin{array}{ccccc}\n", + " 1 & x_1^1 & \\dots & x_1^K\\\\\n", + " 1 & x_2^1 & \\dots & x_2^K\\\\\n", + " \\vdots & \\vdots & & \\vdots \\\\\n", + " 1 & x_N^1 & \\dots & x_N^K\\\\\n", + " \\end{array} } \\right]\n", + "$$\n", + "\n", + "**Exercise:**\n", + "Complete the following function `build_features(...)` to build $\\mathbf{X}$.\n", + "This can be done in many ways. One of them is using a double list comprehension (one index for the row and one for the column), while another one is using the numpy `column_stack()` function (highly suggested). In any case, inspect $\\mathbf{X}$ to make sure it looks OK (show the first entries). To fit higher order polynomials, we need to add extra columns to $\\mathbf{X}$, therefore build it with $K$ as a parameter." + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": { + "pycharm": { + "is_executing": false + } + }, + "outputs": [], + "source": [ + "def build_features(x, K):\n", + " # @@ COMPLETE @@ #\n", + " return np.column_stack([x ** i for i in range(K + 1)])" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array([[ 1. , -0.49786797, 0.24787252],\n", + " [ 1. , 1.32194696, 1.74754377],\n", + " [ 1. , -2.99931375, 8.99588298],\n", + " [ 1. , -1.18600456, 1.40660683],\n", + " [ 1. , -2.11946466, 4.49213042],\n", + " [ 1. , -2.44596843, 5.98276157],\n", + " [ 1. , -1.88243873, 3.54357558],\n", + " [ 1. , -0.92663564, 0.85865361],\n", + " [ 1. , -0.61939515, 0.38365036],\n", + " [ 1. , 0.2329004 , 0.0542426 ],\n", + " [ 1. , -0.48483291, 0.23506295],\n", + " [ 1. , 1.111317 , 1.23502548],\n", + " [ 1. , -1.7732865 , 3.14454502],\n", + " [ 1. , 2.26870462, 5.14702065],\n", + " [ 1. , -2.83567444, 8.04104953],\n", + " [ 1. , 1.02280506, 1.04613019],\n", + " [ 1. , -0.49617119, 0.24618585],\n", + " [ 1. , 0.35213897, 0.12400185],\n", + " [ 1. , -2.15767837, 4.65557594],\n", + " [ 1. , -1.81139107, 3.28113759],\n", + " [ 1. , 1.80446741, 3.25610264],\n", + " [ 1. , 2.80956945, 7.89368052],\n", + " [ 1. , -1.11945493, 1.25317934],\n", + " [ 1. , 1.15393569, 1.33156759],\n", + " [ 1. , 2.25833491, 5.10007658],\n", + " [ 1. , 2.36763998, 5.60571908],\n", + " [ 1. , -2.48973473, 6.19877903],\n", + " [ 1. , -2.7656713 , 7.64893774],\n", + " [ 1. , -1.98101748, 3.92443027],\n", + " [ 1. , 2.26885502, 5.1477031 ]])" + ] + }, + "execution_count": 7, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "build_features(x, 2)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "From the lecture notes, let's define the prior on the parameters $\\mathbf{w}$ as \n", + "\n", + "\\begin{equation}\n", + "\\mathbf{w} \\sim \\mathcal{N}(\\mathbf{0}, \\mathbf{S}) \n", + "\\end{equation}\n", + "\n", + "For sake of simplicity, assume the covariance matrix $\\mathbf{S}$ to be diagonal $\\mathbf{S} = \\sigma_\\mathrm{w}^2\\mathbf{I}$.\n", + "Remember that the likelihood is defined as $p(\\mathbf{y}|\\mathbf{w}, \\mathbf{X}, \\sigma_\\mathrm{n}) = \\mathcal{N}(\\mathbf{y}|\\mathbf{X}\\mathbf{w}, \\sigma_\\mathrm{n}^2\\mathbf{I})$.\n", + "In this case, the posterior is analitic and follows this form:\n", + "\n", + "\\begin{equation}\n", + "p(\\mathbf{w}|\\mathbf{X}, \\mathbf{y}, \\sigma_\\mathrm{n}) = \\mathcal{N}\\left(\\frac{1}{\\sigma^2_\\mathrm{n}}\\mathbf{\\Sigma}\\mathbf{X}^\\top\\mathbf{y}, \\mathbf{\\Sigma} \\right)\n", + "\\end{equation}\n", + "where $\\mathbf{\\Sigma}^{-1} = \\left(\\frac{1}{\\sigma^2_\\mathrm{n}}\\mathbf{X}^\\top\\mathbf{X} + \\mathbf{S}^{-1} \\right)$." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "**Question:** What is the dimensionality of $\\mathbf{\\Sigma}$? How much does it cost to compute that inverse? Do you know which algorithm you should use to have numerically stable results? Remember that computing $\\mathbf{A}^{-1}\\mathbf{z}$ means in practice solving a linear system.\n", + "\n", + "\n", + "The dimensionality of the covariance matrix $\\mathbf{\\Sigma}$ is (K+1) * (K+1).\n", + "\n", + "\n", + "The computational cost of inverting the covariance matrix $\\Sigma$ scales cubically with the number of parameters $K + 1$, which is typically denoted as $O((K + 1)^3)$. For large matrices, this operation can become computationally intensive. To achieve numerical stability and efficiency, one should use algorithms like the Cholesky decomposition for positive-definite matrices. The Cholesky decomposition has a lower computational complexity of $O\\left(\\frac{(K+1)^3}{3}\\right)$ and is known for being numerically stable, making it a preferred method for inverting such matrices in practice. It avoids the need for the direct computation of $\\Sigma^{-1}$ by solving the linear system $\\Sigma^{-1} \\mathbf{w} = \\mathbf{X}^T \\mathbf{y}$ in a more stable and efficient manner.\n", + "\n", + "\n", + "\n", + "\n", + "**Exercise:** Complete the following function to compute the posterior." + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": { + "pycharm": { + "is_executing": false + } + }, + "outputs": [], + "source": [ + "def compute_posterior(X, y, sw2, sn2):\n", + " # @@ COMPLETE @@ #\n", + " sigma_inverse = 1 / sn2 * X.T @ X + 1 / sw2 * np.eye(X.shape[1])\n", + " sigma = np.linalg.inv(sigma_inverse)\n", + " posterior_mu = 1 / sn2 * sigma @ X.T @ y\n", + " return posterior_mu, sigma" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "**Execise:** Compute the posterior for the regression dataset. For the moment, place $\\sigma_\\mathrm{w}^2=1$ and start with polynomial of order 1. Finally, print the posterior mean and covariance. Comment the results." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The dimensionality of the posterior mean is 1 * (K+1), where K is the number of variables. This is because the posterior mean is a vector that contains the mean value for each variable.\n", + "\n", + "On the other hand, the posterior covariance has a dimension of (K+1) * (K+1). This is because the covariance matrix is a square matrix that shows the covariance (or how much two variables vary together) between each pair of variables. This was also discussed in the previous exercise." + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": { + "pycharm": { + "is_executing": false + } + }, + "outputs": [], + "source": [ + "sw2 = 1\n", + "K = 1\n", + "\n", + "X = build_features(x,K) # @@ COMPLETE @@ #\n", + "\n", + "w_posterior_mean, w_posterior_cov = compute_posterior(X,y,sw2,sn2) # @@ COMPLETE @@ #" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": { + "pycharm": { + "is_executing": false + } + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[-0.95517429 -1.27532442]\n" + ] + } + ], + "source": [ + "print(w_posterior_mean)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The model predicts values as the most probable weights for the linear regression, with the first likely being the bias term and the second the weight for the input feature." + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": { + "pycharm": { + "is_executing": false + } + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[[0.03367896 0.00379089]\n", + " [0.00379089 0.01011392]]\n" + ] + } + ], + "source": [ + "print(w_posterior_cov)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The diagonal elements represent the variances of each weight in the posterior mean, providing an understanding of the model's uncertainty regarding these weights. The off-diagonal elements, which are quite low, indicate the covariance between the weights, suggesting that in the model, the weights are relatively independent in terms of their uncertainty." + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": { + "pycharm": { + "is_executing": false + } + }, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "<Figure size 1920x960 with 2 Axes>" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "x_ = np.linspace(-3, 3, 50)\n", + "y_ = np.linspace(-3, 3, 50)\n", + "X_, Y_ = np.meshgrid(x_, y_)\n", + "pos = np.empty(X_.shape + (2,))\n", + "pos[:, :, 0] = X_\n", + "pos[:, :, 1] = Y_\n", + "\n", + "\n", + "fig = plt.figure(figsize=plt.figaspect(0.5))\n", + "ax = fig.add_subplot(1, 2, 1, projection=\"3d\")\n", + "\n", + "rv = scipy.stats.multivariate_normal(np.zeros(2), sw2 * np.eye(2))\n", + "plot_config = dict(\n", + " cmap=\"viridis\", linewidth=0, antialiased=False, ccount=500, rcount=500\n", + ")\n", + "ax.plot_surface(X_, Y_, rv.pdf(pos), **plot_config)\n", + "ax.set_xlabel(\"\")\n", + "ax.set_ylabel(\"\")\n", + "ax.set_zlabel(\"\")\n", + "ax.set_title(\"Prior\")\n", + "\n", + "ax = fig.add_subplot(1, 2, 2, projection=\"3d\")\n", + "rv = scipy.stats.multivariate_normal(w_posterior_mean, w_posterior_cov)\n", + "ax.plot_surface(X_, Y_, rv.pdf(pos), **plot_config)\n", + "ax.set_xlabel(\"\")\n", + "ax.set_ylabel(\"\")\n", + "ax.set_zlabel(\"\")\n", + "\n", + "ax.set_title(\"Posterior\")\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## 4. Predictions\n", + "Now it's time to make predictions. \n", + "All our motivation for being Bayesian was to be able to average predictions at $\\mathbf{x}_\\mathrm{new}$, for all possible $\\mathbf{w}$.\n", + "This is possible by computing the following expectation:\n", + "\n", + "\n", + "\\begin{equation}\n", + "\\mathbf{E}_{p(\\mathbf{w}|\\mathbf{X}, \\mathbf{y}, \\sigma_\\mathrm{n})}\\mathcal{N}(\\mathbf{w}^\\top\\mathbf{x}_\\mathrm{new}, \\sigma^2_\\mathrm{n}) = \\int \\mathcal{N}(\\mathbf{w}^\\top\\mathbf{x}_\\mathrm{new}, \\sigma^2_\\mathrm{n}) p(\\mathbf{w}|\\mathbf{X}, \\mathbf{y}, \\sigma_\\mathrm{n}) \\mathrm{d}\\mathbf{w}\n", + "\\end{equation}\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "**Question:** Prove that \n", + "$\\mathbf{E}_{p(\\mathbf{w}|\\mathbf{X}, \\mathbf{y}, \\sigma_\\mathrm{n})}\\mathcal{N}(\\mathbf{w}^\\top\\mathbf{x}_\\mathrm{new}, \\sigma^2_\\mathrm{n}) = \n", + "\\mathcal{N}(\\mathbf{x}_\\mathrm{new}^\\top\\mathbf{\\mu}, \\sigma^2_\\mathrm{n} + \\mathbf{x}_\\mathrm{new}^\\top\\mathbf{\\Sigma}\\mathbf{x}_\\mathrm{new})$, where $\\mathbf{\\mu}$ and $\\mathbf{\\Sigma}$ are the posterior mean and covariance." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "**Exercise:** \n", + "Write a function to compute the predictive distribution. \n", + "Usually we want to do this for multiple points, hence the for-loop." + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": { + "pycharm": { + "is_executing": false + } + }, + "outputs": [], + "source": [ + "def compute_predictive(Xt, w_mean, w_cov, sn2):\n", + " def _compute_predictive_single_point(xt_i, w_mean, w_cov, sn2):\n", + " yt_i_mean = xt_i.T @ w_mean # @@ COMPLETE @@ #\n", + " yt_i_var = sn2 + xt_i.T @ w_cov @ xt_i # @@ COMPLETE @@ #\n", + " return yt_i_mean, yt_i_var\n", + "\n", + " yt_mean, yt_var = np.zeros(len(Xt)), np.zeros(len(Xt))\n", + " for i, xt_i in enumerate(Xt): # Loop on all the points\n", + " yt_mean[i], yt_var[i] = _compute_predictive_single_point(\n", + " xt_i, w_mean, w_cov, sn2\n", + " )\n", + "\n", + " return yt_mean, yt_var" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "**Exercise:** Compute and plot the predictive distribution for 100 points between -4 and +4." + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": { + "pycharm": { + "is_executing": false + } + }, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "<Figure size 1000x600 with 1 Axes>" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "xt = np.linspace(-4, 4, 250)\n", + "Xt = build_features(xt, K)\n", + "y_mean, y_var = compute_predictive( Xt, w_posterior_mean, w_posterior_cov, sn2) # @@ COMPLETE @@ #\n", + "\n", + "\n", + "fig, ax = plt.subplots(figsize=[5, 3])\n", + "ax.scatter(x, y, edgecolor=\"black\", linewidth=1, facecolor=\"xkcd:orange\", zorder=10)\n", + "ax.plot(xt, y_mean, color=\"tab:blue\", lw=3)\n", + "\n", + "lb = y_mean - 2 * np.sqrt(y_var)\n", + "ub = y_mean + 2 * np.sqrt(y_var)\n", + "ax.fill_between(xt, lb, ub, color=\".80\", lw=0)\n", + "ax.set_title(f\"Predictive distribution with order {K}\")\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "**Exercise:** You can also sample from the posterior and compute the function values. A simple way to do so is to sample from the posterior on the weights and then from the noise model (in our case, its $\\mathcal{N}(0, \\sigma_n^2)$.\n", + "Complete and use the utility function below: sample 30 times the predictive posterior and plot it. \n" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": { + "pycharm": { + "is_executing": false + } + }, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "<Figure size 1000x600 with 1 Axes>" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "def sample(Xt, w_mean, w_cov, sn2, N):\n", + " def _sample_single(Xt, w_mean, w_cov, sn2):\n", + " # @@ COMPLETE @@ #\n", + " w_sample = np.random.multivariate_normal(w_mean, w_cov)\n", + " y_sample = Xt @ w_sample +np.random.normal(0, sn2)\n", + " return y_sample\n", + "\n", + " samples = np.zeros((N, len(Xt)))\n", + " for i in range(N):\n", + " samples[i] = _sample_single(Xt, w_mean, w_cov, sn2)\n", + " return samples\n", + "\n", + "\n", + "samples = sample(Xt, w_posterior_mean, w_posterior_cov, sn2, N=30)\n", + "fig, ax = plt.subplots(figsize=[5, 3])\n", + "ax.scatter(x, y, edgecolor=\"black\", linewidth=1, facecolor=\"xkcd:orange\", zorder=10)\n", + "ax.plot(xt, samples.T, \"tab:blue\", alpha=0.3)\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "**Exercise**: Try now with different polynomial order. Let's say 2, 5, 10, 15. Compute the design matrix, the posterior on $\\mathbf{w}$ and the predictive posterior. What do you observe?" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": { + "pycharm": { + "is_executing": false + } + }, + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [ + "<Figure size 2000x1200 with 4 Axes>" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "def bayesian_linear_regression(x, y, xt, K, sn2, sw2):\n", + " X = build_features(x, K) \n", + " Xt = build_features(xt, K) \n", + " w_posterior_mean, w_posterior_cov = compute_posterior(X,y,sw2,sn2) # @@ COMPLETE @@ #\n", + " y_mean, y_var = compute_predictive(Xt, w_posterior_mean, w_posterior_cov, sn2) # @@ COMPLETE @@ #\n", + " samples = sample( Xt, w_posterior_mean, w_posterior_cov,sn2,N=30) # @@ COMPLETE @@ #\n", + " return y_mean, y_var, samples\n", + "\n", + "\n", + "poly_orders = [2, 5, 10, 12]\n", + "#poly_orders = [20, 30, 40, 50]\n", + "\n", + "fig, axs = plt.subplots(2, 2, figsize=[10, 6], sharex=True, sharey=True)\n", + "axs = axs.reshape(-1)\n", + "for ax, K in zip(axs, poly_orders):\n", + " y_mean, y_var, samples = bayesian_linear_regression(x, y, xt, K, sn2, sw2)\n", + "\n", + " lb = y_mean - 2 * np.sqrt(y_var)\n", + " ub = y_mean + 2 * np.sqrt(y_var)\n", + "\n", + " ax.fill_between(xt, lb, ub, color=\".80\", lw=0)\n", + " ax.plot(xt, samples.T, \"tab:blue\", alpha=0.2)\n", + " ax.plot(xt, y_mean, color=\"tab:blue\", lw=3)\n", + " ax.scatter(x, y, edgecolor=\"black\", linewidth=1, facecolor=\"xkcd:orange\", zorder=10)\n", + " ax.set_ylim(-10, 20)\n", + " ax.set_title(\"Order %d\" % K)\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "**Exercise**:\n", + "Play with the next cell and try to answer the following questions:\n", + "1. Set n=0; what is the plot showing?\n", + "2. Try to increase the number of points \"observed\"; what is happening to the posterior?\n", + "3. Try to increase the polynomial order; how are the functions behaving?" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "1. If N=0, it means that we are requesting zero samples for the prediction. Nevertheless, the plot still displays the model's best prediction for Xt as well as the uncertainty associated with that prediction." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "2. When the number of observed data points is increased, the posterior distribution typically becomes more concentrated and peaks more sharply. This occurs because each additional data point provides more information that updates our beliefs about the parameters, thereby reducing uncertainty. On the graph, this is observed as the posterior distribution narrowing, reflecting increased confidence in the model's parameter estimates. Essentially, with more data, the posterior distribution's concentration around the mean increases, indicating a stronger belief in certain parameter values." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "3. Increasing the polynomial order makes the functions more flexible, allowing them to fit the training data more closely. However, this can lead to overfitting, where the model captures noise rather than the underlying data pattern, resulting in poor predictions on new data. High-order polynomials often show oscillatory behavior, especially in data-sparse regions, indicating a model that may not generalize well. " + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "metadata": {}, + "outputs": [ + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "4bdeb532d573463489148381b69bb943", + "version_major": 2, + "version_minor": 0 + }, + "text/plain": [ + "interactive(children=(IntSlider(value=0, continuous_update=False, description='n', max=30), IntSlider(value=1,…" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "import ipywidgets as widgets\n", + "from ipywidgets import fixed, interact, interact_manual, interactive\n", + "\n", + "\n", + "def animate(n, K):\n", + " y_mean, y_var, samples = bayesian_linear_regression(x[:n], y[:n], xt, K, sn2, sw2)\n", + " fig, ax = plt.subplots(figsize=[5, 3])\n", + " ax.scatter(\n", + " x[:n], y[:n], edgecolor=\"black\", linewidth=1, facecolor=\"xkcd:orange\", zorder=10\n", + " )\n", + " ax.plot(xt, samples.T, \"tab:blue\", alpha=0.3)\n", + " ax.set_ylim(-10, 20)\n", + " plt.show()\n", + "\n", + "\n", + "interaction = interact(\n", + " animate,\n", + " n=widgets.IntSlider(min=0, max=len(x), step=1, value=0, continuous_update=False),\n", + " K=widgets.IntSlider(min=0, max=10, step=1, value=1, continuous_update=False),\n", + ")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## 5. Evaluate you model: the marginal likelihood\n", + "\n", + "There are several ways in which you can compute the goodness of your model. The first is the likelihood itself.\n", + "\n", + "**Question:** Compute the loglikelihood for model with order from 0 to 7 and plot it. Comment the results." + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "metadata": { + "pycharm": { + "is_executing": false + } + }, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "<Figure size 1000x600 with 1 Axes>" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "def evaluate_likelihood(x, y, K, sn2, sw2):\n", + " y_mean, y_var, _ = bayesian_linear_regression(x, y, x, K, sn2, sw2)\n", + " # @@ COMPLETE @@ #\n", + " return np.sum(gaussian_loglik(y, y_mean, y_var))\n", + "\n", + "\n", + "Ks = np.arange(1, 8)\n", + "mll = [evaluate_likelihood(x, y, K, sn2, sw2) for K in Ks]\n", + "\n", + "fig, ax = plt.subplots(figsize=[5, 3])\n", + "ax.plot(Ks, mll, \"-ok\")\n", + "ax.margins(0.05)\n", + "ax.set_title(\"Log-Likelihood\")\n", + "ax.set_xlabel(\"Model (e.g. polyn. order)\")\n", + "\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "**Question:** Try to answer: How likely is $\\mathbf{y}$ given $\\mathbf{X}$ *and* the model (‘first/second/... order polynomial’)? Is it the same likelihood as before?\n", + "\n", + "So far, we’ve ignored $p(\\mathbf{y}|\\mathbf{X}, \\sigma^2_\\mathrm{n})$, the normalising thing in Bayes rule. Being a normalization constant, it has to be equal to \n", + "\n", + "\\begin{equation}\n", + "p(\\mathbf{y}|\\mathbf{X}, \\sigma^2_\\mathrm{n}) = \\int p(\\mathbf{y}|\\mathbf{X}, \\mathbf{w}, \\sigma^2_\\mathrm{n})\n", + "p(\\mathbf{w})\\mathrm{d}\\mathbf{w}\n", + "\\end{equation}\n", + "\n", + "We’re averaging over all values of $\\mathbf{w}$ to get a value for how good the model is.\n", + "\n", + "**Question:** Suppose the prior being $\\mathcal{N}(\\mu_0, \\mathbf{\\Sigma}_0)$ and the likelihood $\\mathcal{N}(\\mathbf{X}\\mathbf{w}, \\sigma^2_\\mathrm{n} \\mathbf{I})$. Derive the marginal likelihood (hint: don't solve the integral -- check the rules for Gaussian conditioning and marginalization) (big hint: check the lecture notes).\n", + "\n", + "**Exercise:** Write a function to compute the marginal likelihood. Remember: this is a *likelihood* not a density. You should return a number not a density. For simplicity, assume $\\mu_0 = 0$ and $\\Sigma_0 = \\sigma^2_\\mathrm{w}\\mathbf{I}$. Use `scipy.stats.multivariate_normal` for computing the logpdf." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "1/Based on the log-likelihood plot, the model's likelihood increased significantly when moving from a 0th-order to a 1st-order polynomial, suggesting that the 1st-order polynomial model is much more likely given the data. However, as the polynomial order increased beyond the first, there was minimal improvement in likelihood, implying that additional complexity in the model did not yield a substantial increase in the probability of the observed data.\n", + "\n", + "This suggests that the likelihood of y given X and the 1st-order polynomial model is probably the highest among the evaluated models, and higher-order models do not significantly improve the fit to the observed data.\n", + "\n", + "2/See exercice5.pdf\n" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "metadata": { + "pycharm": { + "is_executing": false + } + }, + "outputs": [], + "source": [ + "from scipy.stats import multivariate_normal\n", + "\n", + "\n", + "def marginal_likelihood(X, y, sw2, sn2):\n", + " return multivariate_normal.logpdf(\n", + " y, np.zeros(len(y)), X @ X.T * sw2 + np.eye(len(y)) * sn2\n", + " ) # @@ COMPLETE @@ #" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "**Exercise:** Do the sample plot as before, but now plot the marginal likelihood. You should see a clear pattern here; comment the result." + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "metadata": { + "collapsed": false, + "jupyter": { + "outputs_hidden": false + }, + "pycharm": { + "is_executing": false, + "name": "#%%\n" + } + }, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "<Figure size 1000x600 with 1 Axes>" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "def evaluate_marginal_likelihood(x, y, K, sn2, sw2):\n", + " X = build_features(x, K)\n", + " return marginal_likelihood(X,y,sw2,sn2) # @@ COMPLETE @@ #\n", + "\n", + "\n", + "poly_orders = range(1, 8)\n", + "mll = [evaluate_marginal_likelihood(x, y, K, sn2, sw2) for K in poly_orders]\n", + "\n", + "fig, ax = plt.subplots(figsize=[5, 3])\n", + "ax.plot(poly_orders, mll, \"-ok\")\n", + "ax.margins(0.05)\n", + "\n", + "ax.set_title(\"Log-Marginal Likelihood\")\n", + "ax.set_xlabel(\"Model (e.g. polyn. order)\")\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Initially, we observe an increase in the marginal likelihood as the model complexity goes from first to second order, suggesting that a quadratic model better captures the data structure compared to a linear one. However, as the model complexity continues to increase beyond second order, the log-marginal likelihood consistently decreases. This indicates that adding more polynomial terms (increasing model complexity) does not lead to better model fit. In fact, it suggests overfitting, where the model starts to capture noise in addition to the underlying data pattern. Thus, the model with the highest marginal likelihood (second order) is likely the most appropriate choice for this dataset, balancing model complexity with goodness of fit." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## 6. When polynomial features are not enough (++)" + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "metadata": {}, + "outputs": [], + "source": [ + "import os\n", + "import urllib.request\n", + "\n", + "from scipy.io import loadmat\n", + "\n", + "\n", + "def snelson1d(path):\n", + " filename = os.path.join(os.path.expanduser(path), \"snelson1d.mat\")\n", + " url = \"https://github.com/markvdw/gp_upper/raw/master/notebooks/snelson1d.mat\"\n", + "\n", + " if not os.path.exists(filename):\n", + " print(\"Downloading from\", url)\n", + " urllib.request.urlretrieve(url, filename)\n", + "\n", + " data = loadmat(filename)\n", + " idx = np.random.RandomState(0).permutation(len(data[\"X\"]))[:75]\n", + "\n", + " return data[\"X\"][idx, 0] - 3, data[\"Y\"][idx, 0]\n", + "\n", + "\n", + "x, y = snelson1d(\"\")\n", + "xt = np.linspace(-6, 6, 200)\n", + "sn2 = 0.1" + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "<Figure size 1200x800 with 1 Axes>" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax = plt.subplots(figsize=[6, 4])\n", + "ax.scatter(x, y, edgecolor=\"black\", linewidth=1, facecolor=\"xkcd:orange\", zorder=10)\n", + "ax.set_title(\"Snelson dataset\")\n", + "ax.set_xlim(-4, 4)\n", + "ax.set_ylim(-3, 2)\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Just from looking at the dataset, you can imagine that fitting this dataset will be hard. And it is (with polynomial features).\n", + "Maybe it becomes easier with different type of features.\n", + "Remember that you can choose whatever you want to build the design matrix. Take a look at the following \n", + "\n", + "$$\n", + "\\mathbf{X} = \\sqrt{\\frac{\\alpha^2}{K}}\\left[ \n", + " {\\begin{array}{cccccc}\n", + " \\cos(\\omega_1x_1) & \\sin(\\omega_1x_1) & \\dots & \\cos(\\omega_Kx_1) & \\sin(\\omega_Kx_1) \\\\\n", + " \\cos(\\omega_1x_2) & \\sin(\\omega_1x_2) & \\dots & \\cos(\\omega_Kx_2) & \\sin(\\omega_Kx_2) \\\\\n", + " \\vdots & \\vdots & & \\vdots \\\\\n", + " \\cos(\\omega_1x_N) & \\sin(\\omega_1x_N) & \\dots & \\cos(\\omega_Kx_N) & \\sin(\\omega_Kx_N) \\\\\n", + " \\end{array} } \n", + "\\right]\n", + "\\quad\n", + "\\mathrm{where}\n", + "\\quad \n", + "\\omega_i \\sim \\mathcal N (0, \\lambda)\n", + "$$\n", + "\n", + "Now, the next formulation of the design matrix $\\mathbf{X}$ might seems to come completely out of the blue, but it's not (for those of you interested, this is the random feature expansion of the RBF kernel -- join the next lecture to know more).\n", + "\n", + "For simplicity below you have the code to compute $\\mathbf{X}$." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "**Exercise:** Now run Bayesian linear regression on this dataset with this new set of features (NB. You might need many MANY features)" + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "metadata": { + "pycharm": { + "is_executing": false + } + }, + "outputs": [], + "source": [ + "def build_fourier_features(X: np.ndarray, K: int):\n", + " omega = np.random.RandomState(0).normal(size=K) / 0.5\n", + " sinX_ = np.column_stack([np.sin(X * omega[k]) for k in range(K)])\n", + " cosX_ = np.column_stack([np.cos(X * omega[k]) for k in range(K)])\n", + " return np.concatenate([sinX_, cosX_], -1) * np.sqrt(1 / K)" + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "<Figure size 1280x960 with 1 Axes>" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "def bayesian_linear_regression(x, y, xt, K, sn2, sw2):\n", + " # @@ COMPLETE @@ #\n", + " X=build_fourier_features(x,K)\n", + " Xt=build_fourier_features(xt,K)\n", + " w_posterior_mean, w_posterior_cov = compute_posterior(X,y,sw2,sn2) # @@ COMPLETE @@ #\n", + " y_mean, y_var = compute_predictive(Xt, w_posterior_mean, w_posterior_cov, sn2) # @@ COMPLETE @@ #\n", + " samples = sample(Xt, w_posterior_mean, w_posterior_cov,sn2,N=30) # @@ COMPLETE @@ #\n", + " return y_mean, y_var, samples\n", + "\n", + "\n", + "fig, ax = plt.subplots()\n", + "\n", + "y_mean, y_var, samples = bayesian_linear_regression(x, y, xt, 100, sn2, sw2)\n", + "\n", + "lb = y_mean - 2 * np.sqrt(y_var)\n", + "ub = y_mean + 2 * np.sqrt(y_var)\n", + "\n", + "ax.fill_between(xt, lb, ub, color=\".80\", lw=0)\n", + "ax.plot(xt, samples.T, \"tab:blue\", alpha=0.2)\n", + "ax.plot(xt, y_mean, color=\"tab:blue\", lw=3)\n", + "ax.scatter(x, y, edgecolor=\"black\", linewidth=1, facecolor=\"xkcd:orange\", zorder=10)\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 25, + "metadata": { + "pycharm": { + "is_executing": false + } + }, + "outputs": [ + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "e49c39eaf38f4db99b5582aef7c2d453", + "version_major": 2, + "version_minor": 0 + }, + "text/plain": [ + "interactive(children=(IntSlider(value=10, continuous_update=False, description='K', max=500, min=1, step=10), …" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "import ipywidgets as widgets\n", + "from ipywidgets import fixed, interact, interact_manual, interactive\n", + "\n", + "\n", + "def animate_random_features(K):\n", + " fig, ax = plt.subplots()\n", + "\n", + " y_mean, y_var, samples = bayesian_linear_regression(x, y, xt, K, sn2, sw2)\n", + "\n", + " lb = y_mean - 2 * np.sqrt(y_var)\n", + " ub = y_mean + 2 * np.sqrt(y_var)\n", + "\n", + " ax.fill_between(xt, lb, ub, color=\".80\", lw=0)\n", + " ax.plot(xt, samples.T, \"tab:blue\", alpha=0.2)\n", + " ax.plot(xt, y_mean, color=\"tab:blue\", lw=3)\n", + " ax.scatter(x, y, edgecolor=\"black\", linewidth=1, facecolor=\"xkcd:orange\", zorder=10)\n", + " ax.set_ylim(-3, 3)\n", + " plt.show()\n", + "\n", + "\n", + "interaction = interact(\n", + " animate_random_features,\n", + " K=widgets.IntSlider(min=1, max=500, step=10, value=10, continuous_update=False),\n", + ")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## 7. A more complex model: being Bayesian on the noise (++)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Now we are ready spice things up! Everything we did, we did it assuming that the noise variance $\\sigma_\\mathrm{n}^2$ was known. This is a far too restrictive assumption in practice. \n", + "There are several ways to choose $\\sigma_\\mathrm{n}^2$ (cross-validation, maximization of the marginal likelihood w.r.t. $\\sigma_\\mathrm{n}^2$, ...).\n", + "But this -- being a course on Bayesian inference -- requires to develop a solution in a \"Bayesian\" way: place a prior on $\\sigma_\\mathrm{n}^2$ and infer a posterior given some data.\n", + "\n", + "As usual, the likelihood has the form $p(\\mathbf{y}|\\mathbf{w}, \\mathbf{X}, \\sigma_\\mathrm{n}) = \\mathcal{N}(\\mathbf{X}\\mathbf{w}, \\sigma^2_\\mathrm{n} \\mathbf{I})$.\n", + "\n", + "One can show that the natural conjugate prior is a normal-inverse Gaussian distribution with the following form:\n", + "\n", + "\\begin{align}\n", + "p(\\mathbf{w}, \\sigma^2_\\mathrm{n}) &= \\mathrm{NIG}(\\mathbf{w}, \\sigma^2_\\mathrm{n}|\\mu_0, \\mathbf{\\Sigma}_0, a_0, b_0) = \\\\\n", + " &= \\mathcal{N}(\\mathbf{w}|\\mu_0,\\sigma^2_\\mathrm{n}\\mathbf{\\Sigma}_0)\\mathrm{IG}(\\sigma^2_\\mathrm{n}|a_0, b_0)\n", + "\\end{align}\n", + "\n", + "where IG is the inverse Gamma distribution.\n", + "\n", + "**Exercise:** Since changes are you never saw an inverse Gamma distribution, use the following cell to play with it. Try to change the parameters $a_0$ and $b_0$. What happens if you both set them to 0?" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The inverse Gamma distribution requires positive parameters; setting $a_0$ = 0 and $b_0$ = 0\n", + "to zero doesn't work mathematically. Those parameters are part of the distribution's shape and scale, and at zero, they don't just flatten the distribution—they make it undefined." + ] + }, + { + "cell_type": "code", + "execution_count": 26, + "metadata": { + "pycharm": { + "is_executing": false + } + }, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "<Figure size 800x500 with 1 Axes>" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "a0, b0 = 1, 1\n", + "rv = scipy.stats.invgamma(a=a0, scale=b0)\n", + "\n", + "fig, ax = plt.subplots(figsize=[4, 2.5])\n", + "xplot = np.linspace(0, 10, 100)\n", + "ax.plot(xplot, rv.pdf(xplot))\n", + "ax.set_title(\"IG(%.1f,%.1f)\" % (a0, b0))\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "One can derive the posterior $p(\\mathbf{w},\\sigma_\\mathrm{n}^2 | \\mathbf{X}, \\mathbf{y})$ as follows\n", + "\n", + "\\begin{align}\n", + "p(\\mathbf{w},\\sigma_\\mathrm{n}^2 | \\mathbf{X}, \\mathbf{y}) &= \\mathrm{NIG}(\\mathbf{w},\\sigma_\\mathrm{n}^2|\\mu, \\mathbf{\\Sigma}, a, b)\\\\\n", + "\\mathbf{\\Sigma} &= (\\mathbf{\\Sigma}_0^{-1} + \\mathbf{X}^\\top\\mathbf{X})^{-1}\\\\\n", + "\\mu &= \\mathbf{\\Sigma}(\\mathbf{\\Sigma}_0^{-1}\\mu_0 + \\mathbf{X}^\\top\\mathbf{y}) \\\\\n", + "a &= a_0 + n/2 \\\\ \n", + "b &= b_0 + \\frac{1}{2}(\\mu_0^\\top\\mathbf{\\Sigma}_0\\mu_0 + \\mathbf{y}^\\top\\mathbf{y} - \\mu^\\top\\mathbf{\\Sigma}\\mu )\n", + "\\end{align}\n", + "\n", + "This is left as an exercise to the reader (joking aside if you want to know more check Sec. 7.6.3.1 of \"Machine Learning: A probabilistic perspective\" by K.P. Murphy).\n", + "From this formulation, you can derive the two marginals on $\\mathbf{w}$ and ${\\sigma_\\mathrm{n}^2}$, which are easier to understand.\n", + "\n", + "\\begin{align}\n", + "p(\\sigma_\\mathrm{n}^2|\\mathrm{X}, \\mathrm{y}) &= \\mathrm{IG}(a,b)\\\\\n", + "p(\\mathbf{w}|\\mathrm{X}, \\mathrm{y}) &= \\mathcal{T}\\left(\\mu, \\frac{b}{a}\\Sigma, 2a\\right)\n", + "\\end{align}\n", + "\n", + "where $\\mathcal{T}$ is a student-T distribution. \n", + "\n", + "Finally, the predictive distribution a new test points $\\mathbf{X}_{\\mathrm{new}}$ is again a student-T distribution with the following form, \n", + "\n", + "\\begin{align}\n", + "p(\\mathbf{y}_\\mathrm{new}| \\mathbf{X}_\\mathrm{new}, \\mathbf{X}, \\mathbf{y}) = \\mathcal{T}\\left(\\mathbf{X}_\\mathrm{new}\\mu, \\frac{b}{a}(I + \\mathbf{X}_\\mathrm{new}\\mathbf{\\Sigma}\\mathbf{X}_\\mathrm{new}^\\top), 2a \\right)\n", + "\\end{align}\n", + "\n", + "**Exercise:** Write the function to compute the posterior following the formula above. Compute also the predictive posterior and plot few samples from it. \n", + "\n", + "For the prior, choose $\\mu_0 = 0$, $\\mathbf{\\Sigma}_0 = \\mathbf{I}$ and $a_0 = b_0 = 0$." + ] + }, + { + "cell_type": "code", + "execution_count": 27, + "metadata": { + "pycharm": { + "is_executing": false + } + }, + "outputs": [], + "source": [ + "\n", + "def compute_posterior(X, y, mu0, Sigma0, a0, b0):\n", + " Sigma0_inv = np.linalg.inv(Sigma0)\n", + " Sigma = np.linalg.inv(Sigma0_inv + X.T @ X)\n", + " mu = Sigma @ (Sigma0_inv @ mu0 + X.T @ y)\n", + " a = a0 + len(y) / 2\n", + " b = b0 + 0.5 * (mu0.T @ Sigma0_inv @ mu0 + y.T @ y - mu.T @ np.linalg.inv(Sigma) @ mu)\n", + " return mu, Sigma, a, b # @@ COMPLETE @@ #\n", + "\n", + "\n", + "def compute_predictive_posterior(X, mu, Sigma, a, b):\n", + " m = X @ mu\n", + " c = (b / a) * (np.eye(X.shape[0]) + X @ Sigma @ X.T)\n", + " dof = 2 * a\n", + " return m, c, dof # @@ COMPLETE @@ #\n", + "\n", + "\n", + "def sample_from_student_t(m, S, dof, n=1):\n", + " d = len(m)\n", + " if dof == np.inf:\n", + " x = 1.0\n", + " else:\n", + " x = np.random.chisquare(dof, n) / dof\n", + " z = np.random.multivariate_normal(np.zeros(d), S, (n,))\n", + " return m + z / np.sqrt(x)[:, None]\n", + "\n", + "\n", + "def sample(Xt, w_mean, w_cov, w_dof, a, b, N):\n", + " def _sample_single(Xt, w_mean, w_cov, w_dof, a, b):\n", + " w_sample = sample_from_student_t(w_mean.flatten(), w_cov, w_dof).T \n", + " noise = np.sqrt(b / a) * np.random.standard_t(w_dof, size=(Xt.shape[0], 1)) \n", + " y_sample = Xt @ w_sample + noise \n", + " return y_sample\n", + "\n", + " samples = np.zeros((N, Xt.shape[0]))\n", + " for i in range(N):\n", + " samples[i] = _sample_single(Xt[:, None], w_mean, w_cov, w_dof, a, b).flatten() \n", + " return samples" + ] + }, + { + "cell_type": "code", + "execution_count": 28, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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WRZs2bSCXyxETEyNmE964cQPh4eH4+++/0aFDB5N1P3jwAN27d0dCQgK8vb3FzJaUlBQcPHgQGRkZAID//Oc/eO655/S+PyqVCn379sXZs2fFeY0bN0bjxo3h7e2N/Px8JCYm4uLFi0hISCjr4RAtW7ZMfB+Bom4Bw8LCEBgYiLS0NERFRSEtLQ1Dhw7FF198YVadOTk56NmzpyTLrm7dumjZsiWqVKmCtLQ0HDt2DA8ePEBeXh6mTJmCzMxMzJgxw2L7ZcyDBw+gUqkAAMHBwWjUqBH8/Pzg7OyM9PR0XLp0CVeuXAEAHDx4EN27d0d0dDTkcnmFtM+YYcOG4f333xenjxw5gubNm5e4njNnzmDo0KHiOGkuLi5o27YtgoKCIJfLkZmZiVu3buHSpUvIzc3VWb979+5wd3fHtWvXcODAAQBAw4YN0a1bN52y9erVM9iO1NRU9OrVC/fu3YOzszM6duyIwMBAZGdnIzo6usT7pSkjIwO9e/fGnTt3IJfLERYWhoCAAKSmpiIyMhLp6ekAgBUrViA/Px9r1qwp0/bMUatWLfF6W7x4sThf8xrU5OnpWeJtqNVqDBkyBNu3bxfn+fj4ICwsDD4+PoiLi0NkZCQUCgXS09MRERGB9PR0vPPOOybrViqVGDJkCA4cOAAnJye0b98edevWRX5+Po4cOYJ79+4BAP7++2+89957WLp0aYnbX1baGR/an1ua3n33XSxbtgwAEBoaiqZNm8LR0RHXr1+Hnd3jjmxUKhVeeuklbN68WZxXq1YttG7dGn5+fsjOzsbJkydx69YtKJVKfPHFF0hOTsby5csNbnvGjBn48ssvxWlXV1d07doVNWrUQGJiIg4ePIj4+Hj06dPHYPZbaahUKgwbNgxbt24V5zk5OaFdu3YICgqCo6MjEhMTcfbsWSQkJECtVkOhUIhlx40bh9TUVBw4cADXrl0DAHTr1g0NGzbU2Vbr1q3NbpdcLsewYcOwYsUKAMC6devw/PPPm1xv3bp14usxY8boLfPHH3/g5ZdfFrPJNe93dnZ2uH79Ok6cOAGlUono6Gi0a9cOp0+fhr+/v9nttwRT5+5bb70luW+4u7sjPDwc1atXR2JiIiIjI5GdnY38/Hx89NFHSExMNDhW2gcffCA5PzXPZ7VajdTUVMTExIjfe7WV9fvf999/j/fff1/83u3p6Yl27dqhdu3aUKlUuHLlCs6cOQNBELBz506EhYXh2LFjcHV11dueYgUFBRgwYADOnj0LBwcH8R5VUFCAc+fOGV3XkMTERHTt2hVXr14V54WEhKBp06Zwd3dHUlISjhw5gtTUVKSnp2P48OFYu3YtXn755VJtr6yOHz+OOXPmoLCwEL6+vujcuTOqVq2KpKQknD9/XlK2slwbRERkQdaN2xEREVF5KY+Ms127dgkymUyst2vXrkJMTIzesrdv3xY+/fRTvb/Q1/zlanEG17hx44TU1FRJuZycHGHkyJFiWXd3dyE7O1vv9goKCoTx48cLkZGRgkKh0FsmPz9f+OabbwQHBwfx165ZWVkG9xcavx6Vy+WCn5+fsHv3bp1yhw4dEjw9PcWyn332mcE6zfk1bGnWsWTGWe/evcVybm5uwu+//65T5vTp00JwcLBYLiAgQHj06JHe+jR/OV/8fk+fPl3IycmRlEtNTRW6du0qlg0ODtabibBt2zaxTI0aNYTo6GiD+3L58mVh+vTpwsmTJw2WMcf169clv1zv0qWLEBcXJymTn58vTJ06VQAgODk5mXWsx44dK5arX7++3vdXqVQKS5YsEY+dvb29cPz48TLtjyCY90vuX375RVi0aJHRX05fvHhRaNWqlVjX3Llzy9w2QSh7xpkgCEKNGjXEOkaOHKm3jKnjMHDgQHH5kCFDhLS0NL3l8vLyhF27dgmvv/663uUlzcYSBOl1XXzfGjp0qJCUlCQpp1KpJPe9kmacFZ+vL7zwgpCQkCApl5ubK0yePFlynP73v/9ZZB+NZZxpMudcLc06mhk4AISPPvpIKCgokJRJSEgQevToIXkfDN1zNPe/+Hrt3bu3zvVTWFgoTJs2TSwrk8l0MuZKo6RZOwsWLJDsv2a2lOZ7U5zpFRAQIBw+fFinnvz8fPH1p59+Kq5XvXp1YfPmzXrv4xs3bhS8vLzEshs2bNDbxkOHDkm+dwwdOlTnGkxPTxdGjBihc+8ta8bZ9OnTJcfnrbfeMphVe/LkSWHs2LHC5cuXdZaZcz2WdJ1Dhw6Jy/39/Y1mggqCIFy6dEnyua7vu9Tly5cFFxcX8ZycNm2a3s/1W7duSbKUevfubdY+GWPJc3fDhg2SZREREUJGRoZk/YyMDGH06NGScps3b9bZTkpKinjvtbe3F1avXm0wQ/LBgwfCwoULhZ9//lnv8tJ8/9u/f79gZ2cnnttfffWVzncnQRCE8+fPC88995xY/6RJk/TWp3mci/erS5cueu8/mte1Od8xVSqVEB4eLpZr3bq13kzvvLw8Yc6cOeJ17ebmJty+fVtvnSW995c048zBwUGQyWTC3Llzdf530Nx/a14bRERkPQycERERPaE0/zF8/vnnhTfffNPsP+0AliAUPegLCgoS6+zXr59QWFhYqrZp/gNu7IG2IBT9gx0QECCWXb9+fam2qemrr74S61uyZInBcpptlMvlwsWLFw2W/fHHH8WyDRs2NFjO1gNnBw8elOz3zp07Dbbrzp07kgefhgKG2l3VffzxxwbrTExMFNzc3MSy+h5Qv//+++LyFStWGKzLkkaNGiVuMyQkRO+Dq2KvvfaaZH8NHevDhw+LZerWrSskJycbbYPmA69evXqVZXcEQShdMMKQ9PR0sRupGjVqmHyIaw5LBM7CwsLEOrp27aq3jKnj4OvrK94DjAXaTSlr4Awo6l7NWJe1xUoaOAMgNGvWTMjLyzNYp+ZD5qCgIL3tqEyBs4yMDMHd3V0sM23aNIN15efnC88//7xYNjw8XG85zf0HIHTq1Mng56RarZbUaaq7OHOUJPiQlZUlPPPMM2L5GjVqSJZrvjcABFdXVyE2NtZonXfu3BGDbD4+PsLNmzeNltf8vGnUqJHegIRmN87dunUzeG9RqVSSAKexc9Ccz8LY2FgxYAFA+PLLL43uizHlEThTq9WSriD//vtvo/VpBgFHjx6tt4zmD1cWLFhgtL7s7GxJoMbYD1jMYalzV6VSSZYNGzbMYKBLrVYLL774ouRzWPu+tmPHDnH5yy+/XKZ9LOn3P5VKJdSrV09cZ8uWLUbLJyQkCP7+/gIAwdHRUefHPYKge48KDQ01q6tYc75jrlmzRizTtm1bk/Vq1vnGG2/oLVPSe39JA2cAhM8//9xkvda8NoiIyHoe96lARERET6zTp09j8eLFZv9lZmbq1LF582Zx4Hs3NzesWrUKDg5l7/XZyckJCxYsMLjc2dkZI0eOFKdPnTpV5m2OHz9efL1//36z1pk4cSKaNGlicPnYsWPF4xEbG6v3GFYGxV1xAcCAAQPQt29fg2WDgoIkXQb+9NNPJgdE9/Pzw6xZswwu9/f3l2xT3/uteWz9/PyMbs8S0tPTJd2OffPNN0a7QPrmm2/g5uZmsl7N8/67775D1apVjZaPiIgQu/jas2cPUlNTTW6jonh5eWHQoEEAgISEBMTExFi5RUU0u+/S7trLXMXnm6urK9zd3S3SrtL64YcfJN3iWdJ3330HZ2dng8sXLFggdsF59+5d7Nu3r1zaUVH+97//ITs7G0DRfec///mPwbJyuRw//vijOB0ZGWmwWzZNP/zwg8HPSZlMJvksssRnm7n+/fdf9O3bF3fu3BHnmeri8K233kL9+vWNlvnvf/8rdu06a9Ys1K1b12j58PBw9OzZEwBw9epVna7Rrl69iuPHj4vTCxcuhL29vd667OzssGjRIshkMqPbNNf3338PtVoNAGjbtq3BbqKtRSaTSbq3++233wyWFQQB//vf/8Tp0aNH65S5ePEiDh48CABo3ry5yfPBzc0Nn376qTit2Q1keTJ17u7du1dc5uTkhIULFxo8J2QyGRYvXgxHR0cAwK1bt3TuaxX9fUPTjh07cOPGDQBFXTsWf8YaUr16dfFYFBYWYuPGjSa38fXXX8PFxaXMbQWk32l++uknk/V+9NFH8Pb2BgD8/vvv4vVWkWrWrGny2q4s1wYREVkexzgjIiIis/z999/i65EjR5p8yG+ujh07onr16kbLaI5LVBy8M0atVuPs2bO4cOEC4uPjkZmZKY5JoO3ChQtmtXPYsGFGl3t4eKBu3bqIjY2FIAj4999/ERoaalbdtiQyMlJ8/corr5gsP378eHz88cdQq9VISEhAbGys3vFbivXv39/ow3mg6P0ufuCj7/0OCAgQX69YsQL9+vUz+DDVEo4fP46CggIAQLVq1dCrVy+j5atUqYIBAwbg999/N1hGqVSKD+g8PT3Rr18/s9oSHh6Oa9euQRAEHDt2DAMGDDBzL8ouKSkJ0dHRuHr1Kh49eoScnBxJoPTMmTPi6wsXLtjE+a8Z6MrKyipVHQEBAbh9+zYePXqEDRs2mD0uoqU1adKk3MY/rF27NsLDw42W8fPzQ58+fcTxniIjI8WgR2VU/CAUKPpMM/WQt3Xr1ggNDcWlS5cAFO1/gwYNDJYPDg5GixYtjNZZ0s+2kkhLS8Nbb70lmZefn4+bN2/i+PHjks/Ejh07mhy3bcSIESa3+ddff4mvR40aZVY7u3btij179gAAjh49Kjlmmp9HLVu2xHPPPWe0rvr166Nt27Y4ceKEWds2RvM7z1tvvWWxgJwljR49WhxPc9u2bcjNzdX7o47Dhw8jLi4OQFFwpXv37jplNN+7kSNHmrW/Xbt2FV8fPXq0xO03pCznruZ13adPH5PfL2vVqoVevXphx44dAHTva5rfN7Zs2YKPP/4Y1apVK92OlVBpr6diR48exXvvvWewbJUqVdCjR4/SN1BDQkKC+H36ueeeQ9OmTU2u4+zsjHbt2mH37t3IyMjA5cuXjf5ArTwMHTrU5I8AbenaICKiisXAGRER0VNg9uzZmDNnTpnqiI6OFl+besBaEuY8XPf19RVfG8vkUiqVWLhwIb7//nvEx8ebtf2UlBSzylmynbbq/v37SEpKEqfbt29vch0/Pz/Ur18f165dAwCcO3fOaODMEsdx6NChmDNnDtRqNXbt2oXGjRvjlVdeQe/evRESEmLxB5yaWRCtW7c2K+OnXbt2RgNn//zzD3JycgAAjo6OJh9aFzt9+rT4uvhBaHmLiYnB9OnTsXv3bjGbxBRzr6vyphks8/T0LFUdw4cPx1dffQWg6KFZcfAsPDy8wh6gAkWBg/LStm1bs66bdu3aiYEz7eygykaz/ebc6wCgQ4cOYuDs3LlzRsta+zMjKysLixcvNllu1KhRWLJkiZhNqI+jo6PJ/UlNTcX169cBFGX6fPbZZ2a1UzM7VfuepvketWvXzqz62rVrV+bA2cOHDyWBTEt+57GkRo0aoUWLFjh37hyys7Oxbds2vQEWzWy0kSNH6v2hieYxi4yMxL///mty+5o/nLDk51FZzt3SXtfFgTPt67pt27YICAhAXFwc7t27h5CQEIwfPx79+/dHmzZt4OTkZNY2SkPzPdm8eTMOHTpkcp2MjAzxtan3pFmzZhb70ZFmW/Py8nQCn4bcunVLfB0XF1fhgTNzPldt6dogIqKKxcAZERERmeXhw4fi6+DgYIvVq9mVmiHF3egAMJg5VlBQgAEDBmDv3r0l2r65WSiWaqctS05OFl+7uLiY3S1RUFCQGDgzFTCxxHFs1KgRvvnmG3zwwQcQBAHXrl3Dhx9+iA8//BBVqlRB+/bt0aVLF7z44osmuxYzh+ZxqVOnjlnrmCr34MED8XVqaqpZDwm1lbbrwZLYs2cPXnzxRTHjzlylze6yNM2HiD4+PqWqY+bMmYiKikJ0dDQEQcDWrVvF4FG9evXQqVMndOvWDf3794eHh4dF2q1PeXYTVprzWvO6qIw02x8YGGjWOkFBQeLrirjXWZqTkxO8vb1Rt25dtG/fHmPHjjXrQXWVKlVMZmUkJCSIrxUKhUXuaeVx7zWH5vcduVyOmjVrlrnO8jJ69Ggx2LNu3TqdwFlBQQE2bdokKa+P5mfS7t27S9yO8v48MvfctfR17ejoiLVr16Jfv37Izs5GSkoK5s+fj/nz58PZ2RmtWrVC586d0adPH7Rv396iP9zRfE82bNhQ4vVNvSeW/EzRbOudO3ds9juNNnOOga1fG0REVH44xhkRERGZRfNBuCXH+bHUQ4bPPvtMDJrJZDK89NJL2LhxI65evYqMjAwoFAoIgiD+FTM1Jpel22nLisf7AWDWGF36ypoKmFjqOL7//vuIjIxEt27dJHU+evQIu3btwocffogGDRqge/fuYoZIaWkeF2Njm2kydfw0AzqlpVQqy1yHMcnJyXjppZfEoFlgYCC+/PJLHD16FA8ePEBubi7UarV4Tc2ePVtc1xpjlehTHNAFYLLLLkPc3Nxw6NAhzJ8/X/KAFQBu3LiBlStX4uWXX0b16tXx4YcfIi8vryxNNshS49DoU5rz2laCo6VVmvudNe51pRUYGCj5zBMEAQUFBXj48CGOHz+Ob7/91uzsDnPOvfK4p5XHvdcc5fV9pzxoZpDt3btXJ6C9a9cupKenAyjqQs9Q96Flff/MzUY2R1nO3fK4rrt06YKLFy9i7NixkmshPz8fR48exRdffIGOHTuiYcOG2LZtm5l7aVpZ3xNT3xEs+ZlSGb7T6FMR9zZLXhtERFSxGDgjIiIis2hmUmg+mLAFBQUFWLRokTi9evVqrF+/HsOGDUPDhg3h6ekp+WV/ZX/gW140HxAWdyNoDs2y5Zlxo61Lly7Yv38/EhISsGHDBrz99tto0aKFpCvFAwcOoE2bNjh27Fipt6N5XHJzc81ax9Tx03xQ16RJE52HhOb8lbX7VVNWrFghPjBq2rQp/vnnH3z00Ufo0KEDatSoARcXF0lwwNauq3///VeSOdK2bdtS1+Xk5IRp06bh9u3buHDhAhYuXIgRI0agVq1aYpnc3FzMnz8f4eHh5RY8Ky+lOa8tca1bM8Bamvudte51lYHmPc3T07NU97TVq1dL6iyPe685bPn7jjbNMcuUSqVOZtK6devE14ayzQDp+7dly5ZSvX+2oLyu6+DgYPz6669ITk7G33//jZkzZyI8PFwSeLl+/ToGDRqEBQsWlLL1Uprvyblz50r8flh63ERz2zpgwIBSnT8RERFlbkd5fKY8KdcGERGVHANnREREZBZ/f3/x9Z07d6zYEl2nTp0SH26FhIRg7NixRsubMz7B00izy5q8vDyzx6nSfDhTtWpVSzfLJH9/fwwfPhz//e9/cfbsWSQmJuKHH34Qxw/Ky8vD66+/Xur6NY/LvXv3zFrH1JgWmtdTYmJi6RpWzg4cOCC+njlzpskxwmztuvrjjz8k0507dy5znTKZDE2bNsWUKVPw+++/Iz4+HufOncP48ePFMidPnixVN1XWVJrzWt+1rvkDBXOyByyRpVBapbmurX2vs2Wa97TMzEyzA13GlMe91xya+1JQUCDphtIWaQbENMczS09Px65duwAU3btefvllg3VUhs8kc5T3de3m5oaePXti7ty5OHjwIFJTU/HHH39IxgD8+OOPcf/+/ZI1XI/K9J6UV1s1u4i11mdKZXofiIjIshg4IyIiIrNoZmscPHjQii3RpTn+gObDC0MOHz5cns0xytrddxlTq1YtVKtWTZw+fvy4yXVSUlJw/fp1cdpQN1AVyc/PD++88w7+/PNPcd6VK1dw+/btUtXXvHlz8fXp06fN+kWz5mDy+jRr1gxyuRwAkJSUhJs3b5aqbeWpJNeVSqUqU1afpRUUFEiCV40bN0bjxo3LZVvNmzfHypUr8dprr4nztm/frlPOlq/9kydPmlVO87zWd61rBldTU1NN1lfWblTLQvO6Nudep13OFu51tqRGjRoICAgQp809psZovkfR0dFmrWPq3msOf39/SbesZf3OU97X/qBBg8SsmJMnT+LWrVsAgE2bNold7Xbu3Nno+G9t2rQRX9vSvbykKvq6dnFxwdChQxEVFSUGWBQKBfbs2aNTtqTnQWV6TzTbeuHCBYtkfgIl+0xRKBSS76OWUpneByIisiwGzoiIiMgsvXv3Fl+vX7/e7GykiqDZNZ+pX7mr1WosX768vJtkkLOzs/i6sLDQau0wJDw8XHyt3W2WPqtXrxYDSTVr1kSDBg3Kq2kl1qFDB/j4+IjTmt32lUT79u3FINfDhw/FsfQMycjI0Bs40eTi4oKuXbuK00uWLClV28pTSa6rbdu22dQvsd977z1JFsGMGTPK/eH1gAEDxNf6zjVbvvbj4uIQFRVltExKSgr++usvcVrzXlFMM9hw8eJFk11Ubdy40az2lcex07z+1q9fj/z8fKPlz5w5g3/++Uec1rf/T7t+/fqJry1xT9M8xmfOnJGMWajPzZs3LRI4A6TfeRYvXlym7tbK+9p3c3PDwIEDxenirDPN7DNj3TQC0vduy5Ytpf68tDbN6/qvv/5CUlKS0fIPHjzA7t279a5fEj4+PujQoYM4bYnPAM33ZOXKlSbvUdYUHByMRo0aASgKYP3yyy8WqVfzM+XChQtGy27fvr1cjtGTcm0QEVHJMXBGREREZhk8eDACAwMBFI35MX78eKsM5K1PcHCw+PrQoUNGu2qZP38+Ll68WBHN0qu4+0AAFunKx9I0uzTcunWr3l9NF/v3338xb948yboVkVVjbtA2PT1dMj6NZjZdSXh7e2PIkCHi9Icffmh0DKvp06ebNS7O9OnTxdeLFi3C/v37zW5TRQSpNK8rY4HA5ORkvPvuu+XeHnMUFhZi6tSpkof2YWFhGD58eKnqKygoMHuMI80u4vSda7Z+7U+bNk3MTjG0vPihZGBgIF544QWdMo0aNRLHCEpISDAaZN61a5fYjZwp5XHsRo0aJY6HlJCQgM8++8xgWYVCgSlTpojT4eHhNvUjAVvx/vvvw97eHkDR54c5P74opu+e1qhRI7Rv316cfueddwxm/KrVarz99tsWG09o6tSp4o8HTpw4ga+//rrUdVXEtT9mzBjx9bp16xAXFydm1zs7O2PYsGFG12/dujXCwsIAFHVvPGbMGCgUCrO2rVAo8OjRo9I13MJ69OiBZ555BkDR/Xvq1KkGywqCgClTpohBrLp164rjxRUzJ3O2mKU/A4YMGYJnn30WQNE9avLkyWaf39nZ2RbL+jKX5neamTNnliij2NB3Gs1sL2P3k8zMTHz00Udmb68knpRrg4iISo6BMyIiIjKLg4MDfvzxRzEwsnPnTvTs2dPgL8Dv3r2LWbNmYc2aNeXetubNm6NWrVoAirJ9hg0bJulmDih6gDJr1ix89NFHkoG+K5pmd3GbNm2yuUHDw8PDJb+0Hzp0qM5YUQBw9uxZdO/eHenp6QCAgIAAvP322xXSxuHDh6Nfv37YtGmTwUyo+/fvY9SoUeLDjfr166Nu3bql3uasWbPErLNLly6hb9++Og++CgoKMG3aNCxbtgxOTk4m6+zSpQvGjRsHoGjsjr59++LLL780GKjJz8/Htm3b8OKLL0qym8pL//79xddffvmlJHuh2Llz59ClSxfExcVZ9bpKS0vD8uXL0aRJE/z3v/8V59erVw+bN28WH+aXVEJCAgICAjBt2jScOXPGYLl9+/Zh9uzZ4rTmNVRM89o/efKk2ePvVAQnJyecPXsWAwcO1Pk1fX5+Pt5++238+uuv4rx58+ZJMhKLOTg4SIKUEyZMQExMjKSMIAhYu3Ythg8fLl5TpmgeO333o9Lw9PTEp59+Kk5/9dVX+PTTT3UeiD58+BAvvvii2FWgg4MDvvzyS4u04UlTt25dzJw5U5x+5ZVXMG3aNIM/dlAqldi7dy/GjBkj6WJP07x588TvHXv37sWoUaPEz51imZmZGDNmDHbv3m3Wvdcc9evXx/vvvy9Of/zxx5gyZQrS0tL0lj916hQiIiJw5coVnWWa5++ff/5p9kP3kujevTuqV68OALhx4wbeffdd8ftFv3794OXlZbKORYsWicHkffv2oXPnzka7cb1+/Trmzp2LoKAgm+nCzs7ODl999ZU4/fvvv2PChAk6n6tZWVkYP348tmzZIs775ptvdO5rixYtQrNmzbB06VKDwZ3s7Gx88sknOH36NADA3t4ePXr00ClX0u9/9vb2WLp0qfj5tWrVKvTt2xdXr141uM6FCxcwffp0BAQEVPh4xKNHjxYz9rKystCxY0csW7bM4PmemZmJdevWISwsTPLDBE2jRo0SX69fvx4//vijTplr166ha9euuHXrltmfKSX1JFwbRERUcg6mixAREVFl99dff5Woa0VXV1d88803OvP79euHL7/8UvxV58GDB/Hcc8+hadOmCAkJgbu7O9LS0vDPP/8gNjYWAPD9999bZieMsLOzw9y5c/HKK68AKPqntn79+mjfvj0CAwORmpqKqKgo8Vefy5cvx8svv1zu7dJn8ODBmDFjBgRBwK5du9CkSRO0b99ezNIAgBEjRqBVq1ZWaR9Q9HCmQ4cOuHXrFrKzszF8+HDUq1cPbdq0gZOTE2JiYnDy5EnxoY+bmxt+//13eHt7V0j71Gq1mK3i5OSEkJAQ1K9fH15eXsjKysK9e/dw4sQJMTPB3t5eEkwpjQYNGmDBggV48803AQCRkZEIDg5GWFgYAgMD8ejRI0RGRiI1NRVOTk6YN28ePvjgA5P1Llu2TMzMUSgUmDFjBj7//HO0adMGderUgVwuR3p6Om7duoXLly+LGUEtW7Ys0/6YY9y4cfjuu+9w/fp1FBQUYMyYMfjiiy/QtGlTODs74/Lly2IwqWnTpujZs6fe+4YlnDx5Em+99ZY4LQgCsrKykJ6ejhs3biA2NlbnIeSLL76IFStWSLrrLI309HR89913+O677+Dj4yMG6p2dnZGUlIR//vlHMn5e/fr18c477+jUU716dbRv3x7Hjx9Hfn4+mjZtil69eqFGjRriw9q6deti0qRJZWpvaUyaNAl//vkn/v77bwQFBSEsLAwBAQFITU1FZGSk5Bfzo0aNMnr/nDlzJtavX4+cnBzExcWhWbNm6NKlC4KDg5GZmYnjx4/j3r17cHBwwE8//SQZG86QIUOGiNmv06dPx+7duxESEiJ5SPrJJ5+gSpUqJdrvadOm4ejRo9ixYwcA4PPPP8fSpUsRHh6OKlWqIC4uDpGRkZJMvPnz50uyIEhq9uzZuHv3Ln799VcIgoDvvvsOixYtQqtWrVC3bl24uroiMzMTd+/exT///CNmxWhm42gKCwvDtGnTMH/+fADAhg0bsHPnTnTt2hXVq1fHw4cPcfDgQWRnZ6NKlSp45513MGfOHIvsyxdffIFr166J58ePP/6I5cuXo127dnjmmWfg4OCAxMREnD17FgkJCQCgN8Opd+/ecHFxQV5eHi5cuIBGjRohLCwM3t7eYlCwR48eeoMt5rK3t8eIESPwww8/AAA2b94sLtPMRjOmcePG+P333/HSSy8hNzcXJ0+eRNu2bVG3bl20aNECPj4+yM/PF+97tpg5CxT9uObw4cPiOJc///wzNmzYgPDwcPj7+yMpKQkHDhyQBNOmTp2KwYMH663v4sWLmDx5Mt58803UrVsXjRs3RtWqVVFYWIiEhAQcP35cUtdHH30kGe+vWGm+/3Xv3h1Lly7FpEmToFKpsHv3bvz999947rnn0KRJE3h6eiI3NxcJCQm4ePEikpOTy3z8Ssve3h4bN27ECy+8gPPnzyMzMxNvvPEGPvzwQ7Rr1w61atWCvb09Hj16hNjYWFy9elXsuUIzq19Tx44d0bdvXzE7ecqUKVi8eDHatm0LmUyG2NhYREdHQ61WIyIiAnfu3MGhQ4csvm9PyrVBREQlJBAREdETqUuXLgKAUv15eXkZrXv9+vWCv7+/WXUtX75cZ/3Zs2eLy2fPnm1yXyIjI8XyXbp0MVhuxowZRtvi7Ows/PTTT4IgCJL5hphTRpPmMY+MjDRY7uOPPzbazlWrVpW4XnOOqbnHURAEITExUejatavJ9/fZZ58VTp06ZbSucePGGdw3fVatWiWWHzdunM7yfv36mX0uV6tWTdi2bZvJbZpr4cKFglwuN3rt/PnnnyU61kqlUvj0008FV1dXs/bJ0dFRePPNN8u8L+ac37GxsUJwcLDR9nTo0EGIj48v8XVtiuZ5U5K/Ll26CH/88YdFjkN8fLzR91v7LywsTEhISDC4rdOnTwseHh5G266ptMfUnGtOu+6rV68KDRo0MLp/r7zyilBYWGhy+7t37zZ6Pnt6egqbN28W7ty5I84LDAw0WJ9CoRA6d+5stG137tyRrGPO+S0IglBYWCi89dZbgr29vdH6vby8TN6/TN27tJm7/+bS3H5Z6ytr2xYuXChUqVLFrOtGJpMJAwYMMFrfRx99JNjZ2Rmso2bNmsLx48fNeg9Kcn9WqVTCjBkzzLoP2NvbC1evXtVbz9KlSwWZTGZwXe3ru6Sfm4IgCGfOnNGp19fXV1AoFGatX+zChQtCy5Ytzb7vBQUFCefPny/RNrRZ8twtNnfuXJPvm7Ozs/DFF18YrOPbb781+zg4OTkJn332mdE2lfT7X7GDBw8K9erVM7stISEhwv3793XqKek9qlhJPotyc3OFN954Q3BwcDCrrS4uLkbfg9TUVKFVq1ZG63j11VeF/Px8s74vm/tdXR9rXBtERGQ9zDgjIiKiEnvppZfQr18/rFmzBrt37xZ/5apSqVClShU0aNAAHTt2xNChQw12v1Qe5s2bh969e+PHH3/E0aNHkZycDA8PD9SuXRu9evXCq6++inr16lVYewz54osv0LFjR6xatQpnz57Fw4cPDXY5aC3+/v44cOAA/v77b2zYsAFHjx5FYmIiCgsLUa1aNTRv3hwDBw7E6NGj4ejoWKFt2759O86fP48DBw7g5MmTuHr1KuLj45GTkwO5XA4/Pz80adIEffr0wahRo+Dp6WmxbU+ZMgU9e/bEjz/+iL///hvx8fGQy+UICAhAv3798MYbb6BOnTqIiooyu057e3v85z//wZQpU7BmzRrs378fMTExSElJQWFhITw9PREYGIjQ0FCEh4ejT58+8PPzs9g+GVO/fn2cP38eixcvxpYtWxAbGwuFQoHq1asjNDQUo0aNwvDhw0vdFWJpOTo6wsPDA15eXvDz80PTpk3RqlUrhIeHW/Qar1WrFlJTU3Hw4EEcOXIEZ8+exc2bN5GcnAyFQgEPDw8EBgbi+eefx0svvaQzPo62Vq1a4Z9//sGiRYsQGRmJ27dvIzs7GyqVymJtLq2GDRvi9OnTWLlyJTZu3IibN28iPT0d/v7+6NChAyZOnIjw8HCz6urVqxeuXbuGb7/9Fnv27EFcXBzs7e1Rp04d9O/fH5MmTUKdOnVw9+5ds+pzdHTE/v378csvv2Dz5s24fPky0tLSLNLlnYODAxYtWoQ33ngDK1euxIEDBxAXF4esrCz4+Pigfv366NOnDyZMmGAwK4p0TZkyBREREVi7di327dsnfk/Iz88XP5dDQkIQFhaGPn366M3Q0fTll19i6NChWLJkCQ4ePIiEhAS4u7sjKCgIgwcPxsSJE1G1alUx291S7OzsMG/ePLzxxhtYvXo19u3bh5s3byIlJQUODg6oVq0aQkJC0K1bN7z00ktit9Ha3njjDYSGhmLZsmU4efIk7t+/j9zcXIt219yyZUs0atRI0pXf8OHDS/wZ3bRpU5w5cwZ79+7Ftm3bcOzYMTx48ADp6eniZ2yDBg3Qpk0b9OzZE+3atauQ8U1LaubMmRgzZgx+/vln7NmzB3fu3EF6ejq8vb0RHByMnj174rXXXkOdOnUM1vH+++9jyJAh2LdvH44fP45Lly7h7t27yMzMhJ2dHby9vdGoUSN07doVY8eOFccCNqS03//Cw8Nx9epVbNu2Dbt27UJ0dDQSExORmZkJV1dX+Pv7o2HDhmjfvj169+6NZs2alfRwWYyLiwuWLl2K6dOn47fffsPBgwdx/fp1pKamQq1Ww8vLC8HBwWjatCm6deuGXr16Gf2e5uPjg+PHj+Pnn3/G77//jitXriA7Oxs1atTA888/j4kTJ+odc7M8PCnXBhERmUcmWPKbGhEREREREREREREREVElpTuiMxEREREREREREREREdFTiIEzIiIiIiIiIiIiIiIiIjBwRkRERERERERERERERASAgTMiIiIiIiIiIiIiIiIiAAycEREREREREREREREREQFg4IyIiIiIiIiIiIiIiIgIAANnRERERERERERERERERAAYOCMiIiIiIiIiIiIiIiICwMAZEREREREREREREREREQAGzoiIiIiIiIiIiIiIiIgAMHBGREREREREREREREREBICBMyIiIiIiIiIiIiIiIiIADJwRERERERERERERERERAQAcrN0AIgBQKpVITEwEAFSvXh0ODjw1iYiIiIiIiIiIiIioYjHjjGxCYmIiAgICEBAQIAbQiIiIiIiIiIiIiIiIKhIDZ0RERERERERERERERERg4IyIiIiIiIiIiIiIiIgIAANnRERERERERERERERERAAYOCMiIiIiIiIiIiIiIiICwMAZEREREREREREREREREQAGzoiIiIiIiIiIiIiIiIgAMHBGREREREREREREREREBICBMyIiIiIiIiIiIiIiIiIADJwRERERERERERERERERAWDgjIiIiIiIiIiIiIiIiAgAA2dEREREREREREREREREABg4IyIiIiIiIiIiIiIiIgLAwBkRERERERERERERERERAMDB2g0gIiIiIiIiIiIiehqo1WpkZ2cjMzMTCoUCKpXK2k0iIioX9vb2cHJygqenJ9zd3WFnV3nyuBg4IyIiIiIiIiIiIipnWVlZuH//PgRBsHZTiIjKnVKpREFBAbKysiCTyVCrVi14eHhYu1lmYeCMiIiIiIiIiIiIqBzpC5rJZDLY29tbsVVEROVHpVKJ9zxBEHD//v1KEzxj4IyIiIiIiIiIiIionKjVaknQzN3dHT4+PnB1dYVMJrNy64iIyocgCMjNzUVaWhqys7PF4Fn9+vVtvttG224dERERERERERERUSVW/MAYKAqa1a5dG25ubgyaEdETTSaTwc3NDbVr14a7uzuAomBadna2lVtmGgNnREREREREREREROUkMzNTfO3j48OAGRE9VWQyGXx8fMRpzXuirWLgjIiIiIiIiIiIiKicKBQKAEUPj11dXa3cGiKiiqfZNW3xPdGWMXBGREREREREREREVE5UKhUAwN7entlmRPRUkslksLe3B/D4nmjLGDgjIiIiIiIiIiIiIiIiAgNnRERERERERERERERERAAYOCMiIiIiIiIiIiIiIiICADhYuwFERERERERERERERGQb8vLy8O2330KlUqFFixYYMGCAtZtkdcuXL8eDBw/g6+uLKVOmWLs5VM4YOCMiIiIiIiIiIiIiIgDARx99hIULF6J69eo4e/astZtjdVu3bsXrr78Oe3t77N6929rNoQrArhqJiIiIiIiIiIiIiAgHDhzAokWL4OTkhM2bN6NmzZrWbpJVJSUl4fXXXwcAfPXVV3jhhRfKdXsRERGQyWQICgrSuzwoKAgymQwRERHl2o6nHTPOiIiIiIiIiIiIiOiJEBUVhfDwcJ359vb28PT0hJeXFwICAtCyZUt07NgR/fv3h5OTkxVaansyMjIwfvx4CIKARYsWoX379tZuktVNmDABycnJGDVqFKZNm2bt5lAFYcYZERERERERERERET3RVCoVHj16hLt37+LIkSP44YcfMHToUNSuXRuff/45lEqltZtodW+99Rbi4uLw+uuvY+LEidZujtX98ssv2L59O5o3b46ff/7Z2s2hCsSMMyIiIiIiIiIiIiJ64kyaNAmTJ08Wp7Ozs/Ho0SP8888/OHDgAPbv34/k5GR8+umn2LFjB3bu3Ak/Pz8rtth6Nm/ejN9++w0dOnTAokWLrN0cq7tz5w7effddVK1aFVu3boWLi4u1m0QViIEzIiIiIiIiIiIioqdMZmYm4uPjkZ2dDXd3d9SuXRuenp7WbpZFVatWDY0bN9aZ37t3b0yfPh0xMTEYPXo0zp8/j1OnTmHQoEE4ePDgU9l145AhQyAIgrWbYTOeeeYZZGZmWrsZZCXsqpGIiIiIiIiIiIjoKSAIAiIjIzF06FD4+PggJCQEbdq0QUhICHx8fDBs2DBERkY+NQGU5557DseOHUPz5s0BAMeOHcPixYut3CoisjYGzoiIiIiIiIiIiIiecOfOnUNoaCi6du2KzZs3Q6VSSZarVCps2rQJXbt2RWhoKM6dO2elllYsFxcXrF27FjKZDADw7bfforCw0GD5o0ePYsyYMQgKCoKzszO8vb3RvHlzzJw5E8nJyQbXi4qKgkwmg0wmQ1RUFABg48aN6NatG/z8/ODi4oIGDRrgww8/RFpamsF6IiIiIJPJEBQUBABIT0/HrFmzEBISAjc3N3h7e6Nz585Yt26dWfufkZGBL7/8Eh06dICfnx+cnJxQo0YN9O/fH5s2bTIriFrWOrZu3YqBAweidu3akMvl8PDwQHBwMDp16oRPP/0Up06dMmtftGkfq4SEBEyfPh0hISHw8PCQvBfFVCoVfv31V/Tr1w81a9aEXC6Hr68vOnbsiAULFiAvL8/kdi1RR1ndvHkT7777LkJDQ+Hl5QUXFxcEBwcjIiICZ86cMbpufn4+Fi5ciLCwMPj5+cHR0RE+Pj5o0KABevfujQULFuDu3bvlvg9WJRDZgLi4OAGAAECIi4uzdnOIiIiIiIiIiIgs4vr160JMTIxw/fp1q7Vh7969gpubm/j8zZw/Nzc3Ye/evVZrc2lFRkaK+zB79myz1+vRo4e43rFjx3SWq1Qq4c033zR6zLy8vAweM812HThwQBg9erTBep599lkhISFBbz3jxo0TAAiBgYHCtWvXhKCgIIP1vPnmm0b3ef/+/YKvr6/RferTp4+QlZVVLnUolUph2LBhJs/Fli1bGt0PQzSP1YkTJ4SqVavq1B0ZGSmW//fff4WmTZsabcuzzz4rxMbGGtxmWevQbLM+gYGBAgBh3LhxBtswf/58wdHR0eD2ZTKZ8Omnn+pd98GDB8Jzzz1n8j15//33DW7fEFu4F5qLGWdERERERERERERET6hz585h0KBByMnJKdF6OTk5GDRo0FOTeda9e3fx9ZEjR3SWf/TRR2I3js888wx++uknnDp1CpGRkXj33Xfh6OiIjIwM9OvXDxcvXjS6rU8//RS//fYbBg4ciC1btuDs2bP466+/0LdvXwCPs4WMyc3NRf/+/ZGamoqZM2ciKioKZ86cwYoVK1C7dm0AwOLFi7Fnzx696x87dgy9e/dGamoq/P398fnnn2PHjh04e/YsduzYgdGjRwMA/vrrL4wbN65c6li6dCn++OMPAEDHjh2xevVqHDlyBOfOncO+ffvw3Xff4YUXXoC9vb3RY2FKdnY2hgwZgvz8fHzyySeIiorCqVOn8Msvv6BGjRoAgNTUVHTs2BEXL16EXC7HW2+9hT/++AOnT59GZGQkPv74Y7i6uuLmzZvo3bs3MjIydLZjiTrKav78+fjggw9QWFiIJk2aYOnSpdi/fz/OnDmDdevWoV27dhAEAXPnzsXChQt11p8yZQpiYmIAAKNHj8aWLVsQHR2N06dPY/v27Zg1axaaNm1q8XbbHGtH7ogEgRlnRERERERERET0ZLJmloVarRZCQkJKlGmm/de4cWNBrVZXeNtLq7QZZ/v37xfXe+WVVyTL/vnnH8HOzk48Ho8ePdJZf/fu3WKZ1q1bG20XAOHzzz/XKaNWq8XMNwcHByEpKUmnTHFGEv4/w+3y5cs6ZW7cuCE4OzsLAIQBAwboLFcoFGKmWq9evYScnBy9x2T58uXitrQz6SxRR6dOnQQAQps2bYTCwkK96wuCIKSmphpcZozmsXJ3dxcuXLhgsOyoUaPETK/bt2/rLXPu3Dkxc3PGjBnlUkdZMs6uXLkiZprNnj1b73WrUqnEbEd3d3chLS1NXJaXlyeubyqjrDTvCTPOiIiIiIiIiIiIiMiqoqKicOXKlTLVcfnyZRw6dMhCLbJdvr6+4utHjx5Jli1duhRqtRoA8PPPP8Pb21tn/V69euGVV14BAJw6dQqnT582uK2WLVtixowZOvNlMhnee+89AIBSqcSJEyeMtnnu3LkICQnRmf/ss89i4MCBAIrGZNO2fv163L17F87OzlizZg1cXV311j9hwgS0bt0aALB69WqL15GYmAgAaN++PRwcHAzup4+Pj8Fl5vrwww8NZkrdvXsXGzZsAAD8+OOPeOaZZ/SWa968Od58800AuvtiiTrK6rvvvkNhYSFatWqF2bNni+P2abKzs8OiRYsgl8uRnZ2NTZs2icvS0tLE8f06d+5sdFuWeE9sGQNnRERERERERERERE+gJUuW2FQ9tszd3V18nZWVJVm2f/9+AEBISAjatGljsI4JEyborKPPqFGj9AY1gKKgWrHbt28brEMmk2HUqFEGlxfXk5aWhvT0dMmy7du3AwC6dOkCPz8/g3UAjwMo2kE8S9RR3E3ijh07kJKSYrSOsnr55ZcNLtu1axdUKhVcXV3Ru3dvo/UU78uDBw9w7949i9ZRVjt27AAADBkyxOD5BQDe3t4IDQ0FIH1PfH194eTkBABYu3YtlEqlxdpW2RgO4xIRERERERERERFRpZSZmYmtW7dapK4tW7YgMzMTnp6eFqnPFmkGyzT3s6CgADdu3AAAo0EzoCibyNHREYWFhbh8+bLBcg0bNjS4TDOTRzuAp6lq1aqSLDlT9WhmyZ05cwYAsGfPHqMBFk3F2WGWrGPcuHE4fPgwbt68iWeffRaDBw/GCy+8gE6dOonjtFmCu7s7goODDS4v3pfc3FyjmW/aEhMTUadOHYvVURb//vsvkpOTAQAff/wxPv74Y7O3X0wul+Oll17C2rVrsWnTJpw+fRrDhw9HWFgY2rdvrzfT8knFjDMiIiIiIiIiIiKiJ0x8fDxUKpVF6lKpVLh//75F6rJVmhlPmkEnzW4bq1WrZrQOR0dHMZiVlpZmsJyhbg2Boq70ihl7/4zVYaqepKQko+vqk5eXZ/E6XnnlFcyYMQMODg7IyMjAqlWrMGrUKAQEBODZZ5/F+++/bzTrzlymAj6l2RegKEhmyTrKwlLb//HHH9G/f38ARcG4+fPno2/fvvD19cXzzz+P+fPnIyMjo8zttXXMOCOqJM7fe4TdlxMRUtMTA5rWNPuXHERERERERERE9PTJzs62aH3Gsp+eBOfPnxdfN2jQQG+ZJ+V5XHEgrXfv3vjmm2+sVgcAzJs3DxMnTsS6detw4MABREdHIzc3F7du3cKCBQuwaNEiLFy4EG+88Uapt2Fvb290efG+VK1aFZGRkWbXqzmOmSXqKAvN4OisWbMwbNgws9Zzc3OTTHt6emL79u04deoUNm7ciKioKFy4cAEqlQpnzpzBmTNn8O2332Lbtm1o166dRdpuixg4I6oEbiVnY+hPJ6BSCwCAAqUaw1sFWLlVRERERERERERkqzTH7LIEDw8Pi9Zna/bt2ye+7tixo/i6SpUq4uuHDx8arUOpVCI1NRWANGvN1vj6+uLBgwdQKBRo3Lix1eooFhgYiBkzZmDGjBkoLCzE6dOnsXHjRixbtgz5+fmYPHky2rRpg+bNm5dpO4YUZwlmZWWhUaNGJgNt5VVHWWh22+no6Fjm96R169Zo3bo1gKJ9ioqKwurVq7FlyxYkJSVhyJAhuHXrFlxcXMq0HVvFrhqJKoHIa0li0AwA9l5JNFKaiIiIiIiIiIiedrVr17bYw3sHBwfUqlXLInXZosuXL+PAgQMAgICAALRq1UpcJpfLUa9ePQDAyZMnjdZz/vx5FBYWAkCZAxflqTgAdebMGSgUCqvVoY+joyPat2+PH374Af/73/8AAIIgYNOmTRbbhrbifSkoKBDHKrNGHWURHBwMLy8vAMCxY8csWreHhwf69++PzZs34+233wYAJCQk4OjRoxbdji1h4IyoEsguUEqmM/IKrdQSIiIiIiIiIiKqDDw9PTFo0CCL1DVo0CB4enpapC5bk5eXh7Fjx0IQin60Pm3aNDg4SDtq6969OwDgypUrOHXqlMG6fv75Z511bNGAAQMAQBxXzFp1mNKtWzfxteYYdJbWv39/sRvOH374wWp1lIW9vT369OkDANi7dy+uXr1aLtupqPfE2hg4I6oE8gvVkunsAssM7EpERERERERERE+uyZMn21Q9tiYmJgYdO3YUxzfr0qULJk2apFNu0qRJsLMrepQ+ceJEZGZm6pTZu3cvfvnlFwBF3dw9//zz5djyshk3bhwCAoqGgZk2bRoOHz5stPzRo0dx6NAhi9fx22+/QalUGlij6JgWs9RYYPo0aNBAHBNs/fr1WLBggdHyd+7cwe+//27xOsrq448/hr29PdRqNYYOHYr4+HiDZVUqFdatWycpc/v2bZ33SFtFvSfWxjHOiCqBAqU0UJarMPyBQkREREREREREBABhYWEICQnBlStXSl1H48aN0aVLFwu2quIkJSXh8uXL4nROTg4ePXqEf/75BwcOHMC+ffvETLO2bdti06ZNcHR01KknNDQU77//PubPn4+LFy+iRYsWmD59Opo3b46cnBzs2LEDCxcuhEqlgpOTE5YtW1Zh+1gacrkcGzduRFhYGLKzs9G1a1eMGDECAwcOxDPPPAO1Wo2EhAScPXsWW7duxaVLl7Bo0SLJeWCJOsaMGYNp06Zh8ODBaN++PerWrQtnZ2c8fPgQ+/btw9KlSwEUjdf38ssvl+sxWbp0Kc6cOYPbt2/j/fffx59//omxY8ciJCQEcrkcqampuHjxIv7++28cPHgQgwYNwsiRIy1eR1mEhobi22+/xbvvvouYmBg0btwYEydORNeuXeHv74/8/HzcvXsXJ06cwKZNm5CQkIBLly6hdu3aAIB79+4hPDwczz33HAYNGoRWrVqJXbTGxcVhw4YN2LhxIwCgWbNmaNOmjcXabmsYOCOqBLQzznIKGDgjIiIiIiIiIiLjZDIZ1qxZg86dOyMnJ6fE67u5ueHXX38Vu6CrbJYuXSoGXwzx8/PD1KlT8eGHH+p00ajpq6++Qk5ODpYsWYJbt25h4sSJOmW8vLywceNGNGvWrKxNL3dt27ZFVFQUhg8fjri4OKxbtw7r1q0zWF5fV52WqOPhw4dG3ycvLy+sX79ezG4rLz4+Pjh27BiGDx+OI0eO4PDhw0az6PTtiyXqKKupU6fCzc0NU6dORUZGBubPn4/58+frLevk5ARnZ2ed+TExMYiJiTG4jYYNG2LLli2V9r5gDgbOiCoB7Ywz7THPiIiIiIiIiIiI9GnRogW2bt2KQYMGlSh45ubmhq1bt6JFixbl2LqKY2dnBw8PD3h5eSEwMBAtW7ZEp06d0K9fPzg5OZm1/uLFizFixAgsW7YMR44cwcOHDyGXyxEcHIw+ffpg6tSp8PPzq4C9sYy2bdvixo0bWL16NXbs2IHz588jJSUFdnZ28PPzQ6NGjdClSxcMGTIEDRo0sHgdly9fxq5du3D06FHcunULDx8+RHp6Ojw8PNCwYUP07NkTkyZNgr+/f0UcDlSvXh2HDx/Grl278Pvvv+PEiRNITExEYWEhvL29Ua9ePbRr1w4DBgxA586dy62OspowYQIGDBiAZcuWYe/evYiNjUV6ejrkcjlq1aqF0NBQvPDCCxgyZAiqVq0qrtepUydERUVhz549iI6ORlxcHB4+fIj8/Hz4+PigadOmGDx4MCIiIiCXy8ul7bZCJhTnohJZUXx8vPirgbi4ODE9lIq8ue4cdl1KkMy79UUf2Ns9uVF9IiIiIiIiIqInwY0bN6BUKuHg4IB69epZrR3nzp3D2LFjzeq2sXHjxvj111+fmKAZEVmfrdwLzWFn7QYQkWnaGWcAkMNxzoiIiIiIiIiIyEwtWrTApUuXEBkZiaFDh8Le3l6y3MHBAcOGDUNkZCT++ecfBs2I6KnFrhqJKgHtMc4AILdABU9n3cFKiYiIiIiIiIiI9JHJZAgLC0NYWBgyMzNx//59ZGVlwcPDA7Vq1SqXMZeIiCobBs6IKgF9GWcc54yIiIiIiIiIiErL09OTgTIiIj3YVSNRJaAv4yyHgTMiIiIiIiIiIiIiIoti4IyoEuAYZ0RERERERERERERE5Y+BM6JKQH/GmW4wjYiIiIiIiIiIiIiISo+BM6JKQF/GWS4zzoiIiIiIiIiIiIiILIqBM6JKQF/GWTbHOCMiIiIiIiIiIiIisigGzogqAb0ZZ+yqkYiIiIiIiIiIiIjIohg4I7JxgiAw44yIiIiIiIiIiIiIqAIwcEZk4xQq3aAZAOQwcEZEREREREREREREZFEMnBHZOH3ZZgCQo2BXjURERERERERERERElsTAGZGN0ze+GcCMMyIiIiIiIiIiIiIiS2PgjMjGFRjIOMtVMHBGRERERERERERERGRJDtZuABEZZyjjLJsZZ0RERERERERERGaLiYnBxo0bIZPJMGXKFPj4+Fi7SURkg5hxRmTjDI1xlssxzoiIiIiIiIiIiMySlZWFQYMG4bPPPoOjoyODZkRkEANnRDaOGWdERERERERERERlM2HCBFy/fh0TJ07EjBkzrN0cIrJhDJwR2ThDGWc5DJwRERERERERERGZtHjxYmzYsAF9+/bFkiVLrN0cIrJxDJwR2ThDGWe5BeyqkYiIiIiIiIiIyJQ333wTgiBg586dsLe3t3ZziMjGMXBGZOMMZpwplBAEoYJbQ0RERERERERERMZERERAJpMhKCjI2k2pcKtXr4ZMJoNMJsPdu3d1lps6NkFBQZDJZIiIiCjXdhIZw8AZkY0zlHGmFgwH1YiIiIiIiIiIiJ5GUVFRYuDG3L+pU6dau9n0BFKr1YiJicHq1asxefJkPP/885DL5eJ5FxUVZe0mkgEO1m4AUWWS/SgfaQ9y4B/sBblLxVw+xoJj2QVKuDgxvZyIiIiIiIiIiIjKR1RUFMLDwwEAkZGRCAsLs26DKom1a9cyc66SYuCMyEwP72biz+/Po7BABVcvJ7z0SWu4ejqV+3YLCg2PZZarUAKQl3sbiIiIiIiIiIiIKptJkyZh8uTJJstVrVq1AlrzdIiIiGCw6P9pDrPj6OiI0NBQFBYW4tKlS1ZsFZmDgTMiM105fB+FBUVBrNwMBa6dSECLnoHlvt18pfGMMyIiIiIiIiIiItJVrVo1NG7c2NrNoKfUc889h4ULF+L5559Hs2bN4OzsjDlz5jBwVgkwcEZkpozkPMl0WkJOhWy3wEhXjTkFhrPRiIiIiIiIiIiIiMg6WrdujdatW1u7GVQKdtZuAFFlkZelkExnJOUZKGlZ+UrDwbEcBTPOiIiIiIiIiIiIyktBQQGWL1+Ovn37olatWpDL5XBzc0NISAhee+017NmzR9Ilnz7p6emYNWsWQkJC4ObmBm9vb3Tu3Bnr1q0zul5OTg42bNiA1157Dc2aNYOXlxccHR3h5+eHLl264Ntvv0V2drbROmQyGWQyGebMmQMAOH36NEaOHInatWtDLpejVq1aGDNmDK5evaqz7t27dyGTycTxzQAgPDxcrLP4b/Xq1eLy1atXi/Pv3r1rtG1lsWPHDgwdOlTcD19fX7Rr1w5fffWV0WOi3T61Wo3ly5ejffv2qFKlCtzc3NCkSRPMmzcPubm55dZ+sm3MOCMyU26mVuAsuWJunMYzzhg4IyIiIiIiIiIiKg8XLlzA4MGDcefOHcl8hUKBmJgYxMTE4JdffsGdO3cQFBSkt47Y2Fj06tVLJ4h05MgRHDlyBCdOnMCPP/6od92+ffvi0KFDOvNTUlJw+PBhHD58GEuWLMFff/2Fhg0bmtyfJUuW4J133oFS+fiZ4oMHD/Dbb79hy5Yt2L17Nzp37myyHmvKz8/HqFGjsHXrVsn8tLQ0REdHIzo6GosWLcKuXbvQrFkzo3Xl5uaiR48eOHDggGT+pUuXcOnSJWzfvh0HDx6Em5ubpXeDbBwzzojMoFKqUZArDVLlZRVCkac/cKUW1LiUfAlxWXFl3naBkYyzXHbVSEREREREREREZHFXr15Fp06dxKDZoEGDsGHDBpw+fRrR0dFYs2YNRo8ebTSokpubi/79+yM1NRUzZ85EVFQUzpw5gxUrVqB27doAgMWLF2PPnj1611cqlQgNDcUnn3yCrVu34uTJk4iOjsaGDRswYsQI2NnZ4c6dOxg4cCDy8/ON7s+ePXswZcoUhISEYOXKlTh9+jQOHz6Md999F3Z2dsjNzcWYMWOgUDxOHqhVqxYuXbqElStXivNWrlwpBpaK/wYOHGjuYS2zcePGiUGzpk2bYs2aNTh9+jT27NmD8ePHQyaT4cGDB+jWrRvu379vtK4JEyYgMjIS48aNw65du3D27Fls3boV7dq1AwCcOnUKn3/+ebnvE9keZpwRmSEvq1Dv/IzkPPjV8ZDMEwQBUw5OweH4w3CQOeA/Hf6D/nX7l3rb+UYyzrKZcUZEREREREREVOmp1QIe5SpMF3yCVHF1gp2drFy3kZSUhMuXL5ss16BBAzg6OkrmjR49GtnZ2bCzs8O6deswYsQIyfI2bdpgzJgxSE1Nhaurq956k5OToVAocOLECYSEhIjzW7ZsibCwMISGhiI/Px9LlixBz549ddZftWoV6tWrpzO/TZs2GD58OF599VX07NkTsbGxWLduHV599VWD+xgdHY0+ffpg69atcHJyEud36tQJvr6+mDlzJu7du4ddu3Zh0KBBAABHR0c0btwYKSkpYvlnnnkGjRs3Nrid8rRr1y5s3LgRANCtWzf89ddfkn3p0aMH2rVrh4kTJyItLQ3vvfceNmzYYLC+48ePY+3atRg9erQ4r0WLFujduzdatWqFy5cvY8WKFZg7dy4cHBhKeZrw3SYyg/b4ZsX0Bc5iUmNwOP4wAEApKLHy8soyBc6MZpxxjDMiIiIiIiIiokrvUa4CLT/fb+1mVKizM7vD111erttYunQpli5darKcdleLe/fuxblz5wAAb7/9tk7QTJOvr6/RuufOnSsJmhV79tlnMXDgQKxfvx5Hjx7Vu66+oJmm7t27Y8CAAdi2bRu2bdtmNHDm7OyMVatWSQJNxd5++2385z//gUKhwJEjR8TAma1ZvHgxgKKAnqF9mTBhAjZu3Ij9+/djy5YtSEhIQI0aNfTWN3jwYEnQrJhcLsdbb72FN954A6mpqYiJiUGTJk0suzNk09hVI5EZtMc3K6ZvnLNbGbck0/ezjacEm2I844xdNRIREREREREREVnSzp07xddTp04tdT0ymQyjRo0yuLxly5YAisbnSk9PN1lfcnIybty4gcuXL4t/fn5+AICLFy8aXfeFF15AtWrV9C7z8PAQg3S3b9822Q5rUCqV4nhvPXr0QEBAgMGyEyZMENeJiooyWO7ll182uKz4vQFs95hQ+WHGGZEZDAbOkvJ05iVkJ0im85R5KFQXwtHOUaesOYxlnOWwq0YiIiIiIiIiIiK9Zs+ejTlz5pR4vfPnzwMA6tSpg8DAwFJvv2rVqkYz0nx8fMTXWVlZ8Pb21ilz7NgxLFy4EPv370daWprBujS7U9SnYcOGRpcXtyUrK8toOWu5ffs2cnOLkhjatGljtKzmcmNddRo7JtrvDT1dGDgjMoOxrhq1JeQk6MzLLMiEr4vxtG1DCoxknOWwq0YiIiIiIiIiIiKLKg5CGeriz1yGxj4rZmf3uEM4lUr3x/Nz5szBZ599Zta28vJ0n1OWpi362mELNIOGhjLnilWvXl3vetqMHRNT7w092Rg4IzKD4Ywz3a4a9QbOFGUInDHjjIiIiIiIiIjoiVbF1QlnZ3a3djMqVBVX3fGp6LEDBw6IQbPg4GBMmzYNHTt2RJ06deDm5gYHh6JH+7NmzcLcuXOt2dQKJ5PJrN0EesIxcEZkBkOBs5wMBQoLVHCU24vz9AXOshSlT+c1NsZZroK/diAiIiIiIiIiquzs7GTwdZdbuxn0/6pWrQoASEjQfc5XUVasWAEAqFKlCqKjo8WxzLQZy6h6kmh2nfjw4UOjZRMTE/WuR2QuO9NFyBrCwsIgk8lK9GdsoEND5syZU671PykMddUIAJkpj9OgBUFAYk6ibhlFZqm3bSzjLJsZZ0RERERERERERBbVokULAMC9e/fw77//WqUNV65cAQCEh4cbDJoBwJkzZ8q9LbaQ4RUcHCx2rXjy5EmjZU+dOiW+bty4cbm2i55MDJw9Iezs7FCvXj1rN+OJZSxwlpH0OHCWUZCBPKVuf8KZBaUPnBnLOGNXjURERERERERERJbVv39/8fX3339vlTYolUXP/XJycgyWOX/+vMkgkiU4OzuLrwsKCsp9e/o4ODigS5cuAIB9+/YhPj7eYNmff/5ZXCcsLKwimkdPGHbVaKNWrVpl9KYIADExMXjppZcAAN26dUOtWrXKtM1Lly4ZXf7MM8+Uqf7KzFBXjQCQnvx4nDN93TQC5ZdxllPArhqJiIiIiIiIiIgsqXv37mjZsiXOnj2LRYsWoW3bthgxYoTesqmpqXB1dYWLi4tF21CvXj1cu3YNR48exc2bN/Hss89KlicnJ2PMmDEW3aYhNWrUEF/funWrQrapz5tvvondu3dDoVDg1Vdfxc6dO+Ho6Cgps3LlSuzduxcAMHjwYEnbiczFwJmNMidItXbtWvH12LFjy7xNpq3qp1YLyM8uNLg8I/lxhtmDnAd6y5TXGGc5CmacERERERERERER6ZOUlITLly+bLOfi4oK6detK5q1duxatW7dGdnY2Ro4ciT/++AMjRoxAcHAwVCoVbt68ib1792LTpk24fPkygoKCLNr2sWPHYseOHcjJyUGXLl3w0UcfoWXLlgCA48ePY8GCBUhMTES7du1w4sQJi25bW506dVC7dm3Ex8fj22+/Re3atdGgQQPY29sDAPz9/eHh4VGubQCAvn37YtiwYfjjjz+wd+9etG3bFu+99x4aNmyIR48eYf369Vi5ciWAorHNFixYUO5tMmX16tWS6QsXLoiv//77b9y9e1ecfvbZZ9GxY8eKaRgZxcBZJaVWq7Fu3ToAgLu7OwYPHmzlFj258rMLIQiGl2t21ahvfDOg9BlngiAYzTjLZcYZERERERERERGRXkuXLsXSpUtNlmvatKkkoAEAjRo1QlRUFAYNGoS4uDhs2bIFW7ZsKaeW6ho6dCjGjx+PVatW4cGDB3j77bcly+3t7fH999/j0aNH5R44A4AZM2Zg8uTJuHPnDl588UXJslWrViEiIqLc2wAAa9asgVKpxNatW3Hu3DmMHj1ap0zNmjWxa9euMvfQZgnjx483uOzrr7+WTI8bN46BMxvBMc4qqQMHDuD+/fsAim6ixQMjkuUZ66YRADI0u2rMtmxXjYUqAWojQTuFSg2F0nBGGhEREREREREREZVOy5YtERsbi4ULF6Jr166oVq0aHBwc4O7ujtDQUEycOBEHDhyweLZZsZUrV2Lt2rXo1KkTPDw8IJfLERgYiDFjxuD48eN45513ymW7+kyaNAmbN29Gjx49xONgDc7OztiyZQu2b9+OwYMHo2bNmnByckKVKlXQpk0bfPnll4iNjUWzZs2s0j56MsgEwVguDdmqMWPG4LfffgMAHDx4EOHh4aWqZ86cOfjss88AFGU3WUt8fDwCAgIAAHFxcahdu7bV2qItLiYN2xdeMFxABry+sAscHO3xftT72PvvXp0i3et0x/fhJR9INCu/EKFzdOvTdGHWC/B2dSpx3UREREREREREVP5u3LgBpVIJBwcH1KtXz9rNISKyisp0L2TGWSWUnZ2NrVu3AgACAwMRFhZmkXqLfy3g5OSEatWqISwsDF999RUePXpkkforq9wsacaZexW5tIAAZKbkAwAScvRnnJV2jDNj45sVyy7gOGdERERERERERERERJbAMc4qoc2bNyMnJwcAMHr0aMhkMovUu2/fPvF1cnIyDh06hEOHDuHrr7/G6tWrdfquLYn4+HijyxMS9AecbEGeVuDMq5oLVEo18rIKxXkZyXnwqeFmMHBW2q4ajY1vViyH45wREREREREREREREVkEA2eV0Jo1a8TXY8eOLXN9oaGhGDhwIFq3bo2aNWuisLAQsbGxWLduHfbu3Yv09HQMGTIEO3bsQO/evUu1jeJuGCsj7THOXD2coPITkJeVIc7LSMqFQqVASl6K3jpKGzjTl3Hm5GAnGdcsR8GMMyIiIiIiIiIiIiIiS2DgrJKJj49HVFQUAKBt27aoX79+meqbOnUq5syZozO/TZs2GDt2LJYtW4Y33ngDKpUKr732Gm7dugVnZ+cybbOyydMKnLl4OsHOwQ6JtzUCZ8l5eJjz0GAdmQWWyThzsJPB09kRKdkF4rwcdtVIRERERERERERERGQRDJxVMr/99hvU6qJso3HjxpW5Pm9vb6PLX3/9dZw+fRq//PILHjx4gM2bN+Pll18u8Xbi4uKMLk9ISEDr1q1LXG9F0B7jzMXDCc5ujpJ5Gcl5SMjJgCHZhdlQC2rYyUo2rKB2xpncwQ5ucnukZD+ex64aiYiIiIiIiIiIiIgsg4GzSmbt2rUAALlcjpdeeqlCtvn666/jl19+AQAcOnSoVIGz2rVrW7pZFUanq0ZPJzg4SQNgGUm5UOckGaxDgIAsRRa85F4l2rZ2xpmzoz3cnKSXLTPOiIiIiIiIiIiIiIgso2TpL2RVZ86cQUxMDACgX79+qFKlSoVs97nnnhNf379/v0K2aVBeOrDzPeB/I4Dbhypmk3rGOPPyc5XMy0rNx4PMBKP1lGacswIDGWeacjnGGRERERERERERERGRRTDjrBJZs2aN+NoS3TSaSyaTVdi2TPr7I+Di70Wvb0cBUy8B7n7ltjlBEJCXVSiZ5+LpBC8/F61yQGqS4a4agVIGzvRlnMmll202u2okIiIiIiIiIiIiIrIIZpxVEoWFhVi/fj0AwM/PD717966wbRdnuQFAzZo1K2y7et05/Pi1Mg+4dbBcN1eQq4RaLUjmuXoWjXEmd5MGsDKSco3WlaXIKvH2tcc4c3KwY1eNRERERERERERERETlhBlnlcTu3buRnJwMABg1ahQcHCrurVu2bJn4ukuXLhW2Xb3ytbK2kmL0l7MQ7fHNAMDFwxEA4OXniqScx+3JT1MDRnrPzCywVMaZtKvGHBvqqjEvS4Fjm28iKzUfTbrWRt3m1azdJCIiIiIiIiIiIiIiszHjrJLQ7KZx7NixZq2zevVqyGQyyGQyzJkzR2f5pUuXcPPmTaN1LF++HD///DMAoHr16hg0aJD5jbY0tRrQztoq58CZ9vhmTi4OcHAsClxpd9eITCfJpJ1MenmVpqtG7YyzojHObDfj7Pjmm4iNTsSDG+nYu+IKMlPyrN0kIiIiIiIiIiIiIiKzMeOsEnj06BF27twJAGjcuDFatGhhkXrPnj2L1157DeHh4ejduzdCQ0Ph6+sLpVKJa9euYd26ddi7dy8AwN7eHsuXL4ebm5tFtl0qimzdeUlXy3WTuVnSwJmr5+PgmFc1aeDMLVeabhbkGYTbGbfFaYuNcabdVaPCdsY4i7v2SHytVgu4F5OGxp1rWbFFRERERERERERERETmY+CsEtiwYQMKCgoAmJ9tZi6VSoX9+/dj//79Bsv4+vril19+Qf/+/S267RLT19VhRhyQnwE4e5XLJrW7aizuphEAvLUyzjzzq4qv7WR2qOtdVxo4K0VXjZUp40xQCzoZeqnxeoKdREREREREREREREQ2ioGzSmDt2rUAirK+Xn75ZYvV26dPH/zyyy84ceIEzp8/j4cPHyI1NRWCIMDHxwdNmzZFr169EBERAU9PT4ttt9QKsvTPT7oG1GlTLpvUDgS5emhmnLlKlnkW+EImyCDIBFRzrQYfZx/J8iztbibNYM4YZ7kFtpFxlpddCLVakMxLYeCMiIiIiIiIiIhsRExMDDZu3AiZTIYpU6bAx8fH9EpE9NRh4KwSOHbsWKnWi4iIQEREhMHl1apVwyuvvIJXXnmllC2rYAYDZzHlFjjT7qrRRbOrRq2MM3vBAe4FVZDlnIaabjXh6SQNNlpsjDOtrhqzbSTjTDs7DwBS7mdDUAuQ2cms0CIiIiIiIiIiIqIiWVlZGDRoEK5fv4558+YxaEZEBtlZuwFEZjPU1WFSTLltMi+rUDKtOcaZs7sjnJyl2V/F3TVWd6sODycPyTKLjXGmlXGWo7CRwFlGgc48ZYEKGSl5VmgNERERERERERHRYxMmTMD169cxceJEzJgxw9rNISIbxsAZVR4GM86ultsmdcc4exw4k8lkOt01euX7AQBquNXQzTgrtzHObKOrxpwM3YwzgOOcERERERERERGRdS1evBgbNmxA3759sWTJEms3h4hsHANnVHkYCpw9vAIIgv5lZaQzxplGxhmg211jccZZDbca8JRLA2dZhaUZ40waOCvKONMOnNlIxlmmbsYZwHHOiIiIiIiIiIjIut58800IgoCdO3fC3t7e9ApE9FRj4IwqD0OBs7w0IDvJ4psTBEFnjDNTgTOv4sCZu6UyzqTZZPrGOMsrVEGlLp/AYUkYyjhj4IyIiIiIiIiIiJ4mERERkMlkCAoKsnZTKtzq1ashk8kgk8lw9+5dneWmjk1QUBBkMhkiIiLKtZ1ExjBwRpWHocAZACRdsfjmCvNVUGl1leji4SiZ9qqmHTh73FWjvjHOhBJmxunPONP9VUyuDYxzpm+MM4BdNRIRERERERERUcWJiooSAzfm/k2dOtXazaYnUG5uLrZs2YJJkybh+eefR5UqVeDo6AhfX1+0a9cOc+bMQWJiorWbSXowcEaVh9HAmeXHOdMe3wyQjnEGAF5+0jHOPPN9AUGmd4wzlaBCrjK3RG3QyThz1M04A4BchfXHOcs1kHGWlZaPgtzCCm4NERERERERERERWYJmMDIqKsrazakU/vnnH/j7+2PIkCH46aefcObMGaSnp0OpVCItLQ3R0dH47LPP0KBBA2zYsMHazSUtuk/giWxVfobhZQ9jLL457W4aHZzs4OQsvWS0M84cBCdUE2rC3ckdakizxQAgS5EFN0c3s9ugk3HmoDvGGQBkFyjhb3at5SPHQMYZAKTez0bNelUqsDVERERERERERPS0mzRpEiZPnmyyXNWqVSugNU+HiIgIdrMIIDMzE9nZRT1xdejQAf369UOrVq3g6+uL5ORkbNmyBStWrEBmZiZefvlleHp6onfv3lZuNRVj4IwqD6MZZ5YPnOWZGN+seJ7MQYCglInzAlEPAODu6A4ZZBDwuHvGjIIMVHerbnYbCvRknDk52MHRXoZC1eN6cwqs21WjIAgGM84AIDmOgTMiIiIiIiIiIqpY1apVQ+PGja3dDHoK2dnZYfjw4Zg9ezaee+45neU9evRA7969MWjQIKhUKkyZMgU3btyATCbTUxtVNHbVSJWHscBZ8jVArZvhVRZ5Wl01anfTCAAymQyClzTTqqYyEABgJ7PTO85ZSWhnnMkdisY30846yymwbleNinwVlIWGjz/HOSMiIiIiIiIiIqKnRfv27bFhwwa9QbNiL774IgYPHgwAuHXrFs6fP19RzSMTGDijysNY4KwwF0i/a9HNaY9xpi/jDADy3aTBsCoF1cTXZQ2c6RvjDIDOOGfWzjjLNdJNIwCkMHBGRERERERERESVUEFBAZYvX46+ffuiVq1akMvlcHNzQ0hICF577TXs2bMHgiAYrSM9PR2zZs1CSEgI3Nzc4O3tjc6dO2PdunVG18vJycGGDRvw2muvoVmzZvDy8oKjoyP8/PzQpUsXfPvtt2J3gIYUj002Z84cAMDp06cxcuRI1K5dG3K5HLVq1cKYMWNw9epVnXXv3r0LmUyG8PBwcV54eLhYZ/Hf6tWrxeWrV68W59+9e9do28pix44dGDp0qLgfvr6+aNeuHb766iujx0S7fWq1GsuXL0f79u1RpUoVuLm5oUmTJpg3bx5yc3PLrf3FNI/trVu3yn17ZB521UiVh7HAGQAkXQV8gi22udysQsm0i4HAWYZzCpzxOFjmmve4S0JPJ0/cx31xOkthYh+06BvjDADc5PaS+TkK6wbOcox00wgAaQ9yoFapYWfPWD0REREREREREVUOFy5cwODBg3Hnzh3JfIVCgZiYGMTExOCXX37BnTt3EBQUpLeO2NhY9OrVSyeIdOTIERw5cgQnTpzAjz/+qHfdvn374tChQzrzU1JScPjwYRw+fBhLlizBX3/9hYYNG5rcnyVLluCdd96BUvn4WeKDBw/w22+/YcuWLdi9ezc6d+5ssh5rys/Px6hRo7B161bJ/LS0NERHRyM6OhqLFi3Crl270KxZM6N15ebmokePHjhw4IBk/qVLl3Dp0iVs374dBw8ehJubm6V3Q1RQ8Dghwd7e3khJqkh8ik2Vh3bgTKZ1+j607Dhn2l01uurpqhEAkhzuS6YdslzE155yT8myzAILZZzZWFeN2hlnLh6OkmmVUo30h3kV2SQiIiIiIiIiIqJSu3r1Kjp16iQGzQYNGoQNGzbg9OnTiI6Oxpo1azB69GijQZXc3Fz0798fqampmDlzJqKionDmzBmsWLECtWvXBgAsXrwYe/bs0bu+UqlEaGgoPvnkE2zduhUnT55EdHQ0NmzYgBEjRsDOzg537tzBwIEDkZ+fb3R/9uzZgylTpiAkJAQrV67E6dOncfjwYbz77ruws7NDbm4uxowZA4Xi8TPRWrVq4dKlS1i5cqU4b+XKlWJgqfhv4MCB5h7WMhs3bpwYNGvatCnWrFmD06dPY8+ePRg/fjxkMhkePHiAbt264f79+0brmjBhAiIjIzFu3Djs2rULZ8+exdatW9GuXTsAwKlTp/D555+X6/5oBkYbNWpUrtsi8zHjjCoP7cCZfwiQeOnxdJJlA2faXTXqG+NMEATEyW4hFC+I85TpdhAEATKZDJ5OWoGzMo5xJmac2VhXjdoZZz413ZD+MA856Y8Dain3s+BTs/x+nUFEREREREREVGmp1UBemrVbUbFcfAC78s3rSEpKwuXLl02Wa9CgARwdpT8EHz16NLKzs2FnZ4d169ZhxIgRkuVt2rTBmDFjkJqaCldXV731JicnQ6FQ4MSJEwgJCRHnt2zZEmFhYQgNDUV+fj6WLFmCnj176qy/atUq1KtXT2d+mzZtMHz4cLz66qvo2bMnYmNjsW7dOrz66qsG9zE6Ohp9+vTB1q1b4eT0+Dlnp06d4Ovri5kzZ+LevXvYtWsXBg0aBABwdHRE48aNkZKSIpZ/5pln0LhxY4PbKU+7du3Cxo0bAQDdunXDX3/9JdmXHj16oF27dpg4cSLS0tLw3nvvYcOGDQbrO378ONauXYvRo0eL81q0aIHevXujVatWuHz5MlasWIG5c+fCwcHyoZSLFy9i165dAIDQ0FAGzmwIA2dUOQgCoJ2tFdC2fANnWabHOEvLT0OqPEEyT60oCrq5ecnLFDgrVKmhUkv7R36ccWZbXTVqZ5y5esrh4GgvCZylxmcDz1d0y4iIiIiIiIiIKoG8NGB+XWu3omJ9cAtwq1qum1i6dCmWLl1qspx2V4t79+7FuXPnAABvv/22TtBMk6+vr9G6586dKwmaFXv22WcxcOBArF+/HkePHtW7rr6gmabu3btjwIAB2LZtG7Zt22Y0cObs7IxVq1ZJAk3F3n77bfznP/+BQqHAkSNHxMCZrVm8eDGAooCeoX2ZMGECNm7ciP3792PLli1ISEhAjRo19NY3ePBgSdCsmFwux1tvvYU33ngDqampiImJQZMmTSy6LwUFBXjttdegUhX1JDZv3jyL1k9lw64aqXJQZAPQGmSzTlvpdOpNQCkN4JRFnk7gzFGnTEJOAnKcMqCUScdDy0gu6pZQO3BWkjHOtLPNAMDZsXJknLl5OcG3trtkXkqc8YFKiYiIiIiIiIiIbMHOnTvF11OnTi11PTKZDKNGjTK4vGXLlgCKxudKT083WV9ycjJu3LiBy5cvi39+fn4AirKXjHnhhRdQrVo1vcs8PDzEIN3t27dNtsMalEql2K1hjx49EBAQYLDshAkTxHWioqIMlnv55ZcNLit+b4DyOSZvvfUWzpw5A6Co+8n+/ftbfBtUesw4o8pBu5tGAKitlb6kVgIpN4DqZU8VVipUKMyXjhumr6vGhJwEQCYg0zkFPnmPf7mQkZSHms96645xVoKMM+3xzQBA7mBgjDOFlcc4y9TKOPOSw72KXDIvJZ6BMyIiIiIiIiIiqjizZ8/GnDlzSrze+fPnAQB16tRBYGBgqbdftWpVoxlpPj4+4uusrCx4e3vrlDl27BgWLlyI/fv3Iy3NcHeemt0p6tOwYUOjy4vbkpVl/g//K9Lt27eRm5sLoKirSmM0lxvrqtPYMdF+byzpyy+/xM8//wwAeP7558VMOrIdzDijykFf4MyzFuCl9cuCpKsW2Zz2+GaA/q4aE7KLumnMcJZ+MGUkF93Edbpq1O5u0gijGWfagTMrZ5zl6sk4q6qVcZabqdB7XImIiIiIiIiIiGxJcRDKUBd/5jI09lkxO40x3oq77NM0Z84cdOzYERs3bjQaNAOAvLw8i7RFXztsgeb+G8qcK1a9enW962kzdkxMvTeltWzZMsyYMQNAUeDur7/+gpubm8XqJ8tgxhlVDtqBM0dXwN4BqNYIyIh7PD/pCoBhZd6c9vhmdg4yOLnoXi4JOUWBs0ydwFnRB5WHk4dkvsUyzpy0xjgrsO4HmnZXja5ecnhVc4WDox2UhY8DgKnx2XB9zkd7dSIiIiIiIiKip5uLT9GYX08TFz4jMubAgQP47LPPAADBwcGYNm0aOnbsiDp16sDNzQ0ODkXPKmfNmoW5c+das6kVTiaTWbsJpfL7779j8uTJAIDAwEDs27cPVauW7zh/VDoMnFHloJ2pJf//gFS154Abex/Pt1DGWZ5WZpSrh5PeG3JiTiIAIMM5WTI/I8kCY5wVSjPO7O1kcLQ30FWjFTPOlAoVFHnS7bt5OcHOTgafWu5Iuvv4vUuJz0YAA2dERERERERERFJ2doAbH6DbiuJgRkJCgtXasGLFCgBAlSpVEB0dLY5lps1UJtqTQrPrxIcPHxotm5iYqHc9a9q+fTvGjh0LtVqNGjVq4MCBA6hdu7a1m0UGsKtGqhy0M840A2eaHsZYZHPaXQrqG98MAB7kPACgP+NMEATdrhpLknGmlGaRFWebAYCbXCvjTGG9wJl2thlQlHEGQKe7xpT7ttlHMhERERERERERUbEWLVoAAO7du4d///3XKm24cuUKACA8PNxg0AwAzpw5U+5tsYUMr+DgYLFrxZMnTxote+rUKfF148aNy7Vd5jhw4ACGDx8OpVIJX19f7Nu3D3Xr1rV2s8gIBs6ocjAUOPPXCpxl3APyzQ9OGZKn1VWjvvHNAMMZZ4o8JfJzCuEplwbOClQFKFAVmNUG7Yyz4vHNANvKOMvNkO6Pg6MdnJyL2qodOEuNz66wdhEREREREREREZVG//79xdfff/+9VdqgVBY978vJyTFY5vz58yaDSJbg7Owsvi4oMO/ZpqU5ODigS5cuAIB9+/YhPj7eYNmff/5ZXCcsLKwimmfQ8ePH8eKLL6KgoABeXl7Ys2cPQkJCrNomMo2BM6ocDAXOqtYHZNLsKyTHlnlzuZmFkmkXPYGzfGU+0vKLUqGz5elQyaTBq4ykPJ0xzgAgU7vbSQOMZ5xpB86sN8aZ7vhmj7u19NUKnD1KyIVKKyBIRERERERERERkS7p3746WLVsCABYtWoT169cbLJuamoq8vDyLt6FevXoAgKNHj+LmzZs6y5OTkzFmzBiLb1efGjVqiK9v3bLeWHxvvvkmAEChUODVV19FYWGhTpmVK1di796ioX0GDx4saXtFu3DhAvr27YucnBy4ublh165d4nlFto1jnFHloBM4+/9MLgc54PsskKIRLEu6AgQ8X6bN6WSc6emqsTjbDAAEmRpZ8lR45/uL8zKS8xAc5KuzXpYiC36uhtOrixnNOHPSCpxZsavG3Ezpr0zc/r+bRgCoWksaOFOrBaQl5MCvjm5AkYiIiIiIiIiIyJKSkpJw+fJlk+VcXFx0us5bu3YtWrdujezsbIwcORJ//PEHRowYgeDgYKhUKty8eRN79+7Fpk2bcPnyZQQFBVm07WPHjsWOHTuQk5ODLl264KOPPhKDLsePH8eCBQuQmJiIdu3a4cSJExbdtrY6deqgdu3aiI+Px7fffovatWujQYMGsLcvel7p7+8PD4/yf97Xt29fDBs2DH/88Qf27t2Ltm3b4r333kPDhg3x6NEjrF+/HitXrgRQNLbZggULyr1Nhty6dQs9e/ZEeno6AODzzz+Hl5eX0fOxWrVqqFatWgW1kIxh4Iwqh/wM6bRmF4jVGmkFzq6WeXPaY5zp66qxeHyzYjmu6dLAWVIuHO2qw9XBFbnKXHG+ueOcFZRkjLMCJQRBsEp/wzoZZxrHysnFAZ5VnZGZki/OS4nPZuCMiIiIiIiIiIjK3dKlS7F06VKT5Zo2bYoLFy5I5jVq1AhRUVEYNGgQ4uLisGXLFmzZsqWcWqpr6NChGD9+PFatWoUHDx7g7bffliy3t7fH999/j0ePHpV74AwAZsyYgcmTJ+POnTt48cUXJctWrVqFiIiIcm8DAKxZswZKpRJbt27FuXPnMHr0aJ0yNWvWxK5du1CrVq0KaZM+R44cQVJSkjj97rvvmlxn9uzZmDNnTjm2iszFrhqpcjDUVSMA+Gv1CfvwSpk3p51x5uLpqFNGM+MMANSe0syrjOSiFG3tcc7MDpxpZZxJAmdaGWdqAShQWqcLRO0xzlw1Ms4AoGptaZCM45wREREREREREVFl0LJlS8TGxmLhwoXo2rUrqlWrBgcHB7i7uyM0NBQTJ07EgQMHLJ5tVmzlypVYu3YtOnXqBA8PD8jlcgQGBmLMmDE4fvw43nnnnXLZrj6TJk3C5s2b0aNHD/E4WIOzszO2bNmC7du3Y/DgwahZsyacnJxQpUoVtGnTBl9++SViY2PRrFkzq7SPngwyQRAEazeCKD4+HgEBAQCAuLg41K5dW1rgj/HAFY1fdHSaBnT7tOj11R3ABo1fFrhWBT4sW1+7P793GAW5j7s/fHFqM9Ru6CMps/jCYvx08SdxelDeK/C/0FSc9n/GE0Ont8Lg7YNx49ENcf4XHb9A/7r9YcraE3fx6Z+Pg4Ctn/HBxtfbAQCSswrw/Lz9kvJnZnZHVXdp0Koi7Fh4Afdi0sTpNi8Go1XvIHH61M47OL3zjjhdq4E3Br7boiKbSERERERERERkNTdu3IBSqYSDg4M4bhUR0dOmMt0LmXFGlYOxjLNqz0mX5aYA2UkoLZVSLQmaAYCLnjHOErITJNPuftKgVUbS/2ecOUkzzrIUWvtiQL6xjDOtrhqBou4arUG7q0Y3L+mxqlpbOs5ZSnw2GK8nIiIiIiIiIiIiIlvEwBlVDsYCZ1WCAAcX6fKkmFJvSrubRkD/GGfaXTX6+ku7JMzPKUR+TqFO4Ky0Y5w5Oz4Olrk42sNOaziznAJp+YqSm2mqq0Zp4KwgR4mcdOk6RERERERERERERES2gIEzqhx0AmcawSg7e8CvgXT5w9IHznIzpYEzmZ0Mzm66Y5w9yHkgma5Z3Q8yrWhWZkpeqQNnxjLOZDKZzjhnOYqKzzhTqdTIyy6UzNPOOPPwdYaTszRDLoXjnBERERERERERERGRDWLgjCoHYxlnAOAfIp0uQcbZ1dSreG3va3h1z6v4J/kf5GVJA0Eu7o46ATG1oNbJOKvhWR0ePrrdNXo4SduaWVD2jDMAcNXqrtEaXTXmZRYCWr0uunpKj4FMJoOvdneNcQycEREREREREREREZHtYeCMKgftYJN24KxaI+l00lWzqlULarwX9R5OJpzEqcRTeDfyXWSm50jKuOjppjEtPw2FammArYZbDXhVc5XMy0jOhafc8hlnAOAm18o4s0JXjdrdNNrZyeDirpudV7WW7jhnT7PYtFhcSbnCsd6IiIiIiIiIiIiIbAwDZ2T7BEE348xZGoxCteek00lXAbU08KRPUm4S4rPjH0/nJSEm/rqkjL7xzRKyEyTTDnYO8HP1g5efdKy1jCTdrhqzFFr7YoCpjDNb6KoxJ0ParaWLp5NOdh4AVA2QBjpT7z+9gbOfLv6EoTuGYsSuEfg8+nNrN4eIiIiIiIiIiIiINDBwRravMBcQtLKpdDLOtAJnhTlAxj2TVaflp+nMu5lwVzLt6qEncJYjDZz5u/rDTmanGzhLLp8xzgDAzQa6aszNkGacaY9vVky7q8b0pFwUWjpDThCAs6uBrZOAmO2WrdtClGolfr3yqzi96cYmPMp/ZMUWEREREREREREREZEmBs7I9mlnmwGAVveH8KgOuFSRzntoepyz1LxU3Xmp6ZJpFw/drge1A2c13GoAgE5XjellCJyVOOPMCoEz7YwzVy+53nK+Nd0g00xEE4DUBxbOOov6EtjxDnDxf8DGMcC/xy1bvwVkKbKQXfh4v9WCGsl5yVZsERGR5eRlKRD52zX8vewSku+Zl11NRERERERERGRrGDgj26cvcOYkzWCCTKanu0bTgTN9GWfyQjfJtL4xzgwGzrQyzvIyFXCDNDsuU3u8NgNKPMaZwgpjnGllnLkayDhzcLKHt780qJhqyXHObh8CDn0jnXdzv+Xqt5CcwhydebmFuVZoCRGR5R1cew0xRx/g1vlk/PnDeagKTXeZTERERERERERkaxg4I9unHWhycAYc9ARoShE4S83XzThzUUgDXeaMcVbdrToAwLOqM6A1xJd9ljSYlqvMhVJtOjvMZMaZduDMBjLO3PQcq2La3TWmWCpwlp0MbJkAQJDOL7C9cdT0Bs6UDJwR0ZMh/urjH6MU5CqRHMesMyIiIiIiIiKqfBg4I9unnXGmPb5ZsWqNpNNJV01Wra+rRtdCrcCZGWOc1XSvCQBwcLSHexVpd4VChm5Xj1kK0w8TTWacOWmPcWYLGWf6u2oEgKragbM4CwS21Gpg2yQg+6E4Swyf6QlSWZtmN43F8grzrNASIiLLUqnUUGp9bll8LEsiIiIiIiIiogrAwBnZPnMDZ/4hkklVUiyaztqJEctPICkrX+8q2l01ygQZnJWmu2pMzEmUTBd31QgAXn7SLgkLH+lu15xxzgqU0geQtphxlpuplXFmoKtGAPCtJQ2cpd7PhqAWDJQ2U/Ri4OY+AECanR3GV6+GZkEBmFqtKhQK2wucMeOMiJ5Uhfm6QTKlFboQJiIiIiIiIiIqKwbOyPaZGzjzayiZtIcK/oXxiL6dhl+O3NG7inbGmXOhO2Ral4V2V425hbl4VCCNhkkDZ9KuGXNSC+FkJ63DnHHOCgqlDxx1xzjTyjhTVGzgTFALyNXqqtFYxplfgPR9KyxQITO1DNlW988C++eIkxs83XHGxRlqmQwH3FzxZ0GC4XWtJFuhm3HGMc6I6EmgyNP9DFIqOMYZEREREREREVU+DJyR7dMJnHnqL+fiDXjWlsxqKIsDAFyIS9e7ivYYZy5a3TRCBri4S7taTMyVZpsBj8c4A3QDZxlJefDUarM5XTXaesZZfk4h1FoZY8Yyzly9nOCsdSxLPc5Zfgaw6RVAY6y4WCfpts+oMkpXdznS11VjjrLsmXGCWo2c6JPIj40tc11ERKWh0JNxVsiMMyIiIiIiIiKqhBg4I9uXr5WdZShwBuiMc1bfrihwlpxVoK+0TleN2uObQa6Cnb30MknMlgbOvOXecHV83D2jVzVp4CwzJQ+eTtI2m9NVY76pjDMn7cBZxT6gzNHKNoNMf7eW4mKZTHecs9IEzgQB2DEVeHRXMjtTLu1i87qg/z23Jr1dNZYx40wQBMRNmoR7ERG48+JApK1ZU6b6iIhKQ5GvL+OMgTMiIiIiIrItMTExmDNnDj777DOkpaWZXoGInkoMnJHt0+7W0FBXjQDg/5xksoEsHgDwMFN3jDO1oMajfGmXi/Xk0sBbtkO6znoJOdIuADW7aQQAN63uCvNzCksVONPOOJObyjir4K4aczOkgSkXd0fY2xu/pfhqBc5SSxM4O7cGuLJFOi+gLTLd/SSz7kIJhUoruGdl5THGWcH168g5dFicTl21ukz1lVRmZiZiYmJw6tQpxMTEIDPT9LlNRE8edtVIRERERES2LisrC4MGDcJnn30GR0dH+Pj4WLtJRGSjGDgj22fuGGcAUE07cHYPAJCjUCFbqyvD9IJ0qATpr+HbeneUTGfYpeLGoxuSeQ9yHkimNbtpBAC5qzSgpVSo4elQDhln2mOcVXBXjdoZZ66ehsc3K1bmjLOkq8Du6dJ5zt7AkJ+RqZa2RykD7mToH9vOWsoj46zg5k3JtDIhAYKyfM8FQRAQGRmJoUOHwsfHByEhIWjTpg1CQkLg4+ODYcOGITIyEoIgmK6MiJ4IhXqyntlVIxERERER2ZIJEybg+vXrmDhxImbMmGHt5hCRDWPgjGxfiQJn0oyxOnbJcEVRtlmSVtZZWp5uOnZthyDJdK5jFnbf2S2Zl5gj7apRO+NM7iodxwsAvGS+kmkxcJZ6C1jVB/ghFDi1QlyuVKmh1Bo/TGeMM+2uGiv4AWVupjTjzNj4ZsW0A2dZqfkoyC00b4OFecAf4wFlnnT+i4sB7wBkqvJ0Vrn+6Lp5dVcQfWOclTXjrPD+A515qozyG9/t3LlzCA0NRdeuXbF582aoVNLzTqVSYdOmTejatStCQ0Nx7ty5cmsLEdkOZpwREREREZEtW7x4MTZs2IC+fftiyZIl1m4OEdk4Bs7I9pUkcFa1AQSZ9LSu///dNSZpjXOWmp8qmfZ08kRhtjQIkOeYhb/u/CXJnDHVVaPcRRrQAgBPwVsynVnc/eS+WcC/x4D0e8Bf08Rxu7S7aQT0ZZxJt6NQqlGoqriHlDoZZ2YEzqpUd4OdvUwyL/W+mVlnf38MJF+Vzms9EWjUD0q1Ejkq3THNYtNizau7gujLOMsr1A34lURhfLzOPFV6epnqNGTfvn3o3Lkzrly5Ylb5K1euoHPnzti3b1+5tIeIbIciX/fHGxzjjIiIiIiIbMWbb74JQRCwc+dO2Nvbm16BiJ5qDJyR7StJ4MzRGQWez0hm1beLA6A7zllqnjRw5uvii9wsaTAozykL97Pv45+Uf8R5CdlagTN3aeDM3tEODo7SS8td7SWZFjPO4k5K23+/KDtHX+BMJ+NMrvshX5HdNWqPcebqZbqrRnsHO1Sp4SaZZ1Z3jVe2AmdXSef5hwIvzAUAZCmy9KxkgxlninLIONMXOHv0SE/Jsjl37hwGDRqEnBzd4J8xOTk5GDRoEDPPiJ5winw9GWd6um8kIiIiIiJ6GkREREAmkyEoKMjaTalwq1evhkwmg0wmw927d3WWmzo2QUFBkMlkiIiIKNd2EhnDwBnZPp3Amaf+cv8v3eNZyXRDWVHgLEmra8G0fGlXjT7OPsjNlAbOch2Ltv3X7b8AAGpBjcRc4101ArrjnLmopV0UZioyAZUSyEmRrphf1MWe9vhmACB3NJ5xBlRsd425Whln5nTVCJRinLNHd4Htb0vnOboBw1YBjs4ADI8ZZ2uBs/IY46zw/n2deUoLB84EQcDYsWNLHDQrlpOTg3HjxnHMM6InWKGejLNCdtVIRERERERWEBUVJQZuzP2bOnWqtZtNT6CrV6/ixx9/xLhx49CiRQvUrl0bzs7OcHNzQ3BwMF566SX8+eeffGZmgxg4I9tXoBUUMZZxBiDBSSvjrDhwlqWVcabVVaOvsy/ytAJnef8fONtzdw+UaiVS8lKgVEt/Va8vcOakNc6Zs1KaZZWlyAJyUwBo3RTz0wEYyDhzkGaYuTpaN+MsRzvjzNN0xhmgGzhLNRU42/mu7jnQ9zugaj1xMlN7eXHd+alIyUvRu8wa9AXOcpSlC0YBgKBWo/CBnjHOLNxVY1RUlNndMxpy+fJlHDp0yEItIiJbozfjTM+PQIiIiIiIiKjy0QxGRkVFWbs5lca8efMwZcoUrFmzBufPn8f9+/dRUFCA3Nxc3LlzBxs3bsTAgQMRHh6O1NRU0xVShdFNWSGyNdoZZ87GM85u2weiucZ0A7GrRq0xzjLuSaZ9L29HXlYfAI/H4MpzLArqpOan4lTiKbg5SgNgDnYO8HXx1WmDs1bGmVzlIpnOLMgEsh/qNt5AxplMBjhqjQ3mYG8HZ0c75Bc+DrJVVOBMEIRSZ5z5agfOHuRArVLDzl5PHD83Dbh1UDqvyQig2UjJLEMZZwBw49ENVHWpalbbylt2oZ6uGsuQcaZMSoJQWKgzX/UovdR16mOpQXOXLFmCsLAwk+V23t6JxecXw1PuiTnt5qCRbyOLbJ+Iyo8ij2OcERERERGR7Zk0aRImT55sslzVqrbx7OhJEBERwW4W/5+DgwPatGmDDh06IDQ0FNWrV4efnx8ePXqEa9euYdmyZeKPzfv374+jR4/Czo65TraAgTOybYJQ4oyzq6rakmk/WSZ8kYGkzCpAwkXg2l9A7C6kCYmA6+OAVpUCe6jV0uBUccYZAOy+sxsdanWQLK/uWh12Mt2bmXZXjY6F0mysTEUmkJ2k2/i8dAC6GWfODvaQyWQ6xd3/j703j5OjLNf+r6re11kz2RdCwpYEkMgSJCTsKqIkggIShBfhKAioHz36KkIQOUdfPXqOCJwfaBJBjiRgwgsE3rCGJCSBAIEsE7Jvk5nJrD29d62/P3p6eZ6q6mXWTnJ/P+TD1FNPVz9dvc3cV13X7bIjKecErNgQ9ZORkioUmV1jKT3OAKPjTJU1hNoSqOV6nwEAWrey23Y3cPXvDdMKCWe7undh1phZJa1tsDGNauxHjzOzmEZgYHuchcNhrFixYkCOtXz5coTDYQSD1uJ3R6IDC9cvREpNAVHg1+//Gs9++dkBuX+CIAYP2cxxRlGNBEEQBEEQBEEMMw0NDZg+ffpwL4M4QfnLX/4Cu91cgrn88svxve99D9/4xjewfPlybNiwAa+88gq++tWvDvEqCTNIviQqGyUJcNGIxYSzrbFaJHU2KvE3jr/gv1pvAf6/i4F3fwO0bkUn53CqTrGCDsAKZ28efBMHew4y+8f4x5iuwckJZzaZdWNFpAi0CNsrDUA2qpF3nPH9zTJ4nez9xKShcZzFuZhGIO0429ezD994+RuY/dxsPLnlSdPbevxOgzvNMq7xKBcPOOI00+ffKqoRqJw+Z5qumQpnCTnR5xxjuanJdHwgoxqbmpqgqgMjyKqqiiMWYl+GTa2b0qJZL9s7tlPOM0EcA5hFNcpDdDEHQRAEQRAEQRAEQVQiVqJZBpvNhp/85CfZ7bVr1w72kogSIeGMqGz4mEYAcBWOamyOSNitj2XGrrB9hJF6OzPWaWN7hPllVpBxuEVoYq7oF5WjWL57OTNnlG+U6RpcXI8zQWI/JHXoiEVMRI/eqEYzx5kZPhcnnA1RVGOMi2l0euywO234zfu/wY6uHQilQnh086PYF9pnevu6cey57mgyeZ4B4Og2dnuU+RVCxRxnlUBCSUDne9oBUHQFsmaMWywFyUo4G0DHWTRapAddmUQiFs91L1vatzDbqq4iIhe+DUEQw4+UpKhGgiAIgiAIgiCOT1KpFJ588klcffXVGDt2LFwuF3w+H6ZNm4bvfOc7WLVqVdGLfkOhEB544AFMmzYNPp8P1dXVuPjii/Hss4VTdmKxGJYuXYrvfOc7OPvss1FVVQWHw4ERI0Zgzpw5+P3vf1+0dpPpTbZw4UIAwKZNm3DjjTdi3LhxcLlcGDt2LBYsWIAdO3YYbnvgwAEIgoBLLrkkO3bJJZdkj5n5t2TJkuz+JUuWZMcPHDhQcG394eWXX8Z1112XfRx1dXWYNWsWfvOb3xQ8J/z6NE3Dk08+iQsvvBA1NTXw+Xw488wz8cgjjyAe73tSVKkEArk6aTKZHPT7I0qDohqJysZUOLN2nGmajtaeJHaKEzADByzn6QC6uLxYNyec+arc+Pyoz2NT66bsWHOsmZkz2jfa9PguDyeUpQSAbXOGcKQZhkfSG9VYquPM52QFtaESznjHma/KibAUxgetHzDjn3V9hsnVkw23rx/vx6HtuYaXXc1GJxYAo3A2snzhbG9oL2RNhkN0WM4ZCqKS9Rd2XI7DaSutR1w+8pFm0/GBFM78fqMTsz/k/zJgxtaOrYaxnlQPgs7CgjlBEMOLmeOMohoJgiAIgiAIgjjW+eSTTzB//nzs37+fGZckCY2NjWhsbMRf//pX7N+/H5MmTTI9xs6dO/HFL37RICKtXbsWa9euxYYNG/DnP//Z9LZXX3013n33XcN4R0cH1qxZgzVr1uDxxx/Hq6++itNOO63o43n88cdx3333QVFyf8M1Nzfj73//O5YvX47XXnsNF198cdHjDCfJZBI33XSTobVIV1cXNm7ciI0bN+LRRx/FypUrcfbZZxc8Vjwex5VXXom33nqLGd+6dSu2bt2Kl156CW+//TZ8PpMWMwPEc889l/25lOeQGBrIcUZUNnwEn80J2K17aXXGJMiqji3aSdbHrJ6I2Hl3IMUJZ06ZLcx7Ag58+aQvF1yepXDGRTUqCR02gRW5wlHrqMY+O86G6Op+3nHmrXJiU8smqDp7/xHJ3CkUqHUz26m4ieCnKkDbZ+yYhXBmdT8AIGuyIWJzODCLaczQ1z5nQxHVOG7cONhs5q+/crHb7Rg7dqzlflmVsaPTeHVTT6pnQO6fIIjBQybHGUEQBEEQBEEQxxk7duzA7Nmzs6LZvHnzsHTpUmzatAkbN27E008/jZtvvrmgqBKPx3HNNdegs7MT999/P1avXo0PP/wQTz31FMaNGwcAeOyxx7Bq1SrT2yuKghkzZuAXv/gFVqxYgffffx8bN27E0qVLccMNN0AURezfvx/XXnttUbfSqlWrcM8992DatGlYtGgRNm3ahDVr1uCHP/whRFFEPB7HggULIEm5ut/YsWOxdetWLFq0KDu2aNGirLCU+XfttdeWelr7zbe//e2saHbWWWfh6aefxqZNm7Bq1SrcdtttEAQBzc3NuOyyy4q2DLnjjjvwzjvv4Nvf/jZWrlyJjz76CCtWrMCsWbMAAB988AF+/etfD/hj6OjowIYNG3D77bfjkUceAQDU19fjW9/61oDfF9E3yHFGVDa846xIf7PWnvQXxD/Vi3Gz7U2cIqY/HD/RJuMN9fO4cv5tOOucWeiKHAZWsF9IosIKZ96gE7MmXoFH3n8ECt9nrZfRfivhjHU3SQkVAWcAoVQoOxaOdxhv2BvVWKrjzD9MUY2848wbdGF983rDPKuIPaebFWLMnAro3AOoXC+1kdNMj1fIcQak4xqn1EwpOGewKSicyX0Uziy+/JUBFM6CwSDmzZuHF154od/HmjdvHoJBa+fYru5dkDTJMJ7/viEIovLQdR1SwqTHmaRB13UIgjAMqyIIgiAIgiCIYwtN1064v3+rXdUQhcH1dbS1tWHbtm1F55166qlwONh63s0334xoNApRFPHss8/ihhtuYPaff/75WLBgATo7O+H1ek2P297eDkmSsGHDBkyblqtrzZw5E3PnzsWMGTOQTCbx+OOP46qrrjLcfvHixZg6daph/Pzzz8c3vvEN3H777bjqqquwc+dOPPvss7j99tstH+PGjRvx5S9/GStWrIDTmUs+mj17Nurq6nD//ffj0KFDWLlyJebNmwcAcDgcmD59Ojo6cnXMk046CdOnm1/cPtisXLkSy5YtAwBcdtllePXVV5nHcuWVV2LWrFm488470dXVhR/96EdYunSp5fHWr1+PZ555BjfffHN27JxzzsGXvvQlfP7zn8e2bdvw1FNP4eGHHy7ar6wYc+fONXUPAmnRbMWKFaiuru7XfRADBwlnRGVTpnDW3JMAAMTgwdXSv+MUoQltehXaUQMAOMU2EWcJAjqTncztPJoGWatixwJOVLmqcNGYi7C6abXp/ZXqOEvFZQSdQeYXoEjSJE4vEQJ0vWTHmdcQ1Tg8jjNfldNcOLNwgjnc7Pkx641jiGkMjgW8tabHC/PORI5d3bvwZRR2Dw42Udk6qjGmWItqVuiKArnVxLUIQOvpga4oEPr5hZ7hrrvuGhDh7K677iq4f0vHFtPxE+0PB4I41lBkDWZx/rqmQ1N12OwknBEEQRAEQRBEMUKpEOYsnTPcyxhS3v3mu6h1m9d6BoonnngCTzzxRNF5fNTi66+/jo8//hgAcO+99xpEs3zq6uoKHvvhhx9mRLMMU6ZMwbXXXovnnnsO69atM72tmWiWz+WXX46vfvWrePHFF/Hiiy8WFM7cbjcWL17MCE0Z7r33XvzqV7+CJElYu3ZtVjirNB577DEAaUHP6rHccccdWLZsGd58800sX74cLS0tGD3avIY7f/58RjTL4HK58P3vfx/f/e530dnZicbGRpx55pkD+2B6uffee/HLX/4S9fX1g3J8om9QVCNR2fTRcQYAMuzYrk/KimYA0B5JO5g6E6xwVqtqSGjVzJg3mP7g/dJJX7K8v1G+UabjRuFMMfRoMnVJ6SogRZEqtcfZcDnOwqwTTHLF0RQ1xgZa9fUqyXFm6G9m7jYDjOdyhMIeb1f3LsvbDhUD7TiTW1sB1VooVcOFxcRymDt3rukveOUwffp0zJlT+A+Are3G/mYARTUSRKVj5jbLQHGNBEEQBEEQBEEci7zyyivZn3/wgx/0+TiCIOCmm26y3D9z5kwA6f5coRIShNrb27F7925s27Yt+2/EiBEAgE8//bTgba+44go0NDSY7gsEAlmRbt++fUXXMRwoipJ1bF155ZUYP3685dw77rgje5vVq1dbzisUjZh5boCBOSeLFy/G1q1bsWXLFqxZswZ/+MMfMHXqVPz5z3/GbbfdhqNHj/b7PoiBgxxnRGVjEM6qzOf10tJTOMv3aDi9vyvZxYzXqSrinHDmCaSFs7nj58Jj9yChJJj9Na4aeOwe0/vhoxpTCRPhzCSSDgCQ7DE4zlyWPc44x5k0VFGN7NoPqeZfHtZRjexHj5xQjXFerX0Xzj6fTOE1f+4+dnbvtLztUFHIcdaXHmdyU+GMZrW7G/bagblqSxAEPP3007j44osRi5XvjvP5fPjb3/5WNK5tawcJZwRxLGLW3yyDImlwmSeWEARBEARBEARBDDoPPvggFi5cWPbtNm/eDACYMGECJk6c2Of7r6+vL+hIq82r3UQiEdOovvfeew9/+tOf8Oabb6Krq8uwP0N+nKIZp512WsH9mbVEIub1vOFm3759iMfTNbTzzz+/4Nz8/YWiOgudE/656S8nnXQSsz179mx873vfw/XXX49XXnkF5557LtavX5/tfUcML+Q4IyqbJFcwL+I4a+lJFNx/NGzlOFMRV1lRLuM48zq8mDt+ruFYVm4zwOg4gw5UCTXMUNhm8fZLhErucTZ8jjNWOGtMmgseVlGNTg8r+GmaDlVmxUIc3c5uj7TOTuajGj+fZB1xbfE2hJIhy9sPBQPuODtidPjlo3abRIH2g3POOQcrVqwo2PDWDJ/PhxUrVuCcc84pOK8n1YMD4QOm+yiqkSAqG1PXcC8yOc4IgiAIgiAIgjgGyYhQVhF/pWLV+yyDKOZqfqpJstDChQtx0UUXYdmyZQVFMwBIJArXRUtdi9k6KoH8x2/lnMswalSublvovBU6J8Wem4EgE5/p9Xpx+PBh/Ou//uug3A9RPuQ4IyqbMqMaecfZmCo3mvPG2iLpn/keZ3WKhoRmLpwBwNUnXY3X9r/GHts/xnIdBuEMQFDnhDPRQjhLhpBS2CtRrHqc+Zy8cDb4X2yKpCIVZ4ukm6ObAIdxrnVUo/H8SEkV9kzPtngXEGlmJ1gIZ6qmGpxtM1IpOHQdcp7DaXdoN84dda7pMYYCq3MBwOBmLAWpqYhwVoK9v1yuuOIKrFmzBrfccgu2b99edP706dPxt7/9rahoBgDbOqyv/iHhjCAqG9M+lb1QVCNBEARBEARBlEa1qxrvfvPd4V7GkFLtqh7uJVQ0b731Fh566CEAwOTJk/HjH/8YF110ESZMmACfzwd7b2/7Bx54AA8//PBwLnXIKZZqdCxRX1+PL3zhC3jjjTfwf//v/4Usy3A4TAqtxJBCwhlR2fSjxxkAnDW+Gs09rdnttl7HGR/VWKs4oMLFjGWiGgHgwjEXospVxUTGjfZZX3HicNkgiAJ0Tc+O+XVWmLMWznqQlKuZoZIdZ0MQ1ci7zQCgUzDP4LWKJzQVzhJKTqzk+5vZXEDdlJLvo0bVMEWSscOVew53de8aVuFs4B1nhaMalQF2nGU455xzsHXrVrz77rt47LHHsGLFCuaqG7vdjnnz5uGuu+7CnDlzSv5FZkvHFst9vKOQIIjKonCPM81yH0EQBEEQBEEQOURBRK17YFouEP2nvr4eANDS0jJsa3jqqacAADU1Ndi4cWO2lxlPMSfa8UJ+dGKxfmCtrbl6cO0AtTIZTDLPbTweR0dHR7+djkT/oahGorIpQzjTNN1UOMunLWIe1Vgt+Q3Hy3ecOWwOfGXyV5j954y0dtEIggCXhxWHfDrX48xKOEuEkOJiC60cZ36+x9kQRDXGuP5muk2DZDN3TPG9xzLYHCJEGyuoMFFffH+zhtMAm7nObyaqBDUNUyV2nbu6d5nefqgoKJwNSo+zUNnHLBVBEDB37lw8//zz6OrqQmNjI95//300Njais7MTy5Ytw9y5c8u6+mdru3ncJ0COM4KodGSKaiQIgiAIgiAI4jgjk55z6NAhHDx4cFjWkEn7ueSSSyxFMwD48MMPB30tleDwmjx5cjZa8f333y8494MPPsj+PH26dfuXSuFI3gXyfr+xTk0MPSScEZVNGcJZV1yCpLKC01njqpntaEpBLKUYohoDEntcu1OEgxOl7v3cvZgzbg6CziC+cco3cNmEywounY9rdKtsb6hIIceZUlqPMy8f1TgEBcp4D9s/LOWKAhbfnYXiCXnXmZwf9WXobzbD8ji8OGfXdXh0HadIMjO+q2t4hTMr9x3QR8cZF9UYZw2TgxLVaEYwGMTpp5+O8847D6effjqCwWDxG3Houo6tHSScEcSxSuGoRnKcEQRBEARBEARx7HHNNddkf/7jH/84LGtQlPRFirGY9cXYmzdvLioiDQRutzv7cyqVKjBz8LDb7ZgzZw4A4I033kBTgTYmf/nLX7K3mTt37lAsr880NTVhw4YNAICJEyciECicuEYMDSScEZWNQTizLsrzbjObKGDaWOP8tkgKXQnWwuyV2Q8kr8/41vA6vPjzZX/GuhvW4ZezfglRKPz2MQhniofZLtjjjHOcuewlRjUOg+MsZOu0mJl2Uima+ZqcHlaYZBxnfFTjyGmW99Ej9TDbQU2DAOAUznG2J7QHqjZ8zodCjrOYYr3PDE2SoLS1MWP7RrHqpTpIUY2DQVOkqaA4RlGNBFHZSAUcZ9TjjCAIgiAIgiCIY5HLL78cM2fOBAA8+uijeO655yzndnZ2IpEov399MaZOnQoAWLduHfbs2WPY397ejgULFgz4/ZqRHx24d+/eIblPM+6++24AgCRJuP322yHLsmHOokWL8PrrrwMA5s+fP2yxh7t27cLbb79dcE5PTw9uuukmSL11zFtuuWUolkaUAPU4IyobvmBewHHWHGK/oBoCLgTdDgRcdkTyBKWmUA8iMivIOZVqZtvj1WFFqdZkXjhzyG5mO2yzjmrkHWduh3lUo49zxcUlFZqmQxQHzz7NO85ijh6Lmb375RiqXFWGcQfnOMs6FlQFaNvBTh5lbanmHWfBXtfhqZzjLKkmcShyCCdVnVRwvYPFQDrOzPqb7R0FTM9LDjiWhLNC/c0AICJHoGgK7CJ9ZRFEJVLIcSanSDgjCIIgCIIgCGL4aGtrw7Zt24rO83g8OPnkk5mxZ555Bueddx6i0ShuvPFGPP/887jhhhswefJkqKqKPXv24PXXX8cLL7yAbdu2YdKkSQO69ltuuQUvv/wyYrEY5syZg5/97GdZMW/9+vX4wx/+gNbWVsyaNSvrWBosJkyYgHHjxqGpqQm///3vMW7cOJx66qmw2dK1yZEjRw6JU+rqq6/G9ddfj+effx6vv/46LrjgAvzoRz/Caaedhu7ubjz33HNYtGgRgHRvsz/84Q+DviYrmpubcdlll+Gss87Ctddei5kzZ2LUqFGw2+1obW3Fe++9h7/+9a/ZfmzTp0/Hz372s2FbL8FCVUii4vifHf+Dfx33r+mNMqIaW8Os42xUVVqoGhF0IdKeE872dRmbR9rQwGx7Pf13brm8DvY+FDZLLyyK0GGScpjsKd1x5jS+heOyCr9r8N7asTDr5Io7c8LV5xo+h81tm5n9ESliKpw53ZzjLNF7zrv2Aipn+R5ZQDjjxNWglj53tZqGel1Eh5A7l7u6dw2bcDaQPc74/mYRN9BWLQDICb5DFdU4EPAxjdPqpmF7JxvX2ZPqQZ2nbiiXRRBEiciJQo4zimokCIIgCIIgCGL4eOKJJ/DEE08UnXfWWWfhk08+YcZOP/10rF69GvPmzcPhw4exfPlyLF++fJBWauS6667DbbfdhsWLF6O5uRn33nsvs99ms+GPf/wjuru7B104A4Cf//znuOuuu7B//3587WtfY/YtXrwYt95666CvAQCefvppKIqCFStW4OOPP8bNN99smDNmzBisXLkSY8eOHZI1FeLTTz/Fp59+WnDO1VdfjcWLF2d7uBHDD0U1EhXHmqY1uQ3ecea2jmps4aIax1SloxFHBlinV1OYjbizC3aoQj0z5nH2P6vXyTnOxBS7rQgCEmbutWQ5jjOjQDbYcY284yzuyD1Hl024DDaBXWtE4sTPXpwe3nHWu+5WrtdVYAzgrbVcD+84C2i5Iu0pKnt+d3UPX5+zQv3eEnJ5dn7ecdZWDUTYJNBjynHGC2cX1V+MM5vn4pS2cyHo6eewJ1XY2UgQxPBRuMcZOc4IgiAIgiAIgjh2mTlzJnbu3Ik//elPuPTSS9HQ0AC73Q6/348ZM2bgzjvvxFtvvTXgbrMMixYtwjPPPIPZs2cjEAjA5XJh4sSJWLBgAdavX4/77rtvUO7XjO9973v45z//iSuvvDJ7HoYDt9uN5cuX46WXXsL8+fMxZswYOJ1O1NTU4Pzzz8e///u/Y+fOnTj77LOHZX0ZvvCFL2DVqlX4yU9+gksuuQRTp05FMBiE3W5HbW0tZs6cibvvvhvr1q3DK6+8ghEjRgzregkWcpwRFUd3Kq/gX4bjrIWLasw4zhqCrNOrOdLObNe6a5HUWWHG6yiv55QZbk44Q0oE2KUgLIrwqlxRMVFOjzOjoDbYwhnf4yzfcXbhmAvx1NanGJHDKqLQ6eJ7nPWeh6Os06hQfzPAKMwF84UzRcX6vKdhOIWzAXWcHWGbn7ZXCYhwF6Qox4jjTFZlfNb5WW5ABzwrT8eF7acBABqiE7Bu8j8NvewqgYPbO9H0WTfGn16DCWeQG444caEeZwRBEARBEARBVBJz586Frlu3YSkXj8eDe+65B/fcc0/Jt1myZAmWLFlSdN6tt95a1Kl18803m7qqMixcuBALFy603F/quVi9enXROfPnz8f8+fMLzin2mIqdmwMHDhRdBwBcc801uOaaa0qam08p5xwAJk2a1K/XkcPhwJVXXokrr7yyz8cghg9ynBEVRygVSn8oKSlAZUUauEp3nI3uFc5GBlnHWVu8g9mu89QhrrJRgl4b53TrA3xUo5oyussioslbMNlTsuPMZbfBYWOPGxvkfjJGx1la0GjwNGBK9RT4HX5mP+8Iy+DgHGdyVjjjcqeLCGeGHmf5wpnEvn52d+8ueKzBpKBwVmaPM6mJFc7aqoGwh30daOEwdGVwRdSBYGf3Tkha7nmqi49Bsj33S8nUjs8DAELJ0FAvrSCHG7vwyqOf4pM3DuHlRz/F7k3GCFiCOFEo7DijqEaCIAiCIAiCIAiCII4tSDgjKg5VUxGRI0a3GVBWj7PRvVGNDQHW5tWV7GK2a921iCs+Zswj9D/mzhBFGFcQcLDrD5sKZ6U7zgDAy/U5i0mDJ5ZoqoZEVGbGMo6zWWNmQRAEBJ2suGkVUeh0W0Q18o6zUTMKrsmqxxkAnJJgXYhHokcsoyMHE0mVGHGIp3zHWTOz3VYlIMpFNULXoYb7LwAPNlvatzDbk1xsI16X6oVddSCUCg3hqoqz75M856oOvPuPnYiF+h/xShDHInIBx5lMjjOCIAiCIAiCIAiCII4xSDgjKpLORKexvxlgKZzpum5wnOWiGlnHWURmRbE6Tx0SEjvHC9aV1hdcXFSjlFAQcHLCmc3kLZgIIVWi4wwA/Fyfs8GMaoyHZYBzKMd6hbMLx1yYXo+TdZxZRjW6uajGhALEu4Aw27+rXMdZlZoTzk5KRGAX2POzJ7Sn4PEGg0JuM6APwlkTH9Vo7HEGHBt9zvj+ZpO9Uw1zXIqv4nqcpeIyt61g9bOfDWgUBEEcK1CPM4IgCIIgCIIgCIIgjidIOCMqkq5kl9FxJtoBu9t8fkyCpLAurWxUI+c4i6tsAb7OXg9ZYcUVj9bSl2UzuLmoxmRcQZCLmgyLImDjGp8pCWgy61wp7DhjBajooApn7LpUQUXSnhaFLhhzAQCUHNVodJypRreZzQnUGYWUQsfPd5w5dQ2TghOZ/Tu7dhY83mBgJR5mKCas5aPF41C7WNdkW7UAxS4g7mTnqsdAnzNeOJvomWSY41Z8FdfjTDaJRD2wtRM7N7YOw2oIYniREoV6nFFUI0EQBEEQBEEQBEEQxxYknBEVialw5goAgrFPGGDsbyYKuYhG3nGmCuxxq7V6w/G8crNhrFycnOMsFZcRdLDCWUQUgbopxtsqrBhUyHHm4xxn8UG8uj/Ww8YNJhwRQNBxeu3pqHXXAoDBVWcZ1ehhH5OcVIz9zUacBtjYx8dTKKoRAE6tmsxs7+reVfB4g0ExYUzRFMiqXHBOBvnIEcNYW2+LPj6usdIdZz2pHhwMH2TGxrjGGeZ5ZH/FRTVaOWzWLtuNaHfSdN9Aoioaju4PI9ZD8ZDE8CMViGokxxlBEARBEARBEARBEMcaJJwRFUk6qtFEOLOAF84aAm7Ye2MQ+R5ngo09blCtZbZFyHCm+i+c8VGNmqKjylbNjIVFEag3Oqq8Giu0FHKc+VysADWoUY1ckT7uYGMaARPhzMJt5XCZOc444axIfzOgsOMMAE4JTGC2h0M4sxIP8yk1rlHiYhpDPkB2pAXlMC+cVbjjjHebuWwu1NqNQra7AqMazRxnQNp5884zgxvZqMoa/vl/PsILv/0Qzz6wke23RhBDjKbpBV1l1OOMIAiCIAiCIAiCIIhjDRLOiIrE3HEWNJ8MoLUnwWyPrs65zHwuO9MHTLCzopRXZoUerxiCkGSj8PoCL5wBQBA1zHZYFIHq8YCdVTyqwK6xoOPMyfc4GzrHWdyZFjMKCWcRiXsee+EdZ1JSAVo54axIfzNN1wzHNwhn3tHM9u7u3dD0oY0O4x1nAYdRBI7LpQln8hFW1M24zQAg4mUdmUqFO862trPC2em1p0OTjPPcsq/iHGdWwhkAHGrswo73+h/3asXBbZ1oPxTJruONRdvR0WT+PiOIwUYu4DYDKKqRIAiCIAiCIAiCIIhjDxLOiIqkM9EJJDmHSQHhjHecZfqbZWgIZlxnGgQb5+aSfcy2VwwBchyQWTGuXFweo3AW0KuZ7bAoAv6RgIcdrxJKd5z5OedWTBpax5nH7sHZDWfn1sP1OLMUzvgeZwkFaP+MnTRyesH1ROUodLDOnqDOnqtTPCPZNStxHIka4w4HE144q/caXVWlOs5kznHWXpUTy4xRjaHSFjhMbOnYwmzPGDEDskkEolvxV77jjEuRXffCboQ7+/cZYkVPO3tcRdLw2n9vRTJaWtwnQQwkVrGlGSiqkSAIgiAIgiAIgiCIYw0SzoiKxLLHmQW8cDYq6EFiyxa0/eGPCL/xBhr8TgCAYItBEFihxZ5kRTaPrbdAH++f60y0iXC4WVeVT+d7nAlp4cxdxYwHwYoorgKOM+8QRjUaHWdhfH7k5+G0ObNjJTvOOOFMkTRoMmc3KiKc8f3NACBoY5/PEaIL1a5qZmyo4xr5uMoqZxVcNjZCtHTHGSuctVXnfj6Wohp1Xce2DtZheGb9maZOrmPBcXbOVRPZ/Ul10CIbk3GjQBbuSGLVX7ZBU8ndQwwtUqLwd45MjjOCIAiCIAiCIAiCII4xSDgjKpLyhTPWgXFyog0HbvoWOp98EkfuuRcXHfwIgDGmEQD0OPs28Ii9wlliAOIaOdeZV2XdWGGbCPgbAHc1Mx4sw3Hm4x1nQ9jjLOYMMzGNQOk9zvioRgCQ9TzRKzAa8NUVXA/f38wm2ODlYi8FOY5Tak5hxnZ1Da1wxjvOfE4ffA7W6Vhyj7MjrFuurTpndeKjGtUKjmo8HDlsEMNmjJhh2g+p0nqc6bpuEM6mzGzA6ReysaBNn3Vj+9r+90vkScbMnWVNn3Vjw4v7Bvz+CKIQhWJLAXKcEQRBEARBEARBEARx7EHCGVGRdCY7yxLOWjnH2cSdHwNKTkA689M1AADBxh6z2lWNZIQt6nnFUPqHfjrOAMDldbDbMuuGsoxqRBnCGdfjLDqIPc7CIVbciTuMwllfoxoBQNK9uY0i/c0Ao3AWcAYgODjblZwwCmfD7DjzO/zwcAJfyY6zJk44y+9xZohqrFzhjI9prHXXYoxvjIXjzI+UmkJSSRr2DQeqokHXWCeZw2XDF66fCn8N6yR87597EO4Y2MjGlIVwBgCfvHEIuza1Duj9EUQhijnOlEH8TiIIgiAIgiAIgiAIghgMSDgjKpKuROmOM13XDVGNQYkVnmqb9kLUNQh2VsCoc9chEWHjAXPCWWf5C+dweVlxyJlki+1Z4YyPasxznLnsIgSBa6CUB+84iw9SjzNd05GMsMf2BB04qeokZizo5OIoLYQzh8voOJO0MoUzLqox6AwCTtbJ1R/hTNd17PukHZ+8eQgxzm1XDrzjzO/ww+vwsnMUoxuSRw2HoYXZx9yW1+PMIJxVcFTj1vatzPaZ9WdCEARz4UxJP6eVEtdotkaHywaXx45LF5zOjCspFW8/vcMgtPUHK8dZhnee/gzth83fdwQx0BTvcUZRjQRBEARBEARBEARBHFuQcEZUJBE5glSSi2ZzBU3ndsdlpBS2MOeTWSHNlkpgfOSoQTir9dQiHmaFM09GOBuIqEZOOLPH2XVGRBHw1BiiGvMdZ+4C/c0AwOccmh5nyZgMaKyAN33CqQZRz+9kHWeyJiOlGkUnQRQM4pms5yk/I2cUXRPvOAs6g4DBcRYzCGeHI4dLcnh98sZhvPbfW/HeC3uw9JFNRSPJrIhK7OvO6/DCa2eFs1LWI3MxjboAdOQ7zthDVrTjbGsHK5zNGJF+vmWTIrxHTgtnlRLXaLbGzGt5/Bm1mDZ7DLPvyK4Qtr57xHCbvpKMse/xsafWMNuKrOG1J7YiEeV6BhLEICAl2dejk4so1jQdKvXeIwiCIAiCIAiCIAjiGIKEM6Ji6ZZC7ICF46w5xMagiQLgTBmj0U7tOgTBVorjrLc4PyBRjWwBUUywxcOEKELWFGNUI+c4K4Shx9kg9ZMJdbOOKB0azps80zCPj2oECsU1ssKZxAhnxR1n/HGDLjPhLIGTq0+GKOTOow4de0J7ih7/s40t2Z8TYQlNO/smRPH9y/wOv0E4SyjF4/ykpiZmO1Xjh2rLd5xxPc7CYehq5cWkSaqEz7o+Y8Zm1PcKZ6aOMz+gV7jjLE/AvvDrUxCoZWNZN6zYg1BbaXGcxeCjGs++fLxBrIt0JbHqqe3QSLAgBhk+qtEbdBrmkOuMIAiCIAiCIAiCIIhjCRLOiIqlkxdbLIQzvr/ZiIALejRqmHda9yGIfFSjsx6pOBc/OIg9zoS4seDeI/UYoxqRK7AXc5z5OeFMisXR9be/ofOvi6DFisf/lcq2gzuY7aQ9hlljLzDMCziNz5OlcMY5E7I9zmxOoH5q0TWZO874qMY43HY3JgYnMsOlxDVGu9jXVjJaOCLP8jic48zn8BmiGktynHH9zWIj2MfKRzVC16Fy0Y6VwGddn0HWcudSgIDp9dMBALKJY9Km2+HQXJXjOOOEM7vLBkHMiZZOtx2X3nIaM0eRtAGLbOSjGt0+B2Z/8xSMPpn9HDmysxvrl+/t9/0RRCH494O5cFZ5Aj5BEARBEARBECcmjY2NWLhwIR566CF0dfW/9kcQxPEJCWdExdLJ93xym0c1toRZcWN0lQdaxCjUnNJ92BDVWKPXG+Z5baH0D4MQ1agljFfdh6WwMaqxDMeZl4tqvPOdv+Dov/8Gbb/7HQ7/y3fLXLE1jU27mW3NI6GaWzcAOG1OuGwuZowXjjI43JxwpvUqPyNOBWwOk1uwmPY44x1nUlqQKrfPmSypht49fS3+mvY446MalfKjGsN17GM1CGeozLhGPqbxpKqTsoKrVRymW/ZVrOPMrF/fuNNqMWPOWGasZU8PtqxuMswtB0VWDe4dt88Bm13EVXdOh6+KFS0+feswdr7f2q/7JIhCGBxnVUbhrK8xtwRBEARBEARBEANJJBLBvHnz8NBDD8HhcKC2tna4l0QQRIVCwhlRsXSpXHSdheOshYtqHF3lhho1CmcnRVrg1lihpUqpY7YFqHALvSJPvLPMFRvhhTM5qcOjcX3OpIgxqrGcHmd5jjOvnMDnmnPOsPiHH0I+2lbusk051NrMbJsVRzPwrrPSoxp7xaQS+psBJo4zVxBwco2+5PTrgxfOdnbtLHjseI+xP1Rf48aiMuc4c/bVccaKLqEaVlxU7AIS3NNSicLZlvYtzHYmphEoIJwp/op1nJkJZwBwwbyTEaxnIxu3vH24X/edihkdeS5f+jPAV+XCF787A6Kdjex85++fof2Q+XuQIPoLf4GBx+8E2JcgRTUSBEEQBEEQBFER3HHHHdi1axfuvPNO/PznPx/u5RAEUcGQcEZULJ0aJ1yUGNU4qsoNLWJ0OIm6jpM72cK7T2GjzbxiCILQG6U2EFGNXBRhKikgwAln4VTYGNXYxx5n1akoRLBRcEp7e1lrNqMz0YkYH4lZb31VDt/nLCJbCWd8VGOvZaqE/maAVVQjL5ylzyUvnO3u3g1dt47Ni/ekDGNyHx1nvHDmd/iNwllJjjNWOOuoMQo2vOtMDYVKW+QQwjvOMsKZpumWBfZjzXEGpF/fc248lRkLdyShKn0XEfiYRoCNhB11UpXhPlVZw6v/vcXQz5EgBgIpyYq5TrcNds4JTVGNBEEQBEEQBEEMN4899hiWLl2Kq6++Go8//vhwL4cgiAqHhDOiYukSuOKyyyKqkRN0xlhENQLA1FY2Ms8lsT2isv3NgAGKamQdQSnZhiAvnJlENQaQgID0vOKOs9z+oGTsaaZ29/9xbGzZCK/Mnv9xDaMs5/OOM6uoRt5xJmeiGkdNL2ldJUU1WjjOInIErTHrCLuYqeNsEKMaizjOdF2HdIR1/bVXGeeFeeGswhxn3cluHI6wrqsZI9LCWaHz61Z8Fes4c1oIZwAwYoJR8DcTv0qFv63La4cosvaeM74wBtO5mMhoVwpvP832KSQIpb0d8Y8/hpZIFJ9sgcw5zpweOxxO9tdLEs4IgiAIgiAIghhu7r77bui6jldeeQU2W+FaG0EQBAlnRMXSxX+JWUU19rAFv1EBB7S4uQgxtZUVrewpNkbNmy+cDYTjjItqTCkuc+GMi2oUBR0BpB9XMceZP89xVpUyCmdKZ/8jJ9c3r4dXYoWzQI3bYnbpUY0OD+84y0Q1liicmUU1OlgxFL2C1GjfaIMTbkMT63zKJx42Ec760KdH0zWDcOZ1eA3CWYzv6cehdndD517XzUFjbF/Uw4ooSoUJZ9s6tjHbLpsLU2umAijcB6mihLNkaY4zoPczgIutS0b7LpzxUY0un3kvwIuun4rRU1hl9cDWTkS7k6bziROP2AcfYM9ll+PgTd/CgW/eAC1W+DPIitIcZxTVSBAEQRAEQRDEicWtt94KQRAwadKk4V7KkLNkyRIIggBBEHDgwAHD/mLnZtKkSRAEAbfeeuugrpMgCkHCGVGxdNq4l6eJcKbrusFxNtphXaCb0sxG8wlxVrjx2kK5jVQYUPte4AYAJ9/jTHOD1zoiUsQQ1Qjk4hqLOc48DhuE3sJ8QDIKhmpX/4QTXdexoXmDQTjzBl2Wtyk9qpHvceYB/KMAX31JazOPauQsV73nRBAEg+vsZy+/jmUfmvecMo1qlMsv/iYUo5PDLKoxIRd2fMhHjrADdjtaPEZxL8IlVVZaVCMf03hG3RlwiGnxp6BwVlFRjeybuJBwJtpEQ2Rroh/CGe84c3OfMRlsdhFfvHMGbJzwHukyvq6JE5P2P/0JupT+DEnt2oXomjV9Oo6U4IRkt90gnPU15pYgCIIgCIIgCKIvrF69OivclPrvBz/4wXAvmziBiMfjmDx5cvb1dyIKrJUOCWdExdIl5hXeBNHYuwpAKC4jxfULGmkzunAyjAgDVdG0eCbqLkhR9raM4wzot+vM7TW6QapkVnAKp8KA0w8IbKGxCmnhrJjjTBAE+Jzp4nmVWVRjV/8cZ/t79qM93m6IavRVOS1vU6rjzNDjTPOW3N9M13XDcQtFNQLGuEbR1YJ/f3UHVM3Y6yxm5jjrQ/HXLKbS5/AZoxqL9DiTm9j+Zo5RoxDR2NvUueuMPc66Q6UvdgjY0rGF2c70NwOKOc786JEqxHFWYo+zDG4/+znQH8eZQTizcJwBgDfoNNy3lLD+fCROHNSeHiQ+3syMya1H+3Qsg+OMohoJgiAIgiAIgiCOO/LFyNWrVw/3co55HnjgAezfv3+4l0EUwPxSdYKoADrzoxpdAWRtVXk0czGNggDU6BLMO2qlmdqs48NTBEALGOL4DMJZogsIjCxz5Tn4qEYACCoeADmXXFgKpxfuqQbiOZErKMQBHXAVcZwBgNdpQzSlmPY4U/rpODsSPQKH6oJDYwU/b5W146zkHmecE0fWSxfOYnIMqs4WY4OuIOA0j2oEgFNqOeHM3YruuIxPm0I4Z0INs8/McdaXqEY+phHoFc4c5fU4k3jhbNxYROVPmbHxgfGIeNoB5ITASupxpuu6Iaox098MKO44q5ioxjKFM4/fgZ623GdVMmoUZUslFed6nBUQzoD0eywWyr2WSTgjACC2YQPAxQZricKfQVYYepy5KKqRIAiCIAiCIIjK4Xvf+x7uuuuuovPq60tLPyKKc+utt1LMYgE2b96M//zP/4Tb7YbD4UAkYm44IIYXEs6IiqM6oiNWC3TbRGjotUW6gqZzW7mYxhF+F8R44T4tU1p0fHgKoMl+o3Dm4gra/XSc2RwiRLsATckJGT7ZC4NwBqTjGvOEs1IdZ0C6z1lbJGUqnKn97HEWkSLwysYoyUKOs35FNY6aYTqXh49pBHoFO4PjLE844x1nznZAkPHuznajcGbiOJP7UPyNyqxo6LF7YBft5TvOuKhG29gxULSPmLFxgXEIez9mxiopqvFQ5JBB/Dqz/szsz4WEM09vjzNd1yGYiOhDiUE4cxdznLHvFd41Vg68W62Q4wwAXB52bSkSzggA0bVrDWN8D8VS0HXd1HFGUY0EQRAEQRAEQVQKDQ0NmD59+nAvgyAAAKqq4o477oCqqnjwwQfx17/+lYSzCoWiGomK419eSxfYVEFAWOx9iVoIZ4b+ZtUeqEU+bKY0p/8vy16DOOLxcpF98f6JToIgwMXFNXoVN7OdjRt0VzPjVSX2OAMAb6/jJZgycZz103EUkSLwcf3NzAqj+ZQa1egQ2OevnKhGXjgTIKQFOz7SMy+qcWr1VPY2gg7RdRRrdrcbjh/rGaCoRk448zl8zP8zFHOcyU2scKaNMl4JNS4wDlFDVGPlOM62tLMxjXXuOoz2jc5u886VfNyyH6quWoqwQ0l/oxr71eMszooUbl/h6194Vyc5zghd1xFbu84wrsUL91k0Q1U0aCr7velw24xRjX1w6xIEQRAEQRAEQRDE8cZ//dd/4aOPPsKpp56Kn/70p8O9HKIAJJwRFYc3LyGv05YRzgKmc1u4qMbRQTe0aKGgxrTjTNB1iFKVoYjs9XNviUT/HGcA4ObiGj0KK+wwjrM8gmU4zgr2OOuv40yOlNXfDCgjqjFxiNmWdA9Qf4rpXJ5wihXOAs4ARLNeeHmCVE9cgCbVMbtFVys+PRxCKJ4TyjRVQyIyMMIZH9WYEcw8nDNO0iR0hbrQ2NiIDz74AI2NjQiHc4+R73GmjKw13Nf4wHiEK1g429qxldmeMWIG4x4r3OMsfd4qIa5RSvLCWWHxyuMbwB5n0fKjGvMh4YxI7doFpa3NMK4lyhfOpITxPet0Gy+soKhGgiAIgiAIgiCOZVKpFJ588klcffXVGDt2LFwuF3w+H6ZNm4bvfOc7WLVqFXRdL3iMUCiEBx54ANOmTYPP50N1dTUuvvhiPPvsswVvF4vFsHTpUnznO9/B2WefjaqqKjgcDowYMQJz5szB73//e0SL1EIzvckWLlwIANi0aRNuvPFGjBs3Di6XC2PHjsWCBQuwY8cOw20PHDgAQRBwySWXZMcuueSS7DEz/5YsWZLdv2TJkuz4gQMHCq6tP7z88su47rrrso+jrq4Os2bNwm9+85uC54Rfn6ZpePLJJ3HhhReipqYGPp8PZ555Jh555BHE+5DOYsXBgwfxwAMPAAD++7//G05n4foqMbxQVCNRceQLZ102G06WlQLCGetYGlXlNjjOHOPHQz58mDn+mE6gXTIKD96AA8jXyvrpOAOMhWunwiobWQHIU82Ml+M48/cW7k17nPVTOAlLYXg5x5m3iHBmiGq0cJw5o/sATMhuy7oXumhHKUF8vOMs6OxdIy+cSbkvuE8OhaAmR0F05p5Xm6sFig6s29OBr5w5BgCQiMj5bcJy6+uDa4IXDTPCGR/VCACjxo+CnCeM2Gw2zJs3D3d997sY3dzMzE01VAEHc9s2wYbRvtGIeNmzp4bD0FUVgq3462iw2drOCmf5MY1A8R5n0NPC2fjA+EFZX6mUH9U4cMIZ3+OsWFQj//lzwkQ16jrw3n8Be94EplwOzPo+YKNfeQAgumaN6bjWhz8G+JhGIB3Ba+cdZxTVSBAEQRAEQRDEMconn3yC+fPnY//+/cy4JElobGxEY2Mj/vrXv2L//v2YNGmS6TF27tyJL37xiwYRae3atVi7di02bNiAP//5z6a3vfrqq/Huu+8axjs6OrBmzRqsWbMGjz/+OF599VWcdtppRR/P448/jvvuuw+Kkvt7rrm5GX//+9+xfPlyvPbaa7j44ouLHmc4SSaTuOmmm7BixQpmvKurCxs3bsTGjRvx6KOPYuXKlTj77LMLHisej+PKK6/EW2+9xYxv3boVW7duxUsvvYS3334bPp/P4gilc9dddyEWi2HBggWYO3duv49HDC7kOCMqDk8K6aIngM5Msd9COON7nI2pdkOLsEKFc/JJsI8cyYxNadbhkdmeVqJNgCvICj797XEGwBDVaFetHGfVzHg5Pc68BYQzPR7vk5MgQ0SKGIWzoKvgbQxRjVY9zno+Y7Y12KDKpTkTeDEumInzdHKClJIAtPQxNx8OQUuNYnaL7lYAwLs7c3GNZv3NgL65JvjeZRlR0csLfADA6ZGqquKFF17AN6/6InSJXVO8nn2teh1e1LprEeEcZ9B1qGFjP7ihJqWm8Fk3+3zPGMH2s5NT1qKOCBucqgehVGgwllcWwxrVWG6PM/cJ6jj74EngzQeBA2vT///s5eFeUcVgFtMIAFqifOGMj1cVRQE2h2jscVbi5zpBEARBEARBEEQlsWPHDsyePTsrms2bNw9Lly7Fpk2bsHHjRjz99NO4+eabC4oq8Xgc11xzDTo7O3H//fdj9erV+PDDD/HUU09h3LhxAIDHHnsMq1atMr29oiiYMWMGfvGLX2DFihV4//33sXHjRixduhQ33HADRFHE/v37ce211yKZTJoeI8OqVatwzz33YNq0aVi0aBE2bdqENWvW4Ic//CFEUUQ8HseCBQsg5dWgxo4di61bt2LRokXZsUWLFmWFpcy/a6+9ttTT2m++/e1vZ0Wzs846C08//TQ2bdqEVatW4bbbboMgCGhubsZll12GI0eOFDzWHXfcgXfeeQff/va3sXLlSnz00UdYsWIFZs2aBQD44IMP8Otf/7rfa37uuefw6quvoqamBv/xH//R7+MRgw9dfl3B5EeYFWLOnDlYvXp1v+/vH//4BxYvXowtW7YgFAph5MiRmD17Nu6+++7sh8VQYNMBlwyknKVENfKOMw+0KCuo2PwBeM48E5E33siOTW3WscvDRiN6g04IPs6Fluh/zJ2Li2q0ccJZVI5C1VTY+KhGIV3ELM1xZoOoawhI5gKZ2tUFcezYcpadJSJF4JUbmLFijjNeOIvJMWi6lo5SzMPZtRXAlcyYlFQL9k/LYO0445UjpMUzpw+bD3VDS41mdomuowCANbvboes6BEFArCdlPAb62OPMwnG2fvV6w1zRZS6SjnOy4ojgdCIaYF9XfocfNe4aQ48zIB3XaK+pMe4YIjRdw4bmDVC0nGgjQMD0OrY5bzFHn1v2VYhwxopPRYWzgYxqNPQ4o6hGA1IcWPM7dmzv28C0ecOzngpCjUYR//hj0316H3qc8Y4zh8cGQRAM7wlynBEEQRAEQRBEcXRNgxoKDfcyhhRbdTUEcXB9HW1tbdi2bVvReaeeeiocDvZv7JtvvhnRaBSiKOLZZ5/FDTfcwOw///zzsWDBAnR2dsLrNblAGkB7ezskScKGDRswbdq07PjMmTMxd+5czJgxA8lkEo8//jiuuuoqw+0XL16MqVOnGsbPP/98fOMb38Dtt9+Oq666Cjt37sSzzz6L22+/3fIxbty4EV/+8pexYsUKJiZw9uzZqKurw/33349Dhw5h5cqVmDcv/Te0w+HA9OnT0dHRkZ1/0kknYfr06YbjDwUrV67EsmXLAACXXXYZXn31VeaxXHnllZg1axbuvPNOdHV14Uc/+hGWLl1qebz169fjmWeewc0335wdO+ecc/ClL30Jn//857Ft2zY89dRTePjhh2G3901K6e7uxg9+8AMAwG9+8xuMGDGiT8chhhYSzggkEglcd911ePXVV5nxQ4cO4dlnn8U//vEPPPDAA3jwwQeHbE2+ZFo46xKtHWe6rht6nI0xiWoUA344x41jhLMpLTq8E1jHjifgBLyccDYAUY28cCaoxi/SqBxFFR/VWI7jzGmHX0pANMsXBKB0dcHRD+GsVprCjPnKdJxpuoa4HIffmXfONRXOrk8Nt5USCrzB4hm/fK8ry6hGAJATkG0ebGnqgWZjn2PBFgOg4mg4hZ1HIzhtVBDxHnPHmSxpWXGtVPgeZ36HHx9//DGum38dJv7nRIiO3PMrus2f67F29hc3ta4OUZV1h/gcPlQ5q6DYRSScKjx5D2Eof/HWdA0HwwfR2NmY/beja4fhPEyumsy+HlCCcKb4+tzjrOtvf0Pon8vhmjIFI395f7+ExHIdZx4+qjHWN+FMllSDI9PlK/w1fkJGNX64CIi1s2OpwnnvJwqxDRsAxfw10KceZ5zjzNnrcDRENfYh5va4ZfuLwP/734DdCVzzX8DkucO9IoIgCIIgCKJCUEMh7L7wC8O9jCFl6vr3YK81tlIZSJ544gk88cQTRefxUYuvv/46Pu698PDee+81iGb51NXVFTz2ww8/zIhmGaZMmYJrr70Wzz33HNatM08HMRPN8rn88svx1a9+FS+++CJefPHFgsKZ2+3G4sWLTXtr3XvvvfjVr34FSZKwdu3arHBWaTz22GMA0oKe1WO54447sGzZMrz55ptYvnw5WlpaMHr0aMM8AJg/fz4jmmVwuVz4/ve/j+9+97vo7OxEY2MjzjzzTJMjFOcnP/kJjh49ilmzZuGOO+7o0zGIoYeEs2OA733ve7jrrrss9/c3Y/V//a//lRXNLrnkEtx3330YM2YMtm7din/7t3/D3r17sXDhQowePRp33nlnv+6rVHxJoCuYH9UYNMzpSchIckXkUVXGqEZbIADxDDbjd0Ib4JdY8cdb5QQ8vHA2EFGN3NtMMz5f4VQYVXxUYxk9znwuu2lMYwa1q++PI5wKY5xcZo8zThAB0uIgM961DzY1AhEyNOSEBbOeOabr4h1nrkLCWRyfdTuQUjQIOivqCYIOwR6DrgTx7s52nDYqaOk40zUdmqrDZi9dOIvKRsfZLbfcglgsBi2pscKZheNsLHfF05bWVogmTjabaEO1qxoRTzsrnPWzz10hdF3HhpYNeO/Ie5YimRl8TCNQvLjuVvx9Es4SW7fh6L//BgCQ2rULtro6jPrFz8s+Tob+RjXKKRWKrMJewns7n5SJ4FY0qtHD3oeUOM4FDCkOvPefJuPFX5MnAlYxjUAfe5xxQmxWOONe23IfYm6PS+QE8PK9QLL3c+zl+4B7PwHKuBiDIAiCIAiCIIih4ZVXXsn+nHEL9QVBEHDTTTdZ7p85cyaee+45dHV1IRQKobq6uuDx2tvbEQqFkErlalcZB9OnnxovUM/niiuuQENDg+m+QCCAqVOnYvv27di3b1/B4wwXiqJk+71deeWVGD9+vOXcO+64A2+++SYURcHq1atx4403ms771re+ZXmMmTNnZn/et29fn4SzNWvWYNGiRbDb7fjv//7vsi7GJ4YXEs6OARoaGgbN/vr222/jueeeAwBcc801WLFiBWy9YtW5556Lr371q5g5cyYOHTqEn/70p7j++utRMwSRb77ez/6uAlGNzSE2plEQgJFBN1qjrKAg+gOITRkFTQDEXkOWXQNGxzUg77PKa+Y4SwyAcObhiuaaD3Zdh5L3QRmWwgAf1ViG48zntBUUzpSuvgsnETkCH9fjzFdEOPPZjeJgRIpglC+vv9jRtE3eKSSQ1HPniO+ZY0VZUY1SHJ8cThduddUHXRcgCDl3nmCLQleCWLO7Hf8y52TLHmdAWvSwlfCcZOCFs86WTmzfvh0AoKU0IO+lbeU4G8cJZ591d0HduZUZy/ROq3HXIOJpR0OevjSYwtkfP/4jFm9bXPbtvnryVw1jxRxnnj5GNcY3bWK2Y+uNMZmloioaNIV1dhZ3nBnfL8moAn9NecKZwakmAC5PeY6z4z6q0cxtBgASOc50XUd07VrL/X1xnPHvWac7/Zo2OM4oqjFN176caAYA3QeAVARwGy8OIgiCIAiCIAhiYHjwwQexcOHCsm+3efNmAMCECRMwceLEPt9/fX19QUdabZ7jLhKJmApn7733Hv70pz/hzTffRFeBi+Pz4xTNOO200wruz6wlwqV5VQr79u1DvPeiz/PPP7/g3Pz9haI6C50T/rkpl1QqhTvvvBO6ruO+++7rs2ONGB4GN0SWqHh+//vfAwDsdjsef/zxrGiWob6+Hr/97W8BAKFQCH/5y1+GZF2+ZLownXOcGYWz1jBb5Bvhd8FhE6HywlnAj24hgcP17O3ruEKeN+gEvNwX2UBENXJRapLuQ1Bjr77vkXoALqoxOKCOs74/jngiARcXL+mtKhzVaBNtWSEnQ0TivmBae4UzkXU59NlxlhHORBtg49Ynx7H5UKh3Q4SussKeYE+vbdP+bsQlxTKqEQCUMp0TvPvqk/c349KTbPjSFDu0BHusUh1nR2QZ6zaxzpFM77S044y9emWwohplTcY/dvyj5Pn1nnrMGTcHj132GM4dda7xeCVENfZFOFO4Xxylgwehy32MSzRZo8NVRLzy2g2GkmTM+jVmRTLGvjdcXjsEsfCVSgbhrMT31zGJFAfe+y+LfSScSXv3Qmlpsdzfp6hGToh19DrOjD3OyHEGAIiZ/BGrFG7eTRAEQRAEQRDE8JARoawi/krFqvdZBjGvx5uqGmsOCxcuxEUXXYRly5YVFM2AdDuegViL2ToqgfzHb+WcyzBqVO7i/ULnrdA5KfbcFOORRx7Bzp07MX78eDz00ENl354YXshxdgITiUTw1ltvAUjn4Y4bN8503vz58xEMBhEOh7FixQr85Cc/GfS1+XrrSFnHmcnV2C09bLFpdJUbAKBxVwDYAgF0JjuxZ4yAie05p0hAY10jnqBJVGMiBGhqWozpI3xUY0pLC2ddeSJlRIoAbrYxZBBxADpcjuL6tt9lRzBVyHHWN+ecruswS90r5jgD0nGN+W4r3nmFo2nXlUNgv9T5njlWRFLs8xzMj/N0eoFEXtyinMDmwzmhRFf8gD23HqH3Z0nVsHFfp2VUI1C+cyLKFeynxnbg/7slLXJ90Q8cydtn2ePMRDjbfXA3aqfmXq8Z4azWXYsIZ7pTBslx1hHvQFI1L/rWe+oxrW4azqg7I/uvwVv4l5qiwpnsRzhV/mtZaeccSIoC6XATXJNPKvtYpsKZu/DngygKcHkdjGMsES1fuOOjGovFNALmjrNy+/QdM3y0GIi1me+jqEZE13BuM0EA9Nz3YJ+iGjkh1unJOM544awy/+gacuImwplc/nknCIIgCIIgjk9s1dWYuv694V7GkGIrEkt4ovPWW29lBZfJkyfjxz/+MS666CJMmDABPp8Pdnv6b/4HHngADz/88HAudcg5FuoaGTPK5Zdfjpdfftl0TiwWy/4/kwrX0NCASy+9dGgWSVhCwtkJzKZNmyBJadfDnDlzLOc5nU5ccMEFeP3117Fp0ybIsgyHo3jBtj/khLN08U13BsB/HLZwUY2jeoUzNcoKKqLfj85EWji77NNckdApOJDv+TB1nEFPi2e+wk0+C8FHqaU0P4Jgi4phKQwEprC3ExS4IcFtLy7aeZ02VBVynHX2TThLqkm4k6xzTLQLhmK8GQFnAK2x1uw27xDLRTVyjrMSo+QsHWdAus9ZIicWRSI92N+Re+51hXtMtpy49e7OdpxcwHEml1kAjivs47tyrAD0vnTHu3VWODNxnNkAjObeb02yDMHJviMywlmNuwYR7mIZtTtU1ppL5Wj8KLPtEB34w9w/lCSSmcGLUjYlCdXuzm67FR86UuXnbCsdxug+ad/egRPOnMXFbbefFc6SfRDO+KjGUoQz/vNH19OPIdOL6rhBigPr/tN6f4ocZ7F1rHDmnTkT8Q8/zA3IMnRZhlDG9zt/oUO2xxn3nij3c/O4JWbi/pbLd/oRBEEQBEEQxyeCKMJeW1t8IjEk1Neno6taCiR3DDZPPfUUAKCmpgYbN27M9jLjKeZEO17Ij048evRogZlAa2uuJlk7TO+rTN198eLFWLy4cJuTjo6ObB+2OXPmkHBWAVBU4zHA888/jzPOOANerzfbqPHb3/423nnnnX4dt7GxMftzsYzbzH5FUbB79+6y76upqangP/5LyNtr+ImLIhKCgJaksZBndJylbTZahC2Q2gIBdCW7sHsMF1/H9eFKC2cmH6T97HPm8rJrT+k+BATWsRVOhQGPsXdcFWKlO84K9Tjr7ttjiEgRjIxMYsYCI1wlXdURcLDxmozzKhECeg4DAJwi7zgbIOEsj4Ot7FX+gsY6GDNRjQCwZld7wR5n5UaO8Y6zGjEn4Hk516OZ42yk3Q47d76PyDJEDzvX78zvcTY0UY3tCVaQavA2YO74uX0SzQCjKOVOskVmdx97nBkcZwBS+/aXfRzARNxziBBtxd+jHj/7OTBUwpmZyH1c9jn7aIm12ww44R1nWiyG+KYPmbHAVVcZ55UZ1ygbohqtHGcU1QjAwnFGwhlBEARBEARBVCLnnHMOAODQoUM4ePDgsKxh+/Z0WtMll1xiKZoBwIcffmi5b6CoBIfX5MmTs9GK77//fsG5H3zwQfbn6dOnD+q6iOMTEs6OARobG7Fjxw4kEglEo1Hs2bMHTz/9NC699FLMmzcPPT09xQ9iQlNTU/Znq5jGDOPHj8/+fPjw4bLva/z48QX/nXfeecx8fzInKHTZRDR26fwhDT3ORle5oWsaNEOPs3RUY1M9kNHfVNEB1c7m2XmDTsDuAhysoIZ4f4UzzvEBG6oEVrgJS2HAZYyjDApxuOzF36beYj3O+ug4i0gRjI5MZsbGTjEKfGZkhJwMTFRjb0wjADj7ENWo63pabMyDFc7Y5/ZwG/v4R3hYB6GQF9vY3B6HqlgXeZUicYI8fI8zf15/O69eXDgb62BF1rimoVtVYfOwhelMTzmzqEZ1kKIa2+KsUDHSO7JfxzMKZ+zz5lb8hue9FNR2Y7Fa2ru37OMAxjXyvZyscPPCWawvwhnX48xX3DVmJpyljjfhTE4A7/0nO1Y9gd2Wokws4YlG7IMP2L5+djsCl15imFeucCalzB1nDopqNCdmFPFJOCMIgiAIgiCIyuSaa67J/vzHP/5xWNagKOm/3zNxfmZs3ry5qIg0ELjduUSgVMq6xclgYrfbs6lpb7zxBlPb5vnLX/6Svc3cuXOHYnkGdF0v+m/ixIkAgIkTJ2bHVq9ePSzrJVhIOKtgvF4vbrjhBjz11FNYu3YtNm/ejNdffx2/+MUvUFeXLvy/+OKL+NrXvgZZLr8IG8nrBeb3+wvMBHy+nJgUjQ5+5JU3z0zWabNhS7tRyDCLatTicUNx1NYb1aiJAvb19oWUnKwbCugVzgBjXGPcJFqpDHjhDACCYK8SiUgRwGaHzolNVYjC7ShemPe7bKgq0ONM7aNlO5wMY1SYE86mliacBbhzzDjE2nJuRwcX1SiXIJwllAQUnS3+F3KctXawz+GEalbgcbpy586vF76CptzIMb63my9fONPY17VZVCPf36xJTrvheOHM2/uYa1xmUY2DI5zxUY19dZpl4EUpj4njLCJHoGilCz+aJEE1ubggtX9gHGd9Fc6GqseZKAqGNUqJ40zE+HAxEOUiGi57kJukn9C9pGJruZjGz30OdpOrFbVYeeeIdy86s44z9rNMU3WoauW4ziRFw4a9nTjQMcROxJiJ40wh4YwgCIIgCIIgKpHLL78cM2fOBAA8+uij2f5TZnR2diJR5oWIpTB16lQAwLp167Bnzx7D/vb2dixYsGDA79eM0aNHZ3/e28eLkQeCu+++G0A6BvH22283rYkvWrQIr7/+OgBg/vz5zNoJolSOsyYnxxdHjhxBtUmTzCuuuAL33HMPvvSlL2Hz5s1499138cQTT+Dee+8t6/jJZE54cjqdBWYCLpcr+3NfvgiKudRaWloY15kv78KFLtGGD1vYD0Fd1w1RjWOqPdAibH8zIO046+p1ruweI+CMwzokJ+vuYvp2eWuAnkO5nf2Makxfga8DeV3aAiIrzmVEJc1VDVtetF+VECvNcea0IyhZFzyVPgpn7c1huFXWgTd6SnVJt804oDIwkYVduT5VRsdZcVHE0C8NQDDfsedklaMOrsfXqfWj8UlevdTnSSBzRJ9WWDgrxzkhqRJkjX3t+rXyohrHccLZETl9fqoaqiDldenLnO8adw3CvONssKIa46x7YoTXOjagGLquG0RTo+Ms/VrsSfWgzlNa30G1w6RQjbTjTNf1sqMG5BQXTVeicDZcUY1A2nWWL/gdV1GNZm6zky8FJhvdVEhFAafPOH6co+s6omtY4cw3ezYEpxNwOIC8PzK0RJnCGd/jzJPpcWZ8X6iSBptn+K/XUlQN1/33emxp6oHDJuBPN3wOX5oxRH9EmV2IQ44zgiAIgiAIghhU2trasG3btqLzPB4PTj75ZGbsmWeewXnnnYdoNIobb7wRzz//PG644QZMnjwZqqpiz549eP311/HCCy9g27ZtmDRp0oCu/ZZbbsHLL7+MWCyGOXPm4Gc/+1lWzFu/fj3+8Ic/oLW1FbNmzcKGDRsG9L55JkyYgHHjxqGpqQm///3vMW7cOJx66qmw2dJ//40cORKBgNGoMNBcffXVuP766/H888/j9ddfxwUXXIAf/ehHOO2009Dd3Y3nnnsOixYtApDubfaHP/xh0NdEHJ+QcFbBmIlmGUaOHIkXXngBp512GmRZxqOPPlq2cJZvsc00K7Qi34Lr8XgKzDSnWBQkjy8vqrHDZsNHrRJkVYOjt5dQOKEgIbMFu1FBt2mRXPT50JlIF6v2jBEA6JAcrHDmDTpzBXQP1+esn1GNgijAZUshpebOt0+oZ+Zk4udUVxC2PO0viHhJjjNfkahGPZmEFo9D9Hot55jRuT8BICeqJtxhBGrd1jfIg3ecRaS8B9aVc/s4RbZQW0pRvydldBAxQh3nOBM5p8lZY8djaV48tS7m1uYr4jgrp1cP7zZLHz8/qrF8x9mRXseZt9oLSc29b329EaO17lpE+R5nPT3QVRWCrTSRp1QGMqpRU3RonJBo6HGmeCHoQlnCmVl/MyDd80lpa4djZHkuOV7cK1U4c/l44azwZ64ZvHDG90+0wumxIxbKfYYfV8LZR0uMbrM5PzMXyKQogP7FiR6LSAcOQObiK/wXzwYAiB4PtDzhTC+3x1nSXEjmoxqBtFvXLDp0qHlvbye2NKW/Q2RVx6L39g+dcGbmOCPhjCAIgiAIgiAGlSeeeAJPPPFE0XlnnXUWPvnkE2bs9NNPx+rVqzFv3jwcPnwYy5cvx/LlywdppUauu+463HbbbVi8eDGam5sNtV+bzYY//vGP6O7uHnThDAB+/vOf46677sL+/fvxta99jdm3ePFi3HrrrYO+BgB4+umnoSgKVqxYgY8//hg333yzYc6YMWOwcuVKjB07dkjWRBx/DP+lv0SfmTx5Mq644goAwJ49e9Dc3FzW7fOvAigWv5ifpVss1nEg8OWZyVpsLqQUYGdrTtxo7mELTYIAjAy6jf3NvF4INhs6k/nCGQyOM28gz3E3wFGNAOASWVHLY+OEs14HlcKtq0qIwWkr/jb1OW0FhTOgb66z6CFWJIjVm4sQZhiEMzlPOOvOE8760OOMd5wFHAHYxLxCLdfjzCPkRIpRQTdOqRvD7I+rYQhC+n79RRxn5UQ1xkyeE18Bx5nNbSw2G6MaZUyfPh2qyK4jI5xVu6oR5vVRXYcaLr83WDF44aw/UY18BCJgFM4EiHApXvRIpfd1tBLOAEDaV360QF+jGnnHWV+iGvkeZ25/aSKEi4v1PG56nMkJYB2XM3/ypcCE89P9KgXuuZEGP2a4EuFjGu0jRsB16qkA0sJZPlp8oBxnxu+tSulzdriLfYxHuodQuIqTcEYQBEEQBEEQxxozZ87Ezp078ac//QmXXnopGhoaYLfb4ff7MWPGDNx555146623BtxtlmHRokV45plnMHv2bAQCAbhcLkycOBELFizA+vXrcd999w3K/Zrxve99D//85z9x5ZVXZs/DcOB2u7F8+XK89NJLmD9/PsaMGQOn04mamhqcf/75+Pd//3fs3LkTZ5999rCsjzg+GP5Lf4l+ccYZZ+DVV18FkI52HDNmTJFb5Mh3gTU1NeHzn/+85dz8qMXx48f3YaXl4c2LamyzpQvOnzaFMH1sFQCglYtprPe74LSLkLioRjEQgKIpCKVCAIDOANDlN/Y481a58jY4x1k/oxoBwCVEANTlbbPiXMaNJTuqmPFaMQ5RLB4lZ9M1BIoU39SuLqBM5590hP2IUBpKF18soxo1Deg+kB13GnqcFS/qM+41cDGNgMFx5kHuBfW5CdUGt5IOHaeNtWFHE+BjtSwD5RR/YwornNkAuPN68PXFcdYp2rBkyRLctu02Zjw/qjFqYgpVu0Ow15TWn65UeOFshKfvUY1mgqQ7ZXzvuRUfQslQycdVLKIaASC1dx98s2aVfCygPz3O2DjcvkQ1GnqcleE4y+e4cZx99DdztxmQvprC5QeSeSJrkYsLjleia9cx277Zs7MOa96FrMXLE3H4aN10NDFgc4jpdOK8z9Ny3LqDSSjOuj1DifLfi31CU80d7CScEQRBEARBEMSAM3fuXOh6kQJPGXg8Htxzzz245557Sr7NkiVLsGTJkqLzbr311qJOrZtvvtnUVZVh4cKFWLhwoeX+Us/F6tWri86ZP38+5s+fX3BOscdU7NwcOHCg6DoA4JprrsE111xT0tx8SjnnADBp0qQBfR2ZUepjJYYecpwd45TbnyefM844I/vzZ599VnBuZr/dbs82phxM/Hm6WLvYK5wdDmXH+P5mo6vS8YFqhHOcBfzoTnbnBgQBe0cLJo6zvAK0wXHWT+FMTsAJVnBycMJZxkElOVhBr8ZW2tX/ao/RgSOI7Ae70lmecy7cmQCibGFeGJO0mG0kyJ3jrNgVbQWU3HEcYv8dZ/x9FRPOql3VEMC+dz43KS2AFO9xVkZUI+dw8ensvRbrceYQBIzkrt758e/+D04/83ToYG+bcZw5bU64PAEkOU1FDXVjIIlKUcQV9vXZn6hGPgIRABxyHDaFfX24ZX9WCC8Fpa2Q42yf5T4rDMKZiUvQDEOPs1h5xXpd15GMc8KZv2/C2XHhODNzm02+JO02y+Dk3NEnoHCmJZOIf/ABM+affVH2Z4PjrIyoRl0z9iV09r4fBEEw9Dkrx607mHRx7724pEJWh0DUi3cBMPmDSy7P5XeioMsydLUyXjMEQRAEQRAEQRDEiQcJZ8c4jY2N2Z/LcZsBwLnnngunM+2CePfddy3nSZKEjRs3Zm/jcJRWrO0P3hQg9IoKXb1RhZ8ezolDLVxU46hgWjjToqwTyeYPZGMaM+wZIxR2nA1wjzNE2+AWWAHFBtZZFpEi0HUdKTsnnAklCmfdRlHEGWCL42pXecJJyx5WjEvYo/DUl/6R4XdaOM7y+psBgNPOrpN3MJiR6QmXwSicWUc1fm5CDeyiHTVu1n01tfftU6zHmVmkoBUxmS3U+zW2OOvVCwtno+12iJw4PvvrXzfvnebI9XSqcdcY4hrVUKjUZZcE7zYDgBHefjjOuPMqqikI0OHgzqFb8Zn2uLOioONsIIQzV2nGbTfX40yRtLKEBDmlQlPY10s5Pc7yOS4cZx/9LS3C5zP3Z+w2L5yl2O+HE4H4pk3Q83qUQhThu/DC7Kbg5YWz0kUcs8/C/Neag4trVMr47BxMeMcZAPQMhevMLKYRYC4kqSSkw4fRvXQZkjt3Dvl9t/7bv+GzGWdiz2WXI7Fly5DfP0EQBEEQBEEQBEGQcHYMs3//frzxxhsAgJNPPrnsZoeBQACXXXYZAODNN99EU1OT6bzly5cj3Nsfad68ef1YcXlk4hpDtrRwsLstglgqXfDlHWdjqtPFP0OPs0AAXVzUYvPEgMFxZnPmFaQHOqox2mbocSaqrKqh6ipicgwpm7HHWSnwwpno0GD3qNyc8h5H854Qs90a2I+gO2g+2QQ+qjHb46ybE86qqpntPjnO+KhGp7njzCYKmD4mLVrycY1V/iQCLruhx5nLx8VVliF28AKXT2UFCy8npPHC2QS3m90fDMIWDBoEOcAonEW4uEYzcbU/tCVY4SzoDMJtd1vMLk4qxr6nbWq6uO3gzqFb9g1gj7OBEM5KjWo0ilzlxDWm4kaxq1THmct9nAlnctLEbTYXmHABO+b0sdsnoOMsuobtb+Y56yzYqnIXbvBRjXoZPc7MPqvz3w92B/veqJSoxi4T4SwUHwLhLGYhnFWg4yy1dy/2fe1atD74IPZfdz1inGtxMEnu3IXup58BACitrWj/rz8N2X0TBEEQBEEQBEEQRAYSziqUl19+GYpiXdw8evQovv71r0OS0gWgu+66yzBnyZIlEAQBgiBY5tz++Mc/BgAoioK7774bKheL09HRgZ/+9KcAgOrqanznO9/py8PpE77eOnq4t/am6cC2I+mCucFxZhHVaAv4DY6z8OQGpDjhLNWe51zghbN4eRGHBqJH4eQFsJSx2B6RIkjYWbEpWKLjTOFEEZtLg83FFimVzvKEs5bdIWa7NbgXAS5KshC8CyyhJCBrstFxVl3PrjOlQtMK5wf3Narx9NEBeHrjw+rcrHAWkrrwhSn1hqjGqnpWgSrHJcQLXD7eccY9Tm+VF42NjXj//ffR2NiIZY8+yux3jBtrelyn6ITTluuhVeuqRcTDPo4BF844x1mDt6Ffx0vsO8xs29T0c2bmOCsrqrGA40xpa4MaKc+FZBVNVwyXxw6B61dYjnDGzxVEoeT7Pu4cZx+buM3m/Mw4z8VHNRqdmsc7sbWscOa/eDazLXr63uPMzB2c/5q0c46zSolq7DYRyYbVcSZXnuOs4/EnciKqLCP88itDdt/S3j3MdmrXriG7b4IgCIIgCIIgCILIQMJZhXLPPfdg4sSJuPfee/GPf/wDGzZswCeffII333wT999/P6ZPn47NmzcDAC666CLcfffdfbqfSy+9FDfccAMA4KWXXsIVV1yBl156CR9++CEWL16MCy64AIcOHQIA/Pa3v0VNTU2hww0ovl7HWcymAUgLDp82hQBY9zjTuCK46A+gK8kKRsEao3CmHMor1JhFNfanEWS0FS6RLdiqKUAU2LdfWAojLrLCVBClOs5CzLbNpcHuZkUatat04SwRldDdyop2LYF9eLsxgo5oyuJWLHxUIwDEpJjRcVY/yjBPLhLXWLZw1hvV+Lnxudcv7zjrTHRi9uQ6uLneZ8ERrHBWVo8z3nFmiGpktyVNwtRTp+K8887D6aefDhsndjp7XaX8cflzbeo4G+Soxv70NwOA+P4ShTO5zKjGAo4zAJD27y+4n0dOsa/NUh1ngijAzbkXyxLO+P5mPnvJPS6Pqx5nVm6zibOMcw09zk4s4Uw6fBgS12TYdxEvnPW9xxkvnNmdIkSbmLddmY6z7pjRcRYeCuHM0nFW+jkfCpT2doRff50ZG+jvj0JonOtRDYUGvRk3QRAEQRAEQRAEQfCU1pyFGBaam5vx6KOP4lHOdZLP17/+dfzlL3+By+WynFOMRYsWIRwO49VXX8U777yDd955h9kviiJ++ctf4s477+zzffQFX1IHIKT/s8Whq358ergHuq6j1SCcpYt/KtfjTAz40ZlgHWN1jhHQbez5EvblesUZHGe6CiR7AE913x5ItA1uTjiT4goCdQFGAAhLYcREttDr1/sW1Wg3c5x1GHtSWcH3N5PFFDp8h3FwVxT/pu3AH755dtFjBJxGd1pEiqCad5zVGyNGpaRasH+ToccZH9Vo4Tj73ITq7Fi9m3W6dSY78dUxQbzJ3VfKxfXp6YfjjO9x5jNx1iWURPbcyVx8qmPsONPjeu3s461x1yDC9TjjXYn9hRfO+tPfDAASTa0Acs9jRjhz8lGNih89Kc5tZIGuaVA6OceoIDBCeGrvPnjOPLPkdfY1qhFI9zlLRHIF+oRJAd8KXmQrtb9Zei7vOKsM50+f+PhpINLCjpm5zQCTHmcnlnAWXbOG2bbV1cE97QxmTOR7nJUR1SgnePcl+zrj3xvlfHYOJmbC2ZA4zo6RqMbu558HZPZ8aKmhc8Xxr0FdlqEnEhC4WFGCIAiCIAiCIAiCGEzIcVah/O1vf8NDDz2EL37xizjllFNQW1sLu92O6upqzJgxA//yL/+C9evX44UXXkB1dXW/7svj8WDlypV49tlnccUVV6ChoQFOpxPjx4/HTTfdhHXr1llGPQ4mvrw6jWBPFzw/bQohnFAQ5wpwOccZH9UYMEQ11mlGZ4x7b17zeW+dYX+/+pyZRDUm44oh9jCcCiMmsD15/HpphV5eOLM5NdjdXI+ztuZSV4wWrr/ZUf9BaKIGXfXg/21vLenqb7fNDbvAFlIjcsTgOHOMnGS4bbEoueKOM7YYnBPOCjvOgmALvTJ0HIyzBUNeOCmEQTjjzptHNzow4nlFVOkIJ5yNMxfODI4zV41JVGOotEWXyIBHNbawzrCc44wXzkqPalR7egwFYPfppzPb5fY565dwxvUkS0ZLd37xPc7cvtKFs+MqqnHTU+z2SXPM3WbACd/jLLZ2HbPtv+gLEET21z6+x5mWKKfHGee+5KJDKzGqUVY1RFLG13/IpO/ZgGMV1ahUTlSjLssIPbfUOJ4agvPTi1lc6FA63giCIAiCIAiCIAgCIMdZxTJnzhzMmTOnX8e49dZbceutt5Y8/6abbsJNN93Ur/scSLx5iYCCLV08b+pOYFuzMaatIZh2kJlFNfLCWbVWh/xSuqhK8LcegNLdDXtNTdqtZHOl8xQzxLsBzohWMtE2uES2YCvF5bRLKk8TCEthJAVWAPHoCUCVAVvhIrkaKqXHWem92po5x1lrcC8AQFfdiEsqwgkFVUUcL4IgwO/0MyJHNNoKJNi1CrUnweE6wggSxcSposKZ0xjVWO11YFJdbpwXzjoSHYj3sDGUMVFHS0cU+VJLWVGNUpGoRhPHWVzJFa7lI6zY6Rg7xvy4DlYgqHHXYOsgRzW2x1mhqz9RjbokIdUVBvJe/vYCUY2lCmdKmzGm0XvuuUg25hymqSEUzjx+J7OdjPbdccbHPhbC5WHXaNab6phA04AOrt/RRT+0nn8C9zjTUinE3n+fGeNjGgFA4KIa9bKiGgs7zopFNf5z1z/xbtO7OG/UefjW6d8qOXq0P3RbCGQ9QyEmHwOOs8hbb0NpM7rT9eTwOc6A9EUQjjFjhmwNBEEQBEEQBEEQBEGOM6Ji8Zs4zgBg1XY2pq3e74LLni7QqVHeceZHF+cW8yvVzLZTCkMAkNy6tffOBKPrLF666GQgehQuznGWiisGsScshRGBsS8YkmHjGAcfw2fa4ywcL8kpJqdUdBxiBciWQFpc0LV0kfVIqLTiKh/XGOney04QRKB6ApycU6Go44yLajTEQnJRjV4kcfb4aqYwW+dmn+OuZBdiPWxRNSbo2NPFPncDGdXoAODgnpOMcKYlElA72EKrs9dxli+uAebCGR/VyLsS+8vR+FFme4Sn71GNyd27oXLXcTj8aRcp7zjzKP6Se5wpHZyLraYGrlNPZcaG13HW9x5nrn46zo7JnkFmwlfdFOv5J3CPs8RHH7EimCDAd9EXDPNED+c4i/Xdceb0FHac5X92vnXwLSzcsBDvHH4Hv930W7y87+WS77c/hOLm77khiWq0+j1CrhzHWfezz5qOa6nSepsOBKbCGTnOCIIgCIIgCIIgiCGGhDOiYvEmc4XdjOMMMApnmZhGwMxxZuxx5pFZkcUpp2+T2LI17845e1m/ohrb4OJ6nCmyhqCtmhkLS2H0gLMJAUAyVPQu+Bg+M8eZrmglFUVb9/dAy3NCaVBxNHAgfQw1fa6bSxTO/A62cB0JHWInBMcBdqexsJ+0Fqd0XS87qtENCZ8bX8OM8Y6z7mQ3otzjiooA708oJ24sKvOOM6NY4eXEtExUo3zkiGGuY2y6H1wxx1mtuxYR3nE2gMKZqqnoSLCiXoOv71GNye3bodpYN5YrkH4AhqhG2YeUmkKyhHgzpZ0Vzuz19XCdPJkZkw4dgi6V7vySk7xwVrrzixfOErHSi/WpGO84K0M445xAul5e5GjFYCZ88a6yfPioxhOox1l0zVpm2z1jRtpRzWGMaizdcSbzwhnf46yA4+wfn/2D2fdBywcl329/6LLoK0g9zoDkzl2Ib9pkuk8fbuGsp7SLJQiCIAiCIAiCIAhioCDhjKhYzHqcAcDRMFvAyRfOeMeZ4PejK8mKXo6km9l29oowiS2f5gY9XIEx3kfhTNdNHWcAEEQ1sx1OhRFTnUjpXEE8ESp6N4YeZy4Nh32TjPPaWooeq2U3e38dviYoNgm6LgBa+ty19PTRcRblxKDa9Bodbl44s3acJdUkZI0tcgZdrHAmiexz7BIUfG4cW2Cv99Qz2zp0hELs6ycm6ODLqeVENfKOMz6qEQC8vOPMQjiz1dZmi9y8IMcLlDVukx5n4TB0dWDEku5UN1SdPVZ/ohqT2xuh2lzMmMOX3uajGl2qF6ImlhTXyDv27CNGwDl5MjdJhXT4cEnr1DQdisy5BstxnPn64TiL8T3OShfseGEaOEb7nKUixjHebcrs4x1nJ06Ps+g6VjjzzzbGNAKA6GUV9nKEMynBiciGHme8cJae3xprxQetrFDGu2gHC6teZj2JYexxJpd+zgeT7n/8j+U+LTWEUY0mffbIcUYQBEEQBEEQBEEMNSScERWLlXDGkxHOdF2HxglnSZcARWcLxGKCdbY4pXQxNrllay6+bKCiGpMhQJUMPc4Ao3AWkSNIKSp6wLkkSnGccUUlu1PDJs9MCDZWlFH3flT0WC172Su7W4K9UXaaC5mPjCOh0opovHAWjXG9U2pOAoCyohr5mEbA6Djb3W0UqM4axQoz1a5qCGDFpXA3W7CLijpkgT2HShlOHYPjzCQez+A46y0gS01NzLijN6YRyIlr2ePyUY2uGoS5qEZoGtRw8djPUuBjGm2CDTUuo5ulVNKOM/b5cfZGNTpl43vfpfhKims0OM5G1MMWCMA+go2VTO3lIkStjmfy3PNiQSE8vOOsDOGsX44zE+EsdUwKZ9xrwe4BbAUExBNUOJObmyHtYV/T/tkXmc7le5yZiRZWSKliPc7YXzEzbt3X9r8GHexnYSkO0oGgy8LlOeiOM02z/j1iiB57IdRIBD0vWcdl6qkhEBZ7MY9qJMcZQRAEQRAEQRAEMbSQcEZULL48Y5losxbORlWlC396PA5wjpoeh7EYpiXYl33GcaaGQpAzzpOBimqMpAUGm6DALrDFMZ/G9ThLhZGSNYR1TvEoIpzpkmQQDG0uDXv1sbB5uB4zB7aiEKqqoXUfL5ylC7CZmEagdMeZIaqRP481kwCY9GAqENXIxzQCRoHu01ZjrFSVjX0t2EU7atys2BM36XGmsNoaFFmDbhK5aEaxHmcA4NWsHGfNzLhz3NjszwZBjhPOvA4vFD/rugOMkZ59pS1PABU1Gz7feQW2vdNc0ClohS5JSO3caRTOqtKPya4YxQ634ivJcaa0Gx1nAOA8+WRmXNq3v6S1msUbDlmPs1jfe5yJomBYpxQ/BoUziXOcFYppNNvP3/44Jbp2HbNtq6qCe8YM07mGHmcmooUV/AUORuHMPKrxlX2vGI6VUIbGddVt6TgbZOEs0Q3oFm7lCohq7FnxYvp3KAv05NCJe7pJpDQ5zgiCIAiCIAiCIIihhoQzomLJ73HmcFo7BcZUpwUCPqYRALrsrIDid/iRinDFvjwhJvHplt47HyDHWTTnzHEJ7Po8KlvUDUthJM0cZ0WiGhWTgpLNpaFJqYI9yBZF1cM7Cx6r41DUEEXYGkg7znQt50wotceZIaqRF71qex1nfFG/gAAT4YrfPocPdpEt2H7UbFIcNSlO1rpZgTQVYYWRmGiMagRgiOuzoqBwZk+/bg1Rjb2OM+Uo6+qyjx5tfVyHUUDw+2uR5LSVgSo+tidyTq5L9nwLn9v5Jax7fjde+q9Pyj5Was8e6LJsEM5cnekoN1HXYOeeO7fcV8dZWjhzTT6JXcO+0hxnAy6cxeScy7UIvHBWjuMMMIrTx6bjjBO+eEcZD9/j7ARxnEXXrmG2fV/4AgSb+euU73Gmx/vR48zD3oexx5mKnV07sat7l+FYQ+U46x6uHmdWMY3AsEc16pqG7v9hYxqdEycy2xr1OCMIgiAIgiAIgiBOMEg4IyoWf14dzeG0vhJ6VDAtQPCuKwDotLEFqTpPHeJhtnDGCGdbe4UzD+c4K7PHWU9CxjMbD+LTz3IFQpfIFf9VtqgblqwcZ4ULRkYXkQ6bU8NBuQq2WvZxKM0HCx6reQ97rC5PK5KOdLE533HW3NeoRt5V0BvV6OCK+nIZjjM+phEANjXFoemcVcxEOMvvcyboArQEe5uYYIxqBHK9egqh6ZpJj7O8Y41KO0AMUY296+QLhfaanDuumOMMSPc54+Ma1VC3YV5fyEQ1ipoNk7vOzo3vD6OnvbwicLKxMb02Tjhzhz7M/uzgHq9b8ZfmOON6nNnq08+3c/LAOM5EmwCbvfSvUT6qUZW1knrm6bqOlKHHWf+Es764A4cdPqrRVaC/GWAU1vjbH4fokoT4+g3MmO9i8/5mgHmPs1LFXN4ZXCyqUZFUrNy/0vRYQ+c4MxfIQhbjA0asiHBW4jkfDGLrN0A6cIAZq73tNnaSokBXhuYzw6zPHjnOCIIgCIIgiIGksbERCxcuxEMPPYSurj4mTBEEcdxDwhlRsXjzLnBWxQgA88LS6N6oRi3CuhEEjwedcogZq3OZCWe52yWzjjM+qrF0wUFRNVz72Hv45Yvb8NJ7m7PjvOPMqbBRehEpYu44KxLVqHaza7M5dQgicECqgm3EaHZuZzugWYs+LZxwlnGbAazjrDWchFpCXKEhqlHkPnJqLXqcFSjqFxPOOqIpHOpOIAG2l53ZVf11npyz0CMHAE5sS/c4M67BzHnEw/chA/IcZw4fUDcVgLXjjO9HJlZVWR7bVDhz1SDK1sQNr5W+0hZPRzW6FC9sOvvcJaLl9cJJbN8OAFB4x1meWG4UzgbWcSbt21eSWCCn2NdlOW4zAHD7nYaxUs6XnFShce83l69Aby8TXB6+j2DpvfoqBqmfwpmaAtRBFkiGmeTu3QbHjv8LX7CcL3I9zqBp0Et0F/Gf03y/Pz6qUZZUrNxnLpwl1SFynFlENaYUDUl5EN8ThRxn0AFl6BxdPLzbzDV1CnwXGXvilfq66C/kOCMIgiAIgiAGk0gkgnnz5uGhhx6Cw+FALXfBOUEQRAYSzoiKxZdXR1N1CRDNC14jq9IFdzXC9fny+9GVZK8cqbOPMDg88h1nyR07oEtSv6IaPz4Uwv6OtNNohJAr9rhEdn12mRUKMj3OevTyohp5F5HNpSGsexCHG/roScw+Ja4BHbtNj6NrOlr2mPc3S99RTuhTNR1tkeKFTkNUo5inQnlqAXdaDOKdCoWK+uEUJ5y5WOHsk0MhAEAC7Pk1c5zVuXPPs1dijyOIgGQTYCbhleIS4l1hAODL9LjxNwDBtKhp7TgLMeO2POGMP7ZZVGONuwZhD6v6DVhUYzwtSDlVj2Ffub2zktvNHWdOewKiPX1uHJxzzyMX73GmJRIGF6q93rzHmRaPQ2ltLbpWQ+89UcMHH3yAxsZGhMPG3ns8TrcNosg+J6X0OeNjGoEBcJwdk1GN3DkuFtVo1gONF9+OM1I72RhEx4QJWcHYDD6qETB3/JhRzHHGRzVG4/Gs6M4z3D3OACA8mHGNhRxnADBEj59HajqC6DvvMGM13/oWRLfLMFeTyrsooq+QcEYQBEEQBEEMJnfccQd27dqFO++8Ez//+c+HezkEQVQwJJwRFYtLAexKzmUh2IwFz3q/Ey57ujinRVnHmRgIoDPBCl71GGU4hlPO3U6XJMht7eZRjSVGKXVEc1dljxBC2Z9dAlv8t0ls4VvSJMSVBMIGx1mxqEajcHZUT69freUcZykRaN1iepzuo3FDgT7fcSZwEZKlxDUaohrzHWe1OdcPX9Tne+fkU8xxtvlw+nwkeceZZCKc5TnOvDJ7HE/AidPGBKALgMK5HZUSnAl8TCMAeDOuocAoINArnFk4zrQQ+7zbgjnhzBAByfdyQlo4iwyS4ywT1ehSjMJZOb2zdFlG6rPP0mvjhDOHkITdkz7PZlGNxRxnfEwjANgbRvT+vwGijz1nqX37DPN5eKfhgcP7cf7552PatGmora3F9ddfj3feecfgXut5+RXsufQy7L92HlxcPbovwpkoCmW73Y6PHmflOs6M74vjvc9ZahcrnLlOmVpwvuAxCme6iXBhhqHHmcFxxv6KGU9Yf2cMmXBm0eMMAELDKZwNU5+z0NLnmN9tRL8fVddcA4H/oAKgJwffFajrurlwRlGNBEEQBEEQxADw2GOPYenSpbj66qvx+OOPD/dyCIKocEg4IyoaX14y0KhaY1FrVFWeCyrCC2d+dCZZ4axKZZ1kEnToGlv8U7u7AW8N2MGUqWPJjEgyt84RyHeccQVbyVj4TipRo+OsSFSjYohq1NCqp9cvBarYuSkRaPnU9Dh8TGPEHkXElXPsBRxskbo5VLzQZ3Sc5X3k1OQJZwMY1bi513EW14s7zvJ7nPGOM1+VC6OCaWGIj2ssJaqRd4V5NA1Z6cLfAATHpO+Xi+CLy3HommaIarRVp59LVVMNRWaf3SgQ1LprDVGN/Gulr+RHNfJ0l9j/DgBSe/dClyToEKCZCmdpx5mTEwrdcvGoRj6mUXC7s2KZIAhwTp7M7Jf2FhbOPv74Y/zvn/6CXX9esVtVVbzwwgu49NJLMWPGDHz88cfp8UgELfffD7m5GamdO2GLsJ9JiRKEM76/mcvvgCCYZIgWwHU8OM4MUY1FHGcmEabHe5+z1K6dzLb7lFMLzhc9bsNYyY4zzhnMi7N8VKMiWzt1k0qy5N5q/cGqxxmQ7k06aBSMasSwCGdaMonQ8y8wY1Xz5kH0+SCaCGfaUAhnsgyoxu9XtadnSF4fJzKJqISVj32KXodjUgABAABJREFURf+6DmuW7oKmFnfWEwRBEARBHGvcfffd0HUdr7zyCmy28i5GJQjixIOEM6Ki8ebVaSaMMP4Rn+lvBgCaIaoxYIhqDCjVzHZc1NHjYouraqjbGNUIlBzXGM4rSLOOM3Z9WtJY+E5qMZMeZ8UcZyFm2+bScBRpx1nKzwpnatJmKZw1c8JZi/8IkLfEKjcrLJUinPmdxh5n2dJXnuPM0Z+oxjzhTNV0bGlKn6+yoxo5x5m3yomRwfQxZN5xVkJUo8EVli+Q+fMcZ3xUoxJPRwxyRcJMVGNMMTpm+PMMpHuchb18VGP/466SSjIrXrpMohr3N0cMY5bH6u1vptqMvb8cYiHHWfGoRqWdLVTb62ogvPdfwO430mvn+pyl9lsLZ2+88QYuvvhidLSxnycpi2L39u3bcfHFF+ONN95AavcepjeQPcquyyyGkYef4/aW198MOF6iGiPQVKDzMx/atwagJIucB5sdsHOv0ePccZbcxUbxuk45peB8wWaD4GbFMzPHD4+qaFAV9rOLd0Hy23bVOl5Uh46UOrg9tBRVKyiO9RQQ1fpNBTrOwq++ZnBy1dx4Y/oHhwPgepLqQxDVqMUs3p+KYr2PGBC2vN2EA1s7kQhL2PpOEw5u7yp+I4IgCIIgCKIgt956KwRBwKRJk4Z7KUPOkiVLIAgCBEHAgQMHDPuLnZtJkyZBEATceuutg7pOgigECWdERePPE85GVRsLvaPzHWclRDV6ZNYBFRN0hLk4L7W7G3AFAZErysZLKyIwjjPB2nEmJVT4OEdESosizEUiFu1xZhLVmHGcJbzs41VTIvSWLaaxk0d2s/fT7D/IbNd5WBGupaeEqEbOpaYIAlIZp0whx1mqDMdZXo+zPW1RRHtva4hqNClMMlGNvOMs6ERDIP366ovjjBfO/PkCWWBkznHGRzXKcdN+LlnhzKTwz7+OgMGLasz0NwPMHWetHaU5M4F84czobnDmOc4MwpnsR49UnuPMLjUBbz4IPHsd8PHTcE5m+5xZOc4+/vhjzJs3D7FYDC4He0KlAsXuWCyGefPmYdenrFDN92vrS1Sj219efzPg+BHOWj6oRtsnVejYHsD+P7xb3EXJxzUexz3OlM5OqFxEqevUwsIZAIge9nWtxYuLODLf7w9mjjP2V0ybboegp8dOrmLff0BalB9MikUxnkiOM13X0f3ss8yY78ILsxcUCIJgiGsckqjGAqLtQFz4QVjTdjDCbRfv20kQBEEQBFHJrF69OivclPrvBz/4wXAvmzgOyRcRi/1bsmTJcC+XyIOEM6Ki8SZzokLQbyza5Ec18o4z0e8zOM4cKbZAGBNhLpwJgkmfsxIdZ70xg3YoqBdyhQdeOEvFZVQ5WTFKtjWZ9DgLFbw/XgyxuzQc7RXO4pxwpmsCtGgYCLGiWKQriVgXe7V/a3Avsz3SX81sH+lDVCMARMReFSq/xxnnOJMTqmUsEy+c5d/H5kO5c1FKVGNhx5kr6zhTOOGslB5nUa5A79PzhDP/SMA3AhDtpo4zQ4HQ4YDQW9w27Z1mNwpYte7aQRHOMv3NAPMeZ51lRDUmCghnDiGR5zjjohqVEqIaOzjhzJXnlvhoCZwlOM50Xcctt9yCWK/TgRfOkkXiW2OxGP78+98xY7wI2BfhzOUtXzjjoxqPxR5neiqCyOHcc6B0x9Dyy18WjnDj4xyPY+GM728muN1wTphQ9HYG4SxRXPw2i9PlP8f5qEYg5zq7/tTrDfsGu89ZKF7YMTW4Pc6K/P5QYhT0QJHcsiV74UKGmpu/xWzzcY1acnAdgUBhtyP1ORtcZO6CJbmA858gCIIgCII4MckXI1evXj3cyyGIQaf8vCeCGELye5w5nDGIApCfeDeGiWpkr5bVvG5DIc6WcALIHTQuGKMasw4Gby0Qa8vtSJQmOoR7HWd1YAUep8ALZwrOqDsDzbHm3JoD7yHUPo89YLIn7RCz6GnEF5NsLjUrnIXdATTw85MibC1bgJpJ2TG+v1lC0BEJNjFjowOskNjSU35UI5COaxyhaqzjzMMWWDVNhyprpoXXQlGNmf5mgElUo2QsyNW4ayBAgA7d4DjzBp1oCKaLvAMR1ejnoxpFG+AfBa/CFlTjchxqmBWFbFVV2Z5Wht5pdg9sovE81bhrEOH0NCU0AI6zRE6Qcpo4ziIRCbquF+3BpSsKUp+l+zHxwpkIBSIU2HsL8UbHWVo4K3Q/BseZJ68I2LYDrksmMfvV9g6o4TBswdzrYPXq1dieV1x22dlIu5RcXCTsajoCjB6d3eYfS196nA2M4+zYK4qqoR7oGvt8R998Cz3Ll6P66183vxH/GXQcRzUmd7L9zVxTpkAoIbdf8PKOs/KFM0EwOsz4bQCwa06INuArk7+C33zwG2ZfQh1c4ayrSCzqsDrOBtltx9P9P//DbDvGjIF/zhxmzOA4k4ZAOCvQX0/tCQ36/Z/I8E76Qs5/giAIgiCIY43vfe97uOuuu4rOq6+vH4LVnBjceuutFLNowqpVqzBmzBjL/ePGjRvC1RDFIOGMqGh8ebWkHqkb50yowYcHc8X/6WPz+ltF2YJ0ym0sGOpxdiwmmkQ1dvUe3+A4KzWqMV1syO9vBgBukS1GSgkF3zj1G3jz0JvZMcHZhi5fO5Bfr9A1IBUBuB5j2fWaRjWm1x4T0k4lPa8YpaREOFu3AGd8NTu2/VNWZDhiU6EJ7HrHV9cByIk8zSU4ixyiAx67hxEwI6KY7jsUGJUd450KACAlVXPhjI9qzBPOPjkcyv6cMEQ1GovBdtGOGncNupJdBseZr8oFIZA+Rl+iGnmBK99Z1hhxI7S3A7OCo+HlnFFxJQ6txyicZTAIcg6jOAkA1a5qRDzswrWeMHRVLamYbkVbPCcmm/U4E2Udh7sSmFBnFNXySe3dm+39xQtndiEFQQAcFlGNTs0NqAIicoR5/vNRuMg6uztP7JTjcAY0wG4HlNybTdq3D56zz85uP/7448wx3E72MVn1OMvHx/UJMkQ1xor3DaIeZ2mUbnO32NFH/g3ec881d1fxwlmq9B58xxqpMvubZRC97HegXkC8yMALrw633SBiO8wcZ5oTF46/EFWuKjhEB2Qt99oebMdZdxHHWXiwhDNNK6HH2dA5zpTOToRffY0Zq77xBsP3guDmHWeDL+6R42z44ONXj8WLKwiCIAiCIKxoaGjA9OnTh3sZBIFTTjnlhOx5d6xCUY1ERZMvnHUlu/DLr5yBcTUe2EQB379kCqY05GL6eMdZnDWHwCk6IUVZp5DiEMyjGoG044w5YIlRjb3Ft/z+ZgDg8rNFqFRCwfkjz8eU6ins3dSwPZEAFIxr5Hv85Atn0ZQCe00Ns19N2oAW9j4O7mRFwR6/Dh3suZpUw56PrpiEhFS8sMILO1FRTLvd8oqspsKZRWHfqsdZJCljV1vuNZAwRDWaF2Vr3bWAbuxx5q1yYmQw/SIyRDWW8LgLOc5uWXYINz31Pj7t8Rh6nCWUhKHHWb4Lij+uWX8zIC0oJniBRdOghvvXt4SNajSKYy4d+LQpVPQ4ye2N2Z954cwhpJ+rjEvMaRJPmXGdWVHQcQZA6PzMILSk8vqchcNhrFixgtnvtLNCYaqEQn9R4ayUqMZ4/3ucuThXp1nUXqWjhM2L6lo8juZ//Sl0xeQxGXqcHb+OsxTnOHOX0N8M6FuPM/71w/epBACbw9xx9pXJX0mvj3NwDnaPs+4iIvWgOc6SIUDnvjO83JWsJbhXB4rQ8y9Al3OPVXA6UX3ddYZ5oot9fvRUcZG/vxQUzkx6fxIDh8RdECQfg98RBEEQBEEQBEEQAwkJZ0RF48vrcdaV7MJZ46ux5ieXYM8jX8KPrzqVmatGWeEs6mSFnzpPHeJhtvDj8DlKF84S/XOcOQOcyKCnXVXfOp3tKwL/Xuyxc4XxpHnBSEsmDe4AwamjE2mhJS6psNXVMfuVlAi0bMluh7qTcETZgsmUGUYn0cl1IwxjfYlrjIgi098MSBdYRRurTpkV9lNqCimVjYvKOI62NPUgX4NKCcV7nAHp14VT9cCus+fcG3SizueETRRMohrLd5xlepypuoAupAXfzd0eeDWjcCbzYmgBx5mVcCYIAmw11Ybx/l613x7PCVJmPc5cuoBP85x/VuT31zEKZ0mg5qSsS8yuxNPOyzyK9TlT2ws4zgDg6HZDnzMpr89ZU1MTVJV9nvkeZ6U4zryccObsQ1QjL671pceZmeNM1wr0BqtAlLC1uJD45BN0PvWUcccJ0uNMV1Wk9uxhxkp2nBl6nBV/XfPuFP71BaQ/g2Bn33c1tlp8YcwXAKRjZvMZdOEsXvi9VqwHWp8xu+imiovfGCLHma4o6F66lBkLfvnLhgtsAJOoxtQQOM5i5DgbLgxRjUlynBEEQRAEQeSTSqXw5JNP4uqrr8bYsWPhcrng8/kwbdo0fOc738GqVasK998GEAqF8MADD2DatGnw+Xyorq7GxRdfjGeffbbg7WKxGJYuXYrvfOc7OPvss1FVVQWHw4ERI0Zgzpw5+P3vf49otPDfupneZAsXLgQAbNq0CTfeeCPGjRsHl8uFsWPHYsGCBdixY4fhtgcOHIAgCLjkkkuyY5dcckn2mJl/S5Ysye5fsmRJdvzAgQMF19YfXn75ZVx33XXZx1FXV4dZs2bhN7/5TcFzwq9P0zQ8+eSTuPDCC1FTUwOfz4czzzwTjzzyCOIltDMgjk8oqpGoaPJ7nHUm08UnUTTvaaRFWUGhx8EKL3WuOsQjbGHME3QYe5xl+kB5WcGp1KjGTI+zEeAcZ1UBw9xkZxizlu/CTzaJeOlzKnaOTz+2vwVr8HBXfn+1kOl9mRWSup0BqEhf/R9LKbDVco6zlAhEW4FoG+BvwMp3DjD7Zei48IIg/rEuNyYKIhr8VQi67QjnCVrNoSQmjzCPCswQcLKPOyIKTH+1DE63nYmk4wuzgLG/GZATzjYfYsUmf6AKyP9usxLO3HUGtxmQdpyJooARfhdkTliU+9TjLH2bDlRB671moVWvhVc3HksKsa+1fOGMF+SsohoBwB+oRdJxFO68erHaHQJOsrxJUZioRhPHmVsX8FFTcWdAUeHs/H+B+P9+BtGhQZNFOOQY5LzXklvxI5QKmR5bV1UonWyxmnec4eh2uCZ/HlG8lR3Kd5yZ/YLVF+HM6Dhjj5uMyUV7wqXiXI8zXx+EM87VqevpQqmZ4FGR6DrUiAzAbTml/c+PwXfRRfDMmJEbPEF6nEkHD2WjTzO4Tj3VYjaL6GXfx33pcWbmONN1HZKQhBO5488acSEctvTrlxfOhjuqcdAcZ3xMozMAeKrZsRI+SwaCyDvvQGlpYcZqvvUt07miaxiiGhPWrz0+wpgYOHRNh2IQzshxRhAEQRAEkeGTTz7B/PnzsX//fmZckiQ0NjaisbERf/3rX7F//37LGL6dO3fii1/8okFEWrt2LdauXYsNGzbgz3/+s+ltr776arz77ruG8Y6ODqxZswZr1qzB448/jldffRWnnXZa0cfz+OOP47777oOSl9rS3NyMv//971i+fDlee+01XHzxxUWPM5wkk0ncdNNNhqSgrq4ubNy4ERs3bsSjjz6KlStX4uy8lhxmxONxXHnllXjrrbeY8a1bt2Lr1q146aWX8Pbbb8PnM79wnTh+IccZUdEwPc5SPUw/FB4+qrHHzs6tdzRAlVmRoqrajR6D4yyU/sHQ46y0qEYrx5kjWGsQ/ZqfWITwkmdw7nYJ9z+nIhBPX53yWsCFnvy5FlGNfH8zCDraHNXZzWhKgb2WFQDVZO/bvtd1tvWTNmZ/ImCD38cWTPwOP0RBxJhqttDZXILjLOBghbN0VGNauVHa26H3CkrOEqLkIpKxP1EmqnH9Xvb5qauuYidaFCbrPfWG/mYurx12R3o9DUEX+FcdX2Ayw+AM63X3tOnV2bFWvcbgOANMhLNqa+HMynEGALWuWkQ4U5ga6jafXCL5UY1Okx5nLh3YeqQHimotLuqKguRnn+XWZCacnfYVIDgOdnf6XPMRh27ZZymcqV1d6b5CedhKcZztywlnfr9RkHQ5WNGmFOHMXySqUVP0oj3zDD3OfP3vcQak42KPGeQ4lCT7+emaOhnI78ukqmj+yb+yws8J0uMstWsXs22rr4e9ttZiNovg5R1nJQhnXP8js7jd7Z3bkRJYseW8+guyPw+5cMZFNTYE2M+dQRPO4pxw5qsDHNxFB4P82DOEli5jtt1nngnPDPNeD4K7wqIayXE2aMgmLnoSzgiCIAiCINLs2LEDs2fPzopm8+bNw9KlS7Fp0yZs3LgRTz/9NG6++eaCoko8Hsc111yDzs5O3H///Vi9ejU+/PBDPPXUUxg3Lp1G8dhjj2HVqlWmt1cUBTNmzMAvfvELrFixAu+//z42btyIpUuX4oYbboAoiti/fz+uvfZaJItc8LZq1Srcc889mDZtGhYtWoRNmzZhzZo1+OEPfwhRFBGPx7FgwQJIUu73/7Fjx2Lr1q1YtGhRdmzRokVZYSnz79prry31tPabb3/721nR7KyzzsLTTz+NTZs2YdWqVbjtttsgCAKam5tx2WWX4ciRIwWPdccdd+Cdd97Bt7/9baxcuRIfffQRVqxYgVmzZgEAPvjgA/z6178ekHXfdtttGDNmDJxOJ+rr63HBBRfg/vvvL7pGYng4Ri41J05UfNznfXeyGw3eBsM8Xdehcg6RTlsCyPu7v14fZbhdTZ3HGNUYCkHXNAh9iGrUdR2RjOOME86EwEg4vXYmdi2y9TNkJBuXApy5X8d70wSkRAHLA37c1tNb5LWIauSFM5tTw1HkhLK4pBocZ0oqI5x9gj1VF8DWKSFfQ59wag0iEvtYM66xsdUefNaaKzw3h/oW1ahXTcDh79yB2Lp1sI8ZjYlPPw0HV3g1iwni+5t57B44RAfCSRkf7GfXPLahDmjOP6C506TOUwefob9ZrqDaEHAjKbC3LSmqkYuEyzjO2vOEs6OohU8zCkwyVyAU83qcxTnnXCHhrMZdg4gXGJF32rLCcB/Qdb1oVKMDAlKSij3tUZw2yujkA4DUvn3Q836ZU2xO9hhOAageD4w+C3bPRkgRwKFwwlmBqEalgytUCzrsLu48d++H66LRzJB0+DA0SYLodGLcuHGw2WxMXONgOM6AdBSjmfAApJ0AKU44c/XFcWYinFn1EaxIUhEoCfZc+i+chcAVX0TH449nx6QDB3D0d7/D6AcfTA+cID3OUru4/manTC35tqKHFXH4+F8z+KK6w8Rx9sq+VyDb2D6C4z0Tc2u0scLMUDvOJtX70BbJufR6Buv9wDvOvPUA91kyVI6zxCefMNs1N95oOXdYohoLCmfkOBsszC7eMHP9EwRBEAQx+Oiabrhw8njH7XNAsEiWGija2tqwbdu2ovNOPfVUOBzs39s333wzotEoRFHEs88+ixtuuIHZf/7552PBggXo7OyE12tM5QGA9vZ2SJKEDRs2YNq0adnxmTNnYu7cuZgxYwaSySQef/xxXHXVVYbbL168GFOnGv/GO//88/GNb3wDt99+O6666irs3LkTzz77LG6//XbLx7hx40Z8+ctfxooVK+B05moxs2fPRl1dHe6//34cOnQIK1euxLx58wAADocD06dPR0dereWkk07C9OnmF+ENNitXrsSyZemLAi+77DK8+uqrzGO58sorMWvWLNx5553o6urCj370IyzlIuvzWb9+PZ555hncfPPN2bFzzjkHX/rSl/D5z38e27Ztw1NPPYWHH34Ydnv/pJTVq1dnf+7s7ERnZyfef/99/Md//Af+8z//E//yL//Sr+MTAwsJZ0RFwwtnXckuc+EslQJk9peLdpEtkFZr9cy2w23DyBoPwlxUI1QVWjgMWx+iGmOSioyBaITAFnk030i4OOEsxRUmGvJu8o9gAAt6Iuk3qUVUo8ILZy4NR/WcUFbQcda6BUu7D2Kkyv6CMuv8sdgqHWDGMnGIo6vZQmcpwllAZItvEVFEaP1exNalsyCV5ha0/+GPcI65iZlnVtTnhbPMutbt7oCS59xy2kRMHtMAfJI32aIwWeeuMzjOvMHcF25D0IV93O9wfYlqzAhkvOPMAcCu61DyovrUnhDy79JWlbtNOY6zGncNIm4ByOvR1h/HWU+qB5KWLj4LugCXav5LoUsHthzusRTOktsbmW2d++XSEegVW0efCbvnvfQY97jdcgHhrL2d2ba5NAgm/mqnn422g6ZBPngQrqlTEQwGMW/ePLzwwgu5x8U5ZCS5eCGZF85sagqCrkIXckJDIiojWG8UIYG0QMHHpPclqlEUBThcNqZAemwJZ1EoSVacsY8ajZqbb0F03Tokt+T1bfzHc/DPmYPA3Lkmwtnx2eMsyTnOXKeUFtMImPQ4K9BnKoOhxxkn/MqajNf2v4a54m3MeL7re7h7nJ1U52MuuOhJSEVjU/sEL5z56gH70AtnmiRB4y4w8px1puV8Y1RjymLmwKGT42xYMBPJpKQ6OO8HgiAIgiAKkozJWPSTdcUnHkf8r99dBE/AWXxiP3jiiSfwxBNPFJ3HRy2+/vrr+PjjjwEA9957r0E0y6eurs5yHwA8/PDDjGiWYcqUKbj22mvx3HPPYd068+feTDTL5/LLL8dXv/pVvPjii3jxxRcLCmdutxuLFy9mhKYM9957L371q19BkiSsXbs2K5xVGo899hiAtKBn9VjuuOMOLFu2DG+++SaWL1+OlpYWjB492jAPAObPn8+IZhlcLhe+//3v47vf/S46OzvR2NiIM8+0/huqEJMnT8b8+fMxa9YsjB8/HgCwb98+/POf/8QLL7yAZDKJ7373uxAEAXfeeWef7oMYeCiqkahoAhL7B3uXheuLj2kEgKMiWyAKKNXMtjfgREPQZXCcAb2ClCGqsbhwlnGbAUADQsy+mKMOLi9b8JZVthDcEMpVyFvsdrydidCydJyx92FzamjNE87ikgIbF9elpNL3qbdswXubmmHLk2h0AOOmVhsiETOOMz6qsaWneKEzoLLF+agoIrrxU3bsvfcMPXLMYoJ4oSQT0/j2Z2zc5PmTa+HycBFtVj3OPHXwcI4zX1XuS3dkwA0ZrHJRkuOMF7h61Y92VGfHWvX0c+PlXGd6mD3/+T3OYpxjhnf05ZNxnOVjiPcsAyam0cRtlsGlC/i0KWS5P7+/GQAInBvKEex9zY4+C3ZP+twYhDPFOqpRaWcL1XY+prEXW2Qv7CNHMmP5fc7uuusuZp/BcVaCQ8bLCWcCjO65fDGdx+xqw74IZ4DRdXZMRTVKEShJToRsGAXB4cDY//NbCJz40/KL+9N97lxcb8nj1XG2kxfOTin5toYeZ31wnPHC2cbmjehKdkERWZdXvnDrtg+x44yLapxYzz5uWdWRkAfBZcNHNQ6T40ztMv4OY6upMZmZxug4G3zhTItbnweVepwNGmaOM13TocjFLxIiCIIgCII4nnnllVeyP//gBz/o83EEQcBNN91kuX/mzJkA0v25QiVcMNbe3o7du3dj27Zt2X8jRowAAHz66acFb3vFFVegocFoSACAQCCQFen25bWyqCQURcn2e7vyyiuzIpQZd9xxR/Y2+U4vnm9Z9H0Gcs8N0PdzMm/ePOzZswe/+93vMH/+fJx77rk499xz8c1vfhPLli3DSy+9lHU6/vCHP0Rra2uf7ocYeEg4Iyoa3nHWmTTvM6ZGjC6CFrBFFl4c8VY50RBwQ7I5kOCi4tTuEMBHNcoxoIjDJJxXiOajGkO2Gri8bHFR4a46H9HFFqqereot+pbY4yztOMutO5pSYa9jH4faG9UodO/HiChbCKsa44XTbbcWzqrY9R4pxXEms/cRF7yIfbCJGdN6emCT2GOVEtUYdAahaTpW70wLZxc3fYLvf/IC5smHTAqT5sJZvacePs5x5gnmhImRQRdk7oLrUoQz3nHmN3GcJeFCSPfBy1mK9DD7es7vcRbjRJeCjjNXjaHHmdKPq/bbEzknl1l/swxuHdjSZF3k5IUzuNgT7KjrjVUdfRbsHqseZ/6SHWeZYxg4uh2ukyczQ9L+3C9Cc+fOzV4RJkCAsw89zmo9JnGWXJ+tZNS6d1AyxgoUNrsIu7NvX928cHZM9bBJRaAkOMdZffoPA+ekSRj5s58x+9TOTrT88gHofC+p49BxpsVikA8fZsZcp5YjnPE9zvoQ1cj1qHxlX/oPTEVkhV8lz63LC2dJdbAdZ+z77KQ642fnoPQ5MzjO6oZFOFM6ud+fbDbmogwewc05zoY9qjE06Pd/oiKnzL8LKK6RIAiCIIjjhQcffBC6rhf9l+82A4DNmzcDACZMmICJEyeaHLk06uvrCzrSavMueI+YGAMA4L333sM3v/lN1NXVoaGhAaeccgpmzJiR/ffUU08BABOnaMZpp51WcH9mLVbrGG727duHeO/fDeeff37Bufn7C0V1FjonpTw3xaiqqiqY5PCVr3wFDzzwAIB0P7y//vWvfbofYuAh4YyoaDxJDfk5ZV1JC8dZlP3wElwutMnsXJfEFlC9ASdGBtOFoR4X3+esG+CjGoGifc4yjjMvkvAJrGDUoVcbhDPZzq6poZvd/7Hbje1Oh2VUIy+c2V0aWpHnOEspsNXwjjMxe0qnKmyx5KTT0o+ZF6gsHWehJHQ+R47Dn2IL1TWtdqa/VQYhxIodZgUbM+Fsy5EedEQlfOHIFvzvD/+Oqw9sxOn/9SASe4+yNy4U1ciJqoIvd98NJsKZnCp+FbbBcWYinAFp15lXY8+hEGFFIltejzO+d1rRqEYPu/j+9Dhri+ecfWb9zbL7dAE7WsJImrg3dFVF8rPPmDHNxfU4q+qNVQ2Mhr0q/ficJo6zUnucZR1n1dwvuke3w3kSK5zlO84EQcDTTz8Nn88Hh90Fkct7LCac+Xw+jK01Ojp49xwvjrH7+P5m9j5HZ7l44Sxx7BRFtUg3NJk9//YRufjd6m9cD//cucz+6NtvI7SWfa0hdfwJZ6k9e9gBUYTr5JNLvj3v1tMSxaMa+QsbnK7caysmx/D2obcBAIqNFauUvM8EL/f9N5hRjaqmI8SJYuNrveDfSoMinJXiOBtktx0AqF3chTY1NRBE6z8DRBcrbOopa4F/oCgonIXD0E16ghL9x+xCJeAYi/MlCIIgCIIYBDIilFXEX6lY9T7LIOb9Xp7fZz3DwoULcdFFF2HZsmXoMkmSyCdR5ELIUtdito5KIP/xWznnMowaNcr0djyFzkmx52aguPPOO7O1noyjjhh+qMcZUdGIGuCSgVRvXb0zYeU4Y4Uz0e8ziCxiwgkgVxTzBJ2oD6SFs7DTh1HxXFFJ7e4G3FVIB6vliRrxLiA4xnK94V7hjHebAcBRvQpuD1uEULjC4YhYHEhVAa7c43k2GMS/WUY1sueD73EWSymw84V7TYAmCxAcAqo58WP0lPTV59ZRjVy0lqwiFJdR47POo/Yn2LVP2G8htLU3A8i5JMzcMOGUUTjLxDRes/+93A5dR/frG+HJf+iSeUGuxl0Dr8xeda+4cwXchoAbChfVKJs4zqJr16Hn5ZfgPv0M+L/1TSgau35/rzjWzglnR/UaePWcyOeQdYgS5zLKj2rknWwO66jGWnftoEU1uhTrXyxcOqBoOna0hPG5CezrT9q/Hzr3i5zmcAF5D9mRie0UBDjGnwzgoNFxVjCq0cJxNvPbwFu/yu1o2w7n5AXM3NS+vcz2OeecgxUrVmDBjWyvJqCwcObz+bBixQrY/vfPwZd6ndxjSRRwnKU44ayvMY2AiePsGCqKqu1HDWP23igKIC1yjn7k19j31a9BzXPWHF38CnyX2eAM9L4GjsOoxuTOncy2c9IkiG63xWwjfFRjoT5TGWQ+qjHPcfb2obez7jE+qjHfrTuUUY09CdnQK7De70LAZUc477GE4oPhOON+b/GNAHTuO2Qoohq72T8U7QViGgGTqEaTC14GmkLCGTQNWjTKXEhCDAxmUY1AZbqStx3pwb+9ugO6Dvz8y6djxjhr1yRBEARBHIu4fQ78r99dNNzLGFL68zfuicBbb72Fhx56CEC6T9aPf/xjXHTRRZgwYQJ8Ph/s9vTf+Q888AAefvjh4VzqkHM89eNtaGhAXV0dOjo6cOTIkeFeDtELCWdExeNP5glnFlGNGhfVqPu8AFiRRedivrxBJwIuO2yigB6uz5na3Q2INsBTw7rM4ub3nyHSW2QYwfc3011oS9kx1ct+qPNRjTZdQ1XT2eg5eW127DW/Fz9MdmIEjKgdbDGZj2qMJBUsaQyB/7VLTYkICZMggP0FZfSU6vTtOOEs6AwiuXMn6mvrIAiMCRBHQomCwlkw1olsGzVdx9Q95oUY/chBYEyecGZS1Ddzwr2zuQ1uJYUzOg8w++JbdwEX5w3I8fTCuS9Wu2g3RDUmnbnXk5njTOKKTMkdO3D4u98FVBXhl15GPBUBOENB1nGW1+MMyDjOcvnFfpPapFhAOCsW1Rg2RDX2XThrj+cEKVfBqMb0CdvS1GMQzviYRrtfgCqyBVqHK/detU+egbRwxjnOZL+1cGbmOHMFgelfZ4WzZA9co9geWNL+A9A1jXFiXHHFFVj+wgpsfo59X1gJZ9OnT8ff/vY3fO5zn8Nn9/3AsN/gOCujx1l//qhwcXF6x1KPM6WNzfgW7AJEPysa2+vqMPrXD6Ppe7nedHpSwpGNNZh0WQcEEcdlVGNq125mu5z+ZgAgergeZwX6TGUwOM7yepxlYhoBo3CW79b1cN9/gymc8TGNAFDtdaDK62CEsyFxnPnqjX1LhySqkRXO5Crr7w4AEA1RjUPR46ywaKuGQiScDQJWwlmlRTXquo7v/8/HONCZfp3c/T8f492fzD2uCiYEQRAEIYgCPAHr+goxtNTXp1NOWlpahm0NmQjGmpoabNy4MdvLjKeYE+14IT868ehR4wW2+eT3Csu/XaVCv9dWHhTVSFQg7GXh3jwhodSoRtXLFnxEQYQc5Y4bdEIQBATddoQ54UzJRBrxfc6KRDVmCnAjBLYo1q5XozMqFY1qBID6lgkQtdxbUxEELFPN71fpYoU8wWNHJE+xiaQUPPLWAUMPNyVpQ7N0BjNWPdILbzA9LyKz53PGo29g/9euxf7Zs3F1ZyOzr6Wn8FXo/nDui2x0F1DfbR61ZIuFmO1SepzZ4MXWIz04s2MvHNwV/HLzUcixvI84XQVUY1FUkVQ4OeddzJF7/up8LqjcJyVfZOr+n38AeZbtxNr3wOPXzR1nraiBNy9+ykw4yy8UliWcuWsQ5YWzfvwyxUY1FnKcpb/sP20KGfYlOOHMXRWHrLHOE0Y4O/W89JhJVCPvQMxg5jhrDX4Ja/5fCtukr0HXc7+MOH1swVpPJKCY/FJ8yhQ281rTVMhqrhhvt9tx/fXX45133sGWLVtwzjnnpJ11JtFivHuusHDGilv8Z0g5HMuOM6WD/ayzW0RWBi65BNXf/CYzlux0Inyw940gRWGwHh3jpDjHmbvE/maarmH57uVYduj/suOl9DjjXjsZl2h7vB0bWzZmxxUb3+Msz3FmGzrHWXeMFc68ThvcDhuqPKwQPeDCma4be5x5h6fHmcp99r+faISkWrtdBSfnOBsK4azIa0/tse6dSfQdK4Gs0hxnHVEpK5oBwKGuOFrDg++EJAiCIAjixOWcc84BABw6dAgHDx4cljVs762hXHLJJZaiGQB8+OGHg76WShB2Jk+enI1WfP/99wvO/eCDD7I/T58+fVDX1V/a29uz0aBjxlgnnRFDCwlnRMUhOtiipi+vVmMd1cgW1WUvKxTVuGqQCHOFs16RqMrjQJjvcZaJs/Nwwlm8iHCWMI9qbEcVOmMpQ9Gbd5wBQEMkjprwSczYMoeMlGosWqkhtogkVFcjZ+/KEXKxzgw1JeKIxH5pZGIaAdZxdlKLjtp1ObHs1g+WwabliizNoQKFLiWFQCQntnxur3XB2qayxQ8+CgwwRjW2dqc/ws5p22V6zHg7W/iDbIxpi4eNhcMeW+51ZhMF+DmXjyrnxBBdkhB+/XV2P3dlv13X4dJ1hHUvUki/7px2EX6XHUf1WnjzCvl+7nSKgQAEW05I4nunFYpqrHZVI+JlP+b1cKTPfWJK73GW/v+nh0OGfcntrPDqrpEh6+yxHHn9ksSTzoXo0Axik0NzIpFMGiIxAaPjLOmqxYrt38DWd4/g3a5b8Un8q9l9dumQwbmU2rffcEy+sOjyOtHY2Ij3338fjY2N6OzsxLJlyzB3bu7qdzVq7m7iRcBEAeHMENXoPzGjGpVOrp9j0GUxExj503+Fk2vcHGvrna9rQyJSDBW6riO1i/38K9Vx9kzjM3hw/YN4pflNZryY6wewdpy9tv81aHre54ud/czPF854x9lg9jjr5iIYa3p/R6j2sL8r9Ax0VGOyB9C4Y/rqAQd34cFQOM64C2063DK2d263mA0I7uGIaiwcpaqGQoO+hhMROWX+XWDV+2y4SJjEZMcs1k4QBEEQBDEQXHPNNdmf//jHPw7LGhQl/ftOLGb9u/LmzZuLikgDgTuvJUBqCC6sM8Nut2POnDkAgDfeeANNTU2Wc//yl79kbzOX64leaTz55JPQe2uDmcdHDD8knBEVh0E4S+a2LR1nXI+zlJt9ade56xCPsAKJJ184M4tqBNJXhudTRDiLFHWcsUVvhS+eARgV74Kn+yxmrEsU8Nr+15gxXdehhtkvTlttvem6ejhhUEo6DMLZ2FNykXr5AtXJrfzzEcXMtpzDobmnQMGv+yACeSJbIeHMzgmDpTjO9h1Nz8lfTz6xNi7iwKQ4GevhosRECZ0q61iqCnBFek2HqqaLw9H166FxV8FrXHHPq2kQALTrOXFydJUbF02pR6vOO87Yc5Tf30xSJchcEbaQ48wm2oAqNooQmgYtbO7UKka+cOYswXG2ryOGSDK3Xl1Vkdyxg5nrqZUh69aOM1RPhN1jFJsAwK340ZNiz70ajRl6NB20XQAtz8W5P3l+9mehrRHOkycz8yWuzxlgdBk6XTacfvrpOO+883D66acjaBIfpln8YmtwnMXKiGr0nqDCWTf7PNuC1sKt6PWi6tqvMWNqKu874Tjqc6a0tRlcOK5TTy3ptiv3rQQAJLmPST2ZLCiu67pu2ePs1f2vMuOT6sYz27KUO+5Q9jjjHWe1vtz3fz4D7jgzi3f21gMOrgedXFys7C+82zjsFRAvcL98nzxNsnanDRTFoxrJcTYYWEc1VtZ3REI2rjNSYWskhg9FU/D3xr/jtx/8FvtC+4Z7OQRBEMRxwuWXX46ZM2cCAB599FE899xzlnM7OzuRKCG9o1ymTp0KAFi3bh327Nlj2N/e3o4FCxYYxgeD0aNHZ3/eu9dYNxkq7r77bgCAJEm4/fbbIcvGv+MWLVqE13svcp8/fz6z9qHkwIED2Lx5c8E5r7zyCn71q3RbEY/Hg9tuu20olkaUAPU4IyoO0a4DeZ95Pi6qUdd1gz1Y5aIao05WfBhhGwlNMUY1AkDQ40AP78jq7mtUY3rhDVyPsza9Gp2x0qIaR8W7kEydjfMTSbzvyRWunm18Bl87+WvZx64nEtC5IoKjYTQCzXZEuCtwbbW1QPfh3HrUqZB19r7HnZYTzvIdZ+PbjWLXJYc/xgej0lGPzaECV6F374e/twDrknSccZg9VuCqqxBZtSq9Rq5oahYRxAtnO5tVNMS6MC7abpgLAPE23nFm/CUm3sMKdglHGOEUW+ysCbjAvCgBKJIGm0dEeCVbKAYAIRyFoIvQe58rv5Z+3G167hyPCrpx6WkNWPL/s/fn8ZJdd3Uovs5c86079u25W+pWa7Rsa7AteZLBMiAbg4MJxGYwLyGJHcOD5JcXEh74wSOQ4OA8MCG8PIxjhwDxBHgeZMs2lixZ89iD1OPt2913qHk64/79cWo4+7vPqeH2vdKVtdfn05++derUqVNnrFprr7WensE1EcdZlmxObUi/GTBcOAMAY2YGAO/W8cplaMXi0NdRuIHLCdfDO87C/xkDnjhfxW1XhoKuc/q0IGqlZly41SHCmaJAn85Cr7WhMB9MGTyXcrOo2lXMpgcCt7e6AoqScoB73A4iItelp2AdfBM6jz3enxTrOCPEopEaffsMmvEk8CSOMxrVeDmOM4sIZy+qjrMKv830qWSnJQBoM/ygB68TFc7qQGxr5IsP1G2mZjIwxoh18AIPz1XCHzp2zCHF2m0o2fhri+cEQtqlmdLh+i6Olo5y069eOIJl+JHXDnGc+VvpOONFn2JXgC5stXBGYxqNDGBmxKjGLXTb9eCs8+tSywzf5kJU4/PgOGPkmqkYBljkR/BGHWeMMfzNs3+Dr5/9Om5cuBHvue494cASCQDJzrJt5ziLEc6aCaKfxEsPH37kw/izJ/8MAPCpE5/C3e+8G3kzP+JVEhISEhIvFaysrODJJ58cOV86ncaVV17JTfv4xz+OW2+9FY1GAz/90z+NT3ziE/ipn/opXHHFFfB9H88++yy+8pWv4JOf/CSefPJJHDhwYFPX/Wd/9mfx2c9+Fs1mE294wxvwb/7Nv+mLeffeey/+4A/+ABcvXsRrXvMa3HfffZv63hT79u3Dnj17sLS0hA9+8IPYs2cPjhw5Aq2bkrRjxw7k81t//73rrrvwzne+E5/4xCfwla98Ba9+9avxq7/6q7j66qtRLpfxV3/1V/jIRz4CIOw2+4M/+IMtX6cknD59GnfccQde85rX4G1vextuvPFGLCwsAABOnjyJT37yk/jkJz/Zd5t98IMfxO7du1+w9ZXgIYUziW0HzQyAiL4RFRLcwEXdraNg8u6OoMELCucZL3AdMA4J7xONaizRjrNKL6pxmn/R2I6zCjc9dJzFRzUy8OGKi80SqiyLd1frnHB2tHwcD156ELcs3gIgIu5FYC7uxXuPHMLvf/koAga8fG8R//qHjuDAn92L6nOP9edbVl/GvW52Tw7ZqZAkC1jAxQHuJbwfALz64lNIux20jdTwqMbSKWQZg8IYrj/DYET5DV3H/C//cl840wmBF0fYRAU9AGjbFl6/Gh/TCABuQ4fbVGFkuy6HGKcJjWpsmTUhEnR2ygLAE/ee7cOAi/rddwvLVAKGbBtodLXJbDe6bAXF/jw7p1J445F5/B6bQSZIjmqMCmc0phEYLZzlc7PoGM8hFeGDN0I+rrXWwCL9g+N0nAHA40sD4axD+s30tA/NCoY7zgDo83NQzpyD4TbhRM79lJdF1SGOMxLTqOoB1sFH13WCiOiydgLmQX40jxMzckoQzqzRpGuy44zfj3bDjR0QAIiOs83tOHvxEI5elSfU9enhX8a1Gf7a/f3qOKP9ZtZVV0FRR4cJnK2dhROE1z7qOAPCrik1QTiLG9RgpnScq5+DT7om903vwTIGXQAvVFRjqRXvOCtmttpxRm6g2a4rXIhqfB4cZ+v8fa2axfCOMxLVGNhbK5wxxoSOM33nTrhnz/Yfb7Tj7MFLD+I37v0NAMA9S/egYBbwk0d+cuMr+32GJMfZdnMlx0U1NuxNPmclXrT45tI3+3+3vTYeuPgAfmDfD7yAayQhISEhsZ3wJ3/yJ/iTP/mTkfPdeOONePTRR7lp11xzDe655x78+I//OM6dO4dPf/rT+PSnP71FayriJ37iJ/Ce97wHf/7nf47l5WX80i/9Eve8pmn40Ic+hHK5vOXCGQD823/7b/He974Xp06dwtvfzie9/Pmf/zl+/ud/fsvXAQA+9rGPwfM8fOYzn8HDDz+Md7/73cI8u3btwuc///ltIUTdd999Q/dPJpPBhz70IfziL/7i87hWEqMgoxolth00g4+Iog6cUozri0Y1ngl4B9IN2Vdwj820Dt0Iie8wqpEnsfxyJfxDiGqM71jroRdLF9dxVopxnDHVQKDyxN2OVgk1ZPD6dht7id34L575i/7fXm8de1AY1IX9+OdvvBLf+FdvxLf/9R34zHtvw21XzkGf5Z1zlww+pnHftYPnG26DE0j2xDjOUr6L2y6Eo3UuDBPOyqegInRcvZLENGZuugnWFQdhHgz73HRCmnq2jyAiKLm+K0Z5+Wm8MiGmsQeu5yw2qpF3nDWNGtY7/H6eL4ruKtfx0bjnHsFB1UMh8lY91100qnFxKo2FQgq7du2GGTnkaVSjOjUQiqjjTFVUgXymmE5No05m8emxMwZW2ryTy/SSBbvFTgOGHx670Z4zKpylZhwE0BGQMRyCcLZzXzidCE4pN4dKp8JN81aJ+zCro+wscJNslgPriXvMhzXDn4P2qTEcZ5clnPHTg4Aljuzfyo4ze7NFgi2EV+OvD/rsdMKc3edn+Gve96tw1tlgv9nx8uB1nZhDalhkXhyZbqQ0nK6d5qbNpmaRy/DXiWFRjS1v68SjCjmPeh1nNKqxstWOs0xXONNpVOPz0B9Grvu1jBLbndoDjWpk9tZGNbJOB9TKaJA4lY06zr619C3u8XcvfHdDy/l+RaJwts3cXG1XvPbIqEaJHuhvhLiUBgkJCQkJiY3ipptuwrFjx/CHf/iHeNOb3oSFhQXouo5cLocbbrgBv/iLv4i77757091mPXzkIx/Bxz/+cbzuda9DPp+HZVnYv38/fuZnfgb33nsvfvmXf3lL3jcO//yf/3N86lOfwp133tnfDi8EUqkUPv3pT+Pv/u7v8I53vAO7du2CaZqYnp7Gq171Kvzu7/4ujh07hpe//OUvyPr1cNNNN+F//I//gfe973141atehX379iGTycA0TezYsQNvetOb8Du/8zs4deqUFM22IaTjTGLbQSEdZ1OuDmBAtq131nFg6gA3T3xUY0iM64qO/fqVOI1BFnDPbQbEd5wFtRqY60KZNKqx3RPOxI6zcsuFFkO2e3oGWsQ1M2PXoXk+XDWNd9Xq+L2I6PX1s1/HUn0Je/J7BMeZZgVQpsKIrv2z/OfRpgfLcPUMytZB7vm9RwaCTtTVlW8xFBO4zDuWHsbd+27GxVoHnh9A12J0+FIoQOT9AK8gJp7c618PAMjceiucU6egxURGuR2v3wtHYxoBQHEtvHzlBD/NssAiJaXNFRNTB7o/pmN+RLeqouNsrc2TnfNFCyUwKBFvoOcEaH/+88Lyeii0gOWu7prtRzUW+8/vnApJyTddvQP+4wNlKzvEcUZJgKyejXUpRdETzuYjmy/OrTgK0X4zALDc5Ki8BbuJ//6V/wefPXg7Hk69CUAYI9Cmwtm02G8GhCR8FPqBqwF8RxTOvCwqdoWb5hHHWXtqJ3hPJ8CgwWYZpJRwe5pko/vr6/ArFS7OUoxq3LhwZsY4BzsNR4hSBDa348xK8+v8onKc1fntQAcDUGhEOAs8FYEHqDoAW9z+L1bYx4hwdmRy4czVwzts9ApOnT9RUJFX01VouioIZ/sL+6Gb/H2h5zjruD7+/NvnueeeT8dZknC2+VGNVMhPcJz5NhD4wBbFBwa2DaXF79NaBrC9ZOHs+Y5qjBNrBeFsg46zi82L3OO47xMvZSR1mbnbznEmdi827O21jhIvHFyfv35v5T1FQkJCQuLFgTe+8Y39+LvNQDqdxvvf/368//3vH/s1H/3oR/HRj3505Hw///M/P9Kp9e53vzvWVdXDBz7wAXzgAx9IfH7cbXHPPfeMnOcd73gH3vGOdwydZ9RnGrVtTp8+PXI9AOBtb3sb3va2t401bxTjbHMAOHDgwGUdR/l8Hu9617vwrne9a8PLkHjhIB1nEtsO1HE27Q5ELt03cewLZXzl/3sSF54bEChBnSdCWxG+5+ULL4ff5IlzKpxVLdE941cqG3CceVAQYA5UOAvFj2bMxTau52xHqwxbz+PH6s2+WwkAGBj+8uhfhutX5kU83QqAfHzZZZRkLk8fAZTBqa/Dxs6pgSgSFc72xMQ09vDylROY7tQQMGClnkC+lU8DAK5YDTBHeKrcG0LhLPuqW8P1iPmBGyVo44iuw+tryJHXTZObEddzFus44wnVtlFDxa7ADwbvvTiVAqVT7XINzW9+C0kotCLxi33HWZFbJgDccfUC7GBw/OWEjrPBawThzEx2ffUwbU2jniadgBsYtS8IZ0OiGj09jWm7gZ89+mX83id+Haf+3W/APnkS9tPPcPOlZhKEMyIwGweuCf8nn7/Xcca99/kz3ON6YW/sOtrBIOrPxHnAIK4z0nO2mY4zNXCgBvwRFddzFgRM6CHbTMeZ0/HAgs37IbFVYIzBb/LbX59fSJi7+/yMKKz5dnefOd8fwhlzXdgnT3LTUmM6zk6UIwMOFAU2iWsc5jijJLvZFWTP1Phz7+DUQRgmf554XeL7s48t4xtHK9xzgqN4E1Ghwlk2PI+ocFajwtnKM8Cf3Qn80U3A45+Y/I3pd4ae48wQr3tx96fNgl8SB/1UMxjhOKNRjcnzbgZihTPS17dRxxkVzhrfJ9eAzUKi4+xF0XEmhTOJEC75XjXs+iYhISEhISEhISExDqRwJrHtoOrEceYMiLfbT/0DlO9XceLBFXz2jx7t91PRqMaocHbbrtvQqvOkWTrPC2d1OvobgFcuA2lCvraGO3VqHRfTaEBXePGvJ5iU2w5M4lTxYt57sVWCreeRZQw/RkTBT5/4NJpuE/7KMjddM5OFs6j7Yn36Gu65XeZT0Nef6D+OCmd7Y2Ia+8sEwxuWHgWA+J6zIOgLZzec5JfjzE/B7BauZm4JO9u0mB+40UgwKpyxwMBNl57lplmHD2PqbW/lprkNHW6re6mLISZbNRLVaNYQsABle7CvF/IpuMTYVb3ve2BusjshH+EAs13BNNpxtlgIidMb9xThKYM4xqEdZ4TsyxnJrq8eZlIzqFNzQ2UTHGd+DPHbhRcRg1O+i86nPoGTP3KXQIwmOc50Qrbr3eJU6jhLezmh48w7xzsQa5n9sevYiQhnytozMPfv4553TvIWSdrrdDnCmQLxs3RihDOn5QHkFLQuw3FmpoijjSUTppsB3w/w8JfP4O6PPYPlZysbXk5Qq4ERo4G+sGPoa9RCASCREV4vrvH7hDS3T50CyDVoI1GNgBjXODSqsUPdl+F2Pl09zU0/UDggnMs9x9ljSxUg4NU6N3DhBVtDgpea8Y6z4ijH2ef/FXDufmD9WeBv3wc0iINsFGhUY7Y7GCfmvo8tdEd4RDjzFaCVQr/nLg6KRRxntr2pI3YpAuKIg6JA38Gf5xt1nF1qXeIex/WFvpSRLJxtL1EqTjirS+FMogspnElISEhISEhISGw2pHAmse2gmjwxk4t00+yrXN3/2+34OP14SEr5jWTH2W27b+sLbD1kpnjhLFA11AiR5ZcrAI1qtKuAnyyW1Due0G8GAOsIhZFSw4FJes68mI6qxWYJrhG+5h/V6lAiZFXDbeDvnvs7+CtL3Gs0KwDyi7Hr1RPOGIDSDC+c7bUeBS483n8cFaj2rg0nye5YehgAcD5OOKtfCOOnAFx1iled1l++vx8xqM/Pw7zySihg0AhxyDnObCKc+Wm8cpUnf7O33w7ryBGoEbEJiLjOYrqNhKhGI3yf9fbAKbBQsOAq/LaofPchYVlRFKLCWYzjrBfVqKoKspn5/nTacaZFO8484jgzxnCcxXSceZcb1cgAy7cS5/U1C4Ey/Paip3wY6QBuwK+cbqhQVf54SRLOYqMal89xj6uZK2Pfv8MiouOlp2AdvIJ7fnMcZ8nkLHXPxQlnNKYRAFLZjScsU8cZAMHRtpl4+EtncN9nnsPRey/gb/7Tw6iXNiYM0PhNANAW4gcJ9KAoCvRpvgfN7/SEs++P3hP7OC8S64uLnNCehLpTx3KTH3hhE+GMDY1qJI6z7mCQcaIa3a5wVm65YEQ4A7YuWqvSiu84K8QIZ5w4dP7Bwd++DSw9MNkbtxI6zoyYbkp36zreqOOslgGYMrzjjApnCAJBqN1MBC3S4ZlOQ5suctM24jjzA18Y+BEdICSR7Czbdo4zR7xfNbaZuCfxwsHxSYLEFrqYJSQkJCQkJCQkXhqQwpnEtgONasz0hASmIO3muefOnwgFANFxFhLv09Y0rpm5Bm0qnBHHGQDUSFyjXy6LUY0A0I4XHTw/QMvxcY1ylpu+zvLwunWCa01HcIzERTUuttb7wtlez8cbyUjs75z/DrxVfgS1lrMALd6N0osta6UXYKd4MXCv+Shw4bH+46hAtYcIZz13WA9XVZawp76CC9UYsrMcCg++o2DnMi+ELN/AC3yZW3uuM3450Ugw6jhLNy0cKfHbOvva10JRVWRuuomb3lrp7m/iOAsChjZxI7ZMUTibzVrwiOPMfu4095gS1nFRjb2OM11VMJsbkJKL83sGn0GIaox0nDkbFc42N6rRCCyoI24fX9/3anhDxLPUTEjAUsdZXHeYPh8Ki+Y4UY3rA4I4UFRUES8mRx1naK7A3MvP5zzHO842M6oRiHGcxYhkHUL264YqOHgmQZxw5myhcNYb2AAAjAFnnxoedZsEb5V3+ahmADU/nTD3ALTnrO84s78/SHP72DHusXXV4bFe92zlWWFah0Y1DhPOSDeemdJRtasodXhx5sCU6DgLPIbAD1BpOWBMvF91YrouLxdBwFAeM6rRD9igM8mzRRfYurjthkJwnHUHScQMmHk+oxpr3a8dwzrO1JToBg6cZIfa5YK6HJVshosqBjbmOFtrr8Fn/DEroxp5JDnOkrrPXijEdZzJqEYJIIx0FhxnQ65vEhISEhISEhISEuNACmcS2w4qEc5SXWLX8tJQwZNwy8cr8G0bjJA5PcfZq3e9Gqqiio6zSMdZb8R5lfRF+ZUykI4hZ1tiVwgQus0A4Ic1fkT6o8Gh/t+lho2U4DiL6ThrluCZA6cRFc5WWivwSzwhpxWSRZQegUzdZll1HTP6OeDiEyGzDRrVyC9n+p0/Cm1+jpt2x7mH46MaS6Fw1rxkQWUD4cbVgNNXFbhZs7fG95wN6zi74QyDFsmxUywLmZtDwawnxPXQ7DnOyIj+dt0BTZ7qO846A5JfUxVA48WnQBnsRyWTQeGuu7jneccZg8M0VBC6nHYUUuEyu7hy98DtJHacRaIaidgyjnAWG9V4mY4z04shfQn+7GX/AD9/57/D/zp8B5qmOH9mISQ0BOEsRpBSMxmo2XSM4yzHC2e+B6822ICtzCICxAtNHfCiijXDz2efunzHmT+BcBbXcUZdaFZ24zGNQOhupMLkVgpnNCI3ThwcB95F3h2lp3zAHB1TGu12BADf/n5znPGO29SRI2O97njpuDCNOs6E2LwI4hxntN9MUzTsye8RHGcA4LlB6ACLcZy1t0A8qnVc0Cq/nuNsKib6tB/X2BF7NbH+nDhtGGjHWbZ7/9R0QCXvvYXCmVfir/m1THj/mchxBoB1ti5OkgpnaiYDrVjk56nVwPzJXFA0phEIIyqpO+WlDDfJcbaF94eNIC6qsSGFMwkAPvPBSLb1VgzEkJCQkJCQkJCQeGlBCmcS2w6awf/wMbuuiwxxmwFAo2yjelZ0MfSEs9t33R4+HiKc9R1nRDjzSqXQwWWR6Kt2snCWQQdvUB/jpn8pGIg4601HcH3ERjW2SvAj7ztHiKK19prgGtIJwRSFallQs1mUpsWYRkVBGEH5mX8K/OU/Qv2BPwEAFJoMBcLjpb75i5i6le/QuWPpYSyXYwi/ruOsscwLI0/tU1BR+PkzPeHMp8JZxHFGohpffobs05tv7o+Q7wlxPfR7zohwRmMaAwToGKGgEXWcAYBq8JdLXxscQ/k77oCxexf3fFQ4ywUBVlFE2G4FLE7x22Rm9gAAQAmYIJyphYjjjDiuxuk4K1pFIarROfUY8Nhfj3xtFFHhzPKIEscCKAF/jFoMWE9P4c+vuwvvvvPXYf7v/wpGt0css+hh+lC4gcYRzgBA37EoxBumXD6qkV14YiCOAKjn9iAJdvoA99jM8seGu7SEwB6QypRYNKzRkYnDHWdiVGPAAnz86Y/jt+77LTyx+gTsFk8Ipi5TOAMAi1x/tjKqsVPnhbK4OMpxIApnAWAVEuYeQJsmwlk/qvH7w23SOcELYBvtNwOAjkEGBgzpOBPOhZQuxDTuye+BoRqx57PndIUzpoMx/n3b/uaLR+WWeNz1hLO8pXODGICIcGZfpnDGGNAko08ykYEntOdsSx1n/P2s7zgbIpypMcJZ0Nk6BweNB1XTGWhF8v2LMfi1mP0yBBebF2Ony7jGEL4fwPdEJxcAOFvYgbkRdOI6zraZK07ihQF1mwFbF/0rISEhISEhISHx0oEUziS2HVQinGktG0rAhJjGHpafSRbObtt1G1hMHF86Kpxl4oUzv1wJ/8gQ1xkdQd5FrePiDvVRpJTBjzcfGr7i39x/vNZwBNdInONssVVCEHGcUeGs1CnBq/LkrzbDO8EolJk5VKZ5YnWf+ejgweN/DRz7POr1CwCAvav8flA0BiPro6DczU3f2SrBPPaU+IalU2AMaFzgybdHrlSEmCR9dhbmoSuhkT6C6GhnznHGGF5+lrivbr+9/7d15AjUAk+st1YsgZhsVnkSsG3UwbpdZlHHGQBoRDgL1Ihr8a67BJI+3x5sv2wQcP1mVDjLFENBicY0AuCIQyqcje04I8KZ33SBv/lnY5PADaeBljcg0i3iONO9DnSPJ9rnrMFx3tEtPHPbD+PQl7+MI1/879j/xhWoerh9xhbO5hfiO846lf5j76lv8uud25v4mTrWbu6xpV7gZwgCOKdP9x9uflSjKJz9pwf/E/7j9/4jPnH8E/iFL/8C1sq8SH85/WY9UOGeuoc2C67jw3N5MnbDjrNVnvjW0z5gjRaNxajG7j77PnCc+bUavGX+mLWuGtNxFiOc2UJUY7JwJjjO0jpOV09z0w4UDgBAbLSo5/jd6EQFIHGNsURn7QLw5X8H3P1bQGfyqL5Sk9z/DQ3p7nopioJCij8nqj2hLXJtGSxsAuHMrgPU1ZSNxD8bJApxC/t4vKSoxkkdZ87WCWexjrOYzr5gwrjGJOGMOrhfqvCGiGNuxwejds0XEK24jjPpOJOA2G8GDL++SUhISEhISEhISIwDKZxJbDvQqEYAyNhA2o0nSpdP8qOGPRVwdeDw9GHMZ+ZhtzwEPunqighnOVOHqgA1ixew+nF2aZ58TYpqrHVc/LB2PzftXPEWVDFY71LThkWiGl0jg9D2FVk/zwYLBqTaPBHOfObDa/AEozYf3+XUQ33hGvhalAhj2GM9Js7XHX2/l1SzmAUXigqksmVgniezjjz5HfENy6fQKRvwOzxx+siVCuquONI7e+urYhxn8VGNO0vAAhFDo8KZomnI3Hwz93xrxRQdZ8SJ2Os3A0THGXUY9Rxn6tQUcq+9Hdp0kXuec5wxxglnOwtEOJs+GH6GOOHsMqMaTc2EW+CPbeYoYEEAnPzGyNcDwEp7hXts+VQ4a0EnpO/haX7dHl8KyU710kPcdDfNu8IShbMFUTjTmI5Wa7DRvOPf456v54cIZ+oC91itHIW+cyc3zTl5crCeGxLOksUH+lkq1Tr+5zP/c7B+fgfPLJ/g5tmI4+yZCzX8/z7xGH7xYw/ikbNlmEQkoH1VmwU6WAEAOs2NEZz+Cn/86SkG6GL/EkViVOP3QceZfYI/NqDrsA4eGPk6xhhOVE4I02lUI3X/RCEIZ5YmOM72F/Z3V0v8mtlsuWg54XHHAv6N21Q8Ygz42NuB+z4MfPs/AZ/8hcT1SkKF9puReEbaczY0qrF+AbDHFFxaa+I0znFGRjRspeNsnf/eUs2OEdWo64DOXy+2NKqxKQpnaioFhXStTdrRGRfVCMiesx6chJjGHpL6z14ItF3ZcSYRj1jHmYxqlJCQkJCQkJCQuExI4Uxi24FGNQKhoJDkOLu4xBM/LQuAoiTGNAJAJj8QzlRVQSFtiB1nPeEsM8tNT3KcNRt13KE+yk27sOvN3OP1hiNEpXl6Gsa+vfAVcjo2B2LatB9AiW4WxhCQGDdtgY8KpFjPH+YeT2slpFWRQK6p4XrsXeP3g1UI309RgJn9/OtedeZhNJuE9CudQpO4zS5MAxdnlNiIpMytt0IjJJ4TcQpEoxpvPMWvmz4/D+sq/vPRnrPWqgU4NKqRHDvG4D3W2jzpmSLdUD3hrHDnm6GYJnTibim00O+NywYBVoY4zkwzD42JMY2+YfbjJ4GNRTUCgD5V5B4rTEHgKMD6yfgXEERjGgHAdPjlGTHC2QEiDj52rhL+ceZebrqbv5JfVkIEoj4/L7i0AECxjb5LxTs9cD4yAI38kKhGECfDylFYBw/y8zw3RDhLTe44iw4KoMLZpfU1eIw/p8tVnrifpOOMMYa/euAs3v7H38EnHlrCV56+hPf+xcPQn6eOs7hYxg1HNa7z11w9bwiDDeJAXaBeP6rxxe846xw7xj22rrgCihmxjVWXgLooGCw3l4XryJQ1hQ51nA0RfanYaqbFjrMDUwcAAIqqQCdu3Uotct0lPWeC42ztBLAW+azP3g24k5Gh1HE2neXfM1k4S3A2jes6a5LvCnoKiH7PoDHNW9lxVo53nI3q+aJxjVsZ1RjnOAMguM78TXKc0d7UlypGCWOjhLXnE21HdpxJxMMLxOPA9qTjTEJCQkJCQkJC4vIghTOJbQdFY4DKCyPDhLN6g6FjFfuPezGNr9n1mvBxjf/hZGV0IXZvKm2gavIixEA4I46zhI6zzNl7kFUG7+VDRf3AW7h5Sk0HVkaMatSnZ7BGIiGV2oBk1gFMRzZJ2gFABt5qiwdi16uHVZ0X1hbSLeDO3wGu+iHguh8HbvknwBt/DfX5QwCAPSSq0Zoa/CidXuQjwqacFs5/9Z7BhHYZ6FSEfrNHrgzJ7riR3plbb4FOSNP2hUE/TJTkosJZ9vbboRAinfacOXUd7nqFm0Y7zjjHGYlqTBPBM1DDA61w110AxFg40wdS3cVnA4bViFCzc4onTBVFQQYKcm3+czVNfj5KeGdoR04CzJgYT99RxyaARwlnutcWohp3Z3nC9cnzVfh+AJy9j5vuZvdzj5MdZ/PQfBsqGVWc7vWctUrwVgZCQSc1C08T+wP7z3vEseTbMHfx+/DyHWf8/jJyg3PIJPvSa4kDBup1fpuO6zhrOR7+5f96DP/m00/AiXTXXKh20CBddFvVcRYrnG00qnG9zD3W82KEXBwSHWffB8KZfXxIv9nXPgB86Lrw30Mf5eY7XuJflzfzuGnhJnTIoRUMcZy5hKjWLQ1na2e5ab2oRkCMa6zUB/dJxkY4zuokQhUsvntsCCqk46zXb9bDFHlcGdZxBozfc0YdZ9l5XvB9Ph1nJf4c6glnoxwZNK5xS6MahY6zcPtopL91UsfZxZaMahyG0cLZ9hGmZMeZRBJcXzrOJCQkJCQkJCQkNh9SOJPYdlAU0XVWsNVE4QwAKlMDt1ErBaS0FG7acVP4mESGRWMae5hKG6hZvOPMqyRFNfIEVA+L57/MPT5q3oD8LC9WrTViohr1DNSpAi5l+fdRavwPvmjPWT7GDKDtORS7XkAYm1bx+O035y4Bt/0L4B/9NfDOjwJ3fRB4479B3coBjAlRjdaBgXvHzPkIZvnLR/Pznx88KJ2CZ6tor/OkaE84i3Oc6TMzsAo8kdi+OBCvSt3R/5rPcN0ZIpy99rXC8qwjR6Cm+X3deo4Xw5o0qjHiOKNRjVkiWviaAX1+HplbQmcbdbcAg7jGXBBghQ2EUeo4A4CMoguOs5Ka4mLGNuo4yxdmBWLcs9WxCWBBOHN5B0BcVGO04wwAmo6Ps88+ATRXueluio9HTBKkjIUFKBCdWikvh6pdBZYehNceHJP1XLLbDAA6bQbk+fe2pvlj2u4KZ4yxTRHOzOxgGfRzWF4GYLz467Z4ddwao+Ps2ZU63v7h7+DTj5yPfb7q8Z9jqxxn7c0Uzkq8w0QvjCcYix1nPeHsxU+Y28eIcHakK5w114Hv/GH4d+ACX/u/gIhYSvvNrpq+CgemDghRjcOEM+o4a6sNgaDkhDOLP6+q0WODOM4E4azBX3sATNxzVqJRjWM7zi5TOGuSmyh1r9OBD1sa1cjfz6qZ8FozynGmpKjjbAujGlvEoZvdHMfZpaaMahwGd4TwtJ2Es7iOM9sL4PpihKPESwtOEBMPHdeZKSEhISEhISEhITEBpHAmsS2hWTyBvBBkEzvOAKBSHIhGLUvBTYs3wer2eVFXUaJwRqMaSxNENXo29qx+i5v0WP71mM3x71XreNAI4e7paWiFApapQFfmSZ15d/A58oRfU1QGdYGPmYti6WgZwGCbar6NQjU+pq/m1FBsQhBxrDe/h3u88wDvvDPv/3v4jS7xVe7FNA7e09aBp/eFjzt+J7aPIL2X72mzS5HoxFYFAHBkiSFFXpq97TXCshRNQ+ZqXjxpneKJUCGqMeI4K9tl+BHCOU+cgr5qIvdDPwRFC/enms3wUWkY7Kcs46Mad8YJZ6opbPO6mcE3jw+EJjpCPmeOJ5xNp6bRIOYG31aB8mnAH02KUeHMIiK27orCmeYDu8jnXH/q6/yC8zvhgj/vEh1n8/Ph80Q8THldx9nS9+BF+vQaOb7fTCfL7TQ9YMd13DQzwy/bOXUKLAjgewFYwIu1YwlnDX5/Gblk4UyFBtMnEZ4uv9NGOc7+5pHzeNsffQcnVpIJ4TWbP3mez6hGu+kK23EUmOvCJ847rTjeca9N8y5e5qkIPOVFL5wxxgTHWarnOKueA1hE2GqXONcW7Te7avoqHCgcgG3w99ygPSSqkRDp5YAMMjCymEsPXK4GcZzVG4N72ciOs0aM6JEkaCUgruOMMYYLjQtoOA1METfx5kU18oMEkCXOX4PcB9zkbX45CDodIQax5zgb1nEGAKrFryOzhwttl4PEqMbLcJx5gYfV9mrsc3EDeF6KGOU4c7dTVGNMxxkge84k4jvORl3fJCQkJF4IaF3uwPd9MDbZ7yIJCQmJ7wcwxuB3jSG9a+J2hhTOJLYl1BR/aM57meGOs2LEcWYBt+28rf+4TRxn6QThjHacsU4nHHVPIhRjoxqf+wYsf0C6B0zBs7N3YDYrvpdNYig9PQPkC7hIIyHXeGfbbMRxViCxbprFoNDXR3D2GX6di5XjQGktdt66U8deEtOopNMw3vgeID9w0BX2dTiDjOrYqH/tq+GD0ik0SL/ZkwcUuPrgBXGjvbMHeaHLbjpgTrj/mm5IctGYxtS11wr9Yj1krruCe9w6wxNzTSKqNiOOs4AFKNuDfZAjJGqgWQjeNOiwUxRFIOp7+ykbMKyycNS8qgDzMVFzGT2FHE0pMzL4xtGBaEUdZ1mDP2aTMJ2aRi1OOAvckGgfAcFx5vHCheG1YBDC22l5eNmeIjdNO/ddfsH7XgOXdJZQgas/fWEhfC8qnLnZruPsAfidiOOM9JvtOsSvi9P2EMzxwpml8bFwzLbhLl+IJRZHCWfMdfvHbg9mJKoxrq+NDg5IebwjJUk467g+fu3TT+B//+tH0Y6JsoriAul72qqoRnrdBcLKv0nfzyuJ11t9JvlewM03OytM820VsF/cwpl7fllwM1pHjoR/xImC5dP9P+McZ/sL+yfrOCNE+qrLi1v7C/u56Fwa1diIOg8Z6Tij0VqNmJg9e0LHGTnmi2kDv3LPr+DOT92JH/r0D6Gt8dukOjKq8dnx3pgOsskMhDM/8OHpRDjbIneEH3MOjdtxJkQ12lvpOOOPOSWp46wy/v5fa68hYPFii4xqDPFij2oEZFyjREJUo3ScSUhIbEOY3YG2jDG0WlszaEpCQkJiO6PVavUHDpimyJlvN0jhTGJbQiPRSTO+NVQ4a2V2wDYL4d8WcPvu2wfPbdBxBnR7zgTHWYxw9szfcQ8fYofB8osoZkyo/EB+tMjIIl9Pwc/mcZFENWKFF7aiUY1UYNEyGt+dEgFjDOee5td5pnQ0lpD2Ag9Nt4k9NKbxyiuhGBbwqn/an6ZbAXI7+R+ltb/7bPie6ye7jrMBHr6SX7+40d7ZI7zQ5Skm2k8+iZbjwEf4XkK/WUxMYw+Zl13FPXYqPtxLoQjEGEOLRDW2TZ4ojcY16ieP8vMaGZT3Huam0Wi4QgtIBwE0oB/VOJ+3YGjipTdjZJHr8J+tYabxzeOr8AMGxtjGhTNrGvU0v/19p7sOXfdErVbD008/jQceeABPP/00arXBtlht8SP2LY9X4eI6zuy2hxv3FrlpO6uP8Cu2/7axIxAHjjMa1ZhFpVMGlh6C1x68tk4cZ3uvIQI4ALt4PfdYaxwTXIN+uRQ74n6UcEaFDQAwpgbOFi1woRLSOuVlYaqD97cE4UyMajyz3sQ7/su9+MsHzgrPXbuzgD/66Vdw0y62+RHYWxbVmBDLOGlco7dKLkYKg1aYip+ZQM3nAYN0Strqi77jjLrN1EIB+o4d3SeThbOO18GZ2hnuqb5wRjRZu5ns6qLRbpe8Ze5xNKYRAHSTv9612oNjgJGoRoHojI1qnMxxViYdZy31BO4+ezcAoGpX8UzrM9zz1daoqMYxhTMa1dh1nH3i+Cdw61/citfaT+Ermci1dIscZx7pN/NUoNnV7EYRy6r1/EU1shbpONsEx9nFZny/GSAdZz1QIVx4vr2NHGdO/Lo0YyIcJV5aiHOcyY4zCQmJ7YhCodD/u1QqSdeZhITESwqMMZQiXHT0mrhdIYUziW0JlQhnRccYGtUIAJWpMK6RZTO4YmogwIzbcdY0UvAU/pTwyuWYjjMyitxzgKOf4yZ90X8VCikDmqpgOsO/Xz0Qf/jbqQIuEcdYcOkSGAbbYS7S4VCgwllWdDD1UL7QQrPCk+Uz5Wfgl8tgAT8SuyfM7F3jv8BZh7pRmDf9PBARa6b2EwfXd78Lb3UVnaeOwXd4YeGJQzzpX3dF0io1S0aW6ym0HngA334udEXlWwxXEB4se/vtSELq0JVQDf4ztr73PQChYOCT2B89y4tL651wX7MggPfkY9xz1dQUVhr8dtUFx1nYbwYAawg/22JBjGkEgIyZj3WclVsuHj1XQdtrCyPnJ3GcxUY1Ajj+3S/hJ37iJzAzM4PrrrsOr3rVq3DddddhZmYG73znO/GNb3wDl1q8o8QikYJxHWd2y8WNewb7cxHrWAxI7Nq+1wiiVJIgpWYyUHM5UThzs6iuPQM4dXhdx5lj5OBYRW6+PVeLwlknywurSu0c1Dx/nQnq9XjHmTm5cFbK8l8K6GfZoe7Cu659V7guTIXl88KZRRxnX3ryAt76h3+Ppy+IBP9P37oPn37vbbjzuh3QI+q9TfT1LYtqrG+ScLbGi7Z6KoCSHk84UxQFOiXdOyrgtceKKN2usI8f4x6nrrpq4PCKdZyFYtlz1eeEa8ih4iHMpGagpvkLhJsgnAV+AM/hl7Fk86LtgakD3GN6rrSjx9xGohqTnGAJKBPHWUfhbyJlj3fdjoxqbJfjB9BQtMSOs5bbwu9/7/fhBA6a8PEfZqfRv7q4W+Q4K/PrWk+jP9BmcsfZ8xjVmO4JZxvvOLvYShbOpOMsxMioxm0UgxjXcQYADek4e8kjruNMRjVKSEhsR+Ryuf739kajgaWlJTSbTSmgSUhIfF+DMYZms4mlpSU0upUmiqIglxuvhuOFhDh8XUJiG0DLpgAMiOdcx4IZ8GT91EIa1ZUByVYpHsaO1YcxP7ePi4mirqIk4QyKgpqZxYw9EHT8cgWYJcJZpwIEPqB2ycDT3xIIti/5t+AXUuHpNZszsR4h7qqeSFJ0jDwuZHmSHJ4HL5iCoYbk23zEcZZvk6jGQrKAco7ENFqdEjJdIcSvVjmxp+aEhOQeEtVoHe4KZ+ki8MqfAe7/r+F67Lah6AzM627vIEDtC1+A/zTvQDD3LMBZANAZrEvcaG8zRfrfNAvN++/H3TtDZ9fLiNtMyWSQecXLEz45oKRzyMw7aCwPjp3WAw9g6q13CTGNAJCdMoHIavUcZ+1HHgFKq8DOwXMtM4dLNf5Hueg4Y8gGDCWWg9u93C7G9JsBQMYqIkt405YZzvuNoyvYvyDGzuWM8W4yM6kZnCSHV084++JffBif+pJILvi+j09+8pP45Kc+iev+7DooEfHFImS34bXAiOjslNZx08nP44+M7+CAchEHCVmN1BSwcC1c+0F+WUOcXPrCQkzHWQ7Vpa+AMfQdZ/UcH9OomypmduWgWxq8CEnYMfcAqg4EA9JNS5uInqF+TRTODEvjtkcc/Bjh7LRRxKxShtr9YWS4DdipwTHz5h0/jH3zobhGXX3AIKqRMYbf//Ix/Jd7xK6ltKHh37/jevz4Kwbb4Kod+b64Ziv8ObRlUY2NeII9rvtsGPw1XnzQUz5gjf/lSpudhbc6EN+87nEPtwlo4wlw2w3UcWZdFRGAh0Q1nijz/WZ783uRMcILw9TUDgCD3su44xeId6ecaZ/iHouOM9IvGCG5GYlqFIWzOMfZZFGN1HEGlf9sTa8CIEBvLNnIqEYAWH8OGBKPHC5YdJydb5znPuOKrqOiqpgNgq1znK3zg32qka8LdjCcWFZSL1xU42Y4zi41Y4TXLuLiol+KoA5Siu3kOOskdJzVt5G4J/HCIC6q0fakcCYhIbH9oKoqdu/ejfPnz4MxhkajgUajEdY+vAi6fiQkJCQ2AtrrqCgKdu/eDVXd/n4uKZxJbEto2QyAAdljOWnhaD30ygU89KVB7FSlGIo7uxf5+DwqnKXzCcIZgKpFhbMykDnIz8yCkLjrkWZP8zGNjwZXYhlzKKTCZc6QnrOS7UENPATq4AN19CyqZoCOZiAV+fHnOHkYqZB8i3ac5Qm/pheTCeCzQkzjM+hR/n65zAlndacOMIZ9NKqx5zgDgFf9M+CB/xdgAVSdobCnjerpgSpT/du/BS44AAafO3f7rcgZT6MUEc7iSCszxe9kX0uj9dCj+N71twNzMTGNt94qROtxMDLILNiCcAYArSr/g9rK6JjOFmOFs9rnPw+NjmZVdKxQ4SzGcZZlQT+mEQB2TomCCABk0tNCVKPS/WhfP7qCn3i16CqcPKpxsPyegHB4ZviNSi/ogkiUCvj9pLstMJX/om9XyrDu/U94W9L3/32vAVRVGM0+VDibn4exJDrOKqVnEbgKWNAdvUdiGmd356CqClIZHY2ocGYDmDsCrDzVn6aSw8mv18aOk4yCOs4UPcB5ZR666WC6G6dHRcDrczdi90x4rFqeuG9TmfCa8sCpUqxodmghhz951ytxeAcfa3v97kJEOONfs1WkaJJAZk8c1UgcZ+kAMMcXzvSZaUTP0p5gDLsRircvQnSOEeGs128GDI1qjOs362FmZieiwll4coiI6ztass9y9+dRUY2c+EZE+LpNbm5xjrMJohoZYyi3+Gu3r/DnHUMARWuC+eF5M9JxBoQRt3tvGf7m1J2enQ/7GAnKmtYVztrCc5sBn0Q11jIRB+oIYlm1+IEeQcJxsRkQhLNsQsfZJI6zYVGNMa73lyJeLB1nnh/A8RP66rbJOkq8cIiLavSYBzdwYajx/bASEhISLxTy+TwnngHhd1bPk/czCQmJ73/0RLN8frzu+hcaUjiT2JZQc7w9RnNS3NHqqx4OvGyOE86a2V1wjCwO7Ly2P40FDG0SGZboOAOEnjO/XBKjGoEwpikzE8Z9kZjGL/i3AgAK6Z7jjBc81hs2pv0WHHUQ29bW0oDSwsXMDA7UB0Sh204DXd4q2nEmRDXOxI9891wfy8d50my2/Mzg862vA1cMYi3rTh0zdSBDuDFOOJs5CFz91n6vW2E/L5x1nn4GUdEMAHI/8MPI1/g4rFjHWZoXJJiqwXd85E8fx9osExxnw/rNAHSFM540dU6fhntpBa0aT8BkpizMkH293loB+/b/g9rffQqqfoB7ToeCS3V+9L0+Q4SzNpALGFZZJLIwyXGWmhGiGnUz/PL89IUazpC4LUM1YGrjFWlOp6bDeK4InG6U5kjhrMjfJhhTYQX8a3SvLQhnDiMWN4ojPwJAJO2M1AjH2SnezZjyslhBwPeb5XnH2fze8IacyhlolAcHd6fhAjuu44QzTeevF0GC42wUgiYhgXWGC2wWRbPSF85MEhXmtnwsZhdRMAtI1fntp1saNCPc7o8tVYT3+7GX78Lv/PgNyFribf363VP4Xw8uARAdZ07HAwvYSAfdpGgnCGed5mQ/CGnHWeg4G/8LljbDOzW9TnffvUh7zgLbhnP6NDfNuioyWGSI42yYcDY/w4vNqh2//+L6/hyNv2HsL+znHlPHmRvpKaIdZ9VOZL94jig+ARNFNdY6HvyAHPNM3EaKXu8LZ7WOiyBgUIcJZ6N6zhgDmrzoi8xc39UdRUlTARfAiL6xjSI2qrEL27fBGONc+lGIUY1bKJy1N7/jjMYMRyEdZyFGRjWO6EB7vtDx4kUzAGhKx9lLHnHCGRAODjBMKZxJSEhsP+TzeVx11VVoNBqo1WpwHAe+vz3uuRISEhKbDU3TYJomCoUCcrnci8Jp1oMUziS2JbQCIUYdE4jwyLbRxPz+PJjuQ/EGpFxl6hAOziz0H3eaLhghzTIF0bmTJJx55TJgpAAjw8cotbtE1JnvCMTeF4NQOMt3HWezxHFWrncw7zThGAPhrKNYAFq4mJ3lhbOmDnS1mHkv6jgjUY2zO4TPBAAXnqvCi0bbMIbp8qAfxyMj0etOXeg3UzMZ6Lt28Qu+7f194Sy7w4aW8uF34sUEVWfIvPq1yN3zP4X3oqCOMwDwtRRuWD0LbxWYITxX9vbbYt+zDyONVNGFagQI3MGFufW976Fp3cDNmimYmE3xJPv66XvQvPtB+I1ZaAVegDMYYhxnvPCWbzFkgwArKPan7UwSzoyMENWYMgfved+p89xz48Y0AmFUI9Fh4Drh9jg4rUJXgSROypjmCQfVmYYBnmQ1vBYCcuNzWBYBU6Eq/II7MJG65eeAV7w7XI8JRCl9YR6my8fNpbwcKprW7zcDRMfZ3N5wW1kZ/rPYra5w9kTk8ym84BXrOBsi7vVAHWeawbCMWey0LgHdc5w6ztrrZSiKgqtnrsbFSySSMjs4N5bKPMH8Izcs4kP/8OWJ5Pd1uwbCLXWcgYX7wExv3teBIGCJXWaTd5zxwpmWCiaLaiRidt9x9iIlzZ3nngPIj2rr8IioxuYK4DSFqMbD0wPBbXH2APec7jEw14Vi8OcMjWpUTQZExNiFzEI//rG/LOI48xx/0LDL+OXXnMj5R4WnHiZwnFWI2wwA2r74ekWvo2dNZAyodzxMDY1qHCGcOU1RCMvOolY6L8xa6sXybFlUIy+cRaMaGRi8wIOhxRPLNKoxeD6jGru9e9RxFjQascdmHIY5zmTHWYi4+FX++e0hSiX1mwFAQwpnL3kk9TV2/A5y2P7dGRISEi9NqKqKQqGAQqEwemYJCQkJiRcELx6JT+IlBa1Aonk8nrxp6lUoKlCe4t0nleJhqLmB6EZjGgEgXRDJlkKi46wrLGVIv1RPLHuGj2l8MjiAcywUsQp94Yxf9/p6BTrpcel0e14uks6UqLaUZQwpJSTY8tRxtrBb+EwAcI7ENBb9VRjegJzyS7zoV3Nq2ENiGs1Dh0RCfu+twJ4wpkpRgal9yRFT2QNpKKaJvMGLoXGkVZxw5ukpvOziMl5O3GbGrl0wDxxIfN9wpgwUFcjM88dB64EHhKjG7JSJufQcN229voTamS55R36UGwBWavznpiR9oQXkggCrrNiftlhIEM70NHKEk8xbgwlHV3gSmZLTw5DW0+ik+ct90BUQdFXBwWLyrUCf5veJac+J83gtWKro4HEO3oVL1/0Cft19D97l/Bpu6/whrrU/gsYP/h6gamABg+fwwtrIqEaXRjVmUFW0vuPM0yy00vPcPPP7uo6zLH/u9x1nEWgB7zLZuOOM3x6qHuA8m0M9NziOqHDWOR9G5R2ZOYKUy+/f6LpT4ezIjkKiaAYA1+4soGcos8GE5ze758xuuYh5GwCTd5xR4UxP+4A5vuNMJ27cF7tw1iH9ZsaePdBy0dKq+M+1dvExLioX4B1nu+evoC9Bu1ERplESPTD4c+NggUQbAzCI48yPDOZgJKqx6USO7biYRmAix1mpyV+3LV1FI8b1pej8QI5qyxku0K2LUakcWmvitMwcajHrXuoNOtiyqEZ+v0ejGoHQdZYEGtXI7Hhy+nLBfB9sTMcZAPi18Y6BYR1ncYN3Xoqg9zfdGBKt+gKi4yQ7zurbRNyTeOHgBfHHQGeLnLwSEhISEhISEhIvDUjhTGJbQp0qco89n3dttYw6TlZO4tnM49z0SvEwtPxgZCEVzlJZA5omHvb9jjNBOKuEf6R5QQStEhD4wDOf5Sb3YhoBIN8VgWZy/Lp3SmVOvAIAu9sZdYkIZ2518ENQATDbLb2iHWfazn3CZwKAc8/whNmCwT/2CKFWd+rYu8oz3lxMYxSveV//z8KBIcLZ9aGolydkdxxppRkqVI0n9TwthSOr67jpBE+aZF/72qFiAQDADIm3zAJPDLYeeADNKn9sZKYszKZ5gbTquqifD4lDlQhnChSsk2VQkr7QArIB44SzpI6znG+AcNAomIMdfbbCuwMncZwpigI1Q0RJW0Gvm/PwbPKtgDrOjAThzFREt4Tz1v+GqR/7IP6K3YnvBDdgGXMImIonz4fiVDSyrb/8IaKUsbAgCGcqNLSQ6TvOmtldoZrbhaIqmNkVntepHBHOmjHCGYmd8+t1IapqLOGswgudqs5wHlOoFwfT6WfplMqA3cDVM1cjRTrOosLZuRK/rfdMxx9TPaRNDYcWwuPFiTllnE0WzoaJY5frONNTwYRRjfw52XcmvkijGu3jvGuM6zcDEgXB4xce4B6n9TT25AaRpnvmD9OX4PzKSWEaPVZcfXhMIyBGNTJvcI+hUY2tqHjUWBGWBWB49xhBpcUfb9MZExWnIq6jwW+3er0KsCGCwfpzAEtQhwGgSSImNROw8rFRjeW+42xrhDN6n6+SMRcdP5lYFqIaO1tDQgdtcbl94Yw4zoDxes7cwMVqO8G1CBnV2AMVzrJFfp+720SUarvJ56OMapRIjGocMjBAQkJCQkJCQkJCYhSkcCaxLUEj7xxCrrWNOj5/6vO4lONJxEZ2F9yIE4cKZ+mYfjMAmOpGuFWtCRxn5+4XRsR/KRCFszkS1WhXqtCpcNZdzQtZ/n3c0oBMerL1FrzhiX+G15x+O1IuT5RrO0W3QKvmYO0cTwwtFkgMHYlwCh1nYwpnV78N68YiACA17cLMx/9ozd16Y/i/yQs9SaO9qevM11Ow/ADX8hVpyN5+e/x6RaGH2ymu56y5xm+b7JQY1bh4Cv2IRy0QR9pXGjbXn6NN8wJrxgHyHu84W4iJCgUguM0AYMYakKwX6xV+fY0sJoGa5hUThSkI3HDasJ4zo8iLTabDf0bNt6GyAKbWhkJiGe2Wh5Sh4cgiL3Q8dq4CIL5bxYzp6OohdJzFONv8Qr+7qk5iGqcXM9CN8LkUEQ87TQ/I7+SEcdXkj/+gVoNLSLmxhLMSHxGmGgyrU6dQz0cdZ/wx2PYywGN/iSPTR2B5PLutdo0fjDHBcTZKOAOA67txjUwRXWebLZzRXskoNkc4G180TnScJTiztjvsY8e4x1y/GZD4uU6sPc09PlQ8BC3SS5griD2Z59dEVxUVkTsKfz4emDogvIZGNerRw4+RgSV+VDhLiNmbQDijjrPprImqLb4+leK3W6MW060WhdtMdsQBouMsMwcoSux7l7Tn23HGP58UcQYAqhDVuDUkNGuLAy+UrnCmmGZfROthnJ6z1dYqWJL1FYATOEM/+0sFVBjLTPHn5HZxnA0TzmRUo0SScDZsYICEhISEhISEhITEKEjhTGJbQi3yAoat8qRJ22jgcyc/h7p+lncCKSourUW6rIhwlkkQznKmDlUZFtVISMV2CXiaj2k8GuzFSTboAut3nOV44smv1oSoxh4ZSR1nXq2DwANO26/EN2v/DIXaAdx44U147MZfgW0ORmHr82LHGXWbGSkN8zt44cArE8eZLUY1WocThDNNxyM7fwoAoCjAVIzrzCq6MK4IHT3jRDUCgJnmRQlPE6MNmaIg+5pXx68XWUdoZr/nLIrmKi/cZQom5zgrNBl+6N7IomIINjUA1psDIpG6WwBgqoV+x9ls1kTKiBddMm0i2IBh3hyQrB7jf/xTIXIUDEOMOeqJCMMcZzSq0XKK/PPdXh7NZLBMIpx1BZkb9/KveXyp6ziLEc50a8i6LCxAC1yoZASx6efQ7gln+T3cc/N7B8ddrONMUYAd1/enaWQ7+fU6nI1ENZZ5t0xb16HOfZMjrYWoxiAP3P+nuKJwABmfP1/aWni+lJqOQCDumRkd23nd7mjPGX+sbXZU42Y5zvxGE4z0HukpH5jg2BccZy/yqEabRDWmrrqKnyHJcVY/yz2OxjQCoTjhE7fvhbVTwnJoVGMDvIPqQOGA8BrqODMihx+NarSjJGeS42yCqMYy6TgrZvRY8Uo3Sd9gvSzMA40MehjWc9YkN9Js6NQd6jjztl9Uo2ISx9kWCWe03wwAJ5apRRLfXRktng7rN+tBxjWOdpxt9sCKjaId41DvoS6Fs5c8kkRw25OOMwkJCQkJCQkJiY1DCmcS2xLaDN9R5JKYv7ZRx8XmRaRcD4Xaae65S8sDYrY9pnCmqgoKaQM14jjzesJZmggizTWh3+yLkZjGlKHC1MPTa4Y4zrRWHYbLk0ReOyQELmZF4cVt6nis+aP82+d248FX/is0M6FgRp1OgCic7TkyDXOWn88v8eRgcHEFGfLb0zosRnj1cOnQT6LGQrdLYb9I+uV2doDpsPNmnKhGADBiHGcU1UM7oI1bopvUc9bkSZjMlNXvOJutMvzW//CxP5LypMY4zgwGrNQiwtnUFAIShVdoMax0HWeLU/H9ZgCQafHr00op2KVVIivAC2dZfTLHWV7xYRMzV09EmMhx5vLbveee1IwAZoonyJ1WVzjbw5Oejy1VAIiEnaIq0PQhwtl8eF2gglPKzcLpRvA1iONsbu9AZBE6znoiTiSuUXCc1WsxHWfJrrj+6yq8Y+VE1oSqN4hwxoscNsshWHsOxqlvY1ZZ4J6rKuH5TN1muqpgRz7exRjF9bsG+80mxygVQy4X7Uayi2OSjjN/TYxZ09MB/ug7l/Arf/0ojl0cTXpTxxnzVASe8qIUzrxyGd4qv03GjWo8YfPH4+Fp8bruk+N6tXROmIe6T9qk2zBOODOo4wyRA5C4yd0gQnImObqGdY8RUOGskPHgx0Qw0o4zu0GEMyMLzJJBJEOFM3LsDhHO1rfQcRZ0OoIoRR1nQ4WzFBXOtiiqkQpnmgbFHBwbtOdsnKjGSy3++NmZ3SnMI4WzMYSzmAEuLwTabvJ9qrFN4iQlXjgkOs5kx5mEhISEhISEhMRlQApnEtsS2gzvoHJihDMAyNhAscrHNS6fGhCH4zrOgLDnTOw4K4MxJkY1PvcNoHaem/TFSExjITUg6OdIx1nOaQuOM687WrajW6iQdVhr7sGSc6OwvnZqBg+/4ldRKx6Amuaj2hhjOPc0L5ztvWYG2gz/OfwST6aaZ3miyUub0HeIbrYeFubm8Jf+m8LX5nzSJcaQ39sBZkLhbPyoxtGOs+YrElxwcTDEnjNfNeAyXkTJTpmYTk1j5zrDb/8PH7v4zQcr40AF/8PcYMBKffCjXFFVtDL8+uda6Ec17hwinKVaxMmRBnagBHSjphSVJzez5mTC2YzvoU4IU38M4UxwnHn8udg7llUjgJXlCbeek+lle4rc9KVyG+sNO0aQ0ob21qmZDNRcDiYRnFJeDl5bQ6CoaBByNOo4s4hwZscIZ4LjrLbBjjMSrXm0e/hH3R70czBocFgWuP9PMMV4wWc1CN0TVDjbWUxBj+ltpLg2Ipw5Co1q3FxitL1JjjMa06jqAVSd4WMPr+Mzj5zHe/78Abi+6KSMIs4F6tvqi7LjzD7Gu80U04S5j/RbxkQ1egCeJY5V6jgDAKT461OpfEGYhYqsjjZYrq7q2JXbRV8C3RrmOOPvjz7GEM7s2vB+sQjKpOMsnYonUZnKC1pOo8LPkCoAs1fy09bFKMs+4qIakeA460VmboFwRt1mwGTCmUqOicDemmhDKpypmQx3L6A9Z+NENVLH2b78Phgqfw9Icr6/UHDPn8e5974Pp975k6h96cvPz3tS4YzESbvbxnGWfK2XHWcSMqpRQkJCQkJCQkJiKyCFM4ltCSU3DSUiBjkGFc5CsiNjMxQr/KjvtXP1frRMqz6ZcEajGuH7COp1MaqxtsQ9bOQO4jgbRMTlI66pQsqApg4IoJzbFjrOAntACFDX2TPumxPX2TVyePiGX8KZJ3kBrLTcFETDvdfOQJvhHWcecZxll3iSzd63MFTI2DmVwke9H4LHwkvJrldVkJ6zoad9LLyihvQOA8iFwht1nCVHNZI4yRjHmXfL9cK0RJg94WywPagQC4SOM//Ys/jtvwgwR7hNI+th3x3rMBSeYNShcI4zAGiQGCyrpaGO8Fge5jgziTOikQJ0uCgi3E5UOMsZk0U1znoO6qQKqyec7ZtSYMZoQYqhQM9R4YxnXY2e4yylwczzz/XOw8MLOaQM/nbz+FI1VjgbBX1hQXBqpdwsWFtFM7MTjBCjkzvOxKjGjaynX+cPonp311cjlxjdE8WbdpAHnv0aMi5/rCx7YdTeuTJ/7dg7PTqmEQijY6+YC99ccJxtdlTjkI4zzwngDemq4eal/WbpcN80u+fTcrWDJ88Pd56o+Txg8Pvd66iA/eJzmtjHSb/ZoUNQdOJ+jBEEzxg6XLLPDxdFxxntkapWxKg7SqK7EeFsX34f15vWA41q5DvO+H3D4ISDVYDkqMbAA1wx2i8OZdJxlrbiSVRP4Y8jv02Oq9TUZMJZk3Sk9RxnMTGTXMfZmILguPBIj6mnAk1yGxrW8yVENXaeH8cZPRa1qSL32K9WRi6TCmc7sjvGdr6vN2yhH+/5wIX/8zfQ+PrX0XniCZz/1V+FFyN8biYYY8LAkGyR/57suQGCEQMUng/IjjOJYXD9+O8dwwYGSEhISEhISEhISIyCFM4ktiesArR8SHAEigrX4AWtVsRxNlU7BSUY/GhmDLjwXEh6Teo4E4QzdHvOqOOM4PSOHwQi8VP5iONMVRUurjHvtvpiQ3+dI8LZpch7+aqBU8bruXkD8J8p0Cx84b88jqPfHbgDzhK3WWEuhan5NPRZ4jgrl8GCwXtPERI6OLAbw7C7mMYFzOLzQdg3ZmR9HPjBdRx++yXMHmkC0wfCDimIHWeJjjMiSvgar/Y0LcC8/tqh68XBCF8f7TlzTH70umao8J5+HGd+9udQaJL+p6KP/T+4BjPnQ1d40tBgwCUinNXShPhsW+gdGzuniHIVgdmkwpmCjqJgUemKmxr/3hljPMEEAOB7mHHbqKd59tx3wluApiq4Ylq8HdCYRgAwfZ517YnAanEOVoY4urpuD11TccNufps/eq6yISdXKJzx4kDGyUJ1VDRyfL9ZfjbFrVMqS0TZnogzfw16+0gz+P3HWi24xGUzluOMEMGd7iWgFjkEtMCDRkidThA6w7QmT1Sec87A8R0sEeFsz3TyMUXR6znb6o6z9gjCudMY7/28VV4401I+AqaghQGZvzYkFhIAFEWBTqJsX6yOsw7pN7NovxkQG9V43OTvewuZBRRTRWE+I8tfo91mQ+gDo1GNUcdZXEwjIEY1GpF7ZYo6ihWGTq+Tpj6ko2rMuEYa1agb8cKPDxuIDE5g7Qo/g1UQoxpLkzjOwntvnOOsqmnwAID5QAL5u1H4Zdpvhv49uYdhUWYqiWoMtiyqkXfbURe9JnScVUYuk0Y1LmYXhQEncQN4/vSbz+GW3/kabv2dr+Fj950e+T6bBXd5Gc17I8WqQYDOU09t6Xv6XoAg4O8HNKoREM/7cXGsdAw/9jc/htv+5234yJMf2dAyehgmnNVlVONLHk5MnDogoxolJCQkJCQkJCQuD1I4k9iesPLQpkIC2dOzgMIfqtGoRi1wUaif4Z5fPhGKDVQ4Sw8RzgppA7ZuoqPx5L9fLgNpsUMsiqPTdwjLimI2IpyFUY1ktLw7IMkvRBxnK/OvgKPyRM+a8geYKT3NTQsChrs/+gwe+UrXlfKMGNOoKAq0aeKcCwKuK2TuIk9eKVfsxzAUMwbShob/z/uR+BmmD/T/pFGNDacxcBZEYBDHma/xJM4TBxQURuwPfoGhwBTtObNNvqcrbQU494//cegujODZReCpH23B6DpddIU/ngwGXIpENTLGUE7zggdrD/b9YiHZcaY1+G3fSAMtRcFit9vqshxndg3TfiA4DXrCGRAf10hjGplvIhXw03p9fdrcTlhk30UFmRtJXOPDZ8sbc5zNzwuOs0InFLzreV44i8Y0AqLjDADsphe6EmeuACA6zgDAJeS7kRpDOGvzZE3vMGikFPgR4pp+lnZXOGM2/x4trYbnKs8JUY17xnScAYOeM8Fx1nr+HGfA+HGNguMsFaCBFKKDFNYao0eT07hGz1ZflB1nNKpR6DdjLPZznTD54z6u3wwArBx/XbRc4EyNv7dSAj3qODswdSB2udRxFtWmD86K1/KVRj38LEmOMyCMaxwDZXKsaUayU03RItd/uvzUFDBDHGelk0CQQOY3iXCWnQNjLNZxBgCVvutsPCfduKCOJRrTCIxwnFm04+z5i2qMQnScje44ExxnmR2x30OiaNoePvS14wgY4AUMv//lY7C956fjq/7VrwrTgvbmx3dGQe/BAJCdihPONnaP+IOH/gDPVZ9D3a3jQw99COfqYm/iuGg7yevQHPKcxEsDSY4zGdUoISEhISEhISFxOZDCmcT2g2oCugU1H5J4NFaPIUDHCN0CmS5nWqzwPWfnj1cQBAydCaMaAQg9Z165LEY1RjF9AKf0K7hJ0ahGAJiN9JxlXbHjDG7Qq7LCpch7Le96LTfbgvUYUu0lvOyJ/4odFx8QVuXeTz+Lb//1cSyfqHDT914bLlOfLgqv8dfDSCkWBFhc4X94moeuFOaPQlEU7Cym8AS7AvcHV4szTB/s/0kjkjzmoU23AwAzNTyq8bGDCgoWT/AORcSZ1es5ExxnyyfBCEH11D7gt/+RhkvZAemrk6hGg0Q1OoGDKiEmWWdAWg+LatTq/Ps3U0BbVbFzM4SzThUzvi9GNUaFs9kYx9k0iVHzCkgxXnXpd5wt7IOZ4fddVJC5aT9PkD9ytiKQceM5zkThLGeH26KR28tNj8Y0AoBF1g8Q4xqp4wwQScOR6xn4CMhresKZ7+xENULe0s/SCfLwmQ6X8Turo7dwtHQ0Rjgb33F2/fPlOBvScQZMIJytrnKP9ZTfj2nsYa0+WjjTiXDmd158jjPm+7Cf5WOJrauIAOa2ACYKv9RxFttvBkDL8Pe+OOGMui8dbbD9kxxnQlQjFPQOwSvnxHvrcrUaRmnG3B/62KDjDFqyMKXqg2UqgnAW4zjzHaCaIARQx1l2Hm2vDY/Fn2ulXsTlJrsj/HUqnInRy8OizBSLv2dtXVQjfz4KwlmxyD3eSMfZYnZxpPN9udJGJzKQqd7xhDjmrULtK6JwtlXbuwfq+gaAzJT4PTluvnHw1DrvmDtWOpYw52gM6zhrdLzYgVgSLx0kdZzZ3vNz/kpISEhISEhISHx/QgpnEtsPXVJZK8QLZx29BaaEP6CThLPVM3XU1ztCXcg4whmNa/RLI6Iar/lR1Mmo3UKKFxxmsoMRvDm3DZ2MKlcY0Fuzi13hrJHdheoUL1zdmP4S8m1AZT6uPfox7D33NWF1Hv/GEvwI8aMowJ4joWihmCbUAi869Uakt5fOwCK/O3NXXRP3iTnsLoZE9n/z7hKfnIkIZ4SwAuJjkkzi5nH1AVEeAHjsCgUFc6PCWddxRoQ3k8SRPXSlgn//kxraloI1bbA+RkxU40rEcdZwGuKI/s7g9cOEM9R4Aq+RAlqqgiOZ7jYiwtlEUY2dKopBgAbRWNwJHWeBV4BFuKuee1LbeeVQx9lNB3jhrGF7OL/GnwfjOLlCxxlPsqbdLBgU1HPDHWeqpgodegPhLOzNUzQGqPyFw7UnFM4alxCQUqleVGNg70DVGlxj6GfpBHnYgRgZ2zGaXeGMRjWOfxxcl+Q42+SYq/aI+MTOCGGtB2+NCmcBGkRQ3JjjTHvROc7cc+cEcT9FHWcJYuBx4jhLEs6oWJFyGE7XTvNvQY6V8RxnMdeW7v87C+J94UKtNtxtBgCd0Y4jxpggnPlIFkwVfXBM6C6JErYKYU+ZxQ+6SOw5o46zzFxsTGMPpS1ynMVGNRIME87EqMatIaGp40zJUscZiWoc4ThzfRfrHb5nbjG7KDrOyHeQ9aYDgOF29Qm8Rn0KAMPKGOL85cK9tIL2ww8L06lzedPflzrOFMAwNeFevJEeTD/wBYcljX6dBMOiGr2AwfZe+B42iRcOScKZdJxJSEhISEhISEhcDqRwJrH90CWV1S6h5hDBpRfTCAAZOyS4p2qnoLDBj+ogYDj5KE+6QgHSOTGqrYe+cGYR4axSBtJDHGfX/pjQr1CgjrNoVKPbFjrOAMDqOnkuZkOR7jxxm2XUEq60vofZbgeXAobDz30G+wvDOzB2HCxwPU+C+6IrnFWP8stppID8ruFRjQCwsysG3R28AieDRf7J3a/s/0kJK0CMSQJEx9nS1M7+3599tYK1qUmFswHRniq6UFMGHPJ6M0Jort5+BB/8BypcI9wf69rgMkkdZzoDNxq96TaFEf1qZ/D6YVGNfo0nmBppBS1FwaFUOF1R+R//kzvOAqHjzB4hnNGOM+ZNIQ3qOOt2nO25RnB02RHH2UI+hf2zPBl6fo0nscdxnBkLCzAJ2Wn6WbRTs/B1XlSZ2yuS8rTnjDrOFAXQDJ6A88hI95HrWV1C4PHbqW2FjwN7YbjjjBXQYeJ6O1oLT64d5dwQALB3ZnzHWTFjYs90WnCcbYQUHQYqjCkqERE3GtWY9tEEfw6N6jgDAG0mpuPMfnEJZ7TfTJuZgT43x89ki72RNVXBBZ0/5hOFM9IrlYqLamxvpONMPF96xs7ZbBpg/POXGjWgMaTfDADGIOCbjg/XJyI4S97vSsRxRq8xSE2FF4dZ3l0eK5w5LVEAy84NFQ3KvQEa7uaSvB5xnFFHNDDKcUajGrdGRKKisJq+PMcZ7TcDulGN5L5JHWelpoMPGn+KvzB/F39p/g7+L/2jWH0ehLP6174KYaQXANZ5fqMaDVODoipC16wTE+k4CnWnDgb+M1WdjQtnnSHCGSB7zl7qSBTOZMeZhISEhISEhITEZUAKZxLbDz3HWUJUIy+chf/rvo18/Sw337MP8SPW0zkDqpZ8yCc6zsplwMwCWoxbrbAH2P1K1Nr8D7ZhHWd5pw3Nt4VIrVSXX1hNF+FqKVzccSv3/LXpr0FTfBRbPBFR2HUeP/Dz1wjkdA97r+XdcoL7oiucNY89w01fmsNYkYi7uo4zBhXvd9+PujoFQAFu/t+A3Tf159NVHWkibMSNwDfTPGFTTRfw3vdqeP8/1fAXd2ixyxkKc0DAKSqQPjgjRDVaXUKz+A//IUr/+mfha4Ntud4jNDULRkxU42rDhh+E+6TpNoU4RL1LOBVSOrKWGBXYAx1BHzrOVOzWK9115987a4iupETYNeSDAC2LkMgjohoFx5lbQIb0DfZEYG3HfsHNRSMAaVzjxXWeFBwvqnFBEJv0IIdGno9pTOcNZIviOUt7zuxmdx27whkAaCbZTi7/eNR6sspZUTjrOc6cBVStZOGsHRTQCfhrnqN1EKgBTpSPIfRddl+rKVjID3ExxuCG3VOi42wThTPX8QWhcWqePyns1njCmb8a03HG+M+7OobjTJ/hr4HeizCq0T7Ou6qtIzHiV8xAhGcN/hzQVR0HCweF+QBAzfD7KbbjzKZRjSEpWTALKFrF2OXSqEYAMLoDRYoZEyp4cWal2QAaovDBYYyoxnJTFFU7gSgu9qDog+dSPpkv1b0X0rjGUoxwRmMaASAzO6bjbHOFEl/oOJs0qlEUzrYiEi9ojug4K/L37KAyXIChMY1pPY2CWRAio6njrLV+Dj+hfav/+Ke1r6NcKQ9f+U1A/ctfiZ0edLZWtKMRjD2nGb2Xb+QeUbErwrTLcZy1RvSYNW0pnL2UkdRxNuz6JiEhISEhISEhITEKUjiT2H740Q8DALSpkKhyBcfZgOgougNSsFjh+19WTvMkVTqfHNMIjOg4U5T4uMZrfxRQFGGkq9hxFo1qbEEB6zt1ekgFIaHlqxrOH3wj555RWIBrM2H/RYHwapV0gKtfvRN3vfdlsZFY+67lhTJ9ljjOuiPSHdKfszyvI6WPJuV7whkAPMUO4p35jwP/x2ngrX8gzEvjGuOiGg0iLpkIXWaXZsLtUzALUJR4kTAWJNIwezAPO8ZxNvuP/zcsfuA3MZud557rC2dX3Sl2nDHADxhKXYK24YpRjWaXzNk5NVzso0RgIw00FQWzwTqAAIrGk8CTOs5UAIwIZ749OF72TamIHra6rmPn4Z3c/MwrICVENXY7zvIFIaqRkm037+ePvVKVRF/GEOwUcVGNKtKo5fdx0+b25GKPEyqc9d1Pxf190V6NOM4CRUMQ8MsZKZytngZYgnBmL3DXmPioRn7fdvRwnrbfhGIMSNxdxTS0BME8CdfvntrSjrO4GMbijszIeSiY7/dF/R70tI8G+GWNF9UY4ziLiEx+wHDfc+t4fKkyclkvFGhspbkvxg0cIwbSmMaDUwdhaPHOazGqMRTOekIJYwwudZzp4Tl8YOpA4nVZN5KjGqczJnSFF2fWmvXRUY20gywGJSKcmZqKhptM3KsR4SzNyLbsDSKZIb2f6/x9E4AY06gaQGpKiK3j1rXXcbbJUY1emRd94qIaHT/ZtammxO8AzBnt8pwUNKpxVMdZ0GoNXQ/qOFvMLkJRFDGqkYjN1qXHuMem4qNVvjB03S8X3toaWg8+GPtcsMWOMyqE9+5tBvkOu5GOszjhbJh4PAptd3gUY0MKZy9pyKhGCQkJCQkJCQmJrYAUziS2H6Z2AQiJeABCrF7UcbaIwXO054xiWL8ZMMxxVgn/iItrvPbt4Ws6/A82UTgL31thAbLdKKae4NBDX9NgwIUdr+ae2+k+irwWknEZwqOsdYvJ9l8/i7f/yis4YaC4I4OF/bxYpU0T4azbgeKf5J0Fa4vjubp2EUHoQs0G0sXYeYXR3nFRjcRxZhHRYqKYRoCLagSA7MGs4Dhb+JE3Yf5f/ksoioLZNC+QljQVPgDc8E7BcTbFwseXauE+bdp1YUR/yrGhsmB4vxniHGcKWqqKrL0CqCJBOJHjrNsHZJk8+eU7KjoRsvupb30W999/P55++mmsr69jZh855t0CNCqcdYlerZAXohoF4Yz0nAkxUeM4zubnBZcWFBXlIu/AiYtpBACLCmc9EUdVgYVrAfBRjX6M05SKuxTByhlhWtsCGNMQOLOocI4zIpyxouA4s/UBqaylBiTunukJnJddXLerEOM4m5wUTQIVxVRVQWGOP/bHiWr0KxXA59dLSwVCVOP6GFGN+ix/TvsdXjh7/18+jJ/+b9/Fj374O/jPXztOX74tEDT440TLxwjnMfGTQr8Z6c2MQkmLjrO218ZKKxSxfDdAEBA3ZtdxlhTTCIRRnVQ860U1TmcMmCq/T8vt5uY4zki/WTFjDI2KizrO8iA32lQx/J86zuKEsxbfrYXMLKAo4znONjlWzF/n16UWc9sYRixTxxkAsM7mE9EjhTPScQYM7zmjjrPFTBgjTQfv1EmXXaH0hLCsTnVVmLaZqH/tbiCIF4XY89xx1rsH067ZjfRgxrnLLqvjzJFRjRLJkFGNEhISEhISEhISWwEpnElsW2i9jjMyQjgqnM36A6KvWH0OCpIjhMYVzqq046w3YjtDRITcIrAnjFMUO87ioxozrg21u4605yzVdags+graBu96OlC7B0CY7mgRg8UlY7CcxYNTeOev3YzrXrcL19y+E3e972VCPCV1X3ilMpjvQz27zE0v744XHih2FXnSs9p2E0f+0tHecUQiFU8M0n8zuXDG709zTodDIigXf/rtfbfEbIon2QNFQUVVgUM/CF3nj69dSgUAsFIPf5g3mheFEf0qgLzT6nfBxYG5LoImT4w30kBLUaB1yihYopMka04unN0S8ASC5Sr4o8KAkLyiyHDrrbfimmuuQT6fx2qLJwwNtygs2vBagAKouRxMElFqtz2wCNF+aD7H9f8ZxJVlpEYLZ2omAysl3rrqxHE2nyCcpUjPYScaG7gjFM7USFSjr4nEMSUVKYK188K0jgkEziwAjbvG0C6ltjKLDot3nAGAag3O0z3FGPvICFy3awoO7Tjr8PvpctCu82JFKmcI3ZKd5miC01ulZDWDbgVYIL1e1bYLxxvuRKCDBbxexxljOFdq4QtPDEj2P/7Gs6i2x4uSfD5Brw9qLkY4I31Ny2wGx03+vneVxd9buGWSXqnumAycrp0OFx/jOnG08IY0TDgDxLhGHYOoRoucY5VOc7TjrDOagKfC2UzWjHXB9BAVzgoKueb2oxqJ8Fg5C3hEvKWOs66LeZhwNug422rHmegKHOo4ixHOtiI+MKAdZyQ2NFY4G9JzRoWzHdkdAEYP3pmvPy0sy6vHRG9uIupf+XLic1vtOKNOsl7HLO2ajTv3RyHWcTaGUzQJozrOZFTjSxtJwpmMapSQkJCQkJCQkLgcSOFMYttCLXQdZ2SEcKsrnM2n55F3B2Sc7ncwPXX5wllsxxkA5PnYOlzzttClgjjHGRHOulGNuQgpluQ4e7nDExapzjpm1kIyx3cVKERsuKjzBF9hLo03vutqvOlnrkFxQSTWad+Pv74Od2kJqs1/htaemGjKGMRFEF6oxJM9o/pFAKBGXCYm07jPnLfGE/T6II6zdjMAwG/D6LExE+MsXE8XADMLfXoHN30HwmNxpRb+MG82ROEMAKbsxlDHmV8Xe3d6HWcA8LIZcTtl9UmEs5Cs+lFXfJ+/NfP4XqpLjq4P+nqqdhVOwBOqllMUXq97LajpNBRVFRxnYIATGdGuqgpuPjDYvvSMHMdxBgDm3Aw0cv6AdK/N7Y2PskyRdeQcUjuuB0AdZyJxrI9YT7/Ei9CeCrgaENjh8VOJHMPUPdcJcmM7zvbOTO44m89bKOTJZ2Ki82CjaBPHWSpniPGYY0Q1eqTfTLMCKCpw3cHdwrzrzeHEmE4GCzBfReAGgGfjXIkXKlyf4WtPj3A7vQAQhLNMzPlPHGcX2RROUOFMSb4OUbEi1e326/WcxfUc9R1nUwcSlwtAiBGOOs5oZ2W10wLqvPBBz+9xohrLxNlYzBhDHS/qMMeZlSCcsQAon+anNYnomw3vpcPeu7wFHWdBuw1GnFzVmPvTJB1nAMCcLRDORjjOFF0XxOJhjrO4qEZAHLzDfQdhDHs7x4RlMeog3ER45TKa9z+Q+Dzb6o6zLXScbXZU46iOMxnV+NJG0gAA6TiTkJCQkJCQkJC4HEjhTGLbQkuIavyxG96Gf/qyf4qP/fDHgAZPtiwuJhPa6VHCWWZIxxkA3PgPB+SdngZe/c8BAEHAhB/sBdL1NNN1nOUipJjuio4zKwCudvjPsGv5O/Ca4bRoJ1UPS+pk0TfaDHFflEuwSb9ZLQ2ohGxOQtrU+p+vh+Vq/A9VISbJEYWcEyVxxL3hD8jeiR1nJk/ANVs8ia8ofP+doRoo6vxr1jPF8LnZPdz0aXQAMFzqCmeN5ip8TUGLcI1TTnOo48yviPuwmQJa3f6qKwv88xosaOp4IhOAvjsjZYrOnFwH+PW5WTQUBSgNhDNKPAKA5fLnhhK4UAO3L3LTjjMAsFs8eX3T/sFxJTjOxhTO9IUFMa4x+ryuxIrGQIzjLEqu77gOwHDHmW6oUEf0igVl3i3TMQEoCgJ7AQCGdpzZrol2wLsrOMdZKuI4m57ccQYAh2LcpJvVc0ZFsXTeEOMxx4hqtFf4bainw2O3WJwRet3W6sPjGrVZcRCA141rXKmLxPQXn9zaTqMoXNvHA587hW//r+Ooria7jYIGf7yr2RjhjHScndNS/WtID4fd5P0c13EGDBxnlGT3FQ++Ei5vfyGmcy0C6jjrCWdTaQNZkxfO6nZLdJxNH+AfbyiqMYyeTIKitQD4UBEgr9CoxqnB/6QHM3rdBAC0iEMpE7okh0Y19jvONk8480lHIDB5x9l2iWoExJ6zSRxnvahG2g3KfQepnEU+EPeR2ha342ahcffdQiRtFMEWbOsokoSzzeg42/SoxhEdZ3UpnL2kIR1nEhISEhISEhISWwEpnElsW2iFPBgAlxAdP3DkDfgXr/gX2JPfg4A4dRb3JxPJ2RHCWc7UoSpAjUQ1BtUqmOcBh34Q+MdfA37kg8D7vtsfed5wPDBidKOOs0JKh6EpyEdIsbioxutcDUbEDaUEPnZevA9uUwMLAN/myce2CVz0JiN19FnScbZegn2CF86W5oC8Nb5AReMalxMcZ3S0d5xw9vSqOM28HOHM4I+JM6W9/DrNpAQhZJZ07qynw/fUd1zBTdeZgiuUC/2oxmYnHJleI0aggt3EYowzr4egxpNJHQPwdAXtbnzkokXIvEAkM4eiK5wpKqAaPPmUbwPLho7/ODvNOc5W27xrIvBysBhPphleGwoAbaoYPrY0KERTEnrOIsKZSc6bUd1hPYQ9Z2J8ZQ+zO1NQEsQtK0PiJFuR9YvtOOO39cg4SacpiBzt7qUncELhjO84owKggqrHu1ujjjPVqAJa+Nn3FJPF2GG4eq8YexbnJtoI2qRzLJU1h4uVCXjmqdPcYz0VEreqle9H3/aw1hhOjKm5HKDzx5Zv94QzkZj+1vE1wUW8Vbj7vz+D733uFB7/+hL+9j8/Ci+hx2e8qEb+WDpJhOgp38dCPbmvKa7jDEh2nDlaB1AABQr2kahUCsFxBgX5lA5dU5Ej1+i21wKjHWdzfIfhWI4zIpyl0yP68BQGRW8ghxgBMxW574zqOWsSh1K2K5wNWefSFjjOvBIf0+ipQMsKB4dEMbTjTFWhENfilkQ1tqijMkY4I3GNkzjOkqIaue8gy4/ELsuwy2D0S94mofblrwx9nrW3NqqROsl697etcpwN6xgchVFRjQ3ZcfaShuw4k5CQkJCQkJCQ2ApI4Uxi20ItTMHXUgg0nrTpxeox3xdGKe86JBLCPYxynKmqgkLaEKIagQhBs/sm4NZ/wo1+r8X04eTJaF1FUTCTNZFzkqMaUwy40eZfN7/2KCynBhYo8Nqq4Dirp8NR7JOMqKSOM79SgX2cjyc6N6cIBNMw0LjGy4lqfPxiTO/ZZQlng3VjDDhRvo57+sDL5ugrMKvwxOJ61xGhz/BRjS6zcJv6VN9x1uyERCUd1T/lNIY7zggB2OjO2otqLOgV7nnPM+FP0kkVIWw14jrLtcPlfCafwzfqJ/vTV1q844N5Bcxb/HbpuSbVfEjiK6oCk7jOOGEKwI17izC0UNQyBOFsXMfZPMwhwtn8gWLic4KIE3VIpYvA1F6o5hDhbNQ6Vs8jcPnztC+c9RxnnHAmfo6Kv4t77Jk88aOZy3jfY59C9q1vwMkffTuc06eHrxPBDXuKsEkfZKe1OUIRjWpM5w2kqFjZdEd2qh1/5jT3WE9194mVx1yO3yerI4QzRVGg0+uerQJOsx+zGoXjB7j7ma2Pa2SM4fTjA3dSfb2DpWPl2Hl9KizEOc5sftDBaXLLu8pxoVTOJK5PUsdZXzgjxLTb7Tfbmd2JlD5cxKXnjc6A6Uy4glMp8lkUR3RtUbFqHMcZEWjTFn8eKVCgK+RerddRoG4zYBDVCAAzJK6RCmcbcJzVNA0uAAxxxE0Kv8QLeLUMAEXBXJq/5w1znAGi62wrohpZi//cymU4zmzfRqnDDyhKcpy5gdv//sQShLMpVkNtkwYWROFXq2jedx83Lf2KV3CPXyjHGb2PO+3N6Thrus1EgWMU2mRQQYF8z5YdZy9tuH6CcDZkYICEhISEhISEhITEKEjhTGLbQivk4cSIN71YPerqAIDM/BRmd8d3P2UKo106U0nCWTmezASAOiETFSV0r1HMZi0+qpE4zvZ7GuYC/pTcvfzt/t9uUxeEs56zab09fgcHJZDBGFoPPsRNWpqfTDjbXeSFs/OVhKjGYaO9ERLJj5+vwiGkvukP9t2UlSyOxsIY7M+Stw9lmxe/Dt+8g74Cs4TTXzdC4t8gcWMes/Ba9cm+a6XRJa5rGd7tNGU3h3ecUeGsuzlbXfuWAf75wLdwej1ZOBLQqfT/pMJZPsJXfiCnolQ9B0Acsc/cAhbTPBPfO4Z7saqASLhR4SxlaLhuV7gPTdI1N65wZoyIapzfn3yMCH1bLZd3EyzeAC2i6HkTC2fnEHj85+qYAGMKAickrJtGCn439lVlvtDX1gr4c3SabNNXlB7HW0/dB/g+7OPHsfYn/3X4OhFcv3sKtsIf5OdXkmMCJwGNakzlDEGsZEyMhjxRPoEPPfQh/O2zf4unzldhr/DOKD3dJU2tHOZIR9soxxkgxjV6HRWw46MaAeDzj1+Mnb6ZcNoefI8/H5OEs6BJouyyorDASFTjeXKuX+W4Yh9XdJkJUY1L9SW4gQuHxLU5Y/abAXFRjQqmu4JqweLfN63WoTASyzZ3mH/cGe1coY4z0+TPs4JVEDotFb2OPHWcKSoQdUvTnrN1EtXYJMJZt+NsVL9TRVO31HHWG9Axn+ajJkcNvFFS/Pm2FWKOENWYHsNxFhNxDAArzRVhWlLHGTD4HuIvPRy7vGmljtXG5n/m+te/AXiD66Bimsi/5U5unqCztY4zKpyZXTGK3ufcDYhSSQ7LuKSBcUA7zubJfUB2nL20IaMaJSQkJCQkJCQktgJSOJPYtlBzOaHfTDeU/g96vy4S52o+j12H47u5MiMcZ0AonPmqhrrBC0GTCGc5S4/tQJrNmZxwRqMas6TvKeOWUKyc6D92mho8hz9lG+nwNWttQtQNAR21DQAe6RM6NzeZs4u6qRKjGslo7waJFju93kKt48Emm2+zHGcnOq/j12fawuJBcXmzpHNkvev8ouSvy1J4jfoU1qrhvmx2xRzqOJvzWsgPiSGkBGCz+3Gb3fd1HP74Y4GFoxcmIJ8iJLPgOIvwgSVNw2/f+5tgjGG1RaMaC5gzeQHE6Ao+WmEgiFoZMlI9Jj6pF9e4YcfZ/PxQ4Wxub0yMXRepLL9+gcd48nDH9ZfpOFsShLOWpYC5Myh2yWCmqEN7zih2mDwhdMM67xrqHD06fJ3o8goWfI1fx1MXN0ZmUrRJ31g6ZwhiJcDHNa60VvDuL7wbH3nyI/j17/w6PvCtP8YMcRT1HWdmDnM5EtU4ouMMAPRp/r4wLKoRAL51YhX1LY5rbNfF5Z+PEc6Y74NRYSHGcea2+W12yeKXf5XjAJUzELKFe8vM8Pe9lAuAMfjMD8UzwXHWFc4KB2KXF4Vu0KhGoNh1nGVJD2VKjRGuZviYXIzRlVRq8seFZvD3paJVFNxXql5HgQpnVh5QI+s/SjjbgOMMCK+/W9lx1hvQQT+z7Y2IOrX4+zuzR59vk2JDHWcJUY0XW7zonTWyfcEsbkBQw2kAjEG58Gjs8maUeqLAfjmof/nL/Hq+7nXQZ/l9w7YgFjMK2l221Y4zYOM9Zx3ScUadx/S7uMTmgQUM9//dSXz81+/Fl/7fJ4QBMtsBSY6zYb2WEhISEhISEhISEqMghTOJbQtFVeEV+JHRqQh/EzQI0asoUDMZ7DpcFJeliBFtcZhKh/NQ15k3RDijUY2FVPz7zGZN5Jyo42z4j7mD+lnOj+M2RMdZvcstTSKcKYYhjNymODeh42wXcZxdqI4X1UiJxMeXKgAAR6GOs8sXzhgDTnRu5546dPOO2C6sWZcnBteVkLDRLeo4MzGltLDQOgY/YGh0I2HqhPNbYG0otPwrAr/Gb4dGKpy35zhrRhxjAMCCFI7FRFomIiqcWTz5dF2D39ZfW/kePnfyc7FRjbNE++s5ztRcRDgb4TgDgJsPzEBlgLZBx5m+sJAoNikswOyuYcLZcBGHOs42JJyRqMaOGcY0Htkx2E7VoT1nPPb6/L7eV+EJ8WFdP3FQFAU66bBZujSBg3EIKKGWzpnQTRWaTrZJZJt/9rnPohUZSPBM7ZuYJrGDWqrnOCtgPrcJjjNb6wpn8a91vAB3PyM6VzYTNNYSANbONYRtSEUFANBiOs681uA4aSsKqgb/2Q47btiD1op3KKuk40xlgNHd7GdqZxIdZ/sL+2OXFwUddBBGNYbnYkrjhRmLCmfZBSBNBsTY9UQBsIcKjR/V+OVOWVOC+0rR68grVDgj90saG1lfBqJuP8FxFr7HKMGgpG6244zfz9We4ywzoeOMRjXam+u+Yp4H5vD33DhHpVakjrNK7PIuNnnhrBfTCACWZgkdbw23AZROQksQNqdRx+omC2d+vY7md77DTSu85U6oaf5ceL4dZ33hbIs6zoCNCWeeH8Dx+e8u1HEmoxq3DuePl/HgF06jttbBcw+v4tG7z77QqyRAOs4kJCQkJCQkJCS2AlI4k9jW8HL86NuUOSDKgjpPrKq5HBRVjRXOUnkz1gVGUUgQzvzSEMeZzf9Yo/1mPcxkLeTcSMeZmxyNpuoKrtjNL9dtaolRjZMIZ4DYcxZFNQPUM8pEAhUVzparHT7+rotRHWePL4WECnWcmV5EOLMmFM66+3LVuxI1fyf31OGbF2JfMmvzIsJaEJJ6hslvf4+FxM1r8CRKTQfN7g90GtU44w2PwUuKalQ7+/BI80fRqpLP7Ft4ZlyHUBBw3Ueaye+X25wsisRh97v3/y5OlE9w05hXQNHnP0dfOIs4zsSR6iKZddP+aZgxnPdmOM7yWhOakXxrM9O6IJbazcg6Ll7PufJ8QuobQ5yDAGIdZ20T8O0F7C6m+87DSkQ4G9bXBgBXtnmSal+JJ66TCORhyBABcaU0flRj6+FHcPaf/CKWfuVX4Cyd557rNMWoRkVRBKdfVBz67oXv8m9grGO6wx/ferrXcZbDLHWcjSGc6TPEcdYJO85WYzrOevj8ExdGLvdyQN15PdC4xqApHh9xjjMvss1OGgaiJmaFMVzpdrd5QlyjQoQzALC6q3imdkY4l3sdZ+NENdJrp8GUvuOM9qPpKhELcgt8xxgAsCAUARPAGEOJRDUGCr8d4xxnsVGNKSKcUfcbAJS6/ZBuR1yv7BwYY0JEnUIGDmy+4yw+qlFwnI0gllWLRjVuLhEdtMXPHOs4o1GNCQMGaMxwL6axh9jI6AS3GdCNatxk4axxzz1gbuRaaRjI3XEHlBR/DrL289xxluoJZ/z1mjrTxkGSQDbKeRmHDom0BYCFPH/dkFGNW4dLp4mb+dTk+3CrkSicjXDUSkhISEhISEhISAyDFM4ktjWcLC/wpLTBDyMa1ajmQyI6UzAxvciTLpn86JhGIOo441/vV4Y5zvgf64mOsxFRjVHsftkcsvv47i2nIQpn9czkUY0AoM0mC2fn5sJlTuY44wkMxwuw3hRJYUE4c6hwVglfvwWOsxPt13KTC/NpzO+L/4yzJPJsvSsYxUU1AsBt6pO4VG2jwcJjoUb45yl7uDDiVyvc40YKWKwdxE1H/x3urb8HxvH/HXONPf3nWWDh2LjCmdMISeYuqOPM8LP4jTXewVR361huLnPTAncKaSdeOIt2nNGoxjjH2XzewsGiSNJvhnA2nR0eI6YoirCOnNhTPAA1O1i3yR1n5xC4YsdZ4Cwga+nYPR0um49qHO44O1I/gZ4KYngMi+RyxDqdiXuHCqTzsVSxY8VuiqDTwdL73ofmt7+N+he/hAv/9t8O1iNgouMs33UVEcev3d3mHa+Dhy/x3UJm0EHO4z+P3nOcmTkhomssx9k0f83zbBVOq4b6ELL1m8e3Nq4xKe6KxjXG9XnGCWfMHsx3nMSq7vM8ZHr7N0E4UzPiMlPdVTxdO53oODtYOBi7vCioW1cHMN0VztI6fy3QFLI/czuAVMx1v5NM3rZdHw4h2z3Gb8dY4Uyro0AdZ/S9jTRQ2MNPW382/J/GNAJAZhZNtwmf8dtvV24X97isacAmxopRx1ktG15DqMvO8UdcMwXH2SYLZzGOSup+BGKiGsd0nO3I8t+lhMhotwEsP5K4ftNoYDUh0nWjqJGYxtxtt0HL56E+D31yUVAnWe/+ZsQ4zsa5P/TQ8Tro+PHrvhHHGe03A0TH2bBrucTlwff4fe85opD5QiPpOtbx4wfySUhISEhISEhISIwDKZxJbGu4ZKS3hQFhQ6MatUhc3K6reHdBZmoy4axqEcfZ0I4zEtWYjnekzOVM5MeMarzqtkWYe3hizm3GRDVu0HGmTycLZ0tdHnES4Wwhn4JGXDxxPWdxhJUfhGSi5wd48nxIhDpDOs5mUsnrHgsjA8YUPEtiGg/fvBAfn+jZmCPCWdltIGCBIJwFMBAwFbeox1Beu4Bmd3G04yzbHi5y0ZHzzZSCay8N1ldhFm459yP9xyxI4WypNV40UYdfNu04810db2618dbGcHGPeQWoxGlgdIXgnmgNAFaaCCQxjjMAuHGnGBdKyfUkqJkMLFqQ1sXM7OjbGo1r5IQzVYW2+5r+w41ENboevw5tK4xqzFo69kyHBwcf1Th820+jgbQfkve71sMIPYpJ4xrnpklvkRPgfEI3YRSdp57iroetBx7oOyfsliek56WyXVeRsM3D4+KRlUfgBDzhVYzZHP2OM0sUztYbozuX6GAB31bRrFfE+SLXMccL8PWjWxfX2E5Y71GOMyWVgqLH3GecZOHsKidyjJdPxb4vjYkDgF5N2pnaGaHjzNE6SGkpQZiIA712GgyY7h4TVDhTVLJdcjtExxkgXNuioP1mANBh/HU4LqpRHcdxBiT3nNGYRkUDUsVYlw3thitpmxvVGOc4UxUV0yn++1GSwNGDktraqMagOZ5wpo7pOBsW1Qig33fWQ8NpAMuPJq6frgSoV+PjTTcCv9FE81vf5qbl3/IWABAdZ1ssnCVHNZIuUJ/Bj3F9JSEpphHYoOMsRqihXZcyqnHrQPe960zuQNxKMMYSHWeAjGuUkJCQkJCQkJDYOKRwJrGt4Rq8eGOyAYng06jG/GDeq27hI/j2Xj2e2LKRjjNaSJ5PcJwJUY0JjrMVNcDuQ0UYRDjz2hrcNolq7Ao0q+3VxPWLw1DH2fzkjjNNVbBY4EnXOOEsbplNLySFn11toO2GP8YdxDvOrpy6UnAIjISRwUX3CBoBT5AevjmB7G2uYZZ0afgsQMWuxIomHrOQUlyknv08mmq4f2hUo9moDR3xGlRJx1kamG7zZN/+ynWYaneP6yAkMo9dGsN1ZvPLplGNfif8rL+2XsKCl0w86awIjxzrcY4zk7i5nBjHGQBct8AfC57CxopT7SGd4CKd2ylGfFHQ2ECbxAsqe28Auq7HiYSzIABq59H0iXBmKgicBeQsDXu6jrPKmB1nltKAqgSYbYfrsXc1/jjyK5MJZzPEJWox9IXrYXDPnxemeaXQsRgnBKW7TrMksVKIaYQonCkag9oTSmMcZ6WWA88fTurqJJ7W76hoN/ltljE1vPYQf335whbGNbbr8URf5VILjXJkkAgRzuLcZgCgRQTYEyZ/fhyOdkglRTVqmuAuSvWiGqtix5mrdbCvsA+qMvqr5LCoRiqcQSHbJb8DUDWACB702hZFmZzTuqqg5fLzJ0Y1Ch1nMaJdknBGHWeZWUBVBbFAVVTsyfP3+JKqAUMinCeFX+KdxLVMeA+m0ZijHGeqRXu3ttZxphgGFFO8vutjOs5GRjWS75V1uzZUOAMAuzrZd6xhaH7rm3ynm64j/6Y7AIjiNXMcMH/rRAoawdgTzGjkcty8wzDMVbYRx1nvu2EU9D7Q2EAPm8R48F3i3rW3l3DmMx8Myd+xpXAmISEhISEhISGxUUjhTGJbw9Z4Etz0BgRzQBwyWm5Aqu06PI0f+LlrsO/aGdx81wG87AdIrFICBo4znqDzy5XE19So4yyh44xGNSYJZ49ZHlKGJghnAOC1+GX3HGfr7clGQ1MSOYqNCGeAGNe4XBFHSsctsxfX+Pi5AZlCO84MPyRI3nrlW+NdYsOgp3Ciw8c0Ts/rmNkVTz6juYqZGKJqrb0G3RQvmW6352zH2b9Dqy+c8fOovhcbt9aD0HFmAVPteWG+Gy68HkAY1QhgvLhG4spQc/x+8rs9QIWA4bdXeaK1Bxbo2Fucg012TC9uVIt0nFmEcLPb8eLA4Rl++9vAWI6nHtIzudjp81eMFsmHOs4AKDtf1nfmCcJZaohw1loDfAcdj5+nraWBwOo6zuKiGpMdZ5YaHjdXdkfT711LEs4qyesVt1wicFpMwVPLownNWOFsNRQL2iR60Ehp/b45i0Q19mIK71u+T1hescl/Rj3lQ1EAGFlA1TBHRFPGIPRZUcRFNdpN/vyZz1u46wa+B/GeY6tb5mRIimoEgPPHBueiT64dicJZ93xkGOU4O5P4vrRbKuWG+2KlvYJ2iycfHb2D/YX9icuKQnCcAZjOdEVVIuT4Krn+5rqDHKjza0hUY5kcD8WMiYpT4adZRcxl4jrOyPkYFxM5e4h/XEpwnGXD5VOxoGAWMJua5RehqWFH2ibBI8JZNaMgb+RhkWvaKFJ5q6MaWZv/LhTXbwaIjrOkiFohqjFDohqp46x2FiD9cwHj73V+YzJX/zDUvvwV7nH21a/ux1CqKdH1uVWuMxYwwTmUFNUIiLGOwzDMcbYZwlna0IR0B9lxtnWgjjNvmznOhrnNgDA6VEJCQkJCQkJCQmIjkMKZxLaGA55EMCMjzGlUY9RxBgBXv2Yn3vZLL8er3nYFNG28Qz3JcTYsqrE2puNsNmsiF4lqVFkAmrblgOFYKoChqdByOaHTg2LDHWczs4nPnevyiJN2ie0inVVxjrOMnhHcCfUuYfVYt98MSO44u+vgXROtEwAEiIlpvFZLFuCaazAATBHxbL29LpC/QOg4A4Dp+uP9aVQ4A4YfQ1Q4c6wpmIFIoB1ZvRWml+4LZ0cvjBF5RIQzPU+O7VoT6O6T2zod/FRNFOOYV8Dhogrb49epJ/5Gzz06Ut1pxxMs82le/HAVhgdPxwt3cUjPi8dnqr0Kf0GM+BLmS4gN7GPHDX2HkzeJ46x6DgDgevyx1VJCwpcTzsZ0nKXUcH/c1HXL7E0wPtCevFGgUVyh42wM4Wx5WZjmrYUr1SEOqnRELIsTK8udMo6WjgrLK5LNEY1pBICZjAl6+q7VhwtnOnHZMl+FW+PPyYW8hTuv2wE94ny0vQB3b1FcY1JUI8DHNdIoOzUXI5wxBrPbxbiuqWFfVgS8cHY68X1pRJ4VWcVGk7+mu6otxA0mgQ460Flyx5mnEvdgruu0pc6vYY4zIpzNZA2BsJ+ypkTHmerB0KhwFhfVSISzXsdZgnBGHWcFsyDEDpc1bdOiGoNWC6zNL6uWAQpWYWLhTOjd2uyoRuo4SxDO4r4P0Xtn22sLog11nNHI6HqFF5IvsSIugAzAaG1OVGPQaqHxrW9x0/JvubP/txITUblVPWeeG4CadHr3N91QoRAHeNK9PA6bHdXYJkJN2tSQtUThLAhkl9VWQIxq3F4dZ6Ncs6PiaCUkJCQkJCQkJCSSIIUziW0Nm/HkutGp9P8WoxrjHSiToO84o8JZKZnQrxFHTVLH2UzGQJaQYrrJExNPmz4UY3BaxrnOuPeOdJxNUn6tz0zHTi9ngWZaQUpLwdTG64XrYecUT/hcqIo/VBVFEUmrrnD2RIS0px1npp/CLYu3YGeOd4OMg+XjZbSDIjft8FVDCKBmKALMUeGssw7dEC+ZPeGsF9MIALYBOOQwSDqGGGMC+aeoi7HzGoGFay69BugKiUc34jgr8AIz63QQZHf3H/9KqYJ9Fk8aBl4Br0hdgsN4QrPX06dFhDPqZLJb8SOBfUKEuQAeOpMsLlKYC3PQiVMr31jCenY0oWONcJxh4Zp+pOVEUY3VJQAAc/njpKmG51suseNsiHCmhPv4TU4YGbhnkxxnVOC0mIInlzcW1eiv9RxnPHmVinTQxAln91+8PzZeqdjgp2mp7rFihceZrqmYyfDXp7XGcPJfi3HZ+mX+3FjIp1DMmLiNxjU+vjVxjUlRjUAonPWu6TSqUcvECGdeBxrC7XScxNwpgY7d0RjW2nnAiycalQwRziKr2GmLjrODUwcTPwO3etRFDKV/v01pJDqQDJwYOM6IcDak46zcjHGcETI/LqoRABgVzuKiGmdIVGNrHWiXY6Iau8KZLQpntGssdJxtTlSjVxKvpdVuVGOccDbs+4NiUsfZ6E7BSUCFsyTHmVYogCrmNKJ2pSWK3LSDjzrfG3V+MMDjwRUoM34e3S6PjIMdik4VeOi/o/GJ/8ILmpqG/A/+YP+hStx9ABC0t4b0j3OQ9ZxmiqLAJK4zdwJH1+ZHNfLvnTY05Czxu3YrJtJR4vIhHWcSEhISEhISEhIvVUjhTGLbwvcCOD6Jd6oPSKmgzpPNWm6yaME4JHacDSGlx+04S7sdaIQkzu8ekCQ+GB7pxjT2YOwdLpw1uhynG7gTjeKNI5GBjcc0AsBuEtWYFLtHl1136rA9H89E3FO2xhO0hp/CW69468TrBAAnHuKJtDn9ORTzQ0b1N8P5ac/ZensdiqIIzoleVGMjIpxBUQTXWRyRCXTdJESk09lC7LwAcP3F1wP+oONspGBK4sy0KZEE9tODuLUMY/j307dCYYPj2Ku+HEewDAb+fNS7JK9aGCxTjGqMJ9tc0pHhKAzfOz2+cGYsLAiCU7p1Dus0Zi0Go6IaYWagZcPjeSPCmUoW10RInkcdZ5WxoxpD4Wxf0EaqlcZCJX4+Kr6OAt1PJgNW6zZWasMJJicuqnEtPqpxlOPsu8tivxkgdpzp6e65GIlYo/02o4QzNZeDopOvPDUxqhEA7rqBF66/cWwFTduD5/i491PP4nN//BhOPnL5nUfDHGeNko3aWnidGqvjzB6cC8cNfluzzg7+yx4L+u5ICjVNoxoHf9OOM0cbP6qxQ5wgBgOms/GOM5vaCXvCGRWwhghnJSLYT6d1QbwqWkVYmiXck1yD3B/iohqn9wMKuRasnxzfcWbFOM5UDdgkgtcv8wM1PBVoW6FgR4UzYDjxrJD4QLbFjrMk4UzRNO5eA4gDBmhMY97II2vw54sgnJGO2CeCK1Aiwtk06ig1NygY+i7wp68HPvtLqP/FH3FPZW69Bfr0QECl2xrY/O3dA70HA/z9jcY1bpbjrOpsQDgjDqeUoSJvid+1Zc/Z1oB2nAU+g385QvImwwuG73fZcSYhISEhISEhIbFRSOFMYtsibjS+HhHO/BFRjRtBXzizeKKFtVqJcTl10nGWT+g4C2Ii8Ao3z6FwZArnNB+fyzhY0xisCLlrDnGcNS3A1wYE4yRxjUnC2VJ38P1GhLNxohoBMSap4TZw9EIdrj8gVv00H51k+Wm8ef+bJ14n3w/w3MO8cHY49ffDR/V3HWezMY4zQBROPBYSXQ0Sa1QniUuUyOwhiInYs4Jk4SzvTONQO4zarLRcXKqNIAQIuawVRbehb+3iHt/YrEG/9Muw1+5A+/xPwa28Cjs6F4XX9TvOIv2CJnGcOS0vVtyjpJ2rAMcu1oTzKQn6/DzyDZ78V+3jWO2MPg9SpG/LpsIZALUQxrNNKpx5AEyXRDUi3J85S8NU2kDO0jnHmTk0qjF8TgFw5KKVeNMe6TgL+O0d5zgDeOcnBQsCuMui+6rXcUY7uzjhLKbj7LsXxhTOiOMMgNBzNko4UxQFWp4n5BUSgbhQCPf1ndcuQiNxjV8/uoIHv3Aaj3z1LM48sY4v/ukTqFy6PHcQjbakWDoaCsm0HzFWOHMiwhlxnDn2bpQZcWQnxDUKHWcRrcC3+fPYnUA4awc8yWpAQbYbfUuFM0dVwB2tSY6zIVGNFRLVmMu6grtxygrP8fk03ydJB27ERjVqBjB9gJ+2/qwY6ZcZP6qxrqlwNslxRh3OtQwARUHBLMS6yYdFmQlRjZ3NJaGDFv9dIUk4AwCN9JzRiFqh34y4zYCYqEZyHD3ODqIM/jvQjFLHSn2Dn/vUt4DyaQQe0FjmhbHCW97CPVY0DQo5f7fKcUbvwYqqQIt+/yTfZTer44wK2ONA6DgzNWRj7sUNe7zvDxKTwffE73BejPD6QsH1h+93KZxJSEhISEhISEhsFFI4k9i2aJPOGoX5UGsDEYQ6zmJ7XyZEISGqEUgmpmnHWSHBcRbUeELaV1TU0inMv3kX/irv4LgZEouc42z3EOEsw5++kwhnepLjbG7jjjMa1bjasOF44ojUOMfZ45F+MwDQis/yr8HUhtZp6ZkybNJfdSj1HcAZJpyF21EQztohIaobVDgToxoBoJHmH3sJUY3UKeQrQN4Ryb4oXtEc7L+jF0eQUJF4UwBQMkVx1L7GC3X++rMolefgrL4FXu3lABRkmyQCiwXQfBtKKsURfdTJxFj8yHbRcQYEDHjkbEWYNw76wgIOnvo8co0lqL6DfWe/Akc9hdX2aCcQjZMUOs4AaDMhmT6ZcHYOZzUdJllcIwgdTFlLh6Io2F1Mo2Gk4XW75XRviONMGVznrr+UTFQlCmdn7gX+8BXAB68CHv54f7IgnAEAA548n3w8eaurgCsSVF5iVGOy46zdcHC+IbrXADGqcdBxFhHOBMfZaDeINsUT5mqTJ6QX8iGpPZ01cduVfA/kF564gHNHeUfk2ac33nvk2n7YMRR9//38Na7XcyY4znJEBAM44eyEyW/rwF7EOcaLQ4nCGe046+5uhSnQfZ7QT6etvvg0CqJwhn7PZEoXXTadnuvMyPa77QQBq5N8rFJ3UNoSxYeiVQQgCmdtnRzjcVGNADBL4hpLz8U4zsLjiIoFU9aUIJwBQDnYnBhEb52/31S7X2kKZkGIxgSGdwSJUY2bLZwRx1lMz1cPtOeMXvcutS5xj2m/GRDzHYREgz6Z4DhbHSHOJ6LrRG5eTCHweGd6NKaxP5l8ftbZnN47Cpc4SM0U3/0qCmfjCyXD4hg31HFGhLOMoUPXVKRIfHZjG4k530+gUY0A4G2jnjNnxHWz7W3NOSQhISEhISEhIfH9DymcSWxbtIhwZjgNsOrgB3dAOs60TXCc5S0digI0jRR8hT89/HJ8jNy4jjO/xpMFDSOFtZYDm/wgjTrOhkU12jniuJjEcVYsCl0hALB0WVGNhOxhwKWY2LecSUZ7O3U8tjQgWRRjHW2Td5ylWPII9GF49kGeRNthHENBXx3TcSZGNQJIjGpsku1ZJzFHfrkS+3ZUOGulVRQ7vJB1avpx7vEeN4XFbmnQyJ4zOrrbKojko8IT0mz9OWExapkXznSvBQVMOO+oKAUAdksUpgTHWdcN8uCYPWf6wgKy7RXc+uDv4o3f/hUcOvm3qGSVsc6DOPcThTob9r4JwlnC+Q0AqC7hNEQ3R1sLt2/WDF+7ZzoNKErfdaayALoXf0ym1MH+vXYtmfyJjWoMfODTvwiUTobdS1/8131i30zzx6cCBSaAJ5eTCc+4fjNgIJwJjrOIKyyV5beb7zJowWBa4OXAuhGkYlRj91gZFtU4hhtEL/ICiNbm7zEL+cEy77qB71P8xrEVdEj8X6u2cZGDDgwBgEM384L5+W7P2ThRjZ1muN9cAM9R4ayziLM0/jXRcUaFs/C8NHwx3m+xmOyMpWiS66nBBtdL6jgDgHbvepqLvAcVsIY6zvh9ZRHhLK2n+4LdbJoXSRsaId/jHGcAMHuIf7z+bP/+0UfXcUbj6QpmAQWrAI18zygxBwgun5CmDudaOtyeBSvecTbMkaFQx9kLFNUIxDnO+O0qOM4yMY4z8h0kGrN8ns1iDVOoEIfmtNLA6kYdZ91BJ7VzvGCZuflm6HNixx7tOXu+HGd0UAjtONssx1nVrk7UyQsAbYd/71TXrZojcY0yqnFrQKMagfgBUS8URnWcSceZhISEhISEhITERiGFM4ltC0osmm4dQbMJ5oU/jH0aXxU3Cn9CqKqCQsoAU1TUTJ68iRPOHC9Ah/yg7LnWKPwqFc4yKDUcdMhIWiviaBoW1ejmebJxEuFM0XWBgAKAc5cR1VhI68iYPNFy/FJMPKXJk58Nt8E5zoypR+DoPFEU2MrERIvn+jj5KE9iHk79ffiHO6zjbLKoxnp3ZDp1nNWJo4dGZ/Wnk+OimU0hZ/Nxio/s/ioaZoWbdpMdLv/YKOGM9gClpkTykfFEvN4pYwqD8+vKnAunRXrnuiN4aUSqmdLDXMEInJies7ioRgB46Ez8dqLQ5+eFaeUcsNoa7ThLZUhUY8sFIx1M2o79YFAQEJJ5VFTjEhPP/5YeEqE5KyKcgXe2JvWc9aIaAWB/aYhwFuc4O/cA32XltsJpEJ2BQBjX+NSQqMZk4Szc5lQ4Sw2JagSAlDv4/H7zEAJ3BmAsJqqx5zgbXONnycCBcdwgWpE/7jVCsvaiGgHgzuv4uMaOG6BB7kmXJZyRbaVqCq54OU+it+suSstN+M3RUY31bmTdWUOHS0R8317EuTGFMyUhqjFOONs9K7p5klB3+W2tMfTPuTjHWbu37XMR4YNGNU7gONN0/tyJOuWo46yskwtYknA2cwX/OC6qMRsumzrOCmYBqqKiSO6HZW1zes6ow7kWcZxNKpypFu042xxXXA+CcJYdIpyNcJxR4SzOcSbERUfu3U8E4T6tqvx+mVbqGxfOGisIfDGmMU9iGntQ0vx8wVY5zkYIZ3SQCHWoDcMw4cxnPppDej3jQDvO0l2nGR2oJqMatwaxjjN3GwlnI6IaO5vUHSkhISEhISEhIfHSgxTOJLYtKClpOKFA0Ot72QrHGRDpOSNxjV5JFM7i+piSHWc8Id0w0lhvjnCc7dwZ6wwDgGCKX79JhDMA0Gb5UfalHNBKdUelmwnRVEOgKAoOzvHr9PtfPgaXOA0oaVVqV/HsSo8YZjCmHoGr8T9yWcBiR7wOw9mnSiRaKMCVqXvDP4c5zhoJwlnfccaTS88F+8KXEeGsSkbpewkdZ3TEfGNqEQq5NJcyF/Hk4re5aUdcDdlgDMdZnHBGyUdHBxT+cx1UBgTkbYUVdAJ+v+ndbUjPO0VVhIincRxnTjcu65GzFXhjlM6r6bQg2lWyylhRjVTEYQywibinzu8S3GbAEOHMbQPNVSxDFIg6XeEs2xfOQmI42nNmJPScRR1nmUoyURXEOc6Ofk6cdjF0L8Y55ywGLFc7WE8QoZKEM7/bcUZ7KaMdZ1bGEARVyxtcL7zmIRjBLLIdwCAfc5yoxvUxohppRK1qk6jE/ICwnsmaeM0V/DXSI8RxexMdZ+mcgcJcGvkZnjRfOlqOiWoUhbNmI9z/J2g/kjsFBJnxHWdpXrTIdKPlTF8Ut/bOJA/soKjGkKyuE06Liw7s9JxY+YhwRh1n9NoWAe04U3X+mt+LaQSAuTQvWK5p5BxPjGokjrO1E6ILLpvQcdZd5nRkPQBgXVU3RTjzSVRjrbtb82YeuqpDV8g12hviOCMOKJbQ97pRBO3Nc5xtKKoxcu9+PDgIAHBNfvDKDC5POGteshC4/H09/+b43lY1RaMat8YtQx1kguOMuJLjBsAkYVhUIyA6MEdB6DjrDjCjPWd16TjbEsQJZ659+c7YzULUcab7JjIOf80e1uEoISEhISEhISEhMQxSOJPYtqAkrOmGBLJfq4EFgUgmbrFwFuc4o/1mwLCOM+I4M9NYa9iC4yzacaaYJvSd8aP6VSJ+TCqc6dM8MdTrNwM25jgDgHfexBOpRy/W8d/vPc1NozFJy7UyemYfNXUOqrkORxN/5E7SrwGIMY27jKeR07pkYpJwxlii46zUKSFggSCcnQz2AgAaKq8KlAn55ccIr0BMVGNuF/fYM9bhaQ6eWbgXrjoggzUoeIWt49mVuiBOchjDcRbU60BxHzftQEQ4e0NxHTZ1pXWjBWlfGjAe4ZbkOGs5Pp65MEIM7K3DAi8GVMZ1nGXFc9Qm0W5aoTCZcFZbBgCsBDwh3dE1BIoKU1NhdkXxnuOsMoZwZqnhdc53FXit5JhIjzrOGAOOfl6c8UIonKmqAoNEcVnd+LynluOdPEnCWdBqIWg20W5Sx9lAxFFVRXC5pbwBQe43D+Oa+YOC2wwAtFQvqnFwXZoXOs7GcJzRWDQbUBGeO4amYJo4EX8kEteoMUAlptfLcZwJ7ry8CUVRsOdq/rq8dKyMoEkdOaJw1m5UAAAnDNpvFgpPscJZjIuX9kvNIHwvgwhnrmrjYPGA8PokVB3xGtDryFEURYhrjHecEefXkKjGEhHOfIU/v6KOs7kMFc7IV2PqdOuBCmdx95VMgnDWHZwym+LF2bKmDR/YkYB23cET9yzhzJPhAA86UKOW4QfFWDp//gx1nAlRjZsr5DDiOKMdX1FM6jiLjWokg3dcRYHdPdyeYKHjLEjzIvu0chkdZ81V1M/xnyn9sutg7IiPOlVTL5DjjNwPTIt0nE0QzTfMcQaIDsxRoN+T093Y4xxZx6YthbMeWBCA+ZvjCosbuOZto6jGXsfZztqVePdDH8DPPvTb+IETP4NuAvjQgQESEhISEhISEhISwyCFM4ltCyGq0ekJZ2FkIyX9tE2IagQGwll1DOGMOs5MTeUcY9zr46Iamw5sN9lxBgDm7vhR/cY0T+xM7Dib58nCpUha1UYcZwDw7lfvxzU7+dd+6KvHcaE6IH7oslealf7fxtQjABAvnE0w2tm1fZx6nN8eh9N/H5khgYjqVIHuyFXaceYzHxW7AoN0nJ0LQnKdRjWW6fGTENUYECeineGF0pYVCoC20cKJue9xz93o6GAew6m1IbFHNM4sJXaceZWKQAIfVAcE5Ktyl+AE/OfpRTVqefG8s0hcKXVzATGOs8jfD44Z15h7wxv6f/sK8OgVYcfZqFhP3VShkji2ToM4zvL5yYSz6jkEAMoB/3xbD8Wj6Mj43RNENXrZ8HxxqkO61QAEFdIbs3oUKJ8SZ7w46MujQpbVffkTCXGNScIZAHQurgpEWpo4+6hgmeo6znx7Hjor4k2HrkaxQa7rZgC1t+kiQqPgOGs6CILh+12b5SP5fFtFBuG1Zj5nQSHu3rdct6Mf12jFLHozoxp722r3EV44Wz5ehtfgjw0tRjizm+F5/iztN7PD64kgnNk1oC3e06jbZyoItzN1nDlaBwemDgivT0I5VjgbHC/UddaJ6zijwllCVGPb8YUIZR/8NhzXceYpBhATJQkAKOxOfg4AFBVIh/uTCmc94W6a9KuVNHV4lHAMPMfHX//O9/CtvzqOz334MTx29znBcVbt7ta+cEaubY6ffCwLjrNNFs4EYTgjHt89CIM+KoNrVcttCds5NqrRFO9Z9a7D8Ymu40zJ8PuliAbWapMLmgDAqpdQX+KPk8Lrb02cnwqHbKs6zshgJIOIUAYZAONG7uPupUtY/eM/RuWTnxTEGT/wRwpjkzrOWuT60XOcCR1nUjgDAKz+8R/j6I0vx7NvfjNaDz982cuLdZw520c460U1vnLpTqT88PpxeO1mLNbD81k6ziQkJCQkJCQkJDYKKZxJbFvQGKyecBbUa0JMI7CJjrOu66BmEeGjEiec8T/S8yldIF/7r4+Lamw46HjJjjMAMBJ6zixCAk8qnOXf9APc47+/dnA52KjjTNdU/N8/dj03ren4+O3PPd1/TEd7l/vkpwe98BgAIFB9+Aq/bScppj/9xFrfzQAAihLgCuu7kYUlEGDNwTakjjMgjGvUhY6zAi6xIhoKfzmtWjwB7cUIr4DoOHNNfoR8KbPS//uJnd/knsswBdc4Gp65MISkGsdxVq0Cs1dy03qOs1dfMYN89QRsRqIae46zvCiyWpkxoho71HE2UCYePBO/rSjm3/8vYLznp3Hf1Qr+759SUc4r6PgdNBLcWz0oiiKIOJ3maMeZqnjQEoRxVM9jWdegufz53+o6abIRUjI+qjFeOKt2HRN2lawvMc0x1+WdG3FuMyDsPGuFpLopCGc9x1k8qekMEc4a58XrD43EpI97UY1+8zDe9rJduHrugOA467vNAD6qMc9HEvoBQ6U9vOdEn+dJdK+jIoNQBJgviALIbM7Cq68IByj0tk0UrbozcfdiD52GGNUIAHuIcOZ0fFR9/hyL6/N02/HCmd91nF1gs/AYOXYrZ4TlqBmetM/74fKocOZqNvbm9gqvT0KpIwoz0Wu04DhTYhxnNDIxgZwvt8T3shn/nSEqnNGOs6qm9YX8lpJNjEuGqoo9Z1GkZwBVRcCC2I4zAJghol3oOJtMOFs6VkazMhCznvr2eWGgRjSqEYDQczaMWN7yqEbacTYsqpEM+mjXbXzzL4/hi3/6BI4+Ix7PcY6zuO83DVXF2WAeFYTPaTl+v2gKg10fb0AHRfv0uhjT+JobEudXyfYONnl79zCq44xGLve+gwW2jVP/4Cew9kcfxoVf/z+x+p//Mzdf3amDgb8uZnR+n46KcqRoEyE83R3AlKPfx6RwBvf8eaz90YcB14W3fAEXf+u3L3uZvife57ztJJx1B7xNdfjzdrYZ/n4a5qiVkJCQkJCQkJCQGAYpnElsW7SI48zoRTVWa/DrIjEeF1+1ESR2nMVFNRKitkCcNlHQqMa6mUap6Qgj46njzNgbL5xl53gSeFLhrPDWu7Dr9/8jij/9U/izX9iF53ZdflQjANy0fxo/dQtPqH7hiYu451goANHR3s2uyKHljnM9NNR1Nkkx/bMPrnCP9yxUkdEiRE1SFFZzEPNnAJgK+H1zqnpKiGo0mIJ7g+vQJFGNUVEECOOo4ggwv8ITSJ7K//C/lB6sUzlzCeX5Je75m2wdx5KEM8bG6zgrV4CZeOHsJ2/aA6w8jU4QH9WoFcRjhQoyToygIXacDf5+6HR5LEFCTaex51/+a3zoxzU8dWBw3ozVczZCOFPzeXhEODPQjnXpAACqSzhpGEgRzr6lhYJANFJqOmMgY2qjO84U4KwROhrtGr9Nj+8WyXxOhE0SzoC+6yzJcfbkefF4YkEAd/lC4iKbF3hSWYmLZqSOMzc8przmIbzn9oPYk98jCGdKOnIORq4ds1nRDTgqrlFb4GNQfVtFTglFChr92EMvrjHOcRZ4bCInbBQ0ijjVFQKzRQvTizzJvG7s5h7H3eu8dh0tRcE5nd/mPceZBx3LjHfRxPWcUbdLxguvdzSqEWYAQ0u+31FU2h5cQqZ7kfi1FHFutXsOXi6qMUY4C8T7QqnJn4SaqqDlxTu+ANFxBgBrevi5m0qyiANguHDW7TdruA1BSOgJZ9MpXigtqZM7zqg7v7bWgVuu8NN6UY1d8ZE6/IY5zoTowM12nE0knPGDPp5K344nv3keJx9Zxf3/7QJ0fyAIFswCMoa4LEuzYKjEqaSqeJwN9qVVEI8Jv7E+/IPEwbNhr/Hby5pyYUyZCS+IcZw9X8IZjWokj3tx2a0Hvgd/bfB9s/pZvkszLqZxX4GPgqbOwFFoE5Gm7zhLyahGCvvkSf7x0aNwL11KmHs8xEY1OuK0Fwo94UwL+PM6b4cDXzqb0BspISEhISEhISHx0oQUziS2LZIcZ369hqDJk8xqNgtFS4hQmxDJUY0VYd44x1kSxKjGNBw/wDohe1MGiWpMcJwVFnhxqmJX+nEl40BRFEy97W3Y+Zu/iYcO8D+AL0c4A4D/44euFvqCfuNvn0LH9YVlewhJwl5MY3/9TJ5oHNdx5rS9fs9LD4cOEpImiZhs8oLbroDfF//hgf8AT+WPSx3A3f4rhahGKpwB8XGfUbGDAfAZT6SuZngRqHz4Oe7xfKBi+XhFWC4AwOv0oyf7sAoC+ehXq8AsTwAfVC4iZ2n44YMa0C7BDhIcZznxWBnLcUYIrqjj7GKtg/OV8cjjlJ4Sjqm11mgReSOOM0PpABefjF9g9RxOGgbShH9ud7uEoo4zRVGwZzqNijlcOLMyOp4KuiOmK1Q4C+Mpo+j3/dSWgeUh8UzdnjMqcJpdV9XZUgtV0vnmra4CbvL1pbXKC7SpnAGFiMlxUY2Mqbhx7pW4Yc8Udud2Y5pENdrpyOPIOWXqav9a3cNafTihr8/zcYXMVzHlhfeVhUK8cPaW6xahKvGOM2DjcY1JUY2AGNe4njnAPY4TzlinjlOGARZxRylQkFUGYmFszxmBmuaFBqv78ajjTLcm+/pYbjnwyCaMEvfUcdaLarRTETcYdZwBgC26zyvk2C2mDSEaLuo4K5gFmCovZPTiGmtshHBGe86iyIbrHhdb1xOwZlJ85HJJ0wBvMuGM9n/6XgDb58/t6gjH2TBHxpZHNbb5zzuJ42w1d3iwHBfYUT/QfxwX09gDvWfUVQVPdmMaAWAqn0dg8OeZ6ZQFAWckmqtwm0SQynuAk+yKFjvOtiqqkb8HmyMdZ+Fn99b4+6t36RJY5N5AhbO0nhZdnRM6zpI7zogAOkEywfcrgpZ4/Wjdf/9lLTM2qnE7dZx1hX+dCGcFOxwsIoUzCQkJCQkJCQmJjUIKZxLbEowxYUS+2XWcBbW6ENW4WTGNQEQ4o1GNMR1VNdJxNlQ4q1HhLCSHliv8DzpLHy+qcXrHfmHaemcDI6IhEnsb7TjrYTpr4td++Bpu2tlSC//lnueQN/h9pahtQO1Azz3DTc+SyDBKDibh1GOr3I98VVNwxUFCbifE4kUdZwDwdoVf15X2Cu65+HVumsGAzwevwhmFF6MaWh4+iW/0Yo6h6HHhmFNgjP/hX0nzYh7bW4de5EnPzOkhnW0UqaLoOKtUwIjjrKC08A+vTSNdPhauGyMdZ13xMc5xRp1G43ScWeTceWjMuEZAjFpbaa8kzDnASOEspuNMRwe4lCScLeE5czzhDAjjGqPXGDPmmExlDHy3GQofdo1f33PzChr8KTIQYY99IX4de7gYL5xFXVVPXSARokNiGgGgVeJdI7TfDIgTzjII2nvxj2+/Nnx/zcJihyeNG9HDjggnczn+PFgd5TibnRWmLXQJ3IV8vHA2l7Pw6itmYx1nwGUIZ8QllI5ET+65mhfOqlNXIlAG+youqpE5TZwgMY37CvuwM3J+nhtHOCOihd4VuA2f3z6pIe7qOFRarug4izgWBMdZVzhbQzHypnHCmShKlUhU43TWFMj8qHCmKIrgOlvtCmdVRk4yimHCWbcni7prNEXrR9eJwtnkjrM4N3bH4pdby4QCRs9pdTkdZ1vvOEve5tGYYU+z4JPjJirwDhPOckQUo46zmZwZRm1GMK00RrpaBTQuwWmQ7rCcD9jJwpmS5j8T60x2PIyLUVGN1IHWE9qEAUCMhQMruqCiWMEscA5PIF5MHoakjjP6nVt2nAFBW0xUaH53C4SzbRTV6AXhftcD/jtBz3EmoxolJCQkJCQkJCQ2CimcbWM8+OCD+K3f+i3ceeed2LNnDyzLQi6Xw1VXXYX3vOc9+Pu///tNeZ8PfOADUBRlrH/33HPPprznKNgtD0HAk2xml3zya2JUo5YXicSNIimqMc4tVCOjWwupZDIxruMMgOCsoY6zJOGsuLAHusqTBpPGNQLhD0on4Emzy3WcAcBP3LQHN+/nCeD/es9zqDb5dVZUD0bhUSjqYFvqqo6ZQpGbb9xItBMkpnHfdbNI5UjMWKLjjN9+P5Xaj1fvfDU37UzrNPfYYAoYVJxSeJItYCnYGf649EvDHWetDE9su6qNhlnhpmXNLK64jScEd7eBpXMxRFSscFYQOs78ahXfK2XgMJ4oe+dBF1gJBc1Ex1lMx5lJHGdOrOOMJ12u3Mkfc987PX6fDBXOxnGcWVki7jX5dVQyGfgGT+AabJjjrBfVyF+3WkZ47NEult3F9MioRitr4NFaFhU7C6/Nv/7cnIIGOaz7jrOjRDgjbp4kx1nUVfXk+cmEs06VHwAQK5zlyPt5WaT9a3DntYM4vvk2/7pS9LAjMa9zJF5xrTFcxFKzWRAtG7NOBQCwkBc7znr44Rt2Pr+Os8PTQOTtAs1EtXCg/zjOcaa6onB2qHgIOyLdbeMJZ/yxonRs5M08TI/fPtnsCEEpAscL0LA9kPo/riNHcJypCgKmYCV63THz4DYMAHTE616FCGczGRNVci2kRD4Vzta7wlnJHyWcXZn8XDeqkQpnU9ZUvwuVCmdhx1lClHAC4tzYnchyXQ1oW/yAGCqcDes4o51bcF2wmA7QjWKiqMbIvcuOiJ89RAXeuH6zHnIKEVxUFU8GB/qPZ7MmlCwvtE8rdayMcLUKaKzCbRAnV26E48wijrP289VxRhzICY6zuO/C7sWL/b/jRGo6GIs6QEchqeMsS6KzaQrESxGsLX6/bX73vg33cbKAIfBfBB1nTIHG+GO20JGOMwkJCQkJCQkJicuDFM62KV7/+tfjlltuwW/+5m/iq1/9Ks6fPw/HcdBsNnHixAl89KMfxete9zr83M/9HBxnY8TddgYdjQ8MiOWgXkPQII6zmLi4jSKx46xSEX541idwnAU0qtEMCbmLteGOM31+XhjxDQB6sSiQfRsRzuqOGHW1GcKZqir47R+7Hlokrs3xA3z47nPCvMbMvdzj1+1+HTKkw2icqMZOw8W5p3nB5dBNCwDtOXFGd5wBgJabx++97vewkB4Qzp7KE2c9qloh01lgwc0Rgaoc4ziLCGfNDC+IVVOrgMIfczkjh9t+YB86ZPp9Xzwtfh4qnBlZQDMExxlzHHzm/tMCsX7EuASshsJZhzjO+h1nMaL1KMcZC5jQj3H1Xn5bPXh6fMfZXIa4RTah40xRFLAMT/bprNN3a3FgDKy6hJOmgTThVfuOM5M6zkZHNSqWCi8Anq3s5KYHmoILM/j/s/ff4bJcd5UwvCp27tMnn5t0g3SVriTbkmU54IRtyThghAM2MNhgg+FlBsPHMMDLO/MNDAz+mBkGXoKNjbHsGXDCNmlsbDlIjgrWlWzlcPO54cTOqeL3R3Wo32/vqu5zbtDRVa3nuc89VV1dXV21967q39prLdRlirNOFTjyDfrCje+my2tPAlYLqQwda8Kqqu+f2Bhx1mbnLy0hzsouVdWl7RzesP9l0LXhowjPOFvOhx5TmP3pTIETZ/FFbUVRoGUo8TLVs/qLUpwBwGsPLCDNCZseZPeqcdARFGfD85XOG5jZSb9refLywd8y4kx3mnjKoOd8/+R+bJsYFuHHs2qkjcprt7GnuAeGR4v5Exu451bawXflVo1xxFlbUbGOAlaaoXFCVUW7RpnijGWcTWT0WMUZIBJnA8WZlxVs4ghiFWfBPmUKnD54xllTVdGNUSPJIFWchYizWhaAopD7+oYUZ2mRVD6Xdo0bIc7UQiFoBwC6Zkl43RhTcVZgxN9xdQI1DPvcVC4FJUuJsynUsbJR4qy5HKE4E5+7+uCKM+88Kc64il/IOGP3B6vjwPd9uBUJcXZ6mH8p62tnqzgTrBoHGWd0zGtaCXEms2p0Tp2Gvbgo2Xo0ZGozAHC6WyvjTPfE318pNwvTycRODEiQIEGCBAkSJEiQIA4JcbZFcerUKQDA9u3b8b73vQ9///d/j3vuuQff/e538cd//MfYsWMHAODjH/843vWud52zz33wwQdj/914443n7LPiwIuRmtOG1rPicGt1uNyqUWJdtVlEZZzBtuE1aVW31h5Pceb7vnDMfatGlynruOJMURQYvevdhzoxAUXXMZM+e+JMFtJ+LogzALhqWxE/95I9ZN1dT4mklZaiKrE3XvpGIW9jHKvGww+sEKWiZqjY+5wZgCmHImf0M+IMuVlMZ6bx317+36ApwfE4KiUIjJ4ShRNn8FIAt0RkM7V9y4IfKhpyxRm3aQSArJFFLmdisUTbyfIP1tBl2T6CGqNndcYVZwDwrfsP44hPC43K+uGB4szymFVjnOKMEWdcLSiz+Llud4ksP75UF6xQo8AVZ5shzrpN8bPcDO0HmtcFVh4DeJZgax0rvoWGqm7IqrFppGH32pUhsWp09KBtLVdLZL0yZcLVFDQZCeRWKsBTX6G5dpoJvOR9IFIr3wOWHo5VnB08TtsqJ84Uk1oiddp0HMswG0UA+Mrig2Q57eTxKy95FVmXYwquxWKYOKPXYybHcqnGKGprTGlY6ik/ojLOAGC2kMK+CbnyaDOKM9f2hPEszc7XTpZzVi5dEfxhGFBN8dyabgtPSRRnC6HjFoizygnApX2TkxZ+u43d+UsExdlUURxDotDPy+NWjXaIPJdlnK34JdF+k9s1SlS1PONsIucLqupRxNlqj8ytI4NqO2Ycys3Ks9eASMVZwSzgjseXcffhNZTMKeFt5Q1aLlsSezqBOAMl7DaScSYoznDu7Bp9ywKc+DYYhqKq0IrB9+imxDY4tlWjRcmFwwrtb1M5Y2C12cekUh9pB8vhLp2AZ7Pc2tyojDPaF/yO+Jm+7+Oe0/fgLx/4S3zr5ObcJ0ZZNXLFGfzgPY5EceaEFGecKJ5ITQjE2YYVZ+yZYZhxxpSDieJMyAzsY7M5Z1HE2VayarRcC5on//1V6E4lVo0JEiRIkCBBggQJNo2EONuiuPLKK/GpT30Kx48fx5/8yZ/gzW9+M2688Ua88IUvxK/92q/hgQcewOWXBzPQP/GJT+Ab3/jGiD2Oh2uuuSb2X04y0/18oFVj+WahwpNbq8K7EFaNKfG7cuJDVJzJf7h5zSbAZjjXOZnTA1ecAYCxi9o16j1CRpglPwZhwMEVZ+EclHOB9736ciyE7MLgG4AfrcwrGAW8bOfLYLCivj2GVeOT31siy3uumQ6KPyYrxEVZNTbY+csHhebr56/Hr17/qwAAR6MF2LSiAPABjc5o9b00tElaFHWYVSPPvWtlqLVUJUO/DxAozgBAubwIL1yIdnw88u3TdONOhS6ng+JVeNZ+H0ajjqOMOMPaU8Dyo3B8Ey5ooVV3YjLOmFVjl1k1ykLlr9k9CTOkPPJ94P7jFWE7GQSrxjEI5FGKMwDw0sye0usCrgWsPkE3rJ7AISP4zpw4a/WIM17g2zmZARRlkHPWV/CF0e6pCjtVFng/4eK62esExZlTrog2jXtfHrTj6f10/ZnvC4XRsOLsdLWD09VhP+HEWfrAAbLcZcVhrjhrWy5+UKPEWcYpYDo/7Ju+bcOs0350uBgaDxmhL1o1ji6O6ey6F7rBeY+zagSAyyblxfwo4sx3XbQfeAD2ktiHuU0jQBVnALDzSpZRVdwLVzWhSe7BXceFrbSxrNPrub+0n4y9AnHmu0CNqhCUjPg996a3E0ICACby4+dglntEVpziLK3R/bdUBSv+BFa5oo+TVBKrRq44y6TFdiFYNWY5cRa0u5qfiyfOFAWY2id/rZ9xxtQ1J9cUvOuj9+InPnQX/vwri+B3w7XO+GpbALDaMsXZkPSpZoMTX0zFWDXGWJnJFO/nSnHG1WaAvA2G0VdMn41VY6FNiZtFlmc6lUsJxNlmFGfW8eN0heLDyMVnnKkjFGffO/M9vOtf34V3f/nd+MD3P4Bf+sov4UtHv7Sh4wIAmxGuJlOccQVa8B5Xmvdrn96gVWN3Y8RZVMaZQJwlGWfSjDNg8zlnriO3eNxqVo16FHHWmU6sGhMkSJAgQYIECRJsGglxtkXxL//yL3jb294GTRN/uALAzMwM/sf/+B+D5b//+7+/UId2QcAVZ2bIxsyr1S+IVWNHM9FlGWKcOOOKmCirRq8qFgn6Vo0cXHEGAOYOSpxpk8Hs6OkMLeystTc2Ux0QibNzpTbrI5/S8Z/eeDVZ57nRReqb99yMlJYS8zUkZEsYrZqFk4/T63PZ83uFM27VOLbibFhMfeeBd+KVu14JW6VtU1dbgOJAUeisXN9NITVLrw8vOLmsXbSynDgTFWc5IyicX7Z3Ak8Y9Jw8+PVFeG7oOLgao0echWft91GwWyJxdvRbgNVA1xOL9YbdV5xJiLMRVo0y4iyfN3DtTlrMvm/MnLPZLFOctc7eqhEAPEaea/1ZyzznrGfTCABpgTgL2rqoOAv6f7Vn16j6HnSmOqt7wbU0q/TYUpkyfuaKtwvE2eqZQ8CTX6Yrr3xd8P+26+j60z8QFGcZFgB28Fhl8LfFiLPMc55Dli2fnk9OBH3u4CKaGUo4mm4Kfkgh6qyJ49cTRQ0eAOhpQKPHy60a15oiicXtdTVGtuW7bSgKMCNRyIWxLStXpLUlxJmzsoIjb30rjr79HTh0y2vR+OY3yesddpyKAqSz9Hxtu2wCasjm1lc1VCYuldo0rjctrKToPg1Fw67iLmLVWEEeDbCxkNk18owzALg8fQkhJACxj8eh3Msc4z2MEGc6vSd0FAUrKGGlwQqeXHEmsXwrs4yzdIruQ1VU4T4nTELpTWAZqTgDou0aIxRnS5Xhdf3od46ixKizskQFHgdOgABUcVaXKM7O2qqxc24K0TLiTM2NIM56imkZcWaG2mmk4szuIN+i95YlZdjuVQUoZSIUZxskzuyTdDKLkXUD8W+M4oyfb7+XcfaDlR/gF778C/jZL/0sDi4fJNt84IEPbDjDaqTiLCX2cavtwF05Lay3z0RbNUoVZxskzjo842xg1ZgQZxyyjDMAaN5916ZyziIVZyOeyS8kAuJMfg8vdqcSq8YECRIkSJAgQYIEm0ZCnD2D8cpXvnLw96FDh57GIzn34LP4ieKsXofLFGfqOVScFXvEGRRFUJ05jPjgQeSD9zJwZZELZWDhxiFTnKX208KcsTMg0jhhcC4yzvjM4HOBH7lmAS+/PHSsMcTZG/a9AYA4+5nb/XEcOriMcE3ASGnYfW2v8HUWVo19KIqC3/+h30cpR8+P5rswJmgRCwDgpZGfo4U3pxxNnLmqQYqdAFBJS4gzPSgqXrlQwH0ppmJc7+DI90NtgBeVQ4oDbtdYsFqCVSNawb46nti/NLenOJMRZ4wEsFoOKdjwgouiKtB0Fc/fTe2yvndsPOXFZpSX6TwtuHWaYvtyWbsZEGdLVDmF6iIO9/KlMl1amGoPFGe0PU/lTGQMbaA4A8Scs0rPwmy6TouMqaKNV6W2QWXk5+LxB8VrfvmPBP8vMOLszA8E8iPPVIj39c6/73mwT9Fiaea5lDizdTpWhhVnvu/jI3ffDStN1VeKrxBS1Vmh45ejAuWcEqh/UmI7ExRnoaJ2y27hl77yS3je/3oe3nv7e1HuqXj0Ii3KZ60OpnMmyVmTQY2Ydc/vVU65jOM/93PoPhJYnPqdDtY/ehvZpl0X8+AUlcqxzLSOuT30+pYnL5cSZ2sNC2dM2n73ZRdgqAYWJsJjrYJjHr1noHyMLPKMMwB4Qek5KColdnzyST0yVPrEGctlHMuqkRMVaWbPJ7Fq5MSZZtBCcilVgspIYkG1qvWJs6xg/Shg+lL5+t79gxNnvjtsg54PFJkCe93eIHEmyzhLTQ30yNUxiLM4KzPFMAJ2N4RzZdUoJc4kbTCMgeLMFK0aw1l8kYqz5YeFjLNKSGU/mTUD0jpL78dTmyDOrCU6GcDI9z43JuNMZcRZu1nBv/vqv8NPfeGn8N3T35W+51D1kECmjQJvNwYjyjRDhabTfmJ1XLhV8didM8OxnZNiMsWZzCI8Co7rwXIZcWYGx8UVZx3bg+3KiZ5nC7y2nCRyV1ZhHT684f25tvx8OhHrnw7Yrh1j1TiNrpNYNSZIkCBBggQJEiTYHBLi7BmMbqhwEaVMe6ZCUJyFZucGVo30h7useL9ZFFL6oEZUYzlnbrlCljlxFqU4c6u0SNA0MvAVefeTKc6Kb3jDgCxTs1lM/uRPAsA5yTg734ozICCdfvdHD8DsFWF8T06cbc9tx/Xz1wMQ8zXiMs5838cj3z5F1u25bgaG2esXBis2e46YU+VYorVhjhZTi2YRv3zjL5F1umsitfCPwjEpfgqFefp+l1s1VoYFpnZmluZQQa44yyNonFcuFHFK83Bao8WLB+8MWa9FKM6AYfGxj4LVwlFPPkPf8pnyymlD9T1A16FIipxcyeR5PpxQkVw2011RFNzAiLP7j1fGKoLxonfTbqIVRY72IJB7bYeq9QC4Bm2nQ8UZI85qizjUJ87GzDhTFAU7JjOopoakZK5FiaVTnouJbgOlLlWipSZs6CuP4cC+F5L1nVoVJ8LE+47nA8Vtwd9ccbb0CEzG3ZuMG+rnnDkrK4BN+0vm2mvJsmVQcjUTyh/79lNrONH5Abq6mOMWVvo5q5TwrOYAX1GwqOuAKZK3XCW22rAGBO2nH/80vnXyW3B9F9859R38xjd+A67nQivStpzpdjE7wqYRiCbuW6F7lVuv48R7fh7dJ58i29in6NjUbjBFVITabeeVLOds8gppnud608JxVjO8rLAbAKhNLiR2jUxxpqTTAkmidixsM6nq2Yi418nQt2q046wameKsrapY9ktYZedKsGqUKc6YelTT6FjA1S+ASL6vaYHSseZnN68469k/ciLB9+iYmXGZ4kySdxgH2b3R1dNwemR2rW/VuMmMM0VRBLvGc2bVyNQxSjoNZcTzrFaKVpz1lZGlVEloUwOcuh95j4312vAaT/XHLq44w8YzzuwV2j7NXG8c2YDi7NTaUdyxeMfIz/r0458e+7g81xOID5k1o5lhE5haFty6eG+NU5yV0iWhz7WddqzKMYyORPEUlXEGAM1nueosKuMMAJqbyDmLUpw5W0hxZnlWtFVjojhLkCBBggQJEiRIcBZIiLNnMO68887B31ddddU52efNN9+Mubk5mKaJubk5vOIVr8D73/9+lCVh4OcTfBa/EZqB7dXqcM+jVaOqKij2ssqqAnEWb9VYjMg4c2u0cBZl0wjIFWdaoYB9//SPuOS2j2LfF/4Pstc/D4BY7NsMccZn/p4P4gwA9szk8MuvCAqMfoTi7PX7Xj9QAvCCjR0T+r58tI7VE7QQdcVNIRJIlidnseJkS2JzmZsTVu2fpeoC3TOhgNk0+ipm8jmkZphVI2s/4XbBbRobZlnIUwOAXG+m/LaJNAoZHQdT9LycOVwbqrtiiDO1xBRndgunMA1HEYv4XaY4G+Sb5fNQWJEdEDPOAJpzFmURxYmztu3i0dOjZ6Zz5SUwui/wDC5AVJ25TJWh2iGrxrC8sbqIIxFWjVHEGRDYNVZDhNDu419CSgk+Y891M3jE7eKS2hnyHkX1YeZdYOlh3LD/5eS1fBv4u3DmXN+mERAVZ24XZoflW9k+wrF5D5+qomO7Qr6ZYprQt20bkK8+FNiMnE6HrBr/5ttHoOWehKPZcBR6gihxRq9ZubfLRUMHUjLijNvNeaj1xom7z9AC4d2n78ZfPPAX0Ccp8WJ2bcwV5OrfMLjdaB+tWkDWea0WTvzCe9F5+GFhG5dN9OCKs4ykLQLAzitof6jnd8HJlYTtKrUGDrP2ddlEkLtVyhpIhVQjI4kzRREUP16rJahTNqI46yvA+BkMF17lirMJieKMZ5yNVpz5Gh3rSxLChd9LHUVBVVVRxzjEmUxxNlQsiYozpmS16bVb2zBxJm+bfQVzrac4C9/bOakUR5wBgMqIM+9cWTU2KQkzSm0GxGec9bP4Im0aAeDU/Sgw4kxRh99nSJxRxdmk0iCq1nFglen2Q8VZNHG25tPXTEnzm83M4hW7XkHW3X7sdqx3xrM3Dqs9B8eWEvs0X9dZr9N7Xw/u6ho8K+h3sowzGVk9ruqM55sB0VaNgDih7dmGqIwzAGhtIucs0qpxK2WcudEZZ8Uk4yxBggTPNtz9V8Cf3wj83duBmmivnCBBggQJNoaEOHuGwvM8vP/97x8sv+1tbzsn+7399tuxsrIC27axsrKCO++8E7/927+Nffv24R//UVTVjIvFxcXYf6dP05s6LyyaIVWU3+3CXaPFAe0cWjUCw5wzUXE2JD583x9bceYxq8aGjMjpISVRnAGB0iz3whfCWBgWhHjG2Wp7dcMZBheKOAOA9758H/ZMZ4UZ9330bRoB0TYoTnH20DdpYb8wncauq0NFL1OSmWKzWblNpu5SVCBDC9cAoJu0kKRChcastuCmsW0iC22KFt54xlk4+645Rr4ZAOR6ljOKouDKhQIWdTZz3vbQ7RNAMcSZzhRnRasFHyqc0h7hM7tMcWY4vXwzZhXYh6yo3g0Vn0WLqGD76XwK+2boZ33v6GjSPmfkhML7KLtGnikFAF1myeYyElHt2/20VoH6kNAqV49jvaeS4Iqz1sCqUU6cVUKE0ETtKH7Y+xe88w9fgpt/4QBOVTvYXacqNLPoBMLEpYeQm6HF4XwH+Fwhj1rf9u/KYX9CdgqY2EX3VXtcOKZUiAe1XR8Pn6oKxJmxfTsUVYU+G5ANjp4V1JJ9MujIahNfe+w09GxgJ9wxaFGv0xiec5cRZ9V8cDCLui4qjQDMSgiv1UY3UKCuPSK89uEHP4xHM/QaG113LOIsSnHmOT46lRZO/PIvo33//dJt3FqNjMvh7wxEE2fz+4pQw9mJiopy+hJhu2p1HU8atK3un7w8eIuikJyzEyOIMwBQsnS89NttgZzhqtI4VJp9xdn4Vo3tfsYZJyp4O+jQ+1fHdtFiBV0XlIiSFfH5vRQAVjQtUJy1RihjpiTEWWYSUIMxodaNJ87QYYozN1oxIoPMqhEYEmfV3pBaTEUrzkapf0TF2XhqoVHgVo1qVnKvZlAnJuApKiyJrXRfcbaQFYmzzhNPYPVDH0bznnsFxZmiDQvr03m54mwCTazXW+M/YzkW7Brd1szHK86+fvzr+J3v/S5ZlwoNF5OpSfz75/97fOHHv4D/8uL/AlMdXkfbs/GPT433nC5rMzLijPfz7nq0xaSzFNyruMJyIjUhfa4cN+esIyH5+sRZ1tC4QBZNCdH2bILfih4/WnffDd8breIPI9KqUXJdni7YXpxV41Ri1ZggQYJnD1YeB774H4DVJ4Anvgjc8V+f7iNKkCBBgmc8EuLsGYr/+T//J+655x4AwI//+I/jhhtuOKv9XXvttfiP//E/4p//+Z9x33334a677sLHPvYx3HzzzQCASqWCN7/5zfjiF7+4qf3v2rUr9t8LXvACsr1g1ciyf7j1lXoOrRqBGOKsMizitywXrudL38fBrRobRnRxSKY4iwJX2nTdLhp29ExmGQSrRuP8EWdpQ8Pvveka+J5YqL56+mrsK+0bLAsWQRGF607TxlP3UnLhwEu3BxklfcjON7fy4/lm2RlAFYdIwxSvj+7SIqTvpbBQTEGbZMRZtQrfcchyH60MI84k+WYAkLeGBb4rF4poKGIRr1HpFQlYUTms1lAlGWfX7CgiPbdf2B/PONN7xFmURaqqqYLtk9UeFuqiFGcA8Pw9lKy8b8ycs7ksJQRGEWeaoULns+kZoeEotD9rVmhcWnpo8OfhZo/49/2xrRoBYOdklmScAYCyvoL8ZApL9S4cz8cepjhLTfSO8cxD0BhxmW8DLUXB5/L5oJg/czn9QKY6S1UeAsfV0/RaHzxWEYmzHTsAANpMQJxZ3AoVQ0Xfbd8+AjWzCEUL2mSH2TV2w4ozlnFW6e32pK5JrRrThiYQkqv1LpZaS5HKi790HiPLWtfFXEFulUiOMyZj8ehv/We0vntX9JttG35IocPvb+mIz9cNDdMmHZ9XNZEQWKkdQ51ltO2fPTD4e2GDxBknL+xGGx7LeONWunEYKM5irBozoPtrq4HirG271HqNK84YKSXLI+v69BzKFGeGamCSrV/VNNTGUZxlSgNbxgFyw2VBWcOIM92l98N1b3x1hO/5wnjaR7uvOMsEJz58b99Ixhkg2gf63XOkONsEcaaVSgFpJrG7NnqKs/kcvZ92n3wSR978Fqz88R/j+GdrKB1j93Gp4owSZ6riI+PWURuRt9qHXz0Nu0U/Z5Ti7M8f+HO0VHo9U04woelXnvcr+OKbv4h3Hngn0noapXQJt+y5hWz7mSc+A88XCQ379Gny3GxL7AylVo2sn3cr0c+X9unTaDttoS2VUiUYqoEcu0+Mqzhr22L77qtoVVVB3qTH2HjWK86iiTO3WkX3cXHCTBwiFWdbyKoxjjgzvJQwOSFBggQJLlqcuCd+OUGCBAkSbBgJcfYMxJ133onf+q3fAgDMzc3hAx/4wFnt71d/9Vfxgx/8AL/3e7+HN7zhDbj++utx00034Wd+5mfwpS99CR/84AcBAK7r4j3veQ8658iiJw4tIeOMzdhm+Rqy3JezQZ8A40VtJ6Q4k9nBRGacMcVZPcaqUZZxFoXptGSW/AjCgIMTZ0WJsuNc4mWXz2Lf1Iyw/o373kiWhYyziB/pj999hmR1qKqCq168nW6kmWKRTSDOmLVfTrT/AwDdFK8Pt4jxvRS2TWSgTZaEbd1KJfR32KqRFrQrGUoGDg4rZDF5xUIBngI0GXnWHBBn0YozO0dJr4LVwtuevwuY3gcOnnGm985dHGGd4jPVQwXtWOJsNyUb7zq8NlbOmWBb2hptW5rO0WPstGifdn2mLrRD41I/58yxcMgJ+rfpACrjMdtGX3EmFiW5VSMwVCUuloPi1yV1Tpz1jrG9Ds2kx6v5QKYL/O1EAfYVPyJkVfGcM3PlIMA2uWaO9v+Dx8uwT9KJCn3iTJ8J+ojN1ARGSoNuaKh1bPz9fYvQc8PML55zFrbHdFbo2NUnzqKsGgF5zplMbdbH6Qw9Z4oLzBvxChLf9yOJewAoP0DJONn9yK0Nx9n2mIozAJhV6TlZdcUx/1SDZqplPQ/bJoYqqHDOmWDV2F4Xxglul9eVZBrJiuxR6JNZnH4Kj9tpZqXVVlSs+CUAoKqzNFOLsckB60367KAqQNsdTZwBwEyKkvaruob6OBlngJhzlo0mzgSrRmZdXPbG+Lwe4orXA6tGieJso8SZaNV4rjLONkGcTUyga5akr5l9xRmzalz/338bymlUkD1Mxw1q1dj7rhl6LwKASaWOlcZ4z8D24UcAnw6wQ8WZqNzyfA+Hq4fRZcOB6QBfvPUL+Pnrfl4gn952BXWbOFE/gbtOURJ/9YN/hade+cN46lWvxuqHPxwcG2s3mq5C0yREJOvn3Vq0DaCztCRVkfX724RJ++64ijNOnKUNlUyM4pNS6knGWezrG80541l4g/VbyarRi7ZqBIBsewKO9+xuFwkSJHiWgEdRdKOV4gkSJEiQYDwkxNkzDA8//DBuvfVWOI6DdDqNz3zmM5ibE3OYNoISs2zjeO9734t3v/vdAIBTp07hs5/97IY/48SJE7H/+uo5IPgxJuSpqPGFpCjly2YxIM644mw9TJyJxySzYwMkGWdxVo0bUJyl9bSgEFtrS7K6YiAQZxL7o3ONV1+xmyyr0PDava8l6zhx5nRdeEzh5/s+Hv4mLervfe4sskWm4FAUgKtiBKtGRjjmRHIPgKBSAgCdKeh8L42FiTT0SdHq0QnZNfYJVR9ixlmUVWO+M7xeV20Lrn1d3Thx9hCb7F20W/jR52yX2o51PW7V2Ms4i+l33OIpTDzwgku4OPeCvbRYuda08LXH5OcijNkMJTqX2+J7WpZDSLh0jhZaBMWZR2+Rapiw7xNn9VM4bAT74WozYGjVKFOc7ShRq0Zg2D4Wy23A97G7RgnUgeIMgMYyygCg0AbO6Dq+MjUvvMYVZ8rSgzBZe75yml7r+46VYUUozvSe4oznm2V6+WafvvcEmpYLLffk4DWuOIvLOKsQq0Z5W+M5Z6uNLh5df1S6LTDMewpjwY8vhNtdFxIRxwBhyzg1n8clf/MRYRuvPuxwXHGWKUQX/KYdOr7V7CyaVUparFjHyfKltgtFG17XhYnh/eakPwOPs6XlY2SRE2eWJNdpI1aNfcUZt2oMjwNpixbk24qCGoKLtdIIfT6f2CEozui5LWVNVK0KWSezagSAGXYvXdVUNJAZkzhj42bv/uF6rnCP9T3aCFWHnu91f3ziLM7CuJOiGWfhe/uGFWeCVeO5Ic58pjhTsuNlnHUjrmHfqnE+dD/1PQ/1r32VbKe36NiuqC6gBOd9uq84002hvU2hjuUxc86sw0+SZdXwoJm9PtBtCFlh6511OJ4jEGcAUPDldrLPmX0O9k9Slfinn/j04G+v08HqX/1VsOD7WP3AB+G125F2yRyC4izmu9unzwj5ZqqiDmwaeb8bmzhjzwtZpjDjOWfNZz1xRvuUzn4jbjTnjKuN+3imZJwBPbvGEWNcggQJElwU4BNzuPtMggQJEiTYMBLi7BmEI0eO4Oabb0a5XIamafjkJz+Jl73sZRfks9/73vcO/r7zzjs3/P6dO3fG/tu2bdtg23ZTrD5n0sIqgnNt1VjsWzUyxVk446zGiLOcqUGXzNgFAI9ZNXbTorVZH30LmnEhyznbCASrxvOYcdbH1bO0yPiSHS8WFEPcqhEAbKbyO/1UFeXTtBB/zcuY2qwPTlbyGVkNRrTk5YS0ptHZzgCAyvVk0esuYNtEGophCDlgbrky/Ltn1WiZRbgs40dGnOm+D7M9fP/l88G14naNA6tGVlRGqHD1rRXaz7YpXZSyplgABtCNsGpUizGKsyxXnA2vnaA4C9lf7pnJ4fpLSuT1T9xDiQEZ4hRnjuvh333iflz9n76EW/7nN/DkUtDmBeKsSfs0d4hSuqHX+1aN1UUc7hXyMpK6TFsPBq9xrRr9dhteq4XFcguT3TqKTBk5UJwBUKpPQjHod8j3OKCPLX1bzOJhijN0qzBZPXZfiRb1l+tdtE9Qgo4TZ5ZB20f/vH7+/pOA0oWWGV6/uIwzgTjrnZplXUc3YrLBtKA46wqKs5fkXwKzHmzXNgGbDS1rDx+MzS0K24xKX++NmUomg10f+hAy110nKGfCijMx4yzaKrLYOgnNoST/ySeofem6SzNC9zFPxHDGmQUDayqbFMDsGlVGXnSbtGErCqBvQBld7inOuFVjeBzIdOl43FZV9OWQq7GKM1p8XxeIMwNVtk2U4myWtePTmgkHOirjEGe7X0KXdwT3BJl1spBx5tIxYB3jF6R59lwYnfQ0bC1o8wC9t3PibGTGWZopzs6bVWP0s1Ef2kQJ3YhraLhpwKeKs86DD8JlNrBKV+FvHajOBlaNQJANGcKUUhdz9yJgHztClgdqMwDwXYCpLJeawSQJS1L/9yKcHhRFwU9c/hNk3R0n7hjsy1ldgx9SIPmtFpylJUHBH6Ug5XmlVkzen3PmtECcFc0i1J7an0/KGl9xRtt4P9+sDz5h7dlu1cgzzvKveAVZbt17L7EMH4Uoq0bP8eGN4QZwIRBn1QgAhe40Os75d0tJsLVx+qkK7vvXo1g6khAJCS5icCtoqw5sMNsyQYIECRJQJMTZMwSnTp3Cq1/9apw6dQqKouBv/uZv8KY3vemCff7VV189+PskUx+ca3Qa9AedqitIxRQWAUA7T1aNQsYZIc7ocRbS0T/auFWjn48mHNLG+IozQMw5eyYQZy/f+XI8f/75AALC4zdu/A1hG1mGDp9d/9A3aFsszWex4wpR5QVAJM4Exdl4Vo2AqDqbaL0KduUG+L4Ct7MN1trLBvZoXHXmlkOKsx5xxtVmrmqjYVaEz817HjnOQtrAjlIGjQ0qzh45VcOjDVo4nOgXFWSKM27V2M84i2nHglVjSHE2arb7O15wCVm+84kVLJajLaIAsR+ELUs/ce8J/PP3A+XO4dUmPnjnYQAicRbO2/I9Hw6rlytWdygSWHsKsFpAdRGHIhRnjqLCUoPzkDPF9jyTN9HOiQpPZ72MxXIbu1m+mWKoMHLDc6csPwK1xLLq2sEBPrz2CO5fvp/uuLhDsB8zdXrQU4aOUnZ4XhTfg3uaEjPGjoCc1mf7ijM6/mYKJs5UO3j4VA1a7ggUZfiDzTZov+uTlb7vC8RZOT9soyc1sdANyBVnnDj75H/7JB7+w4fhdlxAUVBlqrO//q+/i2uvvRYHDx6UfkacTSMQEGeKaWLXX/4Fstc/DwAEwpwqzmjDSscoztBsoFShVownH6PEWUWh522fT9vafJHOPBFyzipUcaYw0s9ik1nMjA6F24BGwPf9gQrMBlecDdtFhlnJdBQF6G0fqzhjM2nLLONsKmsKxfwo4mxapW3pjBY8d4ylOLv2LcBzfzrIxbryDcANPwsAqPHJCxCJM9+h42tbAdpOvN1aH3wsDaOTngraeu9ahYkLU6PPVB03vqispnjGWTzRNi42m3EWRZypUKF7BhayQ+Ks/tWviRt2JT9/tOAcTBPijE5MmtwAcSYodfPsWrHi1plmMN53JWJOP8Z+7/X7Xo9MaOKN67v43FOf671PvG866+tCxlmU4szgltkxfUGmOAv3NW4DPnbGmUULftzOXCDOtojirNO0ceQHq6iuxD+7nGtwq0ZOnHnNJjoPPzz2/qKIM4CO4U8nRlk1FjuJ4uzZjpOPl/G5/3EQd/3DYXz2v92XkGcJLl5YkixS2boECRIkSDA2EuLsGYDV1VW85jWvweHDQbH3z/7sz/AzP/MzF/QYxi2SnQvw2fjZggmtEG8fqOZGz1LeCCKtGqtV+G5Q/KixAkIxxrqKE2dKMfr7pDYwkx8AZtJUPbDRjDNevLgQxFnWyOIjt3wEt7/ldnz5zV/G3om9wjayQk64gN2uWzh0P1VlHXjp9ui2yq6lmHE2nlUjIOaczWYy6Jx+KxqP/SFaR94H357Ctp49mjZFiYqwVaMXQZy181VAERUwOc8HWtSK86ptBblVo2OJ37FHnH3mvhMCKaw1aoHqprANYOo3rjjrWzXGKc5MpjiziOIsvmj3huu2k7xA3w9s/+LArRr7BLLr+fjINw+T1x47E7T5VIziTJbrobkWPLvXvnwPWH4UjfIhLOvBsaZZLbmtpwBFQcbQoHGVIoJxdWp2ErZCv79bXseJ9RZ215lN445ZGlu29DB0dg3yoZrZxx/5OP9AQXWWAlX62B0Hz9tVGixPdupQGYMoWjUyxVneGNhr6llqVzY1USLL/XPuNVtCcbgSaqKLESocTpydqi8JkwfaR9vonuri1EcD8pTbNU4qHTz88MN42ctehttvv134jO4o4iw1gR3/758i96IXDdZxG9O+4szzfHQYuROnOPOaTUxWHifrFh8fEmeu56KuV8jr+0D7b1hxBgCHnBGKsww9QVzpu5F8s6blwulZ7NqsC4StGjNtSvL7CoIAOvCMM3bvtJuAOzy+clNi1ciULVFWjbMqvQ4rWtCv+b1eCj0F/NhfAP/hMPD2vwUypeC9PN/M1wA/GHcumwv6jeeKE3/KnbKwTgYrhiRwjBwq+d4EDlUn5Epao21ipOJMsGqkRFucYjMOHlPHjEecRWecAYHqbD43vKdym0YA8LoqDDYDe6A4y8cQZ2hQIjcG9mk6DhHFGSDYKZ1pBcTZRhRnAJA383j9vteTdZ994rNwPEcgJoFA2SvYoY+pOLM70USJfeaMoO4M97VNWzUy6XfGjFecyfKHLzTaDQuf/L278YW//AE+8Xv34NST4/Xns4XveYKNqnnJLpiX0QlRzbvvwbiIyjgDto5d4yjiLFGcJXjqvuX+XBz4nnjSogUAAQAASURBVI9DB0dbwCdI8IwEV5wBogNNggQJEiTYEBLibIujWq3illtuwSOPBDPo3//+9+OXf/mXL/hx9D8fALZvj7DCO0doN3j+iwkthmhSMhnBruxsEaU4g+8PSDD+4zxOcdYnSPrQJ6K/T3oDGWeAaNW4kYwz3/efFuIMCLIvFnILMDT5eVNURSBUwoqzR797mmQvaLqKK1+4DZEQFGejiLMYxRkr3EylxO8wVwwKjRpXnIVy8gaKswwlzrp5eZBvzvOAFi3GXbFQEKwal5aacNuSolR6Apbj4R/uP4k6Px+OA6/ZAlQVmNpHj4crznrnLo7QTmWYmiusOOM2Uew6Z0wNP/bcHWTdp753Ak6MLVCU4uyrjy7h6Bq91pUecZHO0YJbpxkcY61Ww8MPUtUSAGhuF54dum0uPYjD5SExlOnS6zDMN4vu0zuncoJdo7u+LlWcpfZfRt+88jg0g45DYeLsa8e/hhM1RjiynDPTowW9btvBDbuHbXa+RV9XTHNAmGljEGdajqqlds/tJMt94sxdFQn/apg48+XF6pkCLeif7tDPc9surOXgnlK9uwr/Pg+1LGVw9r6gCChAs9nErbfeKijPRinO1Oe8EAU2q1+waO0pzrpNG0x4FZtx5jYbmCpT4qy22kFtNbjQR2sn4Kq0X1ym0zGcE2fHPKY4E4gzRpy3eZF9A/lmISJLJM5CeYNtSWFZCd672oixagRIQaAsWDWqqNt0PI1SnM2A9tO1nvVytW1vmhiqWowQdDMAFOyZzuLVVwXjvuXlobP9j0uc2SNsRCuF4PmgaBbJpBKuOBulxlC5VWOIyHn8rtP4yK9/Ex/599/E4Qc2NnFHUJyxtic9llwO3XQp8vVZfX7w/ayjR2E9dUjYxvcUzHQjiLNs6Nwwhe6GFGcr9NqH1cIAhOJW317RUxU47NcZVxFxvO3yt9F9tZbwzcVvSokzd3195D24D97XbTu6Hzhn4hVnEyYjzqzNEWdZY+tnnD31vWU0q8FY5NqekMV7viBTJirpDHI3vZCsa91119j7jFecbQ3izHKtWKvGYnd6pKo2wcWNNpuUy63ZEyS4aCBTl3XldYUECRIkSDAeEuJsC6PVauH1r3/9oIj3O7/zO/jN3/zNp+VY/qofLg7g5S9/+Xn9LCH/pWDEKlvOtU0jMCTO6pw4w9CuUSTOxlecpUol6XaKAhgRlmRROBurxo7bgePR71E04tV9FxLibOfgWH3PxyOsEHHpDbNI52MIVIPNZD8Lq0aDEWclNuN5OmcOLDe1KU6cBYoz3/MG7YIrzpwJubVP3veAJiVGr1woClaN66ttvPVP/1XcQbqIrz66hHLLlrftSqX3BRhxFpVxFpMtuKGMM8lsd27XuFTr4o7Ho4uyXHFW7VbRdbv4628eEbbtW69xq8bTi8t4y1vegqmpKbzmVbcI79PcLlwr1D/PPIjD9aEdF7dqbA+Is+ixYcdkBtUUPb/WyirO1DrYXWfE2YHn0Td7NtQutQObbg+Pz4ePv33sb+l7tj2HLJo2nXVrtV1cf0mYOFsnrxvbt0NRg0cHfTY455w4MzI6vv3UKhS9Bi1NVXNXbt9PlvvjvbNCr61lAl0zZNXoygvHs0ytte5QdWHnWIcQVe3vFKGlaPubLaUw+/rguzSbTbzzne8kRMko4syWkDlcceb1FGfcphFA7LjlNVvINU/DYOqUf/6z7+Pgl47h4KFHyfop18Vsho450/kUUTye8NnYJmSc0bGyzeqNcUQfRyWkrnMEq8aQ4qxJ2xkAKGrwXkJUcKtGgBJnTHGW450SMcSZR4+vovWUcq6P1iYLxNyqsW/TeO3OEm7aG5AyHT+FKZfuf60z3gSYOMUZADRywWfwfCmecTaKOFNMrjgLzqvVdnDnJ55At+Wg07DxjU88Dt8bn2TcjFWjoiiwGKEVxrwxnEAjtWnsYa5D27HSs2qcjLFqHDfjzPd92Ou044iKM2bV2BqO913WxbiKiOOq6atw7cy1ZN2nn/h0hOJsTUKcye9R/N5su9HPp265jFqdPkeFVWaCVeOYM+DbFj1v6RGKs61g1Vhfo9e+Ub4wNoEyglXNZpC96QVkXevgQXjWeHarccSZ3Y1+7UJilOIs351Ex06Is2czuHKeW/8nSHDRQEacdRLFWYIECRKcDRLibIvCsizceuut+Pa3vw0AeN/73off//3f3/B+brvtNiiKAkVR8J//838WXn/wwQfx1FNPiW8M4UMf+hD++q//GgCwsLCAW2+9dcPHsRHwjLNRVo1xxfvNok+c2ZqOpk5n6/eJj1qHWTVGKM78kEqtj/RUSbptWtc2bIs5k6G2Wxshzni+GXDhFGfjwGT2l/0fOouPl1FdoQWCa15KFUoCBOIsVFDyfaDJbDtyTJURArdqnGAzoBdCCg99khb43EpAvHqNxiCst8mIM0zIiyyBVSO9vjfsnkRTo4XKrK/AadDZ3K5iYL2r4jP3LQII1FCOQr+HW60Ef7Ccs67PrRp7irM4q0bh2o2vOAOAq7cX8ZyQZSAAfOKe45Gfx/sBAHzz0GHcc1QsyDe6DmzXE4izJx55Cp/97Gfhui5SzK5S8V2ongM3rDg78xAOd4cFbtGqMWgHsnyzPnZOZlA16fktn16B63rYXWNWjVddA0xQQlFTaB9+jkLb7eee/BxVlXLFmUsL9FbbwXN2ldDnWbjirG/TCADaxASg67AYcXay3UXbdqFl6b2lYBRw+QIlZfuzfnm+mc2666Ijny3JrRpboHld7aN0nGgbM3g+6LpiC5j78Tnkrg7I5Iceegh33nnn4PVRVo2tmliA1CbkijOuqDbTKrQv/SbwuV8AlqjK0fd9eM0mFPiYrFDLy8pSC9/9/CEs/bWJWx57D/asXwPVU7HfsmFkaL/UVAXzIWWemHF2HPCGfVLN0rbftmj/zBbpOY9DWAEmKM5sb0CypLniFwDU4L2EqDBzALM2DWc58oyzVEoslkYRZ7OsQNzRMFC9jZVzJoGQ49Qjzp6zcwLP3zMJVQE6MDHF1LRjK85GFP866TGJM2cEcZaWWzWeOVIl43mzao3sL2EIxFluNHHm+z66MRN8ZvWwTWM0cTZrsXasdlBM6zC00BifZYozjEecuZUKPEYqjMo46yvOAJE4G6U4A4C3Xv5Wsvztk9/G6tqieGzra0LROMp+VVCcefGOCM4Zes+KU5xtNuMsMyLjrL4FiDM+zm+kT5wNpMRZJoPsjTci7PPsdzrofP/74+3zGaA4sz0bmh9NnGm+jnolIc6ezeBjHreMT5DgooHUqjFRnCVIkCDB2SAhzrYo3vGOd+DLX/4yAOCHf/iH8e53vxsPPfRQ5L8nnnhiU59z33334corr8RrXvMa/PEf/zFuv/12HDx4EPfccw8+/vGP45ZbbsF73/teAICmafjQhz6E3DnOE+OQWjXGWBuqhXOvOCtlhz/AuF2jM1Cc0UJalOLMa7YANps8Nz0p3Xaj+WaAmHF2tsRZ3jz353OzEILpe+TLw9+gKpup7TksXCrPrRnujFlAWaGCXbcG8IyXmIwzTvQs5GgB7sD2YXsVM86C9tMnU11VHxQ3h++RFyNynhcQfqFj317K4L2vvVzYdsan32fdy+CmP/wqvv54jyBUFNRNWqQcWIruuH6wzvU12D4lj8dSnGU2oDiLsIn6yRfsIstff3wZpyryAmLRLMJkGUUfv/fByOOrtW2BOMumht8nxdqL5nahAPCssFXjQzjkDTPCohRnvLAXxs7JLCpMcVY7vYyZdhU5lsmR2r8fmD9Aj8ukpOnl6f3QQsRC22njs098drjB9KWERE6ptHDdbTvIpXRcsRC0YUFxFiLOFFWFPjUF26Bj5KPrwTnRmU3jjQs3IlegbcmxPDi2C2eFjltKhhbrFpkFWB+cOFNSdGxoH6PtpZOeQdGk7a/YCqxhd/3iLuiTwbX6y7/8y8HrFiNjdJvmwrXqlmDlp7LJHlGKs4xSBu75EPCDTwEfe2OQTdiD3+0CTtBv5pfuhQyKr2Bv+Vq89vGfx08f/F0cOPFjqNqiZW2YzD/uM6LetYD66eE+mV1ex6HtNzcRncnGESbOZGWqfn6O0VgR7AqVgVWjFV4JpNi4E5pJy60aDZNe/6yejbQHnnFEckzRg+t2rogz3+spznZMoJA2cGD7BDowMenRNrneGs/y0BqR52SlgnsLnxDDiTPLE9twGGqK9luvE5BHS0dE8oOP73Hw2htXnFkdF64a3Qan9UBR6aytoX3//dHbOXTcUrQOptl4IlOcrY6RcWafYBa5ig8jy84Le/5aag1JJ4vdMvyYjLM+Xrv3tSgYw+vsw8d9x74jbCdXnEUQZxm63lHi1ab+Em23hDg7VxlnBlOcbUGrRu6cMUq1fK7AMwOhKFDSaeiTk0hddSV5adycs2dExpkbrzgDgPpqQpw9m8GJso3cpxIkeEZBatU43v02QYIECRLIkRBnWxSf+9znBn9/7Wtfw3XXXYdrr7028t/NN9+86c9yXRdf+cpX8Ou//uu4+eabccMNN+Cmm27CO9/5zgF5Nz09jc9+9rN44xvfeNbfbRS473imaApFyDC0/PlTnAFANUULOX2rxhr7IVzMyH+0eXWxsFSck9sMbTTfDBAzzsqdMmxvvCIfJ85yRg66On5+zfkGt2q02g6alS4Of58W2a952Y7RSj1uTRhWnHGbRiCWOOMZZ3tLWbz2wAIAYN9MDr/48qFiS4+wanQrwUNsOzMLMOWXGeFCletbYDHV2btfeSk0poIrMbusup+F7foI10abjDgbWDVe8XpgfzCmWHmRlNOdoDjD7ejId+CKs9iMM3mbe8N12wnp5PnAp793QrqtoiiCbeldx45GHl+lbePYIrX1y6WH44yMOAMANyybsRo4HLJWzVibyDibzAgZZ63lVcGmUc3loG/bJhJnKVrUMrs+XrP7NWTd3z76t8MxQdXIPkyFkkD9Qvz1l5QAxCvOAECfmYHNivL3nAratpo+Tda/YNsLpLaEnYYjKM6MFB3DFjur0sJ+OONM0epQDTrecsWZmp+Gm6J9pdgK9qsXdWz/N0GG5+c+9znUeuR2t0HPUbZFVRWe4wuFUa7G7BPlHT4xxAld59YqcHqoAvCaw8+dWfsBrnzsf2FiOpowyNpFmGs/gr/7xqvx2T/6Hh676/TgnG2bGLbnVRRhqZQICds1qhk6LnQ8+pnZifEVZ2GrRlsRr59juYHit7GEDBuzwlaN5Npza8yYjDNNo9c/Sm0GALluAxmP9if1bIkziVWjogDX7Ai+w017p9DxJYqz9rjEWXzxz9PGU5wBAXkWBSXFFWfRxNlGVChcccZJWxmaI2zvSkrwnRt33DFQdcsw6dI+qqgdTOVY/2LE2STqWGtasXmbAGCxe4+RdaGwcT48K9zzPUqcCYqz0UX/jJ7Bj172o2TdI4sHhe2c9TWhiDxuxpmrsokKzCZaW6H3izBZJhBnY2acdThxxhTcglXjCDL5QoDnKV0o4sxvi/2p/2y82Zwz14km1J0tQj6MsmoEgHb56W8XCZ4+8HtlYtWY4KKF1RTXJYqzBAkSJDgrJMTZsxyve93r8JGPfATvec97cMMNN2Dnzp3IZDJIp9PYvn07fuRHfgR/+qd/isOHD+NNb3rTBTkmPlMzWzBiLeHOh1VjmATjijO3XAEwvuKM2zRCUTA5c+4UZ5ws8OGPbfPEZ8NvJZtGQG7V+Oh3TpEMFd1UcflNC6N3xhVn4YwzbhNm5ESiLfwyI6k828MHfvp6PPJ7t+DLv/Yy7JsdKoi0SXqtnXKPOOvZIrYyVP2RK6WQzbKidg95v1esa1F7PUVRkC/RgtYLF1ieCMSZ/MZkiSy7fcWZpgM/+WngNw6h+5NiVtpQcRZNaIsZZ6EC+piz3XMpHW967nay7lP3noAbkaHDc858LdoKqtK08Dv/39+ix2xkoPfUKFHEWa0xJMo6ioKT+vB7Zlg9d5yMs52TGUFx1lpewZ4aJc7Myy4NCmCC4owWcN1KFT9z9c+QdUutJdx+9PbhipBdo8kUZ/0CXz/nbC5GcQYAmJ2Hy4rwx5tBkVfR6fnfW9yLVNYAGMfdadoCcZZjOWQtt4OKRHWWMzWke+OmmqFqM7ftwjrDiJTcFOwULbCFIwULzy1AMRW4rouTJ4P9WRX6PbJtZusK0a5RUJwNrBrpfSOtsuJxqG+HiTMFwPYzd+Edv3M9bv3163HlixYEy9gwzhyu4au3PYpvfjJQo88Xw2OKgjWDqdLCxBlT/XSY4nSzijNu1Qj0FAvtMuBaSPuMjOhZNVquRyeqpNm4E1acsYk30GgBgRfvw1C6dUwzdXhfcVZpbZI444ozN4vLZvODMeGmfdNoI4VJnnE2pnKcWzUq7ByqilxxZmriNew40eQMt2r0uh34vh9BnI2fe+Q3N644a1biibOiUgIQn28GABMOs+PVRhNnU0odvg+sN6NJRgCwDz9Ols28A0xRm9rwrPC19hrJm+1yxVl3PLUMt2uUZZy5q2tCu+GTlPrgFo6uloIfGsBTE7RfGGu0PYSJak7e1q06PN7nJWixjLNLjj2CQ294Aw69/g1ofPvbWzLjrF2n7cNqO7GKznMFbtWohohoIefs+98fywI0NuNsCynOtIQ4SxADrs7mmWcJElw0kJFkScZZggQJEpwVEuJsi8L3/Q39O3r0qHQ/73rXuwbbyDLO5ubm8HM/93P48Ic/jO9973s4ceIEWq0W2u02Tp48iS984Qv4lV/5FRSL0QXycw3BqrFoQo35fO08WDUWUvogDkAkzvpWjfShuxCRcTYgI3pQi0VMFeTEyGYUZ6VUiVizAePbNXLF2ZYjzhih0m3ZePhbp8i6/TfOC7aAUgjEWVhxxoizGLUZICrOHMuDoijImjp0jQ6rGs84K1eC7KJeu2ixfLPSfBZZXV48zPVnzzfXhNc4cXb5BG23DYhE4Mx2mnU0UJwBgSVabgZdi34f1bWg9Qp8cYS2QJyFCkfjEmcA8I4X0Eyv09UO7nxCJC4AkUTmxE0Y37znIB546D5hfS4VjDUplonXJ85OV4brjho6fCWsOKP7GseqcSaXQpNlUjnr67iEKc5S+/cHf8xfQ4+LE2fVCq6dvRbPm3seWf/xRz4+LNxtCxFnipw4u2H3JBTfw3ybK84okelOiqR1W/EBxYaqU9JiLjsHVVWE/hoQZ7QPFlKOYN23WBfzehRFGdg1amn6eud4B2C1Si0/iS67HsUW0JdiKqqC9I5gfK7Xg/GxU6ZjuGnVYICeN14oFRVnEVaNnDhrD4nKMHEGAFBVqJkMtu8v4VXvvBo/9NvzuGPfJ3CmQJWTYTzy7dNwXQ/bJug956TC7BoJcUbHyq5KlzerOJNaNVoe0Aj6c0awahy+dyVsj8fJr56qy3I8oWjuMkXlZFo+aaW/n9kI4qy2ScUZt6Pz3Qyu3Tk8/hv3TKKjmJgWFGdiNqMMvBiYYaSu6fUUZyn6DJXWxWcQi9sVh6AKijML1ZW24BAAbKyYLmScZUdbgTdGEGc5FOG122h+h9oUcnVUvq2w1zuYHkGcFZUWdDhYHpFzZh2lfdIoeECJWg+HFWdLTMVqsUlU4yjOAODS0qW4Yf6GwXLakqg819fHVn1zxRkAOKG2kyqx8WydXs9SqoTFx9bx+F2nkWVZqZ7voWFLLKUY2iGrQNX3cNOn/gzWU4dgHTqE07/9fyPPDnErEGd8AqDvXxhruFji7PnPB7TQs5Zto3VQVCRyxBFnGyHJzydkijMf9NisyvknLhNsXfDJAolVY4KLEr4fYdWYKM4SJEiQ4GyQEGcJthy6TVYIKpjQYpQt6nmwalRVBcUeEVaNIM5qTHFWjMo4Y4ozrVgUcnn62IziTFVUTKdpcWfTxJmxtYgzgxXYDz+wgsY6LVhd8zKmgIncWYxVY4MRMXlKKHFw4sy2o3+AcatGOA68en2gROTE2eR8FlkjijiTWzUCgVItjEaNFg1uunof/vDHr8VLLpvG5fN5/MGt12BqgRKEffvIMLo838kZnjc1Ju+QqwU9x4fbK4BthDi7ZscErt1BC+V/d7fcrnEmQ7+P2iPOFAVCQfQfv3g72pIA5b5dY8qgheU+cbZaGxZbDxm0UDNp0UJsq7ePOMWZqiowWA5eplnH7hotpKYuuyz4Y2ofECpcyhRnAATV2cNrD+Pgcq9IFlKcpRix0M+i2z2dxV61C4NlL3HFmTvB+orvoaPIScu5XLAtz5brNGwh48xMu9jm0HvBYkMkzoBhzpmajs83AwAtP4U2y2syHSDsDJneFbxe6KmZ2yu0XxhuG1mtQtY1q1xxxoizgeKMTQxR2XkKKfy8Bm2fai5HLGmPtg/jsfm78A/X/Ck++Zz/iqfmb0dGpUSn63hoVS2ScQYAR1xKMqN8bPg5oWKrqxpw1HOjOPMVwGe3OMdygUbQ1tNcSaoO37sSJioExVlwfSotkfhxQM9hnOIMnSpmGIF1zjPO3Ayes7M0WC5lTeyemxYUZ+vd8VTjvBiYb9A+YHpFaK4hqH1kirOuG00GKazP+J2OVG0GbMy+TSj0nwPFWcbLovmd79BcMAXI76DkU77N29toxRkAlNCkRK4E9iIdq8zJNMDIy3DG2ZkmnSiBND0OvzNaGdTH2y5/23A3Ei7Uq9VgM+vAaKtGcX1fYayaHsw8y4us0A+s3KviH//kAXzltkdx558dh8IGgHFyztohInaqU0OmMpw45Cwvo1CnJPPTTZy5tie1gQvnvJ4v8Iyz8Fiu5fPIXEMn3rTGyDnz4jLOtgj5ICPOrBx9trGrI+zcE1y0cG0PnkvH+8SqMcFFCacLeJJ7TTdRnCVIkCDB2SAhzhJsOXA3k2zBHGHVeO4VZ8Aw56zKbNT6VntccVaMVJyJxNlkTr7tZhRngJhztlnijBfXnm7wog0nzWYvKWBu95jHzBVnVkzGWY4VlfmuWEZSXKFQY6QIEOSc9QkOQXG2EK04yw8UZ6OJs2aDFgmM7ATe8YJL8LfveSG+/Gsvx0/dtBtaqUSPK6w464EXe4xevpmaz0PRotsrV5wBgerMdcQfsHHEGSCqzr7++DLOVMUZ+NyqsV/0vuXqBVw2R/vx/Q89Ds/30GKz8LKpYKyJsmqsN0PEmcmJM/o9WmNYNQJAepYSfqVuHZfUGXHWV5xpOjB75fC4WMaZV6vBd128ctcrsSNPSa6PP/zx4I+5q4GeSjXKqlFRFPxQnhZBXd2APkOP1cnRsUdx2oAyJC37yOiZATHPc85kijM97WEnJ84kijMAmMkHRWaNEWedo7SNKLoJLZ1HMyWqbSZCNbbUzhR0XceOHknYYTaMmXQdWbVC1omKM2bVGKk4Yz9mQ0ojlynO1Dxtw09Vnhr8XckuwVr4DN45+/NQmbKmWekKxNnjXUYIRFg1WpJ7Qm4DirMyI94VnY2dIeJMUJypUYozOXG2zogzRQHaLu3fcRln6NQw48gVZ5slziodpjjzqOIMAG66dBYFl47X5TGD3LniLNc8LWyTtyYFNbks4yyOOFMFq8ZuJHE2ruLM931RcZY7e+LM9DKof+WrZF12tguzwCZlMVWQ1KoxIyoUJ5U6VupdlDtlvO9r78OrP/Nq/Pd7/zuxHbRO08k4xmwRYM+ScYozLU3vP+MqzgDg1btfjclUcNzpiGZrsb7CLRmH6yWKMy04Nj3lQc/Qaz1do3341N1DIqd6po2djf3kdZ4BKEM44yxviQRirk37eKNzYWwRo8DtePu4EDlnnGDlmYHZF9Kcs+bdo3POnFjF2dYgHyzXEqwarQk6acKrbu73VYJnPiwJmR6QaVtDMZkgwTmDLN8MSBRnCRIkSHCWSIizBFse6YIBtRg9S1w7D4ozYEicRWWcceumYoRdIM84U4sFpHRNmom2GcUZIFrUjUucbfmMswgVXx8HXro99nUCruKKyzjbhFVjFNRMRiheOOtluNUqfABNieIsw0m+/mH1ibMxFGfNFjt3abEPaSW6jtuKAtGKs1HZglxxFuzLkc5QHkWc/ehztyMbOueu5+Mz3xNVZ1xx1i96//zL9qKUZWR1KujXTeb7XpgoYe7Nc5h+Lu1TfeKs0xkWuI8wxVnRod95aNUY//2K26hqK+U5yDDbtNRloYJjyK6RK87g+3BrNWiqhn9z9b8hL339xNeDscFID8g3rjizuu4gQ/A6nRa11/JTUFRGfGRoGzJ61luKQc/rfHZ+oJYSFGf1Ltw1qhrQMy522LTYcZKpafqYyaegaHWo7DPbR7mapQQAaGkpwbatGPqq6Z1p3HrrrQOL4m6HfudcXiTOxIwzrjirw/d9wcJLsGoMK844ccZIhSfLT5LlyywLmuIil2fEWbWLhSIlzg45XHF2dPCnkhl+TpcRTbqpRhbZZeAqMJXd42zLGyrOeLFbGb53lSjO5FaNPN9sImOgynLxYomzbg0zTPml9jPO2vGZVlFYa9PPV70srt5Gib+b9k4h69Jzum6NS5zR4011K9CZ/V2hOyVMilEVFYZK+2G84oxbNXaxdER+jOPat/ndLuDRbdWM/N4XxiirRqfjonHHHWRdYUdHmGSQYjllitrBdJ4RZ5outLcpBMTZxx7+GL524mtYai3hY498DN86+S0AgG9ZcFjWl7ltBjAZcRayU+KKM50p7zyZ4qx8DLjvNuDU/fSzNBM/tv/HAMQQZ8wxIeoerKoKdPaa21M8a6YHI8uIs1BtTvVUtNbp50z59F5XHaOdhzPO8nZLeD3ToOfa8Xx0Y8ie841ORP5d9wIQZ3GKMwDIsZyzzoMPwa3HF1TdGMXZVrBq9H1fqjjzJui58Js63IQoeVaCK7MH67eIYjJBgnMGK2I874z3TJkgQYIECeRIiLMEWxqpnA5NU0cozi40cVaG43pospmWkRlnNfqwovVIQJldY2qTijNOGKy0ViK2pNjyGWcx2WVGWsP+G+cjXxd3xomzuIyzeMWZYNU4YtatNlkiy255HW61CssswtVpYSM246xfWG6NzjhrtFn7khJn7LhkijNW7OkTZ9qIfqdpqlBws9qbI87yKR1vei4lST957wm4zNpNRpw975ISbtg9hVKGFkTVdFDEbLJZeDtefQnm3jiH4u4S/T69orLiqOg6wedyq8ZcBHE2SnE2tSO+HSuFAvS5UJucPzA8Lk6cAYP8vB+77MeQCbUvHz6eKD8RLPRyzrjiDH5AngHAPqbWWTQnSBETAGxmgZqyg/coOh335rLDgiknztrrDaGArm1IcZaCmqbZh27HRfc0LbBr+UD92VSyQhG92Bq2pfTONH7pl34p2E+lAhu0LxWKVWQ0+v1qrJjPFWdwHPjttmDVmI5RnHkNTpzRcx1WnAHAfisoUucL9NGuWelinhFnJ3w2xjWXBzNVwxlnXHGWnUgRu8hRqDDiXTNiFGesDUQqzgSrxh5xxki6yayJCiPOIq0aPTc246w6RtG7/f3vY+XP/hzNu4YqDn6P3TUxjbRBx7sbJcRZx7PRkpAEHDZTnGluF+kOJaEL3Ukh4wwQVWdxGWecOHO6NlYX5flU4xYjudoM2JxVo8HOcefM6sBSu4/8jo4wVhp1pkjVOpjKSdSUzK6xrzi7f5kSVt9b+h4AwDp5UshWNHbuiFecNanizMzS+6vfYWRh+SjwgRcD//w+4MOvAg59jbz81v1vBQCkIi6p3aXnQmbJOHiN3Z+dXrvRUh50RpzlO0Cql6s25c0LDhJFlMjyOIqzcMZZ3hYJxFRTLAg+nXaNXFXcx4VQnMVlnAFA5nnPgxJ+bvE8tL73vdh9uk60em8rEA+u78KHLyjO/CnWv31FcK1I8OwAV2YP1z/97TdBgnMKSQRBsD5RnCVIkCDB2SAhzhJsaWQLQbFbzecD3yUJ1PzoMPnNYECcpUTiTPajXKYgAwBPYtUIQLQEwuYVZzzjbK0jEisycMWZrLj2dCKumHPFTQsjFWkEXMVln4VVoykp/sZAn6R2jc76OtxaFa0MnX2tGSoKU2nkeB5bD0OrRvH6CoozK0uLVpKCsTYxhuKMZQ7qvcKVGkNmDz6SXb9u25HO/OQEmwzcrvFkpY1vPkkJz+UyJQcUrYmf+6HdAIAJpjgbEGdMcVbaFvQlw6Pns0+cTRRNHFzzYQM4YdD2l7JpuxgqzuLb6bZtU7DV6HOQvnw/JSuufQvQI7lVHVBMuv8+AZozcrh04lLy2pHqkeCPXs6ZqYjF636Bb5a1szPZKfxgkbYRS6X9Km3VkXK6glVjPHHGrEUUBXrKw06mOIvOODOhpelrneMdoXit5QP7sqafhp6m7XAidBr0oo5rbgpUfc1774XDyO38RE1QnK2v0YKljFh2arWzUpxpuWHhvWk3BQXefjvYd26Cnt9mpQtTVweWlgCwyIkzYJBzFiYvuiYdIzaSbwaIZJbOx86uO8iY5FaNkRlnEVaNInFmCBlKkYqzXlGBK87GtWpsf//7OPpTP43Vv/gLHP/Zn0PjG9+A4zmwfNq/rpoXSfKZfAo5iITNOiPAZOCFa93tSIizKemkGJ5zFm/VSMfWKiYFy90+xrVvO1fEWa5F1Vrt0/R+npp0YOZd6Iws12vs89WOkIUJQCDOppQ6VhpdnGa2mH1in+ebaaYHbXrbYMweIKw4Y98hlWNWr1xx9sg/Dt/vu8ADnyAv7yruwou3vxhpK+Ia2dwuOfoexScw9Sf7aCkPRlacuNFXnc17Yv5sHnQ8GSfjLGzVWLDENqPXRfKtEVEovxDgkyP6OFvizPd8PHTnIr5y2yM4/IB8cpzXZtanWXrvUjMZZJ77XLKuddfdsZ/rbnGrRtsLxmauONNyProa7Te1NYlyM8FFjyiCLEqJliDBMxZWFHGWZJwlSJAgwdkgIc4SbGlkesSZoqqRyrJRypfNotjPOGOKM6/ZRI0XXBCTccasGrWJoCAiK9BsNuNss1aNguLM2FqKM1m+Rh8HXioWZeJ3Fqc4o3kkG1acjZh1y3PO3HIFXqUq5pvNZaGoSrTirK+wGsOq0fN1dPxQ8W2zijOmGDH6irMxLFJNRlZZEqtG3VChqqMVLNfumMCB7bSY+Il7jpPlfz5I27Oi+Lhhb3Ct+kR4H1o22FeL/ZhIO0F/N1x6PnUnKNaW8gZ++YZL8BtzM3AYma8x26JBxpkZT5ztnMqiym28QiA2jQCQnwPe/WXgJb8K/PiHoU2x3LHQddw7sZe8NiDO+oozpQ2AHne/wOefpoXhpewkDh6nSo6uT8cx02pgstuAYtCC6HyorafzTJlXozPDtWIGigpBcXa6eXpQJAtjppCCmqEkknNKLFJquZ7iDGlBcVZg2Tx9G8Tmd+8SVKFprYmsSs8Dt4+T3a86K1WBbBAzzob7Fa0ah/eiQ5VD5DXN97FnQJwxEr0SFHLDOWcdpNBOye0awyoFQXFWHD/fzHE9IQvUZAX6OKtGJWzVGKc4G1g1jlacRRNnwT4E4kxrAPBQbcVbNa5+4INAv736Pmpf/rJwfwWAa7dtk76/aGRgMgVtuVOWbhsGL8ZrTgcZCXEmyy/lirNYq0aTblsxFiK33TRxpihQ0mL+YBiu66HF8gSzLB+su86ea7YHxXLe55Vag4TqKmoHk2MQZ5OoY7newnKLPjf0iTPrBLURNvJOMGYLirPhcXLFWSZPs9V8nnHGMjD7fSiMt13+NqlVo6do8HyWgRozeYVPYHK0nlVjyoOq+9BMec7ZtCu29ZxHx8WBVaPvB+Tf374NuOP9gDs88HaoPckUZ0plHTp7htiKijOeF7tRPHbXadz5iSfw+F1n8MUPPogzh0XS0WeKM24TDgDZF95Elpv33BP7uXFWjePmGZ5P9JWyXHFmmgbqKToW1lfHzwpMcPEgiiCTZZ8lSPCMRiRxlijOEiRIkOBskBBnCbY0+sQZEE2QqRc44wwA6suUuNBUhWQwhcGtGvt5bUKWBjavOOMWdZsmzraaVWOE4mxh3wRmdkYTDVJsKONsY8TZqJwHfYoWwdz1wKpRIM7mg2PM8mPtH5bfV5yJ1zc7YQKMf2q4IcJORpxJFGc+s0uLsmocS3HGZqp32w5s9kN13LwkRVEE1dlXHl3Gco90ObLaxJ2PNeH7tA+tdwPVFM84m9ke7IsrzlK2nDjrK85yHcA2VHyV5U3NOg58loM0rlXjzsksKryoGj6myy4TV85fDbzmd4Hr3iYQoF5IObhnYg957Wj1aPDHwrUAAnIxIM+G6F9z+yQlo5ayUzh4rELWdTpMuWA3MNmpI5elpE+c4oyrsPRCUJjd6dBih+d7QhYQECh2tDQ91l/8sV9Ejlkb6n3FmYQ4yy3TdvlkJSDOavccFD7PVJuCUqzL8rUUTQuU0iE0V8UZn4JVY1hx1qA/gMPEGc83u8R2kOpditwULZb2Sb2FIl2/nmKTD3pZSWHirJvavOKsIlFpcRWqY7kDEiDjccVZyKoxVnHWt2qkn1faiOKsp1oTrBoVH4rWjFWcWYsn0bjzTrLOq9Vxsioqxm68RD7hI5XJY9Kjn73ajleO+74vV5x16efmzwFxpqYZcZaOzhflNoBR8BlxpmQyQoYiR6tqCUrSLFNr2S69EeZ3BPcIgTizHaRDQ7aiusinJQotieJsubkC16fnvq+ItU9QxZmZd4HcXGTGmeu5AgmXZ8SZ12EFf55XIplN/vJdL0fOFu+vriaSk3H3YT6Bye21m76CT2eqs5neoZRsMSs27dP75sCq8cQ9wD/8IvDkl4A7/hC4968H25CMM0skztz1MvLsGJ9O4ozfz/qIsosbF8ceWotdBmQZZ+KzZO4mSpx1H30UTjmapI9XnD39mWFRijPT1FFP0XNUW00UZ89GRPW9RHGW4KJDlFVjJ1GcJUiQIMHZICHOEmxpZIvDIp06IbcR1AobJFDGRJ84a5gZuIyRaCxR4qKQ1iNzX6KsGqclWRqbVZzJiDOf215JwIkzWXHt6USUFeOBl0UX7SLByai+5Y9rE5UHgDGIs41ZNWqTXHEmJ84mF3rEWaTirFekkCjONE0dWJv20XRDBb8xFGfwPKFYz2dJDzPORreVVJYRZy1bKPSOyjcL403P3Y5MKB/I9Xx85r6gSPk33zoC31fhO5TQ6+f98YyzwnRw7puC4iw494ZHt+8TZ9kuoEj61qWWB79LC8/jWjXO5lOoxxFn+/dHvgZICNBxFGfpCWByDwDRrtFqO/A9D/Ypmhu2lJ3E/cfLZGzhRULDbmCyW4dh0rFlXhmOdylOnLE2ZkwH16DoeSi4tDAnyzkzjBZUpnD70Re/Gd/4xjdw4EAoD66fceanoafpfqea9Bo9UX4Czvo6motMjQogVZwUrBr9tiuMuZxcbq3RvqUrHRgKUzKFM85aTHEWIuLEfLPhfnJTjLDrEWfbJmjB/EnzKvrZh74KAFBME9CD88EVZ1zZGoeKRKWVYWS6QxRnPOMswqqRj2URirNCxoHj07YVmXHWKypMuh5UrnzT67HEWeXTnwYPc/K6HTxwkvYf39NxzXaRTACAfL6AKdbWH146Jd22D8fyhAypqIyzvCGOLxtSnLGMs1puV8xxbU5xthmbRsWzBYWdE/pees5DejK4drI8yAKro9u+6CaALL1/Typ1rHdEhVfdqqParcI6QZXQRs4B8rORGWfrnXWhnRYKtJ34AnFWYcui+khXdRQ9sb86mrhuQ4ozva84C66zkeWKs+D/fJeeNwBIuZS8HyjODn+dbnjkm4M/OyTjTLw+zvq6cI99eq0az4/irMMmZ8isH0dlnAFA5rrrBGVn6557Iz83ljjbAhlnjudA8RVoPm0DZspAPU3Hhtpaojh7NiKKIEuIswQXHRLFWYIECRKcFyTEWYItjUxhWGCNKtRHWTieLfrEmaeoaJi0oNNZpbMYo/LNgGirxnOZcTaTpkWWttNGy5EUgBi2vOIsIxZzUlkdl10/J9l61M4kVo2+D7Qks/pHZZyxItMouxptks4ed9bLcGu1jSvO+oqMTpVYGQ1e5zlnXlhxJvYfTrgAYs4ZL/YYTi/jbAzCmmejWG3RqnEjxFkhbeCNz6H2T5+89zjWGl185r7AHksgztoBccatGm0YOHDgAFod2gdSPeJMj1CcqT6ISqGPq2yxGNkyguJUbsR3VFUFVjGioA8gtV+iOAsfG7fcDF3DvUVKnC23l9Ho/7Dq55ypInHmrKzCt2kbW8pOYa1p4djacHteJAwUZ1V0fEpGz33hNwc/3NJ5ZuFp00kHqdmg2KdAtGuU5Zyt2YfJsu8ZKKjbcP311+PBBx/E17/+dbzlLW8ZEmcSxdlz5+h5erL8JFr33AtH44VHD0axIBBniiexzWP3rHaZnueMIpkB6nQGpH6cVWNfEdfHZaFrlZumn9us9hRnjDi7W30u/eyTBwf5iX0Sg2ecZTegOOMKsHxKF6wanY41IAuFjDNl+P61pgWvP/5x4qxHeh1fp+c3nRaJoFFWjRogEFh94szjijgAnmWh8vd/L6z32x08tESVUDpyMHX5Pd5M5zDF1G4PnYknzmSz6HWngzTLOM1aE4AnTuwRiDMnjjgbtp2uWUSH5aqGMa5927kgzlLdKjSHFsPDiqrC9tYgHlc1fECjYzEnzhqyopPEqrENuRpwsb4I+zi3auwrzuQZZ1xFqys68kX6mSMVZxGzyVMSRZArI84iHBMAcQKTqw0zzgBA58RZPegnmbb4PGk4LCuvrwjlx997znBcD1aoPxYkVo2ujDh7OhVndckDAs4+44w/i8kswgXiLCsSZ4ppInvDDWRd6+67Ij83jjjbClaNtmsLNo0AkE6ZqDHFWT3JOHtWIlJxllg1JrjYEKU4c9rSukGCBAkSJBgPCXGWYEsjrDjTIqzhtPz5VZwBYs5Zd40WhaPyzQCROFP7ijOJVeNmFWfTGbGINcqu0ff9rU+cSQjJK1+0TbBKHAsGLyD4gNMVbRoVVZhhzrFRq0aNWTU6Z07D7Tpos+JjX3GWllgpZTwP5Gy01oVtOHHWGKE4U7JZKAZtuzznjGecnZ3i7OyIMwCCXeOJ9TZ+5ZP3D2ale4w46/cDbtVYadv42Mc+Bge0EBuVcaaF1BjNz65gR2d4XkzPx5tASVBgmHE2SnEGAJiYlK52ixPQp6OL1EC84uyS4iVQFXqrP1o7GvzRyzlLSRRn3KbRUvWBnWQ456zToEVC025gu1+FyxQUc8114OHPAxCtGi3fgB9S9ZqTw/O1gxNnEsXZ0cbjZNnrbEO5FbQHRVHwile8Ap/5zGfwvBe9HEBfcUbbYb5Blw9VDqFxz11wWL5ZSrOg5OeQ0SrCcbRq9Fxwe+F2lbY1bvc43DDo226MVeNTZa4467VHIytYNdodF1bHwUKRjivf7OxnSlx/oPzoKxUsbtW4gYwzrgArZQ1BrWuHyEFu1RhWnLmej3JfwcatGp02fnB0Gd87Ru/LkwWmllV05AzRehkAISKEnDO9Bs8HGpZYZKt/6ctw18Wx2Ot28OQKVStm9ZhnFSMjEHaH10Vb0jBks+U1tyMozlSoaJRFUiylb86qsVbYE3tc46pQxCL/aOKMZwmmuhXoLifOhsda2DF8TdnxPOFeXGjS9tiwJUWnjKg4U42K9PhO1I/DXqTEmRmVcWY1AM/DEstom8vOQWNKIa/DCv4CcVYVVI++5wE8Gw2Ay667ntKgxOSMioqz4P194ixKcaa3RNJGd+hz74A4Y5aq6JG4HUbayDLOZIqz+tOZcRalODvHxJkl6f/jZJwBkpyzu6NzzuIyzraCVaPlWYJNIwCkUobEqjFRnD0bEZVDLetDCRI8oxGlOAMS1VmCBAkSnAUS4izBlkY446xPOIWhpFKBrdR5QJg4q6Vosc0pMyukCMWZ7/ui4qyfcSaxatys4ixrZIWC4CjirO20RXugLUacpbK6oE458NJN2DQColUjEKjOGsyKLTsNqPFkDp+d7dqeVI3Qhz5FC2/WseNoZWYDki6E0lxwjJqqIcMK9lm+f4ldYz5WcSYhzhQFaomTLvGKM93efMaZTHG2URL0ubtKuHKBfva3nxoWR3yHjhNRijPX83HFNc/Bv//NX6PHPLBqjCbOjHssfLyzHf/r1Bn83soa/vHkKexMie2yM2bGGQDo03LiTN136cj3Coqz0DU0NRM78zvJ6wO7xoXnBNuoVNnUlRBny9lJ+L322ifOfM9Hp8kUiXYDlxn0h5vm+wEZsfoEAJE4g6ISgioVOhU7bbr/kw16XADw6NqjZNnt7MBqXSQBVnvHKlOcGXVaULM8C7XvfkcgzkzTBfJzMBQLBiMcOXHG71m8oCrkmw12FLRnr8kUOb1cvfXOOtaYquiyPnFm5qV2is1KV7BqPF5zgD0vpRse+lrwWZkMPEWDzSz+NqI4q0gyx4RJB61hW0lzxZlK37/S6F1TiXr2tq//gCzP5E1cvo2OrxOpiUhL5bDihRNnqh4cY7UlFsTLn/ykdHd+u4PjFTpGlyRj8ABGVsg4O9NYjb2v8Fn0iudA9V3oTktQYdXXxYKxqdFrablypQxArRprxT2R2wGAPWYxXWjfEUX+MATFmVWBxogzTzPhKSpUE8jOhb7TFa+HzsbKfIuOzTVL0id5xhnqUPSK9PjOnHxSyJkyC16wD55xBgBWQ1CcLeQWiMIPCNoTAc808+xArUreI1fXcMXZqMkrYsZZcGx6FHFW9wEfUBriWKHadOwfnG9BcRZc5xYjq+UZZ+vIs+/Q3ILE2blXnI1h1ZiW9ymec2YdOgR7WbQlBkYozraAVaPt2dA9yUTEVAr1FP2t1qpZY1vJJrh4EEWQbYX2myDBOUUccSaxdE5w7uD5Hj7zxGfw+3f9Ph5YfuDpPpwECRKcYyTEWYItDaI4kyhczpdNI8CIM6Y488oVslyIUJz57TbA7M76Vo1yxdnmuyTPOesTBlGQFYi2GnGmaipe8Ia9ULWg2HnTj+7D5EKEYmAUooizJiOgRtg0AmLGGRCf68IzznzLQitL7SZzEyaxNuQ5Z3mWsyccNyRWjX3FmaLKi3aAUEgM2/z5ni/MkjYGirPRbcXkirOztGoEArLvJ2+6JPJ1btW42pIrzoAgg+lFL6UFpLSTA3zAYDPjw8TZbX/+55h78U/huV0Ltzaa2Om48KauJdt3NAOeokJRgOwY5GBmVp59lLvi8pHvjVOcATE5Zz3FmZhx5grE2VJ2yGYdPBbsv9t24LPCvmE3MOfSWY3TrgsNANYCS0VOhgOAHSL+zeKwzQlWjRLF2SNrj5Blt7MDqw1aYHdcD2vNYF0TmUHRtw+/XMFMSAFabPrwjxwXibOUEqhHAMGucXmFnkfeRzot2vYzkcRZUOzjVo19dTVXm6U8D7v658nMwTA1Qe3ZrHQxz4izWseBtecV9LOf+irg+1CzWSHfDAByExtQnLGMs8msKUw6cEKEALdq1HV671ytRyjOANz3xDGy/J6X7kPLpec30qYRIIoXmeIMgJBz1nn8cbTvu0+6O6fdRpWRG3M5OTkOANDTglWjjTqeWI6eIcyLgX3llQIIdo11SbZPSt1Ixtmw7XDizOCKpAts1ag7ElWVlkJ+oUXnplz5emglrjhjFn/jWDUqjUjFWf3IE3SF6kOfngom46Qk90yrISjO5rPzUDO0r460apSs4+e3j40SZ9wye5hx1rNqzIiKM9PNALb4nKRYdF2t30c4EdhXnDEStiDJOPO7XUyq9BiezowzrsLu42yIM8/zhfdv1qoRANJXX00yMwGgFaE6c51o8v5sSSiv3YZ14gR8K5q0H4Voq8YUamnRUjXJOXv2IcqqMWp9ggTPWERZNQKJ4uw84xOPfQK/993fw6ce/xTe+a/vxInaidFvSpAgwTMGCXGWYEsjnHEmU7icL5tGIN6q0a9WyHKUVSNXmwGAFmPVmDI2Z9UIANPM9m+tLc/g6IPbNCpQthxxBgDXvmInfuYPXox3//eX4vmv27P5HQlWjQiyhLhVY05OYIQhU0nFWdZokyVhXSu7QJZLC7RoyHPOcgr7TIniLDLjLFUEIpQWagzpYnUcgNVM+laN45DWXHEmtWpMb7zNv+m5O5COUGfuLdEMtOV2MIs6n9KhMTuqSssW1E+ar8PwUrGKs0u3bQOe92+AF/1bYOFa4CW/CnfhBWT7Vq+4mDP1aJVLCMUFeW5f8aorRr43LuMMEImzgVVjYQHIzUmIMwf2KZqvtBSyL33sTA3NroO2JMvFsJvIN+i4N+/0rvl6QJwZpgaNXb8+cabPz0PDsPg3KuOs0qngVJMeqychztaa1sDJrOWnoKUZcdbt4urMvsHygePBxi63aszoQV4RgCyzWjy9xDLJmOKs06WdaZRVY1TGGc8322c7GPSinh2cMBZUuoJVIwCcmfshuqJxBlh6GEo2I+SbqbqCVG4M29EeeMZZKWsKkw6czvA6pT16TXSNXvuVRq/gaWQAlfbbAoZteCJj4KdfuBuVboVsM5GKUXyFSIdZgTgLChE1RpyVP/GJyN1ZzTYUjRaxtxViiDMjK2araU3cc0S0gezDZkW/sMos3aXvk2X7CBlnY1g1+lBQK+wmr23fX6LHNa5V4zkhzipkbO7D0TIo7AwVyCf3AnNXCXmjhdYYVo2MOCsobahGWdwOQPcEs2nMuVCKvbFdNnmlG6E4Y0ohP0yc+X4EcUbHXU6i9OEwK2huxcghZpylAcUPMuMgKs6yFjBTK0n35TPirGr1rRpZQa93Tds2s9S15GTgtE3Hyqcr48z3fHSirBpbmz8mGekmU9F4bXp+oqwaFV1H9sYbybpmRM7Z+co4s44fx+E3vBGHXnMzjrz97XDK8j41CoHijLZRRVWQSaXhaBbaOu3TtdUk5+zZBpmtcdz6BAmesYi1aoyYrJfgnODOE3cO/vZ8D3cu3hmzdYIECZ5pSIizBFsaYavGvsVhGBdKcVZlVo1arUKWo6wa3ar4kNI/5smsRHG2SatGAJjNUqXUKKtGTpzljbyQhbRVkCulpCqVDUEzhGJroDjjxNloxZlshnbczFtu1QhAUJyV5mkb44qzHD/2pkiMcqvGQcZZjEWYNlEiy26IFJYVenQnKDpoEutUDnMMq0ZjnPwvhomMgTdcJ7fsfP0BSjT1FWeKogh2jdW2jbSECMhaE1BBr3G4OOvWaoBuArf8AfCL3wJe87vwmJVWe2DTOB4xOL1TzEgDgNRll418rybYbVbIcqTiDAC2XYeUSottMqvGldywDXs+8P3FilAg1NwuNM+GxhS5c30ionwE6JEjnLC09aD9m/v2kiLqDmbVWO1WydjF1Wa+p8PrzmGVzfpfroUy6iRWjQBwtTa0tDxwzO8dF1Oc5VIhxRkt9K2xghxXnHVZ0Xik4iwi4+ypCs83C33X3uSHHLNUbFYt5FI6iuxetYhtQIkSIXjqK1AzWVhM2ZUrpsYigfuoCIoziVVjKCuQK84UbtXYt99UFMGusaAMz/3PvmQP8il9mJ/UQ6ziLGzV6HDiLHitEiLO3EYDtX/658jdeZ0OwIizWOLOEBVnit7A3YejibMoxRkAIedMZtW4kYwzRdcBTUMztwBXp8TLzitYhue4Vo3tjRNnsowzGXHmGinktoXWX/l6QFFE4qxN2zN/LgIgEGcAIhVnyimqHjNyzvCZQjcBZo8Jqy4QZ/O5EYozqwH4knN8nhRngqJQS0MzvcFcHD0rPvtsq8lzYh02eaDrdtFxOhKrxuD7EuLM96UZZwAwaW0N4qzbcnjU3ABnoziTPYtx4hwAfGYTqmai+1SO5ZzJFGe+78cSZ0538xln5b/7xOA5o/vIo6h98Yub2o/lWYLiTDPUQVYwzzmTqW8TXNyQ9RUAsBKrxgQXG5KMs6cN/PlxMDEoQYIEFwW2ZpU8QQIAuqGSH/SaTHFWOH+Ks0JaHxQGuFWjVqc/8osZOanj1ehNUy0UoGjBdzI0VbCPS+mbV5xxq8aNEmdbUW12zmGyIoLd3pxVo4TgjJt5qxaLgE4L1q0sJUom50coztgscanibJIVQv0CHN+MJ85iMs54sUbx3UGRktv8yMDt4qSKsw1aNfbxjhfsEtbtm83hhxnRtNZZg9vLDipJiDMzo0NhSrRCV1SG6KHirFcXf5jwvJ72BvLNAGD+km3S9eMRZyWyzBVne5i12rHaMThe79ouXAdToUVHS0KcGTsoUXnwWBltRk4ZvTHFrLYQrh4OFGdOB6gF+xWIs57iLLXvUvLDb7vjQGE2peGcs0fWKXHmdbcB0ATF2XIow6yJDFTdh6LSCudl/rDvX91XnGmMOMtnB8RZRqPnuVahBTmuku66tC1EZpy1A0JOUJz1+tyTZao4uyxsBxyhOOsTDgvMrvFMvQtc9mr6+Ye+CjUjKs42km8GiFaNpawJgynOwuMmzzjzFXoNCRnKSL0ignOVT+l414v3AICgOJtMxyi+QqRDZMZZiDir/tM/RRITAKB0u1A0+vqEGUecZTDpiYqzu46swo+oxMcpzgxrDOJsA4ozAFBTKdSKlIQvTKVRnKF9ZFwVCj9/SoStXB++70syzqpQ4AvkmTGjQjNC5+3K1wMQx8pCi55bqeIsUwJCY1BDUQBNfq6yzFrTyLuD8QKAqDrrilaNC9kFKGmecdYetoOonJLu+SHOuOLM0enEA1UD1BTPOStJ9+XZPlSP2TVaNYlVY9DX2+HxwbWgywhDACVWLHy6rBr5PTEMbnu9EXQl+YpnY9UIAFmWc2afOAFrkd73PdcXXAfCcJ34fN84dA8dop9/fHO2VrZrQ2fEmW6og4kB3K4xsWp89iEy4yyxakxwsSGxanza0HLoM5d0IlaCBAmesUiIswRbFpmCSWa3y9Rlav78kT2qqqDQK3pz4izVZMRZlOKMWTVylc5ls7SIsmty9IzrKJxtxtmzgjjjOWd2E2iyQPQxiDNFVQTyLG7mraIoxK7RB9DKUOJMsGrkGWdM+YLWaMUZADTdqbNQnNFijW63BuXDcRRnKUZUnYuMsz6uv2QSV8zTNvueH9qH+RxV8rm+i3I3ICImGFFdadlQFEUg+PIS4owozuoi4cFJjj5xlh+TOJvbtSCsaxcnhUKvDDzjzGs04IfIFK44sz0bpxo9e8Nt1yGl0mPvtmzBqnFuP93HweMVHFpkReKeXZbmArlQbWrODRUn1oNiWTrPirE94sy8dB/5cWcCmGdKoXDOmZBv1t4BAAJxNlArAWj6KSgKoKVpW9zlBm261PCxs9e9HKauSRWLIavGCnmtXWcKPKaS7vqUeIq0amytw7csIfdFzeXg+75EcRb63N69SmbVCAALE3QcOV3tAJe9in7+8bugpg1YjOjZSL4ZEPSvMKSKs5A6KcsKsD7o9w9fQ644K/bsRv/Ni3aj1FNzb8iqMVS4F60aawD8AXHm+z4qn/gk2cbcS/uH7tpQmQVqUZLNNoCRFRVnqoO1VgOHVprSt4iKsxC573OrRrFYbDL10yjiTEmlUC3sIevm9xZF+80xZ/H7G7RqtNqOoGZL9a6xxnLOzLnQMWWngV0BScBtk4ttRpzJZmurGpAZ3hPO6NFj+lyZHp+Zd+gzBcs5c7s1LLfoM8h8bh4qI86AwE4WQDRxxhVnzXGJs/h7FLdydLW0kBGp5OhyqRNNUhsu/W7VblUs6A0UZ8N7R96KttgrdBhx9jQpztoRNo1AMNa57uYUWjLSjdvM+b4vEGf/+Ng6Ora8P6Yuv1x4vug88jBZjlOb9bHZnDNnlU7+4s9Q4yKwaqRjmU4UZ2wsTKwan3WIyjIb11Y4QYJnDOIUZ1HPDgnOCZrMMjohzhIkuLiQEGcJtiwyRfpDiBeHgfFUL2eDfqGdE2fpFlNrjWnVqE7Qwtm/e9X+QWH99dduwzU7RpMRUeDE2UYzzp4dxBkjn+z2pqwaATHnbFTxQJ8cWhfZRgEOI/FGKs4M1ta5Ug6BNSInopreCOKMq5VCNn9ccaaHZlONlXHGCCnX9gR7v80SZ4qi4L/++LXI9q7DK66YxVufvxNT6SnBcrSvvuRWjZV2UJhX07R4Wuhymykfqjc8bq8mPgxzW71WX3Fmjkec6YU8bI0p9HbsjtiaQkauhUn7yfSkYFM3sGtcuE7IOOvWmgJps/caqny7/3gZjx6tkHVmSK1RCv1+mAtb3631iLMIq8bU3r1CEXUnU2fGEmedPnHGrBrDxBmCcYAXf2etNFRFHdg0AoAjWDWaQD4YI7hVo9tkCiCmOLMUWjDOqBE/qtrrcCVFRDWXw5nmGeHH2WWEOOspzibkxNk2lnN2ptoB9rwUUENtz7Wg2hV0GdGzUcWZSJyZ4rgZOmVppiZxYQMYriPEGTu2AtpIGyre/UNDAmvTVo08a0y1AdUaEGft++5D90mq+pt617uEXaZ8RpyZMfd3PS1knAGAojVw9xH5vZwX/bSQVaOl0vc01ruCMiTNVMwjibN0GjWmXp3fW4SxwXthHxvNOOM2jQCQ6l3jsE0lAGjToWO64kcC8guAzq0aGfkQWegI2TWeiXEGmKvQZUFxxoizteYSXJ8eQ5BxJhJnA1IkkjhjGWfjKs5GZJwZPONMF61uXUac5S25VSMATKn0WbXaXgtss8kO+4qz4X7zfJsQcm163epPE3HWqUcTZwBgtzdXqO82xe/j2B680Jjh2zbAyPc/+84i/su/PMLfCgBQVBXmvn1knXOGqh/HIc42Sz44q/TZO07BG/v5ni1YNeqmhrQuJ84SxdmzD0nGWYJnDRLF2dMGrjjjE9QTJEjwzEZCnCXYssgWmGe9pFB/Pq0agWGhnWecZTsNYkVWTMutGl1m1cgVCC+/fBbf+s1X4pv/4ZX485983obyYzgSq8YxYNDruFmrRgDCLPtR9lThbJUmIwJUeMhP0UIZv56zaZazIlGcARKLtpGKM2bVGLL5E4mzoHCnpFJQzdFFdJ5xBojFz80SZwBww+5JHPyPr8Gdv/EKfPRdN8LQVGiqhqk0LdqttIICjWDV2CvsOyY9pjmP2hLqigcl5Fc0juKsZQTXc1yrRkVR0M0xFc1VV0RsTSFT/42dcza5F6ZJC+pWgxaWFMPAc66jBbZyy8Zjx+hnGGHirBGyagwX89YPA4i2ajR37wBYIXlHjl6PxUZAnFW7VWLbCABeR644C1s1WtDhQoOWZgRJuYbdxd0Dm0ZAQpxldCBdAjRTUIwpTA2jFobXxVVNeCynMB2jOJOpRdRcHk9WKGGTclV6fnuF+SjF2Tyzajxd7QTqrV0vpN+lc1qiODtbq0ZDHDed4TLPOAsOZFiIDhNnHZ3erwpo4R0vuAQz+eH3LncosRlPnA2vxbQrjuWKXhsQgeW/+wR5zdh9CfKvfIXwnpRHlQ2xxJmRRcb3kZbYNd5zRJ5zxjOTwqqrtk6/u+f5aFVpn+CKM8uNtpkDAC+dRzNHLWXn905AZ2O4bXmR9pJkfzyPKZuL2DIAt2lUDAuqH5wDjRFnnhFq/1e8fvCnYNXIlAhSq0YAyA7vKacjiDPD8THF6lJmzgHyofs9s2rk+Wa6qgeTPzKixd5IxRmzO+QZcn04jDA1R1o10tc91YCSos+qXUacpbxo4qyk0meZanNJ3EiScVaIyDcDgGyLfvfm06Y4i+9D3XY8sRaFqHy0MGnFFZwA0NFMfO7gSTgRSjd9nir0nRWqfnTt0f143EzDMHzXhbtGx7XNKs4s1xKsGjVDHVjRilaNieLs2YaoLLMoC8cECZ6xiM04S4ic8wXf99FmzyiJ4ixBgosLCXGWYMuCK85USXH4fFo1AkApExwDV5wZroN0qMhUiCDOvBFWjUCQ+7JrKntWpBkgEi3rnfVBtpMMz06rRlaMspqbVpxxwmdU8UCbGhJnrSwtVhTMLlSWs/Wmy96ETK9oXzSLeN38jXSHEsUZICmYe9OCOoMc1wYUZ0ZvNhXPbopCSkKc8eLn2RBnAJA2NOyezpH+M5uh17BvW9q3cOtjoCDR6Q+NaYfaJuoavbZSxVmkVeP4329iFyWIdlx/zVjvU0wTao6OUaOIs6O1o8EfqgpzhhbDLYsWy4zt27FzKoe5Am1bPis6GOMozmKIMzWfh14QlRY7i5eQ5T5xxtVmvqfD6wZF6krLhh0qFi7Xwu1Oga3nBMWZu76O/aX9sYqzVEYHFAXIzQlWjSnHJwXKsOLM4tlGADKRGWfr0iKims0I+WYLlkYT4Hr3qjzLO2xVLfiej22MOFuq9QiHy36YflbjOLqM6MluwKrR932p4kxQJ3nDMSItycpR1OF9NkyGPl6h4+WE2sYvvIySu1xxNq5VY9b3kWOqHFWvo9a24ayuonb77eS1ybe/Q6qWSnPiLNaqMQMFEHPO9AbuPrwuJaJ4MTCsuqqn63AUWsTnSguecdZx45UYtfwlQEjNqyo+ZnflhWvqe36QjTQCguKMk0WdGuAMr3mjTO8dfmq4rDn0Ndvv7cvIApe+crgdU5wVOzaZBCW1agSI4ux0hFXjbFX8UWXkXWbVSMeBJWapPZ+dh6qoUqvGoeIsYtzgVo3nKuNMch/30mx8YY8EKqKtGksKJdVqLYmtuO8BrkOIszirxlSDnpOnL+MsnhizJIqzZtfBX97xFP7i60+h1pG/vyPJOAMoceZ1xP7b0U20bRePnZEX8Iw5OonLXuKKs9HEwmasGt1yGWBj3WYVZ47nSDPOhlaNlDjrNp1IIjLBxYmoLDP7aSLYEyQ4b4glzhIi53zB9mw4Ph1PEuIsQYKLCwlxlmDLIlNgVo0y4uwCKc44cQYAxe6wsFmUFBYA0apRm4gpnJ0lOHHm+d4g24mjaTdx75l7ybrY2fAXC0xW3GyuDGY2D5Cj5zEKZ2PV2MpSYqaYE0m3A9MH8Lkf/Rz+5BV/gs+/6fPYNbmfbtCSE2c852x0xhnLx6qEFWcs46xHnGmF8dqKZqhCFpxr0+96tsSZDELeX68wJ1g19r5fTaH9JNOh54TXSd36+MTZuIozAJh965sHf2sTEyjccsvY7xUI0Cotou4tRijOAKQWqCWk7RnwQ3SMsWMHFEXB9ZfQYmjWp+RFJHEWVvD0rRrzInFmXroPiuSHxs4JSoicrAcqM06ced0FAMP2tBaa/R+2agQAV8+KdmPldVzjb8f2UHNwNIniDADyswJxpkPBYiiPKqw4s5nVqgpbsMgcoLUOr0l//KrZLBRVFfLNdllswkWEVaPn+Wg3bCzIFGcAcNmr6efZa2eVcdayXFhM5SC1avSG+0zLVErqcAxab1mwXQ/rTQvfX6b7vm4G2Mby23jG2bhWjQAwm6JtXdHqqLZtVP7+s0AoP1BJpVC69cegpsRzY3p0/JwwY4i73qQOnnOmak2cqXVwfF1sK7wYGM5hrGeBeoqOazznjBNnoxRnlewOslzKu9BNTbimwHj2bQJxluvdn30f+Of3Ae/fBfzPa4BDXwcgTrpwskMihVs1Wn5vX5f+MJkww4kzw/OQDn3tuh1l1Ti8f5/R5GP6fJm2Xy3lQjN8atXIFWddqrqZ76nRFcMANEZI9omRMa0aZQokYBNWjZJ7tMfaey0//O6eosLVop8RiijR98qIMwBwOmhbwzZeiLFqNOr0nDxdGWejrBr5MxUA/OL/vg9/9K+P47996XH83EfvlbxLnMTUR1gxwxWcANDtqUoPHpf/FtDnmOJsabTiTGPPdKPcFmTg+WbA2WWciVaNaqRVI5Cozp5N8Dw/cmJjojhLcNEhzqoxatJNgrNGS/J8klg1JkhwcSEhzhJsWWQZcaak04Ax2r7xXKLYK7S39BRslRYPSqFZPVGKM5cpzmSquXOFydRkZLZTGDWrhl+4/Rfw6PqjZD0nGy5KsNwwlI+J2+TnxHUSCJZjIwqF2lSYOKOfUSzJh+KdhZ141e5XYS47JxJ6rXVhxi4gsWr0puOJs8kSWXZrNfi94m2UVeNGCGvZbPUwRhXtNoPZrFxxFpVxtupTuyylSbczWKGIK0kBwGsxq8aB4mx84mzy7W/Hrg/9FeZ/+7ew95//aUPjm2C5Wa6Q5UirRgDmNppfBiikuGrsCArm1+8uka0yjDgzJVaNBT2DbJgQKR8BPFeacZbau0+cLalo2Fmix36ycRKe70mIs51kOaxQWmHEmW/mBatGZ20dVxylhU3bkCjOACA3h4xWAcfRE8O2QRRnBr2WGbWGSJGxRHHWVxRy4mw3Lwj1FC2ZogmFqVibla6gOFttdGE5HjB/LVXG6AospkLeSMYZt2kEgFJOtGp0kILfa0cy4kxRbOQ84EUdHTe0dZxZbeGj3z6Cskevy9XMGc52bSFvIJI4cyzAoYXUaWb3quh1VJsdlD/9KbK++LrXQSuVAqKDMewpViMfpTgDgEmer9ZTw959WCz+8qKfHpoEUssqaLCCcX09njgblXFWNagydTofbG+kxPvXOCqUyIyz098H7rst+Lu5DHzqp4GlhwXirJ0dvl9zIxRnV76BrJflQRZCl348xRm9Z+0uBhMPpPlmAJALZ5wxxRlTRc7nhgogrjrz2qOIszEVZzpXnI24R6c0osoDAN+k+1gPNe1uqkSUiRx5n96rqh25FSlci2acWdHEmV6vkOWm5QiZfhcCo6waueJsrdHFN58cPqd/71gZJyQkuRVBnIUzmrg1p61ocHu/Ww4eiyDO5qnizBEUZ8x+WFUE605nExlnzoqEODuLjDPdo21YN7TB+OapLppGhbxeW01yzs4ljq018R//4SH8jy8//rSR1lGIUpsFryXEWYKLCE4X8GImbySKs/OGpiNO/EgUZwkSXFxIiLMEWxaZIi2sKooiFJLPt1XjoNCuKKgy1VnRGt4kC+kIxdmIjLNzCVm2EyfOKp0K3vOl9+AHKz8g6ydSE3j9vtfjoge3aqww4szIDqzORu5KUJxtwKoxQ4sVkzNjKDlChTsAQQ5UpyJsJlg1blBxBt+H11NUdZmdjWFvTHEGAKnsiKKcRK1wtuBWjf1+UMqKirNqt4qyz4o4HlNSsWL/+VKcAUD+ZS/D1DvfCWNuPAK3j1GKsz0Te8hyuVseZECZl1wt7C9sUTggzpjiLMPqkjLF2TzL84NrAdVFqVWjeek+cbZkKo+dBUqI2Z6N5dayQP5nPKqcW+kRZ77vC8SZkspDT9Giibu+jtnHaOHQ5hln/facn4OhWDCYauzkmZDiLJ9Hnx3jirN02KaRE/qdKjyWo6fm83A8B4crh8n6/RYrCvXILlVVkGV2x41KFwtF0QJuud4BVDVQ5/RgaQWh+L0RxRm3adRUBYWULlWvOAjagpqaGNhr9aFrNm5tpvBDHQOv7Bi48389htu+fRQ1n16XrEf7H1ebATFWjZLch1k2uUHR67jkyQfgnDpN1k/+5DsGf3Oiw2SXJlbVrcsVZ4oWfK+7joiZlqLiLEycjVacbSTjzPd9VDQ6rk6ng2OTKc7GyT0aWA/2MCDOlmm/htUA/u7taK7ScbeZqaPb644848zyM4CiAZdT1a6azwsEJyHOIjPOoq0anz//fADAfIUOiGbOAaDQezcjo8849PMWckM1usKsK/1unziryI+RZ5yxnMRWr/tu1KpRURToHlPsmoyALwzvmZ1UdL4ZAGR9OhbWor6P06VWjTEZZ0qV7sP3gZZ94YvinRFWjTzj7ERZ/E7H1kQCSaZUA6jVnM/6U0cf9u+DxyvS9xss48xeXia2sJw4C1wExEzDjeJcKs4s14LmMYcSQ4WiKKGcM0rO1lYTxdm5guV4eMsHv4v/ddcx/NnXnsJvf+7Bp/uQCOJUZa7jwY3I/0uQ4BmHOLUZkGScnUfIFGdNuwnH21oTCRIkSLB5JMRZgi0LbtUIAOmrrqLLV15xXo8hrFDhdo3F7vAmGUWceRfQqhGItqgDgLX2Gn7uyz8nFJun0lP4yM0fIQWbixa8QM2JszFtGgFAT/HiwSirxoB08BQdbXadSgtjkHVZybG1xGKqaNU4DaTHzzgDhvlYkVaNY2acAWMozs6DVWN0xhkla2ptG0+Un0BHj5/pbLD+LVOcueeIONsstBJTnLGMsx35HdBVeiz9nDNzx1UAmPpKQpxds2MChjYskGY5wWgPz0Gp9/ttLrddKBZj/ZDUqjF16aXijMhUEdPpaYFQeXTtUZyonyDrJnWqTFvtkWWVli3YBurpvGDV6KyvQzn48GDZUzRApfehgeKsp0zldo0rq8O2pKhqUKiHSJxl1BCxOXslOLwKLSyquRyO14/D8ii5cQXP/Qndp3JMIdasdDGRMZBmCsozErvGjlEi2yi+h0xerqyWgSvOShkjKMDLSBa/N2bl5wa5jn1cpqawzR0eb/WpGrSWixrYmMkKAhsiziQKnhl2P1T1Ol7y8B1kXfqaa5C59trBssKIs1TI5iytpQWiimBg1ShXnN1zZLTiLEweVbOiRdkoxVmH2xaH37vWQVeh12bSCM65pqtCRuemrBr7RJHMhrh6HI1jNN+vbpRxusfR6DzjzEsDu19MLBaB3gQsprIutIbXKXKGcI/8cgEsMcXZjQtB/uh8hb7FyLvB+8LWjlxx5tJzEJ5ocNaKM0aknCkF/2+UOPN9HxpTZLoG3ceZojq4g3TS8cRZxqN9txplZ+R00BmTOPPLZUEV93TknG0042yxLD57HF0TCaSxrBrZ9e6Gxpvj6y2iwO6DK878VosQWNxaW9NV4dl3Mxlnzqpoz3l2ijMx4wxAyK6RPivzSQQJNo8fLFbIxKQvPXzmaVF7RmGUqixRnSW4aBCXbwYkxNl5BHe46KNpb25CSIIECbYeEuIswZYFt2oEgLlf///A3LMHSiaD2ff9CszduyXvPHeII84meg8oKV1FSpcXHrhVoyyn7VxiOkNVSWud4MficmsZP/uln8WTZVp4ms3M4qO3fBRXTJ1fAnLLgBNn1ZN0OUcJlzgIlmMjigdaL+OsnZkRlByTuyZlb6Ew0kI+CppigVFQnHmT8GMswtR0GgrLK+mrlUSrxuDBcCNKz5GKs/ORcZaVE8gTGTqmVNo2niw/iY4R/2BrMItHt14ns7KBaMVZ/jx8PxlGKc50VcfuAh0v+3aNimHCVCnRISPO0oaGA9sD8kHzAROMOAsVnUvN4PzM5+aBaZpRhrVDg7bUh6eloO7aLf7wM/NQFEVQnd1+7Hb62aqBbdk99GOawXfi+WYAYGSK0LlV49IS7BNDMs5hJA4QIoJzfeKMnucKIyf6KmnL5MRZ6N4wJyr+vDItLKq5HJ4qU5tGzy5gwWffLVSYF8aCSheKoghZYIOcs32vHKzraCWyjek0BOvHOJQZ6d4nrfm4CQC23yMI8vODQmcfe+2ssP1ltoa6z1V68cRZwSgIxPHwvYyIUA2BOFtoruF5px8j6ybf8Xb6thjF2cgM0T5x5skVZ4vlNk5WaGHc6vDxeYRVIysW83MdpzhbOkrPr2E3kPOHY55gXTzifuh7npDBpfQVZ5IJIQDQ7NDjreir+MxLVVg6oLns3PgZ4Eq5il4v0fttMfRW27PllpU94mxN0+Awj9Xr566Hqqii4izvAHmmuOUZZ0zJFZ7ApGbo9/U7vQMdM+OMExFLk8FxO2wSArfe4/CaLdK2AMBlbadsqKj0vlo3Ff88k/Jo361G5cq5FlohRW0ccQbLQoaRp41uPIl1PtCu0z6kMtssruJflCjOZHmG/H19hAlqnnEWVpwBcrtGnnEGULtGQXGmK4ICfxySnMOVKc5aLeG5ahzEEWcDxRkjzmoJcXbOwAlZy/EGz15bAdYI68jNtN8ECbYkRhFnScbZeYNMcQYkOWcJElxMSIizBFsWUsXZ1Vfj0n/9Iq68/yBmfumXzvsxhImzcpqSBfsriwCGOWgyiBln58+qEZBb1J1unMa7/vVdJNMICAo0t732NuwrsaL2xQxu1eizH0wbIs42lvPQt2psMes6s1tFZn4M4gwQ7RolM/NzJdpvPBhoe/FF2yjShRNnRm/W+UYUZ6mnI+NM0g983xcyzlqWi8fWn0B3hOLMzLGxyPMEGyzBFusCK85UnnHGFGfAiJwzk5FIoeJqnzgDhnaN3KYRAMyw4qz351x2Dpi6lG64fhjqyqLwfm9yQVCcOXoGjzzyCHIOnbhwx4k7yPL+yf2Yy9Nt+oqz5Totkk3lTKgpUXHGFQu1rEicDRVnQRvLqrQY2arRIlI/11JUnIXuDZO7AYMeu1ulpIeazwv5Zl53AXlwxdmwbwrq015G1HyRrl+qdYbfadtzAQAdlbYnc4M//ipMcTaZDfpQrOKsMC8ozra1ZMSZijrYtelU4TsO1m67Dad++/9G5657yMuRajNAnIWbnhByEm95mFp4qsUiiq97HVmnpOl5NUM189h8MyAm42zYp+5hdo18pnw456uak1g1rndIYZor4OIyzpaO0HNUrB0DrGG/2qgKhdvKAYCa7fUByYQQ19fR9kpk3bq2hHsvV/EL/07D51/Isgn9DHAFvT598Ptdnh2KVHXWu/fyfDMVOuZz81jIzMszzvLsmSJEbLsAVnx6j13IhqwaU+c242y51PvcDSrO3EpZUJw5jDirqirWekPPKMWZ4dDPr0YUnOB00A4pnuIyzgBg3qOvN56Ggji3akwzu3SeVXZSatU4vuKMEGcs46zD+rfMrlFNp4Vnh1jizFDFZ9/NWDVKMs7gefA7Gye0bNeGxogzrXeMfaV6PbFqPG+QkWSnKlvn/Nrt+HGAT0BJkOAZi5FWjUnm1vlCFHGW5JwlSHDxICHOEmxJKAoEK6+nA+FC+0PTtOh8w9LjUH0v0qbR9314TPVxoa0aH159GO/613cJlmY78jtw22tvwyXFS87r8Ww5jMov2wBxxrO5bDu+eKBPBcWkJsvOybaWxJyxyONjdo2SAmM27UAB/aHY7IgEQBj880dZNaobyDgzs/H9+EJYNdpekGXGrRoB4LH1J9DR4xVnZl7MhfIadbZMf7C0eoXFC0Wc6SMUZ4BInB2tHh38beYpQdFXWymGAX122O6u3x18DrdpVOARFVmhBaieHxBn0yJx5p88Cvi0z3Q7vvDD7mvfugcHDhzAVz/3VbK+zlQKV09fjZk8LRT2Z0IvMzJrrpACUnnonDhjeHIn7TeqpkDr2xz2lCQZjZ5nq8FypyKJs9D78vOCpZxXo6SHmssKxJnfnUNaYaqK0BiX5cRZNTgPkYozALjsVQCAjloi26Q65Q2pAcpNrjgLro2qKtB0ptb1e9eNKc5MJ41SQxy7drgqOi4j77s1rH/sY1h+//8P1c9/HjO/9edYWB8ebylFvw8Bn4WbLmImPWzzhuPjhx+hY0Tp1h8bWgv2oKbpcmozijMh42w4rjyxNPzb932BONOFjDNKtLm2h3Z9eF24VWM8cUbbebF2BF5nuL2Q+dmN71vcVg4I2jgAoCXaUjY9cXLJihLkzbXSCio5pnrQpgNCWgJtkinOWrRdSwsdmaB/8nyzlDIFVVFxOeaRFrqiM1CmDlcO2+2qpsFlIs75XIxV4yjFGc84Y8RZOaegq0mIsxGTV9xymZCyAOAoTP2nqVgrBl+mwxRnXKmqO3ScrrkRZIljoR0iYAtxijMA8x59/UJbNdpdFw57Dsy2qXK42+GKM7HYtpGMs3DRPy7jDAAOHhcVZwCEPFV7aXnwt+vQvqHpqvDMtimrxjW5qnQzOWeWZ0UrznoTmPhYWFvrbErdlkBEeYsTZyMVZ4lVY4KLBaNImm5NmCCY4NwgyqoxIc4SJLh4kBBnCbYk0nlDyMx4OhAmzr43T3NoinYLl5ePo5CWEwN+pwPfpj92z7dVIyfOHlh5AKeap8i6PcU9uO21t2FHfgeedeCKM47zadXYIzZaoRnlAJDrrgoFskjwnDOJpZVq14TcpWY7JWwnO7Y+3EoVvu+LVo12nzhjlpExiFOcKZIi+rkA7wdAkHPGFWeAhyPVQ+MRZ8yeK6wm9X0/xqpxCyvOakPFWYrPOu8RZ8b8DBR1eI1euG8aGUNDxqfnI6XUoWD4g0wFUGz1Mnu44mztEJzDhwW7xk7TxmmWY1TrBvu0V+JttwLijLbz1YbcqnG2kALMHBTdh6JF/4g8Ok/JRDOjQ+m3g4FVY4Vso1geus5wLFB76kyLEWfpsOKssA3I0GKzV6fFcTWXE6x2ja5E2RFStEQpzhYm6HhzJkycXRoQZ22lRLYxu1X41vj2SzzjbDJEWgtjZyjjLJxlt712GRSIzwEqFBRspr51LdS/SsnV5x0aXtuJdMzkBE5EpIrE7vWFj/ootmk7mfiJnxB201Xp+LIxxVnQ1oSMM60J9PrVkRWaPcRzZLSenZ6lA10DaJk1eArdX9iucVzizHU8rBynEwOKtaPwu8PtuQpllFWjLM9IHVg1sgkh+28JsjpD0GChESKfbY2SL7bO2kf4vYw4K7Roe2zI7I56xPYZjX5PzQ3WX95m46/qQ894gyzEAUL9k2el6aqOqZBaS2HErN8nKuOIs5DVJz/H7RRQzRuCVbQx4h7llsuElAUAi1mlVlQtUnFWmmMEs037SdWLIGx5xtkIxdkcJ84usFUjt2kEgAwjzhoN+h1kVo3H1qhloexZrI9w0V+wamSKsx8sVmC7IqHNc85GK87O3qrRkVg1ApvLOZMpzvrEWUYL2h7Pe3S6rqAOTLA5yBRn3Fb46USScZbgWQOL/Zbl9uSeAzDb5cXHy/jof/gWPvhv78ADXzl+ng/w4kWiOEuQ4OJHQpwl2JKQ2TQ+HQgX2pezUzhaoD8wbzzzGIoRijNu0wgMbbvOF2SEQRiXlS7DR1/7UZKj8awCzzjj2IjijM+6HVE8UHQd6sQEWhlaSMtjAxZoglWjZNZup4qcRosEjWb8jHKZ4syxPHguLcwaPaJD24DiLC7jzEhpQyLiHMLQDEyyWe8r7RUYmkqILMWooOO2Rlo1Gmkdap4SH159+DDsdzqARwtMbaNn1WheGOJsVMYZIBJni/XFQa6Rya5T34rL0MtkhuJMPoU/uPUabGd5cRm1Cii0vZQakCvOykfRPXwIBgtNvuc738Pf/91tZF29R5xZK/GkjZw4k1s1BsRZAYoCaKnofrs4yxREYRK4Z8GWYcRZ1lNwstzGemcdn3/y86joQXHONqlCilg1FhZExRlTMPrZNI7X6Y/aTFdCBoUylHjGWaNPnBUZcVYLnZ9dLwDMAlqg/ce0qhsqalbbtCg5GbI7Fay+BsTZPDKhyQ07K9HZm5cb4r2O5+aElUSxijOJVWP4XnrLQdq3D87ux898eQlPLNEfxHXQ77UhxZlmAlAwyTPOVBdQg+t2ZHXYXyxJsa9PblSzABQFvuLDydICZm1tuMyJM9uz4fliYX11sSEU0Iv1o/C6w3ZjpDY2kURoS6oKxey1Ea6kfs7b0Tzwi2RVWltHmFO1NKY4Q7S6XLRqpMfO1azBB5YARRUUZ54d9MFL6nQ8rE70+Cn+TBHqn5yEm8/OQw2RWpGKM95ewwgpdr0WHV87BlDOi5NoRlo1lstCxpntD/upA6DeU5z5ALqMOJvaTu+dik0/r+47kLYWt0syzkYpzmbYRIwLbdXYYSpbxXOQ7lKVV61OVaMy4qxtu1gJTfaQPYv1QawaO3RfXY2SSR3bw2Onxbatz9NnUmc5pDhjCjpNV0V16WYUZ1HE2SYUZ9KMs94x9hVnjVQFHmtlSc7ZucG6VHG2dc6t7F4ZRpJxluCiAbdqLGwTt2EOC9/69JNo1Sy4jofvfu4QWrWtk0/4TEKiOEuQ4OJHQpwl2JLIFrcecQYA9y5cRZZfsPQoihGKM1nh+kIrzsK4cupK/M0tfzOSXLuocQ6JM93gM+xH5zxok5NCxllB38DMzBwjziRWjehUkVMpodasxVuVyEgXmTWQvomMMzNGcXY+bBr7mGHqvNVe1ki4T2upwOrLUS043PIuBCOlCSq7MDEuK/a0LrDiLMpuM4w9xT10G98d2LiaaU6cBX3FUNeABz9DXvvx63fit155OVmXUetQ0rQPlJp+YD02xXIUPRvWU08KxNlf/L8fREalbbVm9Yiz5egfc77jo3GkgZmCnDhbYYqzuUJ6YGkYZdfYyAD1HCXOSFtOlwDNFBRnOQ94fGUZP/EvP4H/9J3/hC+tfTM4/riMs8LCwAquD96mqpolkBoFS0IOhImzCaYoajpwbDdecaYZwL6Xo+VT4izVrUlzqaLAFWelGMWZ7feOJz83UAgAwM5qNHE22dSGFo89OOt0wkA+9LU2atVYSpWgKzr2nPFxORVt4//sfTHuObqO1/3pN/FH//rYwE6u4tLvRRRno4gzRQGMrJBxBgztGo+sNeH2VGa2xH6qb6dXDTULL0/bfn19eFJ4xhmAAZEeBs83y7bOwHDa8LvDbQXF2YhiJCfO1Gx2OImCTwjJzaA5/yqyytTptbYZcWbb0RMytMkSWS606LZSxZmqApkpIeOs2wmu61yZEhtnSr19xijOzjASbp49GygZ2k/9TieYxBClOAPIaz5XIJlALSeq7s0RVo3OehmaS/dlhYizWk+RvFYM7hvcCnJ6Bx2nvK54beqq5Oeo0x1mnPk+8ow402boPX6K3U8anQutOKOfZ9iNwTNTH63msJ2uNy20bXk/ObY+7B9RNo0AYMdZNUr6t8yu0WCKM3s5RnGmq0Ke4TjPvmF4liXY2A9e24zizJNknPWtGntt0Vc8NFjmY5Jzdm4gJ862zrkdlWE2ysoxQYJnDPizS0EySTo0ucZ1PaydHL7H83yUT2988kKCaOKstsF86AQJEmxdJMRZgi2JraI4K6R14tB27zwlzi6rnsS8Lb8pekxxpubzULTzRxQA0cTZNdPX4K9v/mtMpsWckGcVRlo1jk8qbtSqEQC86W1wDFpEymc28KNNsGqUEWc15LnirBKdXQMAWkkkXWTWQP0ikFoYnziLs2o8n8QZzzlbbgWzqMPEmZo6E/yhIFZ1ZqQ0QWUXVpzJiLP2IOPs/Pb5Pjj56bfb8Lr0uufNvHBejlQDu8ZMgRaeVmaeA09RYeRc4Mv/j0Au8Nn1GbUKL0OLx9MtLVD+ZaeB1LCNeQ5gn14aKBj70JU0CiYtqvY5L2s1mjjrLHbwnp99D2Zy9L6x3rTger5g1djPOAMALS0v+p3epcJ0RavGARQFyM2JxJmv4P8c/jzONIO21Uwp8BQdrk7HnoFVo6IF/ZorzljRe0VhCjR7CgWfjTl6GtCGx5ibFNUlzYqFbYw4W6p1BoQMAOCyVwnE2UYVZ2VW7J3MjqM4W0Cmd57y3UmUOrSgG4bn+Fi0bxgs+y7gNWg/zIdOYTxxxq0aJ6AqKqYyU7j5fto+VtNF3LVwdXDcno+/vOMQbv6TO/H1x5ex6tC2a4bygSZSEnUgh5FG1veRYepVpWclazneoCBptZkyzXOhesE5Xy8Mj0Mt0HG8EWPVCMjtGsV8s6MAekROD8I1HVFM5+17YNPo2kCnQjfOzqBRpf1f12gRXFFp27S7bmSGkV+k14LbcDZsCXEGANlpgexqtgpwXA/FNfp9TkwqsIHYjDNu1cidANQUU5y1O4DdCgbQKITUaLy/dg2gnuPX3B/mNkYgUJwxRV/fqlHVUdGC968WFMGmEQowucCJM/G61CKIs75VY8bpQmMTB1J79pDlEptt37jABfF2g7ZR024IdsRWe3hMMrVZH0dD6tIom0YAsMKKM06U6qYw+U9GnOks48whGWecOFMkfX1jih2uDA7jnCnO+laNofsut2usJ4qzc4K1hoQ4q24d4iyxakzwrAHLiEZ2GuDPed3h81ynLk7KiLvfJIhG05bfuxLFWYIEFw8S4izBlkR2ixBnqqqgEFKMPDK1By2DFjMuPfKQ9L3cqvF8q82AwBbNYDkrz5t7Hj5884fHK9xd7DCj7ZsAiLPDY7CZgPR2aSdZVjwH+fwGiBVO7I2rOBtFnHG1UrUq5ps5rUGGlbYB4oxbAIZxXhVnGbniLKx8UdNnBn/H5ZwFxBn9zm4tmjhzFRVWz1s+d6EUZ4w4A4KsOg4h56xHnO0+QNWM7ew8lmdvCIizxhLwjT+ir7N8kLRaRzdLC6I7rFygIlEUYHqoOrPqOuD7guIslyqCicZQ7ynOfMuHXZXPvG8fa+Ohhx7Ckw/eR9Z7fkCeCYqzYmqgzIpSnFkLNkyXjvWC7Wh+ViDOdCh4aPXOwXIzDdiGOO5k+vlMhYWBmoUce5se8xmfXkunM4+swgp/JlW1mWlNUAc0K11BceZ4PtYaw8/z9/4w2l6JbJOyqvA2oDirxGScCVZffeVYfh7pHuG8o0oVjW3Fx6JGx9gj9ouG++iKj7O5cRVnEqtGICDfb3iStulvX/VSeCo9/hPrbfzsR+/FmQ7ddkOKMyAy50zVhoRA366RK840tzNwLiyHmoExQcm82vpmiDN6fvrEWZ+Yv+9YGXefoAX50RlntO8PiLO2WNhHdlq8h+l0O1OhbdP3o8m7VoaO5XlGnEUWOrLTguLMs0tYb1pInamQ9WcmFZzRtXjFmRZPnAmKs24nXm0GkNc5cdYxFTTT9JrrcEbaJbvlMjSWcWZ7PUIiN4tqSHHWYRbJuYKBTJ4+k1odV2h71SjFWa8dcbUZAJh795DlYpcpzi60VWNjtOLMD53GOOLsOFGcRRcyw0V/h19vzcTrrqVWXXLibCMZZxoMPmlsg+c5yqYR2HzGWRRxFm5nNUacJYqzc4OtrjizRynORryeIMEzBjzjzMwDKfZ7PUSuyWwZOzEK5wTRSDLOEiS4+JEQZwm2JDJFuf3h04GJUMHPVTUcnKUFvZ1P3C99n1tlirOJ809cZfQM3nr5WwfLL9r2Inzw1R9EnhVUn7UYqTjbgFUjt6Yaw66mw6yYMp01GKUNEKqC4kyWcVYRMs5GEmfcqrFSEeyB9NBD4Uay+raK4myltQIgQnEGoGvEE2f8O3v1aKvGlp4CFAW6qiClX5jbrFYsAqwAKrNrjCLOdl09hdlL6DhxdPct0HK9othdHwBWHh+81mGzjNNqDQ1GnM23QxMgpoY5Z91a0CYE4ixdRDHFCv0hdYK9HEGcHQ2KNH/7N38lvLba6GK5Rou+gVVjT3EWQZwVZpsw3RirRgDIzSGjVYT3Op3h92qlRJtGBS7SfQVZvjcmcMUZsxmr6XTZt0vIgxWnUuxzFAW5CToJpVntYiaXgq7S8xzOOeuY2+GBflfTqgmKhjiUm9yqMaw4Y4VXP9VT3k0NFAI83+yY7uJJg16rI63nwPeD7+FKiLNCiBDZkOIs3bPfS81ggg0Lv/hb78L/9YpLhfMHAF1mjUYyzlLjEGfBdxdyzkKkfp8447ktWojwWs8Pjy09yfK7Nqg4azcsVFfodZ+oBWOG3+3C9Xz8X397H8406ftGFdN5gVzJ9vqabDJIdkq4h3kpqi5KKWLbjCqI1kyqJC22XZLjGKU4a2dKqDCyy7dLWK534Z88TdYvlYBFXReJs9Cz2NIIq0Y1Tccfrz0OcVbrHZcN36J9sGMCLUbG6f7oPBO3ImacBVaNCpCdGZyTch5oM8VZLieOm3bbxYRBn4ermuQ+Gco4E4gzRYFxySVkVb5NC1SN7lawaqTnTbWNgRJysRxNEh1bG9OqMdTPmlXabru6iR977nay7sR6W5hIImScra7Cd4Lz7ggZZ4rEqvEcEmebVJyJVo29jLPQGFdP0+flRHF29vB9X0qcrTasgVp003j8X4FP/RvgjvcHSuRNwhpxL0oUZwkuGnCrxlR+8Dw7QMg9pF0X+26iONsckoyzBAkufiTEWYItia1i1QiIOWf3zF9JlqcfvR++LT7UezVa4LgQijMA+K0X/BY+estH8dc3/zX+6jV/heyoXK9nE2KJM0VQfcTuiqsmxph12zTobOxMe1lQe8WCK85aa6TgBwDo1jasOOOkrlutotvmirNh4UrLj0/ECiqdEM4rcZalxJmgOFNsqOawgNOJsWo00/GKM5cVe9q9fLNcSh85m/9cQdFEcs+tVoTtoogzRVHwvB+i7b+V24ZF8wXBgucAX/iNQXvjRcKMWkM1R7/rdCt0faeHxJlVC66B7ojEWZRVIwBYK/Iib+doUAD7/Oc+ixIr0h5ba6HJCntzhdRAfSqzatRKRezOdmE6dLxQTLZtfg6GYsFQaNvJ2sO20kwDNpu4kFYbUJRev+2Hd7Oxx2WKorpBv4PvpZFDvOIMAPIlSo40K12oqoL5Ii2gnw7lnDWZLR58LyDO2uOpARzXQ42RFjTjjBVe/VQwaUHVAsWZrwj5ZnsPTOMVr9xF1rXdIpbsYCKL0xHHknDGWaziWrBqDPrRgl8QHpJz8zP4D6+9El9430vxgj30mlkaIxs3qjjrqe244kzRZMQZG59DiqByaKjKM7vO+npnULiXZZx1mSUfV5uproVcMwh987sdLJZbWKp1wUstoxTYsowzAKL9cHoC0AzBbti+/DqynOEkMqILohWmADU8H+lQk5dmnAE4kxaVo55dwspaDc7yMlm/VFKwaBjiZJdQHz0zyqqRkVxepz224kymDu0YQNuk7UFz4p8NAMCRKM4sPxsoJFN5VHpqMV9VUCnQPpHVLZgZptLzfJQMul2U4qzTI27yFmsvxSL0KaqSzrZoW21cYCVJs07PkWmJVo0KNFSbwXHGKc6OrYWsGtvR3yM8DrTrtN0qmQyev2cKOTbectUZzziD58FZCyZfeZKMM+HZd4MZZ85KHHG2uYwzQXHWm5zRVzADQD1Fn4trCXF21mh0HViSXE7gLFVny48Cn3wH8Og/AXf8IfDNP970rqyY/gOMJtYSJHjGgNkVj1ScyYizZqI42wzaElU8kBBnCRJcTEiIswRbElvFqhEQibPvMeJM67TROiiqzrji7EIRZ4qi4PkLz8dN2266YEX7ZwwklmkDZKdIPtAobCbjrKnQB9hsawXaxEYUZ4zYczqiNUOnKmScdVtO7KxgXaY4a4pWjQAATYOSHZ+MFVQ6IVxQxVm7rzgLxhY1tTwkLwB0Y60adZGUCivOGnLiLH+BbBr7ECw3ZYqzIiXOjtaODgrp2/M15BuL5PX77bcMVD04cifwyD8CEDPO0moNq1O0f000QqTuOIqzVBEFpjjrWzUC8pwz3/HRWQwKYK7rosiIt0dPixmUgVVjcKx6SuwX2QP7sM+2kXJo4bqhsH311CTcrjFDiDNFUJyl1VDxux/ezRVnrBhZ09h3d9PIjbBqBIAcI876BAS3azwTIs5aVVpMN+wGVN+DX40ueIZRbYs/vMMZZ4LVl58GCkHxNqNnMN3ajoxDv8t73nI1/u2brsbkNtrGjnQDYtftiI+zY2ecRVg1Ljji/aKvzr18voBPvfeF+KO3XDewoezEKc42YNU46XLF2bAYcrhv1cgVZyFly3ro1E3M0O9gd9zBjGJVUWGq9Ji7XjxxVqgfh9rLmvI63UGOlK3QCRyjFNg+I3aGxBlTUWdn4Pu+MPmju0D7Sx4WVNB2F6U4W9fECTSF0OFEFTpOG/RZMOuqgG+iduSYsO1yCVjM5MVnClUFjBwcAKtMvTafowSGwjLO/HEUZ722LCXOTKDLiDM1otgThluuEGIWACwvE0xEMnOE9Grm2OQgrwkzLd4HJxV6/WQZZ67dGRTlC+w4tYkJaNN0H+kmV5xdWOJsvUz7ikxxBgBPLh0GMEJxFrZqbEZ/j/A4YNXp/TRbzENTFTz3khJZf/AYJc60qSmAqR+d5cCu0bVpv9Z0VZz4sGGrxpXI17iF6ziIyzhLa8M+VEtz4qwN32MTzxJsCDK1WR+nKmdBTD78D+i4OTzefhlW7H3A4Ts2vSvePhW4sa8nSPCMBX92MfODiWADhJ53ZVaNieJsc2g68ntXzRJ/gyZIkOCZiYQ4S7AlsZUVZ+V0EU+wrKrGnXeCg2ecqRshSBKcH8QpzjZg0whAYlfjDQiIKDRYIT7TXtmYhSefvQ6IM/QlGWcA0CxHzyznx+DV6+g0WPG8R5xphcKGCNmtpDjzfX+gfAnbNAKAkY0+FlnGmReTcdbqzXLOncfvJ4NguVkdnXHWsBsDNZ5z6jT2HP0ieX3d2T0gJwAAX/odwGoKFh8ZtYqlKUp2ZMPbhBVn9TirRnq8YatGa1nix3+yAz9U3OO3Dk6c5VM6sqY+mIUps2rMXTYNE0DRoQez7rGCX65PnNHznLGGbaWVAmyDtp1MmIDrE2chxZnvAb5D+1iVWzV6KVFxlpIQZxP0O7T6xBlTnIWtGpuMOEv1fvh5x38g7F+GssRarJQ1gMoJ4Nt/Cv3wv5LXHN8cWFZm9Ax2MZvGidkMijPB2L33OXQMPNIJ2qY046wLqL3CaLxVIyfOgnv1rEXPkW0oUNPDdYqi4G3P34Wv/vor8NYbdsLS6LOCEToNY2WM9u5P8YqzgETjVo1UcTZsO1PTBe7gGmvXaLm0jy0dpedmopdvBgRWjX1Vj80+Y1QxkitL1GyP4ONWjbkZdFsOXGYZ1zJpnyt4HgyNtrsoxdmKp8NRaHsJE2dRVo1nmJ3gdO/j2seOk/WVHNA1FSyaEc8bqTxWNQ0uuzAL2VGKs/EzzmTKna4BWCbdp2Y1B7Z8UXDLZULMAoDtZwKi18yjEjovnRQjs7rrUuJsQqFqMZlVo2MNLwpXnGnFIvQp+llmo0ItNy8wcVar0fuZYTeguSIxeWQlaC9xirNKy0a1N47GKc7C/YxnnOVLwX3n+ksomUkUZ04Xyjf+CHqOqch6OWdixpm6qUljZPtYq8aNK84s1xKsGvvkXkoPWTWyjDPP8UV1dYINYS2WONu84qx79Pv4xOqf4CvVX8Nn1v4Ih5d3jn5TBPi9kk90GpWBliDBMwZ8Im1KRpwNf7ty5xAg3ho4QTQiM87sRHGWIMHFgoQ4S7AlsaUyzjLisXDVWeMbMuKMWzWe/4yzBCMQZ1u5QeKM29X4ng/PjSbOfN9HvUXfs2GrxlQB4PZaTUaSdaow1Y5gHxdn18gJFwDoVOj7+1aNKiOQRkE3NGgROV/nkzibydACe9tpo2E3Bv1ZY8TZRDHafjLIOGNWjTEZZ2GrxguJcRRn87n5QY5UH327RvvkScyufn9gxdbHvY23DeuRtUX43/hjdBrcqrGOxSK9nqlwG5raByAghaw4xZlg1RgiziRWjf18sz5mcrR/PMKIs7lCr5DWV5xJrBqzu4J95G16nlYc2maQD8aMDCvEhK0aG2nA5oozGXGWHRY3PUckpssaLVz7Xho5nut0jhRnvJhodnvF+MUHhf3LUGkN3z+LCn7e/DJSH/sR4E+uAW7/T9A7tH3ZfgqYCGwY01oaO6v0/rrzqmGBnBNnZXcnys52qeIMAHK9r7Uhq8ae4mzSpvf+RoZ+Rq1WwyOPPIKnHn4AP3vAwE//0D7yesoZtt3xFGd94ozNkNeGRM5iuY2O7QpqKppxNlxfyk4IbaC+PrzW3K6xEyJIfM8XFGfF+tHB3163i2Yvg8oGvfdt2Kox0+trLVrcRnZaeu+q6XS7wiUvgTlRIuuiLLjWWxZqJlXiFVohwiXCqvG0wixfewSnu0hVuku9w1g0Iu5vZh5LzKbRUA1MpinBobCMM38jxBk7v7YGuJoChxGlmtOFW6YKJPKZnge3IlGc+Vn4eqZn1Tj8Lq5Ov4PZWIFmqMIzQFEpkWWZVaNjDT9TUJwVi9CYVaPqOMiGrCcvNHHG74lmT6mrsdzAk+un4ft+LHEGAMfWg/tjXCEz3Ma9Nr1GE5PBmMOJsx8sVmH1CbEv/Q5wxx/C0Glxz+4RZ47MqvEsM87c85BxxhVnmkRx1jLq8FR6rLW1s7ATTID1RjRxdnKzxJnn4fBTKlpecN/3oeHh1edubl8QibGcus5eTxRnCS4SyKwaecZZSHHWThRn5wxJxlmCBBc/EuIswZbEVrJqLEqIs3vnryLL1lOHYC2eJOu8p8mqMUEMzHNHnPFZt0D8LPtO0waPwsu2V6CxYl8sFEVUnQmKs6Dd5dmPQ54RE4aMOOvWaBFGDynONgqecdLHhbRqBAK7xlJGrjibmZwUtu8jUJzR/huvOHuarBrZdfQkijNVUbGnuIesGxBnp05BgY89x6giaNXZh6Pd5w+Wu9/+iBCtl5qdw1GTnge11RlahmWngHQJdlOD7wXEkMGsLbKpPEymPAiL1uwVsYDYOTZsp7quY+csJUh4cXJ2QJwF7EKq6EDRh8VBc+9emOngvKVcSi6dtE7QD++ppLJahX6PEHHWSgMWzzjzw8SZmHHmcfkOgLLKibMU8mNknHHSpE+KbWPE2enq8Dy1GHE2UJydfkLMVJSgXl7BT2hfx/82/gB3pX4Zv6PeBpy4e/C6odD9O0oWeN5PBZ/lZ7BQowTUrquGfXN+dxHZCfp8cKTzAjhd+ViSbwOmagpk8QC+L1o19mboTjAyrpb24Hkevv71r+Mtb3kLpqamcODAAdx00004cOAA/uD3/h+yPck447N+ZegTZx5TnIVsZH0fOL7eEop9fUs4Swty9QafaxZRmKLXelzFWWW5JeTDFGtHhsfS7aLRu+fxJnvOMs6y08K9K1Mw0PBoMSK//Xkw2bNalJJgvWmhmqLEWTFs1RgxQ/g0s7Hc4QTnSl06TdYv///Z+/NwS667OhheNZ/5nDvf27O6NbXVag22ZWzZkjEeCMbGAgsn+LUT3mCMBYYwhPf9gDcJIV+wIV8SILYhJA7Di2PwIGwjEHgQkkfZmofW0PM83OnM59S4vz/qDLV/e9cZbt++fVuq9Tx61FXn3Ko6VXvvqvqtvdYqhSfjFGLOgZXDOWrTmJmDSlRwF6U4I5Z3dmdCQkCJM9+Gt0LIyug+q1UgCATFGYMGT88DZr6nFlMDDYrKt3NzJVRX0WeAPOPHaalVo93fZ44QZ2qxAH1SvGcXI4XDjc44C5p8JzA6ykWac3Z+6RxWGg5aLt8+UgZ/Do4vh383qJDp2X7PblCx+Ws0ORneh24hVo22F/SV2Ie+Eh5jmj8W73yY2UeVntKMM3sdM86a4yvOPM+DCv6YelaNkYwzKAx2hi8s15Kcs4vCSvMSKM6WD6Fm8+Nzwxn/vaML+l6W0fiJAo7EWvqy48TDwOGvAcF4fSvByxx00o8s4yzisCDLOGsnxNmaEKc4q9L3iwQJElyxSIizBJsOhiV66F9OyBRnL05sR4XMWG58/SFumVo1jpVlleDSIK54CqyBOBPb6KCQ9MoF/iVSCTxY9ur47SLLz7IWrK06hbOsxivRBinOVNMUcsvaNZpzFD4U0qyvUWBl5ApSI3Xp+nlKTyFPLPKWmksodq0aUzxxtjA1G7stXaY4q8cTZz3FmXl5FWeeRHEGQCTOqn3FGQDMXngMmSZ/fh5pvKfHmbRdsR+5r3g9zqfFNuYtR9rh1B7Ytf45MYglmqpqsBk/rkatGt1VFwEp0rWO9vvVXXfdhS2Tgwsss12Lws74rRoMW15Thpn3kLp2N7Z85LehVMPzoPn87zxuH+XtWHtWjWXue9GMs7YJIePMDCK/u0O+IVUElLA/BJ74aLaskpn4voXMKFaNlDgr22CMYY5YNZ6v9q8dzTgznU4xvl4Blg8J++hh6SDwxQ/jji/djo8af4zXa89CU0SiTVf47Xu73gpsfSUAgJ1LQWf98YIhwLbr+gVyRVVw1X5i12jfBi9GcZZrhTaNsfaybhMISKGgM0M31+SPvZYG9r96P970pjfhc5/7HHyiDGv6/Ha6GWdpPQ1DHUFF37k/0YwzzeCv/ZHFhkAKaR1F0EoeiHoz5s088lMDiDOdbx92RB1D1WaZrIqUXe4ts3YbjXZYdKQiSXdIMT2WOJNYNdJ7V7ZkCbN4C2YBBpmoQC26uliuO6gR9Xk0Dy9OcXaOEP27vDYAhvQFnjjrKs6q8FGxJUSXmcd5kilF880AQEnx1421WqNnnJHz61hh/9AD/nrrfnugdZ7XUaNRxRkAuGqpozgLt511SlDIa6VxNszzonaNGcaPVXEZZ13kXGrVWISayQjnqBi5dvUNzC7y/QCayxP6feKMP3ftM8vChA5dVXDz9hK37vhyV3E2uJDpOj4YY9Adfj8zM+H2ShkTu2f4+2rPrrHVub4ZQpxdCImzQFCcKcKz79hWjcvLsZ+tRXFGc9gAueIMAFppvv9UlxLF2cVgYMZZZY3n9tT30ApK3CrbH/DuNgR08oegOFuDPeglxQP/EfjkW4E/vwv4zPsv99EkuJJAFWdDrRplirNNSCRfAYhTnDW9Jjz6jpEgQYIrEglxlmDTIZXbPGozQE6cBYqKR2b5HJb6g4OJs7UQDgnWGaoaT55dpFUjMLiAULnAP1Sl28tQWQB9Zrz9IkOIs6Zo1QiIL4eDiDNAJF3ow3NfcRZvaRgHMy0nkC6l4gwQc85CxZkJRatDJdZEu2bkGQq6oUJVlbEUZ5fNqnEExRkg5pxFrRoBQAHDzuN/z33ngns1Tji3AABaAU9O6UoLK1e9Ci0TsMlP9hYjuWCTe3o2jYBo1QgAbbLtqFUjGLDyYL9dNw83OeLsnnvuwUyOhKQR9KwaVa1n3VrY3saet1/AVR//TaRvugmonAJjQBDwxfUyW8b55vn+ihirxihxxhQFNpnxaUXVMl3FmaKEqjyIVo1KKoWaz48fLEghp4yiOOPvp74bwG56UsVZlxSkVo1Wp/jPPKWnUOBw8nvAp98L/LdXA4/9GbRgwIt3qgR92z5ulYf+mGwf5xvQSuGMQLxfdRPfr8+516Hpy60Yc22GYmqQTaNkNmiqFP6vwf+OWho4dC6eOLSJGq+rOBvJphGItWqEWgciVohHlxoCKdQlzlYjTUBVVGSNrKg4W4lXnEWJs3OEOJvdJt47m42w/41t1dgiCqJsV3FG7mcSq8ZcyRLIrZyRg0kmYlA7yy5WGg6qVHEWIUnjrHXOOmVuebvvIA0bhdUL3PrzpX7/PVXnbRwBhIozYtU4n50Xvqam1q44Y+T8up17keGLijN/gOLMXy13vicSZ45S4DLO8javANO8Fti5k2BBIDwDpAP+/MsyzjjizOF/T9fBgeacFe3+PaVub1wBcLUsjiNmp41qHiHJlmwcWeZVLwulFHbP8ON3X3E2+He4bR/lpgvT48ft2dlS799izlmZU9saaZ4g8y4MyDizSMaZG/RUb8PAGBuccbYGxZmsJql3bFLp+NZIl7nl6tf+BPifbwMqkn6aYCgGEmflNar5Tn0PLXI/t4O1EWeMMUFxltX48c5pbaKcuyAAvvOH/eXnvpS0zQSjYxTFWUQB1ZRZNTYSkmdcMMZiFWdA/GSsBAkSXFlIiLMEmw7p7MYWm4dBRpwBwPfmebvGxne+ExY2OkgyzjYpjDjibFq+PgaqrkBR+QL3oKyHMlGcpVsXkH3da2HMiwWzgRhm1dh5KM6NoTgDRNLFFqzAuhlna1GcXSbijNg1LrVCxRm1aTQ1CztiiLOuKk4lhKFfq/WIBsGq0ehaNW6sclbIOOsUPSlkxBljDO6ZfvbU3IVHkC/wjwiPtN4LxoBWwO8nrbdwIZ0HFAVlwt1wRbKpPbAjxJkWuFCJnVmUOAsYA+EucO5T53DiD07g1P84haMf7dvG7du3D3feeSemh9j89qwagZ7qrAenDvgeUD0DDyYYiIJFa+PF1Rf7K1IlQDNx3uJfijJOAQrr/61NCC3T6xTmVZ0nwjt2jb7Ln3clk4HP+PPEghSyoBln5PcAyBZFIrFRtoWMs7YboNKxLGpWYxRnngIc+mq4MgiAF+4HPvlPgP/5ZuD5vwEgL562lTSw/z3AT/wV8CsHYdzyY9zn0XGzfpTfxunSi6DYdt0EGTtUnE3dLN13V3EWC5mNSrfQUOOvaz0NWAvxxGyL2CqZnfqDGYw4GahHnBG1lhIAav9aH12qC8RZV9WymufVZoqiCIqzaK4PzTjjFWf8M8zsdrF9tephsYBaNcbli3VBrQT7GWeUOJsWrBqzJQtVh79ueTMvKJjjsmtWGo7gGJAnVo2MkKABC3CuxR/bvOdhklUxVePvwecnIsRZTVL0NHM4L7FqpBiJOMuR54e2XHHmdyb6yIgzbyleAeSXQ4JHDTwohKFwlDxg5Xr5ZDmHJ2dS9ioU14W3tCRYNVpkUkJFFe+Vgdu/7tSqsavU1whxVorMuG+7AVzaly4RDp45IqzTOwpFgxBnE40Unr3AE/DbShnsmuLPyShWjUBIEJ9YqiPl8zfLruIMkBBnx1fD+x0Lzw+1anS7Vo2yjDPJpLFRc86CRlMgdfnPx1ecBY5E1dyxUqeK2rrFE5Y1dxI4+R3gW38w9n4ThOrdOJwut4RxdCScekR4xnRZBoE9+B1GBs8JBHdpQXE2wClkw+HUAKpSrp2TfzdBAgpK0Fgy4ix8/2ABQ7smTsqwW97a+u3LGE7gCO9oUSQ5ZwkSvDSQEGcJNh1e9farhn9pA1FKy4tej81eiyBiicTabTS/973espBxllg1bg4Qi6YecvFWfTIoiiLknA20alwkWUu3XINtf/iHMd8eAErwNWIUZ4Q4G5RxBoiki0OKEcZFZJxZsYqzS0uSTxOScbEZZpxR4mx7bhcyeXlBvFugFzIKPa9XANqsijN/RMXZ2cZZ1M+fAosUJlQWYOsNfDX8XHsPTjk3CqqwVFbH+VZYaCuT2rofJc4m98Cp8hMRLINvZ9Ft12KabPXRKsrfKIN12mg2m8Wf/umfQlEUTI+qOANEhZZdB2pnAebDCUSSwNFbOLh6sL9CUYDsLL6d54tHabcA3esTsZ4eQ5zl5kIVbBddxRllIbIi2c8CCxlieSi8ICMsdKbz/DlvlG3M5lOg7oXnqm0wxtAox2SceQpw7BvAY38GfOJ1wP9+D3DiW8I+AcBmOv7Wvw0/4/wrfPTG+4Af/e/AtW8DdFNi9RWOm62ag8ZZ/uXzeP454SVeM1TsuIEvmF8o3iw9jlx7CHFGiQgjA2jh+fKJ1Wk9BaT3xM98FxRnnXr3yYMnRytEdIizCUmuSTTn7OhSA65NrRrDthBVnHWVboJVY0RxRq3MusSZ6/hYPs2Pa3O7xck/dldxNjZxxhM7SpxVo0RxJrNqDIkzfryNJc6aDqoDiDMv8DgCEQBW2itwAr5fLHg+tjsXYBLComvVCMQQZ1YO54hVo0xxpqT5tsbabbBWmf9SaQe/3M04I/ZjXips00YgEmf+ygDirGPVqEC0a3SRAzNyKHdIwBxRnKXa4d96588LVo2Gx7e7isSqkUXIsrxDrD0792NtiijOSOGwYW/M7Pmj5/n8S91tQO2QUlRxlm+lcajME23bJtLYMcm3yeMrYf+jVnMUru3jxLlVYb2R7W/v1p0l7rPT5RaWlvpKSTHjLFSceZKMs3FtyqPwlxYHfr4WxRmjPrHoZ5ylNb4PVSx+fKl6HcL67JNj7zcBsNKIf69wvADLAxRpUth14MKzAnEGAHZVMsllCGSq4yzJOHPdTVQKo+M7wFnrJUgQC88BfNLfzFxoAx9FZ3KN3fQQSJTCLGCxz04J5BikNgOAqpvknCVI8FLAJnpaSJAgxOzOzUUwxSnOamYWR2b4AnTXrjFot8Ec/gFGXQPhkOASwIwhzsa0agREu0ZvQLGQWjXOvm4/VHMNtqSDFGduG+goD8a2aiSki0NeJrtWjWtpx2aM4owSj+sNqji70LqAjKlBT/PE2dbMHqSyMTlsXeJM8rv9WvhCu3mIM6I4i8k421HYAQV8senUi49xyw4L8Lb/8wewVOXze77T/klRcTY10bMwLGf57XqL/fbJJq/iFGcAkMrwfajNIsSZZCY5RTabxb333otbb70VAEYgziIFW0qcOY2eLQ7NWgMAR2vhYPkgt66Vm8Y/5omtKdPBWuG2FaYg0Pgxx+gWd/OkWJ6WWzWyDF9kBgD4FnKC4kxuo0pzzuplG6auYirLrz9bacNueoLKoKc48xXAawFf/DCw+Jx0X7CKuH/iJ/B6+/dxj/uvcH9wG/I5/rjiMnJOPU8KWqqNs7nDcCXWj9SucaV0PXxVHE/zLYaiNYZVY6TIQPtPLa0gsyfm/gFRcWZ1Drt6oYoHH3ww/hi66BBnKcaQIdtStf4Yc2SxAadFFGe9jLN+2+kRZ8Sq0W54vYIiVZw5ncLL4vEaZ7+mqArmrioJh9yOsWr03cGFFybLOGNMVJxl5cRZneQj5s08TKLwdSSkiecHKDfdgcQZAGH75xr8PUNnDNO+j6sa/Pjoa4xT3UqtGs0czutyxdlKw8G//syT+JH/9g3c89ln+b8LAhw+cYZb9UiFkv8xirMucTau4my13yc1ktXlIIuWYcLtMPDUqjHVDp9B3LNnhckzuse3u6qmCnpVFrEeFBVnpXA7E/GKMwCobxBxdnbpPLdsRtoPVZxlnTTONI9y67ZNZLCTKM7OV220HB/tYRlnbR9nz4l2m2qmTxpdM5tHjjyPPH+s3zYpcRbU6wgaDfieOGlB5hQwas7ZIJtGYG2KMzrRX1EBVZMrzlYN/jrVgykETJUTFgmGYpBVIwCcKY+Zc3bmcYAFaEqJs/HtzmQEAH038gMN/gYpU4eiJRLggopoE4ExlqiTNgtk7URq1Ri+t8psGrtoJzlnYyEu36yLRHGWIMFLAwlxliDBEMQRZwDwws4bueX6gw+CMQa/Is4uoYqeBJcJ62TVCIjET5xdDWNMsGoszq4x7DpLMs6iM/QjtmPUqrFZcQbmUETbZ6Bo8BkhzjozqrTC+inOaCbNemM6zV/TpdYSFEWBkeIzaWasnaEFkaQg1FXFqTmRlAg6M2B9atWoh4VqWqi61BAUZ+Wy9KU2raexJbeFW/fsdx7gls+4HvzAx5ef+N/c+gutq3C4/X3cutTUNC405YqzaKHMVyYQOHy7SmX5ZV5xNviFfN++fXjooYfwlre8pbduakhG5mxhkFVjrUecOcRKzFUdBGrAWzUC+Go6hWVLfGG17LA/WV4mrORFYHRfoqjNWiYsPAeEtA6I6pkFOgAdWZAMESuGOCN2jc1KSETQnLNTK000K+LLtNlTnA14ZMxvAd76/wV+6Vn8Sfr9WESp91Epwx9/3Lh58nm+oHWmcAiB6qPlicW3nfumOMVcoJlYmbxe+N5wq0aiOIsEqftl/rNaGkjvSgMxwxZVnBk+oAQMfsPHxz/+8fhj6P1Bv83RnDNF77ex5YYDm6hQuqTGSqQJ5M2wL1HiDABqy+H3aQZQu0PAHXqELzBPbc3CLIpkst2UK84QiDZv3MdNknGWyYT3L0qSZqYF4ixTNNAg+Yh5Iy/kaMmKpqudgpBAnDX5a0cLHWcJQTbn+dAAbCUKOTvPwCINU6Y488wsFolVY1dx9muffxqfefQUnjxVwZMXxIwgpcE/W35vlVyTruKMEGdBOrzOlDjT/Ta8AYozL0KcUcWZw7IoR34rVZxZdtifvXPnYJBro7rkWikKWlQC60WtGvnfE2fVGM04A4DTh8t4+h9Pobo0ZgF/TCyu8gVvI0KcaT6/75SXworDt4ttE2mBOAOAY4v1gROygFDdef58WVivRhSLmqrg5u0l7vMjp/okrJER+6p74YLUqrGr5uK+u17E2VoUZ2TIUI1+O6KK2mWDJ8AZNNT9aTlhkWAohinKxibOTn0PAVNhM/E9w66NT6pSxZkKFylVfD93NwtR0C6L6+zNR5yxgOGB//d5fPxDD+BT/+5hrJ4b/9okWGfIlIlWjnumDb8Xtv9WLb7vDrMHTsBjmOIsIc4SJHhpICHOEiQYgkHE2fFrbuKW3ZMn4Rw7hoDkmwFrs7hLcAkQZ9W4BsWZoJyImWXfbriC3U5xJl65MBCC4ixS9IqoJ+isyiBgaA54UI6SLp4uHptxSTLOLi2xRBVni81F+IEPZvLFk4K2HQBgSfIVu7k5iq5DzfJFyk2nOCPkPHPd2DyRXcVd3PK3//aL3PJpNywkPPzCP2C1zhONi9413HI6b/aJsxxRnEUKZfZpvkCrqAyZDN8vosSZnp2ARgrMuq7j7rvvxgMPPICnnnqqpzTrwtI15FPx552zaqREk9MAKqHllsP4PuBo4Xk8WjnKKaD+Wm3C01w4Gl9UTrvFzv9FMsuwOy9ZcYozwkJ4KUqchcXArDI84wyQKc7CcWD3DP/9J09V0CD5ZrrbgNbJNqJKOADAzPXAuz4B/MKTwOt+DrDyKJMi1ARRc8qsGhljOPkcP2adKr0AAGh7IoGQyhrYchVfFF2c2i98b2yrxlR/fPNIMbyeBlRLRWqbRAEIoCWZmGB6gN/08fnPfx7VYVZTen+7NOdM0/kxpk0Kgl1SQ2bVqJsa0gW+DXXtGilx5vgOzh+t4umHTnPrt1xdgqKqUAz+Wro94kz87YNUKLRArqYzotoMgG9OoEVyOJSsuN2cmRMmPtAcOKCvkKhafP8utPi2TcPcz9Z54mzeC8//XJMoffL8PmXE2ZKqcjbfQJ84+9bhyHipic+eOULCnGbkecB3ALeNgI77KTlxpvk2/IGKs3L/u6QfuiyNstJvp0LGWceq0T17Tpg8ozgi+1yldo1du0zGkHP5fXetk3Vi1Tjp9fvJLlfFI//zeTz06Rfxv3/z4UtKnlUqfP80IoUyQyHFe5aG7/PKwW0TaWRMnc/gBHD0rFhwS+VIH2x7WFosc+uYokAhGXm37ihxy6fO9slxVWdQDX7M8c6fRyAhzhRVEcgzzx5NsRNVoAMQjnFcxRljDPD5vqRFiTOd335drQhZiFV/Tk5YJBgKqjgzNb5dnC6L9+6BOPUIWoH8HcOujk+q0skThtKGSZ+bADiLJ8be9iWBTPm4CRVnZw+XceAb4RhWPt/EI3937PIeUILw/YXCyMoVZ0EwsB6QEGfjgU7kokiIswQJXhpIiLMECYYgn9KFLJgumtv3QJ/hi/P1Bx+ETwpkaiYjFJwSXCbIiDM9FWtzNnBTpFAXVzyoELWZqinITw62lItFhijOOOKsXwROqxUo4F8aB9k1RkkXVxfVcHov42z880TzTbqQKbzWEzMZvm8utZZC6yyFf2HIICTOZHaN0WNUSc5Zt5/TYk+zQ5zlLvHvo6CKMyDervGqAm8zu42oos50iDMvcPHlJz49cL+pnIHzja5VI/9ZlDhzjvD2VGbeQ0rlXyiixNk1N9yClZUVHDhwAA8//DAOHDiA5eVl/NVf/RXe+MY3QokZmGdi7BpNXeUnQlCiya73rRpJxpmjh33YCzwcqxwDAJypn8F3vTIAoGXwvyPjhG0lRYgz3W2CuR2SIb/A77+bcUYIKpf2n05OURakP5vyyRmUOOuOA7cQBcLjJ1YFxZnl9McULktm5+3AT/wV8KFvAzf/BKD3iZnVJr8NmhMqWNw6PioXWqiv8L/nVDEkzmSKMwC46ka+aL48tQ+MWJAOVZwNsGr0aMZZOtx2nF2jzcTx3/QAv+HD932cPn1a8lcRDFCcFXP8OfVIQbCfcRaxaozMNKaqszjFme06eOAvnkfUN08zVOx/U5jZp1iEaGuG25HN13cHFNMF4iybEfM69RQaLfHe4WfE+1jBLAgKZleSb7PcyeShirNci4VWkR3U3MGKs4XO9Zls8N9LZfl9nm2chRfw686pxAqVARPWBBq2h2rkmG1NVM9mierrFJNM+LGrCJqkkNNVnAV8O9B8G96KaPPXhc8pzvjz7gRplLttnkkyzjqKM/fcWYGsCBwIdsFCzllHcZbxbGikb6mFsJ9qxKpxIqI42+dovXbsuQGe/keJbeY6YLm1DLSIqjhSSEtrxBpOS2Ouvgigf623TYZ9fxdRnZ2SKDlyE3wfdG0fyyv8OMZMS7g/3rKTvz7Ly3zemJBz9uIjYsZZhzDTybPNWhVn5g4+o485Dpg7uvrHZz7UgH9u0yKkHh3foAA58uxd9WdDi3N3TJLnZY6266NJrvv1C/wzyFiKM8aAU9+T5psBgD0gTy0ONGvTVFowFPE6u+ePjb3tSwKp4mzzFd1p/unKmURxdtlBCVYzF2YopygRzQCnPtCq0W5sEgXmFYLEqjFBgpcHEuIsQYIhUFUF+RjlSD5tIHvnHdy6xkMPCVaNamLTuHkgs2rMziKWHR2AUa0aab5ZYTrdy2AYG9RS0q72LY0iL12qEiCr82qKUYkzj5CLqm9D7QRJrK/i7BITZ0RxVnfreGrxKW5d4GXhd8iNYcQZVY0Gm0xxpubzAFFo+RVR/QoAVxV54myPzf/dYaffVr71/N+iQizJokjnjIjijP/MW+oX5+wjh7nPzIKHVMBvN5pxBiuPQqGAvXv34rbbbsPevXtRKAxvf3E5ZzM5UkykRFMk40xUnPWLLQdXw5yzLx3+Uo9faBLiLO2Ghfm0x58Qw63BdzrHkJ/j99/LOOPHBocUnZmfgooAGYX051irRr4A3yPOdvCF1MOLDSwv8mOVGbEyDJQ0cNNPAP/yK8BP/i1w7dvCF/PosTHWs8PropShijOiVnACnDhAMhmNClY7WYRtX17QvOqVW7ll18yjUtzNrcu12RCrRkKcdcimwHGgtPn91jq3jvQeuc2uTHFmuSFxBgC12pCXZ6NPakyQjLN8tn8sKgNA9qV3rRojTTofad+FKUKcdRRnNONMeXoKy6f4Asyr376rp5CmChG/o2ySiRHjFGfM98Fsvu2qmQyf1wkAmSk0ynxxRzdUtDV+vNUUDWk9DYMQzAMVZ4Q4M3wgFdkVVZx1Mxy7WOgozgpk7C9m+LbvM1/IRztHvOXmmAJFUXC2QhRdqgZGJjToAVG0UcUZALQrouVdx7bP8PnrrXk2/OXl2JwaLuOMqN2cwEKlQ5laXgZGwI+7Vkdx5p07LyjOnJbPEbtAmHMWhdoh6qhNI9C3aqSKs0LkuhUDfnt0jFkvHCwfRIqM89GMM1Pl24inp7FlNYBqhkSxriqY6yjNdkzy7fLsEmnruop0nr+GraaHeoUfW5S0OEbdup0f79MBUcml+THHfeYhwarxqdMVHF9uSMbwUYkznqwzd+4UvjOOXaMbuNADvm1pev/YqOIMADKT/Pdr/mz4j0R1NhZkNo37tvLvumMRZ+UTQOPC+hJnxOnDUFtQFAadqM7cC4nibBy4hJCk5znBZQAlWLvPOFRx1vluYtW4fmi5g8e5qjPEbSJBggRXBBLiLEGCEVDMyNVihbSB3B2EOPveI3DP8bOTtRGKvQk2CDLF2RryzQC5ckKGdcs3A0SrRqCvOiNF4Cwp5g8kziZKvX9Tq0YjMptqLRlnNHumt90NVpwBwLfOfItbDuwFlDsKmeGKM/63+9UqmOeBkQL75SLOFEURxppYxVmEOFMDhp0V/nHghUhh2/NdfPnJv4zd7wvHDmDVDouk5SxfQfcXl3pFWao4swoeUh4/VkYVZ9IXvhEwnReVGgDJNwMkGWcRxRnjP7O1fh9+cfVFMMbwhcNf6K0TFGde+PdUcWa69X6GWZzijFg12hYhpwJLzDeT/Z4O4hRnexcKsHRSXD7D/w4r8sIXaEXgrk8A218t3Q8AtFwfDim2TggZZ2K/P/Y0T5qcKr6AriAlTnFWmM1jyjjOrVuc5u2Tcy2gaA2YuBJj1Ri1qOuiS5ytRXEGAPlhds2RSR1UcWZZ/XNgSjgOzW/DTmmwzYjizBxPcZZvTyL9+Hbue1Nbs7j5LX1ViEoUZ35n7PMBBOAPrFqXF2YEG0F0iTNecbYY5PDgkzzplC1ZaHh8wT9n5sLsSqqCscXiTxxxBgD5yGHVXb5YKVo1htcnRYq5hayLHCE9T9V5pdP5gP+buY4t59kKf15KWRNamr9ujDCUy6yAFiPjXbsqKvoyGShMEcgtzbfBHAdBXV6c5RRnxKrR8U2UO+RW3uYJLLAAllMGALjnzgmqc6fto2jy/ZIqzpQgvFY5h7QXVe3ZJtOMs3yr1lMO5gP+XK2caaC+On7xfRgOrh4Uxnkjolg0wV8LT09jYRVQrXCyyUIpBb1DGtKcs8UV/rdbGV1o5yvlNiyXEMwZ8RmzmDFw9Wz/OAvg+5GgODvyjECc/e5XX8Rb/vNDAlFOC+lxEBRnO3cI3xmHOHN8B1oQPzFDUJwBSE1IrBqBJOdsTKwS4kxTFeydvwjF2anvAcAA4mx8FQxtl6YSti2qOnOXeOvUy4YrJONMIM4kk1QSbDBkijNAzDgDALuK1gDFWXuzZP5dIUgUZwkSvDyQEGcJEoyAuJyzfEpH9nWvA/RIUcB1Ufv7f+C+lxBnmwimjDgbP98MkGf1yFBZJMTZzEUQZ+kJgMxCR1cNRIrAWYvfb32NVo16pHCtriGrz4ohnqndz3oja2SRJr/l22e+zS0H7bleJtNwxRnfj4NaTVrkaXZmOec2mDgDRLvGURRnW5YBk7z3Pk/IwG8+dx+qTXlh6Ytf+3zv39Sqkbkugo6lpag4c5Gy+Zm+dhApQK7BPhWIV5zNkvwYMeOsT5w5MVaNQKgweOzCYzhZO9lb1zR40jrjheMMzTgz3Dp8p0ucyTPOfEKctS1+mQUWMlLiTH6+qLVXs+bA9wOYuoobyQzxC0Qda0asGkcpaFK1GSAjzsRHz9Mv8G2rm28GxBNnAHBV7hlueWl6P0ffDM84k1s1+pWy8NVGh8Ow5i1oWXHs8gG4RLljuWHGma7r2Lp1q/A3HCKTOiZIxpmi94siFhPlXZpvo1bgxy+OOItRnPUKywx4w9G7ofiR36UAb3zv9dAiSiBq1ei3nd536ZU/tSi3bwoaYjtSM5n+fayD5yomPvP1Y9y6bMkSZu/mjfCeRK0aZcW85Q6Z19QteOQ+GiXOaKFDsGr0PASeAr3NXycr52ObyxN2NOfsHCH+5jvWdFRxNl9IiRlQJM+phgxqIM807TJYQ7TC1H1xQkHX4tNfluecRe1KNWLV6Homyh0VGs03s+wy1A6R7F24AIOMYU7LEwhtSpxpPcUZ3/+1fB5K57vUqlEPfGS8NhQGZCUE84kD8Xlua8Wh8iGJsrh/jS2IirOFFdYjzraV+tePEmer5JnNyugwyXPTatVGyifEWVZO7kdzzgoK30b0af4aeuUmfIdvyz4YHD/AKiGl4559KXyScWZslxBnY+SchYozQpwZ/fMjU5yZJb4tVruKM5naJ0EsqOJsImNi2wTf7sbKODv1CIABxNkaVDAOsevt5pvRnDNnlVdCXjbIyNvNqDhrU+IsUShddtCMs+77jaqFWWdR2DU0a/HkWKI4Gw9JxlmCBC8PJMRZggQjIJ44M6Dlcsi88pXc+uZ3v8stq8WEONs0kCrO1kqcEavGmFm31KqxNCsvaowEVe0V2HtoxhBnab7oMlBxFiFc2ilSjIpYJVG7wlFAbZqA0HJLVce3xxwX1K5xuc0Xznx7HpVWx24qKx4nR5wJirOatMhzuRRnAE+AAvGKM8Mx4DfD9rrzAl9hPOu6qBDVhOvZ+OpTfyXd1kNPPtD7d0UievKWlhA0m/DO8MVnq+Ah1eYVQ7zibL2JM1JEo6qT6lmgY004zKrxC4e+wH2eUsvccsYL90UtvAy33leU5Qhx1ss448eVJpUYBSnkJAH3cQq9bJGcD4bebNNbIoVUAGhUSKE2QlKwVgssGFwgpbPQVSWcYBIFVeoCQODzv/F08cXevwcRZ7snD3HLrfQMGpm+ki/XBor6gDErxqqR9puGBQSR8SrOrrFNzk9XcXbXXXcNtxmNFHmp4sxHxPqN/h0LoPk2ynl+PB1InBHF2Z7lW7Cj/AruO/vu2Ir53fx4oqT4thRV2xK+F2dX5ESrkL8FQE2nBcXZCvLIE5IwW7IEG8WuJSW1aqTFPaCvOIOiCKqzfLPfBqOKM9u3hfvGgufDbYjt2Mj62OYNJs7Oe/zxzzk2wBjOEeJsSykNlRJnEalPg1nwoKNKxqow44w/91omK6jNAEDv2KB6EuKMeR6CyMQLQXHm6ah0xgcx3yxSAPZ9aG3+Nzttj2ufgMSqMQjvy3mHkIClfpvUJ/n9AkDRbiDLABXi88XJS2DXGCrO+LbEWzXyx+/racyvAKrZIc4m+mPJzil+O806X9y0MrrQzqs1B5bHj7tKOo4465+vAlHC6Tuu5pa9liYozro9qknGuZGtGkk70+dmRXJ4DMWZF3jQg3hFs6Ea0BS+n+pFooztKs4Sq8axsELUtlNZE1sn+PviUt1G2x1RjTRMcdYaX9VE7wFdpZmhkkkAlUtj4zo2ZOTtJsw4cwhxHngMvjsaeZ7gEoEqE6NW9DTnrF1NrBrXEYniLEGClwcS4ixBghEQR5wVUuH63J138h+QWedaIck42zTYYKtGxtj6WjUC4vE2Oy99hDjLZfiH31EzzlYmb+C3E5ltr+bGJzNkGWdG6tKqzbqYTg++toG9gHJrNMUZzXcLanHEWVjIyZmbQHFWlivOTp8+Dfts2B52nefHq+dteTv5+rNfRL0lbq+d7p8DT1fQTJP8k8Ul2EePkr9iMPMeUgpPXNCMs7VgZMUZzThbfL73TzsgxFlEcXa2cRb3H7uf+3wvyWrLdNQdVHFmOh3FmaoDmSl+/92MM8JANHS+IMF8iVWjZgGa/D6VyhlQdX6b9Zics6BJrI1s/npTW1KKspBvZgoEuUxxxh1bbhlNs98u2l78PqeLdaRcvhi7NL2fW84OcmcTrBo7ijNCnFV1vo/E2TW2yb3fdBn8ho977rlnwEF0ELk3TZLCdNPvH49JyCTNt6EAWM7x+x5k1disOvBcH5ZmwXIzuP3Yj3GfZ4omvu9de4RDVE3ShyIWca7C7//Cqvy6CYVxw4BimiJxxgrIEbu9XMkSihBd4owqznwvgE+UeysRYrdi8SRFIWrVGCHnzjf4fDMAmPc8OHVSkE/5UHUmKM6iylQAOG+XybZcwGsLVo3zxZSQVcUiirMqwuMXFWcVwQ5Tz+Zg+OK42FV1yYgz2geEjDNXQ7nzWwTizOH/Vq3xhWm37aNg8PdTqjjTWYziLPI8rWYywjkq2XXBprGLk8+tIJBkEa4VAQtwaPWQOEEi0kZpxhkAzFRTUK2wXUVVOruI4swktWgrYwhWjY2GIyjOVEnGGQDcujNCnBHFmTHNT5hyWhoYI/fyrn0unVgzglUjCwKROJue6dludjGW4sx3BatG+lxO7Rq1An+szWASHjMTxdmYWCZWvJNZEwtFUeFHJwRI4dnAuTB/OJY4a4/fb6kSylA7ijOLqpM9oLH+atSxISNvN6PiTNLfE9XZZQYlZ6ITg+i7lF1Fc4BV41psUV/OaEpyWKNIiLMECV4aSIizBAlGwCCrRgDI3XmH9PMuEqvGTQRDUlDIza5pU6NYNbYbrhCcXJy5CMUZIBbce1aNJOOMcFz1cvyDcpc4c/UMKsXd3GdTK6EdmprNQtHGJ7xMGXF2iW0au5jNxF9bxhQE9iwqXavG3BCrRqo4kxBnbc1AoIZ/k92g3xjFqIqzer3eI852XuA/e8GWFzocr42vPfUZfvu+B7dAMt5Ilpi3tATnyBFunZH1oepASuVfKDyWgsc614ESWyNiOrfGjLNWv7hLFWeezrMvURWUyhhe7fInMdOZBS9m34SKM5adC9WjUaTDomZAAmTqxEeTBSlkSUZHXL4ZEGbfUdVZo0eclfjjJvUQk9jiDVMDlFv8GFOS2LSqmioQeVFUZ0nu3QDiTEkXMFt+iltHiTNUxZdWxhictgefqp9iiLNywJ+Y2JwzkvNlesC1O67FnXRyjQwDMs6qTgVpIzxnVIDYVQ1dIBMl8pH+QxVnAFBfsWHpFr7vxDuQcfm+dsd7rpUqhak6xPT7BRZaalmMybdhhNRRM51zSawaV1heIECyJQs1l7+eOSPsYzRHCxAVB8sRlQRVnOVirBqpTWPeD5BjDG6dKClz4fkXFGck4+yczZNIc74P2HXBqnGhkBIVZ1HirDNG1Rh5ppFknBnZvECcKYEHlYXnR2bVGM03AwCdWDU6ntojzvLEqjGjEyKnwl9bACiqPFEjEGcdxVmOFKXo87ROcs6KTjxxZjc9XDhelX62Fpyun4ZvAxrj7/WcVaMijpl5O40MWwQQcIqzUsZEIdKOU6Svh4ozfl+tljcycXb1TK733pKnirNZXp3v2CLR2u1NDX98xZlfqQCkb+gz0/3+38FYGWeBI1g1GmTCkmDXWBCLwjV/Ojbj7KlTZfz4H34b7/rYN/GdI5uAXNkkWCHq8smciXzK4NovMGLO2dmngE4bbsYQZ0Pm7EhBx/9exhl5p3dZGlh6EZcdUsVZQpwlGAG0nUQdO0jOGWsPzjizk4yzsUAVZ6bKv4NSe/EECRJcmUiIswQJRkAhTnHWWW/u3g1jQH6Jllg1bh6sp1UjIUZcSfGgQtRmqqYgPylXxIwMSpzFWTUWyMzkAYozxTCgZrNYntwLFrG2UX0HE6th3pC6RgJYN1SoGlWdXH7FGXOmAGb2iv0pSZE/WqRSc3xxOahW4df5l5Vuvpmlq9C1jb/Fjppxlsvl4hVn7fh28tCzX8BStV9IfuLY16GX+EKJU+IL0t7SImxCnJmF8CWbEmdAxK5xrVaNVFnWwcywjLMIbJJxlkrF99nXucAC+GJ41tcABqQ8fjuGWwegIDAlhK5uAmYegcu3m5pOChKBRHE25FyJxFnY5heK6d4scYMBJrE3sxy+/VAlCwXNOKP5Zl3I7Bq7aM3xRfZBVo2wCphe4omzamEXbLNffOuSYIEf4PSLq/jGZw/iL/7Nd/DH/+oh/Pnzv4jzzjXc9gCx31SJZVl6dxoSJzi0ierKcoFPfuKTUJQRbGkjxBnNOPOZj+0zXeKMKM46xOJSlv+bQqRYYqZ0wYq2ttyGcjaDvRdex63ftX8au2+R3xNVknEWJc4I34vVirwwQwvjvcK5YNVYQE5i1RinOJOpmOmklWixt0byTgsxVo2UOJv3w21SxZmZC+//g6wavcDDUpsfK+Y9D3BqgjJjoZQWiEoWOcldpVlXedZDuyISZ7mCQJxpfn9/3rJoVeYR4swA3w9dR0Wl88xBFWfZLGkMy6Jqr8iI4oxMytFZeK0ExRl5ntYIcVay60K7ieLEs+tny3Zw9aCgKgYAM0LumnoLCvhnQ09LY6HiQTFWOOIMAHZN968nzTO00rqgrHTbPlLEqlHNyIkzVVVw8/YSAEnG2dwctxwo4vOQ3xnfXDJBwB0h48xbFHOk9MnJi1OcSTLODIM/PymN70Ou2haU7lV/Tqr2CQKGn//fj+O7x1bwxMkyfvYvHoPrD/+tLwdQ4mwqG97rt5T4tnd6FOKsY9MIDFCc2eM/T9Ocy17GmUkyFzcLcSZVnI3eHzYKMhtkZw1WmgnWEbSdRDOPieLMbTTgDbDWTKwaxwNVnM1neRv+RHGWIMFLAwlxliDBCBimOFMUZaDqbK2EQ4JLAFNGnK3NqpFajslm3dJ8s8J0GurFEir0eBty4ixX4ovWTssbOCtQK5WwPLWPWzdRfhFaZ+b3WvLNgLB/mES9sFGKs5lMPCnq2+HDbTfjTK446x/3KIqzbr5Z7jLkmwGAVhpNcbZt2zZ45z0U6wwlMsH7+RjFGQC03SZ+70u/hC8/8Wnc98if4FMP/v9gTvHtjE2SY1hagnOYJ86sDnFmKg2AFOH6xNna2tvMWjPOIqCKs6MvHor5JvAuJY8MyTjTocL0U6JVY6cg7+sxY05mQrBqrGh8gYoFKWRJEXuYOi9bkivOgL7qLCtRaViC4mxwEaxMimkTEjIaCMl0GVRNgTdP7Dv9+PbIzAIKi4egEXJtaepGAICnWTj8dBlf+V8H8Mlf/Qb++j8/jie/chKVxfD7Da+Eh+v/rP+HMYqz6/a/ilvWMhqsBbGd2SqxdPR0vPqVr449fg4DFGcAsHUyXCcqzsJruUKaAM2QonaN5QtNVL5MSG7NxR3/9NpYok8ZQJxRq8ZKTIaGQJx11TFNnjBdDvKiVePEAOJMQsbSmfErEQuiCs04G1FxtuCF23So4izbIc6IVWPVqaLSsTxdai0hYHzBas4LFWdUmbFQHE1xViWKMyYhzlK5opBxpkVUSt6yqAjzV8v87yNEi+Mg1qoxV+T7vbJ4Rth+1uOPp0oVZ/ChIkDeIZOPCpQ44/ddtBuxijMAOHlg/VRDB1cPCpMjNOb2npkAQNVZT+nShaensbDCoFoXsG2Sv9fsiCynKHGWFa0afccXFGfUvjKKbs6ZqDjbAkTIy0AVx+5uy6YkuTeCVaO/xLcxbWIinLB1EYozmVWjRp7LLZ1vZ22nhoLGE7k1f1aq9jlwtopjy/3jWW44OBGT3fhywzJVnHWIs62EODtTHkEqNgJx5rjjvzO4JIvL6BBnBiHOXJbaHMSZTPW4CYvuieJsE4Jaekbfn0jGWasy+Dm+nRBnYyEhzhIkeHkgIc4SJBgBwzLOACB7RzxxlmScbSKso+KMFupkLxPrnm8GABmacdYpSNjEqrEk2nMNVJ0VS1iefAW3bmr5md6/1TUSZwAE268NI87S8dc26BBnbTdA2/XHzzirVhE0+AfmLnGWvWzEWYlbjlOcFQoFvGHfGwS1WSMIcNIdbNOxWr+ALzz8x/i7R/8cttvC3B5+pro2zbdPb3EJzlG54kxVAlg6X1jpEWfm2hRnU3FWjULGWfz2HaI4qy2Vpd9jLYZb3DzSmvh52i2IirPOC1SgTQjfBwCWmhCsGgXizE8hN4ZVIxBmQ0XBEWfbw2OhKg0jpQn9lLUGFw2p4qwUoziLU5zO7y7CSvH9cFB+gB+koAYBppaf5daf2noHntj/s/j67R/Fg98M8MLD52A35MWA8+61/VjSToGBEmdX7d2PSYNXtqT3iGO5TX7WhDKGLa/e354JIEdyhKaK4bmlxFlXObSaIyQTad+UOPvefUfhrfCvAQev/qbwvSgUory0IgQBpcmaLRe2J94T6ZjZV5zxSqBaUIIOUXFWJwWiLnGmqIrQXqOKgyBgWG32j5JaNcYRZ+ca57jvLfjhBXBq/Bhv5sP2tcXzoJDjPl0/Ld2WFQSYCAK0GhVUSeFxoZiCkibEWWRsqMYozli9DBDi1cwXBcWZHiGkfYnijFo1WholzhgqdgVqoCHr8s+4hVm+7XnnzgmKwKxD7IyodS0AE+7AjDMA0Cd5Bf4gq0YAOH+0ivY6ZbgcKh8S7XhJFpyqMVgk58zT01hYBYzUIubIfWnnVJQ44/dnZXRuMg8AaAFg+fzvUVMDiLNOzhlVnCnZEvTIvTtQxWeYLm9LSfJRrBo9Qpx193XxijP+OHWdb0dUcWbbVeR13lo5TnH2jUMioVxLCAIAEqvGGMXZSFaNpx7p/TNWceaM/0wtWDV2Ms4MixJnm0BxFgSC3T6AK8iqMVGcXVbYo2ecNWuD73+JVeN4oFaNc5k54XM3SM5pggRXOhLiLEGCERBPnPUf5LOveY0wG7uLxKpxE0GWcbZWq8YRMs66yoYuijPrQJwJirPODGqiODPyRUHpNYg4q05cDc/gi0DTEeJsrYozICz4cMe2QcTZIKvGLnEGhKozamUGjJ9xdtmJsxEzzgDgw+/7MHYS4uwgHKL/Go40adOpWX62nXv+POxjx7l1XcUZAKQU/oWvzS5OcZYxdWRI31QVYIoq0QYQZzYjxNn5svR7K99awd995dswFKc3m7mLUmsGGiPF9a7iDPLfxowJUA/AFY3fLgssZMa0aswQ9WmjIirOqLonW7SgjKkGKDdHVJzF9P/teyeR1vn2NEhx5tvh9meWebvGRm4rViZfASZRTVA4LItm0CEyu1aNZX4s1UolvGoLrzrLXs23EV3XkSZqywKLJ6EEaDoQOV6qOitmw2tG7TT1jlVjVHGW0TMwyG8vTPHntUWKJxeyJ/DitocHHqJo1djvxyTmCToDTq2KRVNq96lmMoBnCxM/2gEhlxUgUzRjFWeAaNfoRorc1bYLP+iPboOIM86qsU6sGlULLADcBrFq7BBnBoB5Ujjp2jWea/LE2ZzvQwGwuioSV/PFlECAME5xFh5/jahjg1pZ2FY6V5JYNfbHAE+WcVYeTJy5NkPNqSPnlIS/LWzjr5177pyQQZd2+WWacQZ0iTOScSZYNfL7KtmDiTPGgFPPy/OsxoXMqtH0+GeCQYqzTG5JsHTeORVv1WhKrBpNpoxs1QigZ9VIFWdIlTi7xkCREGed/9MSoMymnMJbJMTZTIc4o/eYxuiKLidwoAX8vY06QdCMM9uuoqAR4sybkyrOvikhzqqtpAAKjEGcDVG3oHYOqJwAAHjMDEksCWzPAAvGezqlKiijM+FIuE8Em4A4syug7gsARCXRJoBMXUZtkRNsMGg74awa+efSVn3weO00vbH72ssZAnGWnRO+Qyd8JUiQ4MpDQpwlSDAC4q0a++vVdBqZ19wm/R4NM09wGSFTnFEF14hYi1VjaXYMBUIchIwzOXGGVHGgRRvFYno3t5ytn0bK7heY1MLaiTPBqlGSR3MpMJuRZEl14Lf7BE+56cLKGNCIhVw6Yt9IFWcy4qzZs2rcmN9HISjOBhBnb/7+N2PXKX7dkfR4+R379u1DlfEF79z8Nm65/dRTAFGxmVHiDHwR82KtGgFgmpBkUzkLmkqKqTEqLcaUMPMigsrpsvS7q19fxaly+NsyKv87JhrbhO8bnYJ8wOTjgK+K94pVlRBHgSVRnA0mzgYpzvZtLcLQFJCILGQKZt9Gr7vroRlnfDEtTnFmmPLHz217J4RC56CMM6+TezK1/CyUYLTCzfT2HDSiSljxOteqa9VYKXOfa6US9s/s59a96h2vwoEDB/Dwww/jwIEDWF5exvyeHdx3csFw4o5D5P5Ec86Wg1BVF6c4K0eac8ES21F+Kp7EC+DjwT2fhh0MttVSLH4bUatGOpHEYApOLItFcGnGWVMkbtyA7//pvAlNU1FzeeIsF5nsQcmZ6Cx4ai0mEGfRjLNIkUOwatRzYb4ZJTU6xBlSJWwrbOc+O1UPB9rzDd4ibq6jyKsSkqqYNpAxdahUcebLFGf8WMJqoso4nZ+A6fPbihJnvow4o4ozXbyWhm8KNo2m7iKzjS8ceefOCc8AKYfvgxWJhbUFF3mHtBfyPC0ozuyGoJ5VdX55PewaHd/BseqxWFVxF4oeozhbYdAtMfdr52S84iyVMWCQNm4yjGXVWEwb2DtjIa0QjahVgDbTn0TGiOKMAeiOSMRNWDppjIIqzrT1UJz5YsaZRjLOLI2/97WcGnIqf96bQVGwyWu7Pr57VCS0E8VZiOU6/y7RJ874cWZoxhmnNhv0rqzAHpOcETPOwrHEpMpklgZWjwPuCOq4SwUJcQsA8B3Ao3ruS4O26+N3//55/MyfP4qHXhTHpi5kijM36ReXFzTjLDqZjirOGsRSvEDs9llivTkOqCsGVZwBiV1jggQvBSTEWYIEI0BGnBmaghQpsufuuFP692pi1bh5kCNESmFrONN/DaCqKTrrljEmWjWuh+JMIM7kGWdIFYScs/oA4uw8FrjlqNoMALTceirONkaRFas4Cwwwt2+9Vmm5UFUF139fn0zbck0Jhen+9aKKM7iukA1zuRVnKlWcVSpgTD5zUFEUXF/li0pHp0afZZjNZvEH//MP4BHCorSwi1umhXJtogTd6hfaUipRnF2kVSMATBO7RsGmEYgl5lyWAn08qi2W4Tf5/t0+1Ub7WBvn6+E5y6h8/5tsbuWWNd/uZd/4gZzECBTxNy+Roqs042wIyUgJ9Og4kDI0vGKhIBSbs0VTkj8zjDijVo0xijOJVaOV0TG7syAQZ21vgOKsczi638bE6gvS7ygIsH3vBO74p9fi/f/xdXjPr9+GyS18sbbsbQOg9NocJZy1Ugk3zdzErTtSPYIdV+/Abbfdhr1796JQKMAm3T4TjDkOGP3ffr3DF8u+evqvoaWPCCoUzbfhF7LwIuRAXpJ5N8iC8amFB7GcPQ3bj78/AICaooqzSJYTeR4yABxbFovgQZMocjJpgTgLmAI14Ntel/ylBYholhtV40QzbqhCwsny54izanRrYIyBMSZaNVpFId9Ms3xoXUYzN4vteUKcdRVnZFvzHeKsXuOL9gvF8FpRopJFrBpbathWBcVZQ7T7SudK0IkyR4v0K5nizKPEmSFeS9NPIW/zFqb5VAPGAv8s4S0uwrRI+7D5dtxQVUHJZCmeaNVI7nHaJL//gl0X1LO7b+ZdBU4cWIm9L46Ko5Wj8JkvWjWSXEhVD6SKs/lVwFHPCcexazpecRZaNRLFGQCLKs7SgydovXarZFxOFXEk0paoVaOiBj0xNLVqlBXSKUSrxvCaXFTGWSASZzQ/U7BqdOrCM4fN8oJV46PHV2F7IiFYayeKM9cPBGvZqWw4PosZZ63BfW2EfLMu7DGzl6hVYy/jjNhBhyo3BiwfHmv76wqJVWgPG6RW+f2vHsTHHjiM+589h3/+v76LU6tiX2SMJVaNmxHU0jP6DEgzzlr8GDkxL94vxu1rL2c0XP7ZaCI1ITg+JMRZggRXPhLiLEGCESAjzvIpA4pCMkXulOecJVaNmwhz+4Dtr+kv3/bTa97UMKvGdsMV7CuK66E4o1aNzZVwRiJ9uZIqzuQzF6vLLVTJzOnp5ae55YtRnOVI0ZYSepcKBbMAUxX3pfkLiN4CuxZzd/6z6/DWn7oBb3r/9XjHz/OFclnGm3eWL4RebuJMJ4oz+D6CuvylO2i1MLXEF8qPbxvtsSCbzeLee+/F7B6eiFYVFRNbrxr4t+aePUC2/3eCVWNPcXYxxBnf7qXEWYzijNo0AkDbaaB1lC/grn4jLCyfb4T9Pq2Wuc8nm7xlZVSJEHjy9hEQ9Qg0BW2VEPK+hSy1ahyScZYt8r/fbfvcjNJbdkwgS4rNmZIlKs7GtmocPeNs63UTUFVFsGocqDhr9sfcPUe/CM0Lz7HuNjF3/nu44dn/iR/KfhXv/IVbcOMbt/XII1ooWPW3hTaNHbs4waqxWMTeqb3QI8VkBoZnlvjJBW2dvwdk/HGJs/5vf1+lBovYpWW2fg4G4/ehe204k/z1j5JJXcQpzmrWMh7Z/ncAMJQ4U0xCnEVIc4E4Y8DxERRnSiYDNPii+ipyyAb89rIxxNkgq0anFVGc1cm9j4yV+RbQDbvzAg+2b6NslwWr0AVrGi7NN8tF+mhuDttyvNq0S5ydbxLFWcfqslnn21uXOBukOLO1cHykijM63ivpNNJWVmLV2D8fQa2GgBC1/mqZW7ZMmeIsJSjOclaVs/wDADAGQ+PHMV3Ch9eIXaMFBzlnWMYZ2X/AhGy8V7xuC7dcX7WxenZ0gkaGg+WDAIC0R4gzklOkanKrxkILSLVaQpuYzVvhpDwGWIRvMDOiVaMCBRax1aLjNsUr58X7/FnHwFcW+2NLQAp/utInjCh1NFrGGa9g0afCCWAXm3GmUeJsiFVj220gpfJ9pB3kBMWPLN8MCC1fX+6gynIg3qqx7QbCpAUOEcVZcyhxNt65d2z+/aubcWaS55Kew8CSfPLNhoAoHjnQ/KpLhG8e7k+gYAz4xkGxD3hOIHeUTKwaLy8oMTMg46zV5p9fCjNpKMSRIyHORge1aswaWWHyWtURJzQlSJDgykJCnCVIMAJkxFkhJRbEzO3bYV4lFo0Tq8ZNBEUB/vmXgPf8BfCT9wOv/1dr3pRBiTMyC69C1GaqpiA/Kc/BGwuCtSQDysfF741h1Xj8aX7GueHWUage49Zp+bW3472vW+ipztJ5A9e8en7IX6wPFEXBTEbMsEszvrBZ7uRWKKqCa141h72v2wKdWP7IMt7cczxx1rNqNC9TxhklzhCqzmSwDx6EEpkJHCjAmauHW8vt27cPDz30EN7ylrfgQpPPCplOTcOaHXxtrat2A1N7esvC7O91UJzNFvh2P1+UkAZ6ClBEAschSpeABWg7TSx+aRGBGxYWWydaWH0gLHSc6ynOytzfTdh8PzUisxJ9V/74FYAvOimmJKsnSCE7plVjdkIcd6JjwS07SoLiLFMwhaycoBVfbPb8AIs1fnyJU5zJrBq37w2VI2mNFN4GKc4a/UJavn4KExf+DS7g3+H13/q/cMNzf4K5xcegVkU1zcQ8X6xd8bb1bBoZY1LFmaVZ2Du5l1v/1CKfrdbSeFIr7Y/5mB2xatzpefj5LW8iny8jbfIFaM1vo0mKleMQZ1+/6rPwtLCw6QUe/CC+CK6k4q0aqc2twRQclyjOmCzjjCjOVlleVECWLDDGhKyIXKTtUyXzIMWZMcETLoYPpCJfqbt1waZRVVTMZOdgU+IsHykyZWewLU+Isxirxq7izCYqsYXO9aTnO5px1tbDcVJQnAmKvjDvzgr4NqITkpTaNVKrRtP0oIP/G9NPIefw5zFvlKGVSsKx6wFf9KYOtABQIep/i7nICoozmnHGK/AthS+KKwqw9boScmQMPHGRdo0HV0PiLOUOtmpUZVaNnTFuYQU4XOZVLoqiYMdkBiYAFRLFmcTmmtq3Dso4A4D9xLTAZjo+/JfP4azRf8ahijODtWAgbOfUqtEdwarRp4qzuIyzMRRnju9IFGeDrRrbbhMWIc7sIAfWKveIc0CebwYkVo2AOJYC/TzT2bxoi32mHHMP9z3gzGO9xZY/hDgbg5zx3QCBx3eMnuIsTSYSdbNIlw721l2sInVsxFk1AhumOGsTAlxGEsepSxPF2WUGVZxxVo38PbNp8+0/kzeRIhnf7TFJ6pczWuQZJaNnhGfwRHGWIMGVj8tT2etgeXkZ3/72t3HkyBHUajX4/vCb7r/5N/9mA44sQQIe+ZRccSZD7s47sXL0aG9ZyWSgGGPmnCS4tNAtYO8PX/xmaMaZG4AFrDdzi+abFabTUCU5HmODWjUCwMoRcV2qiFyJL2jEWTUeI8TZ5PIBKGRaoZpfO5ExtSWHf/ZvX4OV0w1Mb88hnd8YxRkQ2jWerp/m1hW0HYiWRCsjvCQoug41k+EKO+45vrB6uRVnSiYDGAaXKeavloFtYt5W+/nnueWzE4CxM4sfu/vH8Nef/2vunqzrOu666y7cc889uPPOO3tqW0qczWXnQvJO04CYe7q5ZzdQWgZOfBuAxKqR5QEjC6hrz4n7wRsW8P9+50Rv+a03SMg8pWPNZ/PEIlWc2U4TDAyN5xt48VdehDlvonW0BeaE/aNn1aiVub/TGLHUcvsvtn5L3t4Cn/QLQyzesMBClladh6jzDFODldG5WaSNitMjkG7dMYEniOKspXXaU3TfAzLOHj66ggYpvOyckivhZIqz7XvDAvxYirMafx5WMg4q6WWoEVWWjDieWCCKM29bz84maDQBjy/QaRMlAMD+mf14eqmvxKXEWVPj/y7ljTneE3XEeyf24yvuIh6/8HhvnaXy50P3bTSIolBm1Wh11CrRAteWm3I4kTnAfc/2bWRUuTKaWjVagzLOABxfkSjOGsMzzpZRQJ60x1zJRMtrwWP8OY7+VqrGif7WlQZ/77OmeIs/IFSdtTs/sebUBOJsNjMLPTsjKs6ixFluVlCcna2fhRd4glVjN+PMaxHirNBRnKUIcR0hztwOySEozlotIELAd4mJFCHY1IA/H97yCmexSIkzzQpgqE14Qb8NGL4lKs60ZSiKAmN+Hs6xY731utdC9LXTswOkMwFaEZVZxUwBbr8on/ca0MhzCJ2IRhVnPmn7qYIJVVOx/RWTeO6b/et58sAKbn5zP5PQDVzBXmkQusRZmlo1ukTxpzOYnqg4A4CFVYbD5cO4fevt3Oc7p7I4d0YknVMZQ8hrAwCDEGyDMs4AYGua70NVZPDIiTJuTveJi4CoXTU4eIN6EF8LbhWsGumkMRm8RWrVePEZZ17gCYozSuBTxZntNZFS+Gvkw4TnA4bbBMwsyk0HT5+WTziqxty7X05YIerdUsaA3nm30TUV84UUl212utzCjdskpNiFZ4FIPtBQq8bG6MQZVZsBgMkRZ/3jc7uTCpZeBACUP/tZXPgv/xVaoYAtH/ltpG+6iW5q/THIqpGSIpcIDslVrUqIyrjsq4GZWE4TYP5F5RYnGAKacRadTEczzhz+/pDOm7AyBlq1/tg2Tl97OYMxJijOMkZGeAZPiLMECa58XJbK3oULF/CLv/iL+OxnPwvPG29gToizBJcDmqogn9K5mYZ5ieIMAHJvfCNW/uRPesumpGCd4KUBWfHXc4NeBkV5keSbza5Dvlm4Y8Aq8gV/6s2vaICRQbbEP9DJFGeu7eP0C3yRjNo0AhevnMwWLcEybiMwkxYVZ9PmLkRNWSojFkPUQoEjznxSDGp2Mopy1tpJn4uBoijQSkXuuGIVZ4Q4OzanwIeP//TH/wmf/B+fxOnTp1Gr1ZDP57F161YUJNdfsJnKzELRNGiTE8K56cLavRtQ+oVySpzV/cmLsmkEgNdfM40/fv+r8I2Di3jtnml8/3Wz8i9aInHmBHwhrxV5IfUqHrwK/9wSZ9VIYbgRq8ZajH0mKQIGegCg35YY0wCmI6cQMklClFBkihZPnEXGgm0TaeSJwudUy8auNFUDxJNY9z3Nkwz7thaEvJMu6NiZn0r18gRpoXMQceZX+fFtKaugRnbpV8rC303M8de4GUzC1qZhQcw3A/pKzv3T+/EX+Ive+icXnwRjrEckN1R+HLHGrT0Y/PnWPBu/dftv4d1ffHfPMtAILPKdFlYL/PmUKc4URcE1r57Ds18/AwBIF0y86q7twN/z33N8BxlDTpxRq0YjYtUoZFgx4NRKC37AOAUCVZSo6QzQ4FV0Kywv5FRlSxbqrthv8hGVjEGey6IZN8tEJZGbKAiTDPItYLEU/rvu1MV8s+wCkJmCXSOk+BDFmcc8nKqdwmKL/53zHavGoM2PgV2FrEKsGqMZZ54RozgjcqCubR9VnGmEo/dXBivONCuAiRZa6BNVpsSqMa+Gkyn0BZ4405w6gFJv2W37KAQ8cVbV+YMq0mIgxBxPmnHWtvjjsfLhmLrjFVMccXb6YBme40M3NXziiU/gj5/+Y0ymJvGf7vxPuHn2ZmG/FIfKhwAAKWLVaJI2qmoMVkAUZ13ibIXhSEWc9LRzMoMnyZwJRenk6iqAqioIIvaM1JpyWMaZSu553Ta0HMnCoYozXXHxDu3b+FpwK+iw5rmDiTPmuqKKd/riFWfSjDMyoU1QnHltWKpYxLSDPIxWGTCz+PbhZcQJjhLFmTiWdm0au9hS4omzM+WYe3gk3wwAWubOgfsdx6qR5psBfcWZmU0jSpz1rBoXX4R99CjO/tt/B/g+/OVlnP3N38Tuz39+5P2uGQMVZxtTdHdIpt9YirM4NeCBLwJ//aGQIP3+XwPu+NcXfZwJCHwXoDbbUbIsxd8zWySWIVMwhRzycW1RX65wAgc+4/tERk+IswQJXorYcKvG1dVVvP71r8enP/1puK7bC98e9b8ECS4XqF1jIUZxlnnNbci/9a3hgmFg+mc+eKkPLcFlAg1pB/isB2rVWJxZJ+IMADJktjxVnKWKgKIIVo3NqsMVXADg1Aur8CMvTArzMbn6nLBLWcbXlQCZVeNCehe3XG4NyGCIQGbXGMXlVpwBYR5TFDIiAADaz/N5Dsdnw+Lb0cpRFAoF7N27F7fddhv27t0rJc0AUXE2mwkJKn1aPOddmLv3AJN9q8aidob7fNnbhbYeQ3SNgbe8Yg6/+SP78IP7BlhHSrLBbFKIbkmKt1GU24DtMcGqkSKqRPCrcr/7wOPHlEAX880ABZkxM84AMVcwSpz5bgCLEGfPV5ojZ5x5foC/f4YnGX7oxgXpdwGgMM0TAjtvmOqRT1RxRjOmuP1W+CJ1JaugThwJaV4ZEE5iUIhqYjXY0fl+mf+yrvdUEftn9vN/Y6/28qsAoEaIM9Md87nVIAfvtbCzsBM/f+vP97fpEws838Yqufwy4gwAXv/j1+D2d1+NV/7gTrz7/3olipOS9j8g50wZoDgzLWrtpsDxA5yt8PdBgTgbw6pRVnyIWjWa5J7sDLBqnMpZ0Er8WJlv9q9Xza0JxNl8dh6BXoDXHECc5WZRskrIGvy5ffzC42BEPdVVnFErrm5OkGrFZ5z5nWssKM48QqJ0iAlKnBFHQ3hL/WsQ2LZwnTTL7yk2ujD9tGjV2NFyG/N8/9daxJLXZigShUOFEGcFj4y9miYolNR0mlPG2laJ+1zPhc/q266fQDSW2HcDnDlYxgsrL+DjT34cbuDifPM8fuGBX0B5kPoDvBpRUJyRa6nqDKbC/w6/R5xBTpxNZ4Xx2MzoUFQlVPMRZaUOfnmYVSNs/v7TbUPLkQIrzTjTFBdvUR+FBUdQnMUV07vwVlaEdfpM+Iyw3hlnmj5McdaGpTQBkEziINdT/Xw9xqYRSDLOAMlYKhBnfPuLJ84e4RZb1jDibAzFmUCcBTA6FtdGNk0/gc90YPkgyp/+S84twX7xIDYEm0BxZnv8OZORxGNbNf7Db4T3NxYA//gRIc80wTpAloE3KOPM558P01LiTLz2z56p4H98/QieOFle86G+1NBwxfuVTHGWZJwlSHDlY8OJs4985CM4dOgQGGN461vfivvvvx+Li4vwfR9BEAz9L0GCywWa1RKnOFMUBVt/77/iqi9+AVd/5Sso/NAPbcThJbgMoDNbAcDliDO+8FSaHTwLeCxkSc7ZClGcdQoglDhjAUOryr/0Hnuaf5EpVg7DkKg8hpFGmxVUcTadnsZcjre7LI84u04dorrbFMQZyTmTKW5YEEgUZ+H/j1aPCt+PA83s6RNnNIcvhJJKwdiywGWcLZgvQEO/TTJoOGPfMPIxXBQkhJMzJnEGAOcbDBlVruzr7SpSUA1iiDOfNEOPWjUGYREwS4mzERR6g/IOm1WROH5isSYSZzFWjQ8fXRFmob99AHF27W3zmFgIz31u0sIr/8mu3mdjKc5W+XNeyQD1NF9wDqpVMGIbqukqill+fF51t4TbpMqIYrFH6m3NbcVkip+08OTSk71/1xSedNLHJs5IwbuTnfDeve/FrbO3hl8hxJnmt7GU55+PC5Z8nNINDTe/eQe+7117UJhKC2oMIFScxUG1+O9HM85M8kzUXTqxzJ9n2oZC4oy/By2zEjJC5p5InGX0DPSIMsZM8wSCy1k1iioJvcSTPoXIodUdMeNsIbsAp+wDROFj5iLtKzsLRVEEu8ZHzvNFYisIUOq815g+f466ijOVKM6ipFjQucYNpBBEzlUccWb45FpTgjmiOJOqLq0ApsofZ749CSPgi+Y5nAQA6PNz3HqlzpMnjqOgSN7rqjrfhvIOIe/y+V5fjEKP5NVR4kztZLeksgbmruL7xYkDK/j66a9z61baK/jo9z4q7COKrtpM8w1BAcpZNaoMigrhvHUVZ/Mdq0Y6MXTnZAYpMnRY6f65oZO2VJLVqZJ8OQFtueKsaaRgd8h7qjjT4CKntPFG9Qkh48xzQpvyOFCbRuh6b4LPumecETVzSuPPRdu3oSgMFiEz7SDXU/3E5ZsBQDVRnI2gOCPEWWVExZk6J/9eB7YkWy0O1DrQUNo94tzMis99LksjaLdR/vzn+A88D2xMd6Q1YRNknNlUcSZx4pAp+cL1knPkNPj87cAT3VESXDxk7YOzauzf93ymw2b8+0I6b8AiNS6qOHvmdAXv+tg38R/uew4/+vFv4uEjF5cR+lJB0xXvV4niLEGClyY2nDj7whe+AEVR8MM//MO4//778da3vhVTU1PSF6EECTYTBMVZWq44A0LyLHXttTDmLl41kWDzQmrVaIcvHowxlC+p4owSZ1RxFj4oZ/ImVBLUHc05Y4zhOMk3m15+RrrLK1VxdnXpam75ppmbhP48qlWjlhtMUDQ7xFnusirOStyyrAjqnjolFKi6irNjlWMj70vIOMuEhY844sy86iooqgpM7u6t0xUHCyafs3Syed3Ix3BRMMXraROrxvYoxFmdIaOuDvwOpziryV+iAlIXcky+GMk6RdqcQhVnIxBnxXjirFHhd+yC4enzNfg0Y6klL2rKbBrj8s2A0BrmPb/2arz3N78P/8e/fy1yE/1jExRn3gDFGVEyyBRnYAyB5HxPZPni8Wo7bLOUaI4S0YqiCKqzbs4ZYwxVcl10Z8yCG7VI7LyUq4qK37r9t2BpKYEA0b02zqf58StOcUZhqmLW5CCFn0IUUGbQ328mLSrOADHnTFCcZTMIyCz0ii8qVv2UKhQfcqTdG2Tcjc6CX66LxV5tgqilIodWd2OIs2VyjdM+1CjBnQuPndo1Pnr+UW55zvd79FuOEOELXatG0v9YRHHWLYYxqKhFMs0E4iwrJ84CQjBHFWfUphGKAs1gPauzLiZbPDmuwEfWC/NEqeJMLfPPGY6rCcRZReOfqXIuf16omrq3fqo/EYYSZyyiztr+Cn7CzIkDK3j47MPC9v7myN/gwZMPSvcF9PPNUp44xkWtGlUtbBeUpPEiirOqXcFymz83u6ZExZkeIaapJSmIOmxYxhnacsVZ2tCQWgjv4YwSZ0o4lr1D+w5kT0ueFz+51VviLUr1qanwOQAXrzgTiDNjiFVj5yYrzVZtreLkShPHl+PJu8SqUcyLnMzy55gSZ6fLkntKcwVYPsStagX8O4YOfj92Pf7eREEJHlPpX1NDktfsBClUT6alNtpBO16FvW5oDXh+3KiMs4uxapQRajJ12aDfmWBtkL2jxGScyXIEMwUTKaI4axPF2d89cxauH97PAgb8zVP8s9HLFTTfTIGClJ4SiTM3Ic4SJLjSseHE2YkTJwAAP/uzP7vRu06Q4KIwl+cLRjP5jc9qSrC5oKqKYAvTzXpoN1zB8724roozvgCE8gl+uaM4U1QFmQEWbUun6kLu2VQMcXaxGWeXC6/f9nrcvvV2AMBsehY/c9PPoJTmz8k4GWeDsDkUZ8SqUZJx1n6OV5tVMsBq5z3raGV0xdm4xJm1u0OYmVkg3y+sbjef4r53snrVyMdwUZAQTlRx1hxhtu/5RoC0Vh68q8iLk1+LsWq0+XboEF6jS5xlQWZwj0KcEcVZlEBvVvgxoKEyeIzhApEWyNQA49o0dqEZKkpzGWEMpcRZnOIscByBEKtmgLqkZizrAxMpYg/YDEkUQXFGFJw3zdzELXeJs7bfRksjyjZHXmSKBVHbIUIc7CjswC/c/AuCwkfz2zib5q8ffWmPg6IoQmF5oOKMWDWafv8elxKIs/D/x5b5oo6YcZaGW+ULbHWfv785YKj6vkCcUYKQWthFZ8GvNqlVoylc23wrYtXo1HCuLlo1Ouf5tmTmSCE9F46BVHF2un6a31bEFisbIaSKaQMZMzyXguKsS5zpaRhWf5yqRewaWYziTPf5duOTfuKtxBNnWtYKlVOUOGvy/TyrLkNlNuDZMBZ4i1xllb9XOK6OAlWcqfz1yzpEnRhDnA1SnHmp/viy4wZeLbp6toEXT4pWiQDw77/972PtlbrEGbVpVBRAj4xXqh62pzjFWcYBik3gSJk/hi2lFDJE1ejr/WWTtHOfjBtUxSUgRnH2S2+5Fukt4TUNFL4/q0p4b3qT+jg0OnEDgDfArtFf4vt39PmgS+x2ETSbI0czuL5o1UidIASrxs74Zqn8fd3uWDUOUpsBchXOyw2iepe/BltL/DmXWjWe5icSQE+h1eLbdVHnbbztxugEFlWcmZE2a2TF5yWXpVE+JJ/sw+zRCbs1Y5BV4waoVRhjcHyqOJNZNcqJY2nGWVPSl4bY4CZYAyixamSBSHYozCyghMtNQpwpqoJUxoBF+rDd4K8nfUcuJ+MgAFFxltbTUBVVeDZNFGcJElz52HDiLNeZrT83N1iOnyDBZsO7X7kNeke5k7f0gTZUCV4+0C1+GO3OxqP5ZqqqID+5jmQrVZwxMts3klWRG2DRdpzYNKbtZWSavP1eF1eq4sxQDXziBz6Br939Ndz3o/fh+snrUSS2FKNaNQ7POOtY6Uny7zYKoyjO7Bd44uz4rIKuj82RypGRCldNtynMoutZNc7EKM52RwixiOpsm/Uk971Kq4jqcrxF37pBYnHorEVx1mAwFEdQZEQRVZwF1RjFWZ3YR1FBkJ+CggBZYgm4JqvGCFlGFWf1TobNySY/rrCm+PvGtWkcBmqtZfs2Ajq+QaKKQUicOYYCh/DWUuLM5EmR1Xp43WVWjVHsn+YVZy+svIC210bFrsAmQnTFHrO4EKM46+Ldu+4W/kTxbRxSeEXHqIozADA1vpENzDgbYNWYIWNqd0mwapRmnPH3Ic3gx4+6yrDadFF3+QJRzuDbPbWL7M6CZ4xJ7MUsUXEWad6r7VUstvjzupBdgHOWP1Yu3wwAsqHibHt+OwZhLkqcRRRnXbUZICr8eqRYqoh0hCCosv6YFXj8M0lXfaR5/Llxs/wY7w9QnGm58LpHVRsAUGjz1ymvdc6XXYc+zxNnapkQZ74pZpwRdXyGKs5iJq50FWcMgG3x19Qx+9uc3VmAleXPw+zybshwoXUB//mR/yz97GBZrjizTAYlkmPXJc6o4ixQDfgdRZcs50zXVMyQHGVH7W+XWjV6hPymFrsChIyzLN550xb85O27oM/OdI6RWK8qYf/JKDZer/H3a4C3KafwBhJnhKxgDCzGEljYp+tBJaUM3SBWjYQ4a3dUsimlTtaHVo3fIMTZfIH/+1qScSZR7w5WnC3WbCE/i9o0soVb0Kzz57ZEibNm/KQOCqqMMtROm9JTUHQdOulD9WoOrWVRgQ0ArL0BxNkgq8YNUJx5AQN97Je19bgsM0pUAgAaEju/RHG2/qCkDLWgV5Se6qwVlLiP0jkDiqpIMs74a2+7/L26Ne6ksJcoqOIs03mGzxuJVWOCBC81bDhxduONNwIAjh8/PuSbCRJsLrzu6ml86cOvx+++ez/u/8U7sH1yHdVDCa5YGMSu0XPCh0uab1aYSUPV1nHIpRlnFBHibJDS5BixaZxpHSXznEMolgXVlL9UXglQFAUzmZleEaWUpsTZaC/kamEwcbYprBppxpmEOKOKs2ORuSxVp4pVe/jL7XkJwTos48za0882ixJnM/pRWAr/YnHq+Yt/wbab7mASUJJxZq8h4+xcPdzHILtGI5pxVq8LuVuAaFPVEhRnKWQgITbWoDhrlp1eLk1DUJyF/z9S58+dLONsXJvGYUjTnC/I7Rr9ZX7sYgrrqc2oXaOsD0xoJ7nlat2E7wbwyzzJRvvTDdM3QFX6Y7nHPDy38hyqTlUg7GCPXugDEJtx1tuXI7blhtWGp5CMszGIM8HKbAyrRiti1ZglhRcNClQGHCPEGSPEmZJOw7DL3Lp8ilec1VSGlYYtKICosi5OcdZwfMGGajJjQpso8duLnO7D5cNg4M/3fHYezolT3LoocVZDFujcA6hVI8V8RK2XixDuUeIsVnGWKvZUaeF+B1g1ZsK+qHr8Pa9NiLOo7alHibMOKdorPne3TV4j81qHdHBqMBZ48lwnfdjxTUFxJhJn/LgUR5zpkx21qJaCT9pzK9IsVVXB9ut51dn28vXSbQLA5w5+Dt868y1uHWOsl3FGFWeWwf8epWPVSAnH8Fi7do1hzhnFpMFfrwaLJ87obx5KnBHF2Xvv2Iff+6c3Q9dUGJ2JrQGxf9TQb6/fr/GkB9C3KZeBZpxpkYk1MnXcqDlnjisW67VhVo0svO9axKrRZnmw1iq+dZi/r/zgPp4ArtkeggF5bpcLhx+/gL/9xFN4+EtH4F3iojZVnE0NyTgDgHMVcl8hxJkz/xoEHn9eSxpVnI1uk0kVUL1JTZ17rEn60OrpUuy2AnsDrBoHKs4uPXFG880AeZ5fnFWj5wQIyEQINBbFLw4iCBOsDZRYlU2k61g7N31+Ili6EPZdkTjjrz1tHwIR/jIFVZxljfB5K8k4S5DgpYcNJ84++MEPgjGGP//zP9/oXSdIcNHYu1DA3a/ajq2Sl4IEL0/QnLPuC2t5keSbza5zm8lMDf7ciifOuoqzZtXB+WN8IXJO5VUYXQwjjK40UMVZte3BH6EYouWvAKtGopCRWjUSxdnpOf58jGLXSG0a80a+N9tOi804i8zun+qTaIrCsM3i7RpPPcfnV40D1/bxud95FP/jl76Oz//uo7BlNjKAlHCquYQ4G2G2b9kJz19GFc91b1dELRPUJVkahDhrWHwhmQUWp07pwRreP6nyNAgYWp0Z3tSqsas4e7HKnzda0FyrTeMgUMUZILdr9Jb59uGkGFhHNUntGqWKM4Vv44wpKF9oDsw4A8IXY5qb+NTiU6jaVdgGuV7jzlSnxBklGySFrHJWLOqNatUIiIXlgVaNFl8gNQIfakcNmCNWP0Bo13hiudEjr5njgLn8TGZV86CCL8LkDH6crSuhYqxOCoj0d9JiqNMp8q3Uxd80mTM5iz+AJ866qqIuMnoGBbMA5wQ/8c/M9499kRV7RfWhxFmM4my+2G8DSor0BaaE4vJUEemIsoZXnIlWjb4XQAn4V75mlj/n3nKf3PBXy9xnWqeoRq0aKXIRxZmWz3NqIo30YZ+ZKJDaW5XM2kk5fNtWizGKs4mQDGsTtRkANMg2t7+CJ862Va6DwsJz84O7fhAZnR//f/Nbv8kVxxZbi6jY4XiS8ghxpvM/qKc4U8XJF127xvlVJr3fFslEq0pkogVVVvrRMdMwoBhiX+RAMs6yxX7WuD7bJc5oxlm/3+5Uz8MlpPK6Kc4wes6ZzB6SWjVS61+7Q5ylVFFxtrK8KJBC/4QQZ4wBjXGzKy8xlk/Xcf8fPYOjTy7hkfuO4fEvnxj+RxcBans7SYizQspAnjwDn47aNQYBcIq3amxNvFLYz4TFtxu7NXqxnhI8PfK6U9imkyyqy3IbWGCjFGfxz44boTijE0sAoG6L70VxxBkgUaPJrBoTxdn6gxKrsol0HeKMKs4yPeKMWDVSxRkhyhLFWQhBcdZ5fqDPpnG2zwkSJLhysOHE2Y//+I/jve99L+6991585CMf2ejdJ0iQIMG6gr6kd4sH1KqxOLPexNnaFWdd4uzEs8uI1j50S8NMRl6w0HIvLeKMZpwBo1nwDFWcGWEBazMrzvxyGd4ZXiXk7NnKLa+FOJvL9mVr+vSM+AeqCnPXzv7y5B7u4+0mb/906oXVniJqXDzyt0dx7khYiDh3pIqn//GU/IuSF8wGsd8apjjLZrN434d+GQCQVsvS7/iKB40oefyaOANRJM74z5mf4tQpPUiUcxTpvNF14+xvv0uiE6vGRscW7IJDMs6I4my9bRoBsdAJyFVQfiSTCQBakXq3qDgTi1Kmu4Scyhd2Vs81h2acAcD+Gd6u8cnFJ6WKs4smzshsVpcUpjTfRllSIylYa1ecDbRqpEQOAKOjnMplxTFVR6j26rYRmWJRlRDBGZUnL+oqw2rDEWbtCsQZyVlzbb9j08j/JlNXkTU1MeOs2R9vaCbZQnYBQaMBn6hnooqzRVbAYj3c15bsFihS/XaIOS+qOGtDQVi45BVnYl8IPKVj1RghzgYqzjLSYmc9zxdK/ZVVsI4CjFo16unwOUemnIqirzgLC3l6JOdMl/ThnMu3pwr4Y0q5/NiiFeTFbW0qJMNovllDYaiTgt+OV/CTjiw/g9n6DgDAu65+F37plb/EfX6mcQb/5dH/0lvu5puFx0esGlWeUFG18PdoigeNKIW9jvp9ywpwuCIqzrIK/2y5EiFrmM5f4yhxNlRtBgiKM0TGC30uVI0LxBn6z0ezShmkmQ1UOQnE2VT/+VUxTUDjSYxRFWeeKxb7qVWjML512phFrBrtIIeVJV5Fv2sqg71bxLFUpsS5nDhxgJ9EcvB7crv19UAQhLa5UVDiDBBVZ2fKkf6/fBCw+TbYyr2CW9YtDVmLbwd2e/TnQUri9Eh/M7y3UPLZU+L7TXCpibPAF84Hhw1QnMmIMwCok7ZOn0G4bdAJao2EONsQ0HcU2US6zjqacZbOh4TZuIqzlpsQZ4A84wxIFGcJErwUseHE2UMPPYR/+S//JV772tfi13/913Hbbbfhv/7X/4r7778fDz300ND/EiRIkGAzYVSrxtLsOlt7ZocozkbIODtG8s127J2EWZIXXF9qirNSRpyRPUrO2SDFma+ocDrFpsuqOCPF4ICQBu3nX+CWFcNA9upruXVPXHhi6H6oVWPXphGQZ5wZ27ZBjWYkTQ0mzlo1F0unxy8YMMbw4nf5Yzt/NGa2n8TSRE3zpN+gjLN9+/bhoYcewv7X/gAAIBNDnLX1OnzyxBVUxWMKGvzvrZukOhlYyFCiQTV69nCDoGpqb3ZpF92xQMg46xBnbZ3/PrXZW2+bRkDMpAGAljtccdaIEmdpUliWKM7QrmBC5wnV1XMN0aqxKBbrac7ZU4tPhcQZGVaY60otOWNBf7s7WHGmeS2skCZsqIZUtReHsYgzS2xnZseusZATi6cGC6/D8eWwD8kK4jaZidtgFgxSla+poeJsGHFGLezAQvJMZi2mKMrAjDOK+dw8HMFmnsHIRYmzIk6uhL/R0AzMZ+cRh3nSLroWrBxxJiEqA18BUgVkzDjFGT/QxBFnlRy53/l+r5/4q3zf0jr9aVCGI8BnnAGAsbCl95kuUY1mPf73VQlxZjn8McZbNcqJs7rKULf5PpObsDC5hR+jtpevh67quGX2Ftx93d141dyruM8//cKn8ci5RwCgZ9MIiFaNJhmbFb1f6DdVotbtzEyfX2FYai31VGy975M69vl2vw03icWlFxn/10ScRZ4Xu1aNTIlXnM2gLCrOBihRvCXesi36fKAoiqA6G1Vx5kvswoZZNbY6xy0ozlgezSr/THz71dPImbow4WSz5Zy1avz4tnquiXbj0hxjpeUKKqQpydi/pcT37TNRxRmxaURhK1q0oJ8zYFnEHq7NRsrfBfo2vV0YaqdvdlwRhuUERnHJFWe0P1LYl77oHkecVUlbd+140lhUnEkyzgZZUiZYG2j7kCnOUjGKs3zYd1PEMcBuedzERSHjLCHOAMRnnNHJay2vBTfYXPeNBAkSjIcNr+y98Y1v7NlBAMCjjz6KRx99dMBf9KEoCjxvc83ySpAgwcsbNGC6O8O9Qq0aN1xx1n9ok2Wc+V6Ak2SW6s4bp6AtxszoHmJReKUhZWgwdZV7WSy3RiDOBhCITd1Ct8KSIbOeNxJaiVg1Vqtgvg+lM6vbJjaN1jXXYN/cTfiHU1/trfv7Y3+PX73tV6VZSdVqFadOncLTR5/m1keJMzWXg2JZYJFsCGv3bu77mLiKWyzoF1DQzqHq94vNp55bxcz28Ujb80erqK/yxX9KZPcgUWr54Ne1yYuRruu46667cM899+CWW27B6dOn8dTRI9gPIKOVpbtpGXU0LaAQGRb8qlgM8UnBsCqxaswppIgjyzOIQbZkcSRZvWfbSjLOOlaNLULIRRVDMpvGt9+4BRcLVVFhaRZH4IyiOCtHiLPaMKtG3wW8Fkr6KZx0bu6tXj3bwMQIirObZm7ils83z+Pg6kHYEoc01m5DkdiRSWGQCRZDFGe6b2M1z7eRvJnnnrOHwdT4oucg4kyVEWcdxVk+Eyoao3XN7uk4vtzEK3dOSomzsytLuCayvIICgib/O+sKw0rDgZPm+0zOIMRFSnytcdu+oIrsKiSkxBljECrlCBVnLiHOjKwPNTLUL7IS3NUmXrUrJHK25bfhbIMnl7uYI0X/LNpoII2FQVaNAFhHcZaK3GMGZ5ylpSqBlbxoX+kvL0OfmBAzzjqHYaqDibOc2iFIOgSnsaU/HqiBCwUBWGTOZtpPARGyqQIPDOjp9Cxi66nFWTVOhhOJKHFWUxhaEnXQjldMYuVMf6zdXt6L5b2n8fxZG7fuyOA3X/eb+LEv/hg37vzbb/1bfPadn8WLqy/21glWjT5PxqgR4sxSGmih3976Vo2AwkK7xptnb+7/JpL3tOR4aNgespaOOskSimacjUScUXVLhDjTZ8P7uE8zziLEmaV4CJQAYJGsRyc+44yqNGkGqprJcBNJRlWc+S5/jpgaQCU5eXQiht1JLkyRjLN2kAMj+UtvuGYaqqogZ+qoRQiD2iZTnFHiDADOH6ti5w1DJtitAXQsBUZVnA0gzra9SvgN6bwJEqkJxhS4bV9QFssQqzgzuoqzwTmBUQTtS5xxNkyFtRGKs5gJPpWWi+2R5cFWjYni7LJAsGqUPG/GKc5iMs7AQvKsS6hRq0ZKpL1c0XD5d7auVaPs3bnm1DCZmhTWJ0iQ4MrAhivOgHA2+Fr/S5AgQYLNBJ3MbvUcH+2GK9gcFNddcbZ2q0a37eP4M8vCi+XOfVPSIjEAqPnRi/NXCkppvjBUGYE4UwcQiL18M1MTijcbCeEaMoYgYgvYfo4QZ9dfj3fseQf0yAzztt/Glw5/KbIJhgceeADvfve7MTk5iRtuuAF//ZW/5rbTutDq3acVRRGKY+YeQpyZGaDAW0QKdo3Pj59zduiRC8K6ylKrlz3EH4NIytkeXwT6wpc+jwMHDuDhhx/GgQMHsLS0hA996EP4b//tv2Fqago33HAD7nz73QDirRrbRgMNah9YFWcZBw2+YFgRiLMUsiDFa9ns0hgItq0VG74foFXj235PcUZIFeY4YJ0JTJfCprELatc4SsbZuVx/LBasGkluWTfjZ5Iqzs43BZJNNibuKu5C3uDbzjdOf0OwagTGtHkSrBr53y0ozvw2lky+n437Yk7VaYMyzmREjul3FGdpQ5hI0lWcHVsO23XQ5H+PYllYXubJ14ZaFDP31JA4G6o4S4kTFpy2JyjOesQZubaGD6Rifv5CdgH2sWPcuqhNIwAssSJOrvR/47acPOcspVkoEtVQ14J1IaLUkCn8QsVZcYDibLhVo6s6aCg2VKLg8pZCMlrIOLPCvx/ZqrGnOOuPBwoAnfHjjEUUZz6AZoS0NEiWlCpRfwKAPhkSUqMozgDRrnGmvgNHD23Dj378W/hf3zyKHYUd+PAtH+a+c6J2Ah97/GMDrRoNjxBn2iDFWdjXLQ+YrAGHy7xdY0CIKFthONFRM1Zc/jdFrRqVYcRZEAgZZ9GJVvr0NKAoYAMyzsId8ccQZ9UYNJsCESYQZ2tVnJFzFFX4dUHHt0BR4EFm1ZhHnvX3qyjAa3eHx1kgz4rVEZ4VNxLdrNIozh0eomJaI+hYmrN0WLo47lLijMs4O/UI/+VtrxaIs0zegJUSn6Nj82oJBMUZsWqkirNuHzJyHsxZ/pmK2ZdacVYe/PkGZJy1Y4gQQXE2llXjovglQk4nWAfQ9iGbTNfLOOPvoV3FGc04A3i7Rto+EsVZCGrVmO1kKMpyhhO7xgQJrmxsuOLsgQce2OhdJkiQIMElgy5YNfpCvpmqKshPDrdSGwtmFtDTgKSgDGCgVSMAHPjGGW55dmce2aIFO6Yw9VJTnAGhXeOFWr9AW27GF4y7GKQ46xFnl9GmEZBby/nlcq9I3H6Bt2pMXX89JtPTeNOON+Efjv9Db/1fvvCX+InrfwKPP/443v/+9+PZZ5/l/k6f4H/nJ//gk7j//7kff/Znf4Zbb70VxrZtcE/3c4JS1/J2kACAyd1Atf+dbdaTeLb1tt7ymYNleK4v5JbEgQUMhx4TibPAY6ivtlGYIkVFMjPTZxo8YnU2MVXEZEc58dhjj+H2228XzkW5Ddgei7VqbOl1Ia/s2PHziBr+McYQ1PkX4AotHAUWsiBFz4shzsq2kG8G9BVnlDgDQtWZls9LbRp3TK3PBIGUnkI0EkhKnBHF2YUocZZWEA1wpLll3ULVhMYTZ+VzTfjVGpdMJSPOVEXFjTM34ltnvtVbd6RyBFaM4mxkUOLMo8QZyTjz2jhnfz8s5R9gs/Cl/Ad3/eDo+8N4ijPFFNuD5bvQVAWWrsIwNa6wZnQuwYkYq0Y1k0GNEGctcxsCorapdYgzg8yspsUJTVeh6gr3967tY6nG/6bpXNgPqOIMCFVnbcntOlScfYNbZ+b567GEIoKV/m/clpcTZ3PZeSjacSBCUmY7yqv5QoQEURQo6TRYROnJJMRZDf1+JyPOHEIeeaqNtteGPjUFJ6L06ao4hYwzM/ydg6waLaXeV6R1rpOxlVeg6n4LbkTFavgiEVvRVGQ7s9t1QpxphSKOVI7gY49/DAwMH7rpQ7hm4hpoPatG/nrWVIa2hDjLbA/JQyMI27MKFdtW9+E5AH/27eP4yduvwnv3vhd/f/zv8dTiU72/+/Pn/hxqVDFHFGemU+aWFaI4i8LT+n19foXhSOUI97lDJl+1FYbjyw3sXShg2XYRpce9cRRnTh0gNovR50XFMKBNT4kZZwa/rCgOgP71i1OieMuiXZtGMlDVDH/fGFlxRsYJaBLiTGb9qyoSq8YcShEybf/WIoqdYnKeKFk3neKsKt7Duxmv640VkhcpU5sBwNY4xZldAy4c4L+87dVonuQJmnTehBloAAJE53nbTRf5yeFWxKLirNOmulaN5Jp2FWcTexqonuf79aVXnJUHf74hijM5cUbb+iDFmUCqNRPF2YaA2slLSJu+4qzEre4qznRThaopCPyIPWPTBTpqdqo4aw3ItHw5gb6bdK0aLc2CqZpwgv7YnBBnCRJc2djw6t6dd9650btMkCBBgksGOmvRdQLBFq4wk4aqXQKBb2YKqJ6Sfxa13jE1WBmdmz12/Fm+mLFzXzgDW5soSTc3iDC6UlFK8y/8IynOYjJWgD5xlrvMxJmaSkFJpbiCfVdFwxwH9qFD3PdTe68HALznuvdwxNnRylF84r5P4Ff/6a+iIZkBbkzwLIG34uHZZ5/FHXfcgXvvvRevee9PoPnII4Dvw9i2Dfm3vlU82MndwLGv9xa3mc8gWijx3ADnjlSx7TqxwC3D2SOVXm4XRWWxNZQ4c5lI/HRtgb785S/jrrvukp4LADjfYMik5cWqtlFHM8WTOV9++BBu/CnWs9Vjtg0Qu5xVqjjzU8gqfH7buFaNUciIM1VT0OrslmacAaFqiGWyuP8S2DR2QRVnbU9i1UgUZ5XIpWumVSCSlyRYNdohWUAzzjw3QNuaQLrdHx+p9WkX+2f2c8QZgEuvOCOz/XXfxrK+DTfg3+B1Nx/HltwW/PDuHx59f5BknHkDiDNFESxYzcBF1tRClanJ3+d6Vo0rXcUZ33fUdBp2lSe6PXM7txyAoaGESofMEMUZAJiWjrbXH8udts9NkACA2Xz4m9VsFjAMIGIJWGgCiyVhs5jPzouKsxxVnBXQXB2uOJvPzIeEd6vfhnNKCwVLFyZeqKkU/AhxFkisGqtsMHFGC5qOZqPltaBNTQJHj/bWe0vLYIwJxJlmugAbbNWY0yLqAoniDAA0uwHopf6xBWlojMGPqMwqqoot8MEYoJFZ7l7Wwge//EGca4Rjz4HlA/jSu74EI5WCmsnAtvi+WlMYbAlx9tjKozhbOIQd5Vf01u1ozuK5jI/Tq6FyWlM1/Nbrfgt3f+nuXvErYAGCyLiSohlndplbVgdmnPX7+pYV4HClrzjzHB8+yRxqK6HlKQAstXnibCyrRlmeEsljMWbnENCMM6J+1BV+LIqzavSITaOSTkPN8vfZtSrOaGSMIpm4QMc3ALAVBRaxavRYClnmAB2z0Nuv7qviCimiONtsGWcSxdn5o1UEAVt394M421sK0aqxDcYYlDOPAyzSVlQdWLgJrRqvuEznTSitLCylAZv1x3m7MaLijBA8BrFqpOpkT09BURmKu1uonefvFy8HxVlsxhl5L3LGsmqMyTiLsUNOsEZQQkb2TpAqIGAq2gE/1ncVZ4qiwMronPtEtK/Znqg4Y4yNZQv+UgRVnHWtGoHw+XQ58i5RJXm+CRIkuLJwWawaEyRIkOClAloo9Bwf5Uudb9ZFdkB+ASmE0II5nXC8a39YJJCplQBAzb30iDNqv1NujpBxlosnKZqbRHEGiNexq7ixjx7lisQAYF13HQDg1fOvxlVFPnfsd7/8u3KiSAX0Iv873dVwu41GA3fddRcOTU/jqns/j61/8PvY/YW/lhf0pvZwiym1hlmdL6CcfG50u8ZDj4pqsy6oEhSA8IJpByJxZmV0PPbYYwNJMwA4X2fIqPLZtC2jLlg1lhdX8MUn+8pPWbFwmSjOWGD1lCk9jKM4K1LizEGD2OJlCiaungu3KSfOGnj46Ipg2bReNo2AaK81iuKsEqm9WiXerjAok2Jxx6osrVYEy65GZp5bjrOv3T+9X1jHVAUuEUeOR5zRjDP+d9urfIFE89tYThdwdjmND970QbxjzzvGLmRYJMdukOIMEO0aTd/tTRagE0m6Vo3He1aNfJFByWTASHGNWTwB21QApoQF26rLFx5kxBktiLptD+er/DWY7ai6FEWBTq5vriW3hV/ILsA9xmecSa0aV0dRnM0JY08WbaHYDIjnu68464+/XcUZYwAjillFZtXYIc70Kd4yz1tZBms2wRy+b2t6uDzIqjEfJc66GWeEONNJkckJMoJlZUUNjz9wFdCW/HdLD/VIMwA4XT+Nh049FB7j5CTaMqtGiTro4bMP42SJtyy+yjUAFiovunlWu0u78aGbPyT5tYDCFKQ8nvDRiZoiatUoKM4ixNn8KsORcl9xJrOjsxXWszw92+T7aNSqUc0Med60afFOEZ4X9bk5BDTjLMVv1yRZm26MAsFb4u3a9OlpYYxaq+KMEcWZInn0kinO2oqoOAMAn2V699fXR4izTa84k2ScubbP5fitF1bq/L6mYokzcg93/fAZm+abzd8IGGlJxpkBmBlYKv8bqA1+HCiJ0yP9u1aN5N3N1yzkt7egWwFUxrftse7hawFVYdHnAKfGh4deAsQSZ1RxNqDtO63IGOC2AFfS/gJvQxR0LytQYlWacVaAzXJg4J+P0vl+/6V2je3IOzElzuLWvdzQJBnYGYMnzqLgFGdPfAr4w9cDn34vUOMnISZIkGBzIiHOEiRIkOAiYFCrRlu0aizOXiLiLDMg5yzFEycyu8beZgomZraHD3ixGWcvRcUZeUkYRXGmGEZshkjfqnE0W8FLCXodu4qb9nPPceuNrVuhdVR0iqLgx6/9ce7z7P6sQJABIWmmkJnMXeIMCMmzf/7P/zmsa65B4S1vEWaU9zC5R1i1zXqKWz41InEWBAyHBxJnkmJccQeg9B+FnBRf6FZUBZqh4P3vf/9A0gwAzjcCpLWy9LOWUUeTdMGs28Zv/+3zaHbsyKhNIwBUUvxjmsrS+KFrCVEme0mOAR0HGmUbTWLzlClauGV7CQDgqTo8hT8G1mpdUptGYLjijDEmKM6qmX57zM3w5IugOOuoLhRFVJ01I8SZkk5DleRMAcCN0zdK11PV2VhWjbTI67a4gpld5tug4juoGRkcW27Cl2X4jQBBcTaEOFOJXaPpe73JAtS6uGvVuNJwUGu7nOUgAPhWCnmfvzZGapZbbnZsQx3PFdoBzZkDAJMUuZ22j8UYxRkgjpUFCb+uQMG0YwntSEacna204XVsr7bnefVcF3OZOcFOKYsW5otikV8lxFk34ywdUZzVWNhfmC+SptKMsx5xxhPM/vIKPJJvBgCaHp73wcRZRFnUsY7S5+YAtT9+aOT6OSyDArEIq3a+7zviK+qfnPyssO4Lh78Q/mNqBp7Bj401laEhUZyFxBl/L8wzBdNBeP6WI+QD2QrZAAEAAElEQVTAv7jhX+AVU68AheVlQKk9g1iucYozhSrO+td1YQU42zjbm70uU9XYCnBipQHPD3CO2OX5EfJ7aMYZVZxZee4aAYA+OyMqztL8fcaivyfOqnGJV5zRfDNg/RRnqoQ4kyvOVGHCBAC0gxyKaMDSVdy6s69y38wZZ67tx6r9LoVdI1WcTcQQZ3OFFKjY7XS5Jc03AyDkrKbzJmBkhOvUHmGCGyBaNVLFGc4RtbmWwsTVYZtWdP58jnUPXwuoVWORTLhggTCJZr0RR4LQtj7IqpEjKxsSm8Yukpyz9QUlImWT6awCmn5JWJ0u9Me2VJYfQKMktS3JNGsnOWdoEHI4qjgrmPyElB5xtnoc+OsPAeeeBp7/G+Crv3XJjzNBggQXj8tOnD366KP46Ec/ive97314+9vfjre//e143/veh49+9KN49NFHL/fhJUiQIMFA0EKhzKqxNLt+BWUO2TjiTJxBLCjOIth541SPBIlTnL0kM87WoDgDAC0vJxE3i1UjMEBx9jyfb2Zdfz23/M6r38mpfRRdwcQdok0itWkMvAB+nX+JeuaZZ/Dggw8OPtApCXFmPsktXzhRQ7sx/NqcPVQWSKAoyjLFWW4GeO3Phv9WDdg3f5D72ExrePDBB4VMMxnONxgMxZHmALX1OuqkJp51WzhXbeMPHwyVBkKxUGECCfMH//S1uHWe+FFZo5PadBxoN1zUlvnjzRZNrmhIc87ceuOS2jQCInFGFWdBo8nZBQK8VePU7A7uM79aBYsqWyKqC0qcNTJzvX/HTSQAgFKqhF2FXcJ6m1yei1KcMR/wI7N+a/x5cBFaHjle0M+QGROmOnrGGSBRnAVuLHEWbb7Hl5uCkqSpWZhUeAWMavDjjd0hzhRNPI9Sq0aqOLN9QXE2F8kRozlneQk3NJOeATt5ml+pMBhZMePMDxjOVsL9laxSLyw+ivnsvKA4yyltLBQlirM0Ic48BUiVuIyzKrL9zwhkVo2u2rVq5FXr3vKyYNMIw4CKsG0ZSnzbyKmiVaOi6yF51oHuE+tRlkGBKs40OXHGVAWnfdH66+unvo6V9grcCXEMqqkMdcdDECGVzzfO41j1GMqpC6hZ/PZu7sweX6r3f6eu6vj3r/v30AmRlHbF4qTR5Ml8LuNMpYqzfl9fWAm/d7QS2mba5FnEAUOgAMeWmjhbaaNN1Ce+ZvVMBNT0kOfNNlGcpcRnPmNuTsw4I8RZmhJnMYozfxTijCrOGiMqzsguVYlVo6qowhjXVhSoSgCTqADtTs7ZbVdNclaoVHFGVTiXEzK1WReXgjijSvM4xZmhqdw4CwBnVpui4qxHnMkUZ1lYRBk4quKMKqPM7nNZZ6KR8wR/HMyykJ4Oj0G9GNX4WkCtGouSCReXWKUVpzgTMs5ojll0Gxxxthj7vSTnbJ1BM85k7wRWHs2AH+utrA4tEiNBFWf2EMVZKyHO1qY4o2PgiW9fkmNLkCDB+uKyEWdPP/00Xvva1+K2227Dr/3ar+FTn/oU7r//ftx///341Kc+hV/7tV/Dbbfdhte97nV4+umnL9dhJkiQIMFAUGsqz/FR2SirxjjFmWQG8SDibNe+/nZirRrzo9vBXSkQFWfxBYgo4tR3zc4M8k1h1UgVZx2ruvbzvD1VihBnBbOAH9r9Q9y6yTdOCk8LQr7ZqifYfwLAxz/+8cEHOnEVQGbtL5jPQzMiO2TA6ReGv2gfeiRebQZA6Jc9vPU/AL/4LPCLz8LZ9ibuIyutD/8NHZyrhycgrZaFz1q9jLM+cp0ZxH/04GGcLrewvEgL1mIOxJ1XbxttdmkMsiWxyHXhOG//ly1auGVHqbfcJlZ+zx29cEltGgHRXqtFCu7+ilhAj1o1zk1t5T8MAgS1yO9sxxNnzWxfcRY3Hnaxf0a0a7woxZkhKo4QIQ1pxlk70k2OLK3NlmtsxVmK/741glUjICfOaoqOSYVvf67Ct+d2dxOqeB5zkrZPrRrrdQcNUtTnFGeUOJNYNc7nZPlmflSsiirLwEbYv7p2jYqiSHPO5rPzQr/NooUFmeKMKB6ZH06MSZtRxVlYrAlcOXHmENWVq9loe21ok1Rxtgy/zI9DeqkEpdMGFYXBiFGd8Yqz/hhlbOkTWjpVnEmtGsPfFTj8b6mnIM3F8ZiHvz3yt3Dyc9x6FjhwlVCw2YwU+L577rvhPxTgZJG/H/6wfxI/on4Dy3W+D1w3eR0+sP8D3LqUR/LN0jrQ5scp1eqPt5SkiSrO5sqAGrBezhm1amx3yOOzlRYOLdZBTg2YovWsFcfOOLPESVH67BwYJc4yRCFJ+22cVSPJONNn1k9xxmieny63qaV2tO3ORDGL5M61gzyKSoOzaQRkxNnmUZxRpVYU5w5feuIsLuMMEHPOqucOi4TKtlchCBja9RjFmWDVOPzcBwETVHh9xVka7rlz8J7lnQ1YLtsbXhSNvwew9uB74kVjmOIMAOyauG4d4fjy/htt60HA4Lnx9nycyq8pyTfrIiHO1he0bcjeCVIFtAhxlsnzfdfKyBVnjDE5cRYz5r+cMCzjLIoecUbVo5T4TJAgwabEZSHOvvKVr+C2227Dd7/7XTDGwBiDruuYm5vD3NwcdF3vrf/Od76D2267DV/96lcvx6EmSJAgwUDQjLPaSluYEVm8VIqzzKR8vWQGcRxxpuoKtu3tFw7VQkFanOra+b2UUFyz4kx+LprG5s44Y4zBJsSZdf11wt++fevbuWVjykD+Jv4FQJ+Q55tRfP7zn0e1OiAQ2UgJRQLd0LDlav74Tz4/+EU78AMcfpwnznbcwPeP6mILLM7OrrgNyM8JfVc3Vdx7770D993F+Q5xlpUQZ22jjoZg1Ri+PNlegF/+qyfwm39JZiHq/LFqihYqsUbJM4iBmdaFMWvxBP/SnSmauGY2j2ynME9zzh578Qy3HLVpdM+cwZnf+A2c/LmfQ+tJXjk4DoYpzrxlvihj67zSa+s0Ic5A7BojxeMJTVScdc/8IMUZIM85c9ZTcQZwL9kOsU1qRSZIHF1c24x0WlR2/METCBST/77hez17WpobY0Sa8PGVhqAkWQ10TIJvf7bPnwOnpzjj24Cu6kIWHgAYZPwtV8Si52wh3qoxL+HXF7ILcI4PzjdbZP0x69RKfyOynLO5jCTjTGnLrRpNou6VWTUi7C+C4kxVoViW1KqRgSGY4O9lMsWZNjEBRIpDcXaNuWjGWaSQF80500k/dphInMVZNdaseCvSLxz+ApwMr55TIhZK0Zyzh88+3Ps3zTk75+zFB7W/w1Jd7AMfuPEDuGbimt5y1uPPXSpnIGjzf6cWZ3r/piRNVHGmB8BMBb2cM3ofsjuXNWDAtw8v9/pEFH6HAB8740zyvKjLFGc5/vfmCXEWZxdIrRqpyhFYe8YZSHvnJtxEkNb4c2J3nnFTOr8fO8ihgAZuJ8RZIcX3wc2UcdaStNUuKoutgYq0teBiiDP9LHESykwBE1fBbrhChFcmb4YZZ8Sq0RlBcSazE+xlnBlZlD/zWWEs8iMqHUqcBfYGK87y84BCZG+XSXEWtWqMs2Ptwo0S/oOsGunvTXBxECbTyTLO8mgFJW5VWiDOiOKs4/Th+PK2ccUrzk4/Cjz4u8DRr695E+MozqpO595LJhAlmX8JElwZ2HDibGlpCXfffTds24aiKPipn/opPPzww2g0Gjhz5gzOnDmDZrOJ7373u/jABz4ATdNg2zbuvvtuLC8PmL2SIEGCBJcB1JqKqlpUVUF+Ml7tdVGIs2qUFELiMs62XjvBZcIoqiolyeLsCa9kFDP8S8MoGWdAvOJsU1k1CoqzMrzz53uWjV2k9u4V/jbXyKF5hH8ZmHwTT0JJFWcS+L6P06dPSz/rb/wqftnKY9tefn/Dcs7OHCwLM69f+YO7+GPxAtTLg2cOO2Smf6B48GNm4lKcb4QvlzLFWVtvoEFq4jm3//L0nSMrsKv8y1Ng8sWbrJGFoigSW5bRFWeKoggkOi3SZosWNFXBTZ2cM2rVeOAIT1B2bRrbBw7g6I+/B5XPfg71r3wVJz7w0yMrByio4oxmW/krfHuoZMER/jtz01AMvo1yxBln1ci3T8/Iwe1kJQ0lztZdcSYpekdIC5cUp+t6f2dHN0hxRq0arQFWjUZETXp8qYmAZJyteAwZYv/neNRWrbNfojgrmIWwPxBQq8YaKSznLR0Zs3/etIkS/7mEOJvPzMOhirMiv+8l9O+7XcUZgAGKM/4+kkMbW2RWjYQMYJ5InNkwYTMDgUcyETMZKIoiJc4AwCvyBTZvZUUkzkr884CpyNtzPkqcRRVnEeJM88WMsyLNOIuxaqxHTs1chleXPb/yPJZBbELdfh+v2/2Z8z3FGYDTxRfB0N+/DxOGO43lmtgHDM3AJ37gE7hj2x24duJa3L3jn3Gfp3MGAocfS5WJvnpVUJwRknx+JaI4I5N42hGi7KEXFwXFGdAnzpTUMMVZmV9Oic97xtxsT8HWhUrsvwoqr2aKVZwJVo19MvFc4xy+furrsC3+B4183yDtPY44ExRnnXHD0vnr3GY5bLHaeMUCIQkF4mwzKc4GE2PrbdcoWDXmBhFn/L2iuPwE/4VtrwYUBU3Jb0jlDMDICoqz9gjEGX2OA/qKM6ZaKH/mM9DIfc5l/TaiXm7FWaokPtfRCVPrjFGsGmlunLCNKKHcHJRxlijO1hW0bcjeCawCmoQ4y+T4e2ac4iwu/649QH246XHmCeB/vAV44D8Af/rDwOGvrWkzLaIeG01xRiaGOA0guILP5SVA4Dg4+//8P3jxdbfj5D0/K9QuEiS4HNhw4uz3fu/3UKlUYJom7rvvPvz3//7f8epXvxp65OVf0zS86lWvwh/90R/hvvvug2EYqFQq+L3f+72NPtwECRIkGAiDFAqpXV1hJg1Vu0RDbZxV4xiKs537xNm/smKx+hIkzoSMsxGJszjFWZc4y5qbgTgjirNKRbBpVHM5GFtFZU69XsfK13hiIn9jHuZMv0BCibM4xRkA1GpDLGYmSc6ZmcP263nirLLYQnUpPsPp4KM8mTOzI4+Fq4vQiXUczR+kcOhMcm30GZVdxVmGEGcBArT1JpqkC+bJjOeMxxdnfKJcynXIHHF26Xh9M1scTORniuF1vnVHqERtEcWZT9QAb79xAY1vfQvH3/d+Ls8mqFbRfOzxsY6ti3EVZ9VIDToTBJhV9Fi7UgCc4iyvXYCm8te5kQkL3rQfUVwzcY2gerqojDNdVBwhQrC6RGFR0/o72zCrRmIdaPou8l3iTLBq7P/7+EpDUJJUPbHAaXtk1nNMxlmvPxAIVo0kHzGqNgMAfYSMs4WcRHE2zbfRJda/L5xciRBnRHGW1tMomAVOcQSEVo1SxZlBSIVAB4wUVFWBpfefLarICIqzrpJHlnEGAG6JPwbWbMI9wytKtSJ/vzNU8QQpCuPHvUghz9gatWokirNAknHWVZy5/HNTI2J1+zt3/I5Anp2y+W2n2v3ibJc4O1k7ibONs/3962145nnu7845N6JWK0OGuewcPvYDH8Pn3vk5XJvmbY7TeROMkEfqZP/+ShVnPiHOFlajGWfUqrH/7+fP1eABCMjDptcZh4ZbNY6gOJudRUAy3RDw/SpHlEBxahSBOOtYNR5YPoAf+esfwT1fvQd/dPDP+F2Nqjjz+fauGxJGEeIY1yPONH6ss4M8bpwKJ7xFUUgTq8YRnxU3AoOsGgHg3JEBiv8xwRiTKM7inye2EcXZfP058oVXARB/g5XRoelqR3FGrRpHUJxJCJ5uxlntyRPwLlyARibjuG6/fQtWjZdacUaJs/SE+Fx3iVUpceRI1KrRtQefe45YG6Q4o783wdrhuwB9ZpO9E1iiVWM6w7fzVJZ/9uqS1HYMQda+khVnz32RD8l85vNjb4IxhobHj0/RTNt44oyOJ0wk017mqH/1qyh/5rPwV1ZQ/9rXsPKpT13uQ0qQYOOJs/vuuw+KouDnfu7n8La3vW3o99/61rfiwx/+MBhjuO+++zbgCBMkSJBgdFDbM4pLlm8GxCvOJJkVccTZrhsltjmSYvFLUXEmZJw1XTDqFyOBNkRxliXF48sBmeJMZtMoU2zkcjlUvluBV+dfkife1C8wC1aN5fjiTX5Y25kixJmVw/S2XDjjOIJTMXaNgR/gyGN8bsbVr5yFoihC/ytfiCffADFbhr5IDkIv40wr89vUG4DCuMIvAJQC/mU3TV6mXIMozrr2KzTPYAzFGTA47xDoE2vdnDOqOEtFCL4btxZR/M4DOPHBn5GqBJyjR8Y6tt4+tDEVZ5mI2sz1oNg1KXnc32D/36oSoFTgr0WzS5wVSwOPU1d13DB9A7fOITk7YynOFAUgpGHUqtEL+PtNxehfyw1TnAnEmddTnA2yajwhyTiDyhdkmKLBsfnz11tU+b5LixK94yF5RG2i3pnN821LtGqUZJxl5uAeI8TZLL//JRZVnPWPNWrvBwC7CrugKApqjD+OnNKWZpwptD2h/51MZOJOlUmIsw6JEqc4swvi84l96DC3rBV4VZos48zK+VCVyLWMUZzpguIsjWLAH1uXOKMZZ13F7msXXotb527FO/e8k/t8kaiAsu0+ud61anz43MPcdwIvj2n9ILfupH0z7OrgvExALPansjoCUmBUp7f3/k0tLl3V4qivhRWGk7WTsH1bYtVI2qQCUI2O3yHdh1o10owzCXGmFgoINL4fMZKfpxOlKFXDAmFhUVSchc+tn3nxMz2bq0Vi1zqq4kzx+GctzZA/e9GJGDZTcOqbE2g/V+bWt4McriuK5ICoONtEVo0bqDir255g2zY1hlVj1iPPcNPXAhB/Q89CzsjCUnnCaJSMM5rpqMPujU/lrzwSriP3uSAAfBa2eao4Cy614oyqQNMlieLs0macjUacDVGcjWrVmCjO1g8yQlX2TpCSKM7S/PUUFWfhtY8jyK7ojDPaPgdl8sXA9m0EjO83UcVZweRrMbGKMyDJOSNoH+AnWVyM9X+CBOuFDSfOjh4NZ9O9853vHPLNPrrfPXJkbQWYBAkSJLhUoDPsKYqzl5A4G0Nxls4ZUDW+8DExn0FxRszUERRnmgYlI37vSgfNOHP8YCTPdjUu46xTuNqUVo2VCtrP8cRZ6jp+xnwX27Ztg+qrKH+jzK2feP0ElM6MbkFxtiIvZui6jq0SVRuH3W/kl7d/HxRVwbbreSXIyefldo2nXlhFm6hKrn7lLACgRPoftVKloPkZpckCNG00IrRr1UgVZy0jfLGlVo16u4XrI8QeVZy5pB4VrzgbPeMMiLdt7R1HR3F2c8eq0dYpcdYvcv30he/izC//CuDKr799eG3PbRmixqDEmbfMt4Vq5BTscl2gXYEqyfnrHxg/C3+ixF/3RjZUswyzagREu8aLyjgDRLvGyEu2B37jK2a/UZ0ut9Y0A5gSZ0MzzlKi4mwUq8az1Ta8Ol8c0Ay+6KBkpmATtUCs4swcTXFGt0cVZxpVnMkyztppgfQzt8xwy4us1Pv3qYhV462zt+L2LbeHf6Oa+On9Pw0AqATExkyzpfmYKsk6DNDvj1HLyZpEcaZkO4ozUkjuEmdtUyRC7UOHuGU9T+79qtie8wXyOhlRnOmDMs6CLAp+jOLMoYqz8P8fuvlDAIB37HkH9zkL+PZQaF6A0ilqdRVn3z37Xe47fmMPdlmPcetW/e0IVuT3mihadUKcZTTBcUCZ3AIX4TUyVVoYU3r2igCwsAIELMBSa0mYwNGWCKkIj9XPOBuqOCNEimSilaIoYGTCBJoNINLnDEKceZIialCpCPeGLnF2snqyf0hkV6MqzhSfbyNxE9noGJc6bqB2Mg2dqAVslsPOjDj+FQgZX91UVo38sZTm+P564VgVfkxG0bigajNgvIyzNCODa6ft0d+Qznfuc5KMs7UozozOpAunpqHxxIsARNtYAHDN8LlRIWMuaw9+brxoyKwa6f3tsmWc9c+3TMnHbSP6+SCrxiTjbP0gs/CUvRPoFloB/6yTtvj+PK5V4xWdcUaJ6DUQ0zTfDADSkef3WMUZzTgDkpwzAuaQ54vFxZhvJkiwcdhw4qzdKSBks6MXerrfte1LPOMnQYIECcaEYNVIICOm1g1ZUS0GQEqcKaoiWLTtvFFOvGmk4KzlclJl0pWOUlp84R8l52y44mwTEGcS0oAqzlJ75cRZoVDAXXfdhZUH+OKhntdRfHW43VEzzu666y4UJJl5HOZvBH7oPwGzNwA33AW88f8GAMGu8dTzq2CBqAY5RGwaZ3fmUejYqNH+N9SqkRQsc6UM7rrrrsHH30G5Ddgew1bzWW79mUJYiKZWjQDwybtfgbfvX8AbrpnGj1xX4j6zSfPsWYDQmYnjWjUOIM4UpT/beypnYedUBi1adPQdKCzA//nM3+Dqz/zxwH05hw8P/DwOVHFGrRp9YtVYiVzmXa4H2FVBLeZXyv0FUjyeIENpT3E2AnF20/RN3PJFZZwBInHWecn26w2u0A4Ay1b/hzMGHF8e3+7FJAXytqSgGIVq8sdgBW5vsoAxwKqRMaBd44sDhkbGjey00Ad7xJkk40wGqjjziDpkrkAUZ4Q4KzQ7BxvB1BL//qFYFvRbf5hb97Xglt6/z1ftHompKAo+/uaP469++K9w34/ehzfvfDMAYIVkuU1o8nccharyWH/sTUUynaSKszirxs6+Wn4b2hQ/znrneetCLce3RyY5ziLNcXVqvXNobOlbNVJ7tFBxJs84c2nGWQr4voXvwy2z4Xm+qngVbprp9z2TzKZPt1eR7ah467aHgAVcvhkQEmevMB4T8sesAdbDXbRJdl5KMqwqxSlUWDhuU8s5APAiSqj51fB81Z06bDIRxFbF+55DVGi9jLNhxJk93KoRgGDVyFaXgdxsb5kqzmTEGbXUBQCtQ5xdaPXv2y1KnI2qOPPJeBPzPE4zzlLnO+MVmfnfDnLIBWIBkyrO2m4QSzRsNFqkHe7azz/Xe26A5VPrU5RdJsSZpauc6pWCEmc5UOIsfHaJV5xlkFKpVeMIijMy5nfzzVYP9WtPNOMMAJzSKwBssOLM98LxMgqp4uwSE2cx5Gqt3XfiGKo4ayeKsw2HjHCJmVTUjEzuAYC0ybdri7iw9Ikz+XW/oq0a6X2QTigZAU2JcmxNGWdAQpwRBHZCnCXYfNhw4mx+PixGPP746LkX3e/Ozc0N+WaCBAkSbCyGWTVSxcu6wioCiuSlVRL2DgDze/gCyTWvmpV+jxaL1WHExxWKfEoH5QPLI7yUx+W9dYmzzag4C+p1OCdOcOusGMUZANxzzz1wzjuoP8s/zE9+/yTUjArV4tt9XMbZPffcM9oB3/YB4J5vAXf/Sc+ClCrO2nUXS6QA5HsBjjxObRr7zwpU8TlMcUZn+ltpffTfAOBCg2FCP403Ff4As/pBpHPfxCPb/w6AqDgDgGk4+NhP3Io//5evwTaLL9a0SSG2pzgbJQh8AAYRZ+mCyeW73LK9hDZRnGXdNn7psb/E3Yf+Ufj71E28+speo1OAkHHmk4wzatWY7R9zV3EmkMecVSNRnM3yv3HUjDMAuHHmRm5ZzDgbs+gWozhrnRHt49hkiVs+ujT+yzclKYcrzvjvGwMUZ2mVHyfsGiEoDEKcZaaEwmjXqpEqzuKsGil5FxALudn8YMWZHgCpyClIaSmYp3kCwNyxA8prfgp4238EbvxxtN79KRxgu7jvnC7326yqqNg7tRfz2fneumUiTSxIlFwAoJKcxSDo31+iirMqMmAef757xFmMVWPLa0GfjJmA04GW489XoItjfXGKTBBiQc9iVMvles8QolVjBvkYxdnZgD8/jZSCD930IW7dj1z9IwAANVCR8vj2YNllFDtjZb3t4lD5EFba/LiRas5jUq1hC5nskK7Hq2i6oIozSxeLiE1rAuUOcRZmLPG/NUqczVYAzWeou3VJxpmMOOOX+xlnQyZrCVaN4vMdYwwBebYMibN++9UVYi0sKap7i3zxXC0WoZrhuV1s9u/bbZPk+I2gOGOMQaXEmSF/9qJjXHo5/DtBcRbkpWoYqjgDQkJhM4CqtSbmM4LqbL3sGlcISTeVNQdOqiuk9N7zsAYfaYXcW4YRZ6bMqtEbaqlOJwqYShOBD1SO9s+LJrnPuYXQVlfIOBt38ss4kBXsL4PiLC7HKmBAo0OK0z5OL73b9vuT2wYpzpKMs/UDnUhnZABVrAswxtDy+bE+Y5DnMaI4c1oegoDFKs6ubOKMKs7Gz4JsuPz5U6Bw7y4CcebGZZwhsWokYDY/PvtLy2CSTOQECTYSG06cveENbwBjDB/5yEdQrQ4fpGq1Gj760Y9CURS84Q1v2IAjTJAgQYLRQQuFFMXZS6g4U1UgIyl6xcwgfu1de7D9FZMoTKfw+h+/BrM75YSYoDh7CeabAWEAPLVrHIU402KIxOYmVpwB4FUUmgbrmqtj//6Nb3wjbrjhBkF1lrkmg/xNYnvwyuID7b59+3DnnXeOftAEhem0kFFG7RpPPb8qFBn3vLJvoSazapSp1rqgahczrffOxSjo5pztzXwNd0//KnbOfgztzsupowMkkgV+tf/y5tf5wkiLEDBZIxtew4u0ahxEnFFV6q07J4SMs7ce/y7efPJR4W9nfumXsOUjH+HW+Ssr8FbHn12c0sdTnFUjw+xO1w0VZ5Q8jhJn1KqRFBrt1CQ8zRqacQYAs5lZLGT7dnSi4mxMmych4yx8yZYRZ1MLPOlzZA05Z1RxNizjTCXSGsv3kOuQVTTjLEOIM58oSVI62VdmCk4rxqqRZJz1iGQCk1g1wuP7+yxVnElUhVG7xvnsPNwTJN9s166wOPXanwV+7I+R3vd2TJDZ2idXBhf/zxGGNavEEGcqPyYFEbIgHcl0qkkVZ+HY4FDFmRohzqaGEGck59GjZCeA/LTkWkRzzjqqM2rVyKAh5/Pbb6kqaoqCssd3pLm53bh17lZu3dt2vQ2maiLjFqGQV9qUXUapS5zZnmDTGDiT2NEpxGwzn+Y+s+wi3CH2dpSwsCTZb2dRQAXhNVAU1iHP+vAis9NVBsyVO4ozQXUp7j9OcTY842y44izwxHskW14E8v1JKdSqUZZxFpdv1nSbqLv99kEVZ8xxwGLsf7vwmQ+NkKtxijPufsIYMithWxEUZywnVcMUyHMisHE5Z81HHkH5c5+De0Geu0dJp0zexPxV/DPquSPjF4VloFaNk7nBBLOiKNhSCs99lqrNgAhxFmPVaGQEpWbgM3gxJE8XdLwzlTYqRzOc/asCBoMQtk5uNwCJ4uxSOh7J1FfpUu/c9HCJM84cP54EqXacOKiSL10Qr3+PXGsMyIxKFGfrB9ouYtRmTtuHz/hxLKPz7xJUcQaE9vVxpOoVbdVI74N0eQTQ95KMkeEmElDirOW14Pou4EnGwkusKL3SwBwysYExwaI/QYKNxoYTZx/84AcBhFlnd9xxBx555JHY7z7yyCO48847cbhj9dP92wQJEiTYLBhk1aiqCvLUwmi9kZXYLcYQZ/nJFN758zfjff/hdbjpTdul3wEAY36eW9ZnZmK+eeWDEmeV1mC1BQCoOTmR2M04yw7JvdsISImzCMyrdkFNSSRQHSiKgj/7sz+D/4IvqMlm38UrFb2qB0YKbdlsFn/6p3960Raf2/YSu8bn+AfnQ4/ytmJzVxVQmOoXDqlVo+8GqJfjiyAyxVn3XIxiMd3NOesiG7UhUxQ0U2Rmfa3/skbtqai1Y87IddRHpKgZ86Ich2wxvtiVIZ/dsn1CUJxpdP+ahoX/+B8x/dMfgLl9OxSDZAeuQXVGiTMh44yQcYJVY7sqsSvtEGeMCbO8S1sKwuzpZmZuJKtGgM85ExRnrfXJOGudFQtR22f5a390cXzijOb/2N7gIqFCrBrNIKI4I2OfRU4qa/GF6gwhzjxrBj6Z3dzLdxpVcUbUIapPiDOiOFOzWYC02ULkMBeyC7CPHeM+N3ftFPa7fZIfa06tDiZMz7X44xTyfzpQFH5MYkH/nKYjzx9VScZZN+9qkOJMG0ackWKaK1Gc5WYk1yJS0DM6OWe6JNsj7Yn3of9VKsAizfCNN7xD+F7BLOAHdvwAsg7f11Xfge41UOzM4q7bPh4++zD3Ha+5GzuV8P6xlRBnWpDDyZPxhTTGGNpUceYR5YjCcMrLosz6fZRaQgYT/L10YYWh5tYE1SUzxPsofVJZz4wz2geBDnHGKc5Eq0aqBPKWeDV4lzhbbPHracYZMFx15gYudMb3IdMUC78ArzibqANmh4k0BMVZTqqGsXQVBskI3gjibPUv/wrH/4/34eyv/wZOvO/98Gt8kZwxJpBOqbwhuEucO7w+ijNq1TiRGa7M7No15mXEWefZRUb+hZ9nYAnZgIDdGHzuaaaj5rdx/nGitnnt98Egz/9uegeAjVaclfllPRU+A9AJUZdYkTLIerTb1ul9hE60AjrkmtsW7SejSDLO1g8jTqRrVcV327RS5pZTWXHSZ7vpxlo1tiSTJa4YyBRnQ5SsFNSqMWrTCMjtxGturafG55BYNXKgGWdAYteY4PJjw4mz22+/Hffccw8YY3j66afxmte8Bvv378cHPvAB/Pqv/zp+4zd+Ax/4wAewf/9+vOY1r8GTTz4JILR7uv322zf6cBMkSJBgIHQrfhgtzKShapd4mB1DcTYq8j/wA9AmO4SFoqD4Yz96UdvbzCgJxNnFZ5xtBqtGxTR7Nl0ypK7fO3Qbt956K+793L2of4vMSpzjX5YpsZbNZnHvvffi1lt5dcBasJ3YNZ45VIHXmeXouwGOPMHPaL/mVbylc6ZoCnaqg+waZYozoHMu7r13KHl2vsG/eOWIuq1B6gxRxVnQ4F/C6hZfqMuaWfmsRDozeQgGKs7IDOLrF/LwzAEEazqN7R//GEo/GubAKboukAr2GnLOBKvGyAxNFgTwiVVjNROeqxnPQ7ZDjMly/gCEL60Bf531XAn5Cf63NzNz0CZKIx3vG7e/sfdvRydkkX2xxFn429uLPFmoMg+7KXG2AYozhSjOzAFWjQYIkUNm7ucM/tzYhmjJHpdxFkecUcWZQWohNONMURTohCDNtfp/tJBbgHtcojgj2DZB1LGrgwv/Jxv8cZq+/Psq+HMWJcei+UJyxVkGjLHBVo1DiDM9zY+fjiHeI/MzBdE2Oqo46xBnmi+OvZYvji9/WiggS7rNNTtulh7fO69+J7JOid+mU4EC9Kwaq+02HjnPT9T0G1djhxKqeKb0E0gpPLlw5EC8YsK1fYFcsjzSP3WGYzWlpzgDAEsl13huG7e4sNJRnBEVdakkniOXKM68zmQDZZhVo5BxVhK+IlP0+IvnByrOwMJ7Mvc3MYqzC01ePSUlzobknDm+IyjOTFP+7BWdHLDzQv+86aTw6bAs/JZY8FcUBQWSc1bdAKvG1b/4i/6xHT+Oyuc/z30ua4eZvIn53fy9r7bSRmPAhKFRsdLgtzGVHZ04yynxxFkzNuMsK5DNwPCcM6o485Z9MJ8fx6Z+8ieFPEwnHSpjxYyzS0icUaK22x832KpxEHHWbesicSZef6flD7ZpBBKrxvXEiNbttI/pSgtGwN8LdFODphN77aYXb9UYQ6hdEaD3wcCTE1oD0PQIcWbw917ZM2rVrsZYNSbEWRQyla+3KFddJ0iwUdhw4gwA/uAP/gC/8iu/AkVRwBjDM888g09+8pP4yEc+gt/+7d/GJz/5STzzzDNgjEFRFPzrf/2v8fu///uX41ATJEiQYCA0XQViRDXUZu6SQKY4k8wgHgdaqYTdX/oiFn77t7Hrr/4Shbe+9aK2t5lRJDNmLy7jLNzWZrBqBOQWZF2krr9upG285S1vwZ/88p8MtDeMEmf79u3DQw89hLe85S0jH+cgbL1ugutfvhv0Zk+ffG5FILr23MqrIxVFEVRnlQvxBW2qOOsSZ0B4Lh566KGBto3n60R5x/gXzjrJMRukOKsR4iynZ8cKAo+Dpqt9KySCDCHVDE3F1LSciNdKJez8k/+FHLHjNK/azS07h8dXnFHiLKo48ysVIODPa6VTm97ldq6fXRXyyXoZZ7IsA6uIYpF/JG5k5mNtWSn+ya5/gn9xw7/ArsIuXLfAZ55dtOKsQxq2l/nCvqH6uGqaJ3LXQpxRdd+wjDNQxZnv9iYLUAU2p/ZiDIZDyC+DFK518X7WzzjjixrxxBk//upQEK2DUsUZII6VhahVY3oOznE+H9LcKVGcTRDF2crgIszJBt/e9MAGfFFJoRDiLKrujVo1ShVnmQx8NxDG76hVozbFq3opNEKctWWKs8mUWLCLFPSMrZ2CNAugkvblBxlkdb4duwqQId0mTkX92oXXYj7gCSjLDkmsrlXj2dYhzhoQAPzGHtyYDb+nKAxbrWe4z88fjFfpUJUPAJg2T7SpuoJT5TYqrP/bTGLnyKZ4df/CKkPNrgsZTTMT4rMkzTjrK87iJzrAswGq+pNknEkVZxfOgmX7xBnNOAMA1yGExaKcOIvmmwFAW3I7GklxFvDPb6YVoziLjHE7I7U3qjgDQmsyen8BwkzcKC51xhkLAjiEsK988UvcMlVqAUAqZ2BiIStMIFiPnLOVBv+bJ7PDHTW2doizLEh7MfOh3TwgqDd7zydmBqoSCOQZJZYpXPIcpxAnidJ73oPcHXcIeZiuNglf0aHoxAZ1HYgzv1pF7StfgX3wIP8BVV+lS+H/B4ynlwLOAGvarlUjHZesjCFMTHPaHtAYQpzZVem9LsEaICjOYt5PieIso1YAWxwTaM6Z3XRjibOWc4USZ0Egtz4dM+dMIM6I4szSLMHRoebUei4SHJKMMw404wwAvAuJ4izB5cVlIc4URcHv/M7v4IknnsCHPvQhXHPNNWCMcf9dc801+NCHPoQnnniil3GWIEGCBJsNiqLE2jUWZzeAOMuMbtU4DvSpKZTuehfSN944/MtXMKjirDyS4kwsNLU1A0EnkHkzKM4AQC3FtwNrBMVZF29+zZvx5l1vjv3cr/i4++678cADD+Cpp55aF6VZF6msgdkd/IvgyefCYudBYtO4sKeI3IRYNBRyzi7IC9qe6wvZLlaav5a33nornn76aTzwwAN497vfDU3j+/5ik5BdpADXIFaNnOKMZJzVqFUjNPFlT9EAfXw72IzEYgeQW+9sWRAVKcr8AnZ+6lNI33ST8Jm5hyfO7DVYNQ4kzpZFJUg342xnNxdHZtXYJc6oVRkApAooZPkiQLO4DYomH9spNFXDL7/ql/Glu76Et13HW8qNbfMUozizV/n2oesMu2d4wmG54aAyAvkfBVWcecyDF8QXtVydqDwCr0+cUZvaCHFmBB40QiQXNb6AYCslblk31N6biqJStZqcMDZoxhkAs3MYOUuXTmzQJnhlaz5yWNtbaSFvQao4I1aNgxRnLcfH2ZbkPiGxt1KJhWMQUfWkhynOshlBJQD0FWdtrw19SvIM0YGSSgkZa22iOAtMNyQracFOojgDAN3n+4OrFFG0+L6aaYsvqHEktqZquCHNj0OWXQaAnlXjOZcnxXx7FszP48Z0X7lKc86qx2uC9WAXrTrfHjRdhdrkVbCKqeDUaosozohVY5Gf6LGwAjTq4v1pYUZUkcVmnA2yapTluEieF2XEGdoNBEr/GguKMwAese6iGWfadHgvoVaNTFXgEDvKYYozL/CgC4qz4VaNO6KKM0/so+0gIy2g0pyzauvSFv69xUUwMuu+/eyz3P2UEri6zmCsHoCqKpgTcs7WgzgjirMhGWcAehlneao46xBDvhcIRFhfcRa2e5pzNlRxRsY8LTLmWNddh7n/z/8NQFQnuy7DGW2LoDi7WKtGv17H0bt+FKd+7sM48q67UPvqV/sf0ryvnuIsfjy9FIjLsQLiFWeGpYmqvbYnKs6oGhmQP4clGB+0XcQozijJnlYrUvJIIM4aHuyYLLP2lZpx5tQhWN4DY+ecNVx+XKKKM0Cc4FVzauLkFSDJOCMQMs6QWDUmuPy4LMRZF/v27cPHPvYxvPDCC2i32zh79izOnv3/s/fmYXJc5dX4ubX13tOzaUYa7ZJ3m8XYxsZgbIMhGMzy/RIgBAKEhCQkBAgJCSRfQkhIyAYJBPKBTRIgCZjVBsyaeMNgY7zhRd4kWdtIs2hmel9q/f1RXd1133url5FGmpH7PI8fq2u6u6qrbt2qes97zjmCer2Oxx9/HJ/85Cdx7rnnnsxNHGCAAQboCtpxF4AqXVYEK2DV+HSCmHG2PMVZYNOoKgwx7aReWlug9mNh9Ko4C/DaM14b+bc//K0/xJe//GVcfvnlK9LkIuScPbYI23Lw1M/5h/OdF/B5MQEogR1l1WjWxIdAIyEWtxljuPzyy/GVr3wFi4uL2LVrF376059i165d+PDHr+XemyJKjyrh9ZwOirM8sYFNea7YlRhLQwjn6gHpCLvGpCTsffOLng+Htbfl8NhG7Lj+S4ht3yb9jtj2HdxrcxlWjeFCJ+CTOZbjn5s0ILocB5xm/gyvOMtx73MKBXiuKz4c60kUKzU45cPc4mpyPZYDJc6Pt75tnujDd0CcFfkir24o2DSShKrwx3/v0f4ewGlHLNBZdWaq/JwZ46wa+THrOR6C+n7CFr8zp/OFG1PJca+NhNbK0elVcSaQdwAMz99HMrUZICHOQlaNkwt8QVFJpaS5YJuoVeNiNHF2pFBDBRKCQ1I8YR5RKYWJM6o4s/j9ryQ7E2e+VWO04kwdGRa6o4tDh+Cw9nc6U83zSVBIhDLONmxo/Vuz+ePY0EYF4ozaNALRxBkATLGt3OuAOAsUZ0vuLu7vTsWfoybddvMFzTlzq05kkwVVyMTTOlDOc8sUXfOJsw6KMzfNj7vJRQ/VikhIbZoUi6Gi4qxp1dghu1RarO4x40xxHVjV9vWQZpwBYmGdEmfamE8UUqtGAGgYhDjrpjhzLMGqMR6Tn9+xUHPJlvn2ua26NhRiTdtwM9IMJqo4W2mrRuvgQenywrfaqjOhGO7Og117BfDQVwW7xuNDnPHrG+nFqnGoadVIM86aFtMy9WZLcaaogBZHTOHnxa6KM6KM0pq5nUzzMPWxj7Xyfem1olGz8ai1XuB5mOPAs5dPlJZvuw3W9LT/wnE4C07BtjBScdYhM+w4oJPiLCrjTI+pwj2yWXOACmluGt4qfiklDAdYHug9Q0TGWVVQnOWlRFGMZJp2VJytVeIsSlnW5znWLeMMEO9Ti1ZxkHHWA2jTCDAgzgY4+Vgd1T0AhmFgYmICExMTMIzuN2IDDDDAAKsFNNclAFW6rAhkVo0D4qxn5MhDQi9qDcUwhOJUQJylDHXVKKSVCGsrdXysZZnUKy5efzE2ZzZL/7Z5WL78eGETIc7mDpTwxN2zfHGEATueHUWc8Q8z+QirRlkXM1WcUWSzWZx11lm46KKLcNZZZyE5xlu4JTwPSki1QDPOXC7jjBBnRJ2WdtyebVm6QZZN4S8XC4+XXXI2vvnGP8YtG5+Nr539Ekz82+egT8j3NQDEiOLMOny4axGUgirOAKDWzEdyFvmiTDF0eLe1FGdixhlc19/HRx7gFi9WbYyMjOCL1/4jt7yi5XDz/94cqTqJAs0A6zvjjFgnBg/ZZpn/HiOuQVcVbCZKp37tGmXEWaecM1PhzwnDsZBqXgNl18LhZu5QXPKdwxpREnj8eI4lNQynDAAeQDLOZMHrQLMYSqbgYLSvy0YQZ4RkzYTqGsPzZL9v3Sqd4zcSq8alqoVyQ15snSnUUYGE4JAUTxSXkC1m+zuFjDOH3y6WSAh5Px5c2IpfRPOtGqOvBVpuWCjyFI0qvn/GZ3E4sxtPjt4L7dLm+Shk8rSPrba+TZyppNvaVIaFYykQZ5oG1iGzk1UImRsozhplgFmost3c353KTpw2FoNenm4ty6mHkVL4ueXQ4/LiLi32JzI63DJPTCgxDYeWqhxxRhVnTpzfZ2MloJHnj7eiMmxZJxZD6dXKVmNgiQSY0uHRnlpzqTFAF8chVV4z1wKDh7BAS2EuFLIVNrVqjMg4o4ozAKjF+lOcma4pKM5iEVaNwRynOh42kJq+TlQDdTctzWASM85WVnFmHjwkXV781rdb1yRhHCoFP6vnW+/G5AT/t7kDJd+21fNw91OLuP2JebgdLLhlWFgOcRZYNVLFWXO+oOQfY0A8fF+uJ4XzphtxZlaJIrSpOFv/ApVr+NEJGbqQr+NxZ72gOAMAt778jDia9WfuC1lwClaNTTL9BGecRZEjQNuq0SRjXo+rgmrPt2ok53d2A0Dv6STk9ADLgPBMEKU4o3NFXq44S/HnRL1DxtmatWqMIsgk1pWd0C3jDIhQnEmJs4FVYxiuOSDOBlh9WDXE2QADDDDAWoWswx0QC/YrApni7Bgzzp5OoIqzfC1aaRGGSlRnAXG2WmwageiMs/gZZ/b9XQpTIlVn65LRJMrxwPrtQ75lWwAPuOsGXsW0YWcOqQgVFc0aLM7XpJltVHGm6gpUvc/bpPQE95KBV50JirOi3/nomaZgTbEU59eddizxgS+iu7QbovZVUkKoMcbwgT95E/6/r/8b/vgrH8O5p2+QfDK0Sdu2CSq4xlNP9bV9NHcLAGrNh02qOCuEptktgeJMYtUIAM63/xz4zh9wy44s1eA4DrTKDP9mRcUbfvEtOO+883Dffff1vO3UKu2YM86sGjzPg0mIXaOZL3OsOWf9Emd1hRSrXRua6o9VmW3xlqbiIC5RnKk6X5AxXf6aaSQ0vzirmGDEmi4dUSBijAnX5LbiTK7GUYdz3OuAOBuKDSFxJM9/lyTfDAA2SnKoDoXsGgMregA4XKjDhYKKR/a9RHGmuPw574ayHxJG+3pTRAoetWpMJASVgKWaLWKxq+JseLiVsddaDwMODD+Cb577Cfzv6Z9HJvjdVCERKuhp42OA7o8bzeG/z1RyyJJ7lnSdP9ZqNtuxIaW8xI/XeMuqsQQ1cQAea587nsdgV7fhtacxMK+9bxgTVWeHHosgzohVYyKtw63QAqaOiukgj/Z+oYozWxXHo0qI2lhSw9YxcZ5nxNrQUWOdbRoBUXEW0WRlE9s2pWndaucrQOj810nOWZg482wbziI/V2vj8owzAKjpJP+zh4wzqjjTDfn9V9CIMbUAaKQGrJPiZ8NL96Q4W+mMsyjFmXXoEGr3PwBAMg7V5vE1S5h49ENcA4Fre5g/WMJHvvsYXvvpO/Gr/3Y3fu9L9/e1TVRxNtoDcTY5FAdjQCZSccZ/ZzxjgIVV1Eaqb6vGylP8vlOdOoa2VTB0Dn8eUVvfucUadrsbwCTEWd8NMCHQewBrbg6e0zxXKEkbWDWe6IyzTsRZB8UZJR+tuiNaNabG2kq6AAPF2fEBHRcxeTNdtUQVZwWp8iouKM7sSEvGeocxs6oRZcnYp1XjchRnvlXjQHHWDZ4pzvH2nKhUH2CAE4kBcTbAAAMMcIzQJMV1RWHIjPSfPdQ3UnxGBvQkoA1Uu70il+T3Vb7HfCCF2EZVA8XZaiLOIhRn8bP6J84A4NU7Xy0tsq80cabqCjacluOW0e7Jnc+J3gZqmWpbLioFkRgwSWaJzKaxK9Lj4qJQrlOFdtU3iTNH0l2/RN6bthpyq8ZlIJI4k1g1BpjIxlsESScoiQRnzQYAZp85ZzLFWb3ZNS4ozlL+ftI8D1OBnZJVAYsZrWJ9AOfOzwvf+8O9/mcybh2GyT84T+Q245FHHsFll12GH/7whz1tOyN2YW6/BTdKnNk1uKUSbI8fj7G0X3SnxNneFSbOaoxsRygPTYuJ42NLM+MmYRNLNFUTXEYbLk8kxBIaRlMGmCIWGqKsGgHAIMRZUJOfiFCcacSqMVtjSGgJvO/C98E+cID/bkm+GQDEdVWwgjy46G/3XTfswb/+zq34z/97J+b2FzFT8JcLdo0048yxwEjGGWwHXlNZmQjde5S8BFyLEGeGAouo3qxQVlzNrvnkWAQppQ6LirMy+GJZSy1GicxQQY8pCvTJSQCARhVnLCtYNabJKdPJptFzPVTy/NiKNfyibM7MQ03yTRZufQPgJvHiSZGYmTL4LLTpJ5akTRaiVaMBr8oXvtymewpn1UiUM6YFuJTsKfLHK5bUsX4oAV3lj1GWjDVHiy+DOJPvV2rVGBBn1twc1xxCc86sRvtz9uIiQNS6nRRnVUqcdVOc2SZ0l79eRTW6BHPcljnxWGqC4iwjVZxliOKstOKKMzlxBgDFb/t2jbUiUZGw9vUr9tS3MZLjt3F6dx6fu3Nf6/W3HzyCAwu9qcHrloMqUZj0ojjTVQUTmThSICd1BHGWzBDVoJ7sy6qx+N3vopHnj2ncqGDyOUXAII0Z5DqxWGjgKW+9nDg7hpwzt07ncBv20eZ9jKA4yzU37gRnnPWgOJNnnMkUZ4Q4S461lXQBJOfYAMtAr4ozYtUYqTijGWcdrBrrp5zirE/irAfFWVbnr7HRirMBcRbGwKpxgNWIFavwXXnllQD8zs//DYWgBsuXA/pdAwwwwACrATLFWXY8AaWHIvMxY+p8IDbUthjYfvnKr/MUwnIyzgBRcVZtKmRWFXEWoTiLnbk84mwoNoSXbn0pvrnnm9zylSbOAGDjmSM4sGtR+jfGgB3nR29DKmdA0xWui74wV0N6mC/SNwhx1s2mUYp4DlANIJQRlXJDxJmQceY/wLkVsXhVIzWplFkF6PNrxENyN8iIs3hah3qc8vmMHdvbmR4AGn0SZ7qiQ2UqnJAipGZ3VpxttGzuppaZJahDQ5xNktPgf9+XHrbw/v/1H9ByqopkZQZmyDZucngLHtz3Y1QqFbzmNa/B7bffjvPPP7/jttPitXccFGf27CwcQnDFcn5BnhJn+/okznRFBwODFwpL70icQUW4FGC47TlT1RQwxtfLN6T935MguWmWRs6vWBYmURoZSQ0jKRVMFfdhSotWWxoJDZVCe31G82ujFWd8Ue/ZsR24/XVfRlyLY8++T/HfvVWuOAOATSNJzJXa++7gYhWLhyu493u+NVfxaB0/+dpuHNnmX3fKXhzrwnwI7R6vF+W2YY0GVF1HkijOXKo4U10h7yfINwP8c4qpKtThYUEdBATE2TS3rEQmoZbyT7AW44tT+vr1sA4ehEq6rU1kMGTw30mtGqOaQACgVrYEy7lY834o22hAT/I2jXZlJzaPJLFVEVWwG40Hudf1soXFIxWMTvG/rUaIs0Rah1vlzztLbxJnCFk1EuWMWbPhDKWhzOdby9QS+S1JDarCsGk4yZHiw0MGcLi9L201DiXZjTgjhcEIxZlAnHlNxdnsHLBxAij6NoI05yysOKP2dFAUqMPD8DxPmnFWJ9e7booz0xLv1WRNbEA7M3OzhDijijPfqlFUwwhWjT3eKy4XUYozACh+57uYeP/7BRVJS3HWxKR1BxZxeev1wSfzqBM14cOHC9g82t0dg9o0AsBoqrfmwA25ONJVueKsKtiekoFgJBFjvRFn5oEDOPJ//wzOuX/MLZ884ygUzQN0qjgjKsKSiRmMRM65y4XsHsCenfEtr3tVnJllwHWBTlasxwDTjiZBojLOjLgmyTizAYv4oabGJcTZ2lScPTT/EP7sJ3+GklnCu85/F67Zcc3J3SCBOIvIOKMEtVqIyDijxJmNCMfpNZxxFmHJeCIUZ40C93zY3qYBcRaGlDhbWIDnup3tqE8C6nYdlmt1bOYb4NTAilX4br31VgAQrDVuvfVWMMb6yowI3r9acmNOBvbv34+Pf/zjuOmmm3Dw4EHEYjHs2LEDr33ta/E7v/M7SHbw/u8H3/3ud/GZz3wGP/vZzzA/P4/x8XFceOGFePvb346Xvexlx2UdAwxwqkGW60Lt4VYMRgp441eBH30USI4AL/rzE7PeUwTLyTgDACW7hq0al0mcAcDrz3g9R5xNJCcis4aOJzaeNRz5tw2nD3dUSjHGMLQugYXpdtGxMF/D1Bn8dx4XxRljfpGg2C42p8NWjTTjrOQ/qAk2XwAa5CelGxWABrhH2LJ0g4w4k+WbLRex7TtQuf1Hrdfmnv6IM8YY4loclZAaoG7LFWcBcbaVFlLreai6jfCjvWP695Gm4+E936/jUz9rfyanqEhVZ5AfPr21bDLXzu+rVCp485vfjAcffLDj/aioOOuz4Ea7Vq0qrLk52MS+0mjOXeuH+OW9qmYDMMYQU2MtRR8AmLIH+yaqRHFmOO31McagGSpXYFuf9gdyjFg12hq5biZHpefgSIqBkXyztJ6GqsgtkgGxmaVl1dhjxpm7lEdci8OzLJiH+KyhKKtGANg0nMC9+9sFwYNLVRw9xBNIM3uLONLMQxNyzmgRrFEA0yLUD+k04qF7jzLicG2+oKBojsSqkSfOAEAbHY0gznKAxRNPJY8/Rq1iQRdrsUCFKlg1eilsz/FK3TNKFoD2b1OGoq8x5SV+bDDPaSlHVQ/IsAMI01VOdQdedsEk2NLNwndltXlk1RkUncnWskOPLQnEWZ0SFhkdbo3/XXU1UJxFWzU2qjaQywJh4qzGj92gkLlllCfOxnIJIGR/56gGWKLLsyBVnEXYejtRVo2zs8CZ7X2jEatGK0Sc2Qv8PK2OjoCpKspmuTXuuE2jxFkXxVndFOcozYggzppz5xaJ0xPNOOvdqnGFFWdk3gnDyedRvuMO1Ms5bnlc4Qu/k8pD2BUizub3FX2vodDla9fhIq4+b33X7VkktpCawpDt8R5pQy6B9GFChDbvXerUbpISZ3pKknEmXuNc08T0e34fbrkMR+Pn+WS6OReRphSqlqrVbCwmMvAYAxQPcNs76pgUZzVxvFtHZpB4xjM6KM4kTVFWZdn3fN1g0nvLEIpNW1LahOErzghxVneAOlGGpEbbhGCANZpx9uGffhi78/418S/u/AtcsemKSNvoEwLBqrFXxVkhQnFGrBorFhqWfF5du8TZiVOcUTKlGDXuBxlnHFzJ9R22DWdpCdqoJKLkJOHOw3fiD277AxTNIt509pvwvgvfd7I3aYAVxIpV+C677DJpYSFq+QDR+Na3voU3vvGNKBbbE3q1WsU999yDe+65B9dddx1uuukm7Ny5c9nrcF0Xb3/72/HZz36WWz49PY3p6WnccMMN+PVf/3V8+tOfhrLKmP4BBjjZkD2sD607QcQZAGy6CHjDl07c+k4h5IjirNSwYTku9C5qQTXDF5xqLavG6GLuiYasS5/F45FWY73gvPHz8NZz3op/f+TfEVNjeNf57zoh1/SxqTQSGV2waAQ62zQGGFqX5Iiz/JzYzS4qzpZ5LNPrOOIsrDgrCxlngeKMPDQl4/BYe3uY5yFRLwIGKdYtM+MsLSXOjp/Fq7FjO/e6sXdPxDujkdASHHEWpTgLrBq30o7p698E1ZoF0P6tjqlgf97FL32lip8d5gtFQ6qKZJXPOZsc3sy9fvjhh3Hbbbfh8ssvj9xuwS7NsuDZNhhVWEWB5rtZddhz83BIHlLQLU/J+uVk7xiqwRFnnRRnVeLyrtv8+rQYT5yNJ/xxRa0aPapuTI1JVZ8jKRUgirNunZ1USRDrU3Fm5/PwPM9XTTqky74DcbZxmC+cHFqqoZrgCwCO7aJw1P89glWjoDgryNUPzSJuUm/PUcz14LlEcaZYfiEzBGrVCADq6Cjw5JPCejRi1egBKLn88W4dC0FxRokzvzgvWDV6CVy15Sp85fGv4IH5B7DO9vDipTqskFJLzUYrzmi+mdEogIXUk0M1D5Wkv188T4VT3YqXnbse+Mk+6fdNGQ+jWAsRZ48v4Zkv2sS9hyrO4mlDyDGqNhWinOKMWjXWbLDhHIC2HahWJ2O3Wch88dkTuOXxdkH6otNG8eid7bnQUeNQ4vLx3QItDPaqOAuIs7k5INOeE3VGyHAzZNU4zyvOtDGfHJ2ryXNKROKsi+JMMs9puvyaHVg1bp6XWDVKFWd54X1Zcq9YXMGMM7dSERR76tgYt6z4rW+jOvI67j1JhSjOjMe412bJQibLUArlRT56pLdi8UKFP8+GU0bP935TuQTShGSNVpwRq0ajN6vGub//B9QfeQQexOxAndVa38UtJ/frzPZgQ8MiMlBUD25oPnWPp1UjAHvmiP8PqrwKlFkygqxRXjnirAerRpNIj47NqnHtKc5cz8WuhV2t1w2ngb2FvXjG+DNO3kYJijNxfNiWI9wHJJU80CjCcxxUfvxjOIUiMi99CWIp/vpTr9po2OScDP62Vomzk5pxFrGOAXHGgWZ+B7Dn5lYVcfYvD/wLis1j+oVdX8DrzngdtmSjnxEGWNtYccVZr8sHkOP+++/H6173OtRqNaTTabz//e/HFVdcgVqthi996Uu49tpr8cQTT+DlL3857rnnHmQyy7uh+pM/+ZMWafbsZz8b73vf+7Bjxw7s2bMHf/d3f4f7778f1113HcbHx/HXf/3Xx/MnDjDAmocuVZwdHxXoACuLoaT4QFCsWRhNd1bf6Jv5QtqRlH8jt9qtGmOnnQamHhu59/sX/D7ecu5b4HkeRhMn5gaWKQwbzxjGk/fMCct3PFvMFaOgCtDCvFjIOC6KMwBI8UReOkScVeN8oalt1cg/NHnJBIB2V2TK86DUlgCQwt8yO13jKR2KyuA67e9LHkfiLLZjB/fa3H+gP/IIbXutAEGR31mIUJyRDDDMPgw1xhdrHj0MXPP1MpYkNbCc6ivOwpjIbRbe96lPfaozcRYT5w633oCa7vG3C4qzGuy5OdjEqjEoWKUJSVRu2H27NNCcs4YdTZyVwc8fqudyx1Y3FITPrrF4kzgjKjZ6uJAcRWOJ5jtpGEnpQsZZtw5vWswz0EVxRogzWBbcShWNffv49+VykUpeANg0ws8zBxerqGXEArvVJHvKHlWckU7oekGet9NUMCRD9x5xiUpQYZaYcRahOJNBHR4GQk0GdcZgE6vGjN6b4kxbH0GcOXEktAQ+/7LP40jlCJRPvBReHciHt6NDxhnNNzMsnjzIVoHDzZ/n1DZhQzaLZ24cApb2Sb9vyngIj9Ze3Hp9+Mk8XNeDorTPJ5lVI7UWKjL/2JrQUfMMJJgpKs5qtpCvp1kG93QeWAa/7oJNqDYc3HdgCVedPYFnTw3j0dDnPEWDl+jSSLHMjDPWJEv9jLOL2ttKFWchwtw+SomzZr5ZVZ5TQq2JqfUlhWmK5InaQXGWqXoYkbhhCYozNwPURZvEE6k4Mw9NC8tG3/pWzP3937fXf/PNqL3k1dx7Ei3ijAHwkFMPI8ZKaHjt2sCUreAxo32cdvVInC0Sq8aRZO/3CxtyCaRB7rmaczjNOEukqeIsiRjjx1KdEGfFH/4QS1/4AgDAVQyA8ePACIgzwapRnoU57w1BVU0gdJqblRqW+1Qns2q0jjTvNaKsGmXXuBXMQepEnEVZNepxVWLV6ABVatU41lbSBViDxFnVqnKW1kDbCeGkgY4JieJM1nCYUPIAPMx/7B+wcN1/+Mv+678Q+8DHuff5GWfyc33NEmcnUXFWiloHvfd7GsOzbcCWX1/t+XngrLNO8BZF46kCb/m9N793QJydwhhIh1Y53vWud6FWq0HTNPzgBz/ABz7wAVxyySW48sor8ZnPfAZ/93d/BwB44okn8I//+I/LWscTTzyBf/iHfwAAXHDBBfjxj3+M17/+9bjwwgvx+te/HnfccQcuuOACAMDf//3fY/fu3Z2+boABnnaQWTXmTqTibIBlg2acAb3lnA3/4i9C37gRAHAoPY6bNz0HwCqzahzKCcuOxaYxjJH4yAkjzQJsPGtEXHZGTrT2kSC3jn+gKfSkOFvmsUzzRF46ZE1NM868ahWeZcEt8w+/ToL/TSnXBWqLPduydANTmGDNmDyuVo284gyWBfNAdGaLDAliqxQUKGxiKVcIFGeqOOeqBl/k+PYjrpQ0AwLF2Sy3LKYnkEvxx/PrX/865wBAwajiDIAn6TiPhJBxVoU9NwdHozZT/vik2Tuu17+FjkCcdVCclT3xeufW2++n18OMpsLQFMQJGScoqZJjInkd1zCaigkZZy2yJgK0IBoMg4lshOJMQoY5+SVY+/fz39NFrbtJpjgrivsyXvWLlL0ozhiDQJ4F6oewVWPClhBnitnRqjE4p9RRcW4FADXHK85KEseJtuKMHBNBceZbNarUqtHx5zrGGDakN8CDBodYQ3W0aiTEWZwU6Icq7X3nVHbgZeet92lUQpx5TfXVRuMhfvtqNo4e5ItaUqtGokBa9NrnVB7+PE0VZ7bpQh0Z45YZDj8mAqtGTVXwG5dtx7++8Tn4P+dvFCzSAMBJdGme7DXjLMKq0VlYgJdob6/eIePMPsoTZAFxJss3A5ahODMlirOIjM6YGpOqzQBJxpnXY8bZCirOrEP8tVIbH8fQa14NhBpP3HpdHIcBcfaC3wfgO0dPGo9z79lA7FyPFOpYkuSXUQjEWapP4oyRa2BTOSVYyAmKM9Gq0QxZNZqHpnHkT/609ZpaGgOAocgVZwa5XzdaxFlOuD7l88svbMvUatbMDOBYvv1iCGXNwHUPXYdPPXwdZgzyW6IK/scBjU6Ks7oFx3bh2vw+kSnOrJopEhBJGXGWP4atPTkoWyJxGVbqnxTQewYJ4Vol55gCq5W3mf/aDa3ltQcegHKUbx7zM87kY6NmrlXiLEpxFpF9FoFeFGc0yqBkRZzDA8VZC1FqM6BJnK0iUNtp2RwxwKmDAXG2inH33XfjRz/yM0Le9ra34ZJLLhHe8973vhdnNZn3f/7nf4YlCUvuhn/6p3+C3WT2P/GJTyBBij7JZBKf+MQnAAC2beNjH/tY3+sYYIBTGZrEnu+EWjUOsGzENBUJYu+T74E406emsP2bN+L6d/wdfvfy92Ah4RegVpXibDgnLIudecaJ35DjhE0S4mzncyZ6+qygOJurCVmrK6U4S3ltpUJFwk055bKgOHPifFEq7bpAdVFiy7L8bIX0CL8xMvvG5ULN5Xz7txDMPu0aE4QIq9k1uKYJt8Q/eBabz6pbVLForBr8A3+2g9pySFURa+ShkgchatfoOA6mp0VFQIAoxVnPoMSZXYc9NysozgJySEbWl/tUQwjEmRu9vSVX3Iee2X4/tb9yLBebhhOIE2JH1UkxJjkiWHDFkhqGU7o046wTxIIoQ9JQIxsblFQK0PmCrbO0JCjOOtk0AsCmEb5wUm7YKObFfTnStACrCIozkTgDRJLRlSnOJCpBBTUhl0auOOPJmwDq8DAQKg6VFVHF2FL/CYqzEsoNGx/85iP4rS/ci0cdf98IijNiA2UyA06DfzztZNVYIVaNaZ3/vdlQbcup7MTV5036xAgpnrEpv/klpS5hWOXzpQ491iZSHNsVbK/iKQMuUUDNuu05vOD5SheqOAMALTfJvVZdfgzRzJkA9DwDALdbI4WQcRZl1ciPNyXItfM82FZ7+zRCnDVC8w61GmwpzmpRijN+bHXLOKOKM1exwSTjE/AVZ5vlfB00QXEmt2qUKc76yWvvB+ZBnjjTN2+GNjKC9KWXtpbZWgKux//eFnF2wduAs64BAEzqhDhzxNJPL3aNAnFGlWEdsCEXRxr8eW/rgeKMWjXKFGc046x97Gc//GG4oUYWRxWvvy2rRnJtFRosmsrkeQwJzQqF/PILop4k48w+ckQ6zv7i0X/DP9/3z/jXn/8rfnvdKBrhQ3ySFGfFmu1bMBLoMU2wRTarkqJ3alzMOFuDirOKJc5JsrzGE4oenglk+WaMAZ4HOHn+mqCWebWgVXfQiCDIapazYnPgiiJScdYfMU2Js5QuKr4FxVkUsUIJ0KcxOuVCrybizHIs2C5RP0dZcQ5wSuCEE2eKokDTNOzatav7m5vYs2dP63NPJ9xwww2tf7/1rW+VvkdRFPzqr/4qACCfz+OWW27pax2e5+HGG28EAJx55pm4+OKLpe+7+OKLccYZfsH1xhtvXJsXygEGWCHQjDNFYciMdMmaGGDVIEcKUwVJ8LgMSjKJQ0OTaGjtB/1VpTjLZACiEDheirOTgcxIHBtOy7VeJzI6tvdg0wiIRLZtuagW+IdJWrRfNnGW5sm8tNZ+mKpKpgW3WBSKhBZRQqZczy80HEfi7LQL2tupaAzbntnbvuwVVHXW2LO3r8/HSed43anDIWozwLdqzOgZjCZFYlWd4C1VhyKIs5SiQGcMDBBUZ5M5kSwplaIfsJkkZ+hYFWfW3JyQcRYoTmRkfanRH3FmqHyxspNVY9EVHx28UEc9VZxZpoOtoykkiIpN18g2piSKs0SgOOP3X0ztPO5lirMotRngq500ojpzliSKs21bO653cigOWruXEWejzeJ1uQfFGSAqzgJbwHDTB7XCZIoHZpc7Ks7axFmE4mw4xynOiuR6ktAS0JXmXEXmIs8s4+2fvwf/8ZN9+N4jM3j793wyQCMd+qbFH6uGp8Gx+J3YyaqxnOe/L5Hg91VAnHmujlF9J569aRhY4u11wFRg/bNaL6eI6mz68XaRt16W2F7FXXgWv96jIWO3IOfMUMTCqzLEXy8UyBVnFL5FOCFUY12sGnvNOItQnAGAVWuPAWrVWCy3x6CYceY3UsxW5IWvOuEH3WpnxZlNirmuGq1+iKtxbJnrUXHmZoB6XngfVZw5rte3srdXWESdbTTdDbKvvKb9HonqNqE0j29qDLj6H4F4TiDO1jkMGtkVvdg1UuJstA/F2VQugTT4/bxkx+B5nmDVmMyS75VknNmWC8dy4TYaKN92G/e3+AtfxL1WYEMNPBdJYZuqNg0PgCdXnBULyy9sRyrOyDgzAfxg+vbW6926iluSISJ9hYrrruvBdqPrOqbjolIR5z1DatVI3scUP9+MZpxJzrHVjpLETu+kWjU6NkDXL2meqNJzrEmwe06TPQtBrYqqK6cun+dcD7CcNVgPjFKWnQirRiviuuY0fAXqAPAkavIA9lxEB8xJAD3+AFBeweaGAU4+ToribLmky9ONrLnjjjsAAKlUCs95znMi3/fCF76w9e8f//jHfa3jqaeewuHDh4Xv6bSe6elp7CNduAMM8HQGzTjLjiegqANB71oBtWvM17rb1gQokwJ1SmLbebLANA3pF7yg9VrfuBGJZ5zEEOvjgBe9+SyccfEktj5jDC/7rWcgnpJ341OkhmLQdP6czBO7Rlq0jypYdsU6npxMhYg0S2OwNZJzVizBocQZURO0FGfHyaoRAM594RSuetvZeM4vbMFr338h0sPHT3EGAMYOnjjrW3GmiYozm+SbOQyoJIAt2S1gZ17D/Q3Pfw/Uy3+XWzQUMS/nQoQazTmjijMAHfNkmaqCEfVSX4ozjRJnddhz84IFVUAOGZqCGLEo61dxRknKTlaNMuIs/Pt00khimw42jyYFxVmMEmfJMald6nBKB4jiTGed02ZoQVT3GMYzncc3zTlz8vm+FWe6qmD9EBm3JfF6MuowwJMpzsSMMwBQSKU7UJwlOijOmOYB9YJInCnt9zWcBhzXgToit93VcjnAau97atXIWWaSuaheLuAne9rn65KrwsnmoJEO/YbJz4cN6HBNojjrZNVIFGepNP/ZbNXfd051K152zkY/q2yREGe5TUCmrfyaivHE2eHd+VbuV61MjicDYmoFrsP/jqIaIs6aijMNJhSQolCakJaMKs7k1yGmMGjgj61jdD4vlptxFibO7NClilo1lkPFdZpxpjYVZ08tHZZvmmDV2FlxZhPSylWiSayYFsNmQpx5zWEiZJx5KXiS4nFW0khTrPU3z/YKk1g16pv8BpDMlVdCaRIpJinI6qwGjZm+ZaoWAzITwMv+Fuv0J8FC40QFwyRRnfVCnC0cg1XjUEJHmpCsRy0DVsOBTUhawapRTwmKMwCoVy2/iOryn8+88S38x1kNrbhPcn5Q1aYKBhV+xhltVqgUl2+l5soUZ/Pz8Mr8OTIbS8H1+N9zQzpE9q1QUdZ0otVmAfIl8Z5Ak1g1muR6g8SI38B3CmScyRRnJ5U4k40HmeIswtKVXrMAQC2JzWkuPabh716LOWdRyjJqZdwBnueJxJnEqpESZ3XXRGSFYUC6AOAdLChWk+KMKg4BObk+wKmDNVXZ7Sfo/FTAo4/6sc87d+7sqLY7M6QgCD7TK8LKvzO7KBGOZT0DDHAqIzvGF8rGNi6/mD3AiQclznpVnAFAhTxQrCarRgDY8Pd/h9Fffxtyv/x6bP7sdUJBf60hO5bAi99yNl7+jmdg/Y5o+y4KpjBkqV3jPMnaqR8nxdnWy4AzX+H/O7UO6TOu5v5cT/CFBrdUhFvmH8jrMf5+J+V5fhYGDV0/BsUZYwynXziJi1+9A6NTx3/OOt6Ks5pdExRnxSTgMYatQ1uBi94OvOpTwHN/G/i17wMv/qBAhuQUObEdXk4VZxM5XrWmaRqmpqY6bjvNOTsWxZln1WDNzwsWVOGCFbURo4R+N1DFmelENw8ULQ8O+PEZftCl1sVWw8GWkSQShNiJafw63PioYCtoJDXENBWGTkght7MVMlWcxdBZcQaIOWfWkRnYR3gStVvGGQBsGgltmwc4VfFYxMCQ8oAyaIZNj4qzpoIhabSPO804UzQXaBQFW8Gw4gzwybNADcR9Pp0GMwxi1cg/NqbD8w8pELmS4lQlNwaVFBpti8ENqR0angZHIM7kc73neagQRV+aZDUONTffrpyOl5233n9B8s0wvBVItvfBlPEwv42mi9l9flGtRhRn8aQOxSzCtflzYjFkHWsZ/vYzJto12jGy34hFrdGhgUMlJJyjd3E66DXjrBNxVqgDzfOfWjVWQ2OdEmfamK9oni7x82tr0yhx1k1xRgq2nhpd/I/DwGZ+c1Af8ceYJnSNK2hUxcKdzE2gtEI5Z9ZB3irU2OQrzpREApmrrvLfQ+xqWzaNqdC5/IzXwTjjMoxqvHL2Uoc/Bo8e6V7sOxbFGWNMyDibqWty9WbTqrFmOrj7qUWUPUNQnAG+Q4A9y/8OlkzCIaoPI7xe8jd6nQB81VlBHRYUZ5VS5/HYCTKrRrgu7Gn+uMykcsLbfpKIYyZo7FmhjLOG1QNxRhwaNEOBojChScVsEBFTqmkDTBVntbygdlrtkOVTndSMMxnRIlOcFaniLA8A8GxJXbWwAJU0GXodiLP6miTOIgiyPhRnDachkNy9EGeAPCsWwCDnrAmvk1Xj3CoizmSKs0HG2SmN1VXhi8DR5s13KtXFguIUQr1eb/3ujU2LhigMDw8jlUqhUqngIPFF74ZDh9o3593Ws2lTu3h0LOuR4ciRI3193wADrCZsOW8Uk9uHMLO3gERGx/kv7dyVPsDqArVq7CXjLECFFKhXk1Uj4FtcrfuDPzjZm7EqkFuXxOLh9oNJgSjOBKvG+DKPpaIAr/tPoDwLxDJIHb4DCPWaVOMM6dDztyOxaqzHSIE66KoukmytYyDOVhrG9h3ca3PvXnie13MTFFWc1e26oDgrNG8Lt2S3+FXpZ/8K93dacI+yauykOJsgVo2vec1rkO1gHQf4OWfhR+pjyThzGgpcV/Etj0IIj890TMPRkBKmdKwZZx0UZ2XTganqnDVgJ6tG23SxZSyD3YTYSWn8OkxtFABfmIo1yWtNb4D7RW5ngoB2wRseQ7pPxVntoQeFwp6xWVQfUmwaTuIu+ASvAQARNckxR0GF2nIKGWd+IUfMOPP3d9iqMU6OmdJSnPFjgRJnVbuKrERx1tofIatGQXFmRCvOUqiDwYUX6tFcSOWwfpYwGPDVvoF6uO5oSFnE/joi46xRtWGb/A5OjSU5U7hsFXCqm5E1L8OFW5vqLhlxFhR4ASSUEnLafuTt9rk//fgSNuzMoS5kMulAPS8UIashAsyLDwHNKT6mVFB32r/HMdrPth4AhxTf4hEZZwCgeRYarL0eJzRnzlXnENfiyBqhuUpQnPVGnLEwcTY/7++ryjx0oiKqN++d3HpdyKLUxv39u1AXjz8A1PpUnFnEqtHTogu47qHDMMiUWBjXkTjaEBRnANCoeYi7DhBqqNBUBSlDRSW03uIKEGee68Iiz8z6pva8k73mGhRuvBEmsWpsEWfJUF4hY8Ar/gmT938SR8vtRpaL3AXchBTKTTvR3XMlmLYLQ4vupxYyzlJ9KNTtBgx+Bsd0VcNZRAmj6gpUXcH1PzuAj3z3MSxVLbzZOIi/UBxorAbba4/vRtWGOsMTZ/rEhKCw1ZUOxJkkJ9DwGJIjG3zFbgj10jEoziRWjQBgTR9C+Ow+Ek8C4OdnjzF8K53CbxSKK6ZIaTjdyY8SUdoG+84gjWCex2DDgB7oalJNC3CaceY0/GtLN5XsKkJFQmyc1IwzmXWnJGdLyBFU8wAgNHsAgL24hHhSQyVElHpmNLFai8g/W9U4DoozmfpQZtXIXX+bKCkKRl3JPh0QZwDWTsaZ7NwfZJyd2jhpirNeCyeVSgWf+MQnAAA7duzo8u5TB+H8jHS6e2EsIBXL5f5uqvpZT5i47Hc9mzZt6vjfRRdd1Nf3DTDAaoJuqHjNe5+NX/mLi/HGD12C8c3RNl4DrD7kEnzFJt+H4kywalxlxNkAbQxRxdkcUZwdL6tGwC9YZSYBI4U06QyvkHqTjDirGnzRJhU8ZJEg4mOxalxpxIhVo1utwp6ZiXi3iLgqUZwtUMWZfy+5dWir9DuUHomzsIVjssJvYzY5jGRIFfKOd7yj84bj+CrO7Joi2DQCfLd8+hgVZ/0QZ5WGDVPl18dbNYoZZ1tGkkgTWxNd57fRZGKBIVB9qoRkc5zORVudzMN+xlk34izHva498HPutTY+DqWHBr5NI+3iSdKNftYZcZlo1RilOCNFXK/hF2JVhbWK3aLizAPqxY4ZZ4B/XskyztThYd8GzQ4TZ/zv4YgzCYmfJEXgOT0JTWJtFVb7Nkzx0TTKqpGqzQAgM8mf8+mlMVT3/zZees4mqMH2C8TZNp5wALDZeJB7HeScUavGeFoH6gXB9iqcfaqE8hcFxVmI7HLUGDxG1JKdFGcuvy2O4o/xv7jzL/Cir7wIV33lKtx2sJkB5bpiR32sV6vG9j2RNTsHpH1bS42RnNDmWLOPEmU0AG1szLe3ckQrMACoG/z+66Y4ozls6KA4M594gnu9lAIKTWWT4lrc7wOAupeW5uBkSM5Zsc8GhV5gz87Cs/jtCRRnAJC6+LlQx8dgGlGKM34cY2gKkxc8i1tUsLbjj9Qvtl5bjofdc52f6xfK/LnWj1WjrMC/v6IJBX0toeGXPn0n/uhrD2GpeR9etP31xIldY6NqCYozbWJCUNhyijOZVSOZog0AY5ObQcXpZmX5aq9I4ow0Dc/o8mvUjZmUn2a4Qhlnpi2eO7QJsEwyzlrEmaTBzHRD+zlQ8lLFGbDmcs5kapJVZdWoJQBVPB5UcdbJqtFZXESMWOAzK1oZuCatGqMIMqcBdMj3DUOmNpIRZ4ZqCM8yxagojxU6v9caPDPa8cKen1810U0yq8ZBxtmpjRUnzrZv3879F+AlL3mJ8Df639TUFHK5HL74xS+CMYZrrrmmw5pOLdRDN1mG0f3mNBbzb7ZqMjuA47SeYB3LWc8AA5zqUFQFuYnk8u3dBjhpGCId3YVjUJwNiLPVi6F1PCGRD1k1ep4nEGfH61xOkQ7QcowvUrilElzSjFLVSW5HVHD7KlacaZOTrTyWAP3YNSZ0ieJskSjOml+/LbtNvg3Efk9jDCmJTUpYcZaoHxUIysmc3/F/7rnnds2DBXzFWRjHojizaiocVSTOjNBcIxS5+lRC9Eec+YqzMMJWjTpRS9oNBxuHk5io5bnlepIvuDTAEx5MYa3iHFP4e07b7F9xti7Tn1WjQ6zmerFpBICNw+3jl/KiibNRR0EZ3RRnzYyzCMUZ0Fad0YyzluKMWjUqInGmJBLCuaoO5wBSFOyccSY2DKXAf/6IYkB1GgCxODJr7W006xLiLELhWSbEWSKjwyC2k0ONGgxVxVuet7W9sIviDAA2EuLsyN4CbNMRrBoTaQOo5YXu/XrI/tQI5ZjFFJJn6WlwmoSeTfMN0fk6pJHz1FEN7C3sxVef+CoAv7j3yQc+6f/RLMHXtIUQpTgjpJTihRRns7N+fhYgKM7spvrAOcp3hTPDgJLJoNgowmPyuUlQnFWrHQtkdBs9Nfq9DUKcHRhnqOj+fmUANJpz5qalRX2ac1bs416xV5jE0YXF4618OMDPrh26+mpYRHEWZ81iMCGAAWDyyldwr2vuEF7JHsElyiOtZZ1yzizHFUjC0XQ/xJn43ftKTMhe2l+p474DeW5ZFf61ido1Nqo2rFm+yUWfWCdYbuucVSN/L8YYE1RnhsewceNWwR6XVUQitRd4nie3agRgz85xr2c0eWPPfl3HAzFj5TLOJMTZGDm+FaI41JuEmYw4s7zQtSSYV+NDEFjKNZZzJiXOVpNVY0QjHT3Pkk3iTGbVaC8tCs0arIOV59q0auxAgveoOqOkCQMTCLIA1K4x2qpxQLoAgNeIJs48y4KTz5+4jekAGXk6yDg7tbHiFb59JFgb8G8ipqenxTd3wMUXX4z3ve99x2mrVj/i8fbka3Zg3gM0mrLWREJ86Dpe62mEpLP9rqebteORI0cGqrMBBhjgpEDIOOuxGOK6HmfbA6w+q8YB2hhaxxeGC/O1lnWg1XCEuIXYcSLOqOKsaPAPoU6xJCjOyjrJzpPZegCAsXotrBljMLZvR/3hdl6QuXcP8PxLe/p8gmT9+Ioz/iAVmz9/U4bPIQugDOWEZevTaewu8g/HYeJM8Vx4lRmwTLvLf2J4C2bL+/C5z32uJ8eEY1Oc8ePUrqmwCbGlaIzLoUjH+DnsWBVnnTLOyg0bDYVfn9vFqlFnHsarfJFMT4XGuGrAdPhCnZFQW/vaI/k4dbNzVqNOinmGB6zrojjThiUd8eHv2NqbBTOvOIt+36jL8JSgOCMP3REZZ25oPCUNFYWahbgjUZw1RMUZI2rWwG5GHRuDe+BAa7mWG+ZsGoEuVo0SEj/Napjz2vt1ydDB4EF1GpytYLjYbdXJRKww4XwKUFki+WbDcWgj/JyYM6u44bcvwekTzW21TaBA7OOHtwIJXnW3wdgFDx5Ys9jr2h6O7C0IVo3xjA6vvAB4lDhrj9FEtk3mUcWZWXfgpA0kiw3YNCOFdb4OqXat6Qfqw2I69hX2ce85UGoeU4mCCvFeFWft4zN74FGMpp6NNACNEGdus8BKLXW1sTEwxvDofLRtP804Q5NwYEmxix8AHNNDeKZhWofi7uOEOFsHDOnt/arbVZixXPv9btrPYCKgirN+LXF7gSzfjF5zste8EubdN3HL9GDuSPHEMQBkxxMwkgrMansfzVhn4K9i/4YXm38PDwoe7UCcLVXE60F/ijN+XnM8hn0FT1DCVJlIftaaxJkhKM5sgXjSJibFnEyOOBPnES2mcp/RPeD0rZvANH6f67XlWXB5phmZ5WXNLwKhuNQZBZHWvjdk0nj2CmWcmQ6xZmXAcMrAvoX2XFUlThxGk3BUdQWKxuDa7d9ohiw1W0SuovrzTXgekpxjqxkyNclJVZxRhVJEI51InOUByK0ancUlxEgzqWp7kVKLNac4cyxORS+gUQTS412/htr0JfVk5LNBxshgvtZuJhkQZ50RbsSTwZ6f73q/fiIgU5zJchAHOHWw4hW+N7/5zdzroOjwyle+EjnS3RkGYwzxeBzr16/H8573PFx55ZU92zueCshk2g+jvdgiVppFt15sHZe7nkqosNfverrlpw0wwAADnCwIGWfV7s0KAFCVPDCkJJkJA6wOUKtGu+GgWjSRGooJajPg+CnO0uRhtkJq5W5JtGoskbyWdBRxJlF5rCbEdvDEWWNv74qzOLEnrDk12Ev8g0ohyTCZmpRapACAkkoCmgbY7eN77Uc/ile8613cPU2OWDhapcMwQsTZpvHt+IuPvxvnn39+T9t+TIozVQeYCnhN27OqCofsC4MQ9COGjcuVB7Dfm8BT3nqU+iTODJUvgkZ1UXueh0rDhkUVZ6EOUUqcWaYDe24OGlEZccRZchSNGj/mw4SBDf641xudi7YeKXoaYBjvkslDM84oelWcbRoOEWddFGcPyxRnnudXLoG24oxaNYYVZ839LVo1ukC9AJMQZyqxxAsKf9rICKwQcaYODwOkMNCJOHsqb2HK02Cw9th71joNhxaUlqLBbF5rNbvGE2eh+ZfWIZWEFvn8V17i35zKxaCO8AQY81yclgrtv/wBCMqrkW2AZsDWM9CahY+YUkVVryFltY/n9ONLglVjIq3DLYi5XWGrxkyuXYgzFEKcVW2o2TiSxQYsQpzFEhqYEj2GVEJsOtBRNPPcsopVgeu5UIROegYY8uuHY/P7J0yc6QslfN5dwjsgWjUGxXN7nt8fajPf7L7D+yN/i0Ccwc85o0rI8DZyM02Hy3Xj8ce51/vXMWwPke8aGecNNyNVw2QIIb8SxJl5iG80DeebBYifczbs7N38wqU6MAGp4owxhtRUBuaTbdJixjwDL0zchtPZITzubcauw9HE0AIhzhgDhpN9EGekIFxGAofydXzjzgPYEFouI86qXqA468WqcZ1AnHEZZ5I8LVflz68EYzhtMoPFGD83G2YZtuNCi7JZi0Any1FrocgTZ4geT99LJfFHjQJWIhGsQRRFhqogS0jiOrlHDiv1jLiGekiJy1k1hpW8iWFCnK0txZks1+qkZpxRokVCnLmOK6qkO1k1Li0JijPV9rgGjTDWnOKsG/ksazCRgI6FJG16CYEqzoqRxNkg4wzobNUINHPOTj/9BG1NNAaKs6cfVpw4+/d//3fu9ec+9zkAwIc//GGcffbZK736NYt4PI7R0VEsLCzg0KHoDj0AWFpaahWANm2Sd11HIUxodVtPWDXW73oGGGCAAVYrhIyzHhVn1KYRGCjOVjPSuRhUXeEsngpzVaSGYmjIiLP48SFBqVUjJc6cYglOhX8ALmr8g0MqyrJqFVs1AoCxnc+mNfuxaiS2ZTWrBmeBEGcpYEs2WgnEGIM6NAQnpIC44Mwzcfvtt+NXf/VX8cgjvlUVzT6rFg/B2NBWwb/ypb+Eq666rOdtZwn+IPelOAN81VnzAcyuKbCJBUw43wx2A+868HuYMvzi8DvN30WpLhZbO4FazEQpzhq2C9v10CA5GkHmFgDB+spuOLCIy4StqlDDlqXJsUirVNMx4YCfk8u1zoqzki0Wc0YkllJhUKtGCmNLb4qzdZkYDFWB6bgdrRpTHuMLjIBvEWo3AL15PKKsGkPjqZNVo1crwe5CnAWFP31qCrUHHmgt1zes76o4C5oCPM/Dn97wED6BOEbQnsve+fz1eOSOJB6fbY7llL+tmlPn0s8CxZntuCCxXVA6zMPUqjEtIc4AP7el1aFMbRoTwy3LQjcxCoQ6hqvqPFJW+7hPP74EVeP3QSJtwD0q5naFrRpzo23iLEaVM3UbejYJoCAozro1b6gmyUuDhqLEFq9qVZGmBcFYFogo4HXKOItbwL0Vfz6lVo2K0yTOiM2pNub//sfm+lCcoTPp4JLcHZoDGMApl2GR59v96xjGZ8KKM/6Y+BlneeG7KJlQ7NMStxdYB3jiLJxvFoAxBmd4EmEnVG+uBu90gNGMs+Az4zHgyfbrI9aZANAizh6dKbYU+BSLhDjLJfR2XmAvIMXqMhKoWQ7ylTo2hEpRVcWDoSn4rcu24+M37wYA1ODPhXEms2rkiTN9chLmYXId6WDVCAAmIdE3ZRKIaSpYMgWgPS5STh0LFRMT2c6WvxReRL4ZANh5ftzNdLD9qyoK/qc+g1f2tfbeQBVnMU1BljhxNGo2x52E70GMuMoTZ2HFWXg8xnP8itcYcbbqMs4oCSSxaqyVLaFPJNFBceaWy4jF+euC7nTIODM7yOpXI7oRYz2qOilpQp/zwhCtGiPmzhVSlK41uI0uirO5+Y5/P1GQkeYD4uzUxopnnFH8+Z//Of7sz/4M69atO9GrXnMIiMXdu3fDtqO7kB577LHWv88666xlrYN+z/FezwADDDDAagW1auw1t0JmhzbIOFu9YAoTVGf5Of/G16yK3bRKn53FUaCdiNUY/9DklIpwK/xDWF4jBWGZ4owpUuuh1YTYju3c62NRnNUdMeOsmAS2Zrd2/B51iM/xcQsFnH/++XjooYdwyy234Bd/8RcxTIigQpEnetxaf+e1EuO3vS/FGdAmTgDYdTHjjMsVeegrmKq1FRXv0r6Ocp9KCKo4i8o4C5oFLMGqsf1+zeDPG8sUibPYWAZcfTY1igY5B4OuZ9mDaLHS+XgsmeIcbnQgsYDjpzhTFIapZs5Z0u28zqwqscoLusgdu0WeUlLAC+3vZKTizIMlySaJIs5yr30tmO4fV3VkBJlf+AWJ4ownsbKGv/03PnAYP969gCr4cbot62H7eLugpBoumOpBIwWHIOOsbruAyf9WNRFNnFUIcZYajkExDCjEFcNZDBFbS0/xXzLczkekpIOiH+Zez+4roXiUL5TG0zrcUl7YtkbonBodm2j92yDKGbNqwx3yt9cmylna+U+hUOLMVVE0ReKsbJXFnKmIfDNAknFGMh8ri/53aYzf/6oLVE0bNsk405oZXU/l+UyqMCwVsElBkSqxub+RKU6J4NIbTzzJvXYYMD0KFEP3arqgOIuyaqSKsxXIOKOKs43yRlVTJZmEtSrKR2JSxRkAmDl+2xftzTDdOE5XfFIxX7VwpCAnAShxNtyPTSMgEmdNYoUqctdPpPDD91yG33/JGa2MrciMs4rpKw9C0NZNcHmJAMk4kyjOquTealPGX5+a4ovdSaeO2WL/JEk4j5LCKrTPnwpjKHn8eNpq5LjXN7oiQX88QDPODE1Flox1qlzmFGeE4DfDGWfh8Zgg11gJOb2aIbVqPKkZZ2R+lDTS1Up0jvKQUPz5W5ZxBgA6yaE0OtzHnHKKM0njiQzUpo82+oXRe8bZQHEGdM44AyDM+ycLMqtGy7U6ZkQPsLZxUoizP//zP8fYmPzGboA2nv/85wPwLRLvvffeyPfddtttrX9femlv2SEBtm3bhg0bNgjfI8Ptt98OAJiamsLWHgsIAwwwwACrHaJVo9UxlD4AVZwZmgL9OJEtA6wMKHFWmPeLKlRxdrxsGgFAVVSOPBOsGiUZZ0tqD8SZkQZWuYU1VZw5Cws9BzuLirMqnAW+cFRMMmwb2oZOoEoip9DMjWIMl19+Ob7yla/gigsv5N7zll9/Lb+ehTpss/cCwbErztq/3aopsKlVY1iF88gN3N92KoeBKk8wdgPNOGvY8ge/oFmgIVg1tt+vSzLOTEKcxUfJSZAcFc7BWLOhQUac5cud1aALkqYGqryi6EicMQa9D6eFjcPywjDFOl1CnAWFnVABR1SctYt18UBxRh7WmebhiCU2uWmkmzwgzlLPvQjbbrwBU//0MWz/1jehr1sn+CaWiTIzY2SQr5r4y2/v8v/ukeJRo4xtY23iLKPUoScdqOR7A7Vh1bTBKHEWi96HZSHjrFn0HuVVZ3Z43qCKs+GtrX9qGT7bJK3v56wSPddDaZHf9kRGh1fOc8tcBlhNknEooSM1FFacEZKmZgM5fxxYZM6jWTNheKYJlRRuLIdJibOKVRE77SPyzQBRcebqxLoxX0WFMeiEONMBzBbqouJs1M/dmi3zmVQcGENd58dmvRgdIeCRU5xFTAmNJ3ibxulRwNYYSqGMM40qztyMXHEmNFmtfMaZLlGcea6Heo2QHVYJxf1JacYZABTiDE5IeuJBxax1Gs5gbaIuKueMEmejx0icVZoEO20sePMVO7Bl1J8vJof890RZNdbyVc6CGWhaNdL78vD5JrF0zlv8+yeT/vqUFH9+xB0Tc8X+C6Kdrv1OxYXbvCzNaOIA/o3JF3Cv72YmDpU6uwMtB5Q4kynO6PVTDxHPBiXZ3AjFWSLHr3iNKc5kVo0nVXFGiTyZ4ozkCMbjLhTmH2+ZVSMA6C4/zmMdRGVrLuOsGzEmWBrLQRVnUXbxQLvBKMCAOOuMXjLOVgNkVo3AQHV2KmNQ4VvFePWrX936N7W8DOC6Lj7/+c8DAHK5HK644oq+1sEYw6te9SoAvqLsrrvukr7vrrvuainOXvWqVz2t8uYGGGCAUxtUcWa7Hio9FMmp4mxg07j6MbSOf7gpzPk3vmZdrnY5Xkjr7QfaColacvJ5eDW+uLKkkOweV0LkrnKbRgAwNm8CdGL506PqjBJnXrXGETQAUEh2tmoERMVZQJxxKPEPOhNbSfHRA5Zmo23DKI5dcdYep3ZVhUOIrZZNUnUR2HuL8PENpYeFZZ3Qq+IsmPNMQpy5IatGjVo1ShRnepYUCaVWjf57qD2S52pYqnodmxvmKg3YxJ/IrHchznLRxJm+YYOQW9cJm0b845fs4mI0ipivHA0jKIaFiA5GiLPwfNFWnBGrRt3Dg5VX8OubSsFI8fs+bDcT274d2V/4hRbR0S3jLK2n8bffe6yVgVQhijOYJWwfb89TWVShJ21oDlWc+ce+brpQiNpJjUc/b1DFWTrnHyNtmCfOnKXeiDOqOBtRlpBY31nVm0gbcMv8nOKoaqupYUMuwam7DGLVaNZsKMM5ABCsGjtdh9xaDRo5T+0I4qxslcWCYCfFGSmkW+QYjJSAQ7oGjVo1gmFmqQaHZJxp42OomjZKNk/o6wo/79R0fj1PPMVb8YVBxDlQdPk4aTzxBPf64Lj/vkKI4BcUZ166x4yz46s4c8oVXh0JwNgs2u42qjY8ck9gmCWUpuNwPLmV4ELNwiyZR2atM3A6axMxUTlnNONsZIUUZ8lM+3sns/57aoHijFo1UvWXpkEbHRUyzoxwxhkpbtdMRyDOxpp2nEo6xy2PORbmSv0TZ24Hq0YAsGv+OJzR+LE1HBvGS9ddiKzD/55v7vlm39vQDQ1BcaYIY90hlnzUqjGMnhVnElXnakbJEgviJzXjrEEzzkS7wGqJP3fDkZEyq0YA0AghEO/QADRQnPnoJ+MsmjiLbhR5OqGnjLNVAJniDBgQZ6cyTjhx9pOf/ASqqiKRSGCaPEjLMD09jXg8Dk3TOqquTkVcdNFFeMEL/G6jz372s7jzzjuF9/zjP/4jHn30UQDAu971LuikQHXrrbeCMQbGGN7ylrdI1/Pud78barOL9J3vfCdqpIBXq9Xwzne+EwCgaRre/e53H8vPGmCAAQZYVaCKMwDIVzvfuAFAhXRgpmIRLc8DrBpEKc6oVSPtoD1WpEIPtFVS17JmRPuqGqlLSRVnku7S1QamaTC28IW/xp49PX2WEmd6QSxQFFL9WzU6S3nhPZRMi4/lkB7hiZL8TO/EGVWcuf0qzpoKM88FnEYHq8bHbhI9ywBsrT/S1+poxlm0VaM/55kKyTirhxVnxKqx4cCa5i3vjDQZzx0UZ5QI8Nw4TNvt2NwwV2rAJLUeq4t9pZJKCiRva3t7zDcLsGnYL6LQjDM7yV8jcjYDSFGlVQwLK860aMVZ0vCPRZxYNZb1CRwwz+eWnXf5RlHJ2anwJ2Sc8b9nesHDF+9uK1YqtGjfKHNWjRlWhZZyoFHFWbPYXbMcaOS4qhE1eqvhCPaeqSZxRnPOOirORkKKVUKcjbIi1InOxFk8rcMlGZVWyPp1KhcHVK11nKlyplGzoTW3t1/iTCVkqWVDmnFWMSWKs1gHxRkhLxtxfvyNlIFDmiYozgBgZklUnKljY3hspgSm8du2KcOrOM0YP3c8sT9aoeYRtUQUcVZ/nCfO9q/z31fSQ8SZoDiTWzWKGWfHV3FmEZtGwM8epKDFcADQrQo8h6F050PS7z5aNnFY5Y/rEfNMbGZziDcTBx+diVKc8cd5JNV7EwEAoSBcZkm8YOcoMqRpIJFp79/1geIMcsVZg5B52vg4mKoKDRLtHD4mWFs/NlMEHcHZpvKLZXiSR3dtzJWWY9XY+dpvVf31HSGKs8nUJGKJYVxNbLxv3H0jXK/PXKnCIeB77wdu+RuRbAHQIJmghqoIY90lc0LYqlEn98tWizhjQDI0F6/xjLOKRBF0Um3ZaIGe3ksAqJG5IpFun3N0Dg2gkTES72DAUuvDiWFVoJuirEfFGVUfdlKcUeKsOCDOOqJ7xlkH5foJxEBx9vTDCSfOvvSlL8HzPLziFa/AlORmkGJqagrXXHMNXNfFf//3f5+ALVxd+Od//mckEgnYto2XvOQl+Ju/+RvcdddduOWWW/Cbv/mbeN/73gcAOP300/He9753Wes4/fTT8Yd/+IcAgHvuuQeXXnoprr/+etxzzz24/vrrcemll+Kee+4BAPzhH/4hTjvttOPz4wYYYIABVgHSMU0IOi/0kHNGrRpTxkBxttqRWydmnHmet6JWjQBVnPFjjarNAKBG6lIpWaFkDSjOACBG7BrNPb0pziiZEyvy+6mhAV7MwPrU+o7f001x5tk23CL/sKzmchiZ5Lt3F2d6t1GhijNvmYozu+bfplOrxla3964bpB8/zdzV1+qo4sx05I0DlQjFWVgJqBGrRlnGmZ4g+yM1Gq04I8UEz/HP4cVydHPDbLEOk/WnOGOMQSO2nq1t6dOefNOIXFGxlOYfu+I1VyTAe1GcSa0a+f3xZOwl3OtYSsPpz51cNnFmAaiROtunbz3Cva4rpHhklrE9ZNWYRg16UkKcNY99zXKgkg52zZAXianaDGgTZxqxamypeDwPWKQZZ1vb/yb5UCMooT4SbZcINK0aq/wYNbX2Zzbkmvu7qbYwiFWjWbOhj/rrtQTiLHrdbrUGleTrWJbXIeOMWjX2rjirxfnXI0UPB+NpIeMMAOYXqqJV49gYdh0uCsTZmbXz8ZyDL8V42SfQKHG270CHznKillAlxJnneWg8zls17m9GrNcNBWiqfDQh40xu1bjSijPzIE+caRMTUqUrLYZrdhVK07uy+N0fSr/7aLmBwxp/HGet0+FBxU7mz89RirPjbdX4kmftwLW//BxBNZcIK86axJkNDaanIkaUmo06IXdH0vA8T3APaGWc6UnB2vrhw0XhOuHZ/msly6vONcdZluJMdn8Xht0kzmZIzupEagIwMnh1if/dhyuH8bOZn/W+Aa4D/NvLgLs+Bdz2EeDGdwhvEawaddGqER2IMyHjLLBqTI4A4VzMtZ5xZonExsm1aiT3pJJmuiqxakym28c1UnFGyKNOirNTzqqxR8UZvW9K6aLaL0DPijMJqf10hJBxRizCV4viLOreWZaFOMCpgRNOnN1xxx1gjOFlL3tZz595+ctfDqCdsfV0wrOf/Wxcf/31yGazKJfL+MAHPoBLLrkEV155JT7zmc8A8Imvm266CZmM2GnSKz784Q/j137t1wAA999/P17/+tfjwgsvxOtf/3rcf//9AIC3ve1t+Ku/+qtj/1EDDDDAAKsIjDHBrrFQ7V4QGVg1rj1Qq0a74aBaNIVA+eNt1Rh+qKIZZzLUSV1KbtUY/aC2mmDs2M69buxdnuIsTopWhRSweWgLVKWz0lPNdSbOnKL4oKwO5TBMiLOlIydQcdbsjLfr/m8TFGcxrWnTeKv042e7TwJO72oImnEWFXgflXHGWTUS4sy1PTSO8JZrukEeLJNjgnooIA2E7k3X3xcLlegi5nypAUqrWV0yzoDonDNja3+Ks43DSaieWHA6RArXrOrA0sg6gyJziDjrlHEms2q01Tj2apdxnznn+RugG6pASHcmztpjviwp9uyb53/P1g0T/BsaZeSSRsvaLcOq0FMOVGrV2Cx210wHhsmPAyWCOCsv8WM0ltRaSkyVWDXagVVj5ShAc2qGt6L285/j8J/+KeZveogTcI6wIpYSDKouf1zWYyo0XYVb5eeGuiojzvx5KKYQ4qxqIz7iszk2zTjr0MDh1WtQidrBarh9ZJx1Is748VaJ8+fO5Q95aMwlpcTZ0lxesNTVxsex63ABTG+fy5uXzsbm256PCw9djVc//B6MVDbAJE0lR+fzKEaRU5Q408RjZB8+DLfMzzUHmoozNa5BafqWCYozr0fF2XHOOOsl3wwAaiV+n+ihQl3lrrtgSTryFyqmQJw1vAxuLf4WzoC/3v2LVeG+FgAWSJNC/1aN/JjUEkMC+QfIFWeAb9cYUwg5TT5+t7Mb77/j/aJVY0BUE7UZAOw6XJAok/3Psyyfd6g4LuYkqvducGudiZVAcUYzztan1gOxNM42TewkP/bG3Tf2vgEzDwKFA+3Xj92EVrBaE6ZDrBpV0aqROcQatBerRtKIIFo1rrzizHE9WE6fCj3p9zhShUnUvdIJgWDVKMk4o4qzbPtez7Xl1zW1wh8XAwxKhOqsbh37vj2h6JpxJrFyl0DIONOSqFsOPvLdx/CWf78bNz7Qbhbr3apxkHEGQLh/0Ccnudf2/HxPOfQrjSjFWdHqjXwdYO3hhBNne5oWPWeffXbPnznzzDMBALt3716RbVrtuOaaa/Dggw/iPe95D04//XQkk0nkcjlccMEF+Nu//Vvcf//92Llz5zGtQ1EUfPazn8VNN92EV73qVdiwYQMMw8CGDRvwqle9Ct/5zndw3XXXQYma7AcYYIAB1jByhDjLL0dxNiDOVj3SuZhQYCvM1yRql5VTnFGrRgovZsANKSATrgspNRRbfrPMicSyFWdEZTVEnlGKPeSbAb56LAyBOMvnxc8M5zC8nidZl06o4swv8gVFNZtmnCVU4LFvS20aASCBBrzZ3nPOYhr//V0VZ9SqMdQhqkssa12PP+d0nRTMkjLFmb8OSpx5jr9vlzrY6UoVZz0UuelYaW1L31aNCSQkz/WPOg14JHst75HvlinOBKvGdgE3oQfEWXt/HF5/CWzWHoNMYTj3hX4RnhLSHTvmQ4ozWbEnOBYAcM6GLHZu5AscgZVUoDrLdFWc2dAJcabqcsKzTBRngdoMkCjOAqtGYtPoMR0LX/k+9v3yG1D46tdw9Gu3Y+beNqE0ykpYqJlYv0NOMsXTOuC6QnG8HjpfW8RZ06aMZpy5rofYsE842jpVnHXLOCOKs4YjtWqUZ5z1btU4O0xIbRt43g0W6rMqFPD3SvU5PscMALTRUTw8cwSMtY/lafMXtP6teiq2Lz4TDSKuitsN/OwpPvOrvZH8eNQMcXxSm8ZyHFjItN/fIs4ExVkanow4S6ys4oxaNRqbxHwzQCyGG3ZojnRdFL/zHeEzC+UGSoon2DU+VnsRdpr+WPA84HGJXaOgOEvzxFl91y4ces97cOSDH4S9JCFDaIE/lhHIPyPuk9ABJkPEWRVxgTizPRVuyOpxMQ3ctPcmQXHWyjgzRCu1h6eLMIUsTP/zSm4d/2YHKBXz4m/rgm5NM23ijB9bk6lJwEiDAYLq7If7f9i7qqFM1Bmu7TfdhEAVZ4YmWjUqZBrWQ8871NrcbGbYUetbJHL86xXOOHvgYB5Xfew2nPYn38V7v/xzOLIGtB5RseX3fyc144yOAVnGWZE/z5K59nkQZdWolsQ5PMqucbUpzmoPPYQ9r3gFnnj+C7D0la+Ib1ihjLOElsC1t+/F/7ttD259fB7v+tIDLQVvVuevtYOMs86gGWf6Rr6BxKvXhYaYk4GaNVCcPd1wwlmQerNLMh7voeW6iVjTpqBSefoy8Vu2bMFHP/pRPP7446hUKlhaWsLPfvYzvO9970MyKd4MBrj88svheX6I+n/8x390Xc/VV1+NG264AdPT02g0GpiensYNN9zQl0JwgAEGGGCtYYhYIuV7UJxR4mygOFv9YApDluaczVUl+UrHN6+OU5x1iQfxEvwbpPlmwJqxajS2b+NeW4cPd839AETiLEtuAQtJ1jXfDOhu1ejk+dcsmYRiGBie5O+t8nNVuD12Lh83xVnTqtHRJIqzR27o+BX2/rt7Xh1VnEXldpQjrRrbBXzdEM8dJ2QFyRJxqB7p6k2NSc7BJnFmEeIsUJx1sGqUZpwdk+Jsa9fPhjGSMjBKrLfAgOm6hQJp3V60iG19QyTOqOLMCxE1ieb+jjcVZx4YDk29kHv/9meNITPi77cEUV70qjij+WaepwKePw4YA/76NedBicvz2rY1ibM0q0FPOQLhE+QV1UwXMYu/9qq6nPCkVo3pEHFGM86cQHG21LZpdCyG6Z9OYO4fPwqE5tjykfa5NowSjpYamDpDPi4SaR1oFIUCZDV0vk7lmv9uqi2o4gwAYlnfblZQnKU6EGdVieKs7kRbNfalOOPnuUc3WPjxWfxv1Gzg4I9GoZGUKGuBX4+STsOLxbF7kbdrzZj8Pk1YadR0fr0Ju4Gf7BGLuADAKHEmUQU2nuBtGg+Mo2XXp8YUKKlU87cQMhMarKp4XmQImVAxHdjHQc0SwDzAE2eRirMyKYZr/D4vff8H3GvbcbHUvKf9QdKER8hOt/JcbLH8/bfriFhYpsRZWHHmNho48NZfQ+m730P+S9fjyJ/+X3GDabE6lhaVMBmejFs/1D4Xql5MsGoE+EzAxSyD4qpwiTKqbdXIkwqW4+LxmRKsiOsEG+abADyHwS3xyule4HVRnLWsGjV+bE0mJ1vWe68oV6CFFBZ1p47v7/t+bxtQlZw/FV6R2JAQZ0OEJCanJrFqJIozN1Cc8XaXJ1Jx9uChPN503U+xd94fN1+77xB++pR8LukFUcXwul0/eeoXCSFNIZxnufZ5EGXVqOZFxWoswq6xvsqIs9kP/zXM3XvgHD2KmQ/9pUjkr2DG2Y/38BbFP2m+FhVnDK7FUJqOob4UOs8GhAsAwDWJ4myjGO20GnLOBhlnTz+ccOJspPkwc+DAgS7vbOPQId9CIBfRCTrAAAMMMMAAxwLBqrEHxVmZFGJTEqXFAKsPNOesMHcCFGchksvWGGwJuRDASfIkhtSmEVgzVo2xbTxxBs+D+dRT8jeHkCR5P0NVfj8UU8DWoa1dv0ehxBlRmNHXgbUjtWp0bQ/52d4IsGNWnDUL73YtUJyRjDOlLtg0Lnj8w7lz8Kc9r65X4qzSnPMoceaGfp9M+eEo7aKoPjlBo2Z8xRmxajSSUYqzZsZZRU6c1S0H+aolyTjrQXE2nBMXahr0HjKZw2CMYTM5j92YAjBggRBnSybJ6JMozrpaNXpeK+Ps6Oi5qCd4m7FnXLGp9e/lZpzRLmlfbeYfyDdfshXP3JQTyfzmb9k+7i/Pogo94UAjBYdG2R8/NctBjHQbq5r8OJeXiOJsOEScUatGojhrFDTs+8EYSntF0sMxFQR1UJ05qJcWsDGKOMsYQD0vFCArofO1bdWYAyAqzgBAT4zChSTjjOYMheDWqgJx5tguHFssZFZMiVVjrIPijBTSS14Zn3ilgjvPJOSpw8CotV+B2PKNjWH/QgUNQpZnTP4YxewkKoZInP14N1+MDMAc/hpKLWIBoPEErzg7MN7eflVnkYozAKhXxPmCqnAA0bL7WGAdpIqzTfA8D5bL34/SYng6wReHaz//OVcwXgypc+dVD9Ppx8iaFVxTNZBzmJBz5rqeoO4NE2f1hx/mmlEqd94p/jCBOMt0Jc4ms52tGgFCnKUB3RG7kowWccbPe0/OlmE6rtBgEWRhKukct9y1GZTqPNw+VUvhuVoGq6rCAzBDnBACxRkAjLouXkCI3Bt239DbBlQl50+ZJwAFxZkqKs508rN1zqoxSnHGX4cC1W0L9QLXtHC88MjhAt702btRIufm7rnlExOyfDMA8ODBdKObeFYUtEDfg1VjciSD4LodRZy5S4vCfVyk4sxcXcRZfVco39ey0HjySf4NdC6iZG43RVoTlDRJ6SnhWhC8psSZ7THs/Z8xHPrRKJ76/jrMP9T8+8CqEYCYcaamM1Cy/P3Kasg5o6rDAAPi7NTFCSfOAovGb37zmz1/5oYbbgAAnHHGGSuxSQMMMMAAAzzNIVo1dn8QGlg1rk0MEcVZXkKcdcqWWQ5ocHSjw/c7pGCRiarTSILAVyOUZBL6hg3cskYPdo2UzBkSFGfoUXGW4147hQLXISwQZ833JzIGElm+mPfonUe6rg8AlGNWnPkFwYA4c8i+MBZ+DnjtgoWnxfFp+xXce9Tpe3penaHyvzOSODOjrBrb71d1JajLtOCGvl+fIF3oALz4cOQ5KHR6NxVnUcTZfDMLLyq7phNkijNj40Ywrf/5YDLG79Nq0xJsgVilLdWJnZUk44xaNXqhYmxCV6G7DjTP/95DGy/n3js2VMT6nW3yOKEuV3FGHhmbx2E4qeO9LzndX0Y73oniLMOqYCpgqHzBITg2tYaJuM2TBIraG3GW7mTVmM/Dc11g8SkUD8Tx1A/HYJYiSCmXcQoyt3wU41syUgvSeFoHanm4jpw4UxWGdZnmXNAsGivMhcb4fc5sHZUETwQAna0avVpNsLwEAM0VyYOyVRYtqDopzohVo4k6XIXhn1+l4CdEeaaQuYJV+GOrjY3h0SMlMK29fuYxJEx+rMTsBMoaPwck7AYemylhoSzORwJxpovHh1o17l8XIs40t0WcqU4dzOPnh0aDCTmRNPcJAEo9EPK9wHMcmIcPc8sOZx287OsvwwX/eQE+cvdHWsupzWEmtQgWnldcF5U7ftx6eZQUz+814rgw/UVuWcJjeE3FwBOHeIIzX7NAuaLRVHuMOYQo9apV/1wLg87hsSyq5DeE880AX0kbNLRVEYPGLKhE3RhWaC5kGQyHv+4CIcUZaTR6+LD/O2mDhdU8now6I3kMY84CFiKuO1HwyLVfKABXVeQVBQ3STbI+tR5Q1Na9wKvL/A3QA/MPYF9hX/cNkCnOyrxagxJnMV3l1ZUeQFPtOMWZQJw15zHBqpFeXz2g0VumVK94fKaEN173U2nzY6UH1XkUqMIojI52xysJSrSQZwLP81CVZZw1mybodSuAs7jYypgNQPNaA9QljRonC55lCTZ/NH9UuA5mN3b+ewQoaZLUksL4qkQQZ+fs92AV2vv36CMZHH0kLSoIn6agGWcsFoO2jifhVwNxFnXvPCDOTl2ccOLs6quvhud5+PznP48f/ehHXd9/++234wtf+AIYY3jFK17R9f0DDDDAAAMM0C9ySf6xsNCDVWOZZLEMrBrXBobW8cXJwrxo1biSGWcAUO9gBWmSIkSKRbzXEG1ZViuMHXzOWWPvnq6fURWVI8+y5Pm3kOrRqjFHCsS2DTdU3I1SnAHAzufwOSe77jjck3KJFt2Wm3HWUpwRlZAx8xP+/addhTvxDP4rCvvEfJMIxImiLSrjLCgSN6jiLGTVyBgT7BrDVo3GKBm3iWHYjiJ08nfLOIsqYM5FEGdmD0UzTeJs0W++WYAxnT+PFxx//YLirErW2YPizDNNeM3vSxgq4k3yopxaj6XhM7n3PmPTY2ChouxyFWdlQXHmf89pE5l2kVVQnPnHbsd406oR/vfFdb7gZ5r+77PyYhFV1SJI3A4ZZ9SqEa4L++hRzH7tPkz/ZASe3fnx1wkNHlZbgKIwbDgtJ7wvkdaBekHo3G80x/tkNg41sLgMFY1jjJ/MzLqDYjrGEcxA94wzqjgDICUPKpZEcdYp44wU0h3FP+9dheHjr1Q420aVzBVJqhgcH8OuIwUoIeIsYWWgePwcYTgJ1Ax+Pyaa9qN37RVzzhRCnBkGv6/cRkNQNh8IEWdMtVvEGQOgkUJo3U0L+yxpqO3j2UQv7gS9wJ6dBYhN6bWL38J0eRqu5+K/Hv0v/GzmZwAkKhK1iNQEv6x8222tfy9U+HFSiG/ChZlvYEeMv46MuQq27a7DDh3/xYo4xoZT7fnfLYmFZo9aMVMVh9HdqhEA1jdzzmqef27HFH7esATFGR37LnTW3H6SH/jIdECc8Z8IrBqVmEhAT7pLmCv1R5K4RClmbNvKvXZMBTMkxVZhCsaTzUJxc059QbWGEYe/ht2458buG1CRKc4IceaIirO4rkBX/Z2jAVBIN4wRUpzp5H7WCoizZJeMM+C42jXunivjV667q2VLKqzKXD7J3akYftJyzijRQq6/jaoN1+bvHRIZvTX3exGKM5844+fTKOJsNSnOZBbwnkCckeM4RNwEerRqpMc8qSclijN/31DibFjCj80/lMXCfSdJubjKQMlPFjOgjRPibO7kE2eRVo3WgDg7VXHCibPf/M3fxNjYGBzHwdVXX41/+Zd/aeWehVGv1/Hxj38cL3/5y2HbNoaHh/Hbv/3bJ3pzBxhggAEGeBqAWjUuJ+NsoDhbGxiiVo3zK2/VSBVntbj8IRQAzDhfhEgrYkEJwJpRnAFAbPt27rW5t7tVI8DnnFGrRiubRI5a/0hAM84AwC3kW/+mmWdqiDx5xuUbOfWUWbPx+F0zXdepxKnirM+O5CZxZgUZZ0Rxps/+jHvNznkNDhvbUPH491WfuLWn1VHFmeM5sF2xyBTMeRbNOCPEILX5cZT2dukj/PmH5CgaVXFdQeGGZjZ5rv/5pSjirOjvaxNyJUEnSBVnfeabBRhi/D4owy9OLhISrFBJwgmTCK2Ms5BCRxVlp4HqLKGrLYLh0NTl3HsSSgGnDT/CLyOWZR275a3234qUOGsqzsbToTFH56Tmb9k8moTCvDZxZpBMKY/BsVzYBbFopSp1QJIhU6YZZ8Ptc06THMcDb/01LN4jfn+86YQShmO2f2vaKaBqOtKcs8CqkRYg65p/Pk3lQvs6VDQ2CAFg1mxUMuJ8Trv+w5BlnAFyuzqfOOtNceY6rrC7A+IM8MmzT4TIM5XYlG0r8QUtbWxcUJylGzlhvTE7iTq51AXjmmbHACJxphPirLF7t2ADdyBce2NWK+MMAHSSc9bwMkJRnzEmqM6Ol+KM5puxZAJ31XZxy2476JNhAumk5JHewJ/HlR/9qEWu0zzIoUwKbGwnrhz6BEY1/lq8zVTwwy+3s+EWK/y9cDqmIaa1971TFIuEQgG7J6tGcaxPNomzKprEGbE5tUNk2FIGMMjY11kdLFCUGYQ4a1pSitcJB57niYozAOvcpVZjRq+gavPY1m3Ce+Yb/MAfS4xBC1TdTaWcDuDlRHX2zT3fhON2IS6qIunc1apRU8AYa9k1UptGANBDzzuC4swNrBqJulxPAuReA7V89Lb3gaeOVvCGa+/C0Q7Zp5VjIHlWneLMsQFK2BHijJ5jAJDMGi1leJRVo1MoIC4QZ/LNWE0ZZzLiTFCc0evg0PFUnPHXguC1oRpcc1osorwwd6+Bxc99vqf1n8qgGWdKLCYhzk5uxpnneZFWjVF5iAOsfZxw4iydTuO///u/oaoqqtUq3vWud2HdunW44oor8IY3vAFveMMbcMUVV2B8fBzvec97UKlUoGkavvjFLyKbje6OG2CAAQYYYIDlYjkZZwPibG2CWjVadUcowh5vq0aqOKuItc0WGjH+1iylRrx5jWScAYCxgxJn3RVnAK+OyZK6RXIdyYaKgJJOAypRQIXIMlFxlmv9OzeRxNbz+K7pn998EF6XnBNRcbY84syu+fknDlGEGaz9YOZpCdw+k0CpWMDPXV7Z9y9/9Kv4pV/6Jdxyyy0dA+ypLSYgt2sM5jyqOKPWKtTWLqw404fIuZUcE4hroN3RTrNFlqs4W7ZV49blKc6SpEO72lSaLSh8kdL1FBSc0FiWKc408dgFZGzS0BC3TVhaEjMTF3HvOSfxfWgmXzjtT3EWbdUYHIexdKgQGpFxFtNUnJZToDH/tyfiYmGhUbPhEhKbKZ5PGjr89dixXdSKJOcplHHGDANKhu/yNveIc87Q1Vdgyxf/W3ivGyLORlgJR8sNac5ZPFCcEcurenO8b8iFztsQyU8VZ42qjVomB4pO1yG3VgWDJ1glSokzswTQ8zkmJ84cWxxrDuPPz4A8O7zThkIUZ8MmP5600VHsOlwE09sFyZSZE9YhJ878775zj2g3p7r8vhGIM2LTaGUcNEKKNttrtBRnQJTiLC+slxJnxfrxUZxZh3jiTJnagBKZ++484ueH1crE5lApIr2e5N0VCqj9/EEAwFFidTmaigHrzoKh1HF17iOIM75YvPf2I3jyHp9coYqzcL4ZADgSxRlXwPY8CXGWFuwmOynOWsQZyTkLFGfFBGBpTBj7RtgSNUSyOa6HXUeaxBm1FXY9OLYLFhOJs3GngPlif8SZV+Ov/erYqGDXmK/xY2oyNdl+EWpGeHWJvwmaq861xkQkZBlnFZ7cbhC7vVgzby0Y64ZEbcRbNZLrPQw4niYqzhgTc86Og+LswEIVb7j2LoHUpFmq1WNQnEVlnAFA3TkJxJmsOB/rTJwZcdW3tO1i1QgABmFLIxVnq4k4q1ThgWFpaCfmxp8Nl2k9WDUSxZlVFe43ZKiQRou4mkCVELNhBVrWaJ/zsQ7DcPZv/gZLX/pS1/WfyqAZZ8yQKM5OslVj3anDg/yZamDVeOrihBNnAPDiF78Y3//+97F+/Xp4nodyuYzbb78d119/Pa6//nrcfvvtqFQq8DwPU1NT+MEPfoCrrrrqZGzqAAMMMMAATwPkSGd3vgfirEysv9KSDJQBVh8yw3GoJIid3v8ed6tGUlAux6JJDFo8TJPcmxYkQeCrFTFq1bhvPzy7exEj6NJkrocsqe8PTWzqad2MMUF11pE4I+995pV8R2phrob9j0hyQ0I4dsVZEq7N4FoKXEWHpxB1Ragg+MN9wAuvejnKS0dxn3ca977nTin46le/iiuvvBLnnXce7rvvPunqeiXOgkKARTLOXEKcacSqkcs4S5H8m+SoYJWqx1Qoqn+OClaNoYyzYrGIXbt24e6778auXbtQLBYxGyjOSHZNLxabqsyqcZmKM43kRFWbdaeGApTJti3ZoTEmyTijVo0A4DYLsr5Vo4nD65/H7WcFNs5Nfk/IkKHEWZTdDIDOVo2B4iwTVpzJM84A4KyQe2IyLhYWzJoNlPjliuH6xU/S0U9tGgHeqhEA1BGR6ArAFA+TF+ax4W/+FkosBpUUssOKs1EUcbRsYmxjWrCvSmYNP+NMsGr07yc2cIqz9vYYTFScWWl+GxhsPy8wAoEdntYDcVY2JV30EYozmm8G8IqzAK7C8O1fcBGL8ROzQ/MSsznMFOtQtPaxlRNnCdTJZTfRPO5PHa3gcL69Hs/zoLr8PRu1amw8/jj32hkmGWY2T5xRxVndzUjVMFmSQXrcFGcHD/HbN5ET3vPE0hOYq8yjXqHEWQF6ykFsK18EDuwaaZPBaNoA1vlKy6w2h1/I/R0Afv/c/LlHMX+gJHyWEmc2IbsBYk9o1bg8TgBSxVlSQpxNZv3zJ8qqMcgEXGxOO9SmVI8gzvYtVFpFbouJc6tVd6DExfNo1C30b9VIrv1KPAF9cpJbVqPEWTL095DN2+mWhbPjvH30Dbtv6LwB0owzXnHWoBlnzfvjbLOhUDgyjFeVy+6XTS8BpMaF5ULOmYSc7geHlqr45WvvwpECv5+ftSmHN13MN70cS8ZZJxXJSVGc0XwzQHgmqBYjyOnmdTrKqhEAdDLnR2acSa4XJwvzBwq49/w/wP3Pfg8ePufXcf8z3wmHqDQF4mxI8hxBiX4CmdpIgeS6GyLOwnaNsS6OjDMf/Avkv/a1zm86hSFknBkx6Ov4ee9kE2dRajNgYNV4KuOkEGcAcMUVV2DPnj349Kc/jWuuuQZTU1OIxWKIxWKYmprCK1/5Slx77bXYvXs3Lr/88pO1mQMMMMAAAzwNQImzQrW717igODMGirO1AKYwZMfEbuIwOmXLLAfUqrFoRD/AV0iVgn62BVqkXsUwiFUjLAvmwYPyN4cQFPnTdYBEQ2Hd1GmST8ghEGchsqyT4gwAps4YxugUfwx+/r+dt53FiR2hbcOz+lAmaHHYETaNAN9Jf92dfmHMbVRwn8vvkwunVAQc8SOPPILLLrsMP/zhD4XvkxFnspyzitmb4owSZ07IblRPku9NjaJBrHHDhTihYNXM1jp0NI+RkRGcc845eO5zn4tzzjkHIyMj+PI3v+dvP804W67ibJkZZ6jzBaVKaAAvqPzfOOJMojiTWjU22laNSbuBQ1Mv5P6+I/4TpNQlwZqI5tn1rjgjO7SlOAuNHUrm2zXfUgrAaUPt3xBL1cGIFahZt+ER9YpqNPcTGYuUONN0RZiztRFiExYsT9rY8qKjGD4v2ZpDhfkhNHhGWBEL5QaYwnDe5e3jlMgavgqtnhcy0wKrxg0RVo0xhSjOajasZI5bpnqdi7EBcaqSoq2Y8wRUZEXfiIwzmm8GiIqzAAdiOjIjfJHIJdbC06yZIxa2apQQZwpUNHR+HgoUZwCvOpORe0aMn5PqT/DEGYb531B36jxxRgphjR4VZ6XjpTgj18PCqPwe5a69dwuNPgnF37fpSy/mlpdvvx0AcJQoccbSvuIswFTsEZyf+U/uPbbl4jv/+iAWj/Lzwyghzo7OHxC28anZR9svpMqYrERxJlo1thVn/v9jjP+ugDhbyPjnKx37hhLa9pBV48PT7bmVXicA/1rBNA1Q+fN6xC1itk/FGbVqVBJxaOt54syu8tfL9amQApmoiF6d4u+lbj5wMwoNkbxsQZpxxhedZVaNAEJWjfxO0mMql5tJrRoBwHSTQGpMWC7knB2D4uxIoYY3XPtTTOf5fXzuVBaf+7WLMJHlxwNVBPWDToqzk5JxJjuvulg1JrPNczeehed1Vpzp4M/PoNePZjyuBsWZZTr4ydd345vXL6IYyj0u5HZifjG0vTL1K804A8Q8UPpnmdrIlSi9o4gzi/+sGhP34ZE//b8o3NhDhuEpCDHjTGLVeJKJs07n/EBxduripBFnABCLxfAbv/EbuPHGG3HgwAFUq1VUq1UcOHAAN9xwA972trchJglnHWCAAQYYYIDjiaEEXwzoRXFGibP0wKpxzWBoXYSKq4njrjgjVo0FI3p8VQyqZIywqV5DVo3a8DDUkRFumbl3b9fPBcTZkKS5dsPUmT2vv6PirEPGGeAr1p5xJd+VeuixJSxMRxdSZN3qVJXVEXoCds0vptmqWEANCoJVy8NNT9rN76/ifncn976kzvCMifatfqVSwWte8xpBeSYjzmRd1EHHtilknJHiPbEbDcg/lkhAJbZgSI4JarCABHE9V7RqbCqdXMWAA76I4zgODi74D61UcdaLVaM+NQV9y+b2dpx5JrT1vVmCUjSInVo1tD0LhAVe5BRnEuJMAZhOVH61wKpRxZSbRCPOn1/PSH5b+B6g34yzdnFAsGps5tiMdco4A1oFvu3Z9v43kg40UnholOpgZb7goBrN/US2kVrrpoZjXCEXgFBoAYDURB3bXnoUiVELGGlnDSlD0YqzEdZW3Vz48q148VvPxsWv3o7Xvv9CnyDuYNU41YfizCMFZa2TEhBtOzyac2ZICnhlms+jxQFN/nwtJc4kijMAOKjr0BViEUjmkj1ODIALFlacSTLOAMAhYzPIOAP4nDNbQpzFCHHWeOJJ7rVKiLOG0+AyzjSqOJNknAGi4qwosZldDmgjyUxOrkq/f/9DwrJ4QJxdcSW3vPHoo7BmZwXV2Fja4IgzALg4eQMeM/gxV15qwLljnmtaERRnRbHIfOuT3wtthCQDTU2JqjmZ4qxJnNUirRr98RIoznQy9nnFWftYB/lmAGBB4CFhNe/tlRi/TcNOpW/FmddU39XiIziw6UU4Us1Bn+SvKUqFn1s5q0ZChlwdm4CutMeg5Vr47lPfla/cseSKrm4ZZ2qgOAusGvmPUytmzVAEW0TTSwAJ/poEQFScLTPjbK5Yx69c+1McWOTH7Fnrs/jPtz0XQwkdCZ3fzmOxalx1GWcNcv+pxQGVv0eoEjvjRLatOPNcABEqMgDQHf76HHf99+ZIrEH9GMjI44EDjyzgSx/6Ke7/wQFZFCoWiqF9YtUAmt2bngAYcYvpknMmUxu5rjh/RRFncfL4l9lUx9i5ZJ2eh8Pv/wCK3/lOx205FeEJGWcSq8aTnHHWyalhkHF26uKkEmcDDDDAAAMMsBpAM86qpiM8TFKUBxlnaxZD6xKRf2NMLAwcK6hqrNyhJ6is8Q+iqYgsmrVk1QgAMaI6a+zpTpzFNb9wNlTln4jLcWDL6A7ZR6QQFWe9ZZwFOP2iCT/PKIQHb45WnbGEOL76yjnTE7ACxZnGE2cMDlT4BZGbnrARiLU8s4olZLHH5Ytyl2zkx3KlUsGb3/xmLvNMUzQojH8k6GTVaPZp1eg0iTZ9agNYjc/cQnIUZpUQZ82CXdkqC529XkhVoCbEc0NN+YU5qpczG92LZowxbPrX/4fs1S9D9hWvwMZ/+phAyPQCz/WEHKJKiDhb7KQ4a5QA1xWKN4w0EnpNJUPCULFJ5YsKQ5WnMGk0iYNGEeGKErVqtFwLNi0mtf7YgThzJFaNMjK/aSm1Jdleh55yoJJcmNrsIpQKX3BoKc5sfnyVl/jX4XyzANlfeCn3evSq07HphYvQYs3vHN7aXk+WKs54q8aFZkaUoio447mTeM4vbG2vU2rVKFGchTPOiOLMrNnwiHWi2pU48/9OiTNpxplT48+iCJtGoD/irMYAS+HPNCdMqqsqHrQSYGoFjLW/V6Y4AwBb5cdPIvTb7tyz0JqzLEmxNhYiOeyjR+Es8BZ1eo4ozuw6lFQXxZmkqJ8RrBr987zhNPDx+z6ON3/3zfi3h/8NrtefhRlVnD2Vkh//xw7zhGCMlaAyB1A0JJ77AiGvr3z77a3xG2A0HfPHf+jawhiwkHoUB1V+3+pLFl5c01vs0kiaLxC7JZEYe2D/T9vFQ1qEVnTU6uKc2jHjLLBqJISzrQdWjYHirFPGWftcfORwiOxjADR+ewJ1Mp1zs04F88X+1EVuvQ5TT+HuCz6A3Tv+D27bNYKDxun8dnYizkgzwpBl4srNPEEaadcYpeaqLrSUwIBo1RgozjJNMpoSZ1RhxhiDQQ6fpU8IRA4ACXHWv+LsaLmBN1z3U+w9yo+H0yfS+M+3XYRc0t+YFLmPrxwDydNJRXJyMs7I9kieB6pEcda2asx2tGkExMaNeHMMDBF3lpOlOKsWTfzgs4/gW5/4OYpHo/f/Ui10/yyzYIznRPeOehfiTHJtdh1x/grHOfCKM/59iuph7JwyRs8i2+e6mP7D96EocYk4leH2kHHmVqtwK9Fk9kqjk1Vj2SrDcU++EnOA448BcTbAAAMMMMDTHtSqEQAKHVRntuMKD5sD4mztIDceTZwZCW1ZxfJOoIqzSgenyJJGlIzxiKyeNWTVCAAGyTkz9+zp+pmgyJ8lz0eFJLA5u1nyCTkoGdZPxhkAaLqKcy/jLV0e/+msYIUTQJG4JfSVc9ZBcWawWqu7+8u72nOU2/ALeveTnLNLNorz0sMPP4zbmvk3gF/4oqozqVVjI9qqMUzE6TTjTPG/W5+aAiokcyU1JmScBYpPWedmoDgDACUpqjHVtN/lvhzFGQDEtm/D1Ec/iql/+Ptl55vVqxY8l19/VYlWnOXtjfCC7m+z3Cw28+9REiQ3r6k4q83VkNH4Mbtt4X/aLzyXs3VKSjITI21nOKtGecbZGEecSeak5rrXJ9pjVdE9aKSjvXZkAVqFZJzpEVaNhDij+WYAkL36amz81Kcw+va3Y+uXvoh1lyTAccPDbcUZzThzrbDizM84i0S9AI8qzlpWjaFjFssCTYUkVZw1ajZAGiSMRueiUKBk0UjRVkac2Z6LRviaFqVihkTNxTx4LJoEqqn8vjmU2dD69/Av/zLuL3ic2gyQZ5wBgKfwY1N3HWiujSuU+/GJ2h+j+oXXA/mDMBvivVnMaM9JdZJv5qoKjBQ/xzieAy+kDNZJMbQeYdWYJWr0Yt1C3a7j927+PVz70LW4b+4+fOzej+GWg7dIf6MMTqkkXIcejS9K3ytYHCrNa1lyFEzXkXr+pdzfy7fdJozf0ZQBKCowfga3/DTlIL6ZMlEgx/uZpoYtTTtSatWIkjhHs3oD39r7Lf8FVcbEMqiVCRHLgHhKvE5Ntqwae8w4sztknDWtGj3Pw8PTfGFcIwSL1Sx4K8RymbkeGkWJ9WEHePUaFkbOhRNqWDhQ4S0MM6RezivOyJxqlvHqna/mFj2y8AieXOIJVQBym0Z/q4Bq+2+RVo3Nsa4TZbessUzX+euraUzIVx1qIACwLMXZu7/0AHbP8eNq+3gK//XrF/ukcBNJYp9f7aF5JgqrTnFGM84kau8aUZwlAzvUWLajTSMAaHV+UAYZZ1RxZrseLOfE5Zx5rodddxzGf3/wLjz5s9mu78/bof0iU5LFMqJtcZeMMyHfjCkwLfGciLZq5N+naB4YA8afUcLIq6/g/+g4mP7996J0S+/Xk5OBxc9/AU9ecSX2vfGNMA+I9r39oBerRuDk2jV2zAYGULFPHqk3wMphQJwNMMAAAwzwtAdVnAFAoRZdLJOFTA+sGtcOOlk1Hm+bRkBUnFU6KM4KGj/u0glJTgSw9hRnO4jirAerxrbijF9ez8ak9oJRUHNyq0a3XheUYDLFGQCc+8IpKGq72ODYLh750WHpe1lcZEb7U5wlW8QZtT7Tmb8zKqaH7zzZfjB3TX85zTl73ia5evJTn/oU99pQ+YIo7aJ2XK+VEUKtGuF5XIYbLUQ6ze82pqa4gh0A36oxgjijXd6ex4CQJY6aJCSnqrWWNUhdyHU8aTbSSqBWFAv71dD2NBL845eNGEpO8zw3y9IufJbg56wg4+zJO45wy41GHlOVe/gPhzqoacYZ0Ik4ay8vC4ozvxDMFdJVjVOxAGgVznNKezwxBqgeT37VF/LQq1GKs85WjemcvBMhc+UVWPf770HiWc8Clp7i/xhWnAlWjeGMsxKOlkX1ZXvDZYozHZm4xquTFKWV70MJALNmg2l8gdyol+G50eM1yqpRRpwBQDlMnPWhOPMk+XphlDR+rO/NbcYHX/kBbP3aV5H7oz/C7rkyl28Gj0UqzqCIDS3r7QV8Uv84LlCeQGrv94Cb3ouGKd6bxUPNCo3Hn+D+VhsykBQM+QA7dHw0UhhveJmeFGf5WgXvvPmd+Mnhn3DLf3ToR8Jno2AdOsQvYAwPafKicMLir/tt4syfP9Iv5LMOKz/5CQpF/re1yIV1Z3PLz2AHUVWAG1ImoPJj+vRmYXgkxY8vVhHnjpgFfPnxL/vNFLQIHUsLDSfxlA5FFUtSmbiOdExrWzWSjDPRqrFDxlnzHuzQUk1oikuQfMSgyUKYcx0GVp7jmkS6wa3VYZF7tYbLj6HRTsQZJUQaJVyy/hKsS6zjFn9/3/fFlVcXxGUBQnaNJiE+Ypp/rANb0m5WjQBgkIYvUxML3QBExZnMSrID9syXccdu/h5i62gSX/yNi3n1M0TF2SmVcUYJaUnTSqeMM3rNotCqee51izhLisqq+glSnS0eqeAbH70Pt/znY2hURRJ0PNvAWY99gVtWctMtIlxQkmlxQDOEppWuVo2ENElqSVRN8Vpdsxw4zQaqrNG+x6DEGdP89zAGrHvjVRj+lV/h32BZmP69d6F8x487btfJQuOppzD7138N+8gR1O65F3Mf+9gxfR/NTGZGDEoqxVkrAyeXOKtZnc/5Qc7ZqYkVI862b9+O7du3YwfpMA6WL+c/+l0DDDDAAAMMcDygq4pAfOWr0YqzssQrnz6kDbB6MdRFcXa8oas6R/R0UpzlifVVKhVRgFhDGWcAYGwnirO9e7sWoFqKM2LV6Ob6U9spglVj3v8/yTcDoomz1FAMp13Id1E/dNshqbUZUxQw4l0UKIR6ghaH3bRqtDVaDPS/56Yn2zaNAOA15MTZtmEFEymxSPL1r38dxWK7QBBTOivOKqE5z1TERoPww66u04wzf1/oGzaIxbzkiFAEiUURZ7aB8KOLkuAJj8CmEQAsJo4tmqUmg206eORH09j148PSY9sLqEVSnXlwQ4cgOxxr5bgFWHJCOXqlGf4LmQKFFHHdWh3Voond9/AF9qnDP4JKyIxwzhnNOAM6dMyHOquLhDiDE0cmriFOcmQEQr95DBkpRqng11lfKsOo8QX+dsYZGYt5/rMyq0YOngcs7eOXhYgzpZtVY6kTcVYQipB11eDzzQI01RYGI7aAVRuM2BTqdk06PwVoE2fdFWcAUAkfP9phH/5eSpwpnc+BIimYGwDu00cRO+ts7JmvwHY9KHr72CesNBRPfq/EmNjQ8nz3ISRZaP/v/zFqdf542MzkiP8GUZzZQxpikmuNHbKc61lxFrapYyYesj+Gu47cJbzvybxEARQB8wCx/V03hroqL0bHBeKsuW9TowCA9AtegHDglFetYefMbu4zY4Hd4jifE3qa4hN4c5qHxU38OBpuTmBUcaZWxLkjZgG787tx39x9EuIsixpRwMlsGgNMDsXbVo0RirOFplWj0YNVYzjfDPCb5hLEcSK4TiikAcZ1GHLeUsdnAwq3XhdU45bDz6XJBpBo+ONTV3SMhPMqhfm0DFVR8ZKtL+EW7y1IGpFok0oY5XbROUpxlmmOdZ1kYelxCXGm8uekqUU4JZAsx36tGvcQpVkmruG/f+NiTGTFm+oEyQU9loyzTrlFMqvGuuXgXV+6H8/8ix/gHf91r2Dtf8wQrBrF5wEh46xl1ZiBa3cuASsVXvEaC6waJU2mJ8Ku8ef/exDX/9XdOLJbvCbGkhqueOOZuGLbAaybuxfMC20PU3D0YHNfUUIscO2g18NuVo2WSJzRzPMAwX0zrzgjbgIh625mVTHxJx9A7rWv5d7jWRaOvP/9/WUlnyDUHvg597r+8CPH9H2UOLvhwLfRcBqC6sw6iTln3RRng5yzUxMr1h6/b98+ABDsjoLly8Hxtk4aYIABBhhggABDCZ17uOlk1Si7SU4ZA8XZWkF6JA5FY3BtsZgWWwHiDPBVZ0FuVDUWfT+zpNaAkDVOOiWzvGFrjjijijO3UoE9Owt9cjLiE211DFWcqSOS0PkOEDLOmgVpao8FxgTbtjCeeeUmPH5Xm9SoFkzsvncOZzxX/A0skeAsRwKFUE/Qk7DrgeJMbj/15Uf4+SlQnD3hbUTJSyATKhpesknFDY8RqzLHwfT0NLLN3xvT+KIjzTgLz3mC4gxNRV0zX0dQnAVWjeuGgUNk7kyNwazxhQojGUGcWfy5SRVngU0jAJiSU8ysO0h04Vy/+/8ewoFdftFo/0MLeNlvndf5AxLQTu8KIfEmcwkMOypm9rZ/96K9EVti9/kvitP8F8aHwOL88XHrNey6Y5qbw5hrYerwj8FIrl24YGQoBhSmcBlMkR3zTULNBVBW+B3quXGMZyUkTSzNF2yDznhaQCcNAo1CDfE6Jc4iFGc9WDXyH5gVvgMjHawaQ8RZnFmoVKIJLNTycB1+f9c1A1tkxFkiBywBhkxxluRJI82uwllchDYsL0AHGWeaTRVn8q4M7vh1UpyRop6ndC6KLmo2wluoewyW42GpamJXk6QIK85SZvS6mScSZ2c4hFQyy2hUCYGiWNBDZH79CV5x5g0xxCXEmRWap3SqOHPT8KpLoNNIoMIBM5HY9B8oK3Ll9J78Hnie11PtwjrE/0ZzIgdATigkbH4Co4ozbXQU8fPOQ/3BB1vvuWj2UTywrp2rFa04OwTfIpZhj2UifJUdbZI9IyHizPM8aBWxkBtvXpquf/x6PCfB53nBSAuK3JaFnAST2TiqR/3tjSt8MbKdcea/pqQxb9Xo3y9x+WYAzp3KwigRq8ZAcUaIM89hGEcec6UGhqllZQS8Wg3OEGlKkahTRovAoXFgIjnB540KijN/H+zI8Y1IB4oSe7ReFWeRVo19KM6UGoD2PGoqUcQZzTjLR2+jBIeW+GvVGRMZPksyhOOZcdavVeOX7zmIGx/wHQm+89AMLtw6grdeuk1437IhWKBKrBqprWugOItlBXthCrWwAISGvwEG1ZMTZ3Uyns26jcfvmoGq+5mgqnZsOo35gyXc8RV5I8JpF07g+b90GpJZA3N3V6G6FpKVGVTSbWv1uQMlrN+ZkxBnzfFKbe8bHa73kCjO9GQkMVpp2MjGdZ44I4JpRQudYGYFTFEw+cE/h2dZKHzjG60/2fPzqN17L1LPe17H7TvRoMqvvtw1JHCJovxLe7+On9y6gD8YHwNCPMJJVZx1UZkWzc7k6wBrEytW5Xvzm9/c1/IBBhhggAEGOJkYSuiYzrdvhjoqzshNctJQoSiD5o61AkVhGBpLYGlG7BpbCcUZ4OecLdb9gnwnxVmV1IBTocyYFow011W+FqBNToIlk/Cq7X3e2LOnI3EWlXGWHI/+jAzqUI577RTy/v+X8txyJZsFU6OVo+ObM9hwWg6Hn2x/7sGbD+L0iyaEAqkSiyFcTuhLcaYnWqoXSpwZrCrYNAKA21ScuVDwgLsDL1Afbv3tko0icQYApVKbzOiWccYTZ+I5Eu6EpYU1t0m06SMSi9TkKBo10t3cPAfni/yDsWvy36t0IM4sAC48KKHS99JCoaPatDBfbZFmALD3gXnUKxbiqejCrgy007tKiLMNQwkM6zpHnC3ZG0MbQqzb4kNC3o5TqeOhe3iCbWLuXhhWCYiR7Q0pzhhjSGgJrhAoLQK4botsqjIGj4xvz0lgLC0hrCSZPP428IUET+HHY6PcEIgzJSDOQmPRdT1UC8TOtpvibJHYNKoxIN2eQwQrV5Mv9LnliAK058Gr5gGXt9NtqAafbxagWTSOUcVZzYZh6wjn2ul2Fc5StBojyDijVo2G24PirEPGGVVZOip/nHKxHPKNfOv1Ud3hiLOgBjhbbODRI021YSjjLNKmEYDhJODENKihueY055DwPrPE7xcnRJx5tg1zN6+wUodcqeLMDM1TGimGOjBgVyugZ34mrgGsgcSm/4CWIuMqhIpVwUxlBuvT64W/7TpcxLU/2ovhpIF3veg0mAd54iw/yo+dLdkt2F/cD0Bm1RgoztpjMP3Cyzji7MLZx/CZ814FAIjrClJBBuW6s7jvyrIqJrGIGYxiV7mGC9EeS2mPwfB44sytVKGIu7WlqPjh/h9iYVMOo9wfM0JjQTfF2UHP3x/UqtHWkqjprHXPZDjyJhP/hX/teXiaL4qfs2EI+j7+Xt9qRCvOxlkec6U6zpjsrnr3PA9urSYqzhoelJgLtxFSthY9HBpnvE0jEDmfbsps4hYfKB0QiVqaJxpGpa3WaNg8oWQ0bTPbVo3dM85obqPJIvaPkHHWn+Ls4BJ/nm4cjr6e04wz03ZhOS50iS1oN3SyXpMRZz8mdpJU6XjMoBlnRJlomU7borCJJKc46/z8oCzNAmTqinttMjWMsOLM8zx8858fwOxT/u899NgSXvK2czquqxsOPCKO48xoHC98wxnYck57dnGbzxaZ8kGOOJs/ECjOqPq1OUbp9bCL4oySqAktEa04a4iKszgpLfDEWfOaqShY/1d/idoDD8B8qn2dMaensdpaJimBdSyqOM9xAJvfl5YG3H7odrzEG0W4DeOkZpxZnRVnA6vGUxMrRpz9+7//e1/LBxhggAEGGOBkIkfsWvJ9KM5Sg3yzNYehcTlxtpKKswCdiLMaqSFl0uvhK9BCD1drTG0G+AX72LZtqD/StvEw9+wFLr008jMBcTZErBqzE5tkb48EtV+MUpzRAroMz7xyE0ecze0vYWZPwe9oDYElSLd6X4qzBNymZEqwamQ1fPsJGyQWrKU4A4D7vNPwAvDEmQyZTPthvlvGWTlUhJEqzkIPyxqx7wty2vQh8jktARipyIyzg/N8QdklwWVqghBnqZBGggGm5yLO2tty5NAstp4ZTbqGiawApYV638QZLQxXSZ1uciiOYWItxRFnVHEWywpF3P0zmkAgbTp0KwDAIzahtBAUV+Nc8UdqOxMi00rUphFNxZmMOJNk8vj/57fB0sQu9aEGvx0yxVmtZMJ1+fmgq+JMsGnc4meOBeshijNKnKn1BdiOC40WXO063IZ4n1BXDbkKomXVyBferLoDva4CaJ9jml2DvcgTymH0a9XIZdR1UJzZJAfQZfy5eebImZw14ZxuI2wOG4y82VIdu47486wSVpw1IpQoAGJOEnZc54iz7a6Y9WVWCgDa57WtWK35y9y3j8tbBAAjZ0MFoHserBCxYMaUlvErVZwBQKNiCcSZoVtIbP53aMl93PKskYXlWhwJ/WT+SYE4q5kO3nDdXa3GrNliHX9ErBpncvz4vmDiAuiKjt353RLiLO//Ixkizi57IY5+4l9arzeW57G+fBRH0mMYTcXa5MrQRp+YCRX5zlAOYcYdxQJc4bZjxGE8cVaSF5iDDB/btfGNpYfx69wf+yPO1g/F8XiQcaaIx+hoLg4wf4VUbclZoho+cUYJjHM2ZGHM5LllZpTizGYYZwXMFXsrDHuWBbguHE1yTqZ1IHRNHWseAoE4i1Ccbc5s5hbX7BoW6gsYC2fidlSctYkzqjiLEcWZcA5InncMjy8Um4ggzo4x4+zgIt/ksUnWjNOEzD6/ajoYSvRPnHVSnMkaTx6f4ffHcbczpFZwZJzUSPMOEFKcxbNwuyjO2MKMQJzFPIaEriKuK6iHrhPhjLOF6XKLNAOAJ382i8tef3rf91BhhL8PALacN4qX/vq5YoNWQJyVDmBm8uLW8hZxRgmxwKKRWjV2yzgjpElKT0USZ8F9c5g4M8hbWThHNESIMlWFsX07R5xZh+W5yicTNrFMPBbFmSfJLzWb083jyhxPnM2dROKsm1Vjh0zEAdYuVizjbIABBhhggAHWEihx1o9VI81HG2D1Y2id/IHbSK6Q4izUEUpVZWHUSQ0pGcuIuRASW5a1AIPYNTb27un4/niTNKKKs7EN/WXeUqtGN1+A53lChlBUvlkYW585hgxRBPz85oPC+5QY6VZftuKM2E8pNXx5lzg3eSHS4X6Sc3bBBhUkdgyapmFqqt2VGydd8Z0UZy5TYCukaBF6WNZjJONMMcASCagaKTg2VRJCxlnzHMyTgHqnTrIhknzBQ0vzRTnT5fdTqRBd/ALEAg0AFBc6W7LIQItWguIsF8fwen7+WbI3oiWKKUisGhM8EfPkLF+YHMrvRqbsj0NXIM7y3MuAkG5tr0xxFgo/p/lmnscAN4bxjExxJmby+NvAn2sNMs1aJpAyKXEWZJy1xw21aVQU1u6kj4JAnPGWWWLGGUNYoDSMIpZkCvRaXlqArGsRGWfNeTymiEUXM88XrzWrCmshuvAdnG9UcRadcRa2auxdcWYz/nefNcKrlJZ0Qno3d9xsoR5SnLXPq06Ks5idhE3upVKSAlWjwhelbcWCpvifq5N8s0p2BOmYv4/ihHCtG+19otk1wON/e73KF7srVgWfeuyPBdJsyBjCZ1/6WZwxfAa3fE9evL7du5/PyPrfx2ZhEqvGp9L8+bg1uxUXr/cLwSJxFlg1tpsG4uecDXWMV0FeNPsogFC+GeCr1onq7HTmb4vDADvBz/ETUJE02sucoryrPhYaMl8t7wa3F2NpVKmFXCerxqE4qgFxxsRi5GK23UREx75vHxj8MYm5Yh1zJK/wnA1D0OP8mAuUOgq1x20qzmZLvV3LvSa5TVXjAADSdDBa9Mfm+hRhKyIyIydSEzAUft47WCL3IR0zzkJWjY6cOAsyzgSrRlnGmcvP75YXoQSj97JWlZvfu+EQUZxtGo4mzpK6eC9fW4Zdo+Va0hyzAPRvVdPG/kV+O5ez3o6g6ikyTmjOqqopMILjFsvCo4ozeo1fWhCIqbjHENMUJEhjVJgUnNsvzgmy+6pe4XkeZvbyY+u0CyakqseAOMuWeNvSpSMVWKYjzVvk/h+gW8aZ1KpRfnyD++as0V5HvJNVI7Hg1DfwjiP2aiTOqFWjacJzl5cPTPPNAMBuHup8mh+zA8XZysA6cgT1xx7rmkH+dMSAOBtggAEGGGAAiN7tharY+RSA3iTLOhsHWN2Ismw7EYozR2VwIsjWsOIsrsZ9C6oEyfSixZQ1gth2nvAy90ZbXQFhxRm/fHT9dsm7o0GVZJ5lwatWJYqzXNfvUhSGZ1yxkVu29/55gWA5FsWZB70V3k5tnhQ08N0nxe5W12yv/z53J/e3hM7wrEn+lv81r3lNK98MEBVnNOOM2tNaRHXGKc4Eq0YD+tQGMGLJGBR7G0RxFpyDNrGJc6v8w7ia4AseapozBUOd2thpkgJmCLNPidkWxaP9d8/SwnCF+JlNDiUwsp5XjTa8DGpuc5wWZVaN7W0vZrZgocYXDDdN39r6t0NIW9pBndD5uU9mNYVQYaBMFWduDIDCF+EDRCgkaNGqYvBjxFYMJEkBta04ay+vEOIsmTPAutkkL5F5Zngrv54hUjjzGFdYHEUJC5IsJ9QLYgESQEPV5YqzptqCKs4AwCaksGZXUVsQ1VYA4LluqyjfK3FWDucmUbu0ELoRZ2eM8OSQTbLq9ObPeOBgvtV8xGecRa87ZidgkqK8Z0n2b4UvLjqq3cqFajzO55sdGd2IJPPHN7VrbOjt72bwfPIs/HdTBWz/95XNMn7rh7+FJwoPce9x7SQ+9aLP4MyRM7FzmJ93d+d5y0gAOFzg12E2LFiHj3DLHo3z8+TWoa24ZMMlAIB4D1aNTFGQfsELuPdd2CTORqlKdN2Z3MvTWXvumeUpL2xQNM4KMFJxFhoS024NPw5fC2PZvhVnNc/fZo01wDz+mpBPt+fBjhlnelJQmyUNFdvGUjDI9aqVcUbmUT/jrHfFWUBu02u4v3JKnPn/71VxpjAFGzP8fYiQc9aj4qzRNeOsB6tGhx+zZsQ8JCjOgJ5zzjzPw0FCSG0cibZqTBjidlZMuTKoEyrUFpGAXj+fmC2D1pyry1hvR1DFmdFZcZbI6u1zN5YVrBq1cZ5oh+MgFuev+3EPiOkK4n0SZ5T46gelhbqQ1TaxTd744TazL9PlQ1wThOcBC4fK0Rlnx6g4S2rJDooz0aoxRnpwaMZZGJQ4M6dJU9UqgIzAkhFgvcBtRCvOlojRClW6nUh0yzhbq8RZ8bvfxZ6XvBRPvfo1OPQ7vzsgzwgGxNkAAwwwwAADABhK8A/vfVk1GgPF2VpDLkpxFl8hxZlOMgiSYrHI0zXYWvuBtkW2JQlxRsOs1whExdneju+Pa3FotocUeQbTSTd9N1DFGeDbNVLiTOuBOAOAsy7dwBWPPA946Fb+gfZYFGdOpf3w7BCyx02PCDaNQDvjDACKSGO3yz9wX7KJH9fveMc7uNc044wSZ3TOs7UOxJlg1WhAn5oSO+Cb9mJRVo0g9Uanws/JYsYZX5RrWPw+zyTFcRDAthwcPSQqGkoL/RNnglUjUZytH4ojMxKHRmSAi3bTglRQnOXAQuqHQ1OXcX/WrCLGjv689dqKkWIiUXv1qzijVo2e6x8YecZZhOKMFKMKBj9+ZMXldsZZSHGW58dlWpYlRiEozrZyL6lVI+CrzgKMsCIWypJGmnpeKEA6YLAUraNVo87qYOisQNDtKhpH5YWhsBWS1qNVY68ZZy4poluM/92jiVGsS6xr/13l/65BATzg1seDYpoLprXPq7QZfQ7G7CRMg6hVJcRkvsCfp57S3pcNojjbk55ACv4+ilNFmWIDensc6kRJUPcyQD2PklnCb/7Pb+KB+Qe4v7t2CrUDb8dkwr+u7czxxNmTS08K234kzx+vsVpByHR5MsmfK1uzW/GciedA9wzEHb562Fac8dfE9AtfyL1+xtE9iNsNjKYMVK0qjtaac/G6s7n3na60ibNDDj/fjnnk2EQozsZIvtWXs6HXUqvGDoqzbKKlOGMM0F3+GBVS7fs4mnFmsNC+NlJ45DA/D569PgtVYYKCyqz7x4NFKM7mS70VhduKM/GcdClxFmXVSDPOXKvVSEDtGg8QpU3HjLNeiLPmvbBOFWeUOHNsGA6/LtOOOKYy0r7HnLN81UKFKLc6Kc4MTWnltQWoRiiDOqGb7Rolzh47IhIvx11xRsk8QrDSnFVOlR3LCEppfUK8pzYM/j2+4kwVFGf10G+b3y/+9iN7lk+cUdItntYjmx5buZ+uhVR1hvvb3P6ShDhbXsYZvV9K6slIQpZmnDHPQ4y8VZZxFkCf4u/jV5tVo+d5UuLMXaZdo2eJ91lWQJyRqbA0cxC2e5wJ6R7RzapxrRJnR6+9tmV1Xb75ZjQee+wkb9HqwopV+m6//fYV+d7LLrus+5sGGGCAAQYYoE8IGWcya6YmqPpiYNW49jC0LkJxtkJWjWHFGQA0EjripF7gJmIA2kWZlr2joDhbexlnABDbwSvOnKNH4RQKUmIL8Av8WcnziToyIi7sACWd9q1oQvYhMuJMidgOilhCw1nPW48Hb2kXGXfdcRgXvnxri3g9FsWZG7KQpDZPudOejXPOOQePhLLiAMAjNnf3uadhp9J+yL5ko4qP/9T/97nnnosXksJqN8WZSJzx7+etGglxpsRgTE0BFUqcjcJxXNgmsYpqnoMN8NvglE0ooaGvCsQZUZyRzmCVRRdojx4sw3XE7srScqwaeyDOmMKQm0zi6MF2UW7J2YiNeFgkGONDUOL+fGXqKcytew7359HF+6CESAHToMQZUZz1RJy1911J5QtontOBOKOkfqA4I9tQYRrGQ69tTZyPVV2iOCPEQ3q4S74ZIBJnI8SqMZPxq/Kh7lrHUqDDX/8oK+FoWVIsl1g1NjQDisIwIbOxbNqUMebnLzW86AYIza7CXJBbrQX5ZgCgEpWe7sqJxDJn1dh7xpnJCFGpp7ExsxFzNb/wThVnDAwKgJmif5yYVgYLjf9UIxe5bsNJoEFsXj1b7PEtlvjz2g0pU+tP8Iqzh+PjSDbnkTjpnq7bdajJZMuyV7MqQKI9KhtuGsXiNH7r/r/HQ0ep0iyF2oHfgNuYRLFmY11GJM6eKjwFx3WghmxtjxDF2QaiCvKSCZQS7X2qMQ1TmSnoio7zhy4U9oVMcQYAqUufB2hai5TTXQfPmn8SBXUeF//3m6AwBe941jvwdsGq8RAYXHhQsEiUskPkltgpygvMm7QxAG0S5/ZEHIc1FRtsBzDSqJWpVWMXxRna55JuV2Gq7UJ3JeETJ8xj0N3OirOHp3nl6Tkb/O+h16uWVaNMccYKmOvRqjG4JtLmFwBwY3Guez2wapxITvBvlNlyN8qAFhMUZ31ZNVb889fzPCHjLCDOUobmz1UgJAu1aqwt8vsagGmLai8AgKoJuXq95pwdJDaNqsKwfqhz40QypsIMKdWXpTjrkG8GADWH/+2PzYhF8+pxt2rsojijdqjZ0Dmmx+E5/HOOmk5ASSZbdocAYGj8Nsc9IC5RnNVt/32O7eLotEgyzu4rwnVcKDQjtAfMEJvHyW1ZTvUaRnjbM6UDqKTapNP8gSKQiMo4I9dDaulIQMdDUkviQITirEWc6f613pCUFaIyzgBA3zDFvbZn5+DZNpi2OmoObrkszTRbruJM9jlLBa7achV2L90GoH2MY1ULf37L+/GhKz7CXWNPBLpZNa7VjDPrEN+0Zx05gvhZZ0W8++mHFTvrLr/88siJbblgjMG2Tw6zPMAAAwwwwKmNHLVqjFCc1UwHT87yN9apAXG25pAeiUNRmVAsN06AVSMA1BMKaPnSSRgIE2eRirM1atVobNrEFfMAoLFnL5LnP1v6/oSaEGwaXYVFEm1RYIoCdWgIzlKbqXQKhWVlnAU474qNePDWQ0Bz+Jg1G4/fNYPzLveLWcekOAsVJG3SrW5MnYnPf/7zuOyyy1AJKdPCijMAuNc7Ha/Fba3Xl2z0HyxTqRQ+97nPCffoNOOMEmclUhhwdb7Y6YUsVoSMM1VvKs7u4ZYjNSaozYD2OUi7Nu1SHXqorqgkMgBTWrY8aopXnNVJccnq0G0elcNRXIbijHZ7V0O7Ix3TkIn715rhyRRPnNl8IbSF+FCLiD0yeQlcpX2tUjSGiXl+v9YpsU4VZ2qfijNGyAzH/3xvGWfNY0iKUSVGyFVSXGaKByWYijtknKW6EWdmhcvzASAozpiiQMlmecK60f7NIyjiqFRxVmhZqrYWqQYmsnFosiJhyKYsplTQcDoRZzU4i3IlBkec9WrVGFacdSDOBKtG8PdBKT2FTZlNuG/uPv/virhfdA9oNKeXsE0jvO5WjXWicnAkVo11Mpe6arNwWyjAPsLbHu5Pj0Nn/t8Fq0anAZZKAs3jLijO3DT++sFPCaSZZ6dR2/8bcE1/MirV/X1EibO6U8d0eRqbs21l0JECv+2TRBXUmMgBrN3BvzGz0bdrBnB+9iKEf4EHF3GleV4RxZmaySB5/vmo3n13a9mFcw/iC6Vd8ODB8Rx8+uefxute/mXuPiTBTGxi8zjgTWBR5fdXvOHBcVyozbFdz8uJmVGkkdJTrQKzxxi+mknj95YKsNVsywoxQKeMwlxSB7QYHI9BZR40q4oQj4Z63CfOZOPeaGUJMkCL4WGiODtnyv/l1GXADKwaieLMcxiGWRlLxd6Kom5TAUOv4YCEOCsB8DysT3fJOAP8OTU1yo0rADhYDBFnntfZqrG2BNgmLEkpMKb5c7OiMGRimpBxZtDnncrR0L5ubqLZoQaYGOaJsx4VZwcX+evU+qGIeTaEpK4iH5rDlqP8KlHrZAJBcTYj3kscd+KMKlq6ZJxRctoFPyYVXYE6MsKRTzqzgRBp2lKcEQvMWrPxafFwBa4tNh/ZDQcL0xWMb+7fKWOWKM4mtkVfu3ji7CBmJi9uvZ4/UAK20oyzCMVZN6tGScZZJeLeMoh10FUdCajQLfF+t6NVI1GcwXFgz87699OrAFE5YzIyrRdQ4sxWAE9huHTDpXjd1DXA/+OdMu566Lv4s5iBDz3vQyeUPBPGgJbklh2L4qzw7Zsw88EPAoqC9R/6ELK/8NJlf1c/8DwPboUff+F7zQFW2KrR87zj/t8AAwwwwAADrASEjLMQceZ5Hu7Zt4g//tqDuPDD/4MbHuDtEgbE2dqDojBkx0SVg5FYmZtvatVYS4i3YDYZg63P5Lbwb8ySh6k1AqbrMLbwv8Xcuyfy/XEtjmyFv/dzh9JgNHOpB1CyzcmLirN+iLPcuiS2nscXK39+80F4rr+9yjEozpxC+8GdEgpGOoHzzz8f3/jGN5BKtQkSz6rDC6mO7nNP4z63Jadgx7oUvvGNb+D8888X1kkVZ6bDF16o4sw1KHEWso8jhRVXjUVYNY6iURULCbEo4oyoNRhToMSb54iiQU3luL/X6/znzXon4kxuJ1RaqPf1/GE1HEFBVwkpbs5a3y4eDU/yNlOdiDMlnoAHhukNfHbRzuesQ6rO58vUdGJfRTPOiLqrW8ZZiRYnA6tGGXEWmXHGb0MJolVjeC+3bBqBjsRZOteFOFvaLy6j8ylEu0bHChFnrIgFmeKsnhcyzhqqIbdpBDibMoNFdywzz4HqNOCR+SlAuEAoWDW6Bpgnzo+cVSPNdAnBIYVPRyHqej2NTZlNrdfUqhEAd2TDxFncTkHzolWfMTuJGqnSyzLkbFKE9lR/rDSe5K0RPU3DYqZ9vsVdojhz6lCSoYwsoiQoehl8Z/an3LKxxBhiR3+3RZoBQKlp7TeaGMVwjCfvn8zz20QVZ5MV/twtjPLjeevQ1ta/z06ex2+/VsWiBgBMbK6BaNd40dwjcLz2fa3pmjjsNoAkr9Q9g/kEzKLCz2PMA0qhzMdaPoKYqTdwzfZruEVfy6RhAai5YvG8k1UjYwzrhxKoIg7PA1ST338NPZo4a6mgjBQKNRuHlvjPnrvBvyegCiqreTzDuZIA4DaHnV2a7ema4NUDq0ZRFeUY/LK4BYzbyZYypQUjBRDFVzCndrRqbJQAR0L2h1GZh+m4wuJAcQb4OWd6t4yz6lFhPut0rUWCkB+9EmdEcdbJpjFAkjybLUtx9vhNHf8evn56nidVnIVzwI4LqOKMXHdpxhklp12Pf63oTHBy0D3+mhdzGWKagjixmA5+25zEpjHAcnLObNPhGosAYHJ7B5vhMHFW5tWXi0eqsGvkmhuVcdbFqlGWcUZdaAKE75szTBPyzQBCnJHjquZyYAn+fmI12TVG5Yy5y8444z8X2DQmtAQu2nk5vBg/bocrwDf3fBMfvPODcD1xLlspUOJsIsUrhZdLnHmmidm//Eu45TLcYhEzf/VX8E6QaMhrNACH3FvVl3ccT1WsGHF2yy23RP73/e9/Hxde6NsNjI+P43d+53fwuc99Dt/73vfwve99D5/73Ofwu7/7u1i3zvdQv/DCC/GDH/wAN99880pt7gADDDDAAE9zDAlWjSYO52v45C27ceU/3oZf/H934ks/Oyi9Qd4y2v0BboDVB5ldYywRXcQ5FlDFWUVS77XIQ37rM8/6ZSDVzJVJjADPfuNKbOIJQWw7yTnbE51zltBExVm/No2tzwnEWX7ZGWcBnvmiTdzrwlwN+x/xi4nsmBRn7SIDzX4KilZXXXUVbr/9dpxzzjmtv3kh1dlubwPyDb7g9YPP/iWuuuoq6TppxhklU2hHrUcUZ27oAUsldTVX0aGu3yB2wCdHBcWZojGozcIMtTuxi6JlkpL0ix6UNAOAei3PvQ4KojLM7pMXS6yGg0al9wdXqjYDgKsv9LuDh5M63vuSM1rLR9bzc0Jn4iyGhZGzUU/wZO15L9wIzeIfbst6F8WZfowZZ02rxtGURCkiyzizTYCMpwIjn2UKlwWkhomzkKqqQjLOUl2Js3386/QkYIjXa0qcuSHFxCgrRWScFYSMs7qmRxNnTatGoDNxpllVv1Sel49Jj1OcifOK7ojHpRxWmPahOHMYyXPVU5xFnFxx1l6XorULSJ3UZgCgeTqqNB9RQpwRIRS8puKsTvLNGhs2I6G2K5XUqrFhN6Ak2+eKRophR1kWXojO1ZiGz770s8hpfLd/sd5ex85hXnW2e2k395pmnE2SOXEmx73EtmzbVnRC4ddb00u4Mx73FTySbvv0C/l4i7FKA5uJQKBgFYFx3orpNOYrbOoKT/oDwNJMew6uRxBnbq2G153xOm7Zoqrif1NJ1Gx+flBU1lXlP9m0a3TqCnRStLa1gDgTySkjIM70pJBvZqgKTpvwtyXKqpER4iywDc3aS4ICWwa3XofLFLiqeD7aWpwbWwBwujkiujUxFpkbSYmzollEodH8nVK1Gfnu8qxg0wiAywXLxnVBcSZYNVaOtvd1sIkdiTOeXAa5Tkfh4CIhzkYi5tkQUqSJp++MM9dFec//dHxLPTQHz5UaUpv/Fc84E6waCXGWJY1OpIGBaYA2zB8XndwXxD0gpilixlmLOIsmC5aTczZ/oAQ31OzAGLBua2/EWbp8qOVEAACe6+FogZxHLcUZIavNUpsll0CqOIsgZMsccaYg3tWqkb/nZYxB37B6c86Ou+LM5HeQ1RxqCS0BxhiMCT4DMlf2990Nu2/Ah+780Akjz+g987rkOu71cokza3aWc0Jxjh6FvbDY4RPHD1RtBgBufaA4C2PFWuRpdkIAz/Nw9dVX45577sHb3vY2/NM//RPXMRvgTW96Ez7ykY/g3e9+N6677jp89KMfxXe+852V2twBBhhggAGe5sgl+AeLpaqFS//2ZnRrLD1jIoP/c/7qsE0YoD/kxpPYD77AsGKKM/JgW46JA8skFnctxdnwVuB3fgrMPASsOxtIjwufXSswdmwHfth+3eigOEvraYE4i49PyN/cBUqOEGfHkHEWYOr0HEan0lgI5Tr8/H8PYut5Y4LizO0n4yxk1ehQq8ZQ0er888/HQw89hNtuuw2f/OQncadZaymwPCi4ZzGJF69vPwxt16MzT2Iavx6qOBMaBgxiYxXqFGVFsYOcrVsvZpylxtAgxFksobWKh/ThU7cVuI0KlFj7uUFNDMHGIahpnlD1bAu23VsXfLVoong0+vgUF2qIp3sj1GnBStUVfPiXnoE/fPlZSBgqlw8yPEnIdHcUDTeJmEIH/RBYvIzpKVII35TGui1pLJo8mVTUM+Ac9paVcdbeH2VKnLkJZOOakHUCQJ5xJskMWYJIeDlqHFqTJFPD1dqm4szzPJQJcZYe7pxxgyU+14jaNAZQh4jizGz/5mGUsFDpMeNMNbAhF7FNxKoxCgGBoxQq8DxPKKZ3smoEfPWNqRHiO3wMqTVVCA7JOHOU9kBSmYqEluAUZ67iwGUOFK89FvTQoQsrztIk30zTFSFTrUrmIVnGmeYx2PwCAEDjcT7fbGliE5Jo7wdq1VhzalBS0Yqzgsfvp83Zzdg+tB2ZOG8HWQoR8jtzO/GzmZ+1Xu/J7wm9zxIIl/XEqvGpNH/uhxVnZpmfv2p6GXcl4rgGPJkeQN32/7P352GzXGd1KL52TT33Nw9n1DlH82TJki3b4EEYC2PMNRhsDISYYEjAQ2IzJLkJgZDA7yY3CSEXBw9gg0VinHgMiQ2WwXg2lmxkSZZkaz464zcPPda8f39UVXftd++q7v7OoMG1nkePTnfX11VdtWtX1bvetdYxrFRnsNwbzsc3PcpxYnE4nlpOC1i8Gnjyy4P3rtROAfGqtrQQtWB4bLdXejh6Q/Rvr7UD1awY9nu4YuYy3LR408DSEwD+Z6OOq7wq0nbUlbo5Mtpj31QFvVMlNPo6DDpXadFcVgrEOS1kLjQWjy2zItk0XrncgBkTRNSqcZBxlqE4W2A7WGs5aJbzrwlhvy9dvwfrQA1ulaPUG/72I06GBXepLlrzxaqU5foydKYj4MNxcaJ1AtcvXC8TZ3opUiW2U2O3swanLl8T04qzRkmXM86o4kxh1eg7AcKQQ9MUxzalvAUwtuKMKgbHUpxZ56g4e+xv0OlvArXshq309fPbZ9XNDn0vZ3/sBS5VnInXXdrAQ1WdYWAgfR5qBpea0gyvA2B4zSpzhpKpS9f9hBRcP5FNFuxFcbbyuLgvZ/fXpXM1AeecKLEdVHur6NWG1qfrrVkspzc9aSBRXQ+dttDokoZKcUYdGRKk329CA7k9BCtZEKY/elwR2TW6jw2vI+7p09IyTxX8NTVxFu5RqcTJvaybKM7iZi9jYQHeiaGydjY15D72yMcwX5nH2577tj2texLQMUCzKfeacRa25XMo7LSBpUXF0ucXKuKsUJyJuKBWjSq8//3vxx133IFXvOIV+KM/+iMlaZagWq3iD//wD3HbbbfhjjvuwB/+4R9exC0tUKBAgQLfTaCKMwCZpBljwEsun8f/95M34s/f9r1YbIwo3hV4WkKlOLtYGWctSy5Y9EviQ7XwN9VZ4NjLntGkGQCULr1UeO3mKM4ONg7ikC8+1Jbm9/YAoVScnUPGGRB1g97w/aJK6NR3trF5uiMpzvgkirOUVaNPrRrJ+GSM4dZbb8VHPvIRXHlMtKBbfvHfE7/45F3IAlWc0YwzqTBQEpcXiMHNFen7eaWhVpwRq8bk93HOJeLsvb//XuikcKpXo+NKiTPN7eCNPycqM7MyzrLUZgnySDUKVcGKMYaZmiUVnKYWK2CkkKZUnZWb6PIKNmevEd6+/mUHAccBIxeqHZ0UYInijObZ0Q5qAIJVY0sizspqm0YgthZLwW0Djlw022LyNdNPEXq6wqqxu+NKxE5tOjsfCYCsOMsgzrQmmR9SxNksy844o1aCtm7hwDlaNSbkgOYH6i7gkcRZGQYT54kB+cm03IxMSXGWsmqsmTUwxgTiDAA8jeSspQrtaeKMKs5m9sk1gD4hzlQZZxotXyRWjURxdnr2AGo5xBlVnNGMsy4Xi9GXTkfXriZRpbdStt405yxt1UjzzQCZOPtOeUd4faR5ZPBvSsrbMXHGidVigp2+h7uWRDXZTY+Jx3fX3Y2IsxSuYEObM5pztr063EfpLM40eJzt9YYrfkJ4/xuVMp4kquFKc8T5C2CpGSnO/J4uqQKtICJPDpTJmNRT+9qq4cEz4rZeu394X0EVVK4dRIQ1vYbHJPkC28Vae/Q1gdt2JnHmhFV0yWl4oJc1p6pzI03NxP66qEY52Y6PHb3W1uaBOrl36q4pFWelFHE2XZKfi9RWjXLzRabCmyrO7B31cgTUqvHgOIozsq0TZ4194/3okGt0NRT3WVqd/5DCpnG43HlSnYWBcH0GIF13+21RuUPPszAU94umBdBnxeOi98VzJk9x5nuB0EBG0d60JbX4KFD77KUcm0buOAA5Lo32SeH1eo/kByZko8q6OCfnjN4v1cxatlVjiqhtcIaSJ86nWoWc81RJCDwzFWcTNAqKf0cyzuKhltyzGgvi8+9sTzw3/+T+Pxlka15I0GYzSpztVXEWtOVzSEWmXQiEHcW693gcn6246MTZBz7wATDG8Ja3vGX0wjHe+ta3gnOO22+//QJuWYECBQoU+G7G9BgWfcfma/inr7wSX/2/X47/9vMvwI/ceEDddV/gGQGlVWP1whBnNONs15QftGxLfAigKrVnAyxi1eidPo0ww9aDMYZXTr1QeM+Y26NVIyHFvNOnJT/3Sa0aAeDy5y9J3bz3f/H0OSnOkoJkyHRwTfxuqWiVwlRVLI6szTxXXODsPUJeVBqjiDNaGNAIcZbuTAzXREUGAPh9W+6mraoVZ8n6vVAs/jz/+ufjhqvEwrRWia0aCXH23KuO4sgxsZhKbSETZOWbJWhvjn/sJIukRnZhWDc0TC2Ic5CaOJvCo2cqEekRwwhtXP78JaHLOsGmkR92P17GWdqqUZyXeFDGfH3MIq/TkRRvPnT0mQUfYqErTRKLxFm0fbRr3SrrYyjOjouvZ48qF5OtGlN2ZayPXUVBA/aOZNXo6Cb2T2UUdK0aoEXjO09xliZwgi3Zpidt1ajxEBoXx7UZlqTMjW5yDEsNICcjMs+qMbmGTZemheuZr4nnqZkiqDQzpTgjxFlzrgyNnB59XZzvVBlnUoZbrDhzT4qF0seqi6iy4diuUOIscISMM4MU3NxQHMtHp6Kx0yCqB6o4S+N46/hgHqPEWd3toeGJBbgzU+I1Ka04o3NL32hjzTDwREV9n7DRcfANQpxdcRqo9Yf7IVKciYT8pewMjFjTt0lyzrbPDvdRVkEv7PfBOccr9r0Qs+Qa+40VUQFayZkfE+ybKqOHEry+JpGbJT86fodKJDtVT12/zCoeWhXP36v3pYgzck3lIUfghdDKpDkkIc4QKc5GIezbynwzAHB5FVtkml5oZ5yXWbmRyMk5o+ru6ixQJ2r9Mawapwz5flht1ShfhzLtGqmSZwzFWRjyPSnOKkRx1ptEcbZzEnj406JaF8ACGdPp66cq32y47vNEnClUSenrbhCEsLvinEzvQ3gg/iam+zCI4kzriselzJOMM6I48wJsnu4iDMT51SDn1SR2jZxz6Xq/fDTHprEvE7fNzgnh9ZojnisDpZnVgGRjmpNzRtVGJa0M25PPIwDopJq1GpxLGWdamdwreD3JJtLcLzra+M8A4izrmW4UuCte4waKM2OoOEvjttrzoKXui93Qxbc2vrWndU8COgZUVo2TZCMnCDvy/KEi0y4ElIqzCRo+vxtw0Ymz73znOwCAw4cPj1hyiEOHDgl/W6BAgQIFCpxvVC1d6ZnfKBn4qVsO4WNvfhE++6svw1u/7zLsyyqMFXhGYf5gQ7BOacyWYVwgIpQSZ9umrGDoWkRNQbOKngUoHSWFa87hPvGEemEAxq54M6/PqrvrR4Eqztwnn5SX2QNxZpg6rn2J+GD72N1r4NY5KM7ijDNV0S3LqgYA6sQ66smyWBBF4AJn71P+7aSKM2pjlbZYCc+eFvIlAMDfVfj01+YlMitRnKk6NhtWQ8rV+uX/+zdw55134m2/9i+F9xcbZZgkMzBTcfZEvuKsvTm+zz8tbo9SVMwsi8W/7UAmzny9gUefFB/Z9u/cC7OkK4mzNY0UmLweEAwrNuNZNQ6/l1o1IqhgIYs4o0VetysRd32tBoCBRPDB14fbpQkZZ9E+PfvojrD88qVTo62vtsa1aqSKM2KPSJRBAJRWjbZRys44Y2ygthhHcQaoiTNaJDQ4Ia6CkqREGRzDnHwzYITiLFY1UNWZr4tjfpoP57o8xVltpgSzIo4tRyOKMwVxxjk5p3Qe2eKRffUQq4uKs5BYNfp9gTijVo0IxevvpVOx4ozMs+mMs0SVlsAPfZxoRQXcszukS70nbi/XGNZTh6dpNTFTGqpA+h3xOPfNaHv/1lAX6DY7Lu5dOAInNQ1qHLjx8eHykeLsKuHvLBbgCItUw1RxtrPaGxYE2xnkbxiCuy4s38VrSdHv8XWxqYI2naiwPFVGj5fg93UYtGgdE2f7LPEa7OgOurEHWmhW8diauB1XLg/VhKprqmsH56w4C/s9KaN08P28itWmOLandzJInYyMMwCS+jNTcVadH+bkJuiswyHnu6kz8Z7YlEuFFrmuorcBk8n7I6tRZS8ZZ+sdRyL5Ds2OJs5oxhnNas3F3bcDPJQyPucIceaGLoKY7Mgjzs5bzpmjKKSnrrs2UZsBMkEdUgKH+dCnieKsJY6hxKqxYsnE2fqT4jV+eqmK/ZeK15pJ7Bo72w66u+J1ZflY9rUr7MrX00ZbJM62/UPw09luieJM0xQW0+Mrzhiym3c6qWtDI5CJM1ZR3CsQ1ZmkODt9bsTZw3et4H2/+kX8yT/7Mo5/K9u+fRz4a2vK96lybFyEjnjMvXiqqcZZlsaiSJwt9AxcQ5wY7l27d0/rHhdBGAi5hoBMnHmhJz1DjQOl6ktBpl0IBCp3g0JxJuCiE2d2zECfJF1heUiWdfZ4EhYoUKBAgQKjwBjDb7z6GjTLhmDFeNevvwL/7seeg5svUQR3F3hGo9q0cMtrjoJpDIal4Xt+/LLRf7RHSFaNJfkhumuKhQFKtj0boFWr0oNg64474K2qH8ACEoy8Z8XZ1LTw2j0hPlTDNMGqowsxKlz1IjGwut/2sG4TBcskGWexVSO1aQQU3d4pNEhBayusAAui4gCn1HaNlDijGWe04KTTbvyU4sw/cwY6qcx4bdJVzjSgPA2HWDUmis+2Jz8s1q06ZglxplWncMsttyC0xMLHUrMk5MEBgKuwjuIhxxqxapw7KJ53ra0JrBrb+Z3eFLPErk6lOHv02yHoI9DBla8AkEmUEAzrXDFvpDqok7yIBGriLK04k60aFzKtGkkBKnAAQhD48bxmk8tpkFacpYOy4o5+2rG+79Jp9TYkCENghxDkY2eciWOn5m/LagWFVaOjm9lWjcDArnGcjDMA8LdkNUbYI8QZCPkclLAvle0CYEAioDSCOCNWUmniLH09OtgYjlNPE+eKWQy3jxnD85hmnNWnyzBJpqhLJGiqjLOQEGfMALyzssr1gaCGairHp6xSnNWyrRoNnxBniVVjjuJsqjSFxYpYREvsGs8QxRm1aXTnmgj0VObV1BHhnlNSnJnRvv1aqO5I3+g4CGcfwAOXiGP0uY8RxVllBmiI4+VKdgoAsKWRfdbzBzZwTFGsThD2eoDTxuvbHcFKVnfFa9q4irMsq8aSH51r84aopnJ1G6tGNLZ63IIbiPdWVy4N5ynVNdVz/GzFGRtPccb7NgJDPU+6YQ2npsSxXdvOaNBQ5UbGoMRZQtKiRxVnc7JVY2dVIs7SajMAqOtEjccAzSATd3cTjHGYpBkgU3G2h4yzk1vEotPQsps3UqAZZ2MrzgIPuPtPAQBdJu6TeYXlohM48IIQj65dDMWZ4tqRIld7ZJ5gDFJGa0h2g6a5klWjtiuqiUqxVSNVnNlegDWSb7Z4SQPL50Cc0WamUtXA9GL2/XnYk/dJvXNKaOAKYWDTOzJcIG3RSHPOFLmsQKSEo2ojhNlzWPq+uREGKFPCUvXMMYo4O3sWPFQr3EbBcwJ84UMPw+n66LVcfOHPHgIPJ1dGJTjvijNyo+vFQy2dcSasf20NNy7eKLx3z/o9e1r3uKCkGQBJ4Q/sza5RpS4LLpZVY6E4G4mLTpxddllUlHrPe94z9t8ky15KcjEKFChQoECB84kfuHYZ3/hXt+HR/98PDawYaXddgWcXbv7BI/iF330Jfv4/vQSX3XzhAnip7aIqzqJN7BufjVaNgGzXuPme9+LRl70Mj7z85Tj1y7+MzQ98AP177kHouvCJiuB8Kc44IRz06ak9E+NTC1UsXiIWt57cFIuukynOoqKBlI/C8q0a6yVFQffQ88WFMnLOLF18+KcPh9SqUSdWlOkHXu/0aWik29Jvk6JJZRbQtLEVZxWjAlMzMVsXt3OrGxWJVokCYLFZlgqinqKQt73Skwp8lz+P2K5MYtUoZZyNUJwR4mxLIs4Y7v+qWGCf2fo2KrtRYZt2WtuGhfVAQdykcmRoxtkoxZlEnAVlzNczfhdVnAFAm5AacZFKUpxlZpy5cG0fGyfFMbHvsnwSCO2zA7XaADNqq0aNWDUGvlhonGVtbNKcM4VVo2+V0MzLyYxtyiyWY9WY2vfB9hiKM0asnRSKM0fT4AGTK85SVo3p5g9BcUaIs+mByisA04e/kyrO6jMlyRo51MRCYuAxYPowYA7fD7l4bDSTS134rDmFFjNRT2UvKYmzHKtGMyxBi7OANKbhkmZkByhbNYrV0MtmxAacR7cfBSArzihxtjsnzvfpfDNAzi2yzajI9nV3XbK1BYCNtg1r7gu4+1JxjN74OAeLi6UtNy5Q05wzLZpfWhqHB5JzthLtJ72bTR7xfh9w2jjgB3hx6tpX8cT5YVRjARArzlCC19clctOK57oaaRbwdAerMemzG4jjZbFRwkyqAcMwNdBLv+cEYFRVLSjOxrBqzMk46/MqzkyJKzU3MoiFjIwzADjcFB2cJss4W5dUXJZByDxCGgUa5PukblQ8pypaVaMKgD1lnFGbxoPTldFqY8gZZ91xyavvfBLorAKAlHG2EMikRd/v44mNLrwgm4Toe+eLOCOFdL0EpCxu6T1IuWFJ+yok1oKMuZJVo769Krw2wWBwKDLOQqw9SYmzpqQQWz/Rhj/m/qck29LRppQHmwZXKO+NwEG1LzbkrfupZ4/0eUVzzjKsGvt+H5zMhzyHOEvfNzcDX7ZqrNYggVhxmgdENS13Xfgbe1OKba90hXvuzrYj2aVPguyMM0Um7BhIO1cAgBeT9FlWjf76Om5YuEF47771+xDyvRGL40AiTiFnnAHq5r9RUKnLwqfQqrFQnIm46MTZT/zET4BzjjvuuANvectbBgo0FRzHwdve9jZ8+tOfBmMMP/mTP3kRt7RAgQIFCnw3wjI06GM8kBV49sCqGDAuMEFKFWfdsjzG2gYhzp6FijMAKF1xhfJ9/8xZtP/y01j79/8vjv/kT+Hhm58Hf2VFWGbvGWf5BeO95JulcfnzxQenk2smAm1YYJ2kAzMhzqjNk1nSc8m9OinodhwfOHiLuNCpryv/dpTijBJnJrGYSYeBe6dPQyd/73VIIaI2DwCZGWcdUjxIzoXZqpo4owqAxUZJsuByFTZNq8fFAk19poR9pFO6tWmPnVcgZZxNaNXYCpbgpxQ1a+x6rB4XH6YPnvkSuOOAh6Fk1dg3SthxdYBk46WthxLbm8Hf5CjOOFSKs8r4GWcA0DotvNQr0f51mbhP0+NdIxlnq4+3kD4Ems6weCQ78wQAsE1sGs2qXDxOtqlJrBo98XowixY2OqRYbu9KVo1mrZZPwCdWjdp4Vo20cQCILOCE5XVitxaUJcUZgCirhxYICfKsGrMUZ9SqsRmrvJjRAUuOMVdbNZZrZJwycWxynwHLz4ms5pL3SKGSGQweyX0JFqP5uJq2aiTFNNu3RatGXz4miRXgwfpBlGNFZJPk4bbIHEZzzh7beQyAnHG2TJSYK9PiupNMtQSy4iyaI7uhh/s37pe2/Z6tL0MvreObhDhr9oHL4t3VSuYFknN2BYsIGM6AbY0SZ5Fdo5FDnIX9/qDA/4bWcP6qeGKDCVXCqDBfK8FGGX5PE84NIFaccUD3xTHh6jbW4nyuLVe8DqRtGoGICDLptcIOJDvihCRfwM5YVo3c7mdaNdq8ho0GyY5c21QrSSbIONu0N9H1ugC1ls1QnFElXskQ570KUaB5qsphrG6zmHhsxrdqnFxxdnAMm0YAsq3guMTZ198/+Ce1Kp4P5O+wAxvfPptv+TxRvloeqFUjGR9yzqp8jnFCnGm8D50QZ0ZfQeS6ISrEvtOxfWydEYvuC4cbWDrSFAjpMOCSMi0LNHd26Wj+/bvKshoAGgmRHGPNi0UYVgPQUmNDUpztotVq4cEHH8Rdd92FBx98EK1WS7JpBAAeZisfu6lj3vA9NXFGmtYocWYszIOZ4jHca85Za2MCS9URCHs9JdkCiM8Dk4BmnCVWjUmzFyXOgp0d3DBzrfBey23h+O7xPa1/HKjGQNNqSg1pe1OcKTLOLpJVY9gpFGejcNGJs1/5lV/BVVddBc453vve9+LYsWN4xzvegQ9+8IP4q7/6K/z1X/81PvjBD+Id73gHjh07hne/+90AgCuvvBK/8iu/crE3t0CBAgUKFChQ4JxR1svQ2fBBrat41tolBchnY8YZAMz8xOvBSqNtdrjnAYSw0Of2qDgbQYxRK8dJcdnNS0K+uOczbKW89/kExFm4G2ecEavGvHwzQFacdWwfOESIs9ZpIFYrpZGXccY5lzLOTKI4S6waue/DW1mBHopj2acPZdXoOFKrxizFWSO2AKRWjQPibAzFme8ECIktzQqxBFo62kRjTiQFfSeA3ZEVHSr0JMVZfmF4Zpme4xp2/KFa6P7eq4RPS/Y25jaj8HPuOJJFUV+30PdCWVlkDwtRNOPM9hVjMybOHMbgESKIB3lWjSriTCzylOoz8XeLi2UqzgIXZx7bEZZdONyAOarZYfu4+HrmCCRpSbI+YtUYkoyzOdbCRlpxFgaA05IUZ+X6iIJuYtWYozhL29EFCqtGTq0aSQ6VqbBqBGLlxCjFmZetOEsroNOKM2rV2Igz19L5ZiW/CpMQXvWZEio1qqoVx2boa+CL1wPVYVGXZpxpJiTirDcTFdhqLNuq0Q5E4ozaAAJAOSbOjk0NlQpUcdaiijNCnD26EynOzuyKx22ZkBvHa+LnacVZ4IWSMjaxagSAr535mvAZ5xzfbH0cALA+zXByXvgYNz0WHeddN54XqOKMDa8RW4SY3VnpIez2oOX0EoS9/sDu7MV9G/u9aBztRXGmaQzMqkUZZ+QYadBhBiVoPsmzTCnO1mxCnC0R60NAsvX1bFlxBs7Aw1hxtjv6eh72sxVnbljFJuWwPU+ZaZiXcXagcQAM4hx0sn0yw6qRqCI6ayMVZxXy3ZKOJAwGVry0GUCl8I6+dFp83d+R7vMoTm6L331oZryc6RqxaqT3MUqsPwwc/9LgJSXOaMYZEF1DH8rJNwPOY8YZIVbo+LC74m9UkdMhzayFDX2GEGeKhprACSSrRqPti3Z/DJg/VIdVMTB7QNy2lccUZBxdhxdKBNvysfyGj2ziTLRkX0+IM2p/ShpK/vv7343Z2Vlce+21eMELXoBrr70Ws7Oz+Plf+nl5e/3sOSw93hqeg7IrjnNWrcjnNyFGmabB2Cdez+n1blyo3BMyLVVHIEttBuzdqjGkVo1G9GyixySnuSg3Ps33dClj7N71C5dzRhVnBjNgaqbkEEOb/8aBSl1WKM6ePrjoxFm5XMbnPvc53HTTTeCcY2VlBe985zvxxje+ET/4gz+IV77ylXjjG9+Id77znTh79iw453juc5+Lz372syiNUWQpUKBAgQIFChR4uoExJhBhXUUj8o4uPjQ8WxVn1pEjuPQvPoX5t7wZte/5Hmj18X+nMTMzeiEFqFUjhTZCkTYK9ZkS9l82Lby3uvi8wb/Ph+KMFvcoaEG34/jA3OVysVxh15hHnDl+CJ8QTlaNKs6i5f21NcD3ZcUZzaCIiTPa7ZqVcZYQZ3MKq0YvCLHZFdcXZZzJRKNHVGc0S2PpyBRqU7K1UWtMu0Zqp1YZoTgzSzrqU+JxTXLO7LCGh1s3C5/tP/tlaLFyJrRtqWBkGyX0vQA8x3povIyz6HupTVW04nK24kzTAEr4t0SrRqvWRKNkSIqzIDXedSudcebg7KMk34yca0qoiLMMSFaNTijUciOrxtT8HBORnCjOKs0Rc1li1ZijODMF4mwMq0aqOAtLWKouQSM2a5HibDKrxjBDcZZn1ViLM9e0FHFG1WZgQG2qhCohzjTIxCOfuXKgUAUALlk1yoqz7Xo0v4iKM2LV6IsZZxoPYYTieV6Kc86OTQ+Js2ZZXH+bWNJR4uxE+wRs38bKiIyzx+riHJkmzvrUJhRA3xgW1P727N8Kn925cid2w8cHr6ldY5JzNlScicTZEbaCUkyT0Jyz7dUuwna+uibs9wbEmQ7gde0OwGXF2TgZZwBgaiWEvibYmCYoBVUwohD1dAdrsXpqpS/+dqo4A2QLZNf2oSnqTmHAUGUOOp3RBEBo94U5TfiMl7FdYyDTB7yzK/LCORlnJb2E5ZqYsXqidUK2aqzOATVSdHZa8B05O0xYtUScEYKrvw3E70mKs3GtGnmQmSmV4OSW+N2HxlScVUlzxVg5Y3/3J8LLji7eRzTDEKVQVq9+ZwRxdsEyzsj4sLviPUi5qiDOXHEZFnah1apg1vB81HgIj4vb7PR8ScVX6YjLzCzXBvde+4hd4zg5Z+un2gh9cZwtjVCXj0ucbfmHEXBDVl6TfXjy0QcQEII0CAJ85nOfEd7TmAZHKcOM4AUcTpyJ1/BdWDRbrqwgzhQZdlLO2Z6JM/leL/M8HYE84ozb2WrkPFCLR08XG720qSlhjAJxztnCjcJ7FzLnjCrOKmYFjLHBM0qCvSjO1FaNRcbZ0wUXnTgDgKWlJdx555145zvfiWuuuQacc+V/V199NX7/938fd911F/btkzvnChQoUKBAgQIFnilIFx57inpKxxIfxp+txBkQ+fYv/JN/gsN//H5ccefXcOz//G8s//a/xdTrfhzWZepM28pNNwmFzkkwijgbpUgbB9SucWPuevgxITWu4owHAcJOVBij3ep5+WaAInvH8SMi4yDJOVPYNdKMszRxpurStqoi+bKxcwZBGMA7HdnyaYQ480mxf6A4y7BqpA+dSTfnLCm0b3VdbHQcqWF9sVFW7i8vVSTwnABbp8VuzqWjTWi6hvqsuJ5xcs6CIJSKVuMoKmaXxMkgyTn7Tv/7EaRIAhb62H/2q4PXvN+Xsvpsw0IQcvDS+Iqzvt+XrShjFVpLkx8VeVDGfJbiDJCtxYhVIytN4dhCbWzFWeB5knUTtdNUYotYNeYQZ5LiNISgJptDSyRn41weqjirT40izqKicb7iLGXVuCMrzihxphnUqrGEZqkpKZY7TJMtqQgoceZrw/Gc/r7l6jKM2IqWWjVWERUKmTkkV+qEOKs2LOiGJhV1dS4XxIPmscF8AciKM8PQpELiSkxQ1lLEWTlUKM5q4vpMyQow+vzS6eE1qUGIM6o4Sy8LACEPcf/ao0LhXA8DLPZ3hOXWpodjSWOakF9FCXkggGMMt/W+9fuEDvf3fet9wtJ3XyKeL8dWgZk2HyrO5q8UPtcZx2Us2qebRNG4vdJD0Mov5kUZZ8PteW27g4pfgs7Fa9QoRW6CahDN5XrgAMRys8lnEDjiNrq6PVCcrfbFOeyqZfkcoNcKVcYZMCTKq+7GSOs93uvDN7LmSQ0mL2ObcGL+qoI4y8k4A0QSG4gVZ9SqUZVxBoB1xQwoi1gzmpQn46F4regOlW1SxlmWBVysuhW/ON+uUVacjUec1YgKvzvKLtHtAfd8UPwbSxwHtTCU1Kt9v3/xFGeUZCTjwyH3ICWiOOOeB/jitmi8A8aYZNcYQNxfTs+XFGf1nng+Lh4eDurlS2XibJTt9erjIik/s1xFSUH+pRH2FM0/ABod0V0hhIFN/xKJKDu1Lq5zqqRWpmsl8fywYI0kRLtOAHCOpttHmUzjrFIBLPJMo1AqnS/iTNUAtlerRn9tLfOzvSqVuEJxlr5fZYzBmBfl054i5+zetQunOKONZon1uUSc7SHjLOjIxz7onrvi7MRmD//5Mw/hz+48MSByKdSKs70RoM9WPCXEGQDouo63vvWtuP/++3HmzBnccccd+NCHPoQPfehD+PSnP43Tp0/jgQcewNve9jbo+oXNHSlQoECBAgUKFLjQqKUekEKNwZ8XHyo3mtnLP5vBdB2lyy/HzOtfj/2/8zu49JOfxBV33YlD738f5v/x29C47TZMv/51OPBffm/P69AajUybNuDcM84A4NKbFoQA81C3sDF3ffTvMYmzRG0GAD61aqyMsmoUiwudpKB76AXiggrFGfXnT2ecdRXZYGWiODu+8TB+8a9+Ed0TxwEAekgegPvkASxWkNCH9iyrxqYZnRw048wNQjy+Lj7wmTrDTNVUKvTStjRrT4q5WUxjWLgkevhtzIn7o6Xo1KVQ2TmOo6iY2See59vBQXDOcH/vlcL7C+v3oOQOx4dKcdaPCdDQoiqF4d/RYx3wAF5Itj1Wdsj5ZiYAA3O1nN9FC71tUXGGchNH52twiHohPd7TGWcbnTn4rlicG4s4kxRnR5WLAbJVIwCE7vC3z7C2mHEWkx6hL+6f5rSsZhEQF41pkTmNkVaNtjgWGVGcWUEJU9aU1HjR3YNVY8jUijNd03GgfgCArDhLssRYjuKsPhMRCrQgaoSyBRvXmgJxxojlIwy5kHgini+qLEWcUatGknEGyHaNiVXjpVNDMqxZkZW9aQvYqlkd7JsEf3f228Lrhf4OdEIArU4P/32gfkBoZqC5RRWtBQMpcpkH+MbqNwAA92/cjzvP3iksf1/5+xFWxXnmxsc5ul43OvdLdWD6EuHzy2O7xi1N3M72lg13O185Evb7wpwzH4a4MViQlhtXcVaJzzMGLh2jacxJqglPt7EaZ5x1+ZC8Ygy4bFEmt2nGmWcHYKVs4mwBu1KuJkVo25mKMwCwggo2yHShVpzlW7lJxFnrScAhx6c6H537pEFG64mqEao4M0LxnskB0PdS9wPd4d+bGlWcZRAKpQbAyLU5bkRQwQ9CKR/w4JhWjRNnnD3wcaHJBGDokOtUI+TSXLLZ6+D0jvj7Z8jcdt4yziSrRvG8ton9NW1OoI0XAKCFHYBz6LOiGjAklttOz0OFEGfTtrgvknsoAFgmirN+28PuerR+f3MTJ9/6Njx62w9g/Q/+YECorZAmGfodKmQpzozARi0Uv2/Nu1RoILn77rvx4f9zh7BMJnFWEc+PznYH3370CeWyCbqOD/gOGmGIEhEO87Iln99jEGfu6dPSMuNASZw9nRRnnriDXF1u9KI5Z/76Om5cvFF477Hdx7BL58DzBGrVWDVj4sw8D4qzC2DV2HN9/Oi7voLf/5tH8S8/8S38x08/pF63SnG2R8vNZyueMuIsjeXlZdx22214wxvegDe84Q34gR/4gUJhVqBAgQIFChR4VoEWMld+/MWRIgiA/qqXY32a5S7/3QS92UT9e78XC299Kw6+8/ex77d/W+lvPy6YpkFvZqstzofirFK3cOhqsfCwthhb7QVB1Ok7Akm+GQCp6DZKcVZXWTUCsuLs7L2AJz4QqRRnSSGjQ/MwGFAixJnlR/Zgn/pqZHOkB+Jv9W1SMaiqibOBVWOW4qwuF1q/fVbsFl5slMEYg6Zr0EmQfTp3hdo0zh2oDXKzaM7ZOIozmm/GmDpfhGLmwLTwets/hJPuDdgNxGLJwbWvCq+5bSPsylaNAOCRh3jBqtGQi46SXWOccUbzXXhQRrNsSF3nAmghiKgPUWrg2EIdLlWcCVaNw2L92c5BalkuSQABAABJREFUYbmZ5ep4BfdJrBprtcFcnCBIbWBk1ZhWnKmtGqdm8xVdiVVjSctRnKUKM97WpvS51F1visXgcliDqZuy4kzTZIsqAqo4C1JWjfT7Djai4+IRxVmiUlmYGhbP6s60sExtOiHOxDnLCqrg1MKz1xOIMxCrxlbfg7+6Krz3MIvGYC3HqjFSnIm/ySRFy0RxdnRqSLpSxRnnQIcUxald47c3xWIVzTfrWQY6qdMybdMIyMRZVdvFjaQ4+bWzUc4ZVZuFfgN2+3kIbxLzLm96NNofg7l28Rrh8yu1kwCAbaI4Awe2z+QXBcNeXyoAzwWimoUbwchrWoJKKhuIqgKnMCtZ8Hq6g9XYqtHGkDg7MleTyBRAkXHm+NDKaqtGAFhgO1hrjyLOsq0aAcDyy9hsivOHt3JWsWB+YT2tTASAEzuPQ0J1LrogkZwzsy8Wv0uEONMD8dh7jKOVvmanstQkxVlWQZ4xRc5ZtuLs7K6NgKhFx7VqnDjj7OvvF166l34fXNJUUgtDVMj2PLG5I7w2NIbrDoiET887X4ozUkgn11uqei/VxH0QKuzXNC0A3C4MknPGAnGMO11RcWZyYIrc1i5eMrzGNOfLqBK76sSucfMP/xCdz34W3smT2Hjnf0X/nnsAyIqzpaMjrqnIJs4AoOmK14Z179KB4oxzjje+8Y3YIPPrVMZpSxVnQT/A7R/8n7nb1nF8wOtFxBntT7I0heJMYdV4QGzE8PegOOOcq60a++c/44zvUXGmyjiTiDPyHOivr+Pq2athaeI4+9bGt/a0DaMgWTXG20cVZ3vKOLsAVo13PbE1yIIGgP9+55PKeVClbNtrVt2zFU8L4qxAgQIFChQoUODZDlp4PPGKq3HpX/4Fjn7i4/B+/c3CZ6ZmSmRGgXNDHjmmjbByHBfUrnFz9hp4sZXHOA8hacUZLbqpMrvSqBNbok5SuDpwM5DOKgm9iDxLgWachTyEH0Z/T+2NaiVDyn+x4oJA7+RxAIBGCi4eJc4aS+Ahl6wasxRnyUNpzdKlrniaLbKQshGkBVE39cC4epwWaIZjoEkUZ+MQZ7S4Xa6bUlaaCjP7xcLXjr8P9/VeLbw3u7+GGVcsligVZ0Y0Z8jEWcqq0RyfOJMVZ5V8m0YAoGo3ilIztmqkirNouzxNh5Y6bGe7R4TlxlKbOW2hqAsglzhjmga9IW53kFKczaElKs4yrBrn5kYRZxGxrjMfOtSF9zQxoFKcUcUAN4jCILY7pI0XnbEyzghplVackQL+oXqkdKGKM4tp+KevvBJXHRp+l6w4i84vSpyVggo48YfjKeIs5BoYIc766y2AZA49EBNeglUjzTgLHFlxpiDO9pfmBl3lgGyJC0TkXRqUODveEskMmm+2OmUJiugjU0eEz3vEqrGstfBCcj352pmv4fGdx/HZE58V3vc2XwxwE+WXvlR4/znHOfSAZ+ac/cD8Fm6+ZAbv+MErJeva7dXsQjUgZpwlmA6ImqUs57ZloZwixgzS8d/gU5K6ydVtbOk6XAC9lOLsyiX13GTS64QdgBkGYIjHOol8WmC7WG3lXxN43x5YNatgBRVskunCnzDjDAAONwhx1jlJvoANc8VqolrD6ItzJL22skA8r1wGtNPWpIJVI1Gc5RXkac4ZsS1Ng9o01ixdUnNlQZVxlmkVeOabwJm7hbc6N/6UtFhds6S55DiZpy9dqKNZEbfRvlAZZ+R6S60ayzVC9Pflc5cZHHBaklWj7otjnCrOFgINWurekjFg/lA99ZpJdo1nH4vuRXoxUZagf++96O46aG+J6zwXxRkANLuiOmvdu3TQQPL5z38eDzzwAHaJ1Wum4qwsnh+hHWJ9hPo2UpzZqCuIM8dkMjFOiVEorBpPnxlpeUnRb3uSch+4MIqz8HxlnKmIM6o4W1uDqZu4dv5a4f171u7Z0zaMgqQ4i5/v6P1RyxWfL8ZBoFCXqewbJ8EWyX+2vRCf/Y5ss1kozkbjKSXOwjDEZz/7WfzO7/wO3va2t+FNb3oTzp4VO21c10Wv14NTeGwWKFCgQIECBZ7BkKyzvC6sSy5B+eqr0fG6ucsWOHdo09kP4OdDcQYAx25YgJ4qPnHNwPp85L8/zkNIsJtj1aiwHkyDFnS7bhB1apebkpoAp0S7RkqcAcOcM6o4q5cMKf8lEb0sxDUEnVj8+LRoVF+KVALk2T8hzjqe+LCYEGeMMckm8DsrhABrDn+LlF2TozhLB9BT4kxlcUPRJ4qzcW3IZpdFQj2EiSed5wnvXX/rQUkBEfb7UsHIjo+ja2RbNY6nOIu+V8o4C8qYr48gzqjijKI8FVk1UmVRPN771vD7OQfO9o8Jy+27bDr/+wFZbQYGTB9WLTkAJc/TxNksaykVZ5Q4m50bUeRL5ftYWoa9VLqjud+XCHdKnPkmIc7CmDQijRpdjY3OOPMmV5xR4iwIDbz1e5ax7QyL6jTjLLFqpEXdkl9FQGriQbc7IM4CyKSVv0YKVOUyNvVojAtWjUQl4vgycWaSoljZr+FoWcxUqVuG5PrbJsXHy2ZE4mzVflJ4fWUobvPKlLhtVHFmd2TF2YuIcuSx3cfwH77+H4T3eFCGuxNZ9c5//63CZxUXWNrBMOeMEGeX8pP42Ju/B2/9vsswQ+aorRHzYZRxRlTDoViUd63xi3Kl3vD3U6vGOm8K2ZVApDgDgHVDRy+lOLtiWU2cWaTpJLlOaOQ6l1izjqc4swdzmnKdQRmbDao4GyfjLN+qcdXegp0eoJVpQI9/H1GcWSMUZwEptHuMi5l+vSEBTOczekwE0JyzHMXZqS1xvjs0WwXLsd1Og2ac+SGHG8jkAQBJbYbmQXQP3yItVjeqEnF2ckckT67a15AsDUdlYY0NagE3QnFG51ipgYtxMA2A04ZBrBrpuWb3fFSs4RhZJorrmX1D1f5gGUJ8rcTEWbgrzoFhtyupzcyyLllZqxD2shXc9dZx4fWmfxiBEW3Tu971LgAAcQJFc8yMs9AJwax89WOkOOvDBFDxiOrZ5CPPbwAwD4jEWdjrCe4U4yCr+cvLslQdgXyrxvOUcaYzheJMtmoEIOecrV+YnDOqOBtYNVLFmbcHxZlCXXauijPa1AMAn7xXVixS9wqgUJxRPGXE2Sc/+Ulcdtll+IEf+AH863/9r/Hud78bt99+O7a3xQvn+973PjQaDSwuLqKrYEILFChQoECBAgWeCZCss1I31vQmmy5b4Nyh56jKzkfGGRARP5dcPye8t7oUkSDjKc7SVo0iQUFzWCio4gxIqcUOEbvGk2IGTsnIIc5IAaxWMsAyFGcLu1FhQCf2fD7JgkJ9SVKbAcPMI0lxllJQzZCcs4dXxXNnsTEsVtJcuKSY19m20d0RH9KXjw1JBdmqsT+yw5eqQqhFURbKdRMVPfvh2CzruOKWJWhlcZu4QnFmx4ozRyfFmJTizNRMGEzcL9lWjWIBiYdlQdGnBC0EUZSijDPZqjH6fX1z+P27wT70Q/G83XfZGIqzLZI70twPmNlFbACSlWs642waXWx30oTWDgDZqtGqj5i3UxZlJSY/17paH4ywycHWlvCak2PuG+K4s8Lod0rXGzaO4iybOKMZHknBPiEpBtvDS0BnFRspxV/NFdc7zDgTx6EZluCZZMz1eoNMxIDLY0/fIAXYxeWBequWUvWprBpZhRTlfPGYlPwqLrXEbdc0Js21EnFGFGedYA3QhttyWUByd2bFY5i2hgTkuaWi7eIax0WDlHK+cuYrwmt3+0VAWIala5jevyRZUzZ6yFScYffEgPyaWRKLwzu7+XNh2OtLyokKUZzZ5vgFQSN17lGrxkrQUCrOAGBVN9BPEWdXZRBntMEiUSbTBpGB4gy7WGvnX8/Dfk+6hqdh+RUp11Zp1ajKQEqNZUqcAcBpI/V7qinity7anJUcUflIFWcuscB0GUSrxlTG2dhWjYCsOMvJOKOKs4Mz49k0ArLiDMjIOevvAN/6qPjezf8AbVIkN5iBUqmOMsknPNsS56Crlpuy2u1CWTXSjLMuaaSgVo3E6lfTeTRd2i3oxKqxRJ5LnJ4nWDUuk/u6xUvk84sqxLfOduH0PASEEAg73YGNY4KlI82xVPt5irPGlqj2DWFi015Cq9XCJz7xCQCQFWfl8RRngR1As/Lz9rpOMLifqhKRrW3w8TLOlpYkK2ma6zkKWTm91C59XHhrsmopAbVcHBfclRVnZdJ8IGecRfcZNy7cKLx/3/p9CMLzdM6lQO+VE8XZuWac8SBQqr6CTmdidWEau4rj+/mH1sUGCBSKs3Fw3omzU6dOjVzmj/7oj/AjP/IjOH78ODjnmJubyxwQv/ALv4CpqSl0Op3B5FagQIECBQoUKPBMg0pxpvo3INs+FDh36FPT2Z+dJ+IMAC5/ntjVvT19BRyrOdZDSJgqwPg042yE4oxmnAEp0usg6Zw++XWh+KZSnLkx+UX98JVWjT6ghRxz8eZT4szjhLSoL8EhIfZggBUXMLOsGgFgjuScuaTYn6c4SwqsVG1mVQxML6bs2IjizHdD9Nty52Yae1WcAcBMeSPzs6tesAyrbMjqh74tqY/6MQHa1wiBY4sFKdrFaxNLpkRxJlk1BhUsnKvirNRA1TLQIPsnUVh2UwTXWVcs5lebFprz+YUqABPlmyWgxHo640xjHLy3NczasXfAQ4CHYoFNq+STc+mCsUpx5pkOKMfsExsweswdk2SMBdHxqZOCU3csq0ZCnKWsGmukQJsU7H1NPC88XobbOoVtJ95uDtQdsVCeEGeU2AYApyyuJ60487l8Ts22xWtnf3ZIDgiKM0WtwSPzA1WclfwqLtXkQn2T5JzRru6jU0ehMfFAatYwa2exIxIWazPifpcUZ8QGtqLtwgBwi0EIiBR4aMLb+l4AwHzdAmMM+oy4fLPHh4qzucsBRq4x61E228yyuA/a/XyrvLDfF1SuAGAF4tjrGOMrJtjusJhMVTDloJqpOFszdPTTVo1ZxBnNOEsUZ+Q6l844W2/lF4cjq8YRijOSceavroEHpNhLM5B4OJifgUjxMF8RVZEnzNTxSecDEuKs4ojXHUsnxXlKnAFiwTXPqjFPySJZNeYozrbF7z04M8b8H0NFnHVVxNm9/wNIF8Q1A7jpjdJ9ec2qgZUaknp1jdipXbXckLL0lITdXkCJldSzQhiEcm4stWq0xf3JjPi3OC3oRHFWJnZzTk/MOFsKKHEmK5oXDjWgGalxzoGVJ3YFW3IACDsdrDwhzgnj2DQC+cSZ1tnGVFkcX+vtWZw6dQpBfK7t2nu3amQjibPIqhEAykRx1jOCsTLOmGlK2V7u6dPScnnIUpztlThLCCsV9kq4hK44p7pjZpwBwA2LouKs5/fw6M6je9qOPEhWjRmKs0mJs8wx7HmSEm8SUIIMANwgxF89IGb/KYkz15WvR9/FOO/E2fvf/3783M/9HFzCGCd45JFH8Na3vhUA8PKXvxwPPvgg1nIYa8uy8OM//uPgnOMzn/nM+d7cAgUKFChQoECBiwJaeEyHB9Mg4UJxdv6Rpzg7XxlnAHDk+jmRsGEa1haeO57iLGVfQ22eRmWc1SwFcZaQXodeQD5YAdYeHH63Ik/PDmzxO2LUSzpYiZB6PnBb9WYYcf1XDxUqlMHCNaBUlx7YrbIBFncX04fONJE8W8snpATFGdlnSRe8bNPYGKwbAGrTJanTeVTOGc04q05CnNWyi8jXviwKhqfqGO7YkkWRHR/HnpatOAPkYsT4GWdlzNdH/K5RpH+cL7JEVH2hXkLINLRKwyL9WU8kzvZdNjWeTZdEnB1VLpaGPiUW/dJWjQAwjTZ2Ess4e3dQRE9Dq4wo6qYsylSKs8By0SZfEWyLijNKnNmmOC51PyqU1phYMO1oLJc44yFHGBC1W0pxRhs/EqtGj1g1+ryEja3HBq+toAIzFAmI2nR0jpYVWUU2VVb2egPVjIo4myfE2XZjSBTkZZwBgKuFYNbwO1WKs2OQt5Ha4rYdsThV0ktS9pRWigtVnKO6IVryraTq1TWzJhEhKsUZALywdlDatgTezvPBg+iYzcVkN80wavZTijOzDMxdKn5JfI2YJlaNPb8KjuzzUJVxZvgkA0YTx3Ue/I1h4ZsSZ2a/CnpovYHibGjVaBkaLplVq5Xk60RULJQVZ0PibHWU4sy28xVniowzBAH8DVKQVmVGjso5S2ez1dKKM7Gpp+qKBG7JUBOIg9eMo5UmKVNWjSZpBMgtyKeUtwDyM862xO89lHEMVagq7ol65H4GnAPf+GPxvat+GGgsSffldbMOWA1UyIBzQ3EsXLWvgaoprrvn7o2gkECJlVQGnkrFL1k1kuuHpg+JM4PMDzWbEGddf2BBaXJgjjSOLByWx6pualg8LA70sw9tAp44p/mdLtafFOeMpaMjMkNj8J5aTRV9yLFQIjlnO010UmQnVZw1M05blVWjZuU3y0RWjdEYphlnXSMYK+MMAMwDB4TX/sSKswzibA9WjaHj5FpF7llxRjLOfH10xlmwuQnu+5ivzONAXdxHF8Kukd4rJ9tHm10nJs5yLBnPxa5xV2HVCAD/5z6SmZzh7HcupN2zDRfEqvH222/HS1/6UimvDAB+7/d+D77v49prr8Vf/MVf4Kqrrhr5fS95yUsAAN/85jfP+7YWKFCgQIECBQpcDEykOCsyzs478lRl58uqEQAMS8fRG8XC5+ri88bLOBMUZ0TVNUJxpmsMNdLlPLAQm7tU7DwHgL/85wPVmamZ0InaYKg4Ex+sa5YBVhIL2FYA/EjlhYPXGlGcraRVG3HXOy3yWJXh+ulDZ9MaFlBGEmdpxVmGkoB2Ni8dVdixzYr7P8vqJkGPqkKa+aqMNGbq6mLJgcMMc/ujuUBSP/Rlq8ZEcdajKhmi/qiYOcRZ4APx8ZMVZ2NknI1h1QgABxbk5oBAL+PufVcOXlPF2b5Lp/O/O0GbZAVNy3ZmFBqxagwCsSA2x1rYSLKm+jtSvhkgk5sSzDIQE+IqxVlo+WiTQxds5yvOOiYphPpRwbYOcex3NS034yxQZP8EKTUZvSZVjAoWKgvwdZk4W2sNM71qJN8MAGrT0TmsmxpCXZxfnJK4A4JuNy60M4k44wgxT9Qea9Xh+qop4qzE5d/X9/tCzpmccVbFMV8m3JoVqjiTC9bUrlGPibO614dOCO+16eFYOtI8IpHDNOOsokXn8wunrpDWCwAadLibLxm8TlS6+sy0sFyjl8o4A2S7xrVvA5AVZyEM2KUctVvflpUxnvgdu9rW4BqTh9B1EewM5y96jPSuQi0dK85WDX1g1Xj5Yh2Gri59SdcJZ5TibBdrOYoz7nmA7+dnnPlltKqArxPVGa2fqRS8ZN8mJHaCk2nSppoiQ2pi0bnqieQltWr0CMkUWTVeXMUZtWo8NIHiTNcYyqb4myTF2alvABsPie89/+cByBbqdbMOlOoSCc/YcJ80ywaWm2XZqvF8Kc4IIZ2+3toduUhOmxMkq8aB4qwtKVLrzo646pRV42KggaXIc6YxzB9UX/uXiV3jyqM70jLbXQM+ydhcPnruijMAmNNE6+b1zTLq9eG2UsWZrjGo+oN0Mk+MrTjzouuQRQ5PR/fGyjgDAHO/mHM2qVVjeyPDqjHPUjUDeWoz4BwyzojwxjWGVogJKHEGzuFvRgT+xcg5kxRn8faln1GAyYmzoJ2diZb32SioMs4A4MuPbGC7G+1v7vuZx6zIORvivBNnP/RDP4SDBw/irrvuws0334yvfvWrwud/8zd/A8YY3vGOd8CyxuvEvOyy6Mbz5MmT53tzCxQoUKBAgQIFLgpo4TEv46ywajz/yFKcadWqoDo4H6B2ja2pY2hlPLimIWacTWbVCMh2jQO1GGPATT8rLnz8S8B9Hx68pKqzJOOsSzql6yUDoSl3cs+vDwuJ1KrxtF7DZ6pxgaGxDEDuSC/FxWg/9KUA7rQNymx1BHGWVpxJ2TUBwiDE+onRnc1yztkoxRlRhUygOJudUn/3dbcM5wFGbAC53ZfyrpKMsw7OQXGW+jclzhBWRmecjWHVCACHl+Tl/uuNb8DnD90IAOgFU9gJxA7isfLNAIkoHGVRCAB6U1wmJCqpWbSw2YnHuL0LriDORirOgEHRuMQUxT4rQKtKCumpjDPuuoAvnjdtQ7x2MF8HDzlqxCqwoxuAkT0mA09BnMVWjQxMGjNAZNfoE8WZx8tYbw87/OuOuF8rDRNGyu6LW+LvsS2xUMZ7PUDTgcqMRJz5moeljjivnjCj9VnwYLFhsVqlOHMCRyTOiOKs7FfRVFhnNaniTGGHdNmMSJwlirN9XVHlEzAIWVdHpo5I35WlOLtk+lLsq+2Tlj9kfS+4PyyCz9WisWxMy1aNrfS5skCJs0hxVm1aUuNGrzq8xvWphVm/LxT4OQe6O+L81Tfb2LJHq878tXXhNVWc8Y58LRIUZ7HaOcumEZAtfRPrxyzF2Tx2sd7Kvp4nxUba/JJGKaiAM4bejLgOb4WQ/kZZttB08xVnJ9OKs+o8OtsO+h1XUpzV/VHEGc0446L1Vy9NnMkZZ5nZPCnlLYBM4sz2AqwSgnISxRkgK/El5dfqt8TXM0eBIxHprMwetuqSVSNSDQZX7WuCMXYRrRqHDSjU/too6dBNai+YYdWoyDirOeJ9g9PzoWsMlqFhmVz/ZvfXYCisMQFgH7FcXDvZkxSrW454fk4tVlCuj9d8NJI4Cx8WXm9s6ti3vB+6Hm1vy5HHqcquUa04E8ejTpwKOq4/uKcyyWWirbljWTUC506cZSrO9mDV6K9nu8UBQOjskTgj6iZPYdWoz8wAhnhOJ9eIGxdvFN6/Z+2ePW1HHuizSWLVmPd8Pw7CTo7iLOezUchSnPkhxx0PRNeaLLUZUOScpXHeibPnP//5uP/++/EzP/MzWFlZwctf/nK8973vHXyeZKDdcMMNWV8hoRYH2fZGTIoFChQoUKBAgQJPV1D7xUJxdnGhT6uL5+cz3yzBoatnYQZigeLxx8bork9ZNfoTWjUCEamVhlDQfemvAVNEeXPHvwR6UfGM5pwlxJlk1Vg2sBbKNi21MzuDf+uh+FuN0MQ/X5zHlyvloeKMFHlK1Wjb6bkAiOfD7AirQCHjjOwzz/axeaYL3yW5aEdk4qw5L+7/UcRZj2ScTWTVOCMXL6ralqBc1IiFXdi3EXYJcRaTn20QksNuCZl2ZULKCsSZN/ydF0ZxFhXIju2rI4RYsPrmvuvgsOg3rHiiK4lR0jM72iXQ4tMYjQiSVaMvFu1mWRsb3cSqcUeyauSMgZVG7BtgUDS2FFaNWpmjRRVnqYwzVffvjiEXVTw3QJ0Ud7t6/vwRKJRViVVj3awrLTIPNg4O8qQS+NzCWn9YWKOKs9o02UclojgzFYozAKjNIyDEWaD5WCDnwKMsOtZptRkAWByCQgKIsv202vC6bJBuciuoIuzJc12DZpwpuvap4mxAnPVE4my9YSJIqY5ovpnnBvAJgZEozlhtAS/c90JQLPNXCa8Te1Vq1djoA610jlGG4owxJts1poizLjmmEXE2LBxu+Edh98S5ZK1+YjzibFUkklgoHqOwLx7TgAUDwnfVMAaKsyuXsokzem0dKM7KasWZwUJo9jZsT02GhP0+QqaDa9mFfytWtLrz4n2Jd5YQZ4zJzQjUqrFJrBpTjS1fefAa3P4vvoLb/++v4qFHxXOrFPaF82QUceYhpWIPQ8GqkRJn4PLfD0AVZ/aOcrEzOzI5OUnGGQCJwOrRbSLnIxaujPY55HuRhtXIUJwNr/1XxQQtVZz1M8bKxKBWfqmxYXfFInm5Ks/5PNOqsQ2DZJyZhCSwex4456iYOpalfLPs84sqzjyPo1MTiaBtLs5N4+abAaOJs1lPVBSGAeB3dLz2ta8FAKjEo1NlBXE2RsYZzYCNFGd98BDQibXlrubI5/a4irPT4xNnnHO0t86fVWOSK5a5Pntv9n4040xFnDFNgzEvOnoMcs6I4uxEe7xrzCTIsmqkGWddr4sgHH/fBjl2jHmfjYLq3iRBYteYR5wVirMhLohVY7PZxJ/+6Z/iox/9KBqNBt7ylrcMPktuuichwTZj+eXUecyfKFCgQIECBQoUuJiYRHFWZJydf2QqzjIItXNal6Fh2XlMeO/4iYzu6xTSVo17U5yRXKP0Q5NVA37oP4p/0NsAPvtvoo+zFGeEOKuVDKx4CquW46cG/6RWjUZQgs8YfnlxHn9nRdvokk5IqxIVeVokkB4QH0rncqwaDY1hJqVIoyoJzw6kfLPmfFmpDmvOifs/z6qRcy5lnFWa4xNntaYpESnXVj4DvTY9eK1RxZljS7Z9iVVjixP2hQcCmZSrOEuRBx3SPc3DMuZHKs6yC2iwGpF6CMBliw24pDZV4gxunCl1htg0Lh9tQsuwWpNAi0+jVHBQWDW64tiZRXugOOMqq8ZSebz8tTjfp6TJxQq9zNDKyTijxxsANnX5fPHsALVQJIc7Wv78EfjZirMsBfTBxkH4mngehzCxniKb6oQ4qxOFDSuJ8yIlzgaqyuocfBAiAx5M8jsfCKK/rxHijAEoK5oD8hRnAOC05X0+juLs8unLhdea2QK0Hi73RSJubVr8O6o4o/MKAFS0negftTm84pJXCJ+94vAr0O+JhcWhVaNYGG/0gN20qmTxGnFFndVBYwW1a+xVl4fbOEOsHHs9IEU6POncJHy+W9rAbnl9TOJsVVyvla/c9jQbCT+6lrJqzFWckevEMOOM5O2lzvkFtoP1trpAzPt96fpNYfnRd7MlUgRekaNOpJyzEYqzM4YBD0A3mME9D0aEROCH+NpfyQXYeTY8/iVCnNGiusv40Pqrvw2k7E8tTT4uNCNtgDEzzk5ui985XTUl0noUqOKMKuiT8T1AytKa2q3VzBpQaqJCbV/TirPl6DpSMS+U4ow2hQzHBiXOSjV5X4V9cV4cWjW2omugPtxu2kgQ+hy+F6JsaliixJki3yxBtWmhuSCeS7tTx4TX28ai8Hp5zHwzYDRxZjq7aOoiIb1+oj2oUQcc6LjidUipOFMQZxohzpaalDgLAK+vtHbeZbbCqnFMxdnp08rlVOi1XKWiHNij4oyogKkCbM9WjSTjzFNknAGyXaO/FjXqXDFzhbT8vWvn164xy6qREmfAZKqzMMeOMe+zUciyagSAv31sE+ttp1CcjYkLQpwl+LEf+zHcf//9ePWrXz1470AcbPj444+P/T1f/vKXAQDHjh0bsWSBAgUKFChQoMDTEzUrR3HmFoqzC40s4ux85pulsT8QcxW2Wzq2V7IfUIAhcRYyDSEhsqxSvmIEABpkGaoWw5WvioLv0/i7DwAn7pRUSFnEWb1k4LSCOHOeGN7b64FYUDTCqIBjaxre1vomTrZPwumLhaRSTJx1SFFQZ7rwMDxbyyZuFhslaCmyhyrOXNvH6oh8swSTWDU6PR9hIBZeKo3xC3ysVMfl5S8NXpfZLq6tfkbIpKJFXFXGWWLVuMsVXfkpS7Z84mz475ZScTaCEMxTd5WHv2f/dEUiziyOAXF21iP5ZpdN5683DdqVP47ijFg1BsS+aZa1sBlnTYX9HcmqUa+OqYSI1RYqxZlRYQqrxpTiTFEgXNNk8sFzAtQD8bztavmkntKqMVacZTVyRFaNMnmwkSqAUcVZfUY8f7WyuJ9dI0NxVp1DwOk5RUglw8BqfO2sMnm7SkTFGynOhuujNoBAlOtDMY7i7FDzEAxNnH/00ioOk9ygtVnxb482jwqvqQWsBm+o7qnO4yUHXoJfuP4XMFuexffu/1781vf81mCcJkhUojTjrNnjYqPC7DGAXHeycs66KcWZOyueX7wnnn8nCHF2cvpBgGEs4sxbEYmzdmkEcZZSQK7rOty43JUQGiqorBo555mKMyDOOWtn58L4Rn6DQaI4M5dFq01JcQYoFGcioUMzzkLGcMYwsBssAymVZWfHhauLWafzGF4P04qzMAilOcFlqbHeE+8BTCYfl8z8JCnjbEe52Mktmm82mU0jAFTJsZWyxqjiLJUJp3SCsBSKsxRxlhC0ktLtfBBnYSgQ0gCEseF0xf39RKuPlV1xjIZ9cZ+miTOmaQK5ThVnyToauoa5ULw3WLgkn+iido27zWFd1zXr6Fui4mzpPCrOQp9hwRQb2dZOtHHrrbfi2muvjbaH5JwpFWfUqtEOoZNMzsWmeI3pxIozqlAHgG3Wl+9NaIZdDPOAaFsd7O7mEh5p5N277i3jTCTOzAMiqRc66oaCUaAZZ54h5/ECCuIs3h5DM3Dd/HXCZ+c754xaNSbbpyLOJsk5C7s5xNk5WDXmEWchB/7y/rMjFGd7O5bPRlxQ4gwAlpaW8L//9/8evL711lvBOcftt98+1t/v7u7iPe95DxhjePnLX36hNrNAgQIFChQoUOCCgpJhfb8PP4weWgrF2YVHliXjhbBqBIB5YwcWKZI+8vVV9cIxwt2oiBUoslGsyhiKM8mqUfFQ/Kr/F6Dj65O/LCvOfEf5HTVLx2lXzjjwzww75alVoxkMv7vDPfz7u/493J5acUYfNhtWQ1DyzCq6qBMskKIFVZy5CsWZKt8MABqS4szOzGxRqUImsWpEqY4XNf4bnl//EK6tfBqvmf23qFWDgToLUNiGdTpSJkSiONsJFGqHVM4ZLUZkKc6oVWPVqKNkjBiHeequlBpN1xi4IRaTSpwhhAYXNWx4YsPk2PlmgCIHZhyrRpJxRojdOdbCRscBOAezd6VCmF4ds6gbWzWWNLnYV6oaCqvGVMYZVZwZBrawO1CGJXBtXybORojhVIqzMM4Iy2rkiIgzuTCzmbJ9rDvTwmeUODNIgdLTxblJUJwRq0YWiuv25xbB42w3qjiDWZXsaO3ABksdNz30wbl4Ttk9ueDdrIjzrKo4ZWomjk6JJJhWWpWsGlenxd9PbfckJavWwmA6rM2DMYa33/R2fOENX8B7bnsPpkpT2CDE2VxMnBnEqrHZJ4oz3QDmrxR/SJxzNrOUbdUYzJFzJ1XIdsIqVjzxO0/MRGTcVn9yxVmrkl8kd/XhcfcZA9N7aJYNSQmSBr1OcA74XghWUmecAcACdrCm8njDmIqzIJqDawfE4y1lnAEKVYo4v02VpjBVEo/BSdOAG8pzUtcS59UFtjNcTUrRq7JZ9FhqrHdF4kwv12CQPC23n0EW0Ywztw0E8jl0cpsQZ7OT2TQCCsUZbSaSiLNsxVndqkdWjTTjLGXVeOXAqnFEttpeoLLxSzXkUcXZ2b6L3/srMd+LE8UZS6wa7ei+yEgRZ4Yvk6FOz8OST0rIGjB/IP8aS+0ad1NzY4vY0xqWhrn94z0D8SAYqYoJfYZFQyTO1p9sgTGGP/3TP0WtVsMuaZRRTRdUcWZqJUAX70cXG1RxFmWcqTJRt1lvgowzOcty3JyzPLcE3w0RBmo1WubfEOLMOiAS9wgCcC+bsMkCvZ91dXW2ahZxBgA3LtwofHbP+j0Tb0cepIyzuNGnalSh0VzZCRRn+VaNe1OcBSFHm8x3VxHl9SfvPYugk6c4G53N/d2CC06cUfziL/4iGGP4whe+gA984AO5y25ubuJHf/RHsbKyAsMw8Eu/9EsXZyMLFChQoECBAgXOM1RkWNLRKnW2jlHoLTAZshRnF4o408oWFtfvFt575BtrmeQLMFScqYpuVD2lQr08QnEGAFMHge/7l+J7aw+gRLq+B4ozUvCplQyc6p6Gm8Of6NSqkVtgfFg4+OKpL+LUlmhJlWSctT1SrCJF+zzF2RIpWlALru6Og+1V8cE3izijVo2BF0rqjwS0uG2WdRjWaKJzAKuOktbDLfUP49ap92LBfBwoi+OVKs78bbno3I+JgZ7P5GKrPSQM8zPOon/7APqEOJupjGGflDd3lcS/N4gaIHHtWwuvQYjhWGZMnUOnBOd7smqUMs76XjoWDrNoR4SE14PGfYSkeEitNDMR25SpFGeliplLnFGrRq1SQd/vSzljnh2g5ovvdREipBZj6fUQ4sxn3kCsQtXSCQ41DknrBoBdPjx2kuKM5GEZFaKw08VxnlacUeJMJ8TZ2VRBvspIMdWqSUU4J3Cg1whRx4mK0+ZCPiAgK86UDQpQ55zN7opFx9XhJmO5uk9Wg5I5p6LFRJdRkYuuAMKQY6srHpPE3layaqQZZwCwKGYLJoqzaaI4c0tT8JJtXRAJuTRxdtK9ERzD89xnHs40HwEwpuJsTSTOtmv5xJlPxiMzd3HVcjPXRtVUqLk9OwDLVZztYC3DqjG0bWXzSxqWH80X04fEMeKriLMRGWeAbNd4wjDgUsteAB3ziPB6IcOqUUWcueBDW1KiOEN1DmZFVngrQRVngNDYkeDUljjf7UVxRpVfkmViDnE2qeLs0Gxl0Lx0QTLOlMRZdsaZzTi+eXJbeE+6hhjxvB8rndI5iAwcAZljnZ6Peaq2nilBN/PLyjSzzK4swLGia25afQYAi5eMb8tMrSej7RHHV+jJirPN010EQYibbroJn/jEJ9D2xPWNY9X4z37116VllrIUZ2SfhQzYCTvy/VLoAb7ciKWVy9DnRLXo2MTZRj6xOGnOmaQ4O3RIWmYvqrOQKM58RcYZABiL2cQZzTl7YOMBeOHkJF4WsqwaGWPSs8pEirM8q8bO3ogzlYX033uBeJ246/gWNte3peUG6y4UZwNcdOLsuc99Lt7+9reDc46f//mfxxve8AZ8+MMfHnz+1a9+FX/2Z3+Gt771rbjsssvwxS9+EYwx/MZv/AYuueSSi725BQoUKFCgQIEC5wWqrv3kwbxQnF14aI0GoCieaRcoQ1crV7C0+nfCezurPWycVD8E8SAYPCD5KuKsNLnirJNVuHrBLwFL1wtvlVoikeXG5FeXFNDqJQNnOmfg5jgR0owzAFh0xceOx1ZFK8s8xVka0xUTWa5zi6RNmNpbdrYdIFXz0gyGhYPqbI7qVAmaLq4oq3O31xIfUCdSmwHqXDBCnFFiJtiSH3YTq8aeG0h/LyjOSDHC9lOFlZg462jyY+JcZYxzJS/jrCySUwlZmsDiDGVTw1mSb7awxGCNQRwDiBRzlCAay6qREHOcI/RSSkfWwmbXGdiK0Q5yVhmzqBsXjVWKs2q9JBFn/nbaqpGMv7iw7+liYcx1AtRdeazSok8a1JYtsWkEshVnM6UZVKwyQohzxC4bji9KnNVIxplVEceZr2UozmrzEnFm+OJ59xCGf1sH+f1WTVac+aLiDAAYF4vljl8RVJgA0JSsGtWFOUqcWcZZVHeyFWf7qnIBst+RFWcAgNq8tCwA7PQ9UEHMwKpxWiwoV1yg190RmzkWxXMvIc6mFipgZOLtVSLVmb4o5hOFKQUIzTc723wUvh7tr7EyzohV41Z9ROaKRomBXVyxnH/+U8UZAHiODy1PcZZn1djvK6/hwjqDMgzNwOwlYhaev74uqzVGKM6AiMRO46SpJs66mmj5libOrBHEmZe2auySnKPavELhnUWcTcvv9eXr2SmiODs4OzlxViMEVncC4kx5X15qoEKbn1h0vNJ2oJSw8wIOb0JljwSVGil1vXUIcdZnXLKIlImzoVUjAOizhNQk7gFOz8MMHfYzo+93ZvfXpEam3diWdpcozijJloewp7A8nhfnxsiqUYwJCvwQ22ejv73ttttw1Q23CJ+PY9X4nOufLy1Dla1ZVo22CbS9jrqpR0WQQpFzNiZxlmfVCExu1ygpzg4dlJaZNBuLhyFA5j03izjLyDgDgOcsPEf4zA5sPLwlqi7PBX2iwqymMlnps8pExFmOHeNerRpbivy619xwQLL0v/eh7Ly8QnE2xEUnzgDgd3/3d/HmN78ZnHN89KMfxU/91E8NuoB+8Rd/EX//7/99vOc978Hu7i4453j729+Of/Wv/tVTsakFChQoUKBAgQLnBekb7ATJg7mys7XAeQXT9Sj8nOBCZZxp5RKa7eMo98XO7Cy7xkRtBgAByeIxSrqQ3ZWFxjiKMyCy5Prh30M6/6QUissmijP6HbWSgdOd0/ByeDzDkh8x3kZIJ+6Iy2RlnDUt8ZhpGsNMVV2oWWyI+40WaigWDjUyO6U1jaE+K35fVgFCslOblDhTETuS4owSZ3LROSHO+l4gqbvGzziLipXUphEAluoKpQBFruJMLCzUiO1miUcWV2dd0dpt3/4JCo4KNUYumRdDRaAHKbJ3jrWj7KiYgKSFMK0ypo1YrIoa5FSlUKuVpYyzsNUaFNJpPg0vR8fbJTljnuOjpiDO8qyDqOIsZKOJM8YYDjUPDYiQBA7i/Ca/hFIg7heqOLMIgchZdsaZD/K3nnjeraQVZyCd0lYDJZI7ZQc2NEKcaQFRnIV1KYOJzrPjKs4WnRUwQuquDTcZs5ZIagA5irPqnLQsAGx25A7x2YHibFr6rNzxYAepeW3xGnGB9W8DnEM3NEwtiMeyV11CCMBcEIkz3o+2gXPghPNc4bPEphEYkzgjVo2bTQ5HzyaADY1Y0ZktXJmTbwYAuqlJpKCrUJxxojhbzbJqtG3pGk5hBWUsVZZg7ROL4eBcKAQDkOcvRQ4Stfg8YZpwIM9pXYjHagE7w9WkbHipCsUHRyhYNRLCqbYgNTdkWjUaJYDeDytyzk5ui3PYwZnJrRqrpEgsWSb2yBhME2fkXqRhNSLFWahWnF2dskGjirNo3eeoOqPHXRetAmXFmaywo4XwgVVj/N3GjKgeZYF4PtldH40+abKYHp3nqmkMy0Tdvzt1DBwMbUKcZbkAqMAV+Wb6vDg3hr6GstZBUxfVnGtPDvfn1KJI/syQhg7DNKDT+8lQPscXlFaNtqRQd8xI7csVz4VjE2enswmPNNo5Vo1ApK6dBHR+Mg8qFGcTKpVovhkAePqYxFmKyJspz+AIGU/ny67RCzxJvVY1zg9xlmfHuFerxl1iIW3qDM2KgR+4dll4/9uPZ0cIFIqzIZ4S4owxhj/4gz/AHXfcgVtvvRWMMXDOhf8A4EUvehE+9alP4T//5//8VGxmgQIFChQoUKDAeYPGNElJlhBmUpZCQZxdEKjsGi+UVSMrV8AALK2JqrNHvrEKTiUBiArkCXydKqfGs/2TMs6yiDMAOPR84OZ/MHhZIts0sGok32EaATb6G7mKs/KyXNS9tctxU6oL1Qqo8kStOFPZliaFYAra7TtKpTTK/o/aNWYRZz1CnFWbkyrORhNnGrVqJMSZx3T4WvR7+0rF2c5w+0ixRmXV2CaFZM41LNVHE1D5GWfi/p6aEo9XiTNUDR0rNsk32ycXVTIxws4qC1qtBujieZZWnM2gjc2OPdiP1HpJK+cXygdIrBo1uVO+Xq+iraijBTvROmnGWRATZ0qrRlveD7RBIw2fKM78lOIsTwF9qHEIHiHuzCA6rlRtBsgZZ+VQHMcc4g7g3WHGWUAUZyXSob5WHRK7NZVVI7GBdHxnJHHmhHXh3AFk4kyVcQYAl06JxNn+lvjd3ZKGbsqqsqrJOTZyxlk+cbZOiLNm2RgoifSpKYAQ4g2ac0YVZ/1toBMV1qaXxH3Vqy6hVwYqTZFQ574PHgIb/hH0QrEQf2J6fOKMhyE8UqTdajA4RnYh2CSENDN2pVwXCsaYpJby7EA6p8NUfXkeu9lWjb2+dA2vlMTjyKBhf+kQ9OlpqSlCyjnbi+LMMODq8hjp+uKxmh9TcebGw9TxQzh+oLRqpDmsuUoWatdIFGddx8dWV9xne7FqlBRn6d/lO/K+rAzHa5birEwVzVq0nWmCtmrK9x72udo1Stmd4rxsd8X93WdcstqmquWh4ky2agQAg2Q6tTb7KNvivaLbGO/+lCrJdpvH0Kntl2xNJ1OcEeJM16V7+uRavWCIqrP1E6l7TXJv8mtv+0d48MEHceedd+LBBx/EqZVT6T6z6HsD8Sa4aumSjW/XCQBPzjhzTMAPfdiaYt+pmn8AmAfExorzZdXoKJRJWeCeJzVtmSrFmTOh4kxh7ehlKs5E8t/f3AQPhucWVZ3du3bvRNuSBZpvBojbR4mzSTLOwpyMs7zP8kCV8M2yCcYYfvgG8T5ja30ne92F4myAp4Q4S3Dbbbfhs5/9LLa3t/H5z38eH/7wh/GhD30In/nMZ7C6uoqvfOUreNWrXvVUbmKBAgUKFChQoMB5Ay1AdtwO3MCVutgKq8YLAxVJduEyzqJiwNLaN4T3O9sOVh6X8zwExZk+mXIqgZRxlmEhNsAr/jVQi7o3S1wmzsJQtvrph1F3p5vDSZX2L0nvBbyEX+8y6Cz6LVYgFsES2z6auUMfRgFgJoM4m1RxNqqzmRJnrQ31Q2S/RRVnozuwBYylOCPqB2KFk6jNgLirntgijp9xplac8aAsdVMrYVYBlvGISbZpboqQpxxYDBk80sm9vDjBwzstLmpGpHAYAcYY9IY41tKKM5MF0N0WnHZUNKLEGauOqYaIC8YV1oKGVMGKAdMzdbQVX+PHtpzUZiuIi8KUOHPtALrbRiUUC7x5hZzQF8//MG3VmEM8HqwfhK+RTMMwGv91QpyVa6aU/VfxRJKAcfHaF/SGxJlHiLOyk02cVSETZ0rFGck4M3yRXLS5rDhrVsTz2/FDuL6siiyxefBwuOwBItI5TXgN3ZfnzUzFWYZV4yaxdpxPnbNM06TrXbPHxTl36jBA7z/WHgQAzJCcs251Cb0SUGuIxXYgOj9OEJtGcxrYLQ+JsFHEWbC1BfhiUXerAbh69nxQZgqrxsXRhD+1QnZtXyK0eEo1ssB2sdbKsGq0+9I1vFaSt3mfuR+MMZjLogLAO0uIsz1knJ0yDdj6tLRc1xP3hWDVqOcRZ8P5oW37QJcQZ7V5qVHFyyPOUupQABJxdnJbLlLvRXFWscRt6nupbaJqMyA346xhNYCSIuMssWrcN9y3ZYXq/twVZ/nZnU6PKM40DtsLEaSaokJy36AlijNbbdVoEpva098Rj5MPjn5tTOLsUvGept04hJ1p0aq0qa+g2hvfWo8SZ1q1Ks3pA+KM5JyJxJl4Xlihjauvvhq33HILrr76augV+TeGoXg9qpUM1Mh467o+uCLjzI7/tO135flWZckJleJsNHHGQ4721girxgmIM39zU3rP3LcPMMTfTcfZKKgy0TIVZyTjDEGAIGVpfePijcLH965PSJw9+tfAf/sx4H//E2FeojaNgNiERhtepfzQHOTlmAV7tGqkirOp+L7lxZfNY7o6vC+p+tnHiheKswEuOnH2pje9CW9605vwkY98ZPBeo9HAS1/6Urzuda/DG97wBrziFa/A/Lz6ZrBAgQIFChQoUOCZCnpj3fW6ymJmXqGywN6hVJxdoIwzFiuEat0zqHXF/DCVXWOwm1KcEZuncfOdpIyzPMUZEBXxX/n/AJCJMzdwpW5lAGgFUeHTyyPODhyQ7Bo9XsIVlUX89NU/DQCwfLXijJ4PKvXlXBZxNqnibARx1pgTH9qzrRpJcXtixZmisEs6oKniTNqGFCnQ98K9Z5zF/5YyzsLKeMQZY9kKL/Kbmk1ZcbbPEwtMU/oZ1EoTPLzT4qJVU2YbqkDngoDk8s2xNjq7UcGYU6vGEcdngLhgbGoOrqh8YfD2ZTctYma6iVBjaBPxWrAdk3V9cfx5GcSZ5wSAvYs6Ic66GQU5QLZqDMawagSAg42DklWjkaE4q83I46faf1J4rXOyHz0vsnFSEGeWP5niTJVxRhVnJimWO2FjpOIMANqKJoW1lovQGXbHH9wQ59jTc4SsdElBEHmKsyziTBwL8zXxN+szYmG82SOKM00DFkSr1CTnjBJnveoyumWg1pSVTWHApHyz+StKgmpjy94S89UIPGLTGDKOnRrgGNlWjTWIn5UrHUxVRzcyUOLMc/IVZwtsB+sZijNu25KKpmbJxc8FPSLMjH0iceaviPcLe1GceYyhBfm60rHF3zSPDMUZIb3So7vV9xSKM5k4y7RqBGTFGTnHTm6JRerFRgllczyCJo1cxRnNNwMbKII555JVY82sAVZdzjjTPJQMhiNzQwLE0jXoNBMwvp9qtVp48MEHcdddd+HBBx9EqzVmgV1SnInH1+7QjLP4/ymlG7X7ZYnizOsCYQCDKM7K5H5s5QlxW9d1jr6iaUCF5aNTwvnPNROnD7xEWGbJfAj40n8a6/uADOKMzOlZxNnGqQ7CJHeO3i854u9U5YMGvjiv1EuGdA/OORA4PYk4c+I/bbttmRjPsPjbS8ZZd9dFGIjjtUwssiexaqT5ZjAM6NPT0EqksUtBhOVBadWYpTibm5OU02n7yBsWbhA+O9M9g7Uesb/NQmcd+LOfBB77LHD37cAdvz74SDUG8hRnE1k15hBn4R6tGqkSvhETZ6au4VXXDa85FT/7WBWKsyEuOnF2++234/bbb0dTkTFRoECBAgUKFCjwbAYtQHa8jrKYWSjOLgwuplVjojhjABaJ6uzRu9eGD+wxgt2d4b91SpyNVzCSMs7GCf2+/vXA0ZfCIsUgu31aLDLF2HGjYmae4sw8cEAqRPq8DNQX8ZYb3oJFawkGFx/euRVtK33YpBlnQLZV4ySKs3LdRHM+n+xoUMVZllUjUZxVL0DGmVbJtwK09eE6+64/UcaZYEETFwdaCsXZfH0M4gwYmzij1l4WB+bJLt5nfRsIJijCjCgu5oHmnAXETnQGbexsRYUjyapx3IyzuDALAC9v/gF+aPr/wav+4VW47eevRcOMtrVFHMkSayRa9HStaBs8nRBqtg/YLdSI/eokGWeBNh5xprJqHCjOnGnhfWrTCM5Ra4vqAjOsgBNPrKDbjYgzknGmpZTaIRjWU/tWzjirS0pLJ3CgVcVrbclVZZyJKotmWSZiWoq59syOjdAZqsj2bxLibH74O3loot2Rrej6HUqcxedxLSPjjNjbzdXFucggxFmjr+iMX7hKfL31BABgZlncV/3KAjolHVNTslLO9mpY8cTvOXStWJR3Akdpf5WA5ps5VYBr+VaNDUKcGdZ4pIQpqaUCsBJRnKXI8lnWQavbgxfIpEHYt+XmF3Tha+J2z+sRqWoui9ZZsuKMZpzJ5/FseRY1RqyauTyeej1xmQW2AyAal6Vcq8bh2G0pFWcL0n1KvlXjtPianGOniOLs0OzkNo3AiIwzSpxVZoDYOs8JHPhc3P66WY+sGmnGGQtx+VJVIMoYY6gSou8rX/s6Xve612F2dhbXXnstXvCCF+Daa6/F7OwsXv/61+Nzn/tcLpEsXdtShEsQhFIunR0fs/Rv5qT5YmDVCABOCzrJOKsQAonajK/qoUDM5cGqGJjbL15LelWRNF42HwYe+F/A+kNjfSclzlZchg/fLx7XRCm6aIpWjYEXYuts/Pf0fskmxBmZp3Smw3bF41sr6agpbNVDtyc12jhm9LrttiXLzUzF2QGROPPX1xEqCKc0WiTfTDc1TC2K9yq55ykBJc6M+XkwTZPVuReQOGO6Dn1OHKfp7bp06lLpnmVs1dnxLwFpB5jjXx78kyrOSnoJhjacXySrxoysOhUuhFVjluIMAH74OcOxlEecFYqzIS46cbYQh/ktLck3WAUKFChQoECBAs9mqDLOaDFTZ7pU4CtwfnCxM84S0JyzftvD6Yd2hPdCwapRLBDTol4W6iWxoJubcTbYUAa8+j+jROz13ONfQseWH2Y37Kgb3jWyVTzmgQOSJZvPS0BjGXWrjn9y7Tukv/no8f8JQH7YVFk1qhRnusak9w1TyxQbLR1tgo1QIkkZZ1u2srAlqUImJc7GyDhjIxRNaavGvqfKOMtWnKkzzghxFk5AnGXlnJUpcSaO6xIYprvi/t1nfjvKohkXDiky5GWuEeiksTPk4t/OsRY2NzKIswmtGgGAMY6j5a/j2BU6NI0Nrg+UOEusGmnGWVJ8o8SVmyjOSBZPXsaZTJwNiy6jMs58TSzQmKFacVafJuOndRp1j6hrAPhkfPJeD7Bq8CCej3owXO9WuTHI+AOApiYrzsqEzLB9G1qNWMaSoqWjsGosm7pgaweoFWdnd/sIUsRZnlVj6M5jjcwjnPNsq8YMxdlGJ584o4qzRo+jRYrjaIoF2qyMM67p6Nbm0ajPSgqAU+4N4BheAzSD4Ypr5SycrX62XSMlzjr1aG7IU5xNEeLMZzv5ZEQMKePMCQbNLwlCUvyew65SdcbtvnQNt9CBSwjuaRYNAJMozkZnnMmFVMYYDjFxnd1Anq+7XY6QD49VmXloIJpX8jLO0kLgtu0piLM5mGQ+p0SOAIk42xFeUsXZXmwagQkVZymbxkwnCEu2agSAS5fka36FrPvtv/rP8LGPfQxBIO6XIAjw0Y9+FC9/+ctx/fXX4+6771b/GJWaOobbk+/1BsSZk1acEStTPU2ctWEQq8aqK9uKp7EyAXEGyHaNFEvWwwA48MXxVGc0s22LGzhJpv7kWl3W2mhUxPlh/UQ891Fra0f83VRtVDWqkvVmzTIku3QACBVWjYnirOW2xifOiOIMAPwRqjPqktCcK6NEz9M8ZShd3xohzhYj8p8qzia1aqREm68BTDdgamq1sLEgqrPTxJmu6bh+/nrh83vW7hlvQzpEmZY67pQ8pffRF0pxlvdZHuSMs+Fxf+GxucH9fLVQnI2Fi06cXXPNNQCAJ598csSSBQoUKFCgQIECzy5QC8aO15Gt6az6yIJ+gb1BIs4Yg3aBXBDSRbdqfx1TgVho+tKHH8bX/vwxHL9vA/22O8KqccyMM4VV4zhFQ8xfjtKB5wlvOb0NWPd9UHivZGg4240e1POsGlXEmcdLQD16yH7JwvdJf/OBR/4YJ1onJPWDyrZUlXG2UC9BI9ZIjLFM0nHpyOjjTq0aAy+U1GUA0CMF72pzwowzVS4YVZyV80mrtFVjzw1yM84q5mjijFo18qAs5CXlYlzFGTk2swGD5RHizJqQOJMUZ3snzgKStTbL2mjvRAUa2kE+itgcgBKawEBtUTEq0JmOVpUorhLFGSkS2ma0r1xq1Wj7gNueSHHme3uzalyuLSOQrBqj85NmnEmKs5VvocnlbfIMkaAJul2AMXi6uB1aODzv0jaNADBvESKrVJetGgNbUpxVbKo4k60aAaBJio8tRU7M2V0boRORIo0eR5PUoE7NDY9z6C5grSVbbgbkuAwVZ1nEmfgdc2NYNUqKs4ZI5CTEWblmwiQkbb+6jJpZkxSXJ4PnCq8PXDGDZk1W/W3acmZOAm9FJM5a8eF39GzibIaMpwAO2t7oAqYy40xSnIlz4gLbxZqCOAv7tqQa13kLNlHKNRDNBQbJOPPPEjJ5jIwzADjESfOLL1+HeAj0Q3EOmo9zztLEGSW93NSU1Oq5CtJpfjLF2YQZZ4dm9qg4I/chAsmTR5wp1CJ1sw6YFaja2o4uyPuarpuZoxviHnjgAbz0pS/FX/3VX8kf5lzb7K5M3NvxMUtbbkvEWVpxZregE6tGmnFGsaqHcCYgzpYOZV8nde5i3jgevbj/o8DmY5nLJqCKM1u3hHshAAhTrO/CjEhKrZ+I96mk0BfnDIk0MSuSFXq9ZKBk6DB18frN3WziLFKcUUWper7SGw3peWWUXWObKM4ac2XpnngixdmaSCwlBNY5K84ocRbnm2U9C5sLi+LyRAm355yzDrHR94b7T0WepkHvk8a57gBRg0xextmFUJzpGsMPXR9ddwrF2Xi46MTZz/zMz4Bzjttvv/1ir7pAgQIFChQoUOApBe3c77gdSQWQV6QscG6g6jK92QSjWU7nCbSQvq8nWs9sr/Twd3/5JD71rvvwx//0y/jk/YfwwNU/i1MHXibZ14yrOKNWjZyPH0hfOvxi4bXDGPZ9/d9hLpWBUi8ZON05DWAMq0aScebzElCP1Bf0Qd3TXDiw8e/u+ndSl6ZKcaayalxqqkmdLNJx+ejobLvalAWNKOtoB6/vBlJGxMSKM8bk4smkijPBqjFfcUaL1yJxFhUH2oSE5GEF8/UxfxftoE5ALMeo4swkFn1ltotp/cyExBnp1p5AcaZNEeKMKDbm0ILTjkmsvVo16qZM5sXEDGMMdasuK84GGWdiEaxvRKSKlHHWi8YozTjbq1VjLet4AjA0QyIdEqtGKeNsmhSOz96HOmyBpAMAvy7+HY+Lox4Td0zaqnGNZCbNGKSQrFCcOb4j5eFUbJpxJivOAKBB7BpVirMzO/2BVSNVmwUGw/r08HXozGO1Jc4tVG0GABUt3pZxM84I2a0TRUmzTzLOgEGDwwDtoQKqAnHZoLwfjDGwlOKSAzgV3igsd8m1c2CMYbYsFua3bZEwSYMqzrbi6SPPqnGOy4X+1a6cKUpBSXzPVijOQnGcL7AdrLVkZUXY78MnJK3LW3ANcdlqGP0gcx+xahypOFOfx4d9omRSEGcA0NVF5d8CdgCMsGrEkGCx21sAJ/cVNVXGWZ5V46iMM2rVuDfFWdUSt6mbJjt6RO2YIs7ofbmpmbB0C2AMZcU9+uE5xbUxEBtqNHO8xpNut4vXvva1svKMEqap66ndFfe1C46kt6OfugekqmWWJs7cjtRcZuZZqYJjQ+cTKc4W57ObAqf9J6En1wIeAl/63ZHfJxFnhiWo7wHxWr2wIM6pmYozatWoIE26hDirxY1rNZpz5vUltepeFGfA5DlnrQ2qOKtIFtm55ymBZNW4EF2HGJ0rJ1ScUctJN8OmcbDeRVFx5hFCj+acPbj5INwg39YSANBVKM7i5kNKnlZN8d6B2sqPqzjjvR4QZJ9D3HVHWnKqQJt5mhXxevB/3RCNpaqXfay4M9lxPBe4x4+jdcdn4G9n3xM8lbjoxNnP/dzP4fu///vx53/+5/it3/qt8bpgCxQoUKBAgQIFngWgpJjKqrHIN7tw0GemxdcXyKYRkBVCS+0HwLTsokHXL2N16RY8fPlPYGP+OcJnliI3QQVKnAGQumKzYFniQ6DDGEx3F280hp3PtZKBM53oQT2LOGOVCvSZmQzFWUycEVshV4+KOV8+/WWc6pwSPktyn9KgKgoAWGiou7mzSMfFI6Ozr5jG0Jgldo2EOKNqM2APxBkg26NNicXNURln6S5rP+Tw6X7LyTiz/ZQFZdxhSzPOLFZFyRhvHEqZPAmoVeMIJeU+69uR1eYkGWeSndUkijOScUZklbOsBTPuIt6zVSMgF41TxEzdlImzILZqpBlnXSMqtkjEWT8akzVCnKnyNBOElDgbU3EGAOWyON4HVo2OuD/rs1Rxdh/K4BIR4lfJcehG2+0zcR/rKeJstSoSMlPG6IwzO5CtGiuOuI8dXgPvyYUcOtdSWyQAWNm1wf0p8KCEAxtizWNtzkCoiYqzrhsIBBy1gNXhwmTx/JOhOKMZZ/PUvnacjLM6VZytDYqHZY/kB5kR6aNVhvuxUzuAPhOPx+E432ymLK5/y86xalwTCa/1RrS/8qwaq6yPWVKEXOutZSw9hKQ4cwJZRUGK31mKM273ERCStsdbklWjFs8vJlGcBVtbCNMKjDEyzgDgsEMIRV99HeqaR4TXA8WZPtwHmVaNnGP+v78HD310GU98Zh5uO/6b6rzUCDGZVePwHOOc49S2+Fv2qjijmVNCI5GkOBuOWXpfnm7g0YwaNFLDPDAnrodzjhOPPyq8x8YkzoCIPPvZn/1ZsVaaozhziOKsn8qk68a/mQeBlCUlWDW6XTDDELI+jRzibE3nCJlIzI1CTe/DpPNNjFmdEPj3/g9g+3ju94U98Zpmlxy4zdPiMv7wXmaRpAVtnOxEecOqTNjUvqdEatXMIc4IWct8WXFmpxVntLknJxtrYuKM3K825soywX0uGWex4kyj6twJlUrcEcdlVr4ZXW/Wdl2/cD1YqhHLCz08uPng6A3piN8DHg4at0YqzqijzJgZZ0En+74swV5UZ/SeZIoQZzcfnsFys5yrOAv7F4c4633963j8R34Up9/+djz+6h+WiNCnAy46cfalL30Jv/Zrv4brr78ev/3bv41rrrkGv/Vbv4WPf/zj+NznPocvfvGLuf8VKFCgQIECBQo8UyEpzryOVMwsFGcXDtVbXiBksdRe/OKcpc8NtOhW7qzje37sUmh6NnmWBdohmgXa6QoA7TEfimlR2YktUq5nw0D1SsnHthMVuLKIM+vggcgikRSsfF4eEGcO6YR0cxQEF0JxNrNcRak6np0izTmjYetUFaLpDKXqeApBAS96C5A86F/yYmC/aHVGxxMFtSdyDLLfUooz+sDPweEk5FRcHKBWjVVjgnlpXKvGSv5+2md9O/qHP8HDO+3ynYQ4I932oSOeq7OsjSaL5mvaQT62VSOQa1NWN+toV9RWjZxYNXZii0SJOIvP+foEVo2BLy6bVpyNuiZVidrOCCwYgYVyIF7vpIyzlfugA3CJ9Z5XIVlzsarAJyZpWirjbK06LXzWYJQ4UyjOAgeMKM5MX7wec+hwu3LxuCkpztRWjQBD6Czh4Ka4f4/PiMXm0I0Kgaspu8Z+R843GzhXpdQxaWxKGWejrBq5rDhrkOqy3x8Q72VbVEMxPVo2rbjcnLtGXEfdG+SjUcVZHnFGrRpXm9GPz7temFofS0R5tdobrTgzacaZ7YPR3B5yjixgZ2yrxo5hw9HF7U6IJYMozgDAT6vO6BzmdQFCigPAoV5q7uMMRhZxphHFWUyclcyU4oyMZzcmYq7ZOo7Fz/8NQl+DvWVh44FGpJY2y3JOXN69R07zwG7fkxp+Du7ZqpEoztyUfXUeceZmN7TZrCrlnJUtccx9/vOfR7clEu7jWDWmcf/99+MLX/jC8A2JOEttEyHO7NTlux9bNaqK4IJVY/wsos8M94ORY9W4qkdjsO/JYzELYaeDqd3HlZ9Nl0MgTZbwAPjy7+V/H1Gc+dPHES59VVwmrTjbL54Tvhdie6UnK85CX7TpIwRizayhQ8jlJE+PWqZrvg1OiDNXsGo8B8XZ6cmtGiciuAmyiDOqOJtUqcRdcg+jnxtx1rSauHT6UuG9sewaqVUjMLgnFpwZIFue7zXjLOyMXm4vxNnAqpED+3yGGunt0TSGVz9nX37G2UVSnO187OMDu85gawvtv/zLi7LeSbCHp7pzw6233ip4lT788MP47d/+7bH+ljEG3x+fES9QoECBAgUKFHg6oVCcPbUwlxZx6L3vxfYHPwjz0CEsvP2fXLB1Ueu20HFw4ysO44pblrHy+C5Wn9jFyuMtrD3Zgu/mFx6qU+N1Kpu6hrKpwU4VMsZWnOliQSHJNDnAhtlspfLO8POMpwhz/wEAgGGIhSVBcUaJMz374Wxc4mwxS3GmUOuNk282WP9cBcCwAEY7ePsk86zSsPaWUXjTG4GDzwe668Dh7wHId4yyAnTI8XP0GoSZJCfjDIiKAmWjPCgWtQlxpjoOmciyRxyRcUaxz0yIswlsaiQ7q0mIM2LV6Ijn5RxaaCIqatFC2NhWjYCstkjZlKmsGoOdRHEmFm7aWrRfPHL+uLYPWECNE8WZl12QkzLO0sTZCPKxUakhXZMxQkuyaQSAWpo46+8AOyeidRPizC2L6wtjxVnAxTGetmrszoiFtArInGLVUCJZbLZvY5uJ+1SV6WN3XNAZWFaciXNaEHKsxDZ+gbOM/ZtPCJ+fnhPnx4Q4W2vZuGwx+v1UcVbRYoJLM5VZebYXSPP9HLFXTRfFAaChyjirE+IMANqrQHkKlc5ZpCcWFs6Dcy4SZ7PXCX96+BJvMCdOQpxRq8bTzWhOyss4s1gPi0GAb6feG4c4k/O5AmgVMu7DSICQxFEusB18W2XVaMtWjS3DhRuS8zS+Dur1OrR6Xci58c6uwLrkkuiFag5zO2Kx33dwqLcLIFrWDC2wjB75LhOP71BxlmPVGE93l+2IivD+lgnUpqO/l6wacwryOc0DJ7dIDhcD9lGb1zFBc8Y4Bxw/RNnUgX62VaOUPZy6d+/wMsq8j/QotElzx7ve9S7w4ErhPW1C4iz5nltvvTV6kXNtk4iztOIsPpa8L583TEGcsZQTQ55V40pMnE2ScRbs7mKq9QQ2Fm6UPpt214DnvQn42h8M3/zmB4GX/BowfUj5fZJVowXYlnhtThNnlek66jMldLaHZMH6iTbmnqOw7nZaQOzEQEmTfKtGccxpQR9hQNTOZrRNk2ScAZMpzsKQo7MlkiLN+Qq6O+J752bVqFachRMrzghxNtKqMT/jDIjsGh/dGao+xyLOuvL3JPfEUs6dMYI489rgnI98HqCkGKtUwH0f8IbndNAeT72WRqvvARx4fdfCEV9H6+NP4pHpOi5/3nD+/79u2A8/L+PsHBVnfTfAh79xErt9D8cWarh8sYGj8zUhTxMA/A0xA9w7Q3I+nwa46MQZgMKesUCBAgUKFCjwXQmaFdPxioyzi436S16M+ksunNIsAe1WT7Ilqk0Lx25cwLEbowfOMAixeaaLB/75f8Bmr4JW8yh61eGDTW3KwtHnqG25VKiXTNje8EGoM6birEQKfXZcHYyIMw6AQbeGxS0vizg7EBFnpkbCvnlpoGSgirNyjvpLRdjM1OTlsxVn8oYuHRudbzZYP1GcjbJqrDb3YNOYYPFqAFcrP9JK+eRpn+R69LQGhBK11wUCD9BNSV0IRIWhGcxkEmdTtCM7D1lEC/mOUo7izICDBTMmGyZSnO3dqlFrEuKMjNNZ1sJUojjzxf0zykpTgGRTtjP4Z8NsYItmnCVWjSQ3pJUQZ+Rc8xwOWOeYcRZbNTKw3AIWAEzVG0iXPczAQp0QZ6WyJp6LK98a/NMn1nseOWYDxRkXz/s0cXbT867GFx6Ntrli6qhLxFkdJUaKrIGNJ7wzSM8GWuhC00KE4fD42j0fdMagirNWXyxcr7cdBLHiL3SWcIAozk7PpWwavSYQ21uutofbLRNnMcFVnZOIdUC2aQSAeWJrSxVnjT6wS/KlYFaA0hSQVqJ1VoGFK1BtnQJSvAvjZfTb3sCq1DMqaE0dFb7ukmPDfTlbEYmzTZuofmIEnc6AME2QKM7yMs4s1scSueSNk3FmEpWI5wTKOTcMGHQtOpYLbBdfUFk19m0ERCG8bbpwSfE9XbA29y3DeWRY5PVXcxRngEyc9bawGAQohSEcTYPlZ89HnUA8BknGmZWTcebFGWdNlyh8evogb09WsvjZhWNVxhnnAGM4uS2uY99UBaauJgFHgSrOgCjnrGzqCsVZDnGWOgbbgYVKyIEUP5ImzlqtFj7xiU9g5lW/LHzHpIozAPj4xz+OVquFZrOpuLYN740cYn+dtmrsxcSWKndKsGpMnkWmh8cmz6pxxUgUZ+MTZ2GrpVSclewtlIIN4Hv/A/D19w3tmUMP+Mr/B7z6Pym/j6uIM3J7GPosGVpAuYmFww2JOLvq+UfkL7dbQCOyUVXZ9J11xX1eV2acceiBg9AnVuhCxhk5F/IUZ/H9dQLv9OmMJYHujoOQqM6bc2Vsnt6b4owHgURwJASWZGs7oVKJZnhNbtW4Ic01NyzcgI898rHB63vW7sknsjiPbIkpEuJshFUjtZX3Qx92YI+8f6KkmF6vg/s+glTWV9idnDjb7fs47Gs44scTVQh88zMnBOLsOQea+PYFVJz9o//2DXzpETJmNIYj8zVcvljH5UsNXLFUx6W7InmYNIs9nXDRibPPfe5zF3uVBQoUKFCgQIECTwtIijNXoTijth0FnpFQKc5UD22armHhUAMHV76Kpbh71DNqsP7Ff4Bx1XU4cMX0RJlZjbKBjU6KOHPk7B0VKHGWdJjXmY0pdLGLOmBsA3F93TUYALkZLnmwN0CK+aw+KADSjLMrly+HznQEXH6AVykwS4aORslAO9Xxu5hBnFELLmAyxRm1aqTEmVTcboxnATkxTBPQ9cwQcYdYNXY1hbVVbwtoLCkf5AeFvwzibE6hcMmEKuNMLwFkG3VTg25oEmkDAEvWw9CTnK1xQt0TnIvijGac9cQxPMvaaMY6A5p3xCZRnOVZNVp1HK8Sq8adHfAwlBQDu3HeFbVqdN3ovKRWjXmKM4k4ixVnNbMGjeUXrWfr09jAkGQxQlPKN6sFJ4BT3wAOPi96I0WchRpRnBFFZEKghKFYutDD4bj4h6//HpTvWcOp7T5+6pbD0P6U/Farjgpp3nV8B4+1j+M6A7DiocYAlEyOfmqXOj15nqOKM2rVeGZ3SJKY3VksEjfEU/PpfLNhY4Rg1UhsYAeKswybxg1C4pg6Q5OQGQbJ+TRCwG3tyF/WWJKJMwDVnRVogYswpXDdXumCxRln2zNXgbPhnKvBw4FLh8dzrixue5bijKrNAGArnlbyMs5M1sdiIF4vx8o4U1k1KuxxecAAMyHOdrDWVinObATEInPT9OByteIMAIzlfQJx5p1NEWeq+ZTOc70NaAAO+T4etSxYQfZ81PXE619i1ZgmzmgxPbkfaJCifuhrCIwZ6JD3YRhwBH4Iw1RYTRPiLLQ9uPfdDeuyq3BySzy+h2YnmFsJqPoHiHLO5oDoephGmjjLsWrccC2UiZq3HwzP91OnTiEIAoSeeLwnyThLEAQBTp8+rSbO0oqzDlWcDf/di++Twp5MODOScQYA4dT04C0jzj+l960eODZjAnkS4izYbaHROQEWeuDa8F5pqnUcAToRUXXzzwJ3/eHwj+7+U+Alvwo0ZUtT+ptsk8Gmt8ucgQcAMwCUGpg/1MAT9w6L+TtrfcCwAKMsNumkcmEnyThLWzWaCKAhlBTqTryNbbcNVETr1ImsGldXwX0fzFDYtBObRsPSUK6bUjNZrqVqCsHWlmQRO1ScEVvbc8w4cye0aoTnIdjZETI8b1y8UVhkvb+Os92z2F8necIJ+tsRUUsRE2ZUcVY1CXGmaPLruJ2RxBm1atQaDYk4C/aYcXYsEO/dOtvketXvQ1M8xyU4F8XZetuRSDMgymB+dK2DR9c6+Mv7o+vc75/YwOXpZXZ29rzeC4WLTpy97GUvu9irLFCgQIECBQoUeFpAlXFGH9ALxdmzA1RxhiCIrDcsNQkWtIYP6abfxeErm6jevKhcNg80X2HcjDNKnDmpQslBtoFdXkegbw6Is5GKM3SBlMGZb0wNVBJUcTY7NY2fueJncPuDtwvvV40qDE29ohddOofPPBgVV8umhpsPzyqXs0jhzDA1zB0Yn5yOrBqHaG/a4CEH06Lf0m+JD9rVCUjOScAYg1YuSyqMBD6xyunoM5GlW7oQsPMk0FiCrumwNAtuingYWBENiDOx0DNfnYA4UykkMhRrVkVHvy0TZwObRuAcFWfjW0xSq8awaw871QHMYxelmMwLJavGCTJ4VGqLGDWzJlk1IggQ7O5KRcKW7gDQ4NKMMy/qsK9NoDgLqVUjGxJnozDXmAUE4qwkKc7qbA34wD8DXv8nwJWvAlbuG3zGacYZKTQlirMgIBZY8djWp6dRnWrgF1+WOta0+GjVUCKWn3Zg4/Gdx3GpNSTOAKBkhug7w3XZNocwEAA0K0RxZovzwMrucMzu2ySEAoCzqekqsWmkf5dp1VjLyDfriuNgrlaSCt76rDxP8p1d6T3Ul4CNh4ev2yvgYQiz56DaX0OnPiz2bq/0MBMTx5uzYr7ZAesBmI1h/Wdcq0aJOKtX4JnRPs4nzhws+eL+Hs+qUVacsVIGcRZjAbtYa8kF4qDfg09UveumBzcUz9/0ddBcXhbXv5KyqtLNqPEgSK2L5ufE6qlDXkKcZaubuk4lfWnGPIuy84zUnJ9l1Tjlyvved+vQoVZ3u/0ggzibHq6rq+PJz87B+9jPwNi/D5tv/A1h0UN7zDdruS1s9DbBWAjOhwXkbqIUylGcZTlBdB0fa64lZZylFWed2HKTE+JMs/ZmN9lOiuaULE1dZ+1ejlWjq7ZqZJYmClfjYxumGkgYOFjoAGQ8r+khePy3fXcC4qzVgh76aLZPYHdqmEE11XocoRbv8+99O/CNPxneuwQO8NXfB37w30nfp7ZqlNcb+ho0IwRKTUwtiNeX1kZ8Xpaa4r1GKhdWZdPXpRln8b1mWnFWiRvI6P1Coopru21gmtyj0HuYFMwDhPQJAvhraxKhBgCtDXH8NecrYIxJtrT0fjwLkh2ipsGYi84ZSXGmUDfmgVo1+gZTWoonSNYr/M3aukCcHWkewVRpSsjwvGftnmziTKU2A4bE2QjFmcrSuu22sVBdkN5Pg5JiWr0O+L5gfx1OaNVoewFcP8QiuWfySCxAkPE8MVjvOSjOTmzlf3caZdIct3tWYZn5FGNvmuc94FOf+hT+8T/+x3jNa16DV7/61fiH//Af4oMf/CA8b7wu2AIFChQoUKBAgWc6ioyz7x6oMo9CR92FyYNAyDcBZNu4cUGJs3EzzvKIs/1xzpmbyjvLzDhLFGeh+NDka8PfQzMVShUDb77xzVisiERhXq7Wv/2R6/Dq5+zDLUdn8e6fuRlTGXaPJlFcLFzSgDaB7VNzXiwIBH4o2DNSq8ZJ1IGTIk/VFJbFz3o+gJkj4kJbQ4skWpQYFIa8HjiADlGcLTUmUZwpiDOVagLZOWf7rDRxNoHiLKcrfxR0es5xjtAbngcJacZDgIeUODtPVo1WQybOAATb21LGWVJ8o4ozgMHnJcmqsZvTye5LirPoGX2cRo4a+e1mIGec1fUNwO8D/+OngW/8saA4gy5ul0eKtAPFGeme1oJoG6Wioe/KneNWHSWieLR9G4/tPiYVWi2TKNOCmjSuZMWZuL4zO8NjdWhH/NuNKcA1U4ozZ1hYSyuY+p0sxZnaunejI54nNN8MiK9LJZIVt9tBSBQ0Us5ZZxVhrweNA1VCRO2s9KBVKuCQibPDpbsF8poSZ9u22pLJWxHXEc6lrh+62qrRZD0wxrHoiwXtcYgzqpZy7QBaWW3VmGCB7WCjM7TkTBDY/jAILcaK5UlZnukMMGNZ3N9+WnEGyPMYJVG60bX5kB/NUZafozjridfKBbaDkqEJJKtH7hu8mIihirNo2Wg/WRWZIHOzGndKU4j0ncD2Y1V4veh88s+cxdIX/lJY9OAeiLN71u7Bqz72KvzIn78GtUveB2C4r7tOEJFENM8wRZy1PbGYncyDD6+2o4yzMJs4q9ejZSlxtherRgBoNOLzR2oKGT4rOCTjrJ+6PPVjopBaNWqU0Iy/329Mi8sFcvF8JaVUc/xQsgTMQtCK5rAjT3568J7l7GDf2b8d3gNPHQSe+/fEP/zGnwAduZhOiTPHlK0agRRxVZ5Cc54QZ5t98JDLzT0pxRklTWpmTbq3risUZyVEc3JIFOpuvI2b9qZwHKMPs0kSfWZGIqmycs5oHm9iOy5bqo5HfFLiTJ+bBdOjMUTnykkJF+4S1fwIxRmzLMl2mG4fYww3LNwgvJebc9bNJ86knDuiODM1U9pmOo+oEHbEOVWv16E1GmSZyRRniXX0Irln8t1AiM3KasRLcC6Ks1Pb4v7Ki3orBWT+2vwutGpcXV3Fj/7oj+Kuu+6SPvvjP/5j/OZv/ib+1//6X7j++usv9KYUKFCgQIECBQo8paCkWNfrRh2HKRSKs2cHJMUZgLDfh96QCYS02iyBPjUBUZFCnRR0x804s3SxmJomzg7EhFk/TBFnGY6E5sGEOGsBqZQtj6WKPIQ4syoGamYNv/q8X8U//9I/H7x/9Zw67wsAlqfK+IOfvinz88G2Xz6Nuz/95OD1pc+dTMVXbViSnWBrw0ZtKjq+kirkXDLORkArlZBV4uCEOOu7ATB7FNh8ZPjm1hODf5b1MnZTKqG04qzHGELylLuvoVb0KaFSnJWyFGfy4yhjHMvmQ8M3JlGc5XTlj4LqnAtcDbol7nVaBAPURHkm8qwazTp8g6FnAdXU0Aq2tiTizInJF0+X94/LK6hxcfncjDOqOEusGsewDjaoqjM0UXfEolZdj9UdPAQ+SbJ/KHHGSBEuLo5S4kyPyTGpC19VeLRqqITiMXICB4/vPC4VWi2DFMV5PSI3U+SvnHEmzmlnU8qxQ22xIHdqThw/acWZaNWYkXFWUxNnmxJxpraGY9PT4KvDbWr0ONpuG1Ol1PhviAoodFYRxtcpSpxtr3ahVSvo1A7ALU0Ln11SulvYbyriLOShZAfqr4nr8GYbAKIxFGohfM2GERLClkXjfTkQj8Wuswvbt1E2sokLk4xhz47tzwwD8Iffl3YTrjEHZW5js+NgsTn8blfRF75peTCcnIyzZdGGzlshxJlVFxVSdIzHnx32YuIsR3HmOAw+t2CwaLzMYxeWTqz4MqwapxTEmd+P9p1uaNB0hjAYnj/0ewbQNKA8Bdg7cFviNaB69qSQo7cXq8Z33/vuKD8KAKs8DqP+HfidawHE18a+QulYHY5N2mSQqEm+s9JGF+VcxdnBgweh6zpCTyQDmKE+H/NgGAYOJLlWkg3x8Lyyu+KYVynOqGJZI01WiUrXa0ylBYkwvR4ca1pYdNUQrxeOH6JiKZSFBOFudEzmth7ELXf9DtqNQ5jffABGYCPspL7zxb8CfPO/A2H8u/w+8LfvBG77t+L3KRRnjhmpetMzyoA4KzXQnBe3PfQ5ursu6vQexRk+m6ls+rok46w2yDgb7odKfI5lKc7WemvwzYpYlKfHOQXGGMz9++E+PmyCyiLO2hvi8W7OxsQZeUbwnQBhyKFpOcwGZGIqbZdI1bl8QqtGVcaZKotXWP/iomBn6K/JxNcNCzfgi6e+OHh9z/o92V+YqTiLM84UqkOKulkXCDb6fK+C0qqRXMMmtWrc7XswODBDGrzAAd8LYcbnatjNVm8D2c2e44Ba7r7k8gX8159+Lh5Z7eCR1TYeWevg4dU2HlntoEya48yOQgX/FOOCKs6CIMBrXvMa3HnnneCcK/974okn8MpXvhIbJGiwQIECBQoUKFDg2QZq5cDBsdEX74EKxdmzA6pCOrUjSRCqiLM9Ks4ae1Sc0aKiqyDOuuHwwdJV1EhYtQp9ehoAYPpix6CP4f5QKc4A4FVHX4W33vhWNKwGLpu+DG+78W1jbXseDl0zi5e84QocvGoGz/uhI7juZQdG/1EKTGODTt0E6eyIXkt84KteqIwzACxP1USJMy8AZo6Ky6QVZ+ShP51xRvPNAOBgcwLiTKUuy7FqpJibcWBpqaLPJBlnUlf++MQZq1ajQnkKgS8ToTSvZPC34yLHqjFRWVLVmb+5BU6Js3jTZMUZ4PGyrDjzukK3cRqBL74fxuo6GnivgmFR4qyEmksyzjRii5YC04g6lRJn3W6kaKAqv9hqVFKcqZR1Vk1S1Xa8DradbVlxppGicFgXjhGgUJyRLMmzqYyzwx2RBDpDXKbEjLO0VeNkirPNjjgO5mtqEt8kdo2NPgYkwwB10mDQXhkU76o9kdTZXumBVSrYnBPVZg19FdP6aWE+mCmLYz/gAVqOfP2jxFF/Vrwv8nW54GfFxNmSL5M1o3LOqH2Z50Sd+VJ2jy/OjVHOGbEZ8+RzzNMcuAZRnKWaWsx91KqRKs7IeShlnA2tGgHkZpwBQCcYjgGLBZgnKj7JqhGJ4kze714n+iyygSNqljwbuHge9Hrivq/vivfEh2YnU5yFPMQ9a/cI72mlYdG/6/qyTSPTYxVchCwniIdW2ujyipSXmM44azabeO1rXwtOibM9KM5e+9rXRvlmYQjQjMq0VSNRnNnacPsSK0VuEwWIRe5VYmWN2xCv1ZYiG3NFJxlvY+acpZvE6r2z2Ld6F0w/+n7uukMCZeYS4Dk/Kf7xXe8DuuJxk4gzEwCTc85CnwFGBdBNVJsWdFM8j1sbffkexc5WnFUNOeOsPiDOhudAOVacSRlncdNLyEOscXKO5CjDgaGrQwLv9GnlcpLiLFbaqe65xsk5yyXOzlVx5sjE2ahsMJpzJllJArhx4Ubh9UNbD0nHcoBRxNkIq0ZAdskYhzgLiA2j1qhDr4n3rZNaNbZsD/MBgwb5XtVPze2jFWdqdfc4oIqzgzMVNMsmbr5kBj95y2H8xg9fg//28y/A1/7l96POxPFXdvoSmfpU44ISZx/+8Ifx9a9/HYwxXHbZZXj/+9+Pb33rW/jOd76Dj3zkI3jhC18IIFKl/e7v/u6F3JQCBQoUKFCgQIGnHCo1GbURUvmkF3jmIUtxpgJVnDHTlOxYxgVVnLXHJM5UirOk9HKAbQBaH07KflGlOLMO7B/YPRmEOPMw/D1OjxBn1WibGWP4pRt+CV/9qa/iEz/yCVw5e+VY254Hxhie830H8SPveC5e8Jpj0I3JH38ocZYuSFxUxVk5p5BAiNqeGwCzx8RltoeKM1qUGCrOemgpiLNDxBYnF5MozhRWjfv2EcnGuSjOJrBqZIxJhHXIZBUa7R4HAG2S8zXHqjEp0LbJofbOyl3lSdd6wHyETCxcerwiZZwFPICtsN0CICgqASDQAmF78mBS4iwwZavGG78v8+8NS1y3D/EcCns9+IocnSTjTCbO1IqzrA72viUeT5ORInTYEFSBANAgijOaJXlmJ6VAIYqz0/PD9ZmaBe4Nz621ljNoMJbmFn1Uxtloq0YAMGfFv2/0IJNXdao4Wxs0eNTIPUt7y0ZYqmFr9lrh/Uusu6PrQUq1SBVngDrnzF8V91l3RjwhaC4eMCTOapxLY3+UXaNJGk44BzbaW5I9Lmfi6wXsCPaa3Pfhc1qYDhFonmQx6fb9AZFtEMVZuLsrkgJ0TqUF2diq8bAfjd2Snz8f9ULxOCzrw+MfeKGgGgOAxLG2qVKcpQheWpTPtGoEBvMgJc7mu+K5NmnG2fHWcUkdwowUCaIiziozkQouBiXOkgaCb59toTNCcQYAb3nLWxQZZ5Mrzt7ylrdE/1CQV+lrW55VY0Lw0PtPrUzmh/jYOjXxGlgmpLphadjSCHG4B+JMBaGQ/5JfES1PvS5w53vE5SXFGYv/T77X1wbkM2NMtmvc6Mv3KGmrRjKeTK0Mj5wjNYVVYwUOOJdV6k7q8nEmJNfkHKtGQL7eZSrOCHHWTKwaVVmEY9g1ekTRZS4Omyu0c1Sc0aZCT5etECnGIc6um79OUDMHPMADmw+ov/AcrRoB+fl9LMUZUZPp9YZk1RhMaNW42/ckm8YEnjsBcea64ORaOi5UxJlyHUEATUGSnTwx2mL5YuKCE2cAcOTIEdx11134uZ/7OVx77bW44oor8OM//uP40pe+hJe97GXgnOMjH/nIhdyUAgUKFChQoECBpxyqG216M14ozp4dYIzJgdkZirNgVywmaFNTQt7IJJAyzsa0aqRqDM7YIJx6P9uAZhIizJC3z9w/7IQ1XbFr3A+HlQzaha6y63s6QVacRQWJMOSwaQ7RBcw4yyNnqOJpYNWYRo7irO/3gcADQk/KN+NBCYuNCeyylBln41s17ttHijj+mEUYzs9JcQbISs+AydutsmqciOhWWTXGhdih4oxYp52Wi2OD4hsDAl0chx6voK7InemqCrAAQkKc+UnG2Rj7z7DE8WIFFVR88e/qt74J+OHfk7KfAMCsimMg5LLijFpJAoAW23gZoxRnZhXQdCnjLIFDTlmTFDKdxKoxhSYZt23bF9R8K7FVoxYGONAR58K0VeP+2kGkSzJuEGKn58G1A4m8qLBRGWfieZJl1UizYZo9jl2XWCM1aMZZWnFGCowc2PGb2J0SifrDiU1j6lpm6ZakYty0ZTWivyoWzVoz5Lfo8jg2UypVqjobRZxRxRkA/O5Xf09WnBHLugW2i7WUvWZo2/AJQct0F2CQMs44Hyq7qOIMIDlvozLOYiJo2Q9gcD5ScbaLg8LrZW14/KnaDABcxmEFHsokiwYA/J0hqWBSxVleQb4yAx4AgS3OCdNuF1a8HkvXsNiYjHB6YEMujDNj+Pu6TgD0CFlbFclkSXFm1cA5x0OrkeKsTIrJlDi79dZbsX9JPE8nVZxdd911eNnLXha9UNn3xXNzEITSfk5bNSakVkjyirQSJc6iddhV8ZpnEtJo/lADnFwC+4rGBhXCVr4Fm5D1O3cpcP3rxQUe+gtxeYVVIyDnnIUeExRlUyS7dndCxZkO+VgmFo01K60488BDgO6w9PadDchc5nYjhWEGJOJMcW8QBCE62+qMM2pLC4xQhsaYRHHG7QmanSBnnO1JcaawaqyaVVw5IzbgZeacZSnO3Azi7HwpziSrxjq0xjkqzvp+JnHmO8OxFXbF7+3r8vNL1nPrKJzcFs+ZrAaIrLHy2COn9rTeC4ULSpx985vfBGMMv/qrv4rp2LYlDV3X8W/+zb8BADzxxBNoT+jdWaBAgQIFChQo8EyCqZkjfdvHscYq8MyAVHTLUJzRYsJebRoBheLMVgSuKECJM2CYc3aAbUCzxEJTrTYtLZ+2kDEc8SHbC4bbRTPOSk9z4qyZYdVodzxQ57vqBVScUfVDGholzjyF4qy3CdjRWKuYCuIstqRpk6wLxisoGaPzSwZQkS1ZVo0qxdlBUpUblzhzuwDIAZlAcQYA2hQhzkL5YZ/aLrFKZTKim1o1ht6gqzlRJVOrRpUdU7prPTTFc8rlZUl1AwCdjG52nxBTiVXjWIozUojTFCWG+kwJeN6bgJ/8UERkpf9+SlwHD03hKIa9nrR9AKAHWVaNlDyNvj/r2kuLrGYgztO2wqqRZpwFIY9UngD8IByokPb1tmBysaictmq8dJqQ2wBWWjb6LbkDe1TG2QbJOJsflzjrqxRnhDjrb8PfighAPXRRIiqxR9ab4Gw4DrTQw0HrW0rb1tmKqHZSKc48QpxtN8gY07IVZwCwSDJiRlk1mgri7KtPfk1SjnNDVKAusB0hl473+whoE4oWjQXHkK//ScFaq1Sg1cW5KthKEYqS4kxNnBkADvg+rBGKs10mEmeLKeLMVajUXaZWmwGAtzUcO5SAzC3Il6fh9XVAYSc2HxPVB2YqI7OXKFSKEs0Y1hn77mjijGacNcwGVlsOdnoeOqjIijOi5GWM4Zf/8VvF9yYgzmq1Gm6//fbhdUWpoo3GhNOV97GQcTZQnBEVHm32SAiCKml66J4VXh+8cgYmycSzx1ac5dd7BeIMAG78afH11hODJhPuukL+IDCcy5VWjemMSqXijKjLcxRnjMtza0KYCVaNzFVaO6cdG87SpgXwKNMtA+MozrrbjnRvmvxmpjFpvjtX4ow2dU2ajaXKOBtJnKUUb6rtS/CchecIr+9dm5A4i+/NxrJqJM/vebmyCSgpptfr0OsNssxkPEnL9rCoaPAC8hVnO4rrdTghCQpE90NndsZTnGU9F5944qzy/acKF5Q4W48H7/Oe97zMZdKfFTlnBQoUKFCgQIFnO0YVImtWoTh7tkCyecpSnBH7mnMhzvaacZZHnC2wFkxTvE+fbi5Kyw+IszCA6YgPoX6cDROGHB7pjn66K86ac6TIEivOqJUaAJTrFy7jTCtnd97rNYXibPowpKLkVmTXWNGziTNq1ahjMqssZcaZ6j3I1l7N+TLq06TqFYxLnKmKi5M1IuhNsXgWhHKxkyrOVHmGuaBWjcBA0ZQovCTiTFEcE+xSTZFY8sIKLAAWUZ1lKc5kq8Zo3lDZC1PQjDMKq6wPz/ErfxD42U8CM0ei1/ufC+vAZeQvNAQpkivsdie0aqRZQDFxZqgL132qOCNFUidsyIqzsnyet+ImhdW2g2S3U5vGVgVop9SEx6aPYp5YKq62bGluMZgNU4vPgzEzzrKsGo1ZkThr9FQZZ4Q4A9Bbe3Lw7xrJOTu5Jq5rpvNItL0KEp3aNVLijLsugk1RhbZWF8enocnnupkizpaIWm+1m6840w0NnInr0AIDARnboS7+ngW2K1g1hraNgIwzP1aaebpcgEw3kegke87fTO2XMRVnQJRzNkpx1uLi9XueDYv39PoMAKHGlPlmAOCvD9dNr+X5Vo0z8HvquWMxPt+yiq15UCrOzOH4VmacVcV93/bEQnXNrOE7K9F3dFCWM84URMf1V18hvNbM8ZRztVoNn/jEJ3DTTTcN36TXNt0CjOicc3pyc1TaqjEh9GlekXTdiudNGwa6qTG8vHIn9u2PjtPysSnc8PJDKJvicRufOBth1UiJM5rT6nUHpCdVmwEpxZmSOBveV0vE2bot36PYw3NCysUKxWPJGFCN54q6kHHmKK2dBcWZo1DhqRSGMcwDhDg7e1bKLqX5ZmZZH1iiA3LD0jhWjbmKM8mq8dwyztzzlHEGADcu3ii8vnf9XnXWayfjGpFknJH7Atp8BuxNcUbHvFZvSIqzgJ4XI7DbdbGQqTjLJs62y/L1etJjCUT3MNTKNCurMouYWz31XWTV2I8n53o9+4a7muqOtPdwUAoUKFCgQIECBZ5JGGV9NU6hssAzA+MqzmSrxvOpODsH4izV6d0wxe6/2aZsLTUgznpbMJj4kJk0Bqs6W0vVpzdxJlk1btngIUePFLfLNRO6fuEer1hOxplBFGc9NwCMEjB1SFwwzjmjRQnbtwedtdSqsaRNSOZPkHE2u0/87oNXz0bbncZEijO63gmtGqdE4iz0ZIKEFsImJs5KU5AIzThDa6g4I1aNhDgLLB08pXJjJskk4tE21blIBmR1QEvE2SSKsxHEWW2GEFYHbwbe9nfAr3wb+IXPotyQj5GX6uYOez1p+8BDMB6AlQzo1NlGIs6i71fNcYBcZDVIkdrmdSnjjM6zwHCuPZvqtD7cFos/pwjndaR5BEtNcf+stRz0qQVsShGkUpyFIccWyTibr01g1UiLt5WZqDifgr0xVD1WCXHGyXie34nJC5XibARx5q3JBdDVmrg/LE0+1wXFGRfnsFGKs9XeKlxNrEVZQRmuKf4urhHiDDtYa6esGvt9+GScOTFhxhmX1uH2h0VMgxyXYDu1X2gDQEbGGQAc9nxYAbGLJNNNJxTH0BzfGfybWjUaJR2NioGpDMVZsL0zUJhMVJCvzEj5ZgkWetH5llVszYIf+vjO1nek95nRBhDNIT03UBBnQ8UZ51xqMKhbdXxnJdrnkVVjfsYZAFTIvDiO4uy6667DF7/4Rdx2223iB5RISV1jqV20C45QQZxJVo30uhX/ZscP0Eo18BmBjVe80MEvvfNW/Ng/vQnluikRZ+NknHHXlcg7CokgaB4AGBkjO8cBZBBnieKMnrepjDMgatBJo7WpsGqMFWchDyXSJAzE+4KaZQzUgbWUArsMF6GCwEjbA5+1FYRPTs5Z2tkBiBryAiJAaW2I+7k5VxZU8RMR3IjOCX9dXIeoOCPPOhMqzmhToa/vjThTEWI3LNwgvN52tnGifUL+wq6aeIPXA+dcGgMqxdleMs5UVo06yTibVHHW2bJhKZS8wAjFmeLenc4b44Dmm5VNDXM1dSOP6jwGgJ2VjOPxFOGCEmeTQsn8FihQoECBAgUKPIswqhBZEGfPHoytONulVo1TyuXGQb0kPtCPqzizFN72TupB27TEh5i5mX3S8oMH+s4KDJAHYY+Dh1xJnD3dFWeUOAt9ju6uK9mpVRoXTm0G5GecWXVq1Rjv59kj4oJbauKs5/eAuPjXJsRZWZ+QODNKcrErw6rx6I0LuOS6qGg5d6CG573qCEAJjnGJM4cUFzRTJuFGQMo48+TCLiXOWGWy7BpoGlAm53hsBZilOAtJp75nieeMRk5fj0fbRO0axybOJlGclfJLCnWaTwUAugE09wOajnLFQgiSsZaycwy7Pfiu+LkeemAAzGmFTWaGVaOhGTA0ea6xLfHvDTKOnLAOThRnusakPMlWPypgn9kdFpoOEcXZmTlxXUemZOJMpTgb2DSCyVafiNRuPinmZynO9GmiOOsrFGeMSaozd2t4DaiNyAyb3UqIs9GKs21bJCX9NfG7WbmMdUMsrpVYfsbZMhPn4lEZZ3/xxF/A1cV5xgxKcHRxn4aaeGJGirOUVaNtC2pJALBTSjPXoMRZjuJsa0zFGeei4sz3Yfni/D61KG531xfnuVnsDP5NiTOzpKNZNtHIIM6AYb4QtWrsdT303Ix7kMp0NnEWn29ZuThZeHz3cck2EQAYC8D0aAx1HZXibEic9f0+QtJwUDfreCgmzjooy1aNCsVZhZBLulXBj7/uddB18X3DMPD6178en/vc53DfffeJSrMEOdmddk/cv30mbluy/6lVI7V3ThoOHD/Ebkm85gdb29BNbTDX0t82TsaZSm2ml8S/CztkjOkGMCXaimI7Ur6qCu4JIUVzK0OfCddcqjjr7brwdHpNjrZXRYoGgbiCNFmWvi5UmCvdL3BDR5hqSjvTWwXodSmHODMWFgBTnN9oY02bKM4axDVhIktVAMHODuCJBG3aKlGytJ1YcSbOva7BxrBqFIkz7jiyYhHAwfpBzJVFK1Yp5ywMc6wa+3ACR5oTVMRZ0xLn1bEUZ9SqsdGARqwaKbk2Cs569v73chRnHauKgOTQcmdy4uzklnhuHpypZtqZZ42VYGcHu/3xogYuBp5WxFmBAgUKFChQoMCzHXmFSIbRDwsFnjkYW3FGM86mzoU425tVo6EZMBjpQk096ISmWPSYnyVKJgDmwYQ4W4XJ5Ichzw3gkCIP05gyrPzphGrTgm6Kj03tzT76bU9a7kIii6Bh5TJKZXHdg0IWzTnbehyATJxFVo1qxdnEZD5jcqE3Q3FmWjp++G034B/9/svwhl+/BY3ZMkAt9cZWnKkJk0kgZZwpVs0lq8YJrSwB2a4xLhTXjGibKXFG4VGyh5BXbqI4G9eq0csgzkYopIHI5i6juTn6jul88rJqVuCS/Cc/NT55rwefzGNakm82pZg7JHXGcByocs5oxpnRF+fjEAY8RUGukaHuXdkd/pZDpBh3mhJnzSNYaor7Z7VtS3PLQHFWmQE0+TfTfDMAmM3o8NapVWMfsuIMkImz1pDgquYQUWV7E5VEabcHxZlP8s2MpUW0SAGyqrBqFBRnlDgbYdX4ycc/KVkpmkEJfV0s7HOI42eB7WCtlbJq7MvEWTdFyLm6OM4F4mxO3C/BVopQzMs4s3eAVI7eYc+TFGczy+KEYnvi982EO4N/S1bKJR3NioGmk0OcrUQKRKo4+/Ovn8J1//oO/Je/flj+oxyrxgFxNjvZ/bDKpjEBM6J7mP4IxZmquaBu1vHts9Hfd7ki40wxr1aJ4owD+O9/9j+wtbWFBx98EHfeeScefPBBbG5u4sMf/jBuvfXW7KxMOqelrq9OV5wrbFLhHVo1khy2Kh1TKeKMXDsF9SMUxNkYijMVcWbWCHHWVRBG04fF1zuRWogSZ66BASE1acYZALQddcYZVRoBACdWjelcMyHjDIqMM3Ift9JdAaf3KjkkNdM0mMui48Mo4ozm9MqKs/zj5ytUwMbc8JyhxNnEijOPZJyNoThTWdqrlFmMMVwzd43w3ukOyYztbwtzqLgxPaUVq9KqcU8ZZ0RxVm9AJyp8Sq6NAt/OJpzSttdU4dkzSnB08dp5PhRnh3Isd8Oe+rm46XQHc+7TARelvfNd73oXFkl4316X+83f/M3ztVkFChQoUKBAgQIXHXmKs7pZz35wLvCMg6Q4s9UPkyGxajynjDNSuOrYPjjnY40rS7fgp8LWE8UZB2CbYvFg+cg1KF1xBZyHo4JY9fnPH1pNddaGeTwp+G4odbZaFf1pP+YZY2jMlrGzOtwHrU0bPUlxdmGJM62kJs60ahVVUzzuSbFMygjZPg5AznvKyzijXbRjob4sZISgIVt7piHY/Rl7zDiTiouT5ZsBiowzJ5SWCX1x/0xs1QgA5WnxdWwFqGs6amYNrWp+ocQhxJlZ0pEulSRWjZLiLKOTPfDFQnBi1TgOacoYg2npklIlQU2lOEuhYlTg6D2U/eG10SPd3G6H2Iwl+WY1hWNNhlUjENk10mJWn2ye3tsByHt2xwE9uxtlA2dTQzzJODuzE28r55Li7FSq8X1fbR+mSlNYbJBC6q6DPrG+GhBnCptGANgg+WaNkiHZqSWgloB1G+gQRV30JeI5G6QKfHnE2dzmg0CggXOAKQjzmbK4/s2+SGJ4K+J3m4tLaLlPCu/V0IFoHEYyzrQqgOFx3rA34Ie+UnH40NZDeGT7EVynUJx1dQ9prUJIBsYC28V620EYcmgaQ9jvwScq175AnInjOJ1xZsxQ4mxMxVlPJDUO+XLGWW2RKFTcUnR84mlkOhySdB4hqc2yjmaZoZmRcQYA3mqsOCOZlZrPEXLgv/z1I/jey+bx/COp31jOVpwt9nYAREqFSfDA5gjizNkfZ5yJ+2wUcVY1q3hiI5pXuiijQtQnNs3AgmzVCETX5dlmE81J7/HyFGeUOJMUZwHCkEuNW1qtDqSHo9cDwhCOF8An483fElWhZfLbHE++TlJQZwWmh9BL4t+pFEOYuQQ4/qXh6x214izdAEGbIUJPzDgzSzoqTUtwDWj1axDOwFh5LOWbAfCIhXM9hzhTWzsP54S+38dOqY6Z9P1STsYZEOV6eidPDreHEGetTfFYU9eESRVnND9Mn5kBs4ZXROqGMKnijBJt3hgZZ1q9Hk1gKRI7aHeg8n2Yr4jXzZ1Y4T9AN8fK1+spydPzYdUYOg44UfLpjTp4QBo2bBvc88DM8VwtjFY2ceal7mnDrvi7WK0GRzdRTTWr7Ulxti0rzrIQ2mribMrt4sEzLbzw2Jzy84uNi0Kcvfvd7879PHlYHrUcUBBnBQoUKFCgQIFnNvIKkbU9KCQKPH0hKc6yLClIJ65+LhlnRHHmhxyOH2YWUdMo6SXhATEhznY0Db4mFjj2Nw5g6f3vw+b73gcYBuZ+4ReGH7Zlq0Yg6nR0yAN66Wlu05igOScSZ+1NhZ3aU6Q40yoVqbt90AE+S4izDMVZlHEWPcC2NbHQM1WenIDCzf8AuONfRP9euBo49ILx/5YqzkIfCAOl0kZATnFxXFDSOuzJSp5ztmoEZLu9VCFnHOKMFgatiikQZ24YE2d8TMVZhlXjOBlnQJSDlEWcjVKclY0yHGMzXUuET4pSXkcsxOgJcVZVFIhyxgEljAF5X2rdbbBZDs6Hx5mqOgCgWRb/sJVknMWKs1m7hRqx+brsxpfh3vaXoDMdb77hzQAgZ5y1bfQ98b0BcVZVE2ebRHE238je5zTjDADcrU15wbrY0Bx2hgUuy22BwwaDvD8Tm0YeMDDFOUhts0YqzpaX0HK+JbzXZHJBUlCcmSJxFvIQG/0NLNdkAv9TT3wKAOAR4swKymgzcb9yLl6v5rGLIAyw3XMxVy/FVo3ivvfGVZxRq0Yh4yxHcdYVKcQDKEmKs2BaPH8412DzBirxfpwK0sSZbNXYKGuYzrGP81cjxZlJGnfSe+I/fvoh/M9ffOGwUSYn42x+YNU4WVPCg5sPZn6mmS0EGJ1x1iXEe1kvIwh0OPEc2YGccaZSpFQt+d6m5/qZStBc0H1fyibOqFUjANh+IBWotVpDJM4AwOvB8UN4klWjeI6WDbF5ZBzFGbUb1i0OnWRzBl3F9Wn6iPg6tmp0iQonrTIbpTgDgKn5skCc7XbJXGarFWc602G74j1ALXWsJatGolA3qjVorCVY/50tVSHMyjnnGhARZ2l4p0cozojCTs4inIw4o/lijDR1cccZu2EPAALybDQOccY0DVqtJpCtYVutUJomjUo7zo64QCdHkez1leSp6l6iQbIoRxJnCoWcVq+DBzIRHXQ6UtNLFiq9bCLbz8k4Kzcb50lxJu6vPOVwVu5hw+3h/u8mxdn5zC17unejFihQoECBAgUKjMIoxVmBZw9kxdl4xJl2LhlnZfn2vm374xFnRkkoXifE2WlD/E6d6ViqLsGoG1j6F/9C/qLOGgwmEw4qq8ane75ZAtqx297so0eIs+oFzzhTP3xq1arUAZ5p1dg6DXj9iawa5yp7GI8veguw7zlAewW48odGk15pKPL24DuANUJ9QDPOFPlKI1dNrRq7MgF8Ia0agcju53Ql31qub4iFkXLFRLoEMsg4Ix6KKjUF51wmzv7/7P153CxXXSeOv0+t3dXrs97luffmLglZboCQSEAEEoIBERyIBgVnRMdxxoGvX0dxme8MowNfR0eHcRlFHB3Hr4Dzc2GJyqKAmhARJUAICbnZb+6+PGvvXXv9/qjq7jqfc6q7n+c+dwnU+/XKK7er+6murjrn1KnP+7zf700ozgBANxTIyx9AeWY8sVhQC3BIhpVAnHUzFGemRAUjKM4mWDWS5hb1ejBNID1c0xwhQGbVGB/T2STjjNo0smIRP//G38Jbmk+hrJexpxJn9+ysEavGlo2+n2HVWJKvvl4j7XRuTHFerdeFbX5jQ/xgmZBMKRKZAYj0DTCPz7pkoYeZRqxCDn0GZQtWjV5CwgwxPwc/4s9/DWLBMZ1xNqOVoSsb8MLReVzuLQvEWRiF+OTRmDijajA9MNEkrTokxJnOAtTRwXLbwVzZlFo1pokzNoY404iFZrA2hjhLj3U9njjTi3OC4qxlrQJMj+XjCbrBHIpKvJ9y0IhzfhRFsG3TTQ3VAnCVR65LCl5CdtKCvJEinx84to77n1rFbc9Liu7FOvyePDlmsb8BS1c2RTJ5gYcn1p/IfH9g1di1PQlxNmqTbY9vWyW9hEZ/1PZDKGAh/ztlOVjUzhCYLgtMijH2s06X7xu2pGTadQJExBKNlasA5cvdLhw/RJu0N8GqMWuhzhgIC8SMEApRTgsZZ0CmVePKSoPbnB7H+wZDurGHviLkrFbnizh3dHRMrRaZvwUO4DvCYhNLs0aK/gRplZmqMBR1FX0vgClTnFkWFq1FnOuO+tNZwwBnJjjGqhFI5Qkn8E6PrAcDP0SnQRTIguJsk1aNE4gzpSAu1IgcB2xMLm8agUuIsymsGgFAqVQ44iyQEFEAUDfr3GuROBOtKEcH0xfI06JWhMLEsWvTxJlEYalUKkAgXo+w0wGmIM7sjofiGB50XMZZqV6FS4izrSjOqFXjWMVZBjE3UJxdKbioT6r33nvvxdx9jhw5cuTIkSPHcw7jMmOmXd2f47mBaRVnIbGw2U7FGRDnnC2MUSAMYJKV8u6QOOOLJDtLO6WWV6MvPA/GImjMhh+NHpx9R7RqNK0rmzhrtVo4deoUmn2+cNRas4XfctGtGrMUZ5YFixTpRlaN+8U/2DieQZwNFGd8QWChVN/S8WL/y7f2d5KVvLFd4wSCaoxF37Sg+YJBWyxgCYWwKYtDHDKsGoH4HmEbgKsCRkY9q0eyl6xCAWsp+cDAqrFMsp5kirMwiLiCOgAEijc8lmmgSWzJBihPsGqMFWd8YcqjVmFZxJneAuc5B4wlzkxNPBabFm+7PRQsxhFnji0uBq4WieIsGQ8GVo3UptE4sB+KquK62eu47dSqcaXtoEsyX4pKUkDKUJzRjLO5cvZYxDQNYcWC0k6d84akwFfhM84UqkootgFCnNWbz0BLrFVlKg9AJM5abgte4EFPCnb+ef68efMSu0eIBTWDjX6PYpSwaCxyWTbnJfaSXz73ZSz34u/ziL2wjDiLAgbqBbbAmlhuO7h+FxDZfYnibNSQNGWLijO6CCCtSCEkkFfcCSXix/CV4CysytWcvXA3nMU8jsXfjQDorwOleanirFpUsORSc8zUsSb2mtSq0STd5r9/+gm88pp5MMYQsiICVz5uFAIP11rTK1YA4KnGU3BDccHOAEyL23jg9kT73xRxRsfIslFGs08UpxHfCGyJnbCqMJiaMlSqARAIl6khqGhH/WoaxVnP9UWrxrJkQYzXheMHaBLFGbVqFDLOpvhdAbEkV4wQCpmvZlo1ptE4AYQhls9vcDaqnFXjFIozqsKSRLABdktQGxX1Ijqkj5RJTm/J1ND3AhThCBlnStHCrlKZI87OEKvtTSvOUlaN7XVbuJ+LGWf88XqbtGoUFGeSOVBk28CUcyNq1ehOoTgDALVcRvrIpe0HwIzJE04bNlkoMlZx1hPagMymERAzznp+L9MiGIitJdNgug7FNGPxkapyBJpMnSbD6qnxn/PGKM6qczXYZOFamBExkAU/CIeLhwbYO5Y4k1sAV90unlpuw/VDGJp8gcWlxEV9Ur3tttsu5u5z5MiRI0eOHDmec8gVZ988oBZu0yrOLiTjzNQU6CqDF4yenDsTbFgGMMgDkz0gzshD/VKZX+0qIHkI1eDAT1l5eRKrRrry9UpAFEW477778Nu//dv48z//cwRBgJsP3Y4f/vafG37m/KkNmAbJIbrIxBnLUpyVLGEFuD1YAW5WgNIin+Gw8SyKRrbijBJnO8v1CzvwzUJCbsCf4uF9jJ3VtKBqz7DTQRQyMCW1ep0qzqwtZJyNsWosG3F2R8sC5jNqID0tADC65pZVQNp3yx1knCkmkCotyRRnVG0GbN6qUTe3TpxZmiVY2AVEHeD1+OuvBAlxVujFRFn6Wo8hUKdRnIW9HgqWBqyPzpttK0NFzgAyxZnrh8O8sb1tvhhnHjwkfDcgWjWGIdBaJRk1SlK4zMg4WyMZZ3PlCQslalUgRZypzVG7GCwW0M408bzUn6iEPFRqDih/NZfKmIqL1WIfnC3OCts2nA0sWrE1JLVqtGcspAVmLIowC7EdGyx1fzUs7LB0jjgbEGRpDGwaAdGqUQ8L6Kn8/SpyPWBmNiaZEiywBs404usV9m34pI25qf1a5DscO5s4CzYaI7szomTg2jixavQM0Y7ylHsCh+uHeeIsINehc15OnBVUVAoqZrzsgqw/heIMAB453cSnHz2H77hxF7zG+DH9emW86oZiXL4ZACiJ4sxwRkXzINLwT+1/jsf+y0nM7NzAnT98g5ADWdbLaPZ4ciqK+P5lZxB2lqFuD3E2Rk0tZpyJf95zAxhk/qmUKgBTgHRem9uF44VoUsUZsWqkxJntT6M4IwvE9AhK0QCQylySER91QpwFDtA5j/W1Jk+cpRZAyIkz/t5enef7aWtd8huclqA2KukldEkOYIkQgGVTxWoHKMAT5wvFInaVZvFVfHW47SyZc22FOBuMFdSm0bQ0mBZP9FKnh4lWjcv82Kkt8ja+dJEgAISOi+xZAY+IEGe+KrdCpFAq/Lg4reKs6fBtcXzGWV+wYrV0OREkW2jU9bqomXLXhrDDH+/g9zDGoJbLXC4gJdmysHJy/Od8N7u/zczX0aSKs4wMsiycbdoIiJXtnjGWu1nPxRW3Cy+I8PRyBzfs3voz8Xbh8lN3OXLkyJEjR44c30QYm3GWK86+oaAQ33+Z4iwKAuHhRbkA4owxJqjO2k52UHQapiJXnJ0hVo27y/xDu4CEONMZeRh2gytecfbggw/i8OHDuOOOO/DRj34UQbLic63N21T1mx4aq/x1sy5yxpnMDgcAmCUSZ1yBTpJzNj7jjH9E3FWdLldh27BV4owWF2mxeQrI1J6hzheY6Qpyask6FcZYNQ7uEa0xAjuay1UuEWvDROlZJsUnmt8DZBBniVVj1spqCs2QlxU0U51oxxorzvjijE8VZzY/hqmhh1CJoBVC0XaN2iOlrRolxTiXHrvnCYVGJywJ+5VlnJ1vjcb4vcT+yThI+mGCuZIBNZUrWIqAwOOvSU1Lxp9pM84mWNypxBbQ7Lj4zN99BnfffTdmZ2dx+PBhfP+PvnP4fhQBmhuRfYjtZm59RF5EAQNMsT/VjJpgczWwa4zCEB4p0nbr/DUrhxEKElJFTynOoFvYYfGKufNdnpBzAgefOfaZ4WuBOAtMuBpRI9oOUOb3u4Amjq12k/f7CDSqOBvtt6zz9z+3PxqnNUKcwfdHuVCUgPRtIEj2Rdq/o/PHBwAn7GdRIlmDKwGvFkRiLeqRIrphqpjVPJhOtpor26pR/Ox//8yTCMII/qrEHjSF/eEmibNVnjhTGX9PHFg1ml78vf2wgr9Yfzce6r0JTi/AuaNNfPHjR4XFBWVdVJzRbD879LjMqgEEgmkKS0MpxiwGoPbX2YozngBiliXJzuvBlinONja4CB5qDW1PQQiGRHGmGiHUIlG3dCVF//IOgKg40TiO5hq/PyetOCP3x6kUZ2s2IoWMm3ZTqjaixBmdcw+ItCJzRIV6sSDMoc/Sa0atOQn0Jf7vw253OFZQ4ozaNALbb9UoVZxtwuIvomOLYUitEClUQpyFGeQSzTjbcKjibAxx5nYF8jRrXlQ1xPtdy822G6REn1IZ9UelzPdNSrJl4dzx8faG/hirxvkdM3AVvvMEm8w4O0nyzUqGijqZT6UR9uTEXMWzoYQBjlwhOWc5cZYjR44cOXLkyHEJMVZxtgVrsRxXLqZRnFG1GSDaxW0WNOdsWsUZtTHrsHg/pwhxNllxFj+EaoQ48xyJ4uwKyTiLogjvfe97ceutt+Kxxx4T3l8n6hFN1aGRB8yLrzjLsGosilaNXOYIzTlbf3ZsxhklzuYoyXOxQYtkwNYUZ8bmFyLI1J6Bwhe0RavGLRBn46wah8RZtk2ZQ+oQlTL/W70wUZyR6yxVnHlioTVQfJT0EtQps+n0DKvGct2caLcms2r0yYpuv88X1pTQhVOOYodGgTgjReYU6UDtaAFgdlZcCGCScckOK4Kyp0KIs7btDZVHwPSKM0VhWExZ6c6EfP9T4aCkJIqPDMXZ6iYVZ/oMn5VW7QGv/+7Xc4sFznbSGUEMClEPmXsVKGnCz16GlbJDzLJqVBVVUAAMiLNgYwPweJKiVePPczUMoTEPBf34cJuitDGjjdRl0K2hgm0AatX4uZOf4/qDlDgj/Syy+0CZ3+8Ca+BoQpxF/b4k42x036+X+fFlnFUjAPgDpY9sbjggckn7dzW+jXiKgxOdEwJxthHwv2NInEmsGg/2HkboZpcO/ZUVREEgWMDpYJgh/eTp5Q7+4qHT8M6Nz3Hc7TbFjWEAHP8CcOYh4a0ja0e419+y41u410yP51oFt4ENfwkfWfsVnPUOc59ZOd4WxsiSXhKJMyaO+Y7ErnHsgpbNYMy9ze4QxZkiI84CRKQArhSKAFXOuB04XogGbW+exy3wKmhj5hsZEEgCIxTU2oEs40xRgPpeflvjBDqEiEurzATFmSfPOEvDd0P0NTK3lSjOLN1ChxBnliEnzgpwpQttdpV40vosyOK2SRlnO3bw9sQY2TUKauVZcd6oF/jrRxe0UUwkzmSKswwlkRRkzKeLDrNAFWdZ5BK93/T9Pt9fxxFnXl+068ywkSxqRYGwpwpW7ngJ0aeWR79nWjUdxeopfp89QsqOs2rcuWMWNlGctZvjSVwKmm+2d9YaOwekFrJpVLweHsuJsxw5cuTIkSNHjm8+5Iqzbx7Q7CPZg2QoI84uQHEGAGWTf/ChD/lZoEXlZcRtlSrOxhJnbg9w4t+kM/73+m4Al6yOpgXqy4EHH3wQV199NX72Z392WDSmaPc34E4gby664ixD2aRIFGdc5sjMZMVZTJzZcBjgKvxD7iW3kFU1gBQfhEwaGegq7S1YNbJiEdDJiltG7BsvslXjIGC+PUbs5aSamq7oKJG2Mcw4I9dOlnEmU5yFzN/U/Sgr42ySTSMQ2ycKGWdkRbdPxjAl9OCUk+OeRJylFWcSq8Zd8weFbQaxnnSicpytkwK1amz1vWG2h+X1MW/zY7t5SPyeARZTdo110r5qWpwZGe+YJ7wGWOsSxdkE4syc4wuf1V4E1eJ/83I3QpioTGSkibWrild83zUwSxpqC0UcXv4U0kce+iwzZ5DmnA2IM+8cr+yFoqBR4gt/tTAe2/ZVPoJHDB+P6T521P4UCku1Y8PCjhJRnBHi7JNHP8m93jXDf94ITLjk9iRVnLEmjq7EY09s1UiU2ylCbv6al3HvpReSKKYJxeLb/dAiTzaWDcY7Spyps+S1jeX+MswKfw1bISFhuxnEWUHF0to/xeRDFoIA/uqa1LL1R1+2Hzfs4uc0v/43T8JO5TLJsNAjqpAwAP7sbcD/9zrg924D/v5Xh285gYOnNp7iPn773tu510ztAAiwYKv4yNqvoEUVdwC6TVe0apRknCmqODjbvji/o4RKz51uLsaheRo4+QC/LUVI273JVo1dJxAzzqyiuLjE7cLxQ0FxBvB2jUWi0u174j1E+Htq1WiEUEr8fSsro4raNUYbx2C3+HGeJ86IUlRC4pfqJhSiKG0xYgspyTizNAtdch1LpN2XU8RZGPDnKs44I8RZROY3E4gzZhjQdvDjkHc6XjjQIoozShACEqvGMcRZFEUicbZIiDPGBPKM2i+OhUsU5VNmo6UVWgAQtOTkEs04A4BGas41iTib1qqRMSYsgG27bcBuAcc+DxDnCsGqMaUyU6nibAqrxsAP0V7mj/WsQZ7DkvE9cl1EhLCcXZxBoPPPMU1Z/ukYnFrn+8s4m0YA8HrZ+685XRw5kxNnOXLkyJEjR44c33QYpyqjwcI5ntugCqFpFGdM1zOVRdOiQmxjpiXOaMbZGrMQAThDVhePJc5SIdtUcea7oaA4o5Zolxqf/exn8YpXvAJHjx6d+Nl18tCbhhc4mXZ12wVKxA63WxYsQly4QQg/SIpZ1KpxQ1Sc2YGN0O2hLbHHqWzB8vCCQe0at6Q42wJxxphAXAfgi4hUcXZ5rBpHx1A1qoL10tCqkZwDueJMnnG2GcJUy8g4K9cnE2dFrShYNXqE4BKIs8CDV04IlYnEWUpxJrEB3bt4tbDN0PhzYodloHGc21YtUsWZjzPN+HfsITaNUBToV5GibAo7q2nFGSHO1LOjF1MrzsaT+MYcT8BV+oBa4q+hHwKrvfgcBx4pRANYWe/gxtv24Ed+9ZX4F7/wrZhlfA5SluIMkBBnSWaYf55k6SwsoBXw17Maxtemqq3iry0Pnyh5qGqEhJEpzlJWjU2niftP38+9//xdN/C7CAoCcRbZtlRxdmK9Bz8IETZXxyrOdszz6kZasKaqs/GKs6QvEyWkw+r8x5Lvdwp837dDUkxO7t3Utk03Ncye/qL4/QT++XM42xPtHF+ydwY//drncdtOrvfx5CPPjN1fpcW3J3zl/wMe/8To9T/8jzgQEMCT60/Cj0bnkoHhlXteyf05YxFe6AVYar8IbiRfFOD2fXQJwSSzalRV8XrIiDNhQctmrRoDD/jIv+Qy9QAAe2I1XRCE8Mj1klk19h1XmH+yQgEwyE3G68HxAziaKShP/DRxtgULStGqMYJSIvfWLOJshh877eWj0Bz+Og3sGZfKS1KrxojMYxSFoTrH37ub2MP/odPOUJzxvzfLqrHAXIlVo6g4Ww9d9NOqHGo3LIEs5wzYfqvGsNMR2g5VnAHTPe/IEIUhmEfGwSkVZ2mFFgCEGaqsilEBA38dGk5j9GJsxlkPPbLgaJyFNZ03tVungN/5NuAPXw/89q2cWjagNv1pq8Yp1XRprJ/tIiL5YiuL93GvB4qzoCuSs2qpDJ0sBLtQxdmemfF2314vmySuul0cOdvibGIvF3LiLEeOHDly5MiR4xJi3Cr+XHH2jYVpFGcBKSYotdpEa7NJoEqI9pRWjVSNsQ4La6oCh1j3jc04S63clFk10kIhtXa6lHjwwQdx1113odfrTf4wxJyzNJrdNXzuc5/brkOTIougUSwLBV08j8MiHbVqbJxAQREJS9tro60+h4kzQXG2teOmxFkY8g/+1HppW6wa7cawCDwgu6a1aqyaVdF6KSoiioASCaWfRnEWsAARizZFnGVaNUpsoigKWgGOShRnjL/+PrE4U0MPfjnZRoiDcbZmMsXZodlrhL5lKPw45YQVYIMnzmTj7LlEcbaP2DQae/dCMbLJrB1pxdk44kySceb4gTDGz08gzpR6nXtd6YnEGQCcbcsVZ70C8Lvv+z2uoKVQa2JfmZ44SxRnPsk303bsQNPhlSrVZEGAhdH91AIZH4ySkHG23FseHu+nj30afjg6Z4Zi4IW7n899XmbVGDqyjLMGvCDCuVNHET72WQQkR89T4mPTmIaFGn/9BOJsjj8vwXqiulJU0VYvS3HG+HPuJqR0U+fJFy8gyvaE7BUUZ6wP8/zToBAUL+fP4x+OrSECX+TcUy7gVdcu4pareKLu7FPHuNdqgf9ecz1FPneWgb/5f/kDsJvD3/7oGp9vtr+2H3sqe6AldtMsYvjWY2/Ca7o1sAklULvNk2Qyq0ZNssitH4iWY3RBy6atGv/2PcBJQlpe+3pg980AAKcrzu1sGXHWEY9NkWacdeAk94MmUaMFGyMFIJ1vTEOc0UViqh6KqppMxdk+7qWzdgyFgCdpB4qzG+ZuEKwaETEEEMfEKiGV2sFO/gNOhuKMLOQoEeKsnCwkKUBCnFlF6Rz6XHqB2gTFGSAhzk4nVo1r/LWmvxEQ592eEyAM5eQEHZMBOXGmEMVZaE+nOItckWxXjAK+drKBJlFTCp+jdoYZ5JKqqKiRudCQOAsDcQ7BHWCAPrkeWYozQMw5ax+7H2gmanW7CXzlD4fvjbdqJGq6KRRnqyf5zzRUBz2Tvz8Mxndq0wgASqkEk+Tl9trTPR8NIBJn4+fH/ljirIdm38OZ5uZy1i4GcuIsR44cOXLkyJHjEmJcMTLPOPvGwjQrMENqX3OBNo2AJONsi4qzBisI+Waaogkr+fkvG5FLOiXOXDHjzCxeHsVZFEV429vehq7k4TEL44izdr+B97///dtxaJmghYnhdssSLKGAlF0jtWoMfRR765LPd4V8MwW60C4uCWgWlWQ1v4BtUJwBYsZg4JOC0MWwaoxC4Ct/ACClOBuzW444M6qCRVoEFQEMlEm2hyxvgxJnIYv76OasGuVlBZqrJIPCFEQGX3j1mcGV3ylxpoQewsoWrBo1sYh4sH5QsMgzGLE/iySKM5Ld1LI9nGnE7XRvmy82Gofk+WYDpIkzmnFW01LjjiXmYK13xcLjXGn8eX/6PE/sVfuRlDg715ErznomcPTIUW6xgGLy40QYbEJxNsg4a/L3Q21mBi2XL7gPFGdpsqzIyDnQiwJx5obusFhKbRpv23sbKqSIL7NqjBVnolXjAjYw+5G74UkWqQyy03aXd6No8efItQOOfNRmCHG2kRqnBZIjI+OMqKkGirM1kPtXVEQQpX5gojgTiLPmkwgc/vp39AKUXbxqxj93Hp9/epVSmPDsAIwx/PRrruW2V9v8Pcia569heD51vJ/5TwAhUAEArdiejhJnh+cOQ2EK5q156IGJ1z7xI3jh2VcJf37I/AJUhf+9Tpt/XTEqouLMqEAnKgi5VeMFEGePfxL4wm/x2+pXAW/67WG+ld0ViQWZVaMjKborRZlVYw9OokBuEnvQd//VT+Edf/MOtNyWQJz1p/hdlDhTjBBKhSxS6fUQyeyyiVWj2jyBgk+Js/iHXzd7nUicATi33BC2URvDpk8IIVuecdYjc2pBcZbMx4oS4owVi7B0SyByzqbn2nQRkAQyxZnvBeg1+fMitWosiPNF2u8HoDaNSrUqdT8QnnecKRVnEuLsyQ0Pb/ztf8CrfvU+PHU+W2mlEnJpnJ0hzTnbcBIiuLcOROPbb4/cg7IyzgCJyr9HiMfWKIuTEn1pInBaNV0aayTfbNVow1f489vvxyO0QJwxBsUqoljhx4R+e/pnJAA4ucH3l72z4xVn44mz+PdcCXaNOXGWI0eOHDly5MhxCZErzr55MJXijK7C3Q7ijFo1Tqk4oxlnTWYI+Wa7S7uhSOz8Rl82ekgUM85CIePMsC5Pxtl9992HRx99dPIHU1gnKpI02v0NfOxjH0NLklm3XchWnBWFAh2QUpxZswAp0hQlJGDf66JDiLOCcpnIfKo4C8TiigBKCm0h4wwAlBqxavT5NioUwrZirVpaAKjq75M/BfzNu1HW4vvAeKvG0b9lVo1AbNdYKpK8o9CFF/DFVkFxlqitNrOQQ5ZtBEyXcQYASoE/hggqQmVU/fSJnaQSeghLEuLMd8W2krZqpIQsgAPVAwJxppPMGScsAxvHuG1Vcs57boBTSdFoDyHOzIOEvCZYrCTHFUkyzgaKM7Mq9gsAax3+96oKQ23CgoSPf463KcxUnHXic+wRxVm3AAS9gFssoJiSfrJJ4ixsk+J6tYqWw2+rJcRZMbUwo0jpGr2EeWtesOda7i3jdOc0Hlx+kNv+hoNvEHLt9FC0aowVZ/zCkV1sDf8/45dgtZ8dZgumMSCu9lb2CtlCURhxBetMq0ZAHM+cDuDZwrjnEoWsq8YKgNPgiV8A6KbtGpN7NyX/jLWHETgkH80oISI5ec65c/jHZ9bgEsWTm+zvWw/N4RXXjBR3C32eCCsS4sxfXkbk+8Cz9wMP/6lw7PGBZBNnALCHHcAbv/7vsH/jRuFPbyl9BK+t/3dYBX489EkdV6Y4UwoVFMLJxFlR5693f9qMs/VngXvezm9TDeB7P8AtunAIceYgQigjzrqiakQpFEQVo9uF48ftkSrOim0Xf3/67/HhJz4sWDVOY0EZElJcNSIolZr4OZkDALFqtPrnUCQq9ME9cWdpJwpF8Vnq1BlxsRAllVpOnf+A0xJU2pZmCYvRqOKslMo4i+hCm0ShLuScqReoODtzRrBpBDKsGiXZwlk5Z0K+mURtBlyA4kyShdYO4ou53nXxB/9wLPNvBeJ1jJ0hJc6GGWfjbBoT9Ih15jirRhq50CbEa/raCoqzMVaNWWq6NFZP8Z9ZKWzAI8SZbcuJM8WywBQF5SpZeNET1apZcP0Q51p8G5ykOAv72Yq2mh/32Zw4y5EjR44cOXLk+CbDuGLkZqyxclz5mCrjTLBqvHyKM1pUbjMDpwlxNjbfDBifcebIFGeXhzjbijpskuIsCAKcPn068zMXinEZZ6amgDp8Dle3MwbM7ufeKzROCfvp+320CHFW1C4TmS9YNU6xepmu0t6q4qxKFGeENBCsGovjV9RKoReAl/5bcfvnfx2VL/5PAOOtGtMWcjKrRgBwwyLKxTlhOy0E0oyzIFFbbUpxJrEKBaYnzlhBtInyU6u6fZsUrkMXkBFnEkVduh1QxdlSeQmWbglZO3rItzc7LAtWjTTjDACOrsTndl+HKM4OTqc4syLARAZxZonXEgBWSL7ZbMmAomS3nVarhU99/u+5bdU+oFoy4iy+Ln2ff69rMgS9gFsswAh5HwYKIFH4AcBsMUtxRhaSVCqZirNS6v5ikUUaMCzoio450v7P987jU0c/xe/PqOIVS68Q8jaNoACP5HvKFGdV1sc1SjzuuxLibKA421PZI73fuf0R6aDN8krUYG2c4qwjqi0BOD5RtWnxuTnhPAtVJwRokLoOSQFZUJytfFkYA1tGCd4sbzu5fPQkum4AIk4bEmcAhqozy7NRImM6VZwhDOGfPR0vKMhC6wz6fh/PNPi8tMPqHjzy4+/BS//qOzHf4+csDD5eXftNvLTyf8BYBKvEjz1Rj7/mZb2MRo8SZ1UUI5KDKM0448/bVBlnng18+AdFhd13/Fdg94v47yTEmcymEQA8CXHGisWxVo0tQpxVk7zDh1ce3nR2W+R5AiGmGiGUqoQ4k9k1UsUZAlQIITEgzupmHXMlcb/nzol9pbrAj08tmxD9dlNQnBW1IrpEYVcipHt5XMaZJSfOuEVq02ScLfHt2jt9WiDOCiVduqhGttAlkzhbno4426riLHTERVGeMpo3PHEumzShirNxdoZ1Yo89tGrskAVxpvgMRjPOino2GUStzds+IZ6c0bWlKjIlpTLbjJoOiF00VqnirLAKXyULEty4fwvEWTIHqs6Qc7oJ4uxMow8aRzYp4yzsZ++/OiDOzkrUxpcYOXGWI0eOHDly5MhxCWEoBjRFThbkirNvLEynOKNWjeID/2ZRIatfp804o8RZj2kicVYUM3b4LxuRS5Q463dcIbhatvL1YqPVauGee+7Z9N+tjyXOYtuX9hR2KltFluKMWRYYY8IqcM4WiuScKRvHhLynvt9HmxTcLxuZL1g1bkFxtmXijKxidvg2GwbEznIrVo0AcOcvAK/8GWFz6Zn7AGxOcabpInHqRUWULLHI1fH485SpONtMxpkpLyuU69Op8VRTJHq8lBrC7/PXXwk8KFbSvjniTLJSP1UApvZ9181eF++PKs5IsSuACb/b4shZmnEGAG4QQgt97OryRVrzUNL/WmeAv/svwD/9DpBS/u2sxeepTmwaFXgoq8m+SvKxlyrO5svjycpTp05hzeML7oYPlCR5kwOrRtsTM86CXsAtFlBIMT2KTAiNMkGmVSMtJNaqmcRZmbkYDFezOrnHJW2HXu9z3XP4xNFPcNteu/+10FUdhbJIhEaMn5OFEuIsDao4C+EhTKwA95T3QJec43TBWh1n1UjVe04H6JFsHqbC9UjeYaJ4O9k5KVindsM0cbaKyPdE4qz1lERxZsGp8+2xdTLOWBIUZyli8IV763jNDTsw32+Awqx7iMjp8T7zW8Dqk8JnR196Go+vP44wRWIpTAH7wwfx+f5L4Gv8WN5XHdxU/21cV7x3uM0qk7GrR/KqjDJaRHGmF6sokAqxPONMVKVOxKf/I3D2a/y2G78H+JZ/JXzUJhln/eSnzJZ48pQSZ8w0wRQFMMhNxuuNMs6IwrGa7OJs96ww13DI4gsK2q+BxKqxKlrPSokzaw4gz0dlcr4H9ow1s4bdRom7RwLA8vmGsFuqOOv0C7x9qdNC3+O/x1QtBGQeK1g1phRnAnFWzFCcccTZFIqzJV5xFjQaaJ7lx0qZ2gwAFIUJ5JlrT2fVOL3ibFqrRlFx5qaIsxPr2cQKVWWFYxwfZkx+UcKIOON/H6pLACNzaYnqMAsCcRaQ85C6tgFp60q5lPr35qwaOxsOHOLosWqdHWZsDhAltstZxFm9Tu4zrjP14kuab1YtaBPV77IFpQPUvPj5+MjZ7Ot6qZATZzly5MiRI0eOHJcQjLHMgmSuOPvGAiXO5Blnl8Cq0RkfsD0AJc5sxoSMsyVlQiF8jFVjtyGSH5dDcXbq1CkEshyNCVgba9XYAABUyIP8doLpurQQPSj602KWnV4FTnPO1p8Vchr6fl+waqxJVt9eEmxWcRaG22bVqFKrxlRhOwohsV7aglUjEF/LO/4T8M9+iyvUVJKi3DjizDFGx1A1qmBMUgiLiihaC4K1qqA48/ki4FasGjXJCnZVV2CWpuvfRb0AR+WLu36qOEWtGm3Dg64kx91NkQcTiLPb996OQ7VY/WVpFn7o8A8BEIkzzROLt/2wwuWcFXUVqkTZtbuzCpWoUYyDB2Oi7H+/Frj/vcBf/z/An70Ng+XZOypxG5ohPmtV9TwUluzLyiLO+MLYfHl8JmGn08G6ZPybleQknm3H3+0Q4qxrAJEbH/tgsYCi88cehtnHMVfglWBDq0Z6P6xU0STKm2oQH5Maefj8z7wS9/307Sgr5B6XEGc0j/P+U/fjaPMot+0NB98AACjI2iq1qvV9RHoFyFj85CmEaEstHtlT2QNVVYQ8wLQiS52jVo0boxeyjDOqOLNmhQL4wKrxXPccSjX+mnSD9HWI4DdXBcWAzmypVWO3RkiPlfje745RnAHAT73mWiwObNISqGYARQMY5XG+kGHRODyQM3h0lbdpvNY6jC+vHEJIsjk3CufxkUMfxiHzIW67VeU/p9r8vaeslwWrRrNUndKqcZNZYA9/GPjy/+a3zV0DfNf/kN77nZ5ccbazyt+Tgi5f0B6QN2LGWRdOMm9omvx7lRRxZhLl4iTFGc0uBGLFGStUBLUvJRMAxL+d2DWKGWfx/2fMGexiBSHnbH21IexWzP9iaAcpYkiScaZE4sIE0aoxvu4FuIJCfbAAaneZJ77OptWt0xBnJGMQABon+PGgmkGcAYBRoMTZhVk1ig4bU1o1koyzgMULVQZY7TjoZhA3CsmlzMzIgyTjzE7GVqo4Ky8IFqZ9spDGohanKVDirBOQ85Cap1KSWE09PyhUTSfrFymsnuSJNRsROoUVQXGmRCoc1xG+e9APZ2b44zcDHyfXs+0U06D5ZpPUZgAQ9bPbSSWZh51c76NlT/cce7GQE2c5cuTIkSNHjhyXGFnKss0UKnNc+aAPkqFtIyJVKcGaalusGvkVftOuFjRIoSlSApzU+W1L0YTHhzFWjd2G+IBkSFbgX2x0JjyAZv6d3YDjyVe/tvsb0DQNS8Q+ZzvBGJOqzobEGVF8jFOcYUMkznq+gzYhzmaKF66A3BI2m3HmyQiTLWacEfI66I7aLSXNAIBtxaoxjZvfBvzzPxsebzlR1PQKcRFJBocozgAIdo1eVAAr1oT7zUTFGdu84kxm1Vium2AZiiOKolaEq/F9y0sRZyHJg+uYHoZbxinOtCKgpEhJo4I/fsMf40Ov+xA++d2fxE2LNwGAULzV7I5ga9cKdnJ2jYwxIecMAPaSfDNtYSEuiJ34R6B5YvTGE58CvvpHAIBqUYOpKWK+mZZSuZbkVo1rXb5vzJXGE2flchndMIQH/l40o4rXcGDV6BHirKOO/nawWIBySWGUTZpSxVnf76Pn9cTMzzGKMwDYbYXYP2eJ192QK84+d+pz3Oul8tKoDagKTJK5qUCcq4WuB5QWhe2nonm4Jr/dT90D91b2xodGFouk7Ys1knEWTMo461LibE6wXBtYNQZRAKPKX8d2wH+ftyEuDskiztrlOret0l4HoggOUZx5hMi7dmcFd5KmrCfqUc3iP+t1UmMTU4Dnv5n/w9YZPt8sAl7yxBvgaHzx1w8exz3P/3W0SicxA5JXVOPvg4bNv5ZlnJmlmqA4kxFnNHt0rOJs5Ung4/+O36YVge/9YGZWoN3JIM5qhDgjdmjDeYRAxnZhDxRnBlWcxftuOA0oJDdpEiFICXGmRPGwbJZF8qOTQRrV93EvDZ/89oS4r5k17Ga6oDhrrIvknVnUhMUdrSA1Zjgt9Dyi1pMQZ3SxWtnUoMGHzgKEdKFNMl8YqzjzbSAYP29XikUhE7F1jm/bFYEYHIGOQ9lWjeR+tphFnBHF2ZRWjTTjzNOAiCy6OJFB3KiShWpSxSJEq8bhggyacVbeARArRtoG6NyZ+3Myb2pH5LxyGWfjrBqJ4mwScUZsGlfUEEzrChlnAPDY+SdExVnSD80yP581Azfz/FOcIsTZ3tnJbgxMknE3QM0Z7e/xsxfPzWMa5MRZjhw5cuTIkSPHJUZWQTK3avzGgqBECUNExCKLrsSlRfutQFCcTWnVSPN/wFyc1/jHhd3uBAIjRZzplDhr8q91U4WiXvrHkXJ56wT1eobqrN1v4K677kJ1G67fOMjUTYoVjxu0SMetAp+drDjr+o6QcTZbfI4ozmi+GZBZbJwEtVbnXqdX69MiGHABVo1pXP3twL/8K6C8c0icRYyhncHJcVaNiSpQN/hj86IiUKgJ95uJGWeJ4mwz9yNZZkp5drp8MyAeexyVL+6mFWehSoizogd9ULjubwBh0tYFu07xNxS1Im5avAnzKdtZqjiL+j3UF/nr2vB3c4ozAKgURBuivTTf7FCSb7b6lPBZfPo/As1TYIxhR7WAOlGcDfPNgEzF2SpRnM1NsGrcs2cPVFVFU+Gv+4wiXsOBVWNAiLN2ooJLLxZgGrU0zSbOZgozwrYNZwNBm2R+litok7yfWoo4g9tLxgYqk0qIs1K2rSIAfOeB7+QUmcUKX7BVIvFeETm2oH45G83ire674Ab8OfSV0bg1yAelKutxVo3+xsZosc00GWfWvJAj6qb6lVrmz9NGuJN77TWI9SMAQ+kLGWdtw8KGxV9DM/RR9vqi4kxSkL+DEGcDwqxg8fMjv5s6ny/+18C138n/YfMUR5xdvXoLCif53zS7fgTm+vvhan0oWhMG40kea5Y/r0WPv28oKMIn6rJiuYYiJc5SlmxhGKG12keRKrOyCCa3GytQ6QKQN/wasOMG+d8AsIk1Wz859yJxRlRTA+KMKGdCtzu0IaSKs2pqeG4HvAqp7wXCojDu+1uEIDCSPmyUROKsm0EQpHLOoghQA6pCjm06K0YFu0MmKM7a63K7txohlzjizG4J90sQ4kxhgEnmySVTQwHxXFm0aoyvDSXOzmsquNYhy+sk0HfzqrX2Bj8/H6s4I+MQJbgHmN6qcWuKs5ASZyqAiL94x9fkxA21agSyc84ExZkzUJwR4qy0KFiY9ojd4masGlsRUUq5ndghAaKKLJ1rtlmrRkqcLasRmNqDLyHOHj3/GIIMq0ZGLDeNwJtacUatGqdRnCl29jNlNZV/d+TM5c05y4mzHDly5MiRI0eOS4ysguS4yXiO5x6o4gwQ7RrFFfb1C/5emr2zVcWZYmwIipel/piH+TDkHkI1YtUYBpc/3wwYFY63grWMnLN2bwPveMc7LuSwpoKcOIsLP6ItVOq6U6tGv48ikYj0I1ewaqwXLhNxJmScTSjCSC36tseqMWy1ATNW3tEiGHABVo0Uu14A/MjfwFi4HsYEu0ZOcWZ3gdNfgQH+HLhhETCrouKMFOS2Q3EmyzibNt8MAApqAY5GrRpHBc1A4cemppUizhDF5BkwFXEmAyXOwl4P9R38tg1/Cdg4xm2rSsYwqjgzDyZ9b/2o8Fk4LeAvfxyIIuyompghGWcccTZlxtncBKvGarWKu+66Cw3w173OJIqzxKoxpMRJQpylFwsoKr+/KMguNZX1MnSiIlzvryMkCmzX0hFEfEE3rTiD14vJM4qMjDOK1x98Pfe6UOKPSYvE9hPZNnDrv4kVUIiVZm9134WT0Q745Pp5ajxuzZgzQ0eBcUoPbZYQip43KphOk3FmzQpElaOO7sORxbeVVsC3Ka+xzr1mCKDClWacrRfEovV8vzHRqhEASk2e8NMziDOvl7TJ8g7gjnfF+UMpdNpncax5LN6nU8crnr2be1/zOrj+8Q9hNlGuMa0PWqa15vlzbrlEceyLRLRVqYsZZ4kavddy8af/5QF86D/9I3r3nMLeFOnc8yRzsSgCPvlTwMpj/PYX/QBw0/eLn0/B6U5n1RgRxVmWVWOUWoAiKs5G/255hGwAhtloMghZvkPirMLlOgFjlDUpsjoKGOid2DaAmlGDwhTs9gOBOIvsDprE2hIQ7Rqbfop4ddqCVSNVQ5VMTVBWl00NRbiIInEcHKj9dpV54sxnDCvpeek0xBlxOOiQoTAr4wwQrRop4T48rqmtGvl+Ek2rOHNJn9eAKOTH4RPrchWiYlkAmbOGHTnBRImzoeKMEmflRYFQ7hG7xU1ZNUaSfuH1EHme2C8racXZ9DaUgGjVuKyGYGpveA9K44nlpyQZZ/FvUoirRSHwMolLCkqw7ZkZv6gsiiIoY55PK7aPwaKYy51zlhNnOXLkyJEjR44clxgyS0ZLs6BKVnzneO5CVlAP+4RMIoqzbbFqJIqz9pSKM5pxpugN7nUhDDE3JucL/XUgVeSkVo3C91mXhzgbFI63gnWah5Bgz/6duO222y7ksKbClq0aK7sAoigshGTFdugJVo0DG8BLDkFxNok4I8US1QC08QRCFmjOYNBqAXOxakhGnMkI8i2jvhf44b9GObkXtCy51SFHnH3iJ4H/dQf0Bl949WABRkkgwCZaNW5BcaYZ4r2rNLNJxRm1akwVp6hVY9PyU8QZRsobSqBOqToUiLNuVyDOGsESZ9UIABVTojgjY6RxMFGcrT0t//Jn/hZ48INyxVnaqnFKxdl8afJ5f8c73oGNkC/C1UKxNNT1gLYTCcFV7aQYmF4soKj8/mR9ZQDGmGDXuN5fQ0BW1feL4jFV00oTtxuTZxQZVo1pXD97PQ7VD3HbCmVKnIlztdBxgBu/G/jRv8evz/08vt15L45Fu6BEIUIQFUdStNxT2TM6tDFWjdR6DUjZNU6TcVaah9vnr8Nb7uviZz4SYMd6BL/Izz96IU8aea0N7rXObDAGQXHWMkpo+gzqPN8m5+0mHKL+o5lrAOCdO8u91q34muolfq4yJM5e+0tAoQZUeYXNY1qECBEQMbzqme+HGfB99ron/wSm28JMZ3RMK+ksKdVAaY4f7y2vygkYfY+/jzAGlCoz4v0zuQcd+YczWD8Tj0NB28P3dQ28vK9BiTIUZ1/9EPC1P+a37bgR+M73ip8lsAXiLP6/QJwR9Q9LVE+0TUUpEpoqzgoeYHiJXaPLkykAyVQlELILjeQEm2WopSmznFKKM9nY4uixTSMA7PK8oXXjAMWwieMSAoYSZ2nFWei0hHyrKCAZeKY4jy2ZGkzmSq2dB/ea2cIsDLIg5Nxmc85SirNA0eEE/PhVnRtj1UgW2MkI7rDXEwiWaRVn4dQZZ/znXA3AlFaNTFFExWKGMouqnIcZZ13SlsuLglVjn1iFb0Zx1mYSJabbkbbztMqM/i4gm1R2+z5aq/zYvqwGYGoPIQsQ8lpGPLP6rIQ4y1acTW/VyPeVvRMUZ5Hrgo1RqpZtQGXx2JETZzly5MiRI0eOHN9kkBUkN7O6P8dzA1LFmTNBcbYdVo3kgdjxQ7hjVgMPQIkzit1+ANY8lf0BosbS2XhbR/rgfimxVXWYTHEWhAH+5+//9tR5ThcCxRSv0ZA4o4qzdCFLUYCZ/dz7RVI4d6IAHYWsnL5c45KQcTahCEOtGi8gL5LapYadDqKX/SSgFYRCGCsUwJRtfqQu1lFJCu3tjLpXejX9gEjQGSGe1DrAGEpEVSBYNWYQZ7QANA4y4qxcn544K2pFieIsmzhbL3vQ0/WWIXG2RcUZyTgLez3M7OS3bfhLglUjVZyxKBSsGs1DSb7g2jPZB/Dpd+EapYFiNMaqcUrF2XxlMmF8++23wyMkfD2D6DrXCcEocRaGuPHGG7nFAorCF17DCes1KHG20TgHkBX1HZMvqilRhFK60Ob15MRZMsdatMQssgHecPANwrYiIc4Kfhk+6d5D1fjOG7G+97WwEbdzI/AQkHuom6i9OOKMFqxTxJlSLAqLI/z1pMArzTjjFWdRUcw4u/pMDy9+KsK//asAtsn3Dy+oIX06XWJzNhhTZBlnrb4HfZE/v/P95lRWjf5Z/j46sGrUacZZTwUO3g7c+D3xhsrOodIPAI4YcVt//rlXYk/zWu5vd5x7AIsrXwUAzKZ+1nJa1WPNwarx10yNNBhBouLWimjb/PhYK+pQChUx4ywhzgak2QAMDN/q6Hhrx4TSJeTSuUeAT/0Mv82oxLlm+ni1BiASZ30lQlFXUS3y7ZjZVHGWjK3Eki49flLFGTBSna3Z4jyoP4Y4E7J8h4qzrWWchZ44VtnGiBypul34On99rLAlVc5U5/l5epo4swlpBgCBz5/bkpQ4U1GAK1eoJ/1bYYqgOjuTzjmT2U8TpIkzuyCS7uMUZzq1auyL14+qzQBAW5CPqfR5h7prZGGajLNxiieVtB+6+GKAAak6QM/vwQ1czl4egKA4CwH0id3iOOKMLoztMMFIGHC7UhJMTakvN2NDuXqaLIZChDWjC8YigAGeys8RlpsrcFoN/ruTORBVnJmBO5VVo+0FWG7z13LPhIwzqriToYozAIAnz3XgBZOfYy8WcuIsR44cOXLkyJHjEkNWjKbFzRzPfdCVewCvOIuCQHh42o6Ms4rkQb47hV3jZOLMB5onsz9AHkC14vj9XS7FGRAXjg8fPrzpv1uXEGeGpeCWW27ZjsOaCEFxxtiwYGEZxHqRrm6fPci9LPr8w7TNIiHjbDPkybZi04qz7SPO1FpN2BYsvQL48YcQfuf7uO20yLBdKCfnXWbV6CtAoI4KcgPrOoE4q1wd72uS4oxmnLGtKM4kVo2bUJwVtSIcdQxxRjLO1so+9HQ5akAg0FX622jV2A4WEayfQpppoBln8/0mCgFfZDMOHgICH9h4NvsA3DbuOPZBbhNDgIqaKlxaJBgKsdXRWpdknE2hOGOM4fnf+m3ctqoDKAXxOp7tRNAIG9IF8IEPfIBbLMAY/7tDL3slOQDMFvlCb2vtjPCZlsm3zWpEClhuV7zmqgGo8ViYRZwpTMHrDrxO2E4VZwW/FCsgUghTBeED86P2ZQYuApUvHjtaojgrj4gzs8iTzFQhphHVWbCRpTjrAD3eWtE3FxCSPC4tyec5fALoKfznI+hwo1E794jNmc5sRCEQkOvfMkpo2R60nXye2Fy/CYvYXVLFWRRF8M6RRTYJYaYR4ix0FQS3/0Is8wIAVY9tGxM8ahqY6e3AS47zJKhpr+N5T//Z8LXlAKYbnxeBOJMQzQO7xrJeRrPPt+taUQeMciZx1m3I71W7AwXfeRZ46kvJPCmKgD9/u5jf+cb3DRXOkyAqziJUixpKJHOSkQVbQzcEMj6yVF/q6gV4VIGeDNErtqi8z8xvg7hATNHHEWeTrRopIRUiVioNyRGnBYVkLhbDjlQ5U10QFWeDS9tVROIrCCYTZwOrxnHEGSDmnHHE2VRWjSPirF/gF1YUK7o0e3QAatUoU5z5y/wiEGZZHLmThkKsGml2WRZkGWf7+vN4dU/H9a4KRNmKM0AkmDIVZ6aYq9nor0lUu7zizJYsiCuOIbWrOv8M5zOGPt2H0xbbuaqCpeYhimWNxr0EWTaUayTfbF2JEKYWItGcMy000GrwfXjQD+lzqxn6OL0+yj7MwumGSIJNyjgLpyDOamG8eMgNQjyzMrlPXCzkxFmOHDly5MiRI8clhow4q+iXqUCd46KBpUiNAdKKM1pMAORF+82CKs6A6ewaacYZxZLvxw+ZWRYyRGmhl8YXrS9XxhkQX5sPfvCDKE04Roo1iVVlff7S9V1q/6lY1rB4Ta0ahUIWyTkruvxDa19hglXjZSPONptxRldnU3XGZr5aQl6HzSZQ3YWwwFu/XTTiLLlHyIgzl7gDVsMQUA0YZLu39w5uXwNMqzjbXMaZRHE2s4mMM60Al1o1JsRZyBREJH9rrerCmMaqcWrFmUiczRDiLIKKpl3lVD40T5LmmymlErTFBaB5QpRgXcvna5kbvHqooi5DZak+LCHOWrYPj2RHTso4G2D3867jv68HqJYk56wVQSfd78WvvB0333wzt00hmZaRN351+FyB/z3dDZI1wxhaOk8MVIkiL1ackeJbqqhp6ZZ0DHvJzpdgwRItx4rk3BW8ktDf0kqKAwsp4sz34BPC39Hjz+6t7B1uG5dxBoh2jf7AqnGKjDNXE1WJWko1Y/dOC+93w9H3eT3+XOrMRuApAChxZqFt+9B38uPhvN3E1Uv8cXpk7hE0GoIaRR8qzsQ247tkEEzZNR7Ri7jj6R+AFvHX7frHPwSdqIVmklvESpqcsGah6oqwiMfy4t9QNspo9vmic62oA5opqEP7CdHRySDOAMCIGD7zvx/FR//HP2Lj6YdixVkaL/m3wOE3Zf49hdPlz63NgGpBFxbRKJQ4S3JRQRZHsLR6kzG0SBG92ovHmvPds1AJqWSP6e+ZGWdmWcw462YUxws1BElOVUhkoLYRH+8wx8puQdf44ymGXRxfk1g1EjtDNyrBSSxae0wsl7vEurMsufcVdRUWkxNn6WcCSpxdiFUjVZxVxtg0ApJxSEacEcWZnmHTCADM3KLizOX7V7e0H9+zci1udjW8oWfgOk/F6Y0+/Ay1kUKywLJUWVWjCpqMt9E4BtAMsvIOTnHWk5Cnm1GcARCyg+F2BGWcUi7zC1E2YUOZlW82gECcBSa6Tf7eoVhyxVl8vC7OtcZfT6pKm7F0qY1pGjS6AAAc8if1YNQGj5y5fHaNOXGWI0eOHDly5MhxiSFbyb+Z1f05njugREf6QYHmPgDbY9VY1FXQZ722I4aiU0xSnC35yYN1Uyy+AQA6xH6pMv63mJeROAOAm2++Gffcc8+myLO19llhm1URc44uFobZJIPX1ughl1o19qh10ixPnBXIiuY+Y8ID/hWjOCMZEwJoxtkFKM5YoQBm8MWxAclNrWVkmXPbgUHxRZZxZqeam8Y0FP/DWeDnVqC/9Ae4z7lB3L/ovaVDrntAlEFDxdkmVNBmUePUOpquoLYw/bmJrRr5c+tr8d9Tm0YA6Jk+sWocKM62pjyUZZwZRQ1WlW8HDWLXWCWKs3003+zQobgYRm0aizPAm94PVEaFz2bAF1HrKhlrJFaNax2xSD+N4gwAivO8GqvSj6CWxSLwaicSCo4Hb7hR+JxCMi3DMQoUQLRqtDf4lf9KuYwWUUdWQY7PlVg1kvYuyzl7wyHRphGQKc7KEsXZ6HceTCnOChLFma1vLuMMANRZXhkRDKwapYoz/py5qqiqSBNn3upZGIQk6gYjAtPr8dfQUPoIHHEMaidWjZjnC+nz/SYO76vzx0R+n39OVG3/r51lfP+uHXj/fBWqSewaia3jgDhrKgyL59+Ahe5e7u29J/8Ws40nhe8YEGdUcQZA6OeWN0FxxhgKZFyy/R6iKBIUZ7Yk4+jcY3383v/7CFa8lArcrAJ3/oLw2SwEfgjP4c9Vn0WoFnVYZBGN6pGMs0IyNpMxXvF7YBgRCe0if14GirMz3TPjraEJQsGqMQKUmIAUrPayFGcAusX42lNCamBdPCTOnDZMlRBnQV9q+VeeNcHIhHlg10hJE41psIn6smSI81jGGOqGP9HaeZxVo93q4h8++jT+9g+PYPWU/JzwxBm/EKE6xqYRkGWcTbZqzMo3AwBm8m0ldKYkzhxCnFVfxL0+7KrwwwhnGvL9qWWiOMtQZamKiqrJP5M0msfJp1g8JqSJMwl5aumbI87a9IFMYtVI+wEwPSlI28eyGoGpI+KVWjXqoQG3zZPZWRlnAGCEHk6MscsEJPlms+PVZgAQ9onLgAI0y/y5qvojlXROnOXIkSNHjhw5cnwTQTaxlm3L8dzHZhRnTNeluWib/k7GhJV+nSkUZwV1/HcveQPi7IT8A1RxVq6P3R8t4F0O3Hnnnbj//vuntm3cd2AJCjnsYnU6hcd2gAawpwv+tFgmWjXyxJnV59tfR1HQpcTZ5VLCClaNE4owdHX2BSjOGGNQanyBZZDRQlfIXg7FmZOq11bNKpgRHwNVfXlJIWyzirMwUZyVtOmJM0VV8K13HYKiMigKw0vfdGhTitKCWhAzzpLilIw48xUPOqc4S4orQtbd1jPOAGBmJ38BNvwlYOPY8DVVnO2h+WYHM/LNZg8BxTrwz35zuKnp87Z3NS1FGGhF6W9Z6/IFsZKhCsrTLGgzPHFV7QGvet2roKr83zc64v4KdZHEU8AXzkLHQxRl2ztR4sxtbnCv1WoVLZcfo6pEeQhPYtVIcpsocVZQC3j1vldLj0nIOPNEq8b0PXzPjAU9sU2VEWeuGhMWm1Gc0esSrCfkGB3T7JZg1egyXrGuBC6UaHQfCFfXYJL7Fac4s3mSSGc2AocsyNBMeKqGlu3juMIf07zdxAsPkOtqjyfC3LKC35mv4ZGCid+dqaFJbjneWWLhWV0CADwQHsaLTt/JvVWrAQef/UvIMNOJ2+KKJiHOaoQ4S6waS3pJIM4G+WEFotC3vT6cri9Y3/5x2cGjujj/Kpf24CNrv4yHuv8MUcRgazVAm34uQW0agcSqsaAJZI5JbJmH9y3JmFLE6LMt0laHVo39FZgkQ8wel3FGs3yNcNieldKUGWcAVvV4jBSIs6Tbpq0ai4Q4KwS21PJPVRVUZvn5RtNPiDNCmhT1InpkXpWlqqlrgXCcdL5AFWdnU23zvnsLeOizJ/D4P53DR9/7FayfFc+LWq0OrQr7hDgbl28GSKwaZVmElDhbzCbO6CLByJ7gEpCAEmyewd9bdgUKEAHH1+XtQqnyA0ZWxhkg2jU22iSzuTQf2/ymVMuUPFWZCkPJ7qe6oqOo8deZOjnAaQvqMVmm2TSkYBiEWCO5ihMVZ6GBqMv3BSUj4wyI1dSTcs4ocbZnZvLcmKoSHR3wKvzf1fzG8N+PncuJsxwSHDt2DL/1W7+F7/me78E111wDy7JQKBSwZ88evOlNb8Kf/MmfwPcnF0Em4b777outhKb4793vfveF/7AcOXLkyJHjmxwym4dccfaNiXGKMxqYrtRqnFXHhYBm73SmyDibbNWYFAwaGTlnNOOsWh+7v8utOBvg5ptvxiOPPIJ7770Xd999t1A41jQNb37zm3Hvvffi0UcfRX2R76tFSUbKxQJVnA3sVQCgQFeAT8o4IxZna6pYIL98ijNS9NmsVeMFLkRQq3wBemA1RTMZLhZxVhmTccYRZ8aI4KOFMM+RZ5UJGWcSq8aiVoSqTEfADHDDt+3Gv/rVV+CH//vL8cJX7538BykUtIKYcZYcdyApUgUCcZZl1bhFxVlCnNGcswYhzgZF9AH2EatGY0icPc1/4VycP4dr7gRu+hcARMVZLa04k6jNAGC1zfeL+cr0uXI0S6vaA37yP/wk1tfXceTIEXzxi1/EkSNH8GM//i7ucyEDSlX+bwFAiUhhLYwQedlK55kCX8T0mg1+f9Uqmg6/Kr5K24JUccZfs7TaCwBetfdVmfMtqeKM8LZpxZmqMFw1F+/LDDz4RLXtqQ50RcdCcVRwpvc9apEmWjVmKM6cJhDxY7wb8eP1IN9siNV1GOQ3doIUcebyZIjObCHfrJ2c37bt4aE+v68dTgszdXIOnIDLXfPO8UrK01X+O5+cIePYWaK8rC7BDQt4cu3HoKTKmSEL8NL9y1CpJWqCoVWjVHHGH/NAcVYxKgJxVh8SZ/zf2H5fatO4rkT4VMnDJy0XLvjfGkLHP7T/JT6x8Z/wwBMb+OxnPys9dhmoTSMQWzXWirpAnhcocWZlE2cWRr+hY9GMs/j4wyiEWeCL+JvKODPCYXueOuMMwMkw7kdjFWe+AwQuyip/PJYf283JCL7qPM05iwk6SppYmiXMpQcZZ2EQor0+6m9V3Z9InO0u7eZen9U0RADssIKjx0bjmO8E+PT/+jp8yTkeqM4Exdn8+LnJJAIf2KzijDzrTKk4821+ThXo/O8oRgy1kGXmnAnkUoYqC0gpEhM0iEsGSokKO0Wc0XwyS7MmPqfRBWcCceZ2BfWYXHE2mRRsnO8LZP2KGnKKM58qzgIDOlGrDokzieLMDL1M4nKAkxv89ZmUbwYAIbEGdnSA1fm5d81tA8m4eeRMa+xinIuJK+NpNYeAn/u5n8Mv/uIvShvG6dOncfr0afzFX/wFfu3Xfg0f+chHsG/fvstwlDly5MiRI0eOrUCqONtEnkyO5w7GKc5CmvuwDTaNAwiKsymIs+mtGjOIM2JTptfkxd4BLmfGGQVjDLfffjtuv/12tFotnD59Gu12G5VKBUtLS6imrk1toYj11ArPyiaynC4USoEvhoxTnAlWjbW9AFOHxdYiCftevpKIM0riTiLOqEUfzQPa7NeTvjiwVY1satV4ca79oLA/yaoxbT1EFWcDpQe931DFmU+KLj7ztnw/ovZP00Jm1egNrBrVDMVZugg9yB3bRuIsiiKBONsIloDGkeHrqpBxxo+B5qGEOFsnirO5Q6N/v/YXgaP3orlMibNUUU+SbwYAD51scK9nS9OT+OoMT1yVbeBUr4HqVVVuvOs+fh/3uZ4JVApiFicLxcJm1OsBhvyYqOIsavFFQbVSERRnNYXco7we4JE+SIizNz/vzfjIkx9BEAWwNAv/5gX/Rno8gEic6aEBW9cBjMiTiBSED8yX8PRyB2bgItDq3HuuamOpvMSR0BMVZ3NUcZaRcSaBE/G/XSU5X/p6G/oeYtUYjtqWG/HnUmd9BA5f9G0lir5W38ffewyvTL1XdHrQIJKlnhMMCUOfKM7OkWnP+SoDUn2bfh7V3fhC+4cAj1cSOi86hfK5k+B1iyPMtpN8rimsGotufK5LegkNcn1qCXFWVAtASp1lB7Zg09jqrSOsx+PYESPAGTXEa46dwlUD4jzBCfdmmNFP4Cfuugv333+/kB8og93jz7ODCCGLyfwSuReYAf/ZLKtGALCYDURx/26X+PtPJdWcdKMJYNTexls1krmuHqWIM6L2HUOcPeXO4jaIxNlgMcmMORMrMQHUFP54Cp6PKApwaqOHqxf5vhSTTKOWM7BqpAp8S7fQtUXirHG+h3t+9UH0Wi72XDeD7/q/X4iqKrFqtIjijFg1dhUFLYXhXP9FiEiG3vqZLv7+w0/hVf+cz6bUd++G88QTkowzcW7ylePr+NXPPIkgjPAyy+LIgAu1alQK/Ng8reLMc0b3jQhAqIrPDbsCJdMqUCSXslVJlDjb6PM5Xygnv4/LOCOqQ23yYqmKUcFyf7SIRpZxFhIlNyWQAZFMk5GCq6f4+2abRegrgJFaiOQp/LXQQgMWuTzDfqjrgKIA4WheaAQeTqyTLFECwapxCsVZaIvEWXF2AcBosUTF8QC1BwQlbPQ8nGvZ2FW7OAvWxuHKeVrNweHs2bOIogilUgl33XUXXv3qV+Oaa65BoVDAY489ht/8zd/El770JXzpS1/Ct3/7t+PBBx9EWdLZNos/+IM/wItf/OLM9xcXFzPfy5EjR44cOXJMhzzj7JsHYxVn1L5mO4kzUtBtT2HVOI44s8IQtcGD1LSKs3r2QzYAmFeAVaMM1SpfOKa48ZVLOPbwKqIo/g1X33Lp5seKoDjLJs5sujpZ1YH63qFipkAW6J3XyIM8U6cqElwUUMVZMElxRjPOLmw8pX1xaNXYo4qzyatqt4LxirNRQS2tONMFxVl8/ScpzkKJVeOltg6WEWehYiBkmmDVGCFAxEKScTZQnG3RqpEQZ/B9RK4rUZztRrT+qWHiVzrjrOJ2USfEXbbiLEWcFetwXvub6D/JF9dq2njF2UrbwQf/kc9oef6SSGhlgRJnSgR0N84LnwsDvi92C0BdYuOphB0ApAje70Ot16XfP0cUEujwhVG1JrFqpPcotyuOFcSq8drZa/Hxuz6OB84+gFt23IL9tf3S4wFEq0YAcIwKgJElYkjspQY5Z6YvV5wtVZb4w5uUcUasGv2N5Lsn9UmjDNfj25BGLG7NjR7UElWcpTLOIn6815mNwFgCMLo2LTP+vW4Q4suOeL5Ya03Y5vb9IXHmkYyzNcIHrtZ44owqzo4t78Sj/ddy285VjuJFt83B+a/3C989wFBxlr7PFeNzLVg1pjLOjvV4tcaAOCvoRSAatc9+4KKzwZ/vRncVUbQEllj+NdQIv3n/f8Nr99+O19z0FiBlBejot8B1fPzgD/4gHn744YmqFrvDk2F9JT5n1YKOArmXF0hG6FD5pBXiY4hG94C04qxl8feGaqqLKkYDwIj4GWvVSJQyaatGIeOsKyfOoijCQ+14fIt8vp3bRnyuamYNcOJrMqMESNN1BS8C09o4viYjzvgxpBXEczqZ2qhDlDplU8UXPvY0eq34HJ96fANH/uEsKponKs7Iwqed1k4wMESp9n5O03DcuUV6Do78/Rnsed4MrnnxiDTWd++Gr5rwyCInmnHWc3386Ie+gtVOcpx+A9+P0XjV63po2R53T/OWeQX1ZhRn1IYvC14q58rXSoAizjl3BYo0nw4A1MpkcmmAeqHOvW7ahGYvJ+c1dQ/p0TYwJt9suBsyVssUZ2GH3yazaqTbZFaNYr5Z3GeZNl5xViDrG4YZZ4xBKRSGqnsAMAM3U/E3wKn1zSvOaGawowNzC7sAPDzcVukBir6GMIiP78iZVk6c5Rhhbm4Ov/Irv4K3v/3tqJAOc8stt+Ctb30rvv/7vx9/9md/hqeeegq/9mu/hp//+Z+/4O89cOAAbrxRDPvNkSNHjhw5cmwfZKv5c8XZNybGZpwJVo1XruJsyfeHxWI0T8k/RPJ9WGUHND0QFC0DXEmKs81g3+E5vPk/vhhrpzrYe/0sSvXxSr3tBC2qarOj4je1aux5kms+e3BInBUJcdYX8s3K22YdumnQrJfNKs4ukPgRMs5ag4wzQpxtQyahDIP7QUeyeyd1ajirRtLnBxZwQsYZIXdkVo2X+n5U0MSMMwDwdEsgzkJ40JjCZ05kWjVuLeMMiFVnNOPMiSqwV1cxKNukLXH3EptG6DqMvXvjtksXG8we4l62Ki8B8KX0t6OqpkgsSyTOfue+ZziVh6ow/NDL9gufywIlzgDAWVsRtrkePwZ0TWCfT6puUQQlbENGnGWBKs6KRPGgVKpoOfzxVKnNtdcDPFJEkxQ291b2cjljWTCKGhSFcdaCrlFCmjijBeEDA+Is8BDofIf1VAd7y/z3ClaN/QBRFA3HWnWWvy7BwKpxUm6jNSeq1wL+/JeaDhSLv080w1Hb8kIJcWYuAXhquK2V6lO2ZqKjFVBOEXRsg6g4wNtR+oQIW6vy7WtVyDgbfb7fcfF3f0Uy0xQHf3f1H+EHFn8P7tHfEL57gEHGWVdR0GUMpSgCrLgNlqoZxJlRRotYNQ6JM81KCxFhhy6+/tAT3Geb3VVE7hyYOWqTkabjLx/43/jeQ4+iUf1F7vNzlZ34+te/js997nO4/fbbM38LADhEcWYnp7GatGHLUId5XKZAnCXtlDFALwHuqCBvYXQt2yX+XA+sGgEAGk86ZBFnURCIeU5GOBybRatGuSXcetfF484sYE6wakyyWysqIc5cQNE3pATMtFaNJb2ELplLFzUVJx/nz8UzDy6jokiIM2LVqKuxjWtanXRaNXDCeZFwjAPc+0ePY2FfZbioQ9+9S1CbAUBllh+LPnvk/JA0AwCH8fO/yAtx83s+ixcfmMWrrlvAHdctIhAyzrIXiVHFWehMqTizR9ejX5Qrq3f6DA9lEDeKYNU4fcbZBlmYgdL2Kc7SaEkyzoI2Pw5TAhAAFLKN2jsCY4gzTnHG9/+CJ6rA1dQciBUKAEecjc8467m+kLe6d3YKxZmEODNn5jhD20ofUIw1hHbssHfkTAuvvp5XG18K5BlnVyh+5Vd+BT/7sz8rkGYDqKqK97///TAS64OPfOQjl/LwcuTIkSNHjhwXAFlRsnSBCokcVybGK86oVeP0aoFJoIqzzhSKs3EZZ0tpEkZm1ej148yVNCo7oRHLoDSulIyzrWBhbwXXfeuuS0qaAUDlNXeOCk2qitob3zh8zzL480lD7AEAMweG/yyGckJz+F2Xy6YRuPCMs0lF5glQa3XudZDkL1FrGWq9tF0YrFgOVCaQZ5kZZ0TBOcjA2XTGGfMvuQK6oBbgqmJhxteKQsaZr3jQGRk7LpQ4o4ozAGG3h8pcETTqbWNDAYL43FZS4ywlzoyr9oFpGrD+LECyjTjFGYDGMv/bK8oqVJYac4ni7FzTxh99kVebfc/NSzi4MH27VwwDHrlPuOuiWqjf5dt8r8BQIfmI8HpgLARTSIZTL5s4oxlnJSJQUKtVNF2ScUbbpdvb8jWXgTEm2DW6hIQXFGfJOTcDFwFVnCm2kLFmFPkGFYURfHfUB2n2XLC2Fsd36BanUBJgzQnqNY1YNdY6IbwC/5kepzgjVo1KH4HKF7Nb5PyuFvl5S7hyXrjveylSNEtxprL4b1YJkeafPYsouVd97v88gX6Hv699Yf89cK02rlIW4BOFTBozqXr6MOcsK+MssWos62Ux48waKM7482CHHh7+yhFu20Z3BZHH37sUPf6uPcbDsJR17r2FapxX9f73vz/zdwy/j2Sc2WykOAN4BTrNOGNpAodczxIbte9mif+7tOIsUnmyKMuqUUZkqBMyzmRxNU8vd3Aqysg4S7psvVAfqs8Vjd9HwQWYviFVzlDirB0sIIwU9Eh/szQLXZc/74WWD5+o0M482UAhYggD/u9l84Wd5Z3c61PetXCi7LmX5wT49O9/fZhrpe3cKeSbWVUDGnEg+POvnuZeO5I1UUoY4R+PruGXPvU4Xvfev0VIFveNVZwJiwSnI86C1JyqX5Dbu+8IFJxa7UrbhUAujbH6rJn8WNXwyb1joDhLZZxtRXFGM846hICF2xXJ5LJ4zcX8tk0ozsZknJkS4iy9eIg+t5qBh/Wui7YtzyylNo0AsFSffJ7cLv97HJ3BmOXbQKUfQTFG85IjZ7OtOC8mcuLsOYy5uTm84AUvAAA888wzEz6dI0eOHDly5LhSICtK5oqzb0yMzzi7eFaNlW1XnKUKA60zw8Lx6AtEiy+UF6EZ2Y8bz1XF2eWEsWcPDvz5n2PXf/kFHPjwn6H0spcN3yuScy1YNQKx4mzw+Qkh25eVOLvQjLMLPPbMjLNLZNWYvh9Qu0aOOEtlnFkV/px5TgDPCYR7S8/vIQhHbYMqQi+H4qyoFREqoZDF4WuWkHHmqR40mnvm9RISZWtZd6woFjTDXheKwlBf4MfwhrcTaMWq22oxpTgjilvzYEKO0Xyz8g7huJorhODQeFUOzTh7371PwU0RnrrK8H/fcY3wGybBq/KNa6huSsFu8tu6JlCxyXlOitWMFKujfvYq9YJW4OZClDhTqhW0HGLVSNul140XbaShXxiZTYkzT+O/k2b3DBRnhcBDSMYtV3UkxJl430srxVRCnEWeh7DbjdVB45S0pXlRcUasGmfbQE/nr4kTVhBG8b2DEmeG4sL3+HlBi1hhrhHizDu/DIPYxg6OKwpDeOf5ucJAcfYfX/IfMVeYwypZPxR5HoL1dZx6YgPPfJVXwByvP4rHFv8R15V2IzyeYSGdYCZVIx/aNQ6IM2LVWPBLUEIFJb0kEGeDPl8k16If+mis8P2i2V1F6PHXgCWqxMUS41WlAOYT4uxjH/sYWq3xBWK7S6waB8RZcUCcjdoZzTjj7lvkeo6sGkM0SBBSmjjzCenXd+ULcaglOQCoRjQcAwW1bxgKFm4A8MxKFzZMrERVhJ5ccVYzasOMM4E48waKM1HRViPEWQQVnWBeUJwV9aI4lz4vWhKGYYSgM4dIUJyJ84Xdpd3c640+n283t1TGdd/Kk2urJzv4h4/F9r/6rl3oE+KM5putdhzc/xSvBK2URfLETOWqzdgiSTPeqnFrirMg9UyUpTjTwVDsh1gnqiZAMlcbpzgjizUa1AK8nCjqUuRYn7QBi6qeJaBzZ9GqsYOA2C5SAjDeRvLbiI1pt+mg3+LPyYoat3s2JuPMDMYTZ/S51UjGjyy7xlMb/Pb5somikb1ocgCny48Njg6Yc4Q46yEnznJcOJxkQFIlYd45cuTIkSNHjisTsvyYPOPsGxNjFWdkNad6Ea0ap8k4UxUVmiIns5b81N9HAdA+w3+AFI2hFQCzCn3Mw9OVmnF2pcPYs4T63XejcMMN3PaiThRnshXgsynF2ZVMnG0240wgTC5UcZaRcXaprBqNKYmzlOKMFn8BoNdypfebnj8qdAQ+3w4uh+JsYH9E7Ro9TbRq9FQPhozk761tOeOMKYqgOgu7cYG1vpPvBxv+ErARq714xRlfBDcOJn1NyDe7Wvh+gThTCXGWUpydXO/hT7/EkwTf9+K92Du7eRI3rPHnJ2o2hc+4TVIgNwGzS+z4EsWnohLF2RirRoC3ayzZ/N+qFTHjrEbHJLcXk6ZpXGDbpTlnASHOQocvlM+XDVRMDYVQHE891RYsImXEWVopRhVnABCsT5FzJrNqJIqzah/ookH+UEE/jNkql2acze4U7MHahGhZJblB/rlzMKiSMVGcBWtrgMeTOKtVYFdpF+665i78Xy/6v9AoAT6tM585g3/6c56A7msd3HfojwEGHNZn4Bw9yr1PC/lFFyg48TVaFhRn/NjJoKDgl1HSRMXZ0KqRtEU7ClAjlqqN7hqiDOJsocRQU3n13YA4C4IAp0/zCiEKhxBnQ6tGmeIsy6oREMbIoVWjYqNV4tt0yQHUIN7mMV6davtyxRmd50KJwNRopDiT2OTKVEPPJKTkqWgRYSASZ2W9DF3VU4oznsjTA0BX1qXFf7OkCWRvM9iBrkxxRogz94ycTOi0dk20agSAXeVd3Ouw80Lu9VXPn8Mr33KtYBv8yL2ncPSrK9B37BAUZ5Uq/1s++fBZBKnxqair+PTP3CYci5G63LNk0QIMA8qYxX3CXMjzEAXZuXcDBM5ojLIzFGcAsDNQcFxy7ahikebppVE369zrBshz0ZA4SyvONm/VODHjzOkIWWyqxGluUn4bVZsFCtBQROKMKs4Mnx8bmWmC6aP7Hr2Wg/Ejy66RKs72zEy3eIUqzlwNKM7xdqCVfpxxNsDxtV6m8u1iIifOnsNYXl7GY489BgC4/vrrt2Wf73rXu3DVVVfBNE3MzMzgRS96EX7yJ38STz755LbsP0eOHDly5MgRT7wZ+AeqXHH2jQlGfP+5jDOyEnfcQ+lmIVg1OtM9aGSpznZHhACjmT1tvgCE8g6AMcEuhvuuXHG2rbDIue5PUpxJCr1pXF7ijLTDzVo1XmjGGemLw4wzYtWoXCSrxrTVT9Pi7xX9jIwz3VQFhWev5UpJsK43WnUvzTi7wPO3WRQSotTR+PPraxYCQpwFigddMQBGxpbe2gXZ9rESIc6SjI86KVg2gt1AIybOdFVBMckWpFaN5qFEcbZGFGepPjhAk1g1QiVFyx2jDPLf+run4AWjvmtoCn7sVZtXmwEACEGsNMWCtZvYlA7gmxFYl2ShOXKVxzirRoAnzoi4BaxaQdvlC2tVUviMlYb0ml+YCpQqzgKNkItEccYYw4GFEgqRqLjxVAd7yrziTFUVaDrfT9OEl2JZwor/IXE2bkGANQe3z4/5aiCef7d9CgGxDu2EceFdsGrcfQ2CjQa3jVo1rhX5NuSdPy8qzpKFO9Sm0VeARgl42w1vg67ouOvqu3Bw5mqsk1vPU18+jfPP8n3iS3s/hb4Rt4/DMOAefZZ7v3izmBM1kzTvZU1FpBWHbaVQ0sGossStQmUF0NvkkDgz+d/tM6BOLFWb3VXRqtEoQGXAbJGhqlHibESitMcQAIBo1ThSnMXzqnFWjRyBQ8Z6i8XHy7SusGgDGKnO7GgNaQta6XwDEktyPQRjGI7NqixfUpJzNiDOTkYLEqtGNrLhyxiLAKCIDZzc6HMZhkDch6sLYs6ZLOOsl7Jl1COgf1Y+xjVbu+AG/DyGIywT7CqNrnnZmYHh8OPF/ufPQzdVvPZf3wiVjBt/96HH0FOrAnFWMvj5/j3EpvE1h3egUtQFS9Wff+11eOute7GjamKuz/e3dbPC3XcomCn+NpoHKUNamdYvjifOTkjy6SjhFPX7iDz5845AnFG7ypKoOKNtYCqrxikUZyFVnJUkijNqY0rGhDVCnHWLCmLRYDg240wnijNKXm9WcUYJtWmJM6/HH79jAMV5Xl1ZsgFN4xfqPH5u/Nh4MZATZ89hvPe974WfrP793u/93m3Z5xe+8AWcOHECruui0WjgoYcewm/8xm/g+uuvx7vf/W6pr+w0OHXq1Nj/zpKQ2Bw5cuTIkeMbGQpTcN3sdcPXuqLjYE0spuV47kMp8A8QlyzjbAtWjUA2cbaHPtA2T/GvqVVjkhWgZ2ScKSoTigA5LgzUGsXxQ26VMQBgZv/o85JCbxrPKeJsuxVnpC8O+iq1apRZ/G0H0sTVVw/xhZuvHRj1m7RVI2NMUE70Wo7UWqiTOl+hhDi75BlnA+KM5Jz5uqg48xUvVhYQ+0K0zwFEWbEZAlVQnCXEGV3p30gpzoBYdWYEHnb0eEtD42ByT6fE2RSKsw9E34qT4QLCiCG69UeBpdi+69nVLj76IF8E/RcvuQo7a1tTPir1Ovdaa4mFsaDNF1BDIxIXSgytGvm2NElxlrbOolaNrqUjIgSPQJy522/VWCQWZpFCrBodsRh8cL6EgmQ4rZRK0kIrVZ1RpZg6y1uK+QMLzQlWjZMyzgAgXDuLDuPPazeICUyBONtzGEGjwW0TM87q/LGeP5/5+zxS89koA9ViHd99zXfHx6toeOe3vBOrKU4qAsMXv8qf86a5gscX/3H4+rDrw32WV5wVbrhBsDqb7YwUZ36q7TGFwarw44zlVYFAbEsD4qxIiDM10FEq8Ns2uiuiVaNmYs5iUBhDLcOqEQAqEgVKGtSqkWaclQZzwCgSrBq5+xZpnwPFmaJ20SkAtFkPiLMQHpg6uo/YWRln1JLcSPaY3KOZYYg2f91xirMFhB4/d3T0FCkyhjizsAHXD3GuJfZhmnPWChbRU0S1UTrjbMlXEGUsQAojDeeNG7ltsvlC2qpx3wbvIlAo6dhxIG5Tc0tlvPL7nse97/R8fOYPn0C/wqvWitHo/D272sVDJxvc+2+6aQkABIL7Rbtq+K/f/QL80394Ne7cyb93Vq/gVz/zhHD8AygF8dlhGrvG0B3ds6nlZBq7fAXHJcQZ7eNAds5Znahju4oCbsYwzDhLEWcS1eEkiBlnMqtGnhyWWjVSNR35XasneQKpMbh1KTZYaoz3KXEWjifOZBlnAKTnHxAVZ9Oq34Mefw4CU4c2w9/7FABlvwsoo+947DLYNebLPJ+j+OIXv4jf+I3fAADs2bMHb3/72y9of7t27cJ3f/d34+UvfzkOHjwITdNw4sQJfOITn8AHP/hBeJ6H97znPXBdF7/0S7+06f3v3bt38ody5MiRI0eObyL8+1v/Pd71+Xeh5bbwEzf/hDChz/GNgXGKMxq8vZ1WjYPiyQCdKawagTGKs/IeYDllOdY8wX+AWjUmlidZijPT0sAYXe6Z40IwUL6k0fcCnkTVi0BlN9A+M1FxdllVsLQdXmLFGe2Lg74akhXUlBjfLqTP/b0vYCi4Cn5EeQV+u/plPLF3dC7SijMAsKomWqujY+w1XaiKCkuzOHvGjjc6X4LijPlC4ediY2TVyBdgPK0o5DT5igddSYizbmrcaZAxCdiU4kyx+M8OrRp38EWgZrATwdr9GPS2alFH6dQKFELymAcSq0aacTZ3iHvpOQF6Tb6w9bCygFe4/wMqAjx4++swoHH/x988KVhuvf12fn+bgT7HFyqNttjPImIPFRqRuFDCzbJqzM44A4C5VKGUEmf9gnh/qBb5ohq87bdqpIozSpyFtniODsyXBWVSFDlYqi5Jv8MoauilsmkEwmtmFv6ZEckUrCdWVRMVZ+MzzgAgWltGVwFqKZ6jGw6IM2LVuOcGdATijFo10oyzbKvG9eO8i9FaFXjLtW/hyMVXLL0C9+xYAE7GqsZzO14Mz+O/40t7/wqhEo9bVhhif2cdzz7DqyDNg4egLS7CTak0ZpJ/rqgqfHMW6StdrBropvqh5VYREGWGqrDh/bRA5uwlT5y/NburqBDFGdNNLCQqYmrVOFfZCcYUqKqCpSV52xnA6RHiLKnNDzPYkvmAEfrC2MQrzvj+UmJxm2FaB5HC0CnGFp8DVHsRkDhmML2BKIjvFf0M4kywJB/4AaYW5ijlMoIUyRISgsD2gmFxXqo4M1LEWUbGGQAUwyaAEMfXethd59u6SJztQI/MUXWlyPXzq6inKMGZws24BiOySZZxtrM0UthctXGYe2/f4VkoKcXT9d+2C6ee2MBTXxqNv8vHWkBhB/d3RXe0iOMvHuIXWsyVDLz8mnghnFnUuHvPoJ8yxnDnDg3pK7dRqOB37z+Kl18zj1dcI2adUZUSMJ3iLEque8gUOCkFMsV8yHBsRSTE1LI4JoadDkAIGACYMcVtDVXFYhAATAGs5PvTVo3bojgj9zK3i7DNz7vkVo38Nqo4o1aNy2oI+LFaNA1q1agS4owR5wR6Lc1JirONrSnO/H4P6aeW0NShkcU8QGLXaKwhtGM15pEzl544y5d5Pgdx/vx53H333fB9H4wxfOADH4BlTcfqyvDiF78Yx48fx/ve9z685S1vwa233oqbb74Zb3rTm/D7v//7+PznP49aLZ6s/PIv/zK+9rWvbddPyZEjR44cOb5pccuOW/DX3/PX+MJbv4DvvXZ7lOM5rjyMVZw1qeLs4lk1ti9AcWapFVRSSiUAolVjhygQKnExQDfkjxu0sHalodVq4ciRI3jggQdw5MgRtCQB91caZGHccrvGuKA/KeOMkjKXFBrJ6xqXcRaGgEft2i6UOOMLtWG3i8jzxIyzi2TVWNSKUBMrwkhh+NStCrx3/zj+7nl8AUQgzmpUcRZ/npKgaatG36OKMw+lTRBO24HBuOOSjDNfsxCoolWjoRqi4qxxHAI2Q5xlWDXOEOIsgorW+dF4UClo2EfyzbTdu2IFm9MB2sRZhSjOqNoMAJpJTkkAFefb8T3jyfNt/MXX+GzJH3zZfixU5IsdpoE5yyuJCx0PQUjGjDbft5gRisTZMFeIH1OiKTPOlDCCRcSCXUKcaUyDRQuf7sW3agQjijNb/E0HFkowIv54IzhCvtnwECcqzvgC8khxNobQtuYnZpwBgN5YRVuhirM5hJECnyjO1CgESE4RVZw1SnXudbC6Bt3gz8XAqvHRI5/jtm9UVbz1urdy2xhjuP76VwAAQqbi2f2v53/ArI2n5x8cvrzBccEaZ+Ce4Ilz4+ABaIt8gX9g1biiqXAN/rjNCn//tLwKApIFVCvqwwU/hQLfFksOvz/b7cH2ekLGmaIXsFiK91ElxJmm6qiX5nHXXXehOmE+SBVnA6vGQe7iQHFmUhUuSGGcXM8iEqtGNe5X1K6xmhqiFb0xOp4s4oxakhPFGQAoZf4YqLLm6EoXg+nKyWhRSpyNrBoT9asCgBD5RT8AU7s4sS5aQVbn+LYvs2pUwbeHfT5pM+T+e650E8KUYkmWcba7HCvO1EDH7hZvuXvV8/l7HGMMt3//tagtjJ93mMn9KIoi/DmxafyuF+6GrsbHpAsE92j8YAOyPsF6orB85599DWsdcT6mmBLFmWSRgQA3bseOOYOI2C+nFccKGJqnxevGLAtQ+b+jBNMAVaMqxCQ0Bmowax5Qkv2kyLE+IU+nUZxNyjiL7PZwYc4ASlkc26maLux2EYVx//HcAI3z/HzpVJLZxohyn4j2oYb8tbJNksVHFnwOiLNpM872zkx3Dx7MsUZfZIAZhqCAq/T4nLMjl0FxlhNnFwjG2AX/94d/+IdTf1+73cbrX/96nDoV2+P88i//Mu64444L+g2lUgm6rme+f+utt+J973sfgHjwHfx7Mzh58uTY/x544IEtH3+OHDly5MiRI8eViizFWRQEwqpa5WJaNU6pODNUQ9g2V9gJ1EgBsEmJM6o4i1fA0gyFAUzryiPOoijCvffei7vvvhuzs7M4fPgwXvKSl+Dw4cOYnZ3Fm9/8Ztx7771bti6/2KAZZ0AGcTYTE2eFCb/j8lo1ktXLgRsTZDJQm0bggq0aZXmDQbstKGhkq6y3A4wxwS7xXPecYF03LBYmEK0a46IpJcImKc4utdpQYQoKakGacRYq/G8aKs5K0xBnW7dqjJKijmnpKFr8ed9YG/WrakHHHppvdjBRga3z9nEAG/a/AZorfJvqqBHSdeHzia3Yb/zNk0h32bKp4UdfeWEWz8V5XqlQ7UVCrpjSJWSxHgHt6YizaTPOLIkwoW3w7bJqVsFMQoR6XYni7MKIsyIhzhRGlIiSYvDB+RJ0UpANYQv5ZgOYRZIBRrLJNGLVOMw4G0cEW3Nc4RsANEnGmdFoSq0a/Ui89ytUyQtRcbbneVfxH4giaOBJHa/vo+W2sHL8cW777FXPw1xRtGfbeTC2uDuz62WwiU308eu+AqSO/7Drwj19DvD5324eOAB9cZH/vpRVo63zY6dGhoqiV4Xr8edkYNMIACZVnLn860aSAyhYNRoFLCTEWVFpQmf8NVqo7sY73vEOTALNOLMZUDLUISkyWEhD880AMtZRxVli1TgNccb0kbKp78nvzyG1JB/069T3qiTfiWacPZNSGp2K5iUZZ6JVIwCoxDq24EZg+obUck7IOPN3CDZ9SopYLoTAjoA/jm+9i6iJ1TIatdFCCdlCm4pRQVkvY6l1DWehxxBg3/WiAssoanjtv74Ripbh2BCFMNbi+fnXTjVxjPzWN940soYUsghTxLu/wis41xMb0pW2g5/5yMPCPJjpukBgyWxtBSRWjf0C388dRFghBL+/Iu6PMSaozoK2ZE4IQFVUzt4aABpJfxnaNAKc4qwvseucBLqgiRJnYbcLkPOnSqwaBTVdFA0Jt/XTXX4XDDjux+PuoO8OYBb4cUwDIYk1fixhZMHnIOPs1EYffsD3qbbtoUHUr9MqzqiDQ5Q8L6tEdVbpR1CMEXGWZ5zlGAvbtvHGN74RX/nKVwAAP/3TP42f/dmfvSTf/Za3vGW46uVzn/vchE+L2LNnz9j/du3aNXknOXLkyJEjR44czzFkKc7oKlwAUOvbSJyRlaTTZpwVVJEI2GntBur7+I0TM87igpWeYdVIV9xfbjz44IN4/vOfjzvuuAMf/ehHEZBV9kEQ4CMf+QjuuOMOPP/5z8eDDz6YsafLh4Imt2oUkCjOzCgCG0Oe0VWzlxQSAlfIrxpARpxts+IMiBWiUZ+oByTWS9sFSlye7YqZ0KJV4+YVZ4HPt4HLkXEGxDlnNOPM04pCxlmQtmpMY4MQZ1pxtIJ8CghWjanV0PUFfgFEo1MaKp2qRR17ycIB42BCjq09zW1HbQ+g82Nsc5kvnNsmX6I533Lw6JkmPvUIr0754ZcfwExJ0k82gdI8/wxe7QNNlxS6uzxRpBphrDBOjx1ZxNmUirOSRJjQMvmxq2pURRtGV2bVuL2KMwXUqlEs3h6YL0EjpbWQOdhTkRNnguLMpoozvm0HGwlxNm5BwJQZZ8VmGx1SkO6Es4JNIwCofb5AGegGHDI2f8vz94MZxNKQ5M65doA/e+LPUG/yx/f8w6+S/hRt1y4EioFjV72O296bXcMXjb/hth12XLjrfOFWnZuDWq9DI8RZfaA4U1V0VX6MV0p8QdhyK7Ad/jpVU8QZK1RRTC3mKLn8/hrdVQBAJFg1FoZWjYyJqrMXXv9i3HbbbRiHwAvhO3z/sFnEHV8pmXvRfDOAZBgR4sxiieJMGxBnPEETWzUm+0krzmSLdCCxatTlVo1p0EVlaeLsTDSPkFgk2kYqv8oZtVk6HhU8QNE3cFyinKkRq0Y7qsIlfYJFo/vAXl/h1EuaruCaW3ZgYR9/316df+Ho7zMyUXeVdwk2jTv1J1Aw5ed0YV8FL7/7Gul7pttEeD6eK1C12f45CzftrQ9fj1O++sv8PW29MPpdf/f4Mj7whWPCd1PVmWysFJBkxvUJgd5QI7RL/HUu90LpYjBBmdXOViRRu8aNAalVTqlTU4sDqF3nVqwa+4qC9MgXdqfLapNtG6jpVk/xY3N1oTjMa6OKsyJZwMnAj9frClkck6E488MIZ5v8NaVqMwCCDWoWBEV6Mi6pxGZzYNU4gOtnLKK7iLiynlifg3jssccueB/TkEa+7+N7v/d7ce+99wIAfuRHfgTvfe97L/i7p4WmaXje856HL3/5yzh9+vTkP8iRI0eOHDly5MghKM7CZAUmDUwHtteqsUIUZz03QBBGUKnXPoFGPT2QWMnUSAGwcTIunA4eKqkCoRxbNWoZVo3mFUScffazn8Vdd92Fble0gZHh0UcfxStf+Urcc889uPPOOy/y0U0PRWEo6Ars1MrvnishTBPijCG2a6SFgQGuKMUZAPi2QDoAEK3aAMC8sGNXTBPMNIf5G0DcZy+VVSMAgbw63eGfwTSmCaufBeKs6Uj31UmRjaFg1XjpFWdAvJJbUJzpFkKHH5OGijOTX6EuZJxt0m6SKs7SVkozS3WcPT4qJG4Ee+LvW7wetx6YxVym4mx8vhkgWjWGJRVpwc75lo2//jpPmtaKOv7Vy3nl2lZQXOAVZ5U+0HRGxFkUhtD7PGFt6GFMYtsNYJA5NrBHE4iz8Rlns8UMxZmuowH+b6tGVbRh9PuSfMMLVZwREigqYZTqBPi2+JtKpgZDUZG+kgFzMhVntGBNCS+VKM5GVo3Z/dLX6wh9njyWZZyVWj10dhPFWTgnJc5Yp8G99kqV0T0/wW3XLkLbuRNeyipRcztIlxrtvos/OvJH+AUy7Vncf730t+i7duPkntvgEkXtZ3f+H6w769y2w44Lp00yeZJ8QW2BJ85mEsWZoyhY1ixwek2LvwZlfwYtmy/SpxVnMCooRNHwmpeJ4qzZjQu9olWjicUUIVBTz2PNH/Xlt37PD07Mf7V7IhnWZxEWUtm2lpFksZEFJ0zXwbR07ikhzjZh1cgrzjKIM2KbJ7dqJMRZlxJno7HYhS6xamRCxhkgIc5cQKk2cEKiOKvMFuJOnvoT5i4AhRGxGYUGkFAgVxGbxl1X16DqCg7eNI+VE6PfvDL/Qlzz9IfBADBTrlDfbe3Gno0buG37zS8D7ls49VMaN962hFNPbODoV3llWMFeh7d+Fl4Q4uPE2veNNy1xbUtQnKXaO1Wc+TM8sfVLf/U4XnJwDtfvGj23sEIBSC04Sc+fssC8uC3bRHHWVCIUFkwglbu5K1BwYr2Ha3fy8ztKMGUpzgBRpd8cqOQ4xVmKOKMZZ9NYNUrmTx1FQT0h2gNHJH7o/AOAYFkIxL9Nh5hvVt5RBBIjEKo4Kwv71hGBgSWNfRn8wEwVZ2m715PrPeydHe2PEmc7qiYKkrxlKWySvZYQy5Q4q/YAs7iBKWjYi4Yr54n1OYrrrrvuon9HGIb4gR/4AXz84x8HAHzf930ffvd3f/eify9FHuCeI0eOHDly5MixOVDFWZShOGO6vq22b1RxBsSqM67wI4HGRAXDvsoe0arR7wO9NaA0H1vodalVY1ywyrJqNK4Qq8YHH3xwU6TZAN1uF3fddRfuv/9+3HzzzRfp6DYPy9Bge6OHUXnG2ahcWAwj9DI8SC5vxpkktylLceYQ2xbVBNTx7XwaqNUqVzwKmk0h7P5iWTUCYvHlTIcvglXNqvB8ZtX48za0aiTF0YHiLAwjhCFRnLHLqDibMuNMVyWKM7vBv94scVYaozjbVQUwGuMa/u5Y4bZ4Pd78ol14urfK/a15KOlja4Q4m5URZ/xv1msGkNrdZ4+cx0MnG9xn/s0rD04cy6eBWucLVEUXWOusAcni+7DbBXH1g6mFQIh4scSAOEuIWIVkCkVTWjWWbWpbVUHL4/t1xazI1WT9Df71BbZdqjhjUOFrReiJesvPIAN1om70la1nnGkk4yxYS1bbZy0IYCrcSCzWyhRnlbaDNrVqDOfgkXwzRWVAm1cfhhX+njBXMnDDripOLi5yxJnSawEY/YbzjRVsVFYxS+rZ2k75AvKwNo8Te1/DbTtfegxna3x/qgQh9vo+zrb482kcivsZVZzNpprUacb/TVDgi/wlr4pmnyeo6uk+Z5Y5u2OLKM66XnzuBKtGfWTVCIiKs6I6+b5L882A2KqxmmpX1tCqkSjeaBGdKs6IVeNGmWeT5lJT17TiLIs4y7ZqzM44ExRny6PXahgAoZhxNrJqHKM4cwFmbOD4mjjfU3UF5bqJzsbofOnuPAA5cbaPqN72XBe39wM3LeCLf/nscLtTmEG7sg/V9gk4ulwhvNs7iIrL9/mrzK/Ev6U0L/0bxhju+IHrsHKijfbaqI1ZvWX4587j80+tYK3Lz5ne9KIl7jXNGh4oXyPPG9nDJvhXb7wV997Lq35+/I+/ir/8sZcPbUGFhYJTKM6UZI5KFWdNJURpvgAcHV2PeqjgmVNNgTijloZZGWeARHE2sGospRRnqhGH5EUhesRmcSuKMwBoKwz1pOmHHrEALZXAVPFZiakqlFKJW8QTdhLF2Um+jxQW0sQZf48qSRZ4hYoONYzbxyrrYsPewEyS20gVZ0ZKtXpivYeXpd6juWd7psw3AwBGbI8HC9GoVWO5H0FNKc4uB3KrxucAfvRHfxR/8id/AgD4ru/6LvzRH/0RFOXSXjrf9/Hkk08CAHbv3j3h0zly5MiRI0eOHDkAQCnyxaiB4oza1yi12rYuUqIZZ8B0do0KxGLs/voeoLILIMHdQ4VHfwMIyb6T1ZtXslVjFEV429vetmnSbIBut4sf/MEfvKIyz4pkpae0mOcMMCwAAQAASURBVJXKWBqXc3Y5VEdDyIgziXoCgGjVeIH5ZgMoNb6A6Z0/L35Gskp4u0CLLwJxJiE2ZVaNURSJirMk44zmmwGJ4uwy2HTKMs48zRKsGv0sq0aKTf4GUXE2KgjN7ODfa/hLwMax+O/On4Pq84XsQeFeIM7mrgYFtWoszfH3DEqazZYM/NDL9st+wqahztSFbZ2VUTuTKaMtPRlTOqmC/wVaNVpEmKBWq2i5/HfXjFoGGUrGsAtUnFHiDAC81FgY2vLfROszvuJgwVqQfpYqrilxps7wRXR/IyYHu8gg6q05Ti0y3I8k46ze8QSrRje00A3r3Da9oA6/d4DSAt/n3njTEhSFQdu5k9uuEKXaequJmQ5Avhb6Lv7vBvjaP67DJwXq08W/FD53g+uCAXAIcWYmVqnaIn/+ZzoYWoyeJqVQv8DfXwpuWSDOeMVZGYXUogNq1fivfvRtOHz4sKA4Y7qJxZT9YU3jibPW6mSywSH5Zg4iRCzOWxzASuaA1KpRoYs9Mq0a43vEMnEtXmxmWDVmKc6oVaMs44xmVKWIszCMcHR19FqW2eboKSWRk1ackYyzxKqxZfto9MT9VIldo+ny7Sfw4/trOQTmQr79LF0bkw6zu0qoLfL7WZm/KT402bwGwNwyb4Xu6muY1U7I1fTp47N0vPZHboRRiI+FhR52n/08IsfBX/8Dnyf4wr11HJjnr7VI4MfX0F8TSYqXvvh5+BGicn5quYNf/NSR4WuFKOoiSR4khZq0G5px1lAiaDMGAlL2Pvl0Q9iHoDjrZBNnVHHWGFo1phRnjA0XafTJc9k0GWdFrQiVPC+lc85Cj9+nzJIx672g3UYURlg7zc972UwqH0/j203VEudCQcpyt28AX1/9+ujvBcXZaAyhNqdUcbZ3ynwzAFAcYrGbWJ/TeUm1D3isCbDJ7eliISfOrnC8853vxO///u8DAF796lfjwx/+MDTt0hca/vRP/xTNZrxaZJLnco4cOXLkyJEjR44Y1JploDgTVuFuo00jAJQMCXFmT0GcSRRnB+p7AVUDqvxqVTST5Y2dc8LfDBVnGcTZlWDVeN999+HRRx+9oH18/etf31L+78VCkZzvnkxxVqwDiUVaMcrOCrisVo2qjDjLUpxRq7btUUuptTr/9eckxFlGZsl2gJJXZ7qbJ87CIILTE60XB4qzwBOvf8gun1WjS1ZKh+UZoEps6wbEWWkScXaBVo1pxRkhzuyoCns5vh7OMzw5ptZqI6shmnFGrBp9N+AUDgAwu2M88fOO2w+hJFkYsRWotRoVb8BeHSnrqM1ayICSmrSZdK7bFomzgUqkRLgCpVpFy+EL7nHG2RSkWIa12bTQDVWwGE4TZ5GTMQ4RBZOvhFCYvNwmKD0ExRnf5oP1dURRhGPtjPJdaV7ISWOhBzX0EZHCb7kfwYnE39D0+cXRuqkiaDT4v12cx/u+/0V45fMW8C+/bT/e+ZrnxZ/dyVt+Ki1egQlX4ZRKAMAMAypR1gFAt+ng4Xv5DNXF5QdRsE8Jnz3sOIgiwKWKs4Ox4pMqzkx/RNKeA8kIM/hisxYYaLX58yQQZ6mFJ9Sq8brnX41HHnkE7/zxH+O2U8VZjSjOmiv9iYtxqOKsnzCS6YwzSx8ozvjfINyzyDhZIoqz5TrffhaaGJKPTO0DSnxCM4kzQr4rRvLbUupJpUQzzkbX4nSjz9lPFwOxeG7racVZijjTJYozrQEAOC6xa6zO8/P1qs3fY/yEOKM2jaalDbPNGGM4eBNPuK0kOWe2LLsVgHayzr0+W380dkSdQJwBwI5FF9+36+dww2N/gJd86ZdQax0DADz8EH/vuesmUfyQpTijNo3QNKj1On7mO67F4d38vOOP/ukEPv1o3IapAj9yplCc+XG7sYsicVY0NbgV/hgbxKIQiBXKaYRjrBoHqqrh/oZWjfxYMbiP9MgYPo1VI2NMmD+nibOAKM7USvZ8i74XtjtorvbhkYzDoDo6T1RxVi2Lc3mOODMZR5xlZZwBseIsjZMbW1ecqYQ405KcWao4qyRfoVxG1VlOnF3BePe7341f//VfBwC87GUvw1/8xV/ANOWrFLJw7NgxMMbAGMPtt98uvL+xsYH77rtv7D4eeOAB/NiPxTd8xhje/va3b+oYcuTIkSNHjhw5vlkhKs7ih35aTNhu4kxRmKA66ziivQ8Fi8SC7FI5IczqxHaqmRSyOoRQsOaGVnm6mZFxdgVYNb7//e+/ovazHbCMKRRnwDDnzAqzC3SXlzjTMUoVSjCt4mybjpv2Se+8SBALq/e3EZS8SmdPAYl1HYFVEQtzvaa7acXZ5bBqjDPO+CKM5zMYN9/KbQsUV27VSLFJ5eG4jLPqfAEK48/Vxpl4DHePPsttNw4ditXDvXWgz9tdUcWZTF2yc3f2cS9WTPyLl16V/SM2CaYosEu8wspZSxFn5D7VM4HKgGxvi4ozRhQekzLONEVD3awLxJlMcVY1q0kxc4IyexvaLlWdeal9KhnEWURSUJwxhzkx42yOb9uR4yDq9fDkRsZ4bc0J+xjkmylXiTlrFXcNDlHqbRz6Ee61bmoCcabWa3jDC3bjgz98K/7zdx0ezjG0RZ44wwZfeDeCAuZa/PdpO3dKVfZf+dQx+O6oHbEowIFnP455UfyIw46LwFYE6zPjQEKcLYiKv5nkdrEcEvJJF1UqdmsMcaYoKCRtkUUMlsvfL8ozJhhjuOlGPrvq2htuxEtuHBHo1KrR7fuCokw4LkKc2clprKaIkFJik00VZ2wCcRZbNUbD4vsKUZyZPlBLdWslyTmT2kJDMtfVZVaNlDgb3dOfWeHv73Oq+D22kVjwRdEEq8YoOd5IUM4AouKs6vD9MAji67+PtLfd19ShpLKwKHHWK+1E19qBniRD2O56sM/w+3ti9ghCAHCzlVNDfOUPUe0/jD2tB2D1R2N3tTUiGVSF4Q0vlBBnRZJx1pcTZ9r8PJiiwNRU/OZbXyQ4G/z7jz6Ms80+FJNaNY5XCEVRBM2P4KsFbnECkGSc6SrMRX6O5a+I+6SqrHCM4mxIsCbYGCrOKHFmwQPgkoyzYmphxsnH1vHEF88JJBYgzt864xRnEmIr672w0xZsGosVnVMRU+KsXiKdGECgjK5V3wAeWX1k9PdkXpseQ6g1o6A4m51+4YpKxgw9UcZpJOOs3I9/2+Ukzi7/E2sOKX7rt34L73nPewAAS0tL+G//7b/h2WefHfs31157LXR9c17nzWYTr3rVq/CCF7wAb3rTm3DLLbdg165dUFUVJ06cwCc+8Ql86EMfguvGk4af/umfxi233LK1H5UjR44cOXLkyPFNBmEFZj9eTSxaNW5/nlTZ1Dh7xvYUijNEZC4ZlEee/jVSgGsMFGc032xURMtSnF1uq8ZWq4V77rlnW/b1sY99DK1WC9VtJj+3AhrKnVXMwuxB4PRXULxSrRoZi+0a02SZZKU5ADHjbJusGilx5p9fFj4jFCG3EZPOv0xxpuoKzJLGFV57LUdQrw2JM4niTDc0aMql759xxpmoUOqR4rWveDCU2hRWjduXcaaoCmq1ABuNUfFrY9XHLgDOUV5xNsw3Wz/KfwFTgTpvyUXzzayqgV3z2Su2f+yOq4U+fqFwKwVYnVFhzEvZ89GsmG4BmAkHirPUgomB4myTGWdAbNdYcviCmFqtyBVnAwstb4wS4wKtGgGgWDbQWR+NN26qLypBhMj3wYgLUAietO6DodFzUbdEMnuzVo1AbNf49dUAd8kO2JoTVWtBPHaaV1+N5qmTMFNvz7kraCtXwUzJDRv9GoDG8LVRUBGcGb2Oj4svaA6/iyjO2MpZIMXv6kFBIL50Yu8IAK3VPh79PK+s3Xnun1DqL+MGfyc+lg7/A3DYdQWbRmaa0HfH2WmKaUKt1RA0R4sOZtsRTs8zrEc8W9tlbQSKAz0cFZSdDk860VzBQmLHVvQqUMD3y1I93g9VgUMzYfqjk1FRV6AocVTsAM2VvtQydHhchFizmag4KyauAwVy3xQUZ0TFaTEHUFwwJf6OjTLgK0CaE19oAM1kuGR6A3B2ou8FiKKII0OjMBTsXlUjjMfClG3huIyzZ1b4vn51mT+fngoEKkPNqMYKrZSKnskyzlQXUHs4Ick5E4izlOKMgcH1dCASFWeDfLMBduwrwWLr6EWj7SvzL0Sdidf0xJG1ODMygc9cnKg9jbWOgoUpFGc481UAgGYF8Puj45rvN4b/fsU185gviwIMUXGWWDUu83OdNAF9aKGMd/+zG/DvPzoiWho9D+/806/hvxLibJLiLEpqzH2iNosQoaVEKBoqqvsq2Hhq1B6KbbGdKUSVFbSmJ84aw4wzkTjrKyKxP1CcPfjp4/jHe+J7/9xSCd/3rlvBUp+nC89aYxRn9PjHvRe0O4JN4/yeMpZTz3cDtegAs4UZtHUFfmq+F6YUZ7YBHFn9+vC80gVhNONsgCiKcGqLGWeR70MlC7f0UnzO6H2mmkwjCsUNjOFELypy4uwKxUc/+tHhv0+fPo2Xv/zlE//m2Wefxf79+7f0fQ8//DAefvjhzPdVVcXP/dzP4ed//ue3tP8cOXLkyJEjR45vRgiKlCiKg7cFq0ZxReCFolzQgFTNYpqMM0qcaWGqIFCjirOEOGsTJU6KOMvKOLvcVo2nTp1CEGSQSptEEAQ4ffr0FUGcUcWZ1KoRGOacFUOROAGAklqAqmxvgX7ToMRZllUjLS5tUz4XJbP9c3w7Z6YJdhFzpyfljMmIMwCwqiYhzlyUa8SqMTlnMsVZwdicw8l2oaAV4Kgi0dJt8Nc9UPxLk3HWI6u2FwxsNEaF2EbTAKII7rHj/NfuT3JgaL7ZzP6hEneA5gr/e2uLReyoylWMu2sFfN+L90rfuxAEVQs4O6pGhRuN4b/dBp9x1TWBfeOIM2rVaE+26potzKJELrtSqaLl8tZ8w2waYwJxNo2d4wQUBcUZUcTYDtTy6B4WhSFChe83feh4drWLF+0TiTNR6cGP00rJAjOMYWEZAHrnV/HoWiiv4JXmReLMj09qYdcSjlWAnalLOeeuomtFmE91/8Y5vr3LrBo1YqE1/OyO8cSZAgVzbR3AiMSR5Zs98PFnEQapDK3Qw4FjnwIAvCDcDYY1RIlS7ipzFrv9E2i0+fNuHDjAjcva4iJHnNWTmnMj5NtQ1+siNFqo2SOSIOjx57RmyYizSMg3UxQ2VP/Se7LjuIA/uhgKC1Guq2itj9pAc7WHHQey5xN2j6jlBsRZKuOsZMgVZ6JVI9+2Ldhg6qgwHykMq1VgZ2P0mYVmhKeXYpJA0RoIAIQR4AURDG1EHoSdztDWcQDViOLFLSniQ8g4S6l9qeLsQIknM2wdMMIIRbcHEBWhoDhL3lb0htSqsbbAn5uKMwdEDGARnj//fNguw0zIUIn4Y9hzHV/oZ4GN/foDOOJ+x3DbyvwLoUsWpBx/hF80cLr2FHzVw1lNwwK1oZZh+TEAgG4FsFO7mrdHbf5NNy3Rv4r/pkBIyIFV4zJRnBHl5vd+y1587skVfOqRc/gJ7SP4EfVTOH1qHivt65G+khMVZ4kDh13g7+VtFiFgcWbv/mtnsPG3Z4fvmSHQWOljZnE0zqtUldUeQ5wV6tzrxmCeK7FqpDaNAIYLCb9+/+nhtrXTXZx7toVdh0bjQIWq/NOKM5dvP7T98+9RxVkH62f5sWtuTwVPp/IYBcVZoY7TpscRZzTjbMPZwOnOaeyp7JEozkb3oUbPQ7PvoVbU0er7aJPnyj1TZpzJ5gaGlRBn5D5TTuYH9VpLWKd5qZBbNX6TY/fu3fjwhz+Md77znXj5y1+OAwcOoFKpQNd1zM/P49u+7dvwrne9C08//TT+83/+z9saWp8jR44cOXLkyPGNDvoAAsSqM2EV7kUgXQSrxikUZypIKDRSD5PUqrFxItnxGMWZmUGcXWarxk5nioLEJtAe86B+KUEtdCZZNRYyFGeVKXIcLjpoztm0Vo3bpjjji6Heed6S9GLmmwFARR9vOZlNnPHF3V5rnFUjUQghRGkbFDtbQVErIlA9+IzYkBFbMl/xYqtGvTjelm/TirPxxNnMbr49NNwFoLcOl7jCGAcS4mydEGck3wwAmsuEOFsoYq5kQLLQHT/+6mtgattPZoc10s5Sauh+g1f49AoM1QFxll4wkfTBzWacAQPFGb9NatU4aO/jiDHVBLaB8B9n1QiISorIcRCQ8arPTDy7Kif4qOLa7ftcrhVjTMj/evrJE2gGGdaw1pxAvqkJcaYvLqJd4X/PnLOBNuOvVbfJE9Qy4ixbccaTYApVAQOoOdciStlsajt3ce+vne7giQf4xQlLp+9HwYmPwVht4hdf/otYKC5gX2Uf/vO1bwMDBMWZmeSbDb+H5JzNJreLXsT/trbbRk8nsjibP6eC4iyx3iuRfDOrZgzVJ5Q4Mz3+ewGgRrK1Wivj+02mVWOqXVkDxRlZcMKIfbiQccYcKCp/T12t82XjxdS6L6aPSEA636A2jQCgGKFgpzzWqnGZP5a9FiHODKAeBmCNE4L6XCHWscXkVCj6xlRWjWqkoZRYcH7nwe9ExwlwlU8yr2oGZnaSMcnr4yrlAW5Tu7ofzR5/7GEY4cSjvJ3v8Zk4d/eMpk3OOPP6Q2WzXuTP/UKvER+foeI1h3fQvwQgH4cAiVXjIk+cMcbwX+96Ab6tsoyf0D6GMrNxrXIKhQ5/z4smLJwYKs4KvOKsmdgOFnUV1xyoo0fGqieO8PclQZU1Zn4/Y9KMMyVWQBaJyjdDcVbUiojCSMgm7Wzwv5XOodMZZyFpQ2OtGiU2lDZRwlZmTbSGz3ehSJyZdSG3M32/6pvx7xzYNdIFnyYhpAd2jTTfTGHArtp08+JIMjcolOM5Fr3PlPsACyPohXXhby4VcsXZFYpJuWPTYv/+/WPDRQ3DwN1334277757W74vR44cOXLkyJEjxwiyDKTQdgSrRvUiWDVWiA3LNIqzveatiKI/AWPxQ/gCXjZ6M0txRjPOUis36cPaAJfbqrE8ZoXnVlCpjCc5LhWoLVTfzbjms3FxMcuqsXwZMq4EaKTvBBmKM7oq+yJlnFGym1kXlzibpDgbKnAIrCpfwO81XcH2sevJFWcB81HaJOG0XSio8fV2tB40L1uB6yterDgDgNIc0MgoLm6WOBuTcQYA9b2LSFvZNfwlBCceRbDOF3OMgQPM2tP8F5B8M0C0aqwtWNBUBQsVE+dbo8LcvlkL33OLmFW1HWB1vp2rzdHvthu8GqJrApUxijNqjRb1xOI0xWxhFhaprypZVo3A+Ou6TaSvSJzxY0q3s4FaKoes19lAQMarHiwcXZmOOAvDCL4XcgptdXaGU7keP3oaHciJs8iag7MiV5zpO3agVzeBE6Pi55zdxJNKdo0IiNUoQcq2ExCVAMPvmptD2m9Q80WliTP3o/iHl7WwsPIQFlcexCIh2774l0eRjl3TNOCqE58ZvvbPnMUbDr4B33Xou2JLsYQwcAlxZkwgzmY68Zc4qb4MxGOiQogzxQ2RPuWUOCsqBgBXUJwNbBoBoKjzx2d56yCunqjtqOLkk6O2QpWoFE5XrjhLH9+AsCuQ+6ZSJH1E0mdMrcG9bs0VgGOjvrzQTKkC9dFnbS/gjiGt9AMAsCgm18niFqU0LuOM70O7Tb7d2gZQC0OgcVyYoypk8VghORVM3xCymoA4K0ozFC5jr+rMwzZb+I7934EvPnQC+wSbxhlRXOD3sTM8As3rwU8R/Y1j/HU9/2xLIEFPzBwBAJxT1ckZZytPYNBpNIsnzgaKs9fcsGNIolIIlrFOgCiMxlo1DlCzdPzUC/rAV1LbWBNdjNp+OMmqMVGc9Yu84qyRWP6auoL5sokVPcJVKZXWiacaeOntI9tjlZJL4xRnxKqxqyjwSgvQqXuAXkSPXFdd0aErOvodFxHJB6ZkVpkspGinSLiAKM7GWjUSG9Og3YGr8mO9UdTQXB7IKW0wQjTWzTp0o8HvR+EVZ0BMnL3uwOvATP4+Uwj57zux3sONSzWcIsTZzmoBhjadNku2qKaQZLGpdZ44UwCUbcAxLpPcDLniLEeOHDly5MiRI0eOiwap4szuCytxlUugOGtNoTizsBe9Y2+Hs/wa9I7/a+w0XjR6k+TzoL8RkxaUOKuMCmJZVo2Xmzjbs2cPVHV71BuapmFpSW6Fc6lBV7dnKs6GVo3y4ml1m+wOLwgaqS5mKs4uUsbZBDJbKVxk4mwLGWdAnJOVxnjFGSHOFP+yZdsVtfh8ynLO0gjSxNk4u8bNWjVKMs7SC1BndvPFuWawE/ajD/I7UVUYexOCi1o1zvIFfUBu1QgANxJ127979TXQ1YtTutFInpbeGh2T0+SJE9sEhnXrwbgfhhemOCvOomzzf8fKZbQ9vl9XzSkUZ9tE+ItWjfx+z6+f5F6fXT0mKM66USVTcSazKhasFmf5tn3+xDl0I/mY45kzmRln2uIi3Dp//LN2G51JxJkhUZxlEGdM07jiuhL5cJUN4XOuUcXppVfiqzf9BP78i4v43B8/gdNPbODsM008+zVeRfKCb52F4Y0IlLDXGxbEGWNAdTcAmeLsAPeaFv1nkl36aCJM5WF1vA56Bt/mSiFf4BYUZ4ndGVWclWdSxBm5J9fBf0dYqKO6wF+fScSZnZVxlrJqtMwMq0Y6J5WMk6bKz0/78/zYt5Diw5S04oxYQ8vyzRiDQH4LirNk0UKz52G1w5OwO3S+3To6UA8S4oyQ7QpR1xXcKDnmBs61bNhkfsQYk+acvVSfxVxxDl3bwz6iFtpzrZhHCK8PhCHm1r7ObbaP8+PB8Uf4Nr9WPIOOGZ/PqRRnK48P/6kT4mwhyTh704uy56bUqhER4DkB3FO8Ta5O1KEDzIE/3zohdKIJVo2hM1lxxhiDXeX7+MYpfrGUUuHnQsGYICxq1QgAjfK8+EHDQo+QaQObRpq7Cogq0IpAnKUUZyTjjBJ/494L2204xELWKGhoJVaNTBPbTN2sQyfuH5ziLJkyfn01bq9CvyFjyMDm9NQGP07tmZ1+4UrYF+fzxaHirC68V+4DbX8VII4Elwo5cZYjR44cOXLkyJEjx0UCMwwuywFIFGeXIuNsC1aNx9a6CO09cNfuQNA7hJl0pkdV8gDePCVRnKUyzrKsGi8zcVatVnHXXXdty77uuuuuKyLfDBCtGjMzzsqLgF5CMQqlb1cySJlLCqo4y8o4ExRn21M8V2rj++TFtmrcesYZJc4cYV9dr4soihB4EuLsMpGmheR6u9p4lZKvuLFVI7C9xBlRnCEMhyviAaC+gyjSoGH98dPcNmPPHjBdj3N9KHFGFGeBH6K9xhePBhk7P3nn87B3tgiFAT/w0qtw15ji54VCn+PPoZEqVHvNBveeZ6SK1nYzLhCnrFIVlSjOXBfRhCzJucIcLFJfdUmWFJBWnI0jzranTxbKfB9yCZm82uCv+7m14/ApcaaaODqlVSMgEmfqLL/qvn1uBd0MxVlflxBnieJMW9wBf44fK2b7XXTYBOJMjbiMNSDbqhEAtJ28HVxD+QQClj3nsG3g6587jT//9a/inv/+Fe69QknHi97wPGHu5J0dZR1BLyLUZuH3Nqk4aye/m4VYt0dq0Y7bQZ8oziYTZ/E1LznZijO6mGUe/NzviVPr+L0PvI/b1lodr9QRrBqTqm6VU5zJrRoVqpSW3C81jT9Gd0ede72YynpkacWZT60aiXXigPQiY7NKVDWR6yJ0XTxN8s00hWGGtCnbYKiHIbAxBXHmDY55A1EEQTEDAIUZ/npV7Dm8XqnHLxoeihPyzQAAXh+hr2Bh9SH+dy3bnDLp2Nd5Re9AbQYAZzV1MnG2PPq8oDjrNzFf0vHyqyWkUAKjII5DTteFd+IE/7n9VwmfAwDL5dXWVHE8SXEWOPEYZRcziLNBTt8Cfx29VQdhMJq7qESxFbazrRqrRhVEH4iNkuQa6hb6ZPyxEvvFflskbwT7REaevzjijCjOxlk1kveCTlsY682ihpadEGfEprGoFVHQCtAMSpyN7nF2Mlw9tvYYvNATFGe673JZhScGVo1EtTltvhkARH3+b20dsJIFKophCPOxasLRaeblsWvMibMcOXLkyJEjR44cOS4SGGOC6iyy+wgvgVVjWbBqnLxS72snG9zrG5dSBSHDAizyEN48OcGqUUKcMfkD+6XGO97xjitqP9uBIrHkoSvAh2AMmD2QmXFWvhKIM3VaxRklzi5OxhnFRSfOJinOzAzirDZZcRZGIfp+X27VeJlsOoeKM3W82oKzaqTjURoXaNUI8DlnhZKOgsEzPGun+WMd5pt1V0QlJMk4a6/ZoN1vQJzduFTD3/3U7Xj8F16HX3jTjVBkoWfbhMIsr8ixUgXAoM3fp0Jik4bOeS5XiCrOgMmqs5nCDMqka/eL4n1jaE06Ntdue6waqeLMNShxdoZ7vbxxEoHK3+cdxnBstYtQoupVNQWqzpfiHEp8ESVgsdeGAx1eJJ6bnlofQ5wtAvP8vmb7fbQnKM7USFyokKU4AwB9kSfO9N4X8Sc3/RK+uO/jaBVOZ/xVDNoPbnndVSjULKjzPKnrneHPuxuS7CaWskpNQPOZZlO3i5XeKMup63XR04niLEWS6CoTSLBCMmZRxVmaOHvyCK86mmX8d6x0Q/zlX3+U29ZtOPCz7t3ItmpMK84Gi2hMYtXIqFJaKwCEStBIxlm0iz+HCy0MLxrT2gDitkfnG8ICMSO535jjM86AWHVGC/P7Zi0wmx9PbB2oB0GcuUszzsiYPrBqHNhLDpQzaazqZ7nXM/YcXu3H8yqrwZ93taqjMishs70+Ip9hbv0xKKnzzyLgWKIy62zYWCPKqUG+GQCc1TRxURDF8mPDf1LFmRH6+J5DZWhjlMoGVZwB6J8+j8jjf6exb5/wOQAwXZ74ExZOTFCc2f02IjD0C/z41EgpzgBgbh/fPlgQYf3siFSkOWCRbQuk/wCaoqHC+PG9WZTMpfSiqDgbEGcSxVlfIM7470grzgJBcZY916PvBe0OXJK9aBQ1NAeKM5VYTCfWlKLiTLRqtAMbzzSeEQhnIG5PAwz6paA4m5n+/huQeYGjg5t70ntNuR+3if/nu+bxtZ9/zdTfs13IibMcOXLkyJEjR44cOS4iqDVOrDgjxNlFUCxVqOJsQsZZy/aEPIkX7qnzH6qTnLPVp2LlQRrlkVWjLOPMKGhgF7EQPC1uv/12HD58+IL2ceONN+K2227bpiO6cFDFWaZVIwDMHsi0aqxI7GwuOYSMs4wiDC0umdmrdzeDSWQ2u8jEWWVCVttmrBplJFzX615RVo0Dxdn2WTVukjgriZ+nOWczNb441mjyKqPMfDPVBKp8RlljmS/aFso6zJTSSleVqfNCLgTWAp81Ve5FsBOSmmbFRITLRmeZI66ZJipYwwk5Z7KMs15RzJYZZOCNV5xtD+krZpzx+91o8YtFVtfOIVJIXhCLx99zLTnhT1VnouKMLybX3Q4AJlWdtdSqSLz5NpRSCWq5BGWB7yezPWeiVaNKx1tNkxIcw7dJZtlcG2gX1vDVpb/B+v4/xku/+G4cPPqXKLdPZuwhRnnGxI23xQpLfddu7r105hsAOH1+DNTnysJ8SxcyzjAkfVb6I+Ks7bbRM7IVZ7WiLmRZFYfEGb/IYmDV+NnPfhavu/MO7r1Zxn/HSjfCaosnBIHxqjObWLXZyWFVU21KVRgKuiLJOCP3LcaExSZMI0qvXbxVn+EDte7gzyMwPZ4D0vmGzKox3gHJOJMRZ50O1rr8sS9WTYRdolQxECvOGscBmyjOyJg+Is5iO0QZcfa49zD3eqk/AysZ4+ptfnyz9maMN34foc+ghi5mNx7n3jr6UNzmjj3Ck05qAThfOTZ8HVs1Tk+caYUwZuZSeP3O8XbkiqoIc/TucZ44ZJYFdV6+QMWw+d/AKHE2QXFm99pwzBoihRBZSnyeC8l8ds+uChoKf+6Xj6UWbEjaT9DJPnczhAbZkN1TJIqzQX/vtaewaiTf0R6rOBuTcUZIQa9jC/lqpqWhlYz/VHE2IM7oIsZQiceokAFu6lb0yOojguIMAIyUXeNQcUYUm3s3oThzu3xfdfQRMQmI6uZq8lV6YQM1iSL9YiMnznLkyJEjR44cOXLkuIigirOw2xUKksrFsGokqq72BKvGR07xBJihKrhuFynek/B1nP6y5ItHhSpZxpkhURNcDjDG8MEPfhAlScF8GpRKJXzgAx8Qg+EvI+iK+EyrRgCYOYBihuKsQgLULwuEjLMM4uyiKc4mZJxdZOJskvIri1izqjyZ0+94KCpiYajjda4oxdmAGHEmWjV6MAarpS1JvswAm2wHrFAQbXUJ6VOf58fUpl/nv3KgOJPlm5HV681lkm+2cHHbUxYqC7wNZKUPNJ34XsDa5FrQsbt9bqLiLJqkOGNlGGSYWtP4gmvVqI7G2XEZZ9ukOKPEWaCVELLR9Ws2V7j3Gxt8ARkA3KSIPW3OmdvnTwK1aqwlCwQ6ENtJi1UlGWd9aDtiRZaxg5CjTgAv9BAimzxTPf4aqPX62HudvoMnqGZTU5yDThVWfwX7T3wat37ll/GKM/8bL3njQcztEfvoS994EFpSMNcJYeOd4Yv6bpu/Rxhz/NgHiFaNegCUkp92vjciQGPFGSHOImBwiqpFsVhb0EtABJRpxlndxIMPPoi77roL3U4bkT8qOs+TXKjlXgTXt9Hq8RZkD36RV6oNEHghfIdvKwPFGbXnLhmamHFGrRoBsd+Q4ru1cw+g879/kcs5awCAkBkWUGeFgdUrWdTATBPQ+GMPOx1sEOJsrmQKY7JtALUgjBVnZBEXtbkbWjWqfUBxhgTAACdaJ/B48Ai3rezMAXYLgR9irs/3l5kDGXMEz0YYxH1lYfVr3Fsnj6zDcwMcJzaNO64rIWKj+3FbVdBxyKK0NOxW7PiQgCkJeZbC/mgC8QbR/aF/ml8UYOzbl9nv9T6f0aaQ20M4QXHm9NpCvpmHCN3k6wZWjVfNWTir8r/t/LHRuZFlhNFnrDTqZH1HQxfHjVhxRqwa9WzFmWDVSFSc7dS+aMbZeKtGfox0bHFOzyvO5MSZbvLfOVCceUWdm/c8svKIVHGWJuBPN/rwgnA6xVl3Nc7DJrC7fNt2dKCYslqmxFkl+aoTLd5G9FIhJ85y5MiRI0eOHDly5LiIoCug/ZUV4TMXxarR5AsdkxRnDxGbxut3V2Fq5Em4TixbTvPZJFBNoDAiAZnCBEsqU1KAuly4+eabcc8992yaPCuVSrjnnntw8803X6Qj2xqKhDijhSwOswdQDLMyzrZHtXVBEDLOpiTOzO0hziZnnMnzhrYLE60ap1ScIQKCPmAo/Pau172iMs5GVo3jibNA8UeKs9L2WTUyxgRrL6puqO/m20Rb5a3iMhVnxKYRAJorhDhbvDKIMy0EmmuxAkbp8seoFknb6pzncoWYAkH1MMmqse5qwrbjIV+Q5WxJx13Xbco4K5aptA7wtdH3tjr88XWaYpHWTWqRmTlnxCZNIL6I4qzmxPvpRvy404qK6PiqYN+l+f0haVTayasdAWDGaaE3Zs2H4vJtX62PHw81Qs7NtkftYKnHH3N9voBved1+vOU/3Yp//p6X4iVvPIjn3boDr/6h63HtS0dkmUCcneWJM2eD/82y9R6aRC0zsGs811mO9xt6sANbUJwpYCgmP4PmmwExcWYEBeghX3i3aibe9ra3oZsoVsMUCSlTnAHAClGd/cHvfAiRZGGL3ZPkK7EIZVMTbPksUxUyzuhCLgBCn4qIXW7dmoG+m78WC810zllcGO+75H5CrBqVoVUjUbgxBpXMwWSKs5mSLowntp4ozgIXWHuK/74yf480fEBJ1DqKvoHja3zf/OSzn0Tb5Pu2H8zA6/dx/tkWdJJvtnAoo094PUR+/Nn51UfAolE79b0Qz35tBace54nS572QV1cCwFkvm/zByuPCJmrXSBWaMlDlq32eJ/SybBoBQOlPUJzZ4xVnjt0R8s0aSjR0Dh04KFw1W8I5su8zR1P3nUJBIF6DMTlndUImN1TJYj7dQo+R/pQooqSKM0qcUVfjZOFMFAEBUZyNt2rk5+KuI5mza2yo9hSsGhP3CLqIcWjVSIj0R1YfkY4RacVZEEb4+ummsDBv7yy5//7T7wC/ei3w3w7G/07B7hDiTCOKM2LVWElI6xPtnDjLkSNHjhw5cuTIkeMbDvQhxF9eFj5zMawahYyzCYqzh081uNc37ZEUBWqkALdxjH9d2SGoNugD25WiOBvgzjvvxP333z+1beONN96I+++/H3feeedFPrLNg1o1jlOctax9sLIUZ1cCcSZknE1p1bhNxI9iGPIiY4KLbdWoKipXSODeY2qmMqxQ1gUr1F7TFQixWHHGX//LadU4IM7cCVaNvuJeFKtGQMzEoeqGmX08OdArEuLswP74H+tEcSYlzvh91xa2Ry21WRgSYqGzEhfx1S7f57QSafOd81z/YwxQNKraG389LVscg44GvOqBI4nHKc62SS1plkQyz031i257VPQOoxA2VeZFIQZlxmdXMogzUrCmVovUqrGWLBCgVo3rURVtxxf/3u8PVWCV+iJswvvM2a2xOWeqTez66jMZn0zeH6M4myf1f23XqB/Vd1j4ltftx50/fBjXvZQnZ/RdfH/zzhHFGelDRkkk3ZlhQCXNdiYh9c4m+axdN75GttZBBL4wPcg5q8uIM6Ms2DQCwFe+9k949NFRXlWUIs7mCHG23I2/j9o1+j2Gz33uc8K+qSUcEFs1ViW5sZauSawaJf2HjJW+yvf7WXMWxhJPsC9MoTgTrBr1gVWjOL+gyppAojibzVCczQTJ957jVXpKuS58j5nskukbOJ5SnEVRhE8d/RTa5rrwN62OiZOP8dvPqyFmZjLmB76NMCHOdL+LWoNfSPFP9xyFnyIZGQMOPX8n5jT+Opz1xijGlo8ImzSBODsvfIaCEvj9FeI8cVUGcRZFYF1+ESAlzkJ3vOLM7XfRL/D38GZqTBrMZ3fXC1jW+X7ZONuFlygvGWMCwRR2xijOXJ7Q25CxIrolKM4Giqh+W+yDfdIvy8ROsa0oiABEAQMIAUvtGMe9Fyg8Sa+ZKjqpfsc0ecaZRjPOkv3oRO32TOMZ9OAKCvlZovj7wjPEalRh2FlN9Qe7BfzNe4DQB6IQ+Lv/AqTGQbfLXx/HYMM5ICBRnCVd9eQEq9+LhZw4y5EjR44cOXLkyJHjIkJQnC2Th1ldvyhF+M1mnH3tJP/A/MK9dfFD1KqRorxD2EQzFMzL4E8/CTfffDMeeeQR3Hvvvbj77ruhkhWomqbhzW9+M+699148/PDDV5zSbABq1dgfQ5w94y+gkEGcXS7VEYdpM84Exdn2kX7qGNWZtAC5zci6DhWjkmmfpCgMxQrfx3otVyDapIqzy2nVOMw4m2zVOCLOxijOttAOaCYOzTirE+LMMyrwkmKPYlnQFhbiNwSrRglxdoVYNSrFIlydb0vd1XOIwhB6ny9c67TAR6waAYARhXHYH389qaWWrQPPdvlV5TUz1Q/H2TFuk1WjqiowLf7+mc45c3ptuAkhsdJbgerxn2WhN1RNHF2VF79Fq8bxirNC4MH0HTjEdnUDFXQdX/x73x4qzmaKs1gnQ8ms3USHZRNnSp+QHjP1zM8CgE4yziwXKDrx/qsN0o528gRZFmi2lp+yaoyCAO5ZnswwDZH0AACtyI9zM8klOd+LFzF1EoIiVELYpPA8yDmTKc6KRgUlYtNYKOn4n7/Hqysib3TvmiNWjSu9+BxR4my+uhvvf//7he90SIHeRoSIya0kLVOFKRBnErKHjPmext9rZwoz0AlxtsgpzhoAxIwz0apRrjgDROIs7HSx3iPEmaUj7PHXxzYYagPlPFH6yizQB3aNit7AqfU+goTgOLJ2BMdax+CrHro6Pxdu9cs4QRRiJ7QAJTNjEZjXH1o1AqJdY3udJ252HKihUNaxy+TJgrPhmEUHy5MVZ95WFGcb/HisZynO7AYQEhtQQXE2BXFGFGcxcRahig4Gh6apCrR5k7eWjYCVkymbYEowZVk1+g5mCHHWiCTPRnoxW3EmsWr0nQB+qv1XAtIXGEOfMUFtBozPOFPJe77GzxPMgopWf3QdqFXjTNKmdNJWw2RhWrE6C42N2kCECI+tPyYsGttb4v/+Hwlxtrte4BWvZx4E/FT7dTtAimj1uvx9MTBUbk5LFc4Dq8b/P3t/HibJdV8HoufGnntW1tL7hpVgNwiwSQIUJQItiKBGorW0TEiWrSFle2yP6fFYHnkZyZaX8SL5s8b29z0bT8+LPKT9bA+3lv0sS36QDRK2aJOUIBJLEwBB9L5Vd1Vl5RoZ6/sjcon7uzcis6qrqqv73fNPd0ZGRkZG3CXqd+4551r7Crxf+R7sNBRxpqCgoKCgoKCgoLCNYA6/QtAnijO9VtuWnKyNKM6ur7u43uL/mJQSZ/WNE2f0DzZaMNwtYIzh1KlT+NznPofV1VWcPXsWX/3qV3H27FmsrKzgs5/9LE6dOrWrMs0oqOKMFrLSeL1bgRHKf0vV3HoF5IYxS8ZZFAI+KcxvQmmUhTwl6HZbNQLZdo1ZNo0jULvGXmsgHKvrd4WMs0gL7pjacEKc5SuUQi7jbGcVZ9WlAjTwfapXHOZIHT2ajA1RBKy+wx94/gHuZRhGaK/w4+2dsmoEgB5RWLm3lhF1u9R1EXaNqI46NwTiTCMLJaZlnFFVSscBzrfOc9t4xVmeVePWkdk058xP9R8rAK53k6L05c5l2AEZC1IF5ayMM1qwpsQXVZwBiV2jXeQLiitxBZ2eL5DgRtiHsZS0zZpdQ5MMJfNuE50cxZlGMmiodRbFKE8tjZHqzLpFivFESZYFcx9vX+ffuIF4WJD2r1xB7PPXzHLWRQVyGMCwCQEz3OVWPynkdv3JPepZ/LmW42zizHHqAnFWqBo4c+YMt423auSPP7JqvNXi1XQL1f344he/iBbpH26X/83u8B5WHQlxZkmsGmWLtFJj5YABocaPcQlxxrsNLDYn/8/MOCPnrmVknAES4qzbwapg1WghIAX3gQnUw1Hb59uzVhX7UMEbnfMavDAaP/f++3f+/XiftsOTAivBYdw8z/+WC0YkZMqN4ffHijNAJM4ojjyazGP7SN7X1VhUNo0xi+KMWJvKQDPOBi1+vLYOH5F/sHtL2LRRq0bf7cElirOu7uH/tv4GXnH+OOx/9jSwfhkAcGChhFtkvFpO3RNKMEWtDOKse3NCtA7RjEQiDGYRfao4M0aKM8n+ANzOpG9WQvHvrbamIfJECoaeexq0X1DizCqa43wzQJJxNrRqNDKsGo1yGQ/OPci999qt14QFnwcL/LX4+nmeSD5YJ3MvtfEHuEVufo/vxwHpS2LGWXLvIwZcWfmWeOxthiLOFBQUFBQUFBQUFLYRmsP/oRPcIMTZNtg0AmJQfMcLEEXyQtk3iU1jxTFwbF5SoNyU4oxaNe5O4iyNarWKRx55BE888QQeeeQRVLfpHm01aMZZz8smS99a7qEV1aXv7QqrxlkyzqjaDNgyq0YA0HKyB7fbqhHIVpxNJ854sl6mOOt4HYE4u5OKs1kyzkIWIGbxDlo18qSHrmuoFviCXK+YkADWsWPJhtYVICAFQ2LV2Fl1hbG4foesGgFgQDK9vNVbAqEFAIU53o4PnRuAR4gzMu9MyzgLSYGz5wCrLl+U49p7nqpsC4mzAiXOUn3R8oGr3UQhdLl9GVbI97c0cXZptQeP9DNgOnGmlcuAyZ9D3eugXK1z29biCrpdsZBrBP2xfWLdrmOtzBc+5wcrucQZa69xr/UpVo2abQvkWqMdo2SWEN/gLd2MGRVnAsEWhuOM2ME7PDmtWxF0OwLahCxwmzAcQgQNrRpX3KT430614Z7Jt/s8xZljVwWrRmaFCInaZKQ4MxBgjvFz1nJXrjhrVPYgimJcuXKF/zlEcdYf3tbQ7eDs2bMc0Va0DNgkz0mTEmeTfrOmiSqqhtPIVZxp44wzSpwR8nWkOJPMa1pZzDijVo3zJRtBh79+44wzCVipDmbxY5uTsmoEgAsrXYRRiN88/5vjfVo2T5y92T+FOPUVIWJcNiKUsoizwB1nnAGAM2giHKzI9wVw9NGEMNtX4p+fr7Ecl4hlkTwQFGc3Nm7VGMT8b8q0auyIlvNUcRYN8hVnwaCHPiEL32O8gie1RE3Hls+Os7EON4q4ZvD3OU2cUcVZplVj58bE2nOIpswS0yygRxbJFc0i4jhGX6I4AwA31V7LgbhPW9MQEcUZcxwwM9uFgxkGWOq5JCC+s3ZBRyu1KFLIOBtaNZpkQUuoJ3OWVirj0YVHufeSnDN+TttHiLMBmdMOzpFx5bKEOEstagjIs1Vk8e3OyLBqBIBLxs7/DamIMwUFBQUFBQUFBYVtBP0DhGac7RRxFsdAL0OB9M1LTe71Ywfr0DSJGqkwl09MzGTVuPuJs7sVlDhz/SiTLH3rRhsrkdzqbldYNeqkGC0jzqi6AJDaQG36FCRWTyPshFVjxZQTmFV7CnFWI4qzdU+qOAuISiXQ/DuXcTYsCOUpzgItKQKPibNCHWAZJY1NEICsRIizrkji1Wt8QaxXSMgJ6+jRZAPNN7PKwrhIbRrtoiHN1dop+FW+6BWurQlWVxEDyvO8AghtieLM5ouA0zLOaHG9a4v7cO09775ukVUjADiUTOQUZzGudRKC5lL7EkxCnMUp668oBi6uiu1oWsYZYwwaIaJqgy5Kh/gi59n4CHodUZliBH2YQ6vGqlXFWoWfzxuDdbRzrBpZiycvpynOAMAgdo3zbeB++yCidf4ez6o40xsNgfjwhyoa751z3HarGiTxqi2eaEJvJdOqseWtwY98XnFGibOh4kxmhZgozvg5QrPFZ6xRxtkcxPlqYtXIE36mbqFeWkCbWplSq8bhPfzyC7+B48ePo9FojG2li4YmyTiTEWeTtr2q8+OpznRUrIpAnC2sA2xo9cyMJoAIbkAyzjKtGsV5TS8RZU27g7UeVZyZCHui4qySQZzBrgqLIRwvOeeRSu7iSg9fvf5V3OpPFFQtojhrhrza7poegZkaTD1j7vF7nOIMAPoDufqrPGdj/kAypu0v8YTyNY0lqnqK7i2gKxJXlDgLrieWu3kwyTgU6JMFS8yyxnav4jncFDZtVHHm9Tx4Nt9/jhuv8jtdS9R6R+aLuE5ytm5wxBnJyGtn5MN1bgpEa3OwLu5nFtDTRKtGfxAKz00j9FPjsOH3USDf09EYQp8/Jj1vGdKKNEFxVjDyFWeZGWfJuKqVSjixcIJ779Vbr0Kz+YVre5x8p41DjVQ/i2Pgyu+IO6UWKITEwjly+HGezjeV1GPExRyicbugiDMFBQUFBQUFBQWFbQRVnIWrfEEqT9VyO6hIwuKz7Bqp4uyxQxmEAWNA7aD8PQAoi39kFypW7muFrUPRFO85LWaN8PZyB8vRovS93aE4I+1ElnHmSWzQtvDc77hV46YVZ9Sq0UOJKLA6fgcDjy9MRtruzjgLR8SZPiycaHpC5lMYDqBvnIjSacZZT2xfcwv8ccdWjSPFGcnZQeO+ZNxMYf2mmG92Jy1gwyr53WtNwWatawOVKl88R3cZcPmio2bzbW+jGWddSYGuZs2YcbaFbVe0apwc2wpSirPOZZghHQv4Mfedm2IRV8g4k8zNbpmfhxfCHhY//EdxrvxeAMB/CU/gC+FTcCnpFoXQIn9sn2hoBno1ntybd9fRzVOcrfPkwUzE2R5+/m+0gXcF4hxD89Ayz0HTYBCSbWQ/553jFWdWZVg8XheJM7NAFGed5HfHiLHSXxlnnAFAn1g1Foe173pRfG4pOHOCVWOxIrbfkVVjg4kqzpUhcdbur2Hg8+PCQnU/KkRJc+Gdy9zrEXEWDZKxKgxDfP7zn8czzzyD//hvvwg95ov3cuJs0rbXSL5r3a5DY5pAnFkhUBsOj0wLwYwO+t7ku+I4Fsh3zZzdqtFttkDX/DRKlkDEa2aUXdSWEmfDcx4pzlZ7+PV3fp3bpzyf/4x6Mc+mEQB8l8s4A4C2JxJNAHDkxPx47N9X4R0drhq6/BmHqM3CIblrFKjS0Ue4xitHKeg4FKaU/ubhQ2BaxtWVEGeasTHFmdsV1Y2Pm9/gN6wmBPnhRklQnLVuueh3khuql4niLCvjrHMjZe2ZoDloivtZJaniLMumEQDc9AIGrysQui2J4oyetwxpNZ2MOJtknEVixpkzzDjLsGrUSiVBcXa9ex0had+LZvZcARDFWetqokanSC10o88FkW0hTnV4atVYdgE2fP+iUpwpKCgoKCgoKCgo3FugijOKPFXL7UD2h31nIK5Mj6IYr1zii5/vOVjPPnCeXWNFLIg9/MRkm+nouO9xOVmjcPugijMA6Hkicbba9XCr4+F6KCoEgd1CnFGrRsnqZWITt1nCJAt6DqktLUBuMbYu40yuOKPEWciCO6Y4m4U4ExRngNyucZM5d2xKxhkA1PfyfSOdcQYAWMnPNwNExVlt8c7lmyUnwP8mtt6REFpApUrG/jgC1s7znyXz3bSMM2rV2JXw0bziLI8427rrKFg1phVnPnC1M7FqNCL+N+saXzCV5ZxZBX6s9vriON0kROC7CiGs6gI+d+JXcMz9l/gf/Z9DCyUMejxxZoR9MMZgLEwUxX6Dv8eNfgftHOIsXiPK+DkJQU1g7qGKsxjHXP57tWoVWmn2/inknA2JswFRnNnV4TUglod5ijMAWO4to5Oy/M1SnEmtGgvzguKssWRCJ+TTyKpxnhBnt3oRwtQtuEnOfU/9IA6kCKsXXngBZz73b7l9RlaNkUR93b9xWdgmtRhO9alVQpSMCu/G4oJgKZfOOWNGk8tUjbo9gFji5Vs1EuJsXSQZ54oW0OefA0w9p6DvVKERFbEzfATWjA7AfJy71cR/uvifuH3eez+vwKG4YEYoSp61xvB7iAP+OnbgYUUTlUpHHp300X1V3hbxpq7DdyVqKEKcvRkfxiA2YTgRaDClf+169nkieSZPI03MZOabATMrzuI4+/4MXLo4qo2jGum/rStAMMCR+SJuaTF8kmO3fD6ZP7QqP86EWVaN3WXMERVfx+/AJ5amWYqzfjs7d44jzvyeQJx1NE2iOJuBOEvZmAbkuZhTnGkuGLn/mYqzsVVjCcdqx4QFUy5R9zWMfOKMU5zJ8s0AjgSOUv3Ytetw2R/D8596Eb/xK68i8ENhvtFioDT8yEXJAsHthiLOFBQUFBQUFBQUFLYRVHFGsV1WjYauoWDyfyy1Java37nVRXvAb3/8UD37wPUc4kyiOLvvvYs4/edO4sM/8RD+wC88gfJcPpGosHnIiDOaOwIkNo0AcCUUs2YsMNjUJvFOQCdFFUlmhGDVuMUWk1otm9RmU/r1ViCTOJtm1ShTnNGMM7+DgcevCA/vpOJsaBEVaB4iyFWSguIMAIoSu9FNtgMx40wkzuaO8GRzr7CAiGkp4owozki+GQCs3+SPW1u6c/lmAMDm6txro9XDoMkrFXoj4oxaY67w1pRUiblRq8aezKqRyzjbKavGHOIsAK51EwLncvsy9Jj/zXRBvJw4y7dqBICrjD/u/WYyBpYdAzE0AAlrQtVqetCHPj/PER3RPCF4+l10MqwaDVND3Gzyx5zJqpHvG402cIDc0FnVZln7j4gAj2ScWWPiTGbVSBVnE5vBm72bnOKsZ20g46w4LyjOSrUIp0+f5raNrBrnwR/7Zpe//jTn7EPvf3qcr/ryyy/j9OnTsHS+jY8VZ66kjXni+DXNqpEqzhpOA0Ci/jP38yQmn3PWhJsmzloi4TOxapyeceYRQr1k6bANDczl5yzbkNvmJW9WhMUQTuoxgplNvNn+75xVJwPDMyc+nHlIDzGu6lMUZ4ErWDUODAvfNgmRaGg4+PCEINhf5+eKmDHcaF0Qj798lnv5RnwIN1ED00TVWXBdbhE5gkWcKdJWjdbhjHwzYEyc9RnDN20Llw1dyDhDHCP2s4kmz+PHNxauSvaKgeYlHG4UETPgRoZdo6g4y7ZqrIVim1n3SHs1i+gTxVlBs9DLyDcDiI2q10GFSCZlGWd6efqzSvq3UcWZXTDQcpPvpWozAKgNrTCp4ixKKc50TcfhCn+vB6R511gIXWbfPwSnOMskzlL3JGXjeengM4jiZJx/5xs38c43bkrnm5Fd4yVFnCkoKCgoKCgoKCjcW5iqONsmq0YgKbCl0RmIxTmab7a36mBPNceGLk9xJsk4A4D9D9Txnu89iOr8HVZW3OOgRCkAbhX4CN8eEmeX430wyIrgCtv5/AApZlKckeLIFuabAVMyzoo7QJxt0qqxJGScDUTFmdfFgCpQ9ZgnpXYQjDEUjALAsnPO5IqzhrjjVhFnXbEYXb+PX4UfayaCvcegjwq/NONMpjiTWDXeSZhz/DW02n30m7yioGszVJwaUCKK4fVL3Eua/RdNUZxFpEDekSnOrFkVZ1tH+oqKM2LV2LmKnt/DirsCPebneMvmy2zvzECceYQ4c/0QF0O+Hx9AQhrQon3g8mO8Ebgwlvj7xBZ4grnkB9CiAQxTLAkato6YkMazEGf6Iv+djXaMBSoKnjHfbARzP7+4w792DcHammBBl684I9cnAsrDZrncX54p40xGnFl6BUWfKOrMFj71qU9x27IUZ8tTiLMTD51MPh/H+MQnPoFut4siyQejVo1p2J7Y9zRH0sE4q0a54gyAYNe4mOIamLnGLdKhVq9AnLJqlGScEQIhIMRHo2whHgzGdm0jOEaOxW2OVSMAaOYabsX/jXv/iX1P4Mje/dCY3Nb8ihEhYkAp16qxJ1g1urqFs1YIliIf7n/fIsyUEqhaXBBysa61+PEVAHDzDe7lW9FB3IzrAACzyH/evy6xzEuBKl/TVo3WkWzizG1fx6erFfwPh/bjp/bvxQ8d3I//Uhb/1snLOfN8/t5o0Yp8x7VzKNkGFsq2YNe4PCTOqHIrbIuKRQBA5wZqkty3NZdYWpoF9AhRVGR6LnHW56waeyiT70mIs00oztJWjbrMqjFpq8zgx4CCUUieqQCunQFAqA0VZ8Pnlj0l/m+3vsGPmczzsL8u/7vQ1Bn2VFLvZRFn6TzUFAHeJhalK5c70GxbIL1HxNkVZdWooKCgoKCgoKCgcG9hmuJM2ybFGQBUyB/3soyzmfPNRsgjzkoZQeIKOwJdY7AM/k88meLs28tJUepSvASHEmfabiHOqI3PzivO7rRVY5Zl5nSrRr6A5bkhihAVZ55PlCrGnS0PjFRnWXaNoYw4K8kUZ5sjUKiFnExxVpifgxXz7W6w777hCQaCdSEavIogimKs39pdxJk1z9td2h0PbpMvYvacYbvLWBwxAhOIs/yMM1pg70kyznjiLOdabanijB9/PHPSF60AuNG9gYvtiwAADXxBsUDsz965KSE1JMRZ2tbsm5eaWCNEYH1odVWySC7RgBBDYR/mEn+fjCWxn+wJOyjVxWK3KZkCdKJKlKFV5z/YaAOVNV4hZO4VVc55MPZR4uyqoDZjWgyzNLwGAnG2mljYEYu3xrCGe7N3E+2U5W/P5Jm+Qsygx0Dp3Ft458d+DG8/+1Gs/3qSiTVoi3Mrs9Zw6tQpHD9+fLwtK+PsZo8QZ+v8udtI5rMvfelLeP311wEAJYcf+/vDIXukONOrOua+dw6lR0qwyWKTkGlgliS/K9VvqOJszk4RZwf5fFtBcZbKUw2J1aJmxZOoR1nGWYmfu6MuIc6Klnw8zpuH7Qq0Iv9dTorb0J2riIs8CfWxYx8D0xiqjtzq78KQuMknzkTFmatbWNFj3P9Dh7H3vhre9V178eHnHuL2YYxhf8i3iWsdoqCMY0Fx9mZ8CDfj5Ll9KxVnpkRx5oUe/tW3/hV+YHAWvzw/h9VhewkYw7+eE59XohziLIj4/c1IngM3mlMPNwq4TlRtyxdaiOMYeoW0nyzFWfcmDABVYiMq5JyZRfSJuroI7bYyztq6iZAozqjSUob0b5MqzvojxRk/z4zUZgBgWPxviTUdEdPGzzx7i/yChp7GX5/I7eNwQz6/HqgXoI1IxigErv6e/IekFrpp7uQ6DmzelnFEQOp1/m/RSj+59+EdyINVxJmCgoKCgoKCgoLCNkK7QxlngKg4o5aMgKg4eyzPphHItmosNESyQ2HHQbM3ZBlnI6tGDyYssvi2ou2Se7iZjLOtJs5ySO2dsGrMsk3cqFUjABSIMqLrdxEQ4syQKBZ3EtNyzrY744yqE+Ku/DzKwS3utVsdLhhoXgAiMsYSq8bOmoso4It/d9qqsTDPF82K3VCwanQdHZZuTSXOKPk4LeMsIsSZTHGWLgDm3ts8NdoGkac4s30giAP83nJSIGTg5/gy+eytzmBspzUCLVhHYYzQnwzGv3NhDU2qoF1vJscnn409fhA3AhfGHv4+lWuL6JFhYc8ggzijlmuMzWQpfb3I/8ZaD2BXeMWLuVHFGSHagqvXMKA2jZVg4iDaIrlevVUwDdAdmnOW/MYbvRu84swSlSqlmGHwd/4mBme/Bf/SJVz7+b+EsNNBr8kX0QPmIYibYIzhM5/5DErDvjCxauTnK4E4a/Ekx/qtJCPq+eefn5xLpuKsg8rjFTz0Sw/hwCcP4NhfPIa5I7z9nJulJk7Nm1kZZ4BEcdac/F8TFGf8d+vm8PozTUp+04yzmKh950py4qxUzmqXDLDKEsXZ5Jqbc18BY5N2YWkWPnLkIwCAalEkuwHg4lCJU7Zz5kqpVWNy7Z37q/j9f+F9+L5PvluwgwWAfTF/3GtdklHWvgaQ3DNeccY/701XnBESnlOcTdTVfujjs29+Fj/4xR/EL37tF3GLiaqtcwXxmsSDgbBthCDm752DjHMdEmdH5ku4Rqwa+20f7RUXmmDVmJFx1km+o05ILUqcxYZEcQagP6tVo99FlWacmZagOKMWkzJoOVaNVo5VI0d6S9prqNvj+Zoqzjoa/ztjd5BJnB2cS22/9ZboBDFCaqEbG7odxAAGwxy2EUYEpFHnCbVK/qPEtkIRZwoKCgoKCgoKCgrbiGkF9m21apyiOBsEIc5e4wtFjx+s5x80S3E2paCqsDMoEvKj74tk6bdvTP6A1SN+/wolrO4UaM6aLOPMI8WtLbZqzFOD7oRVY8XcnOLMdHToxILNGvBFj47fgU9sPO80cTayFRro+VaNVjr/bkuJs+mKMwAoujxx1rPqyX9I3hcKc4KVJLVpNG0dhcqdVXkWF3kyo+TG8Fd5xVlQGvbHyjTijBQwp2WckQJnT2bVmCaKc60aty/jLNJthEPC1hoSn1+//vXR3ty+1YoFGgdzntg10oI1wOecfe3cKtbJQoBwNckAovN67FPirC9YNc45c2iS4XHRa0uJM0Pjj6fXamD69LHhgiMWTN3XXuOPvdGMM2LVGDabcM/yihurkprj+mtAOturl7RjWc4ZMFSc+ZM26Ol9xOT3H/BdeG9MlEnxYADv7bfRafKkQNdeh+slz1MnT57EmTNnUCqVZrdqbPOKM68f4NaNNZw5c2a8jVo19lkMIMLchz0c+Zkj0IuT+9Q4zPe9vmagJVgogus3zQ1ZNU7OnwkZZ/z3jPPNrAogUYxQ5Y1GlKqNkoVIspChUpEojgHArgCaNsWqkT/Hpw89PVZ518ri80afxVgekspU9cnB7yGWWDUCQFeyeC2NfYw/7rX+Mr8DUZt1YgdXsICgmPR3kTjbuOIsBgNME+bevQiiAGe+fQY/9Gs/hL/x3/8GbvSyibhblkgvZFk1xnGMgNW5bcUs4mz1HADgcKOIdS1Gj2Qz3jjfgl4lVo2d7IwzAKiTnDNq1ehpTFA2FWOGXjs7s40qzgSrRsMUMs5ms2rMVpxZBQPrfTlxVk8RUoYk/zjSLOgjxVmJH5fXGX/fEsWZ/LnqUGOGfDOAI9T0YT8IjBIi4nIxuo76HCHO8sXr2wpFnCkoKCgoKCgoKChsI6YrznaQOCN/tH/rWht+yhqGMeDEwSkKuMpeQJMUDaYUVBV2Bg75A7lP1AgrnQFWupOikBeRHIEKXxy7YzBIvwklK5e33aoxJ+NsB6waN5txxhgTVGeGyxf3u34XYcAX2cxdrjiTWjUWZVaNm8w4K03POAMAZ51XAXQwvB+z5JstE5vGpQLYHbAeSqO6KPb56DJvERaWhu2nnE98aEQBMi3jjFo1dkm3t3UbdppEzyNFt9CqkSrOgInqzBpOo2PijPEn7RRNfhU+gHOEOKNWjcAk5yyMYrx8YQ3rNv9bR8QZtYljPl9INoI+TKI4q9k1rJb5drYwaMmJMxAL1xnyzQDgfHADLrlslHzeqFWjKSHaul/5CvfaqhIyop0iC4bEmVng58GxVWP/Jqc4AwMihx8X3zUQyaao30eXEmdWc0ycAcCzzz6Ll156CfsWE3JfsGrs8ue0/8giQIaC73zrEsKhrZyhm7CJWsvVXRQOfgYLz4rttUh+80C3cOXKFWE/LuNMI1aNHHG2n3tvsQWwob2oZja5PFVq1ahbwzaasbiFZpwZLiHOihaiHt+HXBOoV/hzGmNItlPirJAtGMLH7vvY+P+VqqjUv2REGEbe5Vo1xl5fatUIyHOG09iv8fP0VXeV32H5W9zLb8cHATDMLSU2mgYhzoJrRLFGYBFbWTANoW7BPHAAv37xN/Gj//ZH8Ve+8ldwhVpGShBpGqDxY1HkyhVnvZaHmOTp2liW7jtRnBUBBlwnqrPl8y2BgJIqznwXGCRqvbkpirO+xOGgEMe5Vo39Tuo9rydYNbY0HaFHFGeV6c8qaVVaSBa25Vk1pomzqYqzIj9frIPvfzMrzi7/TsavAJdxpntJP3CJ2gxIWzXy742sGu8EFHGmoKCgoKCgoKCgsI2YpjjTdtCqkf7RTm0a718so+pMUT9oOlCVkCtKcbYrIFo18vd8lG82QjPmFTvl2hHsClDiLJAUYKglzBYrzvKIs52waswkzqZYNQKiXaPW5193vA4ColQxzZ0PXU9jlHHmGfmKs6lWjZtsB7MozsJmE4UmX0RsBcN2svI2vzPJNwNExVlt8c7aNAJAfUlUERtXeVVdXB6e57SMszLfZ/KIsziKhAJnl2ScCSSxpotq1BG2UHFmFQwwIhvzzaRdWUNhwbjYSordVsHEfYt8W/oOyTnTTU3IFPT6SdH7zetttAcB1kk7jno9RK4r2MQZEV9Q1MM+jCU+b3TOnsMa6RbzbgtlCXGmR3xxeFbi7GLnElamCCg2atWolUrCOOxfuMi9thvkmaWV6p8jxRkhw+pDq8bl3jI6ZB6JiK3jQVdUr0S9nqg4s9bhkmOdPHkSv/x3/jYAYB6i4swwDDz33HN48cUX8Y1vfgPVeb4traXU4SXJuK8d/ScwKm8I2wGgQOrMA8NCW0YopK0aieKsYU8Us1RxZoZAfXh6THfRDyZtnFo1amPFmZz4plaNpjeAFk/uw1zJEmxfXQuoV/nctTGGyjxBcZYhGKpaVXz4wIfHr2s1sVR+wZi0IbooLY140MOYYRudqzGb4myvzj9XXPP460iJszej5PcfPHQUgERxtryMmBA4aciUr6Hu4HVnBT/3X34OF1oXpJ97f9/FP7smUYgZfKOLB3LFWXuF384iHzZble6LtfNAHCfEGSDYNd443xKtPj0PEbWJ7E6IudqUjLNeIM79xSiaLeMsCoGgjwoZlzuaJirOZrFqHJKCMRiXQQdMUZw59fH/dUOb5JANEerW+LpRxVlP49tp5Lo5xNmsirPJ+GAOczmpTSMwISAFxZmyalRQUFBQUFBQUFC4NzFVcbaNVo0V8sd9280nzh6bZtM4gsyuURFnuwIFohpyiR3ft2/whTPH4P8YnqZm2jHMQpwNSBHQml6E2Ajy1KBaYfstLcvm5hRngCTnrMe3Cy/yEAZ8Acq27my+XWGophhMI87SWT3EChHAlmWcyYgz7/x5FIldVT+qYNDzRavGeQlxtswfs7a0/QTsNBSdipAtZrVJYbMyvKbTrBoJcRb3s/2Vom4XIEXdLjkPaVvPUpZtIXHGGBPsGr0RcUZq35HGj1VWycaxBb4NUsUZAFgkE2ikOPudC0kBeV3SjsPVVZRt/rwIzyPNOKvZNayR4XGuL1ec6UTdSwuYWbjYuoiVar56cqNWjQBg7MtXqVkHiOq0lbI87CXX0qCKsyHh0/JaWHF5W9LQ5gveDYlqJur1BMVZx2oKxBkAlIZEJ7Vq/Lv/6J9jZWUFn/3sZ3Hq1CkwxlBb5MeDeDC519SmEQD8QrYSyCYkkWvYKJclc8qwP/kAWnq24sxYWAAjc8RiitfpxROyPduqUT6nUeIDAAr+5PrOSzLOXBOozd0nPR6coeKMZC7aGbzHR49+lLMArs6LhNIFY9KGchVnfbG9zGrVuN/kx7vrQRtxnGqPxKrxrfgQGAMevD+Za6jiDL6PcIVv32mYVHEGIDAcvF2WWx0+tvgY/snJv4Bfvb6MJ9wBqoSAIs7fmYozuoCk4K7C1DIIPr8LdG/i0JC4uWbw+9282AYriu1HUJ11JsSZoDhzm9zrni/OW04YoJeTcRZ4EQIvBIafpYqztgaEJONMm0VxNtwn1G1MwhwTWI6O1vDvOmaQXECbH7cNYqWZpzgbmPw4HrsuDs9PUZz5feDG69k/ZDg2xnEMa6iSHtji3DLoBYjCSFiwUVVWjQoKCgoKCgoKCgr3JqZmnG2nVeMUxdk3Lje5148fmlH9VlfE2W5FgWRv9Dy+sPHWDb4gUicrPucLEgXPnYCQcbbzijNmmmBFsVjALGumzJ/bhYw405iGkjmdGCrW+OsX9sQ//QNCqt5x4kwfZZxlWDUyieKstI1Wjb0eX7QEMDh/HoX+LbCYrFi/cH024kxQnN154owxhm4pvz2PrbCmWTVW+UJY1JcrDgCxuA6IxFnNlsxJWe1/C4kzQLRr9DOJM6ICKNu4TyDOxEI0VXuMMs6+fj7J2+mYBQSkUBqsro2JmBGKpECbZJzJFGd8MbTeb6JUE/u8HvBtdBbFWRAFuNy+LKjauOM0GtDs/IVEMphTiDP7MFHAr19O/g39sTWbmHE26dfLPd4iLrBJthGZQ4Eku0+0alxHX1ZwN3UYCFBnfGH7yCMnUSXPf1WiQNV8G/pwrik5/L4DvYc4lfcUtAIErUnjpMTZwLCxtFdibTgkaNd1cY5IE2dM02Du5z+/1Jx8v5cizsIWT1qMibOMOVoriduLKbu8uZIFv8Mf07WAeuMh6fEyFWee3O7tY8c+xr1u7HFQ1m6OX1fNS1hL2RBS1WcakSTXa6Q46wzEtpTG/lFe5uhzcYi1wTB/K4qAm29y778ZH8SJ/TVU5pM+YNgRQDLA/OvZuWS6rsEgeaiBXsD1Ob4PHJ8/jue/73n8ix/4F/igvWfsKNogWWHhjIqz1i1+jHH6t2DoOVZ8a+exWLZRtHTBqjHwIqz3JFaEOcSZkHE2usZDUMVZIYqAgYtBL5/4dLv+WFlFM846gKA4oxalMoxUaTTfDAACnSEcKtuo4ozOnYZBFGeaNSbOLN1Cw5ksQvIILxwNXNQKJmoF0ZHk0Ehxdu0VIM5p30Nr9XTu3UA2v8cJeabP1bnNZWXVqKCgoKCgoKCgoHBvIldxZppg25iVRFemd9xJJWW97+MdYh/12KH6bAdWirNdi6JJrRqJ4myZLyacbHwE2rA4WzSKePbIs9t7grNiUxlnm1Ma5UFGbO9EvhkAVCQKuopVGd+vPFDFWdARiw5RwG+708TZtIyzQPNhMIP//TKrxs0qzog6AXEs2IN5585Di0M4fd7KcO0754H1S/zniVVjHMVoEeKsvgsUZwDQl2R6pWFU68l/yku5+2kVXgGYZ9VIC5sRS4rhacysODMKgLa15a2ZiLMoTpQA6dMrOzi2wBdEz93sCiQszTnz3ABxHOPr54aWZYwJdo3h2ipKZHFEgViCmfAFsqvu1AVSq9pbkyvOPL7/zUKcXetcQxAHWMlZByTLK5sFecSZsXcvtEXyPDJSnPUm1m8icZb9fZ5OVHOxqC6Kej101iRWjTKLN8vAHCQWiaVFYVNtgR8P+ushTp8+DQCo1Orce25qnOy908N3/tp30D836W+C4ky3oNuSvjNcaLCqieQDXVhjHuStEdOKMy9ltSdYNZrDNpqhCteKhSRkN4U0cTZfstBr8VZ+rgnUqweAgkQROco4I4shioE4RkR+De9uPEbOp4rfN/c3cb/9FTzkfBkfnPt/cflzRStbcSZbLDCYUXG2YNehk3HiWmeY2de8MFYzjfBWdAgfun9+PC4zDTBJW/evX0MeKIEfGg6upy7pn3//n8e//ti/xocPfjjJ40xZHjYikqlGCRcJiQiIxFnBXYGZIiYDshgBa+fBGMPhRhF9DWgSddrNqy6YyY/XUYd08tR518l5rw/49ioQZ3GMfluunkuj35kQZ4LiDCEiQXE2i1Vj0j8F4owB/ZSdKSXO0qQ3ABjk3oS6xRHLabvGAXkciIdtmto12oaGxcpwDsmzaQQALxkDI444k6uZ+x0fhrJqVFBQUFBQUFBQUPj/D+QpzvRqNflDdJuQpzh79TL/h6Kla3jX3hnVbzLF2RQLL4WdQYFknIlWjXwx4fuOPo1/+QP/Er/wwV/AF3/ki9hflqxIvxMQrBpdgBSUBMXZJpVGeZARZzIV2nbA0i1YGs8kzGqlSYkztx1AZ3zbiEN+7HE2oQbZSkyIM3mFJNR83qYRSFRGBvUZ3BqrRkC0a/TOnwcAFIlKpfmd8wBI+ySKs+66J+TK7YaMMwDwyvn33hoV7Ss55IdVFlV7ecTZOq8469lATOZDaZ6fTFlmbj0BSa0a/aHSzUoREgXfEuyz7EpByDjreiGWSeGVFqy9foDLa31cb00Ki9SuMVxdhaYxlFLjvE3ylKyKIzxX1KyaoDirdtZRqon3nfX5cXUWq8aL7SR3bLWc/TwzzXIx+3PZbc6+75iYuTomziYWddSqsd4BWCRXMAxo9pxkzA27XXTXKXHWhBuI7b1o6ZhnPHEWg0ltZqkCdf1mH5/61KfgHHZw5DnelnAwtGZzrz2Mc794Dv6qD+/mxErOJgsjBrqJni9RhAz70xpRnNXsGgyNb6M052xpPfUdxhr8oZInWs+yapSPzUzThIULxZRV41zJQq9NiDOLJcRe/bB4wAzFWckXyUF//XFcWSMEj13FvHkR/8Pc38Wz9X+AJY3P1cu0aowiRCRXNmAawiEpOY04M5wq9gT8PbraHbZnkm+2GpdxEzV86IGFZPwbqneoXWOQozgDANPi+2xg8Iqz79r/Xfx40p0o8eaIcssnlyXOUBy3bvHbC+4tWEMyrB0XsDz3Xv4Da+cBTIgbqjq7cb4FjTyr5Vo1UsWZyyvO+j4h9qJYyDdjDLBL/A9OK84oceYHIeKIZpzNYtUoV5xZto5Wqj0xnV8ISUlvquiLCmXOOSFt1ygqzpK+SImzA3OFSdu48jv8h+aO8q+HC92i7uQ8XUnGGZDkxQlWjYo4U1BQUFBQUFBQULg3kac4206bRiA/4+ybxKbx3fursIwZ/zxQirNdC0qcpRVnK50BVrr8H/8P7ang0cVH8eMP/zgOlEkB8k6CkiFAYr2VhmDVuLUZZ0CG4szZ/nyzEcqEDNwscdZreYLFIyPEWcHeud8lQ2FYGPJyMs5oIReMAUVi17hZq8ZZiLNz5wAAxT5fjGxeJ0W68h6hPa7f5I9lmBqKEqu8LLRaLZw9exZf+9rXcPbsWbQkVoebhV/NJ/Ds+rDInyrQijtVwAr8ceJ+X1BajRC1+fOnOWtAluJMUnzfBrWpU+bvzUhxZkSANiRdSq44v1vVAvZWHTjEAo0qvGVWjaN8sxF6Bb4NBSvJ++nCvUEIcacm3ktTN9Gp8IVX2/eAQV8gCPU+sdmrT7dwvtC6AADbpDjLXsxhHbsPqJL3W8Pcr3624kyPszNzuiDZc5L27nY8QbHbtZpwJcrogqmjQfLNUJgDJAqvKiHOus0BnPsLuP8X7keZWDW6Rh/utR9F+5X3IR5mBnnLKeKMxDG5hoWejLgxC4jAsEbzzSRqEEqcpRVnzGyOF+qEWRlnOXbKlERIK84aRQtumyc3AltPFlLUj4gHG2WckTG94Iu7Bq334sIKaQzkWpfQQ3phRDmLOAv6iAN+Xh0Yk/5F7dIFWGXsDfl9xoozSb6ZqWv4wNHhfRqqzszixhRnpsbv7xkObqaa/L4SIby7E7V1I6Sf5XeNmvLvllk1WkPF2WvRMfTK5J6uJvPukWHO1jVCAi2fbwm2h2GbPB/mWDVOU5wV4wi9Nv9bnYqFYoUsUOr4qYwz/hyLEsGaPpPibEic6cQSuGCg1R816EhQnFHiTCcqvYjMLWnFmScozpL7RXPODs2lXlPF2bGn+dfD53W3OxkbvDzijCzYKPdjsIxnie2GIs4UFBQUFBQUFBQUthHTFGfbCfrHfZo4+8alJvfe47PaNALyFb6KONsVKBCrxn5qhTnNN7MMTVhBumugSwiFgKxeFqwat15xpkmKxjtl1QiIOWczE2c1kTgrG/yxNGJBdqeJM2dYGMrKOAs0X1DgAQAOvp9/vf+94j4zgNm2YPeXJs7iKIJ3ISEIij2eOFtrkzYx/4BwfCHfbKkwVXEcxzFefPFFfPzjH0ej0cDx48fx5JNP4vjx42g0Gnjuuefw4osvZpJTsyKu5fedQj1FTmbZNdqVxHKN/wFcpkkaNAepJyPOZlacbf04Rq0avVRfHKnOSp540na9DE1jODpPc87yiTOvH4zzzUYw5nlVUriWkEGjuV2LAY0QZ3ZDfi97VbFIG9xcRnmOJ/+0Ln8OW6U4M3OUY3kw92cr1az7ZcSZRHFmR5zVHgA0MuwaWxAVZ7R39bqkCI0IPauNvoQ4K1o6FsATSWFBks0IoLogtqe/9Vt/F8xksAOiYhzsg9/8ICJ30q444oxwNK5uCdbNAADGMGAOVsnYl848GsE8wF/rxZTiTDPXxs8blDjTrJFVYx5xRhRnw/leY0CtYGLQ4cmNuDBst3MS4syWE2fWgGRyuXsRDfbiwiolzkg+FEKUMRm/ac7gGL6LiCxIGaSeZbredOJsP1GcXeuOiDNecfZWdBDvPTQ3sY0cPoMbRZIBdu167lcapM2ulx2EQ7vSilURFu/kKbd6ZPFdvELsiwGEfoQOyQcsuCuwWXKsV+Jj8Krkb4yR4mw4pl4z+O9dudJFXKlz26IOVZxN5mxq1dj22/CjCasqEGdRjD7p88WKJSw6cDv+mCCiGWcy4mwWq0Z9qMQMDNKWCwZao7/pNBeMZNsJVo2M/80xIbFnUZx99N3833nPjl53V8b3aIz7CHEWekDgod+ZzC9ZirN+xxPmHS1mKGZHpm4rFHGmoKCgoKCgoKCgsI3IU5xptW0mzjKsGuM4Foizxw5NX1U+RuM+YM+JyeujHwYK9U2epcJWokgUZ/1Uoextkm92/2IZurZ9VqG3BanijCyhFxRn22HVKPYLRsmBbYSgOJMRCRJQxVkUxKhpfCFUj/jxoWTf2bytkeIsK+NMatUIAB/5q8CR7waqB4Hv/0XBInFWMMYEu7C0rVBw/TriYQGpRIiz9WAfojhVXmnwtmoAsL5MiLMpNo0vv/wyHn30UTzzzDP4whe+gJCs7g/DEJ///OfxzDPP4NFHH8XLL7+ce7xc5MxFEQPKtVShP8uu0SpLSeUsu0aag9S1xbFo5owz2bbbhFOSZ5wBk5yzgsfP7ywKYZaSsYvaNb5zkx+vbEckzn7nPK84q+zlc7CCVV5xZkn40uJCxlzuVNGlDrjLN3H/eydEqKYzzF37BrePMUPG2UhxtpozPBl7N2fVmJdxZt93n2jV2LsF+C5HnDEN0It8+bMuyX00mIFVkoMVaaZgk9bt8p/tm23ELIJL5ygkeVhUcRZISCkAsBwDhQrf7uJW8toO+Dbej5L2FQ1SxNmNbMXZQLcyiZs+c0TFmSMSppZEcTZSgTCzCdeLEMdxtuIshzjTS0RxNrRqnCta0DQGv8v3n7gwfEaQKc4yiDPDCzmLTm/1ewAAF1d4Ulu2EGwPmxT8MxVnfg8RUZy5xmQu7gwkxGUaVgn7AqI4yyLO4oP40AOpjM8sxdmNfKtGneSmtUqTZy9BbQZwVo0046xLVLbx2lXh4+1VV3A1LvRvwR4qzl6N7oNfJfeUWDXeJFaNcRRjUOUXdNCFGenzpoozgFed9XyJ4oz0+WLVFOaIJOMs+WwhjmGkFrRQ4ozpgEbssa+t93F5jf9uZllgto2APBPbBQPrQ8UZVZsBidVqGjr4exWRvMP8jLNkDn/v4Tk8/4dO4oce249f+H3vxk8+MSQ4r5JnD6MAHPyAcE7wOugPCfBAdxDS3LYh3K5o1QjcuZyz7ERDBQUFBQUFBQUFBYXbBstRp+gk7H2rQf+47wwCxHGM6y0XN0neymMHN3AujAE/9QXgK/8PQDOA7/4zW3C2ClsB0apxUoShirOH9mw90bRlMDajONspq0axT7daLVy+fBmdTgflchkHDx5EdQsUpRWT/02btWoEgHqYIj9iwIj56kgxRx27E5iWcRZoPkxNQpw17gP+8H/YknPQikUuGyWtOBsMbRoBUXEWwkI7XETNGG6XKs744hbNM0rjhRdewOnTp9HtdjP3SeP111/HU089hTNnzuDZZ5+d6TNp5KmKujZQSRO2WepiuyInznp9QMITRKSw2Z3VqtGU2DJug+IsK+MMSBNn/Enr0QCalfS9+xb48fVffe0ijh+o4vR7DybHKPBjdbfjC2P00iGepAxXk+L9aG6n+WYA4OyZF7YBgIUK1spAKTX1B8vLOPmD74dVMNC80cO7nljEyg/y9mqyAibFpXaiLGkVgUBL7CwpNqs4MxYXEyVoJB40sWqUNJz2VY44AwC9YiHspuz/JIqzklXCLS8Alad5VhVmKr+s7/IEQddqAgDcWCSmHFPDPCHOPGceWfre2mIB/fZE/VJzk3HbIYozd6gw4YizWx7iKAbTGBxiS+gaFreQJo0+HKzp/PxKrd4A0arRiJK8uLUKoBlttAZ9xH0APv/lujmDVSPNOBvO93OlpD8FhDgbq1ulxJk84wwA/vb7/yp+5ex/xJvn9yBYfx8AiIozswA4dcBtjjftYWv4Tpz8/syMs8AViLN+WnE21apRJM6udq4CoY/41ltcq3wzOoQfeSCtBB4pzkjG2bV8q0at3wYwec7opMbwqcQZIaAS4mzy/VFTJO3WiU2j4XdghC6cseLsPsT1o/yH2lcBv48jQ+LMY0CfxSikxr9BYRHp2UfMOJucS00yljTdJhaGSlCp4qxPrK0rFnRCFKYzzhgS1VlzSEgXBzzxppFsuX/wW2/hH/zWt8EY8Be+/134k6cmC4C0SkXMOCsaWB4RZwb/nODozngh0gh67AOYzGkRWWzCK874cxspzgDgBx/dhx98lLSLyyTfbP/jSf+h8DoYdBPibJBl+YyEgNQcB6xQGJN2AFDpAdflaw62FUpxpqCgoKCgoKCgoLCNYKaZEE0SbHvGGVnRHkYxXD/CN4narOoYgq3U9IPvBb7/bwHP/nVpyL3CnUG+VSNfSHhoz9YTTVsGmeIsSFV8wwAICMGyDTlHukSJMyIHdsJGb7MZZ4apwy7y/b8aTMgRLRatpiqFO0ukjjPOdBcxxMJWJnG2haCF1qg7KaB558+P/2/6HRgBX6xqhqmiskT1JrNqlOHll1/eEGk2QrfbxenTpzelPDMb2WN41yHtLoc4ky0UifsZCkKiSpERZ3TVPAC5umw7rBorMyjOAl4xoEcTmc+79vHja88L8Wf/72/if//CK3D9ULBqXFnjiQvb0LDvCG+NFxLFmU2GFhaHcIhKbQQDJawRK8Xg5k1ouob3fO9BPPUHHkKjKhIr06wagyjAlXaSKxYzhtWMaWWzGWfMMGDsEducVirBWFpM8qjooonWVaDHq/eMOj8/zJG6OpBY464OfLhEEuORcbfnE9LTSorBbiQSI4wxLGn8lw2sOcRxjP6rr8J96y3uPZpzVnUTIrQS17nt/aFCJ23VqMc6zKFcxCLE2UA30c0jzmawatQXFhJL2xSWmpP/X2lfE/o1MJviTMg485P+0BgSZ2GPHw+14vB+yqwahxllTEKcff/S0/gjD/41+GsfwoggvUgzzgDBAnQvJu0pkzjz+4iJVaOrT67XVOLMrsitGlffAYv4G3rJOMIveBspzkien7+8jFhCFI2gp6zzAKCfynBNq5DGSBFnc0QF3aNKpdYtULTIPFjoJwS3o0VYj4u4GC8BDck9bV7EgbnC2CWhpfF91LWJra1g1Tg5bwNAhVgfrg0m16FPni0LcYx+n+/zhaol2PkmGWeTdlpJXfcCUZylH2VevbyOf/Bb3wYAxDHw93/rLbTcyf3Wy2WROHOyFWd1CWmlk/YTWfyEO01xlvscS/PNDrxP3tcHHQw6yfgwyLBpBIbXEeKijWpfZZwpKCgoKCgoKCgo3HNgjGWqzmRF+a2EzE6mPfDxjUu8RdZjh+rQdqtln8KGkGfV+O1lfsX2g0u7WHEmzThLVR6oTSOwLVaNmoTcZgVnx2z03r+Hz+96Yu8TM3+Wqs5KwYSEoDaNAFBy7mze3UhxBhZjoIuqs1DzYcnaxRZCJM5Sao5z58f/ZwAqAZ8d0wxShVaiOIvjWGLVKCGZ4hif+MQnNkyajdDtdvHJT35yw2StPZ+RW4Yke6ySJiYqOcSZpoE5fEEuy6oxak8nzuSKs52xaiyU+bbmm+UxnTIiJWyfJxGMFHH2kUf2SLND/83XL+FH/9FvY50UyNtt3lvv8UN12At8MXhk1VgeZixZRBmlBy7MvfJ7qQ8VZ9zxlpe512GzKX6ulm/jfLVzFUFKaSUlzhiDsZTdxqZBZtdo3XffJCNQlnNGFGdGg29LcxKrxpJZRtcL0dXyibN+yN/3keKsDzkxtUiIM9ecw7Wf+3mcf+7Hce6HfwS3/sk/Gb9n1vnvrroL0JmOIxZv/+oOf/pf+LN/Gl/96ldx9uxZrKys4PGjjwMAbJ8QC7qFXgZx043tmawaGWOC6mwplXN2tXMV4bpInGnmcJ88xRklzobzfaM47Ic9fhwxS8OGVjskHmxk1VgSF9NEvS6OzPPjxaW1HsKItIcK3+b2pqwaS5a48AQA4PenWDVuXHHWHDTRI/ap1+M5PHzsMKx0pthwQQO1akQQILglElgjsHX+Pc/MUZxFEdCd7E8VZ32Tfx11moJStEUUZwU3OZ6px3g1OgaAwS7WgBJZALB2HqauYX89mShaJNOrb/J9NGqnnhG9HuDxfXDO4se15qA5/r9g1RhF6LlEoV+x4JT4OcLteGPFGcATZ9SqUU/57P69F97k3vOCCK9dnvydplUqCHX+ecEuGGNyjen888KcLfZdnWTZUZvEpeJkfKYZZwAQe6INbfJGLCHOTiYqYaoO9zrwusl9GEjOcYQxcTZX57aX75BVoyLOFBQUFBQUFBQUFLYZ1Md+vH2bFWc04wwAOm4gKM42ZNOosKvhZCjOVjoDrHb5P3wf3M2KM8YAnfSbcApxlrOafbOQZZxdXVnFU089hddff32mY4xs9F544YUNf/9zDz+Hnz7+03jv0nvx597/5/DB/R+c+bOUOCt6k/FGj8Wx4Y4rzlKFIU9i1xjuhOKMZpz15IozAKgx3gJrLRgVlBkwd2y8fdDz8bX/zzn4JN+mtiSSPV/60pdmbldZeO211/DlL395Q58pLmSQYUiyxzjirJyhHBrZo5GFIlFPXu2iGTRhUWTOpJl+MmXpDlg1xpqOUE/O0R7Wth2iODMwKXo7po5/88c/iJ98Qizsv3G9jV/+z7zSaNDnC+YfONqAQZSAVHFWIZZ4RtCHKVFnAYAel7BGhvxpxJlWLieq+RyM8s1GaNdEcttYXJx6nDzI1Gr2fZM+JhJnVwTizCQkpMyq0dGTdjSNOHNjQpzZQ8UZAARigXlB48mkTs/G+q/92vj1yv/zVxD7PqI4wm+s/Dtu36q7gD/93j8NNuDH7P6QOHjwyAE88cQTeOSRR1CtVnGokrQ3m3A0A91CL0Nx1ottrOl8eVhGnAGiXeNiah3Wtd41RCS7UDMjsNGhcxVncqvGxojA7vOFf6s0vCdWEVh8V+odBiw8mBzTsgDS7qJeD4ca/HjhhzGurZNxqsqTRktD4swxNRh6Rik9kBBnxKoxd1GDVcbeQLxH16/zC2/eig7iux8glqxD4kx3IoC03+A6v8hjhLDTgdbmlZnpLK39ZdKv+mtAPDk/mnHmUaWSHwJNfnxorfDK2kI/Ic6YFuPVOCGHHVMH5o7yB1tNrJKPNJJ2QhVnfUbm7rTirMuPcwBQL/DjQZo4o4qzYhSj7/HjWqFiCXNEOuMMACopMpYSZ5qRdNDfvbCGF9+8CYpvXJ6cj14pw6eKs5yMM5lSWw8IcUYWIVm6hXknaVP0PgLgLBM5rJ0H+nwbwoHEAlUgygdteL1k4HVzFGf94SISo86PQc/d7OLTV/Mz+7YDijhTUFBQUFBQUFBQ2GawgjzNQlaU30rYhg6L/IHfcgO8ekVUnCncGyhafHFtVCij2Tm2oY2D1nctDEKccYoziSJnO4gziSr03/7mb+6YjZ6t2/jZ9/8sPvMDn8Enj38SGpv9T3hKnNnepLCkR2JlpHqnibNUYUiWc3ZHrBrTxFkq4wwA6kW+GD62aqwdAkwHbtfHV//dO/jMz38Fv/MfzvPfYzCU6uKCiueff/42zn7zxykv7s98r+eQrL1yhnJo2P8E4mxGq0ZUREJsZsXZDhBnAOANCURrqOaxAn5uNxjPVjimjl/8sffgH/zE44IauEXUGvD51x841oBOiLOo20XkeeNFMQ2PL0IboZup7GJRCWslYtVIiLNgjbdtm2bTCAAX2xf5YyyIzzXGJvPNRjD3yxRnKTvUGk/mYF1CnJHrIlOcWSxpu12iZhlQ4ozx7a0zyjhjTLqoYw48Sdzv8uN41OthcO4c/umr/xS/6/437r2at4BPvvunMejyJOko46xW4NvpmDgj/J1rWFzmKXf+sY1Vojhr2KJVIwCYB/ixYjGlOLvZuy7067FNI5A7R+tZVo1DxZnm8j/IrqTuyUf/FlCYA8CAp/8iR6TSMT3u9bBYtoX+eJHmnGUozmRODmP4fcQ5xFkU8/bZAqwyinGMOlGwn79xlnv9ZnwIH7p/gds2GpcZk9g1ZhBn/sWLMEJ+DIm1yZgmKM66PMFTJ2MYVSrFIQNuvsFto4ozZ6g4YzrwSpQQZwUZcbZ2HgBweKgWpMRZL+TH4jCtOOsQYspwUHd44rGZyrMTFGdxhN6AP36hYgpzRJJxNvnePMWZZgRAHAtqsxHSCxy1ckVQiFkFHa3hYgtKnMkUZ5rPX3dKnAHAnlJCvsoUZ6OcsziO4XshohEpSNVmxYVJ7iDt714HQT+5PrlWjV25VeMj7QAnBwPJJ7YXijhTUFBQUFBQUFBQ2GZodgZxts1WjYCoOnvlclOwi3ns4PYSeAo7hyyrxm8v84W7+xfL46yIXQv6h32aOBuQ4qRRAPScgtZmT0FiU9ba5B/um7XR2yyKVZ6YMd1J4UVm1ehkKGN3Ck5qpfvAEMmWO0mcRYMB/KtXufcaS3xxcqQ461ffjf/2a98ZE2aeKxZKD797XrDHbbVaOHPmzG3/BgD44he/iJYkaygLlbk9CDKqQ27BgKmnrnslX3HGinyBL2ulekQL7BIFds2SzE0yW8ZtsGo0LR2GyV8Uf2g9Nco4s4hln8HkRfEffe8B/Lv/5Xvw0J5JIXFAyJmUcxc0Bpw8XBcUZ0CiOisPF0jMERWBEfsCcTlGJCrO/Jv5ijNauJThYosnznQJcWfuFYmvjcCQWjWmFWeEOJNknNFzkGWcmVrSjnpsiuJM5wvC44wzjQEDsd/NxfxipZ4vFq3f+Np/xD/6xj9Cy+YJPy3S0bk1QECI1f7IpTKLOCMcmZujOFuPLaxrt684WxncEJSkWpo4y7NqLMmtGueGdniGyxOHhUrq/B78CPCzbwJ/6TrwvT/HH1cypjPGhIVDQs6ZQJzxak8p/D6ikL+OA4O/17l2jcPrs4+ozq4Q1dZl8wjevY+Ml6nsSYMQZ1mKM+/iRegBJd9zMs4IcWY4NbBoch09g5/TohAccRbHsZhx5ibtnekTxVlCnB3j9hsTZ40Rccb3B9qnuPmlQ1RKpSUhByydcdYL+LbghIAb8ONqMTPjbPLZMkec8WOKbkT46ltX8Ntv8/19hG+mLPW1SplTAgKAXTTR6sutGmUZZwJxxsRnqb3F5H5LFWeuC98L8e//4Tfxj//XL+Ozf+traK+68nyzkYWuoDjrIBguOhtY4jmO0B9bNfJjUDi4MxSWIs4UFBQUFBQUFBQUthnZirMdIM7IH/n/9dt8nsH+moOlqvz8FO4+ZFk1fpsoztIF3F0LUijgFWek6rkN+WaA3E61H0eSPWfDZmz0NosisUzT3UmRX2bVqGfZT+0QOOJMF4mzUPN5AmcboJXkGWfehQtJlkcKi/fxLEQvauC/tv4wPvPyH8XLv3lBsGYc4YH3LeH7PvmIsP3y5ctCVt5mEYYhrly5MvP+NaeGVgb3FBRJkb+cYes4tmok1zCDOKPKFKvGF8kKRkF+v2luSta2LYBT4b/fN5NxZkScmUTlYOrZY8MDS2X82z/1PXjufQcBAAOybsEAgz5sYu/aW0XFMZPxhyiBwtXVcfG+GvBkgmnkjE1hCatloji7eYsj8sO1Jvc+zZiR4UKbL+oX94vWlDKrxY3A3CcqIu37UplfUqtGnjgz9h/mXtd6gEZyrbQ4KY4bPj+/pImzULMQkLyhEXHWZ0xc1BH6KMf8tr4nZmS99KXPIIoj9M02fI0nRG+cF8m4keKs6hDirDokzvimgYFuSomzMIqxChMh49tGFnFm0Yyz5uQarg5uCFaNupm6xrlWjZQ4Swid+RFxRs69WCVWhYYNmOKzbNZiCEqcXaCKM9KmRlaNVNXPIXBzrRoBoJsxLwAY29AeIDlnKxF/TQsHToi5xKUFjDwxac6Zf11ub+ddEBVn1nBM05mOxQLJGaOWh6UlGJj0DcGqMWDA8oQ4G3QDYSHJyKqxqZVwOU5UdI6lSRRnI6vG5L6tU8XZgCFKKfLDTqrP0fMuLwmqrPXB5BpTq8ZCWEQU8322ULHglPgfHHgR/P7keuYqzswI//i3XkEWrrdc3Gglx9LLFQQyxdko48wgxJlEzaUN+PYdQmzHI6LU1wE6k0Sui3d+7yYuvp6MqytXuvjGCxflxNn4JKnirIvITa5tnuLMd0OEfiQQZ4EizhQUFBQUFBQUFBTuTWQpzrRttmoEROLsv73Dr25UNo33FgTFmR8ijmO8dYMvBO7qfLMRyEptLuOMFie3waYRkCvO+tHtKca2yo5vGqhVI+tPijxUcRaxEOwOKxB5xZnMqtHbAcWZPOOM5psZS0uYO7YXDHwR8Ju9H0YQSgqrDHjg/Uv4A7/wBL7/j50QCm4A0OmIFm+3g3ZbIqnJQM2qoZ0pVCLzV2FOVIMCG884I+dn1Xl1ldSmEZCry8yMk79NFMr87xwTZ0NSwiBZV4aePzYULB1/97nH8MvPPQZYYn+zhx//wNGkYMg0TSwerq6NleRlokyxrOwSXxwWsEaGybjXG5PDwNYozuqH7hf2uV2rRuvQQX6DacI6lCLoqOJs7ZywuMI4yCtYtBioEcddLU7aerXHLzBKE2eygm83z6qxJypK+gOROFu4OjwZBqw7/PcvX+CJsxjxmHitFvjxZqQ4c2a0avSCCCu6eD4NJ8uqkb/WCy2ADefEpreMcH1zVo1CxtnQqnGuZCGOY9hEsVOuEavCrONmEGdH5qcpzvg2u4QmNEQo2+K1GsPvCcSZZ1DiLEdxNlwAsI8QZ9cM/juPPHxS/KymJzZ5EImz4Po1cX8A3sULMAhJNCLO9hT3QNfIb+3y7RKlRZiYPEtSi78oZMDNb41frxObRhaHsAdriBHj9fgoAAaNIbGYl1k1xnGmVWMcM07FFKXnl45InAmKMzelOCNWjZYvttuiJOMMANzu5NrnE2cxvn1ZrgQcYWTXqFUqAllvOdkZZ3LijB/sQojteGTVCMZEEtR1sXqVH9uWz68D177J75hLnLURDvtfHnEGJHaNdP4JPUWcKSgoKCgoKCgoKNyT0LIUZ3fAqrHtEptGRZzdUygQxVkcA4MgwreX+T94H1y62xVnO0ScVUSC8XYUZ8DGbfQ2iwIhzuLe5M9/qjiLtK1ROt0Oikba8ukOZZxRxdmYOONVNdbRo9AXjqCik4IcAWPAgx/Yg5/8K0/i+/+nE5g/kN1Oy+WtbcMVSdvNgqmb6JTkBeG4TIgqxuSqsyziTKI4i30fcY8v9hUbvLqhamfMjzJ1mbVNirMyVZzxVo0GsWo0jdlI9Y+/7yD+1Z/8kLDdjpOi+/uPTkgLg9pVra6MF8QUCIlvFbLVMGFQFIgzgM852yhx5kc+rnZ4C9O9R94t7He7Vo3WAw+g8Nhj49f1H/sxMCs1vlHFmcsrdABA33cMISEC5ihXHSVzzkKHJxq8wuQeuKTgO9B7CPSEpXKZJi7qIPZ2UcwwGIjt5MjyZJtR4+eY5fM8CegyIM6waqxaVTSMKqj4cKBb6EoUZ4MgxBohzkrQYMnIcQDmQZ7ENCKgMfzJ7eAWAqI4m9WqUcg4G873jaKFltsUrCcrNaKGyoBAnHWHirN5fsy4sEpY1ArfpgwWYR7rU6wa3STXK/19Dv8ck2vVqGmAWcJ+QoinibOL0SKeeNdh+skEw3HZKPI337+WkXF2QbRqNEMHiCU2jYBIQJUWYGspxZk04+wtYEgg0Xwz212DFkcIDOAVJIR7wdTBGAMaxKoxcIHODRwZ3rc+Azzw/chNkb1hpzNR08qIM9KPm4Pm+P/UqtEI+LnIKhjQTQ12wQARasLtT679XCoDrkCIM92KUMLk2h+oF8YLJkb45uXknPRKWVCc2QUjZdVIMs4kalGtz49LQSTO9yOrRkBCgvZduD2+7a4vd5L7ksaBFKkrsWqMXRehZsC38p9P+h1fUDwrq0YFBQUFBQUFBQWFexQsK+NsB6waK3l/5AN47GB9289BYedAFWcAcHmth9Uuv/z8obtBcZabcbYzVo3MNIXCWz+6PeJsozZ6mwVVnIU9BjastlLFWZxjMbdTcPT8jLMdsWoU1AlDq8Zz57jt1rFjQP0I5gz5fWQMePiDe/GTf/VJfPSPHkdj33Ri5+DBg9Alyo/NwDAMHCDKkGkYlOWFclQkfSuHOKMZZ1Ffci8lari5eb4gv+BkKEqkirOtzzgDICgDvaHizBnmGNkaP46aJOMnD48crEHT+f3tOCkcf/C+iQ2dTnLOgpRVo0P4F7ucnVMYBgX4JkOHrkdIE2dra9x7lLSjuNq5ijDmi/yHjr0HtJps3qbijDGGw//XP8fe/+OvY///+cvY+1d+gd+BKs7EI4CVGuiUeAXxXIe/gOGQCD2wzhPlnl4c28BRpcTIphEAPI0hHBDSjqh01lBG2CXFZiTkU6UXY6GwgCcffi/33q1LlDhLzpsxjPPu0jhmidfD1S30JKTNIIjQIsPOXJxdKtYbDTBCBo1yziIE6K3yJIU+Du9juf1UsGocKs4aZQvra6LVYK2WYRlLj5ulOKNWjSs9Pn+0tAho/LXdy9amZ5wRxRkcYuuZR5wBgFUSFGdXjcl3XtCP4L6FjPmknOQLClaNN7IzzqhVowYNRmRhf1m0R6UkMMpLKGiTPiVVnAV9YJjRRomzgpv0jVAHXo2G+WajZ9jyXkAn49nqOZRtI7HvZKLqLE2cwfcRj/JoZRlnecQZUZzphDgbPVsxjQmLK9z+5P7XczLONDNGCZPr8We+70G87wg/1o9zzkoVhGQhmWZrYyKcZpzVbNEpgfX4xVpBJM5VY8UZJLabAxeDLu//2u/G8KLUeTXuA4qp3yAozjpAfwBPkl2qkzxRt+OJijNFnCkoKCgoKCgoKCjcm5AqzkwTrLA99lJpVJzsP/IZAx49uP12kQo7h4KEOPvGJb6QZxsaDjW2p9C8pRAUZ6kCj0dWh2+T4gwQC9ed2yTOgI3Z6G0WlDhDDDhDyyFKnGGKxdxOgM84kynOAlhaBrmzRdBKxKqxK7dqtI4eBeaO4Ij1MredIcS7PrgHf/CvfxAf+el3Y27v7EqoarWK06dPb+q8KU6fPo3qBhdmeJUMS2GZck1GnA37IM04iyVWjZFEcfnUIz+ASmoV+o888CPyE5UV32Vk2hagICjOkt/4Rx/4KfzTj/5TNCz+Opg5Voky2EW+Hy46Fv6PHzmOxUoqj7BBFWdrY7s4k5T07Fr2M4XvG4gjU1Cd3Y7i7EKLJ5hqdg318gJKH/6e8TZjaQnOu0UV2kahFQqY+/EfR+1jHwOjBLNTy8+5K8wBmo5ehb+WDTIMB4EFxDHuW32HHICN7/2AFKXTxBkADPpN/qPEqnE1riKWkMkAcHQZ+KUP/xL27iNkqc/POe6w5l2xDTHrCsARWyQqB4Y842zgy4izbAKYMSbYNS6mcs76azxRqJvDc7fKAqGahphxNgDiGI2ihfV1kTgrVuRWksJxZ7RqbLsBmr0UMaBpCXmTwh62JiUqxwhE4oySjLmKMwCwy9hPiLNlXcfozAaNhxNFlgxjxRmxaryxjJjkZ0a9HoLlZRhUMYTErnFfSaISlVg1FvUUcUbJlpH67maSc9a6xX+X00/6RqQDrwyJs3FOr6YBc0f4A66dB4Dx82sucYbErrHl+mje4lWxUsWZ2xz/nyrOGCHOCqnsS7q4wnUnnWkudc2pVaNuRiiz5HocnS/ix04ewOOH+LHlm5ebiKIYoSM+3/rjfh+Bkeclmt8GABolziTNMK0yHEgUZ4Oe+KFWmOojaZtGYLyYZnLQDthgAJecn2nrqDT4ftLv+KLa2tNo1OyOQBFnCgoKCgoKCgoKCtsMmeJMr1az//jdQlCrxjQeXCoLGWgKdzeoVSMAvDK0exnh/sUy9DucZzUThIyzlGqOWjVuk+IMACof+cj4/60wxO/05EXPDR1zAzZ6m0WhYgl1yqKfFICoVSPbBcSZrdtgSE6YKs5CFgAs3oGMswyrRkFxdhSwK3j3wst4vPhrWDTexonCb+APPfB38H0/fRz1pc0ROZ/61Kc29bmtOE5YlZ+zWa2LGysyxVnStmaxaqSKM2ZZaNT24swPn8HPP/nz+NXv/1V87L6PyU9UZsu4TYqzdIEUmBBnFdh4ct+TCEK+pGbaGyuxWWR+/nunH8Vz7z/EbTMa89zrcG0VZTs5L43x471TzyaPvDBCHJawVuYHheDmREVCFWfTiDOab3akkhS69//SL2Hup34KtR/9URz+578KZm5vvwVjol1jGkMVxKDKF2Kp4sz3bOzprWKudwuMKOm8IWHmpXKUgEm+2Qh9l7+GVKWzgipYxhzyB4zvwpP7nkR1MX9RVX+oOKM2jSMcNEQbQ1e35MRZEKKr8cTc3JTqtHmAv9ZLKe7QXydtaGTVOGWO1kr8+xpizGkhCpaO1vpNcf/ybIsSRKvGZNHN/npBeA66sJqfc7aXrU5VnFGrRrpArjuYYotsiVaNMWO4PrRrrBx+T/ZnMxRnCEMEt3gC17t0GQCgh3LiTGrV2KVWjYsom1MUZwCwnOScZSnOIh24hqSPcs+wc8SucUicHcnIOXNtnjj7E7/yJTz+1/+/aC4TZXh5SbAzbPtt+JGPKI7gUjIxJIqzyuTZVFCcpfIL62FaccYfUjNjFIdWjT/zkYdg6Jpgnd92A5xf6SKULAxxRzaVmgvGSP8lvy2OY7AuT5yFIRATq9+lwtL4GUymOHOJ4gwA1vOIM0nGGXM9QbVbnrOFRSpuxxfyPREzRP7O/+2iiDMFBQUFBQUFBQWFbYZMcbYTNo0AxgU2GZRN470HQ9eSYPUUvnmZXxH/0J67IN8MyM84ozky26g4W/rZ/w21n/kZfKa5hp+4cB7921zyuhkbvc1A0xicCk8+Fr2EsKOKM7Y1DoG3BcbYWHVGibNAS0jT7bZqZBKrxmBtTVDi2EePAgD0uQP47uqn8eMLfx5P1/4xavvyre2m4dSpUzh+/PhtHePEiRN4+umnN/y5uC4nc61aXdxYlhRV7ZHijO+3UuJsnS/iacP5cE9pD37yXT+JD+z9QPaJykiy7bJqJPaVo4yz2E3GooBY2lnOxjoSzSTzXbGoThVnweoaSrYOFkdgRIHpLGQryL0gQhyKOWe5irMpVo0X2zxxdriaZC8ZjQb2/uW/hP2/9Iuw778/9xhbhlziLCEfvTpfWKcZZ65n4v71q2CIYXo8uetXEjKKZpxRxZk7IGpKotJZiSuIUuqWNN7XTs6zNoU4G1k1Vh35eHjAIGQrA3zNQM+TWzX2dL7dzQX55I6gOFufzIkR7dtWSnGWA11ChO0zk/PoEuIs1DAzGZu1GMLUNRyo89f5wgpRsld51dUeNlF7SiGxaqQLCaZbNVZQjSIUibL92tCu8di735/92aHiTLcjMEIqBddJbt/FRC2qxSG09KIkAFaQpTgjBGZpERWzPjkmsaoVFWeEOOsnfcPXNWBI2HCuCXNH+e9bSxawjGw218lv7Bd4e9/Ll24iioFF1iTnvSS1M1wfrMMNXMQkOy0ixFk6P5Yqzvre5L25KI84i1BiLh5cKuOHHkvGrr1VB0sV3p7ym5ebCKiaNo7QCUc2jSIJT39b3O8LWXaAqGQ1dRPzheFYOaPijCfOSNuUZJxpA18gzkp1WyQgu7504cadsGtUxJmCgoKCgoKCgoLCNiNLcbYTyLNqfA9Z3ahwb8AhWQHfusoXsh68G/LNgPyMM1LUFCxhthDMNLH/f/4TePvDH8YFX1xxu1Fs1Eav1Wrh7Nmz+NrXvoazZ8+iJbG5ywK1a5wozvgihbaBbKbtRMFIiow3S5cSldkQy+WkyHcnFGfUphGGAfPgMI+rQVbEzz9wW9/PGMNnPvMZlEqzWzymUSqV8OlPf3pTamZWk5MuTn1e3DhUNnAYZZwJijOxsBe1+Ta8oflQZsu4TVaNtCg6UpxFg6QIGUR8Ed3MmW9loMSZ1xcLkwaxig1XVlC2DdQGXSH3prCUTXR5QYQ4KGGVDJX+kDiLwxAhGVs2qjg7XDmcu/+2Ii/nbEicBXN8YZ0SZ/2BifubiTrF8vhr4ZeSz+ZlnAGAK2ScEcVZXAOjqrQhBm+9BQAoNxywHFX4yKqxWpC3t7063w48EwCLpYoz1w/hGny7awT585wlEGeT/7MOyYcaZZxNVZyJY96e4Xl126vcdt/WZx7jtJKcOANEu8aLK1RxxpOxezAl4yxwBeJMJ3PKVKtGqwQGCHaNVw0DITQsHT2R/dnhuMwYYBRIztl13u7SvzjpuzTnzAoLM1s11lO2e5RsSRNnURihvcqzRyPF2UCffNAx84iz8wCAw/NJW6GKsz6xaiwFLopwUWKEtSrLibOm2xRsGgEgCPl9C6kFSYJSyp8QX/UhuaVFMRzSpXQzRgku/rdnHxorHxljgursm5fWEWg8mWYELtrthOSlxJmjO+PnqBGibhd6SK4BAF+iftxTTMjXgUlIUEnGGQC0giFxphnA3kf5N6k63OtCHwSi4kxCnPU7PrRCQbA6VcSZgoKCgoKCgoKCwj0ImeJMq+2U4iz7j/zHleLsnkSRZHB4Ib+q9KG7hTijirPwzijORthJG704jvHiiy/i4x//OBqNBo4fP44nn3wSx48fR6PRwHPPPYcXX3wR8RT1W4kQZ4URcUYUZ7uFOHP0oeLM7OE/P/Av0SzcwNXqt/Ffj30RwPYTZ7ok48w7z+c4WYcOgQ1X/+PR5/gDPPrx2z6HkydP4syZMxsmz0qlEs6cOYOTJ09u6nspQTNCob4gbiQWZmDaWPU1S8YZVZzpG7EutcoYqRP4bVsPWhT1hsTZWHEGvh9ZGdZ5WbBnIM70OZJ3tZbYxc27LQQ6XyCdSpyFRTRLxKpxOSF2wlYLICqXaYozmnE2UpzdEdTyiLPkGkYNSpzx42evb+CB9cTCziaLM7xCci1o0XdgE+LMJ3MTzThDBTq1Gh59x7ffRuz70HUNlYYt3QdIWTVmKM6WNL7QPzABZrQzrBojeDqvOJoLPGG/NKjibCmlODO7/Gf1GRVnzDQRmvxvXhoq4fptnmgMMn63DEJuZYo4O0yyXm/fqrEnEGcGIc6mK86S86V2jdcMHSv2IcCUZ1EC4LInqV2joDi7MCHO9IAfo83Qwb4yIc68nmiRXV7CXMoeUbD3ixjiCMDNt9BZ6QvWgIVhxpmbUpIXZiDOsqwaPXsOcWpuKPouFhghsofnbWoml6kJAM1BE31fnK88QpylFyRRVbIbTMZkC0BJL6AgclbQzAjHKjG+/zjfxh4nxNk3LjVF4izso7PSBAAwg1dJ1h3+8wAQdjrQQ7FPB5LxYGTR6ZNmHvQH8CSK6PVw2Ob2nBDbJrm+8DowvFBUnMmsGtvJ+dLFG4EizhQUFBQUFBQUFBTuPcgVZ9mWSluJLOLMMjQ8vPcuIVAUNoSilW8X9uDS3WLVSAqHnOKMEmebU+hsBDtlo/fyyy/j0UcfxTPPPIMvfOELCEO+WBGGIT7/+c/jmWeewaOPPoqXX34581hUcVYNkiKXRogz3dgdpYH0SunvLPwe/s3jfxv/7vg/xHohUcXstFVj3OvBe+cdbpt1LKUye/gHgD/4WeB7/izwh39DzPjYJJ599lm89NJLM7e3EydO4KWXXsKzzz676e+05kWCLGJAqSZRnFFlXe0gRoF6WnGWjDNi57aRhSS6CRz7cOq7DwPzD87++Q2AroIPzBIipiEeuIiiGCHj37dKG2ufVoEfq73+dKvGcHUNpq5hr9cSFGd2OZtsGQyJM6o4G2WcUZtGIF9x5oc+rnavctuOVI9k7r/tmMGqEQuEOCPC5U7fwP3ryW+iijPPqSFiGjyLb6uBxR+kT+cmwaqxCmMgzziLfR+DYZ5inl2jOyQMahlEbTXi28HABDRrJcOqMRSJM68P5CzKGCtuh5hvJaoaM4hhBIR8nZE4AwDf4X/zAhKFy6DNkx+RQ9ToOciyagRmUJyRNpVYNWYTZ7HXR0xyD60SsWqU3AMOQ2XePpnibOFd+Z9NEWcGIc78a9e5116O4qzG6ihRe0Bq0wgApQU0CtmKMyAhzxD0sU6U23rQhxEkpE9Pm4xjHHFGFd2dG4DXw/2LZWgMaJFsvlgz4KXImh++v4rv45sqPM0Zt8U6IXCaA1FxxuIYg4gqzib9jqqS3YgfYOt2VbBpBBLF2dPHCtCIsvQ9B/nvOnu1hX7Ef4cR9NFbS8YnphPijPwmIFkApEWiWixfccZvH3TlZHprZNUoe/aRWDWaXoiBzc9p5TkHTonv0/1Ocr508UboKeJMQUFBQUFBQUFB4Z7DHc04y7COOr6/CmuXFMsVthac1Q2BbWg41NgeW7MtRx5xRhVnU2ygtgI7YaP3wgsv4KmnnsLrr78+0zFff/11PPXUU3jhhRek7xdrfDGiEtQBAHrMjwuGuTvGAoeqDAm236pRvLfut77FvbaG+WZjPPT9wEf+GnDkQ1t6LidPnsSrr746Vh7qOt+vDcMYKw9feeWVTSvNRnDmRfvFrg1UbMlctfAg8O4fGb5gwHf/mfFbNNNHRpxFLZ5s0CsbnA8//s+BD/xPwON/CPjErwHa9rTfQkUs0AdGEZE7kBYdrVI2cSUDtWocuBKrxnmeuIzabcSehwOSzBp6vBHiOIYXjjLOqOJsGXEcC8QZKxSg2dm/50rnCqKYL1wfqhzK3H/bMYNVo7a4yG2u9wA9nBBEbKWPeTcpSAvEmVlNSDPGt7XI4Qvtrk9ysgSrxiosX7x3IwzeTOwaqws5xNnYqlE+HsZ9/vgDE2DmCvwwhkeIrYEfIdT5/RthCEiUNyNQxZkRJSRkSfKztBmtGgFgYPHj/xxLiudeh78XsTN7P8sjzg43+PH+wiq5dxVedbWXreYuTIp7XWGbRbLbOpJxg3wAgGjVeM0wUD/yWP5nUxa6VHHm36DE2UQtSvOv5jWJFS8lznQLsKtoFBqI46RByoizaGjX2LpwmdtecFfG2rB+KquRyzirS4j4tfNolCz8wScPo8OAkOSRuSkF3PcdLuGRCv/b2vrceJHHHCFw1gZr6BP1XTGO0SPEWbGSVpwRi0FCnM3ZdZE4YzGYEeNIWSSn33Ogzr32wghXVvnfYAR99NcSMplaNcqJsy4YYmjErtHPUZzRezmQLOoAgHa4iDDW5cQZJcu9NkwvxoDYZMqsGt2hLaRBLKTvhFXjxgyYFRQUFBQUFBQUFBQ2DJnibKesGisZq2MfUzaN9yzyCjsPLJXHeQq7HjolzlLFA48UqKglzDZhZKN3+vRpdLtikSwLs9jovfzyyxs+LgB0u12cPn0aL730knD8YpW/hiU/KUIYESXOdkdp4I4TZyWRVHYJiWkd3TlVDWMMp06dwqlTp9BqtXDlyhW0221UKhUcOHBgQ1l501Bc2Cts6zrAkpXxHc99GrjyMuDUgIWJAm2WjDOapaVVN9h/SwvAx/7PjX1mE7BLYr/wzTJitw9fYltllfLbr7D/LFaNEgvNYK2JJQn5Qq0fx8cd2vUmxBn/Xuy6iNpthGtN/nvn6jlnDlxs8/lmdbsuzQ3aMcygODOXREKg3gVWqsnYcuDWREFHibOBUcLAqnPbNINBs30gddtcn7T3Hq84W0UVjp9thTh48w3gh34fqjmKs2lWjbHLF/8HBqBZSU5Y3wu5RVOuHyLW+f3nwiiZYzOyA/W5ObBCAXGKFF9aB1qS3XVzdsVZ33SQbkFzcVI8D7o80c6Ks/czqiKOUuQWVZzdaA3g+uFk8RFpUzXWQ1XPzn+LXJFstColAJPvnG7VOCLO+PHlqqGjcDAn3wxIxmLdBsKBoDgLUoqzyPO411RxVtcktr2UOCstAYyhaluIwwKY0ZMrzgIANtC6tgJgMscU+pN+4afmdW7hl1VMVHSdVD7b2nlgz7vxN37kBH7/yYP4nedfh9ec9CfXaaDWPg8gUTbXa/wiq5bewGgpArU1XB+so0f6b8U3EMTEEjcv4yzi58u60wCNF9PMOOHu6HMsgFrRxH0LJbxza/Le5WX+nIygj856C0BZIM4oGQgkxBkA6KGHKPVcHeQpzmYkzmLoaIeLqB98v/gmIcvjQQemX8LA4ueJUl0kwt2R4qzKE88q40xBQUFBQUFBQUHhHoRUcVbbIavGDMUZ9dFXuHdQyCHO7pp8M0BUnKUzGkj+zE4ozkbYDhu9OI7xiU98YsOk2Qjdbhef/OQnhcwzatXoeMl1olaN1l1CnFn67BZdmwHNwwGAcI3P17GPHRP22QlUq1U88sgjeOKJJ/DII49sKWkGANVyAz1yeXsOhByYMRgDDr6PI82A2TLOImLVuFPWxRuFrmuwi4TcMstDxZlYALerGyPOZso4q9UERV24uoKGT2UMMUxbPvaPVEZxWBKIMyBRnVHFWZ5NI7DL8s2AmRRnTmMOvsZfo5FdY9Eo4YHmlfF2gTjTioJSolSz4RjEYixdeA88wOVtBm/FVdg5dn3uUHGWa9U4Is4yiNKI9LmBxaCZSZ4UtQpsex1A44vic1Eo2iGnwBiDeYAnlRbXY5QJl6sZ0USgN4OdcpeM/5U4mfPDHk8OyJTBWchXnIlM38V0zhnNcgRQC1eEbeNjS9S1hQrf4TozZpxRq8ZrhoFocYpVI2Nju0azwCsL/RsT8sm/fJmz4jSI4qyCunhsgThLbE8Llo44TH4jzTgDUoqzFZ4sdtwJceZpk3bsUPX7HJlvhzlnjDG89/AcFvfwbcF1JqRf1O6gHvHzd1Orj/9P1Vlr7ppg1Vj3xQGTzzjLJ86qdgPFAf9cphvDe0OfY4d4jPx9doNYiOqBC78lt2qULV4YE2cRfw98LxL2HSvOqFXjQFTHjdBi98ntksmzgxsGCE1RtVues+FUiHKv4yOOY+gVvo8q4kxBQUFBQUFBQUHhHgRzdl/GGf3DTOHeQSHHqvGBuyXfDJBYNaaKO9SqcYbV7FuJrbbR+9KXvjSzPWMWXnvtNXz5y1/mtlHizPaSIgS1ajSt3UGcFY18G9HtVpwx0wSM/GshWDXeI6jZNbTJ5e/aLJs4y4CQceaKyqhwnRJnu5fQpxk2ieLMhUcUZ1rkQy9mkx0yzKI4Y5omkFjB6irKhDjTWAiWoSYeBBPFWWAwtMkjSbC8LBDExgaJsyOVO5hvBgCFOcDIuP6FpJhetE2sEuvRuU5SEC4YJdy/PiHObI8nvAaxI2bz1G04RBntptU7PZFkWYkrKPhiwXr8PW+8ASCfOOuPrBozFGe0zyUZZ4nirEfs2dYG/H0HgEYYAVQ5R0DtGhfXgVKfL65rVup32tP7eFvj56vyUKoTkQUlRmn2+Z4SZ3F38rtKtoEFkguYzjnzjRLaRG1U8SRZX6Nj98WxrlDhiZ3ZFWf8fgFjuOnMME4O7RoFxdnyMuJhXqp3ge+7scaPJaVY8j2dZen3FC0DcZD8xlBLcjG5Y4+IszZPP3CKs9SCGOH5de4o/3rtHPeyMs8PZjxx1kYlXOXeX2X18f8pceZfvoLCP/sinn05AouG5LTHXwvd0GA6k3Ok80MAG348/D1mCdfWdMGqcWxfSp9jh3iM5Jw11/kDGGEf4dDuWFCcOTLFWfI9esgTZzLFWZZVo5dDnK2XT8rtksmCtm6oYUCuuaYn5CNV7oV+hMCLoFf4+3snMs52x9OxgoKCgoKCgoKCwj0MTUac7ZBVo0xxVnUMHJ2/S3KuFDaMPKvGu1pxFqQVZzufcUaxlTZ6zz///Jac0/PPP49Tp06NX9OMM923oIcmdKI4s83tVXLNCke/s1aNjDFoxSIiYiU4glYuQ19Y2NZzuFOoWlW8UwD2NCfbeg5Q3iApPUvGWdjmV9prO5T5uRk4ZRPrNye/wTfLiAbXBJJLD1zht0+DRebngYQ4AwC9MYdwdVIADlfXUPB4yzimZRc2vRRxBgBrFSAd/RPcvClRnIkF2DQutS9xr++44oyxxFpv9Tvie0PFWdHWca5QxZ7+hCyaG04ljlbmiDOqOAtgoF/gM9JKdVtQybppXzZi0xjFDOsag5Pt1Ijg5k0Eq6uoLmT3iYniLIM4I/aoCXGWkHg9ojhbHzS513YUoRDHUhu5NKwDB5DeY2k9xnKNZ010K9UmZxhH1glxVhzZkbo8cWCWZn+Ooeq0qN9HHEVgw0L/4UYBtzqT419IKc66gwC34jlU2KT/l3OIs4icJ7NMlMk9mkqcDZ9l5sMIZhzDT2WiXusvY08lx5IUmCjOCHGGMERw8ybMvXvhX+RtVl2TP+9CJPn7oMu3ZZSSvlCydMTh8BozBs8AnNTQNCbOXJ4MKrgTUtlLzevTibPz3MtKI5s4CzsdgehcSanp0iST7cX4gb/5n+B0A/wxAAsthn99SkfZ49ttoWpyObVUcQYAblSBqa8gNov45oUAzwpWjSPFmbyP0YWNbs9Hmr4xgh7Cjg7UAGbwx8jKOAMwU8bZYnERDAyeyYBUfpznZ1u8rxsPy98gKtNepAl2t8Xh9XTK4jNov+NBL/LbQ397nwFlUIozBQUFBQUFBQUFhW2GXHG2Uxln4h8Zjx2qc3/4KdxbyLdqvIsUZ1kZZ2HAq8+AHcs4y8Lt2Oi1Wi2cOXNmS87ji1/8Ilop0ocqzgCg6Fegx/y4YFk7X4yQ4U5nnAGiQiEN6+jRe3bsrNk1tIr8b3MLxoavOc04QxAg9nimgBKTemX3Emd0JbxvlhLFWZcvQurhYMPE2SxWjQBgNOa51+HaKiySgRQZ2e1yTJwNlSGrZX5ffyusGit3mDgDsnPOikkxvWQZWHXkirMT1uPY350U8ylxBgAt8htLczYKRCXrplUdxN5uFRVY2hr0bI4TADB4801YjoFCRex7MWIMxoozuRaC2qMOTIDpfUDrCYqzls8rzuaiCAyYSpwJirMmBKvGcb4ZMHVxixdEWGfUWtiFG7gwCNlklWcfL4TcyjjmstmOzPPF/YsrqTwyL8SNmCeQHfcGskCJM82xUSKuDx2JyofDkGzQIKrOrnauSj5AUEmIM92OBDI9uJ7kmnkXeOKsbfHtxQwl83CXKM4kVo2AqFSKQoZBVIQb8c9oTj9t1Th51hOeXxtyq8YRBOLMTivOWlhqfoN7/yKb2G+mbQ0fOxfD6U6u94e+lVy7IrFqLFaIir9gCErfkV1jJ7bR69uC4kw3h/clww71kX1VGKlj2jF/fCNwwYYqMqo4yyPOqOLMl7RFUzOxUFgQM86CHOIsFC1Nk4Pxfasf6oLirDyX3D/L0aHR69jxoZOc0WCQ/ffNdkERZwoKCgoKCgoKCgrbDJniTNshq0bH1KCTP0ZUvtm9jUJGXpVjajg4dxcpDbMyzmS5EDPkp+xWXL58GWE4pZg2I8IwxJUrKdVEwYBuEIskvyIozgq2GM5+J3CnM84Aec7Z+PvvUL7ZTqBsltEktW2vsvF2ISMeqeospMRZyqqx1Wrh7Nmz+NrXvoazZ89yRPCdgEMKpYnibACvzf8mI3TBnNu1apSPA3qjwb32r9+gsVQIjezynhcSxRm5z8HyTYRNnkDR57IVZ37o41r3GrftSPUOWzUC8pwzpgFOHUCixl5x+Gevx9gR/Oz7fhYfbj3GbY/jAIbFX9NO+SD3uly34Zh8e+/HPhANCaMub9W4GldQBFHuADD27eNeu2++CUBu1+gyYFRHz1ScUavGYTPTrBVBcdbxeUvKuTBfDTOCeYC/FkvrMUo04yxt1ThFcdbseeiZ/PhveX00B01BoVeo5KshuXOQjUc5OWdUcXYd/HfZvTzijD9RJiHOZrVqBMScs6vdGYizoeKMMdGu0R8RZ0Rxtl7gxzJNpuoRMs5Eq0ZAJM7ikKEVLpGNEZzBREHrs8n3OVMVZxcm/Qtyq8YRXRiuLsPy+fnj6/Ekm3YuZb26hziWzrcAFsco+DxJWyCLkZjG4BByZ0SctSMLcVgSMs4mijM5ceaYOh7ZN/lekTjrg/WS/ikQZ8OxLo1JxhnP4AUSxRkA7CnuETLO/DCbsGp1M56ZNI1rz27EBLvbSiMZ4xLVGcmL6/jQHZLvOdj5hUuKOFNQUFBQUFBQUFDYZkgVZztk1cgYQ50UV95zsL4j361wZ1Cw5H/m3b9YFkjUXY2sjDNZLsQdsGrcKnQ68uLJZtFO2eAxxgTVWVFCnJm7RHFWyMooGuLOK852ATmwTdCYhm+8Z9KPQga8+fjGbSllqqs0cRbHsdSqcZQX2Gg0cPz4cTz55JM4fvw4Go3GOC8wjqdIdbYBBZJh440yzjoyxVk+8UthFfhiZBhECCX5V0aDLzYO3ngDAekrg4wFE8BEcYbYQhwZWCMC3f6VK2hd4YvyeYqzS51LiGL+PO+4VSMgV5wVGuP8nYQ445+9Hgn346dP/DS0b7/Nbb81f0AYOyNC3JfqNhxCCLmMTQrixKpxFVUUIeaeFd/7Xu714I2EOKtKibNJH5jZqnF42pq1ii5RmXT8Jvd6brSIY4OKs/kWUO3x/XMjVo2rPQ89snDC6PewPlgXiDOnPPvCs2nE2RFiW57OOOsMAtyIedKatXnCeIw4RkzsU7VCQcgZ7vshwih7HFsNJm1sP1GVXutkfHca5QlJZRZmI86ahPGMPclzYoZVY3EGxVmLKpKidejRhBTkFGfTiLNwAKTuAVWchUZhPDZGTT7f7O1oPy6Hk7E0rc7a0+TviREB1S7gTFGcAWLO2Uhdt+abiINStuIsI+MMAB47NGnjNmkuRtCH0esCiMSMM1sklcMMxVngybMW95b2ihlnUfb80lr1s+fmNHEW6nAzFGeAaHvZ7/jQC3xbDAk5vxNQxJmCgoKCgoKCgoLCNkOvkCoVY9BrO6M4A4CPHt8z/v++moMPP3hvZvQoJCha8j9w76p8MwCg6qNRxpmsoLfBHKbdhHJ5a8+9QsYbmnNW8KvQY76NUFXancJuJ87se1hxBgBXHlnAX/1DOv7NUxr+8id0dO5bmv4hAilxlrKOi/t9wOcLzL/vJ34CzzzzDL7whS8I6sswDPH5z38ezzzzDB599FG8/PLLGz6n2wEt5vlmCZHMqjFwperyPFDFGSDPOdPn+OK9++abInGW04cH4wI8QxwWsVbii5Ff+fVfx9u/93vctn/4mU9nkpUXW3zhveE0ULnDdrkAgJpEcVac2FyWbNGqMbiZWNAZ73yb276y7yiK1XzFZaI4yyHOiErnVlxFMealLTEDCo/zajf3raHibEHsS/3Urcu0auxTxVnyIc1cQZ+oTLohr8iZG6l5/CnE2UH+WusxcOgWJc5mt2pc7XjokcUycbeLtcEaHJ8ctzT7nMlsG9B5MiaPOLu01hsTW91BgOvEqhHt6/IvClxExM5OKxQExRmQEHJZ+PrVCblxO4ozQFScBdeuI/Z9+ClVOgDcKpPsK1eiROrIrRptQwPClOKMTNEyxZke8CRcrlVjeQ9AnwtSdo3lORvUPdl1kj4/UlqN8NvRcfT9yW9LE2dLTQiYbwNmQBRnMuKMEj5D4mzVNxPFGSF74ikZZwDwWGqBo6A4C12Ybg/QXDDGk19Sq8bO7FaNALCntAcDch+9OPvZK/Aj9NYzghtT/d4LmWDVWJpL3XuJ4sygrOHOr51RxJmCgoKCgoKCgoLCdsPctw/Ou989fl166sMbzkK5Hfz1Hz6Bn//Bd+FPPH0fPvsnvku0QlG4pyCs2B3iwbsp3wwAqC3fSHFG7W3MIqDdvW364MGD0PWtOX/DMHCAKAEExZlXFRRnek4+0k7C0adknOl3WnF2dNu//06iZtXwrcMMX/xuDd/ZzzZFhjDTBEz+PqUVMFRtBgC/+8YbMx379ddfx1NPPYUXXnhhw+e1WQjEmVUGggADojgzIk/43dNAM84Aec6ZThRn4coKQp0QZzldeBBMiqtxWBQUZ4u6jjkyBv3Hr3wlk6ykxNmhyqHsL99JyKwaU8SZbWhYK/CF8OhmQm6VLn6H294+dJ+w6ICiVLdRsPmL6TJtoiQhKp3VuIpi3OS2hbYJ+13v4rZ5334bse/nKs40lmS2yUCtUSeKsxV0iVVjP6RWjbMpzvR6XcgzPEpcDDnibIqd8qrEqjHsdqVWjXljNAVjTNift2rkz8sPY1xbT65fdxAIGWdoZ5BXfl8kzopFlCX3KM+u8bcvTVgWqjibKeMsRZyZEqtG/+pVgCxOWK7x7cVzyflFIdAjSsmhso0xBptN+tQsijPd54/laZN+Jjy/Miaxazw3OZahoVTnCVfXSRYahG6INO//legERxynbQ2XmiIjM9+OYQRkIZIkN7ZQ5reNrBp7cBCHRRRI+/VGpxsOgJBfRDJC2lLfEhRnPTi+K6jNgClWjSEhSDOsGvcWRcWZz/IXEazf7MvfSC1q8yJNzDhL3TvBqrHrQ7emWJvuABRxpqCgoKCgoKCgoLADOPyr/wwLf+pPYfFnfgYH//7f39HvtgwNf/yp+/FzP/AIDjXuoowrhU1BWLE7xENLu0ARsBFQxdnoj/4BKbzfxWozAKhWqzh9+vSWHOv06dOoVvnCsNSqkSjOjF1Cpu8KxVlextmRe9eqEQCqNt92NqsiogtD4lQhP5JklnUiuWWUDN1uF6dPn94x5RldBe8PFUZeh5cRGPDBqPRhCnRTg6bznxGK1gAMknEGAAEZH3s5S/E9SpyV+e9cMgzUCHHWHBbXZWTlxTZPnO2KfDNAbtVYnFw7xhh6FWK911pH2G6junyZ2z44+qC0SJ5GqW7DMfnxwtXYJIeTEGcrcRXFiG//cdGB8/DD/Dbfh3f+vFRxNiLOqgUTWob1cuTyRWx32ISZuYoeKZa75HwaM2acMcYEu8YSsaTjM87yx5LVrmjVGHU6WHdFq0attLHn2DzibKFsoUiemUZ2jZ1BKFg1on0dkNnS+X1EIV9iZ4UiSrY4t2YRZ0EY4UvnJudGFWfXutem29WmrBoFxdn164JNo1ey0SJegl4/4L+ntwpB6jO0agQAR0sTZ3ybjEOGVrCH22Z5fL/wU/O6dGGfQJyd515Su0bXHt6zmCEOk/MJY4b/Fj2Cvh+Of1vNTpw/WBRjURKlOd8CNEFxJj6DCBlncdLWe7ARhwXBqrGfHlYycs7uWyyjbBvQYsCCmHFWkhBnju5In6FGxJkWEavGHMWZkHHG8sfCTOIstbDA8zUMbN5tJa04cwgB2W97YLELpt8BmVkKijhTUFBQUFBQUFBQ2AHo9ToW//T/goX/+U9saLWsgsJGQYtAI9x1ijODKs6G1QdaaLiL881G+NSnPrVtx6Fh9rtacUbJUoI7qTgz9uzJJdXuBdQsvqi1VcRZWgETEuKsE4aQl++y0e128clPfnJHMs+oNdeEOCOKM22jvyIhH6hdo9SqsTEvbKNWjb04m3zkibMSVsmQaWsaTEL6NcPJZyhZeaF1gdv3cGUX5JsBUxVnADCoiRlA3d/+CrQUeRuBAfc/gFKO4swMOtANTRiz+oxNFGck42wFVRRCfv5ixSL0Wg3Gvn3cdveNN6WKs5FVY9XJHgvjHlEQDZuYZq2gRxRng4haNc6mOAMA64DkeqcwznICpls1dkWrxqjTQXPQhE1EORt9hhaIs+6EcGCM4TBZUHZhNXlfatUYekMiiSBwEVPFWakEQ9cSO8MUsqwaX77YxA13Mh7sJ8RZP+ijOWhKPztGKZVxJlGceRd44mxt0YGnk4yzmORfdYlNIwAUJ5bvRX0yb1ClUmLVyBNn5oBaNU4+JF341SAWyYQ4K1PizJmQnaGf3JPX4mNoIWmDIwWuqZmomBU0OoApGb7n2zEYJc4kZDolfMaKs9gBoKPo8u2imz7djJwzXWM4caAq5JsBgBG4KAUumMH30RohpUbIVJxlEGdJxhl/zr7Gj0UG+GO1bmUpzlI2nlEVMVn8VK5PLobMqpH5XV65egegiDMFBQUFBQUFBQUFBYV7CLIVu46p4dDcXUbY6sQaZkSc0ULDXa44A4BTp07h+PHjt3WMEydO4Omnnxa2l0ihp+BXBOJM2yUZZ1OJszuYcXYv2DS2Wi2cPXsWX/va13D27Fm0CIn16OKj/OsF/vWsEIizXjZx1tqA2iyN1157DV/+8pc39dmNwCnxbS7UbYSaCa/PV/MNtrnfQYkzmVWj0RDJHkqcdXOuI7VqbM4wZDZD/jzSZCW1atw1irPivDhvFIliqFzBQOOveedLX+JeXykvoDxXzc04c4YEBrWX5TPOeILgFoooRHyB2RhmXDoPPcRtH7z1JopVCwZRLE0UZ3KbRkC0anRHVo1mC+0BIdViXsE9N6PiDICgOKPgrRrzG91aV7RqHBFnzlYTZz1eqUNzzi6MFWcBbqGGiGRMSe0a/Z7EqjH5zRWSRdfNICy+9OYyBjARxMl8vBSE0MjigKk5Z6YDOAmBQomz4OZNeO+8w227McfgE+IMIMpXktWHQgPQJ7+paNYQD6+RT6boUCuiHfK5ygWXJx791IIYqdU4VZytnuNeVuazibPIS67lV6LJ8xW1a5TlmwHAXEtDHBGrxg1knPWQjB8Fojjr2Kl2kpdzdqgu5JsBieKsKFGczTniPAGkiTO+IwUZVo17inzGWQxxvlk0+XY0i1XjICTnF4ecHS6da/sdHxh0oNuKOFNQUFBQUFBQUFBQUFDYIsgUZw8slTNtnXYtKImSpTi7B4gzxhg+85nPoLRJRVOpVMKnP/1pqVUcLf4W/Sq0mCrOdkdpoKDvXqtG69jRbf/u7UAcx3jxxRfx8Y9/HI1GA8ePH8eTTz6J48ePo9Fo4LnnnsOLL76IOI7xYw/+GD5238ewt7QXzz30HD569KOb+k5WpIqzSYEvIhlnrXDjSq0Rnn/++U1/dlbQoigA+GZJWK1v6psr7tGcM3nGmcSqkRA27ZzrSK0aQ52hldPVvChCT6Lme+211/BbX/otXOte47Yfqu6SjDPGRLtGojgr2gZWHV6Z0fkv/4V7/Z3aAVQLZq5Vo9VfQxyGgjWaq7GJnTAhzm7ohpB3ZJWTc6E5Z+4bb4IxhtoCUbRpQ+IsR3EWuTwRklYB3XL5exeA74+NUTvyxfwkCvPgwdz3OatGM5/sWpFYNca+j3Zn9bYyzmT7i8QZP+ZfXE2Ihu4gQAADt0CUPC3+GgIAfBdRSImzpG2UbELUZijOXnzzJgCG5lAZZQLYQ/r1tY7kuymGOWdGkYxJUYTe7/4ut+li1RMUZwAZhzqEOEvZNAJA2TIRh8k1poozzzqAEPwziOOu8fukFWdbYdUoUZz9dnRivK3vp4gzuy7NNwOAuZ74bEkVyIBEKZXKOAMgWDW2nDRxJlecAcDjB+tCvhmLQ2iRh5LfB9N50q1O8sNGiDrJd+gRVZzJ56zF4iL8lOIs0kxE5Nlr0Xybe51t1Ti5hn7Ez2NG3OX+LqE2mG7XBzxFnCkoKCgoKCgoKCgoKChsIWTE2V2XbwaIVo3hIPEQugetGgHg5MmTOHPmzIbJs1KphDNnzuDkyZPS94s1atVYgSFYNe6O0kDB3AXE2T2kOHv55Zfx6KOP4plnnsEXvvAFhKQIG4YhPv/5z+OZZ57Bo48+ijdffRO/9OFfwgsffwF/5bv+Cmyq3pkRWoG/humMs+4N3varvUnFGQB88YtfFFRzWw27YICRRQe+WYbv8edtZAuAcmEV+PHa64sEmF6vJ6RQClQB0ArCTOtKL2W7GAfJ+LKaMyWs5ZBw//Bf/EPEJO/oSGWXKM4AYOnd/Ov5B7iXJcvASoG3XwtXVrjX36kfQK1gCmNnGrbXRNR3BZWsy4bEWeABg3XuvRUzFkggq5yci/MwUZy9+SYA4PC7eeLvkpHcy3yrRp4Ycq1J21n1JoolN3ARMb6YPlGcZRf0R5imOGuOCAKrDGj5c8xaz0PPFMebwcoyDDJEsEL+PEExjTgTrBpXJlaNAES7xgzFGbVqHJ1nyaKKM5E4u77u4lvXkrHsN8Inxtv3kUUuVztTFGfAmDjTrUjIhxq1qxHOVVxEWoiA8Wokz02NAVRxlspRAxJ7xThMxhVKnPUskVx1BvyY7afUa44laSdzxKqxd4vLuq0KirNJn4l8DYPYxNejSY7grMRZZcAPkgyRdCEFVUq5I8VZbIPFEQpkrlhLE2c0szcFmeLMCPpgAOwogAm+j2YSZ6OMs5AffPwMxZmpmSilsiADQ3wmWiLEWWsGxVkYU+KMP39BudfxgUFbWTUqKCgoKCgoKCgoKCgobB1kVo0P3G35ZoCoOIsjIAruSavGEZ599lm89NJLM9s2njhxAi+99BKeffbZzH2oasKILRR8viBkmLujNEBtzygsPT+gfiugleTEmX3smHT7bsULL7yAp556Cq+//vpM+7/++ut46qmn8MILL9z2d+dZNTavXOHeux3FWRiGuEKOt9VgGoNT4qvBvlmGT+zjzM0SZ8TGTZZxxnQdeo1XvVDirM8A15cXGFudCVEwUoaslbMVyM0o+558+Zu8PWbDaaC8m8bg7/mziZUcABz9MPDAR7i3i7aOFacq+eAE36kNibMcxZk9aCLqdYUxq8+0hHQi+WYAsG4EKHh8kX5E6lDFWbC8jGBtDe/7waM4/tQB+A0T/6Hg4ZY+g1UjUZylbdfawY3x/9eI8gfYWMbZNOLszcrwHGdoH6tdX1CcAUB8S8wT04obW1xCx/QRkTACtWq8uNJDHMfoDomFG6Tgj/Z18UsCV7RqdJI+WiaKs64n9vEvvzVZUPDXgk/ib+GPIHrqL2L/fd/H7UfVnlIMiS3GAKOQP75en0vO2TOISrGfY9VY4q0Xi5Y+JuQF4kznSTamt2D7/O+fqjirSzIUU6ozatXom2WEWtJ3I5/h5fhBDDDpy2mrxjlnDnua4uGBZJFRGo7Rkzo3UMJnpDjrwkEh8ATiZdVJbcnpZ/tqDpYIQa4Hk7m0FPKkm4w4iz0P8XCyohlnQYZlKADM1Sa5dL4p9jdq1eh2fencBXtyDUPwBLSh8QR2gWbFdXzEgw4MpThTUFBQUFBQUFBQUFBQ2CoULbGgdlcqzmQkSTC4ZxVnI5w8eRKvvvrq2F5P1/lCkmEYY3u9V155JVNpNoIszN4O+ULhblGcqYyzrcHLL7+M06dPo9udXvxOo9vt4vTp03j55Zdv6/sF4iylOPPX+GL9ZjPORmi3s1fsbxWoPZdnlhBEfAHV3CSnO4tVIwDo8xMVRQyGkKgBPRZnWsDdXJlc85EyZC1n2GzmkJnGEn++uybfbIRDHwD+zDeAP/0y8Il/B+j8mFG0dKzOQJzVi5bUlm0Ee9BE3OtlKM46gk1jBA190xVtB4cKY+vwYTCbv6eDN96AXTBw6g8+jEuPV/G6PbkvWYqzOAwRD/gCeZo460QT0md1wJNSehyjGg2JPW8Gq8YD+3Pff3VkvTbDHL3aHcDXDPiMn++0laawb9bihiywaVaNDZ4YaA8CrPX8sTLsRlznD9iSKc76OVaN/G+S9dMX35iQUyF0XH3of4T2zM9jX/0+br+NKM4AMeeM4vqQE6Q5Z3zGGa8SplaNJctAHCb32CPNssd4siQ2mjDJKaUzzmQLv2A6QIW0tRRxVm6Izw0ju8bQ0/B17T38eynFWc2uYWldrjgLDf65uaDL5xpKnAWw4ccW+rGNoi/aYN4qzGbVyBjD/XW+7Rpp4iwg+YSSjLMw9Qygz6g4A4D52r7JfkRxZrEuavp1KoKWq85SpHlEiDPT4Pen1zGOYnj9QFk1KigoKCgoKCgoKCgoKGwdaJEGAB7acxcSZzISJfQkirO78LdNAWMMp06dwuc+9zmsrq7i7Nmz+OpXv4qzZ89iZWUFn/3sZ3Hq1ClpphmFaemwHEkxKgXd3B35dzQviOKOZZyZ5lR1xW5BHMf4xCc+sWHSbIRut4tPfvKTmbZ/s0DLyTgziVTrdhRnAFCpbH//p1ZcvlmGTyzUTIlF7iywZiTOjLlJ0THUbYDx5bwBy85O6vQnxduJ4iz7nPKIM2uJJ5MOVXZJvlkaTg2Yv19qD1i0jFzF2XKhjpZdQq1gQjc04d6PkCjOevKMM4nirKdXwYz1zLwuZhiwH3yQP1bKVq/l8v2mWsggzlyxUJ8mzvrxhARpuk1uv3oYYTwTzKA40+t1DEz5YgfXBF4tDtuKla8Qi+MYa10fYEywazRXRbKCEvPTIFo18r9tf92BQZREF1a64/50XVCcyTLO+oLibGzVSBVnpJ96QYT/+jbfXk49lJBT+8s8YXS1OwtxNlF55RFnYdFGe3gpac4ZZxlLSGCUJFaNGYqzPvi+FhlNWGSY8rVk7DQ0BlPPoCkaRPGdIs5MSxfzsYbEWeQzfEN/jD+nFHE2Z89hqSn/Sp88Wxb1del+NOMMSFRnXTgoBSKZdJNTnOVboh6q8P3LCCb3qRTyn63ZJIsPQNSdzL16xA8+eYqzhRRxFpB8QkdrQ587gPIcf27SnLMUaR4REtUy+TFNZoPZ70MRZwoKCgoKCgoKCgoKCgpbh8WyjYdS1ozv3lfFocbGCk27AjTjDAACF/BIIe0eU5xRVKtVPPLII3jiiSfwyCOPoFrNV0vIUKzlZ1Vpu0RxNpU40++M4sw6dAhssyFWO4wvfelLM9szZuG1117Dl7/85ek7ZoBmEKUzzgpEYdbOsQWcBsMwcGAHCE1aGPXNMkLw2yzJgoVZMCtxpjfSmTNiPxkglmYnAQBLjaUzWTXmEGf2Hn4s2XWKsykoTVGcfaeWtKfq0EIzK+fMHqwj6velirPYbQtkQ89sQDObcIjFZ5qot2nO2Rsp4qxPiDNHPh6l1Z3j46SaqscmyqZVl1eczaX74gwZZ4wxtOoL0ve6DvC6ZSMCpi5u6QyCcQ4ftWssNAkRaFtg+sb62rSMM0PXcGCO71MXV3sTxRlRykiJs6AvZJyNsh4Fq0ZCWPzuhTWB9H764SFxViLE2QYVZ0YOcdbdUx1nJwrEmbtBq8Zxxhl/DdyIv5+BhDjzhgtipDaNI8wd5V+niDMAqDRoztlQcRYVcN7m+xVn1chKaGQ0dc8kijMmWpsCyRhOczDdqII+bJSI4qxnAWtG6nfShWAEewvEajuYtF1Kys3ZouIs4hRnxKrRyyak9pb3YTBstlRxZrMusPdRVBf5PrN+U6JSTWecaXX+LYdvCKalC7bhrqurjDMFBQUFBQUFBQUFBQWFrQNjDL/60x/Ax993EB9/30H8yk+9byZl0q6DTHEWDO7pjLPtQl5WD7CLMs52qVXj3WTT+Pzzz9/x44wKxiOkM840UrRuhZsvip0+fXpTRPJGQVfCD6waIo0ozgpbQ5xJc2IA6I1JUTSQ9BMvR3HmFCdj5NiqMYfLyCXO9vLE2eGqJH9oF6NoG7nE2dv1AyjbBoyh8iVr7HQGa4h6PSHjLGQMwWBdIM5caw7MbKLA164520HnYT7nzH0rrTjj722W4mwacRZqqwiHBBnNOGuk+6I/3aoRADr1Ren2rgO0dQ0XTGPq4pa17oQUpMTZHJnuqe3iLKAqYkqcAcDhhphzNiK4bsSEkGjNpjjTMhRntJ9+6U3eCvHRAzUsDZVG+8r7uPdaXgtdf4oaMK04y8k4W5uf9GVKnPnp9tYhxFmZV5wV01aNVHEW8eNFUCTMMQBPTz7k5Kl2KXG2eo57KRBn9lBx5uyDSXx004qz+Wb2/ONRxRnkxBljYg6mG1XRjW0sMP739mxgTZ8t4wwAGsR63QhTijOf7+t1py58PupOOhC1aoyiGGEg//17invG40Zg8P3H1trAvsdQI8RZnlVjHAORzp+fUxRV7UJe3EBXijMFBQUFBQUFBQUFBQWFrcXBuSJ++bnH8MvPPYbD8xsvNO0K6BKVlCzjbIoNlMJ04my3ZJxZmgUGOclrMAMa2/7zlBJnx45u+/duBVqtFs6cObMlx/riF7+IVqu1qc/mZZyFJJOsdRuKs0996lOb/uxGIBTzCvPCPlZG5tQ0zJpxZqQVZzp/fQeIETOg48o/Cz31HZGNOGJYzVGcrWUQZ8xkMBv87zxSubsUZ0VTx4ojWpqN8J3aAdRSpJRMcaaHA+ihi6grZpwBQN9rC1aNA7s+VJzxxWJecfYw95737bcRD61NqeKstgHizE83MRbiei/JOVsb8ETAXPq+z2DVCAC9xh7p9s7wsrxmWVMXt6z2JgV9atVIiTNdZqU7BXRMj7vTibMLq71sq8bereRZJA2/jyjg5yetkFyEaVaNLxLi7HsfnpCR+0o8cQbMoDqbUXF2LcUH0oyzwciqMY4lijOeLC2mrRpJs3Rjvn94S+LYOZviLNuqEQAq8/z39J3ke0JjQSDkuIyzFdHadHxeguJsBciYr+gc0Y8q6MPBuyp8m+jbQFOb3aqRBfx4wWWc+XwbrNt14fN5ijMA8DPsGveW9o5JUN/k5xtH6wB7HxWIs/Vb2VaNXlxErPH3qFgV77dwHcOyIs4UFBQUFBQUFBQUFBQUFARoGkAVRuFALOjZ917G2VbjbiHOGGOZdo07YdMIyDPO7hbF2eXLlxHeZmbYCGEY4sqVK5v6bF7GWbTO58S0N6k4O3HiBJ5++ulNfXajKJSJYsGREGfFzbVPwarRld8/vTH5TmrVOGBJcbXryYmzAacqYIgGxqYyzqxFC5TXvtcUZwJxVhUXcNiDJhggzTgDANfrCGTDmlMD0/zMjDMAcN7FE2ex78M7fx7ABjLOCHEWOw4iYpd3qX0JALDap1aNqXbidRPSZArc+SXp9q6TNJTXbHvq4pbV7qSgLyrO+HPQC5tQnBWnK86OzEsUZ96IOBMt8NC+zr8OXMShPOOsTGxc04qzK80+3rrBkydPPzy5po7hYJ6MN9e6EsVbGiniLC/j7EJlQhp5Ot9uxlaNXgegOV25Vo38ri7jr6uni5l1/tB6c0NWjc2LHIlFibNxxhmroEAU9WmrxtLNbIKYKs4K2jrgS8ghAE5RojiDjftJc+3ZgKtp6I9cIKYQZ16PH9PTxFnR4/vGNKtGjWScAUDgydvHnuKeMQkqKM5GVo0L1KoxW3HWCcU5syR5LqW2yP24BkMRZwoKCgoKCgoKCgoKCgoKEhikaBkMgAEpvCirxqnIyukZYbcQZ0C2XaNBrPG2CzLFmX3smGTP3YdOZ3ou0UbQbotFzlkgZJz1tlZxViqV8OlPf3rHLGgFq0a7IexjlPJzBLNgEYvHLKtGI8eqcTC8DFlWjR6x44oGBtZLQFY5Mos4e/ADD3Kv5515lMy7S/FbsnT0DBt9XRwT160SbhVqhDgT97MHTQAJISwbr1y/C3RXuG037KRPCMRZiqjXazUY+3iFkfvGm4iiWLi31QyFY9TnFTTMKSDy+fZ6rnkBALAqWDWm73ucSRKk4S3KFWe9YXd4zbamLm5ZTVs1mvz1bJAhSDY+T8O0jDMAONzg2/GF1e5YGdZCCf2YtANKnEmtGpPvzVOcUZvGetHE44fq3Lb95Q3mnBXngaE6O09x9lZpoij2DF6N5I/GIao2A4CSxKoxEK0aYzB4Gn/tB5KcMH+4QGpDVo2RD7QmCzuyMs4iTyTk+v5k5LNvyO0XAcCnVo1aM7NPFIpixlkvdnCIkD49O9lvrDqbknFG5wMjmPTvIhGQya0aN6c4WygujPPqfJNknFkBUD0gKM46awOEPplVhn2/E/HEmem14VTFccEhi1TcqKIyzhQUFBQUFBQUFBQUFBQUpJARZ3SF7pT8FIUZFGe7JOMMQKbizNLyf8NWQatUoM9PijzMsmA/+GDOJ3YPyuWt7QuVyubUnJojt2qMowgRIfd8a2OEU6lUwpkzZ3Dy5MlNndtmQFfBxxpfiNXCAYyCvN1Og6A4y8w4m5AfIekj3khxNitx5uoIdYZWBgchI85KpRJ+4k/+BLftSPXusmkEEsUZGMOKRHX2ndoBgLHZibNeT2ov2/d7AuFw0xra0eUozgDAeegh7vXgrTfRdgNB/FUtyBcSpNWdAMAcB5HHF63Pr18EAKy4RHFG1Z8z2DWGS3ul20dWjW9YlmD1RrHWTVk1kjm/SniKdCbcrJiFOKOKsxutAfxwdNGZmHPW5smreNBDHBHirDhSnFHibNK/XnyDbydPP7QIXeOPQ+0ar3anEGeaPrZT1K0YTJcTD5drk/OgGWdj5SvJ6oNREBSEWYozz6ogJvbK/ZgnlJPvTj5ElWEcSgviIqmUXSNVnHlWFRHTEXY6KORYNWrX+d93vZ78G0Ni1aivZ2b/OQW+g7pxFT3Y2GvwY/KIUB7nnE3pY3Q+MILJ9xcHk++0dVv67MQpzuIILObbQuDJ24apmYiG7TYwCHFWqybjJCHOEAOtFdJhh/dsnRBn9mANdlEcgwVb5KgKZsRg2nT163Zh9zwdKygoKCgoKCgoKCgoKCikQXPOgoG4QlcpzqZCZjeWxq5SnOlyxdlOWTUyXcfSz/4smGkChoHFn/kZ6LXsTKTdhIMHD0LXc1btbwCGYeDAgQOb+qxo1ZgU06J2W7B/+78+91kcP358puOeOHECL730Ep599tlNnddmQYt5FEY4GOcZbRQ04yz0I4SBWMzU53IyzkaKs4yMM0qcxYPkO9cyeFFKnI3IyrDKb7/bbBqBJOMMgNSu8Tv1RNkzLeMsTZwxxuAQUt8NukLG2crwNucpzgDAfte7+GO98aZg0whkK85ilydA9GJRIM4uthKrxjU3J+MMAPzpxFm0R8zgAiZWjZ7G8FYsKl3SWOGIs/x+xDajOCvNojjLP+4NEOKsxdslRl1ROTTKeixZfB8fqQcHQYivfIdvJ6dS+WYjUMXZtc4Uq0YAKCeqMMYAsyiOJ7FtcXatocE3zLFVY4dXxKG0mBw0hYKlIw6LiGPGZZwNLH7eZBrDIOSJswhAwGawamRMVJ2libM66adMg2vPIWq14JjZxFlwmbcj/tah5LcFRhExUbknirMM4szhr3E/qqBUrqLg8f1xRJw1R/P0NKtGYt1rhHLFmSzfDABCslBFZ/wckaU4AwBmJ33RJ1aNznBhkVUwhLlRsGscLmxrRry9pzNowimLz1WCVWNUBWO4ozlnu+fpWEFBQUFBQUFBQUFBQUEhDao48zpJzlkaKuNsKqZnnO2M5d0syMw4o3l324j6j53GQ1/973joK7+N+T/yh3fse28X1WoVp0+f3pJjnT59GtVqdhZUHqhV44g4ozaNAPDYhz6EV199FS+++CI+/vGPC8SfYRh47rnn8OKLL+KVV17ZUaXZCNOIMz1wwZytUZwBctUZb9UozzjrZBRBPaIkevjouwEAa2V5v19LEShpsvLSkHAZ4e5UnCXta6UgFm2/U0uI4lpxiuLMS3L64iEBU9ApcdYXlDqregAtimGTWysozh4mirM338R6nyfOdI2hmGFrF/X4wrVecBATq8bLncsAgOaAJ87qIVF1zKA4M2o1QSUGAN0U//Va2BLeT4NTnJn5xNlWWTXGhMAv2QYWypIFJsP9rsfEnrVNiLO+eK1G46Bg1TjMTvv6uTX0UhlTjAFPPSgSZ4LibJpVI8DlnBkFcVzw981zBFihyP92rz9SnBGrxrJ4fsnv0xCHxbG9HwAMCJlTrFoIPb59+ro+Pg+qDBNAibPVc+P/2u03YTH+HrhOI1GcCVaNyW+L4xj+5cvce986PCR8LfG5Msk4yyDOLKIsi2p49FADUYef88aKs7FVY74dsmjVmMo4m4E4SyvOAMBg/FzgZ2ScARgvBgmoVePSZEENVZ21bhHizCwCYGgJirN1FMriOVPizI2S+3AnibOdMQlXUFBQUFBQUFBQUFBQUNgoaEGuJ9r8UNsgBRF5GWeMAZq+e9bUZmWc7SRxBmyuQLsb8KlPfQqf//znt+Q4m8Uo22eEEcEQtUgBXdfBikUwxnDq1CmcOnUKrVYLV65cQbvdRqVSwYEDBzZN4G0VCpUpxHPoQiuIBeVZICPOBr1A+E69Xh//n2acecNadZZV4yDgi6OLtX240ASnOBkfO47R1zQ89/t/Pz71qU/h6aefHmfJXWhf4PY9VDkk/b7djJH6Z1Wy4OLt+kEAvOKsJFHr2kPCaURSOYYD+JMCuBtHwIBv6yvowyZqM2C64ixYXkb7Bk9eVB0jM99vRFKPoBeL0AJe7XG9dxl+5KPj80X7QkiIC09OEnCfsQxcLzZwH1FgddLE2WAVP4FsrORYNVJsBXGGKELsugLBf2S+iFudhI340NVX8Ude/3WETMM/euzHsLyPWjXyvzeWqNhGijPRqjHppy+SfLPHDtYxLyHvhIyzaVaNAEecmZKcs86eCoBJu6oSm98xeU+tGkviODcipuKgDM+YKJw8myenS3Ub4YBXYPkp21uqDBOQozjDO19CRS9hJZjkkbrOPKLlt1Egivr+kCwKm03BOvjNAwwRRJtGi3VhMD8748ziye1eVMWjB+qI/jt//P4o42xWq8ZeNnFWSBNnknwzQEKcaRGQag5BjuLMKJQA3IRPrBqd/ZNrXF0o4Ma5yVgnKM4YA6wyOqFo1eiUxMULYsZZMvffyZwzRZwpKCgoKCgoKCgoKCgo7E7MRJwpq8ZpKJRNgCEJ7iDYTTaNQDZxZuk7k3F2t+PUqVM4fvw4Xn/99U0f48SJE3j66ac3/fksq8aQEGd6pSIQANVq9Y4TZRSmpUNnEcJY3leMcADmbM6q0TA1WAWDU5ldfbuJ+h6+WMlME3qthnB9PVtx5s1m1Vg2k4KljDgzajWsrKwI98ANXFzvXue23Y2Ks5Itt2rsGTaulpLibpo4s0sGDEvjsoCcYTbYyPLPIfejr4ntZCVsCflmgEjqWIcPg9k24sGkKj548y1un2ohexFB7PKFa1ZwYLMlbuh3wz7eab4jfNYJyXGn2MgBQMHScENCnHGKs36+teBab3arRq248YUyMrIt6vXGxNYIRxpF/O6FNVQHXfzsy/8GxSC5Bz/ze5/D1w88zh+AWjX2KWEAMDt5fhm1uRH8MMYgCAXi7HsfXpKeP1Wc3erfwiAcwKZW1mmUJ8cyJMTZ6jw/n9ZJnuXYqrFLrRp5EhbAWP0YhyUu44xaNZZqFqJbvGPAKN8MmGLVCOQTZ+e+jIr+AUKcNYAoQjnmSa2R4swnNo0hA5brQLMMBERxVtASlWkWcWYZfQCTa+pGVbznUE0g5iaKs+lWjTLbXp1TnE169ZxNiN0hoi5P6BoGOOIsT3FmF8uIwYT5xt57dPx/QXFGiTMAsMvoB5Q4a0IviX2Zqrv7I+JMWTUqKCgoKCgoKCgoKCgoKBDQwpAizjYFTdcEC5wRdHN3lQV2g1Xj3QzGGD7zmc+gJClKzYJSqYRPf/rTmYqWWUAL0rHnIQ5DgTjTaruLIMuDbWQXGBPF2eYUiowxHHqEL3qe++Yt6b56I7GLu92Ms+qYOBPvsbW4KCUuL7UvCdsOV+7CjLOh4uxidQ+3/Y25w4hZMhamiTPGGB5+cu/4dalzBeWh1eGYOCNWZi7tO0zDircCR4wqE0gdZhiwH3yQ2xa+TYizjHyz5Jz4wrVWKKKozSOOeVLilVuvCJ81ImqNPN2qsWDquFEUi/bdwuQafKe/jG5OXlraqrE/TXFW2LglahZxRnF4Ptnvg9deG5NmALCvt4LQJYRem1d9RX1eSaXZ5ngMpYozAPjWtTbeuclfE1m+GSAqzgAIJLaAKYqzK3V+TGhU69xrzw0TO0tq1VgSyb2RFaVAnBH7wFLdBgYkS21DxNkx/vXa0Kox8IALX0FF58/VdZLxshzw98YdE2f8mLZSBUKdYaUCeBY/BhbHxJlchdkZrHOvvaiMxw7WhYyxScbZdMUZtWkEADPDqrFmy3NYBcUZseXOU5zZpWqibmb8M6JdmfQFSpwJijMAsMoYhLzVqT1oQpMsNqHPqYO4hCjWFHGmoKCgoKCgoKCgoKCgoCBgmuLMLAGS1f0KIrJyznab4kwRZ7ePkydP4syZMxsmz0qlEs6cOXPbOWKy4nbUdwWrRr1yFxFnpkSuOYQeDMZ5MJvBscf4gvnlb61KlQBj4ixDcZZt1cgXHStDJciqJB4ybQmZxoUWb9O4WFhE0bz77ExH6piXFx/Cy4sJQdU2C/h/v+uj431qRNH11E8+jGc+8QhOHm3ifb/39zAqPU8UZ/nEmV+cx+pghbNWAwBYFpgpjms2yTnTz32He12V2HuOELmEwCkUULJMxB5Pbr1ykyfO4qAIn5E2nEEScOdq6rhRbAjbXXvSX2LEOLtyNvMYK9ucccYKBS7PC5ATZ0eGxNn3XHtVeM+mwqD29XH+GSBR+tmT+ZZmnAHAv/8mT7zNlyw8ekBOflSsCipEATU152yK4uxchT/fxRqvCIqjGIEfAR1KnEmsGq2UVWOqOVPFmV3VYJAcPV9LEWcbzTjrrwH9JnDldwC/JxJndtIuSz7fJ0aKM4/km92oJ21ktcrgmfyCrLHiLMO+tNnhn00jWKiYOqL2lIwzrwNEclJIlnWph3LibM7JUJwR4s4wydg0yCakCqU6AkPsb3Zxcs+qQsaZizgi99isI4z59mt7TelzgpgnqmEQl2Eo4kxBQUFBQUFBQUFBQUFBgWAacWYrtdmsuFuIM0ffHRlndzueffZZvPTSSzh+/PhM+584cQIvvfQSnn322dv+biYpbsf9HsIWX0TUd5klYx5sO5s4M0J301aNAHDkxDyYNiloBn6Ey99aFb+nkRRHQ2JnN1acZRBnXsgXHWtWtuJMn6tLj/HbV3+be32sdky6327HSHEWaTr+8of+GP7Is/87fvqjP4+z85PfUy/yY42mMTzyoX145MEYRjgpwo/s+SjZT4mzG6UGYsRwfNKGMkgg52E+58y5yNsq5irO+nxhnxUcFC0Dkc8TI5Q4i8ISXEqczWLVaOpYlijOljS+Lb526zXp54Mwwnp/IsWbmnFW2gRxxphAuFELOwA43Cih5PXx+PK3hfeqHZ58gd8D3InKKOrzSiotRZwVLZ3ydvgPr/JWj08/vAhNy1b57i/xqrNr3Xz7y2mKszcKvEJqX11Uknn9QFSclcX9iqbcqpFmnBllwCRDlJea16dmnNUPAyDXqHkBeOfLAJCpOCsRe8VRxhm1alyuJ//KFGcFrZn8J4NMXmuLKmG342cSZ0099VszjukRBXGMGHo02ZYmzupE3TcCVZyZFv+8F/jZirNypQHf5BffaFoEM2U9ShVnYRCh0+RXCHTjvaCwB03pnOmUxLGtH1XvaMbZ7npCVlBQUFBQUFBQUFBQUFAYgead0KB6ZdM4M4pVeUFyt1k1ZmWcmboizjaKkydP4tVXX8WLL76Ij3/849B1vjBpGAaee+45vPjii3jllVduW2k2glxx1kfYJlaNdxVxll3U1sPBpizkRnBKJvbdzxeZz70iFmKNvUnWUWbGWZbizOeLjvVhHo4s40ymOAujEP/54n/mtn3Pge+Rftduh2VoMPXkXsZMw7XSAnomfz2p4mwEeo+jXlKUpmNWnxAg14pJO3doxpkjbzP2ww9zr8vXLkKLJgXurPMDgJhaBhaKKFo6Io9Xhb2zzpNxcVjCgJHzmdmqUVSc3cf44nkWcbbW4/0rt0NxJvtcluLsiRtnYcYimdBorgvb0J6QVxGxIEwrUBljKFm86uzqOn+fsvLNRthX5nPOpivOJsSZVQmg25PfZBw8iHMO/3v2N/jjA4DvhhKrRjHjzNA1WIaWKM5yrBr1SgyTXFpfmxCMU60aDQuoHeS3rZ4Dzg2JM40/14E9hxgMBY8QZ8Px0L/EWzUuDxVnKxVRcVYcE2fyjLO11k0w8D+u3/YkVo3Jd6zpqeeuDIJ60CPjOREuOj6gDxV8sxJnBmmHfo5VY6lQFhRnhgPOxrlYtWAQMo7mnHXBt20j6CHWPDBdvN+6ocFy+O1uVFFWjQoKCgoKCgoKCgoKCgoKAnSikuoRFYZSnM2Mu0VxpqwatxaMMZw6dQqf+9znsLq6irNnz+KrX/0qzp49i5WVFXz2s5/FqVOnbivTTPhO2xat0fp9ROvUqlHiFbhLUShk9xM9dKV5LRvBscf4gvT5V24hIpZXtR/+ITDTzMw4y7JqpIqzupOQdOslgJYjDQlx9nvLv4dVlx97P3L4I9LvuhtQtLKtDoFsYooqKSdWjfy9p4qz63ZyvyhxFmXk4jnUqjEMcDBlmVfNIc5GKrgRNMcZEmfzGZ9IEAcleBpVnE23aixYOs5V9+JGYaI6Ky4OcDzkf2w2ccbv18tYODHC1hFnIik4X7Lw9HX5eS6tXgOK5BrmEGdUTSPLORufGwM+/KBISKWxccXZhKzQdGD/k01YRw/DfvhhaH/5f0VM2uiB2j5oJP9q0HWBPnnmklg1AomqLg5LiDWGQAMiZsAn5BMrhbDIEJW2apyqOANEu8YbrwOXvw4AqOjL3FuxpmNg12AT4myUceZd4a0al4drF1ZlijN9lHEmEmeuH6LXbcHReHVZf7UDhIRMG1s1pn5rBkFNrRopoQRgbP86Z2dYNVLFGbF5zcs408MOfGrVSLonYwzVBZJzdou/Rh0h32wdQc69pnaN/aimiDMFBQUFBQUFBQUFBQUFBQGCVaNSnG0WxVoWcbZ1hMlWIFNxpoiz20a1WsUjjzyCJ554Ao888giq26T4YoxJ1Dk9hMS2Sq/dPYozp/j/Y+/P42S96zrv/30ttVdvZ99Pn5zk5GRPyCZLICEQEATCYlBBRTYFcW7mp94uM2qYuZ0ZfjgztzrjqAiyzICKspnAKCCIbEZGISwJW3KSsydn6bX2quv+o6q66vu9rququk9vdfr1fDzyoGvprqu7aznUu9+fT/wb336t3NyjdAHs4Kw4W9UTR8ygMXPNNZr8q79U3WpIVdTecRb9JmilZjfORuU6rhquo2lrDZ43EX4D9jOPf8Y4ffnE5do7ujf+m1nnsn12KY3EjEK0w5egNe7PHi9bcsy3Wk/6zftOxg7OUtH3GW98XP4Oc7zZJdOdhtFouseOM2tUo5vNKJvy1aiGW2HdgnpOFddunA02qrHhevrNp75Of7fnKfrS/qu062nndZUVJJ2YP6GzxbOhzz83b17Py/fey7jU4MzJ9W+cBYWCnnLq4cjPnzh3SkHWGjk30wmvAiu0tp//cqn4+9xT9k1oPBv9+ty2K28GZ8fnjsdcsyU1ajT287vKOvjO/0eXfOyjOn3IDADHU+PKJrJKWaFKZSo8Lla56GZcNtEMziSpkpDKqYh9bdlqeFRjV5M8kxwgorCDs6//mdQaX5hxp+VbTcdSerNS5fCoxqBeV/WEGT4uNM5GHVWsnXIZZ6r5QcRYxYdPzSoTFJV2zefrwtnw46czqtHVwp9FlGdD15OkshWc5SKmBrTHNY6nxyO/Rjg4M5/bonZptrmlJ0KjGhup8B9n2OMap63G2VzVPLZU+bzqPYLkdN58LNA4AwAAAAAgih2c1aw9IwRnA4ttnK2zUY2xjTNGNQ4Vu50TFIuqz5jjwdyRIQrO8vFv9HmNspxk7ze++xnbmtXETvNNyke/Hh7X6O67RIG156fdOKvUGyrXwm+E2sFZOpHQaKtRcdb6FXibzTfVgyDQpx//tHHenfvvjP9GhkCv4Gwk7cuL2TXlZq03keN2nNmjGltPsXbjrB4zqlGS0ta4xgNdIU2vxpk9qtFJZ5RLegr6Nc7qOVU8K5SK2b3ULdV6/Xh8dIfecdNP6P6nPF2JTEMHq1VlGub97ltnvxX6fDs4y43lQ23Vbis5qnHuH/5BiXo1dL4keY26yta4S822wswgUKNsfp6bNX+3vRpndxzuPaZRknbmzFGKJ+f6NM4cJ7yPbO505Oe2v3bCCmSr01P2F5UixnJKzeZhUGv+e6ziS+Wktd8s4aril0KjGrt3nPUd1SiFg7PpxztH50j5lBlWlVKblCqZv+tita7a6dNS1fydnR5v/u/ZEamaMIOzdKMVikU8Jh48NqWMyso4VuPsfPi67eCs5jiaa9/PYwJqu3GWG0mpYT02FoKziFGNQaMRup8nMubrVLUcH0g5pVOhUY0VvxS63qgVnIVGNVbNF5lUeUr1VPxzWCbUOBtVIlvX+B3XaPPP/Wzs562U9fUvZAAAAAAA2rzovVwLGNU4sGEZ1Wi3N9qS7oUFE1hdocZZsajGzBA3zkbi738Jt7Esoy7t1tmjX38ydB37zVSps+NMim6d2WFayvcW3mj9wpWdx7+TzSr/rGcZ1/3W2W/p1Pwp47xhHtMoSbkeIcZ4Nv4NXTsMCSoVBdVqeMeZdV84GTTfoM9UzNGb1WT8WEJ7z9kBo3G2iFGNmYyyyQEaZ7VcaATooDvOuuWc5hvrnqQrrdbZN858I/T5dnA2kU/LzcW3zpyY8Zb9hIKz+fD3Nvu3f9vza5RnrZ9PO8ysV9Som79z1zrOXve5Zx2KHn/YzW6cnS6cVq0RPZp1QdeeM0md4Mwa87gj12zS2aMAK9PWXrfs5ubcxwi5lN9pnPlSxWqcZcdTKtVLStTMx0DFu8BRjZaRcfPnXEpvUiIiOKscNcc0lhLSTOtXNpNJqG49phPtVlhEcPb1o9PKOaVQ46w4ZT4Wy75U9zr3k6n2jq8BRzWmsglVrJZqthy/4ywqHE7mzH9T13o1zuaPq5ow78dFPxzyjdmjGu3GWdl8PKfKUwp6BGf2qMZSY1R+uqGdb3yJtr31rbGft1LW17+QAQAAAABosxtnNhpnA8tGjPmRhqhxxqjGoRIe1VhUfdZ8Y9Edph1nI/HPRb4fxF62GAeuNYOz86cKmjptvvlZKUYEY13v2dt7zmr1hqxVaUr67sIbrZ+42dH/+xJXp37sWbrkIx+Wb41q/PRjZttscnRSl45fOsi3s271apzF7TeTottOjWIxYlSjteOs3nwj2W6cVVPxwVn6cK/GWY9RjSUrOMtmmt9vkFCjGjE+ryWo51WzG2cDjGq0w46sOo2Uqyv9g7PzVnC2KZeUm49/XXdzSw3OrLagFSo0ymXNfe7vjfNq1sjN8nkrHJ9tBcrVgho18zLHur244GzbSEpX7er/BwR2cFYP6nqyEA7WDaHgrLkDzA7O2o2zpNU4q8xZv3+7wdYlk/AU1DMKAqfZOLOCnPx4SoVaITSqsXvH2UCNs00Hel48ssMMiEvpTfIK5vdRqTVUPnrUOO+JcS00HZNB+PeRKLe+RsSOs3bjLLTjbNYcG1m0XkLOe63714CjGpMZX0nrj02yZSnlpSL/3RQVDidy5nNONW7HWaMuZ/bxUONszpkOXdUe1Thj7TibL5m3mSpPKUjH/yGK3TgrNVr/TlijP5RbX/9CBgAAAACgrV9wlhqeN97XWvyOs/X1tkDsjjNGNQ6VcOOsoMa0GZx5K7RjbSVkxuJDjkR8jrEo2ydHlbGaoY8+aI5rrJTMN1MrChR0vWc/ZwVnlXp4FFeqKziT4+hLV7r6zkuvV3L/fuN6kWMa9925LO26tZRNxv/CFh2cFQqh56zuUY2BpJPV5pvNdnBWSQzeONtSmtFouflGeK/GWVAw37R20umFoLBhjxrs/rx6TnX7zfdK/1GNCc9VoqtFk+8OzqzG2bfOfEtBYKa4Z+3GWTYpZeNHWC7XqMbACs7mv/hFI0xryNFn9zzFuE7ZCrEXRjVWSwqs4MzNmW/yx41qvP3yrQM9niZSE6GA9sT8iZhrt280elSj3SBdCM7sHWdz1vebM4P9bs37mNsc+ZkIj2rMjSVVrBZDoxqN4KzP7kFJ0kSP4CyR08iePcZZpfQmecVwgFR87HHj9NmJruOomv+udBpVqdAKwap2m6qm7z85p5zKocZZad4cBVmyfr5TbuvfXoM2ztK+MuPmzzVTlsZSY5H3oajgLDliPrZiG2fnHpWroqpWcDal8N47e1RjuVAzvve5gvmalipPSekefzQQMaqxefAEZwAAAAAAdNA4WzaprC/XC7+5MjTBGY2zoeLYY+2KRdVnrVGNwxScjce/Ye8v013TcR0duMbcRXXECs7sFkLVeviGgrNaODhL+q7G0+PGedPlcJPg+1Pf12MzjxnnPWf/cI9plC6gcZaJaHUUiuEdZ11vYs+4jgr15pvudnBWSsS/viX375eTMi8/MNMMSnrtOGuUzB1Ebia7EBQ2qvF7zoJaTnXfbpz1H9UoSWm/8/PMOZ1g4eqy2biZKk/p2Jw5Iu98wWqc5ZM654VbPW0rteNs9m/MMY3f2nxAX9t6mXFe+cSU+UXbLcBqITyqMWeGL7lU9H3ujsv77zeTJMdxtDNv7jk7MdcvOBuwcZZvN86sUY0F8/enXPyxZlvBYFDLtRpnVnA2nlKxVgw1zireInecZSakVMzrxv6naWSr2fQrpTfJLYTvx+Vj5v1wtmvcYKZq/rsyWZlTvdA6NmtU4zePTysIpIxTUsZqnJUKZihVtR635xdGNcbtODM/P5n15Y6Yx5YrN0PVKHZw5qRSSmTtHWcxwdmpB+V4gWrWqMZzwZNqBOZrysjmtBxrr2N7XGO93lChaL5Ipcvn5aTjn/syefMYS+0G4Br9odz6+hcyAAAAAABt7DhbNo7jRO458/z11R7J2m/ethCcDRd7x099elqB/ab+yBAFZxPxb9gnl3Hc6eR15r6jk9+fUmmu89f7dgthKcGZ0ThrOV8+H7qe3TbbkduhqzZfFXvswyK3xMaZk0jISZiXRzbOukb8nfK7mixWcFbu8Ychju8rdak5EvPAdDPwWNyOs07jLKj0CM7qOdUT1m6xQYOzriCyu3G2u1bXhMww5JtnvmmctnecjaYDHW2EWy2SJNcNhYmDCu846wQgQaWi2c9+1rj8C7uu0ZHRHcZ51dNn1ah2z0V9QqrXpFopNKoxHJyF73O+6+jpl8W3uGy7cua4RjsAC4lonDWCxuCNs6LZmFIufhdbthV6BfWcKr6jcnLc/NRWcJa0g7OuxtlAO84cJ37P2SXP0shm67GY2iRFNK+q1o6zwtbOa5HdOEtWZ1Rthz9WC/PBY1OSFNk4s3JjNazQql/jzP4jiVTGlz9htkaf9lBD46noEawNa9Smm8spYf3RQDWucXbqQbleoKpvPicU3BmdL5mvFZ7namST+bicaQVnhemKJPOxkSpPyYn4I4S28I6z1u+DxhkAAAAAAF1i2kcLkrnel8MQHZytr7cFGNV4cbDbOdXTp0PX8UaHZ9Sqn8vKr0WPrkukB3jDd0B7Dk/I7wrigkA68s1O68wOzupW8G3vOCvHNc6s4GyqPBW63mce+4xx+jn7njP0YxolKRvT/pGksUz87h0pqrk0HxqhV+z6GZ30O18vbeUQxR6NM0lKhfactRtn0cFf0GgosIIzJ5NZaAP1G9Uoq12i6mDBWXdTKOt0gjNH0tWu+WZ3v+DsaPUfNJOwflAtbja75Pufm4vfcTb/jw+oMWOGHl/adY2OjmxT3XrTvzzT9bMPGs3wrFpSUDNfR+3GbT4irL1x/0TPENR24Y2z0zpbPKtqw/z5xu44K1mhSt9Rjc1deRVfqtiNs7FW4+xCRzVK8cHZgWdpZJP5WGx4SZUj9kI2Thw3j2NHp7UVCs4qc6rFNM4ePNZs6macstKO2TizJpWqYe3n67fjzH6uT2Y85Z55m3He4WPSVd+PfrzYjTM3l5NvPffVyuHXB0nSqW80G2fWHzJVvYJOFU6Frm7vOWs3zubOm+mhW6/IrxUi27ttsaMa2XEGAAAAAEAXv/ebmEoOzxvv60F2LPxGrbeMbZnlYL8J3UbjbLi41hvHtdNPhK8zRKMa3XRKiZggIZFevsdQIulp75VmwHHk653gzG4hBEsJzryI4Kw0ZZw+OnNU3zn/HeO8O/fd2fPYh8VSRzVKkpMLj/zrtePsZLbzGpUum/u9Cl7v17e0tefskumT8l0ndqRdYFdc1Aywc+0dZzGjGoN6Sgp8BUtsnHUfT05mq/Rqq3lkB2fnjeCsoQfOfUTFmB/LUsc0Rn1ud3A2+7fmmMbjOy/Rmcy4ql5CJ/JmWFSesV6fZk42RzXajbO0+fwX1Ti74/BgYxrb7MbZUoKzk9bn+K6vzZnm/SKZsUY12ncnu8HWpXtUYzkhla3nl7hRjVWvKzgbpHEmRQdn2c3S9quVG0/JzlYLZU/Jrj8QStUq0rmz5pV2dn5WWSs4S1RmVF0Izsxguh2c5VQKN86qrrof8ZWd5vP61MKoxsEaZ8mMr/GXvERzW8zH6a1//YPQ7kApOjizG2exO85OfUOuH6hqhekNFXR6PvxHMKNbzetNn2kHZ+bzQao8JUeS3+OxnLGCs2qQVT3waZwBAAAAAGDo1zhjVOOiDHXjjOBsqNijmGpW48xJp+Um+wTj64jj+0pUI3bRBA0lUsv7fUxea75Z/9i3z6lWbb7BabcQZAXfs6XeoxpdR/KjgjOrcWaPadyU3qQbtt0wyOGve9kljmqUwgFMUOy94+xkqvMmt904m+8zijh1+WHj9P7ZU5pIubGtK3tMo9QMztpNnrjGWVBvHaPd4K5ENyxt5qhG8xiuTpvhzbfPflu1RvM+GgSBznYFZ/7It/Vk+biKMT+WXi2VfuKCs6Be1+xnzGbl6euftvDxkVGz5VUuWGH/7InmqEZ7x5ndOIsIzm6/PH70YRS7cbboUY31ik5O/cA4a0d2h9zWaNFQ48yeAzvoqMZEWnXrvp0bT0bvOFvsqEZJ2nQgfN6BZ0quK9d1lMuZv4tCLWWEctsL4VGg7u7OWM60veOsOqtaMRycnZ+v6PFzzftRVuXQjrOG46vhdl4b6gf2GJefXxjVGLfjLBycOcmkvvoC8/ufOHJOc9Z9WJLqdnCWz8lPmb/TWrWhoGGFbrOnm2M9XU8N6/cYqBAa9SlJY1vM+3t7VOP8lJm+plqvM3568MaZ1BrXyI4zAAAAAAC69PmL/LX6C9RhNQzBmf0mdBvB2XCxd5zZoxq9IWqbtSUb4WDCq5flZfsE/Is0ec0WYy1MrVzX8e9MSZIq1tgxxwrO5svm5ZW6GZy1mxfj6XHj/OnytHHaDs6eve/Z8tzlG0m5lnIX0Diz79eNQiHUku0Ozk517USzd5zNOf0aZ4eM04lGXZdVYvZ/SaExjc3jzXR2ujWyCmrhpkd8cDbXnBXaR7rrNSTnWI2zrNmSKtVL+kErvClW612NyEDJTZ+XJBVifix2228x3IimoCQVvvp/VD9n/kzrz7h94WN7z1lp2jq42VORjTP7Dwe2jJift3Msrcu3Ly4IiNpxFtU0WpALN8ROnTeDs135ztdMWiNnK1XrsdAjOGuHs0Etr2oivHOrM6rRPN5KawRz0nfluQOO4YxqnB141sKH+XFr1J+yynY1c+3gzNu8WaNjnZ+V3ThLVmbVqLqqVx1jVOODx5vPmZ7qSjnVUONMkiqJzr9R3UvN457y4necBUEQCs5SrRGtDxyu64SVgT/5u7+noGE+1w/SOJMi9pyd+kbzfDdiFHqjoNOFcOMsdlRjTHCW6LGrMJUNPwcXnS3SGo3rXl//QgYAAAAAoI3G2bIa5uAs2S9Exbpit0PsHULuEO03a0s2SqHz/HpJTo+/nl+K7GhSOw6Ybz4/+mBzXKP9Zqpn7ayZr1ijGqvmm6Ipv3l9u3E2V51Ttd6sRJ2aP6UHn3zQuPw5+56ziO9gfctGtH/aFts4a8xHjWp01X4L+6TXecM+bQVns32e07zxcVU2me3Dw+ePxl4/qnHmpNPGaMpGNdw6C2rNN8idlP1GeRAaTRelezeVPapxU3aLdud3G+e1xzV27zfzMo/Jyz4uSSqmogOUlRjVaI9pTF1xhbYfPrhw+rERMzgrn7NChpkTrR1nVuPMClifdnCL9kx0nifefPvBRe9r6w65JKlcL+ts6WzMtSUl0lLafB45OfO4cXpHbkfX1a3GWWD9+6tHcNYeRRnUc6r55m0mnKr8pBc9qrHVOBt4TKMkTUQ0zi7pBGejm63HY2qTxp3ODe+cN4OzxJ7dxvNheMdZs0lWK3hmcHZ0SlKzbSZJSacgV+Y3WGuPP/V9ZS651LjsfPsPESJ2nNWrDTWskDGZ8aXvfFLnz35Lf3Gb+e+28ve+p5lPftI4zw7OvFxOiYj9jrWKNc73VPO5v+yE/33tBNGNs1ErOJufKqtWqWve2nGWqkw1v5dU/POs6zqyX1KL3uLGmi6n9fUvZAAAAAAA2thxtqyyYxHB2TrbcZZwEwujo+zzMTzsUWU2b2QIG2cK75DyauULGiEX58B1ZmBy5OtPKgiC0N4b32qJhEY1xjXOrOBMkqYrzQbF3z3+d8b5I8kR3bLjlsEPfp3rteNsPKLt0C0qgIkaL1tuhSIn1QpagiDUOJtVfIC3cJ19lxmnb3zkq7HXbRTN0MpJpeR4nhEUNirhPWftxpkb1eCu9h/XaOw4sxpnSuZ19ZarjbO+eTYcnCU3//3Cx7GjGpczOJufV9BoaPZTnzLOH73ruZrc3AkQj4yZ4xHrczXVSl2vT7MnpVqx76jGdMLTx9/yDP3Oj16nP3vjD+nVP7R/0d/D1sxW+Y55nzk5129cozkq86QVeuzMdb6/dqOprdKwft69RjUuNM5yqluNs3QrTC3VSkpYuWPFW0pwNintekrn9IFnGmHayFbzflxKb9J4o/PcbTfOknv2aiI9sXA6FJxVm8FWtehJtZLUanZ9vbXfLNv6/hxHSlnjGiut4Cx1YFLjI+ZzeqdxFh7VaD/PS63fzz+/T1Oupy9f4ehx69dx5r/9dwW1zuc15sKNMz8iOKuW7cZZMzirBObP0auVlKg1Ihtno1vCz4EzZ0qas4KzdKtxlkz2fp5Np83XrZKzuLGmy2l9/QsZAAAAAIA2GmfLKjsafkdyvTXOHMcJjT6TCM6GjT2qzDaUoxqdaug8r16Sk1neUY1SODibn67oycdnQ42zhBWczZd77zhLtt6sHUuFx6mdL52XJH3mcXNfzu17bldijcZkrYTcMu44a0TsOJOa4xqrkp5svWGfqEmuNVVv2un/Mz167Q8Zpycf+5aqp5+IvG6jaIZcbrp5v8wmejfOGrXm66gbapwpdv9SNyM4s3acKTWia7ZcY5xlN87c5BPyRx5auDxuVKObjTi+AUUFnsWvf121J8yf5chdd+mybXkd3Nq8rZO5zap55v2lPN11evakgkp4VGP7Z99tUy6pV9y4Rz90yeZFt80kyXM9bc+ZQdiJ+RO9P8kOzkpnjNPdwVnSCs6qQaYzqTOZl5LxwWVmYcdZXoE7blyWDpoBTs/GWY8wO8RxpFf/lXT7r0l3/Fvpnvc1z2sZ3WEGX3ZwtmPebOkl9uzRzdtvVsJNyAlcpa1xpslKsy1dK7T+rVRr3scfPDYlSco6na9t7zmrtkY1pi47pInUhHHZtOs2Y/WIUY2hXZZq/n6C849qynMVOI7+3GqdVR59VNN/fd/C6dCoxmxOfsS/92oxoxpLDfPf136toGRNkY2zZNpXxppoMH2mGLHjrPkak+7xHCxJmZR5TCUnej/jalhf/0IGAAAAAKDNi9+DICm8kwU9RY9qXPwbeCst6o3oi+mN+43AHlUWunwIg7OUF34z06+X5S7zqEZJGt+e1dg28+s++vUzqpSi99609QvOUq03Tn3X14jV2J0qT+lc6Zy+etpsNd25/87FfwPrWK/G2Wjf4MwaQRqx40xqBmdP+p4aaiYPdttMkqbV/znte5fdqILfeR10g0Az990XeV17x5nTCouyXS2TXo0zP52VsVxPkir9G2epRPyoRiVzumrzVcZZ3zv/PRVrxYXgLLH58+Zxx+wyW87Gmep1zfy1+XNMHjyo1MGDcl1H73vdrfrpp+7X6555UOnLzBF75emu39vMSQXFeSnoveNsudjjGvs3zswRdyer5sjc7uDMDuEb8lVX698MOTPIt7VHNTbqOQWuNaqx1gyTirWiktZTaHvHWWqxf8CT3STd/qvSs35ZypiB1MgW82dfSm/SWHdwZjfO9u7ReHpcf/zcP9Zztz1fjhWVJKrN8LhaaP18qkWdninpidnm18x23efTTkxwduiyUMu34TiadV2p3L9x5iVceZ6j2enjqrdCwn865OgRc5Kozvz3/66g0nxchYKzfF6O68hPmt+f0Tgrz0lnm3vwylbjLFErKFUN9EThCTUCa7yjpDHr5z79RCEiOJuSJCX7TDpIp8wnzGIwEXPNlUdwBgAAAABYn/w+wVmC4GwxIoOzdTaqUVLk6LOky46zYdJ3VOMwBmd+PXSeVy/JXYHGmeM4OnCt+Wb1o18/E2oipK3RgnN2cBYzqlEKj2ucKk/pc0c/Z7wpmvEzevqupy/28Ne1XMyOM8eRRnrsP5OimkvzSkW8ThVdRye7mkr2fjNJmhogODvf8PSFXWZja/rjH4+8rj2qsd16SnqufLf5ZntQidhx1grOUomElLACpog2jK3fqMYrN19pjN+tB3V959x3dG6+IsefUWL0X4xPedpl0fv0LiQ4cyI+d+b++43TI3c9d+Hj3eMZve0lV+vfvPBK5S6/3LheqHFWCO+oupBj7aU76JKk43PHe39CvpOsFBxHUw3zjrij6/JkOnzfrzRaz+M9xjRKXY2xekaOM25clqg2RxouW+Osj5FN5vNxzc9qtBUmKQhCwVlizx5J0k07btKvXftvzS8WNBaCs9pCcFbQ11v7zaTOjjNJSrtmMFltj2o8dEjj6fHQsZ733MhWp/08n8r4Umla0/WuINtx9GfPtEKwY8c09eGPSIoIznLNY7H3nFW7G2dPfFtqhf1lu3FWnVeyJlUbVZ0rmT9DSRqz9pydemRajYZZs20HZ54XDt66ZRLm80gpWLt/L6y/fyEDAAAAACD1Ds6Secnl/9IuRiLlhd40WW+jGqWYxhmjGodKv71f7ujw7SdM2Qt61Nxx5kSMZVsOB64z36w+e3wutDMmk+sdnJWr0Y0zKTo4+/RjnzbOe8buZ0QG2cMsrnE2mk7IdXs3cO0AplEoKOEm5Ltm6FByHJ3wO7djN87qcjRV7//cO1Os6u/23micV/7Od1R6+OHQdRtW46z9GHQcZyGYaFQjGme11pv7vhtucQ8yqrGrwZK3G2epvLKJrA6OHzTO/saZb+h8oaLExJfkuJ3HVdJN6nlX3R15OxeySzBqzGN9eto4PXrXXZGfmzpk7pkrT3U95sozakw9Gb691WqczQ/eODvlh+/35qjG8OWVoPVzy20LXdat85hy5WrcuCxRaY7nK9QK4R1n7eBsMTvO+hiZCD9f5VvPg6OVgrI18zk0sWfvwsfFGXMcb6I6L7f1hwTVYusYKwU9eKxz3+kOi3sFZykvpaxvPn9Mua3gLDADpkrR/EElM740fbQZtHX59qSU2WI+uZz5H/9DjXI5Njjzree/Wnfj7OTXFz60RzU2G2fNj0/PR+w5s4KzE9+bMk47jbqSlWbI7Ea0t7ulffO5rFRfu38vrL9/IQMAAAAAIPUPzrBo9hL3TH79BVKMahx+/cIkb2QIG2cRd0G/XlqxN8l3XDKqtBWMNermG6y5XO9RjeVFNM6OzR7TV05+xTjvOfui2z/DLBuzX2c82/85xm4SBYXmG7wZzxoP57g65Xc1zqz1eCU/pWK1d+tCkk7NlPTgloN6MmOOv5v+WLh1FpTsUY2dY2rvdQtqIwrq5utqUGs+FlO+F95jVe0/qrEdeviqKWXvAWy9Tl+9+Wrj7G+c+YaemJtWcsK8v73o4Iu0efOeyNtxY0Y4DqJfAzaxd69Shw9HXpa6zArOpn0j52g8+Vj49lYqOMuZwdlidpx13x8laSI1YbzWer4r1zOD40rQbpz1GdXY9ZjyreDMb7WTIhtn3vIHZ17CVaphhkbtx9+Owlnryp4SOzo/o8KsGUIlq502odE4a+03k6RMV+MsaseZk80qsav5e5tImyMHz3ue1KhJdfN27cZZMzg71gzauowHDW29xgzraqdPa+rP/1yNeTP0Hqhx1tpvJoVHNfrVwsKozVOF8J4zu3FWnDWfC5KVaTmtNpsbsS+0W9ozf3/F+so0OAdBcAYAAAAAWJ967ThLEZwtxTW3d96UnNiR1c7LxtfuYGJENVxonA2XfqPKvLEhDM4iskBvBYMz13O1/5pwQ6hbbsQcYTpXNpsK9o6zXsHZ/Y/cr2qj84Zmwk3omXueuZhDHgrZVPSb9GN99ptJ4d19jUIzWLKfs0quo5NdDZ902Qw8i35SlXpDtXp8eFaq1vWdU7MKHFef3fMU47KZ++5TUDd/142C1Tjr2r3X3QiqTt26cH69uEeNcrN1lE644T9IGWBUY7oVemTttpnUCc62mMHZt858Sw/Pf1qO1/05jn76qp+Wm49+bb+gUY2uGzmusW3krufKcaLbhqlDh4zTjZrbCVEkNc4ctQ7UkZNYmdernXlzVONidpyd9Mz7/Y6cuSDLcZxmQNOl0mj9zAYd1RhIfmC2gxKtsKpYLYSCs3bjLL2MoxolKeuYj4VErfm8t2PeGtO4a5ecrkCxaAVniUonCGs3zoJqQd84Htc4s4OznFKXXSqnFXiFWr7tIMzac1Yu2KMaPWnqqKas3+FEvaHc9oqy28wW3Zk/+mPVzp03zmsHz+HGWddzUHdwFtE4S7ZeHk7N9w/ObOly53hcJ2J2bZeM1dwr1VbmNXYQBGfr2O233y7HcQb6b7l86Utf0qtf/Wrt379f6XRaO3bs0POe9zx98IMfXLbbAAAAAICB0Dhbdlfdtlsv/79v1PPecLVe8as3yfPW39sCaS8iOKNxNlT6jmocGcJRjSlPTmCGFV69LCe9cm/qHbiud9NjdMR8jrQbZ6HgrOvxbu/cOV0wx289dddTlb8In2ezMe2WgYKziFGNUjg4KzqOTvqdr2c3zoqt17ZCNTz+s+2bx6dVa+0I+ow1rrH25JOa/7LZ1mqUokc1SmZYWH7ih/XKfb+h6ql7VHjsjZKa7yk2G2eLH9XYDs5CYxqlhT9wuWaLuaft8dnHdbTxCeO8S3O36sDYgYVmjO1C94b1+vy4MY2S5G/fHnq+KnXtOQumzMeN22dP3oXYndttnJ6rzmmmMhNzbRmNsxNW48zelyZJybT52FhonOUHG9WYDSRX5tdIFs6q2qgqqNVCIUS19bq+nI0zScomzGDGrTW/vt04S+wxf56FGatx1hWcNSquGjVHT5yb0lSh84DO9Nxxlle6K3i1n3MXRi9aj7NKKapxdlTn7cZZo/n8vvVa83brZ8+qftb8Xr1WIJ1IWXvR2n9sUa+1dpw12aMa/dr8QuPMfq2QpNEtvV8HU+VO2Oio3OOaUtoxx6iWKn32Ha+g9fcvZKyZe++9V7fddpv+1//6X3r88cdVLpd1+vRp/e3f/q1+4id+Qj/yIz+iUinihRAAAAAAVkKv4Cw1fG+8rxc7LhnTpTduUzK9cm/wXQgaZ8OvX3DmjQ5f48zNpORXzQaOXyvJzazcDrC9V2yS68f/sfTYqNk4K1brRoupXDODmVRXC8puP9guxjGNkuR7rrHrrW10GYOzkuPoVLLzu7F3nLWDs1IlPjj7l8enFj5+fHSHjm7ZZ1w+/fGPGacDa8eZ03W/zCa6n+sd7U3dotL5p0hB5xhTCVdKWOFSZfBRjd3NmwWt4PXSiUuVshrkdcd8s//Zu+5pHp3vy4l4/lip4MzfsUPpa66JvExqNrHC4xo795WG1aJyo2a6LpMduR1yZD4f9GydGaMazXDKbq9JCjfOgnbjrHeAn/Y9OY6Ub1jPVUFD6fnzkWMapZXZcSZJuZT5uAoazd+J3ThLdu03k6SiHZxVrSCs4OrxU2eM87YmOyFa1I6z7vvORCpiVKMUCs7KRbtx1gzOpqw/dBpvtU6zW6rK7e49/nBhVKPdOGuH92e/J9U6j2F7VGOiWlSy2gzyoxpnmZFEaAyk8T0YjbM+wZnMtlyxklBg7YFbLQRnQ+Cmm27SN77xjZ7/Xag/+qM/0tve9jY1Gg0dPHhQ73rXu/TAAw/oox/9qO644w5J0v3336/Xvva1F3xbAAAAADCQXqMa7b+Mx0UjcscZwdlQcTJ9RjUOY3CWzihpBWfNxtnKBWfJtK89l2+KvMxPuBrJJkPnz3eFMYsZ1djNczzdvvf2xR3sEMlGjIYbHyQ4s/ZsNYrRO86KrqMTXW9yp2OCs0Kv4Oyo+ebxqVvvME7PfurTasx37o+hUY1dj0F7PGV3Y6Yt5bsRjbP+oxrbY/ryMm9ffkZym5cl3IQOb4reISZJtcJ+PWXbDZ1jz4df33uNWhxEXHA28pznLIzSi5M6ZAVnU52AqVEzw6KVDM4SXkJbM+bYxBNzPfacZTdJTvOi2IrDAACGw0lEQVR3cHKgxpl5nXKj9XvI9W6cua6jTMJTPjB/FsnKjLxKVcVqUYmIu3qlveNsmUc15q1fdSNoPt62F6xRjXvMfXoFay9XyjVP14qeTjxpfo39XS9laYV3nCW7gjP7Ofd8zKjGwXecdT7eetWUemkHZ76946zdODtlZgtla1ddojavVLtxNh9unDmOo9Ee4xpT5c7xuUEx9nqSlAnMtly97qpW6b8TciUQnA2BXC6nq6++uud/F+LcuXP6lV/5FUnSvn379JWvfEWvfe1rdfPNN+slL3mJPvWpT+lFL3qRJOmDH/ygPve5z13otwQAAAAA/Xn+wps+IRfhCDE0EZwNv34tLHcIgzMnndL41PeM88anf7BiO87a4sY1JjO+8hGt0e5xjUsNzm7afpMm0hOxlw+7bDL8cxtsx5n5u45rnD3peSp0ZQh246zkNQPPXsHZ17oaZ5KU/+EXSF07joJiUTOf+lTnWKwJUW5XoJuzvt/zhfCOoeaoRut1tTpAcNbecWY3zqw9pPa4RuNmzj5TE10hsJcLv76vVONs5K7n9v3cXo2zwArOnPTKjpWzm2In5nsEZ663sJ/spN04iwjOsmNmED9db12nz44zqRlG242zVGVafq2hQqUz5q9btb3jbLkbZ6Pm/b3qNH/3O+3G2V4zOLN3nGWyVshU8HT6rPk19uQ66ZVXNB8vDTch78ClC6ft59SpuMZZISI4mzraaai1jE90vnZmU1UjB+LbybGNs/aOs5NfN49B5mu0X+3sOIsa1Sj13nPWDs4abiCn3rvJmm48GTrP/t2sFoIz6E/+5E80Pd2cH/r2t79dW7aY/yjzPE9/8Ad/IK/1AH3HO96x6scIAAAAYIOKG9eYIji7WEXtOEt64WYN1i/H8+Sk4t9AHs7GWVoHjtyv7af/SSMzj+nww/9T2eITRkCxEg5cGx+c2YGIJM11B2f1pQVnz9l/cY5pbMtFjBRb6o6zIAhCwdmjCfNr2Y2zQqJ5/WI1Ik2QdGq6pBPTZhB1zTUHlHvG043zZj7+8c6xFM03o51s501su9Fzbj4qOHOlpD2qsX9wlko071OhHWdWCHfVlqsiP79e3qra3BXanO88x7v5qODswlrmUcGZt3mzsjfeGHFtkx2cVWZ8Ba2HVqNuN85W9rVqV26Xcbpn40yS8tvUkHRqgMbZ5l3mz/1sdbL5wUDBmR9qnLX3WpUKM/Ijg7OV2XE2usn8HdTcjJL1urYWzRan3TgLBWfWKNxawdPcnNkq257uhN/ObLhJVU10fqb2c+5Cg8zecWY3zlKS5k7p8YT5O9x2ybON01suPy050eFZbOOsEm6cBYFUqpnPaYlaodM4K5xWIwg3wMZ67DlrB2d1X1JlNvZ6kpSsnZEr82dQmu89inKlEJxBH/3oRyVJo6OjetnLXhZ5nT179ug5z2n+w+kzn/mMZmd738kBAAAAYFnEBWc0zi5a7Di7OMQ2sRwn8o3x9c5JpZWszumqh96jm//5/69dp77cPH+FG2e58ZS27Q/vdExmfHmtEWnd5no1zrrGB46nx2Nv89n7nh172cVgyY0zO3yp1RRUq6Gw/4gVnE00rB1ofRpnX7PGNI6kfB3cmtfYi19snD//5a+oerrZ/giKVuOsa1RjzgrOIhtniSWOamzvOLNHNQ7YOKueu02Sq/Fs52cWHZxd2OMsKjgbufNOOV7/0MYOzoKGo8pc8z4UGtW4wkG63Tg7Od9jx5kk5bfrrOeqZgUqUTvONu+xgrPafgXypEz/9mlk46wVnBXnp5WMuKtXW6M8M4nljSdGNod/1/uK8/KtsKc7OAuCQAUrOMttMh8P1aInp2bez7NdgXFjqianYX6jpblO4GM3zs63n4+tx1mlZO0406wakh63ws8Dk8+WdnQeV+nxmkavjNj/63kLI4Xtxlm1XG8mZV3BWTVIK7BCUL82v9A4qzVqOlcym3eSBhrVWPeD0GhKm1OZC+2LK84RnGENVCoVPfDAA5Kkpz71qUom4/8y4lnPepYkqVwu66tf/eqqHB8AAACADS5uz1kq4s0BXBQY1XhxcGLe6Hbz+b47hdYjN2YE20qPapSixzWmMq3AImW+mdo9qrFsBWepRP/G2XVbr9O2bO+dRsMuasfZIMFZ1J6toFAIhf1HrPfW7OCs0GfH2b8cnTJOX7d3XK7raOTOOxeaI80bDzTz138tqbNvra07wMkMMKox6blSYuk7zrJO2fqCZgizb2SfRpLm63ajlld1+gblU35zVGT72CN2nK3EqMaRu+4a6HP9iQn5W83WVXvPmR2crXSQvvjG2XadsAKXhJvQpnR4d+LmXebPvRzkNZe6TBrg+ToTEZwlK1OSpNm5c0pYjbOy6y+0o5Z7x1lqIq9E1Qxn9pbMRqabzcqb6ARZlWJNjVpgXCe3fcw4XSt4SjTMgDrZdboy7StRMx8z3cFZuHHW+r777ThrnNNJ31PZ+j1Mjh2Qbnmjcd6W/d8L/b7cXE5O62ftJ83LapW6NHNcKnaCsFIQ/vd1olowxm1G7TmLHdUYNJSqNEPUwFeoYRdSmVPGCs5KBGeI8/DDD+vWW2/V+Pi40um09uzZo5e85CV63/vep2r1wu443/3ud1WvN1+oDx+OX9RpX/7QQw9d0O0CAAAAwEBonG04kY0zj+Bs2HQ3XroN45hGqdk4iz5/ZXcaSdLkteFRaclM883wkXR8cGY3zlJe/+Dsufv773wadpGNs+wSGmdqjmu0w/6iNS1ttGYGaaXW61oxLjiz9pvdsG+8efvptEae9zzjsumPfVxBEKhRsoKzruA61Dizxp75riPfW1rjbEu++b3k7caZ9RrtOI5u3GaORayee7oUJLQpZ/58VmPHmTs2ptyttwz8+XF7zgJ7VOMFNuP62ZU3g7P+jbNtOmkFZztyO+Q64UhgZHNaiYT5nHHWvWKg48r1GNX45NSxUHDW3m8mLf+OM3dkRGmrEbW9YobFiT17FsIkSSrMhMPk/O7NxulqwVNG1tfp2tdVnk6EArvuEYMTKbNxNuu5qkrhHWdWcJaqngm1WHOJnLZktkhXv0Lqag+nRusau8kcQemNdIKwhD2qsVw32maSVPa3G6edoC6vXlponEnSqflTssUFZ8nKrNyg+VwX9Guc1SpSvaK0a066IzhDrNOnT+uBBx7Q9PS0yuWyjh8/ro9//OP66Z/+aV1//fUXFGIdO3Zs4eM91mxX2969exc+Pnr06KJvp9d/J0/2eaIHAAAAsDGx42zDoXF2cYhrYrlDGpxFNc6cTMZ483WlbN6d08hmM7hLtgIze1/XbCm+cda94yzpJZX1w2HExT6mUbqAHWcR9+lGoRC5l9G4vZp5e8V2cFYNB2e1ekPfODZtnHf93vHOcb7kJcZl5e99T+WHH1ZQMIMrJz34jrNU+36xxODsmt1jyjnWjrOI1+g3Xf8mjaWaLZ5aYb8q55o72yas4CxyVOMFNrnsfVYjd94pJzH460rq0CHjdHk6ZlTjBQZ8/djB2bnSORVr4d1aC/LbdcoaR2m31tocx9GWcfNrna0fHOi4ohpn7ZbRmakTStTNNlel649hlnvHmZvPh4KzTdbtJ7re45ak4qwZzCRSntK7dxjn1YquMtYuP6/e/Hk1alJlzgsFZ8UeoxoladpzjeAsCAJViubzQrJyUkes/WaTo5PN155kVnrKTxmXbdn7kNyusCx/xx0LH/vWc0GtEhGcjV1tnPZrRTmSUl2NvFOFcHCWn0jJdcOvh6lW81CSHD/o3ThrXRYe1RgONldD+E8ssG64rqs777xTL3jBC3Tddddp8+bNmp2d1T//8z/rj/7oj/TQQw/p29/+tu644w498MAD2rdv36Jvo3tXWb7PjPFcVx18bq5PrdKy13pCAgAAAICB0DjbcOzgzHf8yL+Ox/oW90b30DbOInYXrfQ+o4XbdhxdcsNWff3TnT9iHt/efIM+l+zROKvHB2dSs3VWqHUaE4c3HdbekYv//Zul7jhzWruCglLXXqOIUY2h26uabyYX/fgdZ985PRsK1LqDs+zNN8nftVO1E50/QJ/+2MfDoxq7G2fWOE/76y80fuzgrNo/OJOkF167U6lPmbffSORDbY0rN1+pv3353+q/fvaf9M6/m1G7z7HJavvZwZmTTC4q5Ioy9uIXaeqv/kqVH/xA/vbt2voLb1nU58c1zho1ayxeTNN2uezMhXeTnZw/qUvGLon+hJjGWZzN+fM6+WTnfnC2snug48r6rnKhxtlU82tMn+zZOFvuUY3e6GgoOBsznwqV3GN+X3bjLDOaVGKHObK2XvaUtUY1eq3HSHkmIQWOEtX4UY3t0LjbedfTlq6AulquK2iYIV+ydFSPWvf/ybHJzombXyd96fclNT8vmZjW/l/5OU19uy5/6xZt+pmfWbhquHHWkE49aB7zyOXGab/1PfUb1eh6rkY2pzX9pPlc0L4fSJLjtYKzIFgY1WkoN3OKjLM+RjUSnK1jH/7whzU+Ph46/7bbbtOb3/xmveENb9B73/tenT59Wm9961v14Q9/eNG3Uep6se+130ySUl3jB4rFHn/NAAAAAADLJW7HGcHZRctubzCmcTjF7TjzRodzP2FUSOZkVic4k6Sbnj+po98+p3Mn5rVlb16Hn9p8Az1v7zjrCmPKVkDSvUdKkrZktujEfGdH0nP2PWe5D3tdWuqOM6nZKKobwVlR6Vzv+0GqYr4RXmwFbcVKLXRde0zj/s1Zbc53Xgcd19XYj7xIZ//4jxfOm77vPqlmfq3u+2vU92sc3wU0ziTphdfs1Jc+Ze44O1n0FBW5ZBNZNSpbJXX+IH9Tznydt3ecLUeLy9+yRQc+8mFVjx5Vcu9eOX3eA7WlDpnBWWXWU6MWseMsu7L/NskmshpPjWuqK4w4OdcrONuuk9bjfmePHYab06ckddp5Z+fD+xWjjAThP25pj2qcmn7CCF0kqeJ1BWfL3jgbUbp01jwWx7qP7TYbiMVZMzjLjiTkbw8HjPliSWp9qZTvyqk2//Cg3UDsFZz5rq/R5KhmKp1QaMpzjdGFdttMklKFI6FRjZOjk50TE5PS5T8sfecTC2elT39MO37jK6FwKmE9F1QrdemkGZyVM5PG6USr0dg9qjFuROjY1kzv4MwPpKAhVYvNtpxtoXHGqMaLguM4F/zfe97znsivHRWatSUSCf3Jn/yJLr+8mQJ/5CMf0fHjxxd9/OmuF9JKpXftsVzuvAhmFlmRPnr0aM//HnjggcUdOAAAAICNIe4v+RnVeNGy2xu+y9/8DqO45oU7chE1zla4XdItnU/ox/7tLXrN25+ue37tZmVHm2/8560dZ92jGvs1zu6avGvh43wir7svvXuZj3p9snd+ea4TCiDj2E3KqB1nNr9kvunbq3FmB2fdbbO2sZe82DhdP3NG9Snz85yu44xq2HVLtYOLhHV/rhTCV46wd1NWu7NmMvLwuSDm2uFRkZtyZijgWY2z5Rp/6CaTSh08uOjQTJJSBw9aIYSj8kwivOMsYj/bcrNbZ8fnerwfPLIj1Djb+f3PNRs/ETb7R4zT5+dyqlcbkdftlrWu4jaq8mvNEGl69snV3XGWyyrdNR5QkmrJceN0sMP8GRas4CwzkpSXz8nNmPeVbNdI1HzKXwiXy1PN+3CvHWdSeFzjedcc1VgphsP05Pyj4VGN3Y0zSbrlDebpJx+WjvxD6Gv5KfM1oFaqSlOPGeeVE+Yoz6jG2WMz5ue0jUbsOUuVzy987Hmt+13cuMZy3KhGgjMsku/7et3rXrdw+u///u8X/TVGumae9hu/OD/fSc37jXW07dmzp+d/O3eGq8YAAAAAID/mDS4aZxetQxOH5DmdN9Ku2HTFGh4NluqiG9WYCrdfV2tU48IxuI5yYyk5XXtk7DF8xqhGe8eZZ74N+FNX/pT+wzP+g95wzRv0/h9+v7bntq/AUa8/WetnNpZJDLyrzg5xBtlx5hXNN+XbO86igrOvHT1vnL4hIjhLHTyo9NVXh86PO047KAx9vYXGmfW6OmDjTJL25c372jfO1FWtRwcu4eDMagNZ4bqbs5pwa8DNZkN7scrTfnjHWW7lG7X2nrO49o8kadMlOmkFhTse+aL06d+Kvrq+Y5wOAkfnT/e/H2SsvCdZnlb7J1MrFpSw7urdjbPlDs4cx1HGNVtP5dSYGl0jn2vbzfehixGjGiXJ32T+PtOlzvVyKV8KNc7id5xJzfG43aY8zwzOSuYP0k95Ks0+rtNW+Hlg9IDMM26XNputSP3jH8lmN85qduvVTajsbjI/pzXOt7txdmTmiBpB+PE9FhmcdXY2+n7rc8qzoetJkiqtUY1WcGYHkKuFP9u6QA899NAFf40LCY2uvPLKhY+X0jjb07Uc89ixYz2ve/RoZ5Y2O8sAAAAArIrYxtlwjntDf5szm/Xrt/66/sfX/4cm0hP6pZt+aa0PCUsQF5y5jGpcVqFRjb2CM6tx5jiOXnTwRSt3cOuUHSQNOqZRigrO5pX244OdtJdWUDDfxG8HZ0UrOJsuVPWDJ82Q4oZ9ZkNl4Zhf/GKVvvnN+OPsur/22yEVP6qxxy4iy/aU+cb2mUpCX/rBWT3r0NbQdc8XejfOcj90q+T7C+Mnc894Rt/bXw2pQ5ep+vjjC6fL04lwcJZf+T8MsBtnJ+ZORF6v3qjrXd98l6atX9/Oek364u9KuW3S08xdb6nScY14pzVb74ToZ4/Nacue3s/bqWqg7g5bqtIJS5I1RTTOOr/z5d5xJkm5hBW0OK7KqQllWiMcq1vMMYzFWfP62ZFmcJbYPKbK8c7Yx2Shc7180pUK7eCs3TiLH9UoSRMpq3FmjWosF8wfVCrl6DEnHLDvG91nnuG60i1vlD75y53zvvMJaeqoNN55D9+3d5xVAvMhvu2wSkXzdcNvBWeprkMr1op6ovBEaF/e6Jbw6366q3HmD1njjODsAh0+fHhNb3/Qv4iJc+jQIXmep3q9rocffrjndbsvv+IK/uIPAAAAwCrwaJxtRPdcfo/uufyetT4MXAA3bsfZsI5qTEWMakwvbo3FSrCDs7ny4KMaN6pto+bvcufY4AGomzODs6BYVNrfHHv9XentCso/MM5baJxZO+i+fmzKOJ30XV2xM/rxMvrCF+j0298u1cNvqkvmqEa7lWhb2H0X2jkUSLWSlOh/P081Ssbp+SCt+x88ERmcnZ0zg7OJrPk672/Zov3vfY/Of+CDSuzbqy0/93N9b381pC67THOf/szC6fK0HxrV6KyTxtmp+VP6tX/4NX319FeN8/0g0M5a6z7zt/9Gym2Rrvux5ulGQ5p/Upv9x4zg7MzxeV3e55j8SqDuaKN7r1WyplDjrHtU43LvOJOkVC4hr1ZSveuPr4qZrcqUzupcakSu9W/LgtU4a4/C9bdskvTIwvmJrh1km1ppYL3sqFZsfg+h4MxqSo2nx43TU65rNDvtUY3JZCO032xnbmf0eNjrfkz6zNs6oVTQkL76Luk593aOP2m+BgSBo4Z8eWrd7o5rVX7CPOb295SsygjSH5l+JBScRTfOpjpfy2s3zmKCs9axZyJ2nAWNwGhbrwZeMYfct7/97YWPd+3a1eOa0ZLJpG655RZJ0pe//OWee87aoyBTqZRuuummRd8WAAAAACxaXOPM/st4AOuKEzeqcWw4gzM3HTGqcR00zuxQpDs4K1u7iVIEZ5KkZx3aqku2Nl9DfNfRTz11cuDPdTLhUY0ZLz5Y2udvC51X9KIbZ/Z+s6t3jcaGnf7mzcr3aGJ1Nz77BROpRMyoRmnwcY0V843ueaX1N986HTmu0W6cbc6H/0Ame+ON2v2ff0fb/q//S27EmNS1kL7MHIVXnoponK3CWEk7OLMbZ59+7NN6+cdfHgrNJOnu2Tmlu/ebfeznpe99qvlxaUpq1LTF2nN29njv1T6S5JbN+3L3eL5k1dyPJZmjGlciOPNHRpQunzPOe/Dqn9VDl79KRzcfVtEKrYsRO84kKbHNDMXdrjbWptbswtJ0J9hK2jvO5qoKun7e4caZZzx2ylZwlvKrof1mB8asMY1t6VHp+p8wz/s/75W+8ZfSp35Lev9LlXjXbaFPqwZdr2M7rlFp3hoX2WqceYHkdT2cj0wfCX2t8W1ZpbsbpPVZpUud30NyiY2zoBGEfjargVfMIVar1fTud7974fQzn/nMJX2du+++W5I0MzOjD3/4w5HXOXbsmD796U9Lku68805jNxoAAAAArJjIHWcOwRmwzrkZu73SOn9I309wIkc1rofGmfmm8zyNs77SCU/3/cIz9O7X3KT//dbb9Pyrd/T/pJbIHWdxf+AhaXdEG21hVGPVfCP4X+z9ZjFjGtvGXvLi+OPsur/2b5zFjGqUBg/OrAbJnDKaLlb1xe+fMc4vVeuh3W5242y9Sh06ZJyuFT3VSuZjKm5E7XLalTODsyeLT6raqKpYK+ptX36b/vXn/rVmKmbw4Dqu3nz9m/Vvrv9X5hdr1KS/+Cnp6D9J883f1Sb/MeMqZ4/1D86covk7TVqjGv1aYFxe6WqcrUSg746MKFt4wjiv4SV1cufTdPbQa/S19zys7/3TadVbz5GFWbtx1gx//O1W8F3oCsH8ZnDW3m8mhXec1WsNVbtCxUU3zryiHrUaZ5Ojk4p18xvM08Vz0l+9Tvri/yv94O/kl8LtxGrQFUzvvUXlgt04K3SOp+uiR6cfDX0tL+HqWT9xuVJZX37GVf7cX8gNOt9/sp28xQVnrRDRDs6k8NjL1cAr5jr12c9+VlNTU7GXV6tVvf71r1/YsfaiF70ocu/YkSNH5DiOHMfR7bffHvm1Xv/612tsbEyS9Ku/+qs6e/ascXm9Xteb3/xm1Vv171/+5V8OfQ0AAAAAWBFRb0gm8wPtXAGwdmJHNbbefxg2Ua2X9TCqsVfjzN5xRuOsI5v09ezD23XptsUFuaHgbL53cLbTGQ+dV2z9QUh3gBQEgb52dMq43vV7w5/bLf/sZ8vNR7TEEgk5XW+2Z/vuOGtdHjX+beDGmflGeKHVYrn/QfON+nPz4UlXm3LDEZwl9++XrBAjqK9BcGY1zhpBQ58/9nm98r5X6i+/+5fh6+d26T3Pf4/edN2b5D/jX0tPNfeaqVqQPvCj0pF/kCRtSZjBWWGmEmpk2RoFu3E2tfBxsiYlrVGNFa/5c0wnXLkrMH7PHclr94l/kNOIbinNHy/ob9/1Lb3v17+kf/z4I6qWzANcaJxtN0P1RrFzrON+82dSnurcJ+xRjZIZ+PTbcRYKzjQbGtU4OTYZ+T1JkrYeki65I/Zi3ymHzqu1G2fXv1rafaPKMY0zydxz9uhMODiTpEtv3KbX/5dn6od+fUKj0/9sXOa1G2dxoxpb5yecinzHHP9qj71cDbxirlPvfe97tXfvXr3qVa/SO9/5Tn3+85/X1772NX3hC1/Q7/7u7+r666/Xe9/7XknStm3b9Lu/+7tLvq1Nmzbp7W9/uyTpscce06233qo//dM/1Ve/+lV9/OMf13Of+1z99V//tSTpx3/8x2MDOAAAAABYdlE7zlLsNwPWu7g3kL1hbZwlEpJvhlTrYVRjzx1nVnCW9JZ/JNpGEwrOisWewdl2xwyKy66vhtv8PXSPajxytqApq+lxw77x3seSTmvk+c8Ln2899lK+q17ZxEKg6rpSwmqdDRKc1WvNXWhd5tT8mfzNt04Z90M7OPNcR6NpMxhYr5xEQqkDMWPy2teJadoup9HkqLK+eTtv/exbIxtAz598vj704g/phm03tA7QkZ7776VrX2lesXhe+sQvSZLGvJPyZAYs/cY11qw2UMponAVKWPlVe8fZSoxplCQvP6JN5x/WTf/8Dm0//UBsgFaYruirnzgSOr8dnPnWWqRGyVWi3rwPjy40zjr3X69ekiOzXdcd+Iynxo3LplxPqhWlRvO5wB5HmGxM6TFrVGPPxpkk3fLG2Is8py5X5u+qettvSm/+inT3f28er904qw3eOOs2X503ri9Jjt9nVGPX+WnHbJ0V16Bx1rurizU1NzenD3zgA/rABz4Qe51rrrlGf/Znf6YDfZ64+/nZn/1ZnThxQv/+3/97/eAHP9BrX/va0HVe8IIXGKMhAQAAAGDFxTXOAKxrcWMM3dHh3HEmNVtnjVrnjU1nHTTO7OBsvjUWLAgCRjWuADuU6rfjbGtgvl6V/E5zsbtx9i+Pm2Mat+RT2j3e//419uIXa/ov/6rnMTqOo1zS12w5OjxIdYcXyazU3ZqJaNCERLwJPh80j2GmVNMXf3BGd1zeHHlnB2cT2cSKNI5WSurQIZW/+93Yy+OatsvJcRztyu/S96e+H3udjJ/Rr9/663rJwZfIsRv6riu95L9LhXPS9z/VOT9oPl+4TkOb/KN6snbpwkVnj89rz+FNkbdVKdXUqFjtVmvHWcJqnK10cNYeCTwyd0xXPfReXfb9D+v4rqfr+K7bVLHCq9Dneo5S2ebxJXbtCV2+s3RWj+d2atQtKwjMUY2OpHTaUbErRzYaZ+mIxpnUfAylx0KNs1r9rAqu+bwdu+Os7fIflq75UekbH2qezm+Xdlwr7bxW2nGNEu9MqVzq/L5qlzxP2tY8rnq9EWrf+dXoxtkThSc0X51Xzg7bW4rVotJW1uX6gzXOJCnjzmqu0RmVWZrr3XpcCbxirlO/8iu/ov/6X/+r7rnnHl199dXavn27EomE8vm8Dh48qFe+8pX60Ic+pH/5l3/RlVdeuSy3+ba3vU1f+MIX9BM/8RPau3evksmktm3bpuc+97n6wAc+oPvvv1/piJneAAAAALBi/PB4NBpnwPoXt+PMG+LgzN5zth4aZ/aoxvlKTUEQqGy1zSRGNS4HN7e4HWebAvP6hZjgzB7TeMO+8XDgESF7003yd+00jzHivbtMj3GNxv3C3nM2SOMsKjhT5xi6xzWeL5hvfg/LmMa21GWX9bw86me/EnbmdsZeduXmK/UXP/IXuvvSu+PvQ15Cuue90p6bIy/ebI1rPNOjcVaYDgca9o4zu3FW8ZrPW+k+Y0SXyhsx/52YrM7qwGP/W0/7ym/oc945edvjf0+ZkeTCz82d2CrHN59LdxWbu+BG3IpqBU+Nqvm8mh41/93a3ZSyG2dF11XJcRYeZ3ZwNt940jw2N6ltWWvvms1xpJf/ifSvvyX90vekX/qu9Oq/lO78Temql8q3Gp7Vcuf7qxTC4Xqi1nkOSFlB2JHpI7GHUagVQo0ztz2qsbXLLKS7cebSOEOMK664QldccYXe+ta3XtDXmZycVBAE/a/Y8rSnPU1Pe9rTLug2AQAAAGDZRAVnNM6AdS+yeZFIhMKnYeKmUur+W/z18L3YjbMgaAYy9Yj3gmicXbjQqMY+wdloPaHuIYbdjbNipfMm9b88PmV8Xr8xjW2O62rsxS/W2T/8o84xRoxDzaV8aTa830iSUonu4Mx6fR0oOAtfpzs4+5tvndJ/eOk1SvpuROPs4grOVmNUoxTec9b2mqteo391w79Swhtg/GUyJ/3EX0jvfr505jvGRZt9Mzg71yM4m58y71eNRlV+vXNesib59o4zt3l8K9c4i/4DjYak/5NP6XnP2aGXT27VNz93TN994LRq1U54tO+qTrPOSWaVyNRVme08RnaUmu3QvFtSadoa35vPKzOW0fknOt9/r8aZJE25rna0mlb2qMYpa1zh/vwuuc6Az+Nj4bacJCVS5s+8Wu78csoRwVn3jrNdia36vs4snH505lFdteWqyNspVAvaETeqMbZx1gnU7OCstAbBGa+YAAAAAID1yyM4A4ZR1I4zb3R0oBbNehVunK3Om+S92MGZ1NxzZu83kwjOlkN4x1lBqajXKUlbMlvkFs2gqLtxVqzWFQSBStW6Hjppvkl8/d7xgY9p4pWvlJvvvC7mn31H6Dq9AoqU33VZwrpPDxKcWW+CB15adXW+5myppi98v9mcsYOzoWucHTrU8/LVaqHetP0m4/Tm9Gb90XP+SL940y8OFpq1ZTdJP/lhaXS3+fX8I8bpsyfm1WhEFzPmp63grF40Tidrzf+6Vb0V3nE2Ev3vxCeyE2o4roqVurbuHdEdP3mFfvo/PV1PfdlBTV6zWVfdtktPfenBzicksvKz5nPptmIzOMs5FWO/mdQMVjN587zuHWcjyZFQ8HXecxeaVpWimTCeTZg/28nxS3Wh/KR5+7Wu5mv3sUqS26jK69oPtzdptt167TmLbJwtYsdZxjVbaWsRnNE4AwAAAACsX4xqBIZS1I4zL6IJM0z8TZtUeeSRhdPepnB7YLXZoxqlZnAW9YY0wdmFs+/XwXxBruMq7aVVqpeMy3bmdqpxygyeSn4nKGoEUrnW0DePT6vWFUq4jnTtnvGBjymxc6f2v/99mv7ox5Q8cEDj9/xo6Dq51EqOajTf4HZSed24ZUL/57HO3rb7HjypZx/ePvTBWWLXTrnZrBqFQugyx3fkeCsTBNmes/85et3Vr9Nnj35WN2y7Qb9wwy9oc2bz0r7Y2B7pJz8ivft5UisU2mKNaqxXG5p+oqCJHeF9VvNT5u+0GphhT7IquVbmtrDjbIVGNUa1LiXpVLb5MypWO2FROpfQU+7aL921P+ILeUrkzIPfUpqSJGVVUnnKfP5NHTqktB2cdQU+ruNqPDWuc6VzC+edd72FwKhcNMOhU0nzZzs5ceHB2WIaZ4mG+Zy2O7HFON0zOKvMKWk1DTujGmOeV8qMagQAAAAAYDCMagSGkt3MkSR3iPebSdLYy1+uwle/Kknyd+xQ/ulPX+MjaoZhSc9Vpd5pRcyXa3Ijmn3sOLtwbtYMDtoBStoPB2c7cjtCAUvRek0rVuqhMY2Hto9ENgl7SV9xhdJXXBF7eSYZ//V6BmfVcEAUYo9dS+X1wmt2GsHZp759WuVafeh3nDmuq+Rll6r09QdDl7krFAJF8V1fb73xrXrrjW9dni+49XLpVX8l/eVrpKnHlbn0KcqWEirMdMKKs8fnY4IzMyirNszfcbImOVZwtrDjbKVGNeaj/514Ktccw1iqhhu5cfy8eYybis2gOKNyuHF26LJQcGYHPnZwNuW5C48hu3F23FoqNjk6OfBxx0lY99NapfOzsBtnCSsE3eFtMk73Cs5KczOh8xYaZ+X+O84yjGoEAAAAAKAHL+JNNRpnwLoXN6pxmI2/9G7t/8D/0s7/+B91yUc/EhkOroV82gxF5koxoxo93ga8UFE7ziRF7jnbmdupxrzZrChaYx0L1br+5eh547xB95stRq5HqJPqDi9CjbP43Vad61jtkWReL7hmp3HWbKmmL3zvjM7ODfeOM0lKx4xrdHqEk0Nhz43SW74q/dL3pVd/RJv3mK2tszF7zuxRjeXADDiStUDJmpmcrfSOs7h286lsM/jpbpz1kxg1g7CJVnCWrM6rMmM1zi67TOmcParRvM+Pp8aN081RjfMKGoEqJbPxdSJpjWocmxz4uOP4duOsEt84S8o89q3emHH6sZnHVG9E/yyr8+HgzPH6jGo0GmfWqMZ5gjMAAAAAADoi3oxUcrjHvQEbgZsOP3a90eF/7Gaf8hSNv/RueePja30oC+wxfFE7zpKeO9T75dYLN2fvOCsqCAKlvZjgrG/jrKavWY2zG/Yu/wjQ7FIbZ0sY1ahkXjvG0rppv/l93P/gyVDjbHN++IKz1GWXRZ7vDntwJjVb/vmtkutq8y7zvhAbnFmNs5LMICVZkxJWttIe1ZhOrEw0ETuqcaFxNnhw5o+a99HRYvMx4Z05p6BhPqemDx0K7zibM8OoibT5uJhyPaky2xyZaDXzygmzxboijTNjVKPVOHPMY98s8w/Xqo2qTsydiLydSiF8f+k0ziLuS0FgPJekHWtU42zF/owVR3AGAAAAAFi/2HEGDCUnmZR8841kd2S4G2frVc56w36+UlOlbr15zZjGZRFqUjYaCsplZfxwwzKqcVZJmq9pj54p6MS0+eb4SjTOsr0aZ933jYTVoqwsbVSjJL3wWrN19qlvn9bpGTNkGcbGWWxwlkpEnj+sNu8x/601aOOsYIUtyaqUMM9aGNW4+o2z1o6zyiIaZ+PmYztXKslr1KVT54zz/bG0vPFxpa0wuGS3LK3grN04KxetH5Kkitd5btjmZZVLhEdlLlbPxtm89bvzzNOZuqfRpPk6/uhM9LjG+nzEHsBejbNqUQo6f/Bhj2q023CrgVdNAAAAAMD6xY4zYGjZIcOwj2pcr0bsUY3lusp244zgbFlEjedsFAqRoxp35MM7zmpp8zHxpR+cMU6PpHwd3Lr8r3HZVK/grHtUo3XbA41qtK7Taq398NU71V1ynC3XNF00Gy3DtuNMklIxoxrd9PB9L71s3m3eF2bOlFSxwp0gCDQ/ZQZD89ZCs56NsxXaC+dkMpIX/trtxtliRjX6m8ywypG0qTSj+ikz2Entbn7t0I6z+aqCoPMzmUjZjbPmjjP7ZytJ1a7gbDK7feBj7sVPmq8F3Y2zktU4S3rm60hQKunA2AHjvLg9Z7Wi+UcDdT/oPB9ENc6s5xF7VONa4FUTAAAAALB+eVHB2YX/xS2AlWcHZ+5FMKpxPcqlwjvO7OAsRXC2LGKDs7hRjVbjrJEyHxNf/sFZ4/R1e8fluss/UjObiB8jaIzLW9KoRnvHWfNxvmMsrZv3b+r5qcMYnPmbN8vbFP6+nHTEv1eG2KYdOTnWffHsCfN3XZ6vqW4918y7EcFZqHG2sjvOHMeRlzeDv4Kf0myrUbmY4MwbyXWaUi1bitOqnjaDntSerZIU2nHWqAXNMYwt9o6zKc+TKnOhxlnDLSroCiGXY0yjFB7V2GvHWSphft+N8uDBWb1g3lcCv+trVeaaoxm7lc2gLO2Gd6StNl41AQAAAADrV+SoRt58B4ZBuHE2tkZHcnGzg7P5qB1nBGfLwkmnJWtXXFTjLOWlNJGaCDXO6lbj7OFT5pvF1+8dX76D7WLvwetmNs6sYLA6yKhGqxnSNU75Bdfs6PmpwxicSdHjGt38+OofyAryEq4mdpj3B3tcoz2mUZJmrKeaRK0ZnnWrus373EoFZ1J4z9nJ7OaFx+5idpw5yZz8jHn9nZUZlU+bI1ZTk83RpPaOM0kqzXWaXKFRja4rVcKNs6pXNE5Pbr5i4GPuJWGPaix3XivK89aOM+tbCUrlgYOzRsk8fnUHZwrCzy1W48xzpWRmbfcG8qoJAAAAAFi/GNUIDK3E7t3G6eTePWt0JBe3fNIe1RgRnHm8BbgcHNdtjoHrEkQEZztzO+U4TqhxJntHmmUl9ptJUqbXjjOjcbYcoxo7X+OHr9lp54wLsklP6RUMTlZS1LhGd+v+NTiSlbV5l9lADAVnU2ZwNu8EKntm2pKsSb6VUy00zlZoVKMUDs5O5zotwcXsOFMio0TWvP6B4pOqTlvtrAP7mldPe3I9805f6gqkwo2z5o4zOzgr+mY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+ "text/plain": [ + "<Figure size 2000x1200 with 1 Axes>" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "np.random.seed(1)\n", + "sn2 = 1.5\n", + "X, y = make_regression(30, sn2=sn2)\n", + "Xt = np.linspace(-4, 4, 150)\n", + "\n", + "# @@ COMPLETE @@ #\n", + "\n", + "\n", + "mu0 = np.zeros(1)\n", + "Sigma0 = np.eye(1)\n", + "a0 = b0 = 0\n", + "\n", + "mu_post, Sigma_post, a_post, b_post = compute_posterior(X, y, mu0, Sigma0, a0, b0)\n", + "\n", + "N_samples = 5\n", + "w_dof = 2 * a_post\n", + "\n", + "samples = sample(Xt, mu_post, Sigma_post, w_dof, a_post, b_post, N_samples)\n", + "\n", + "plt.figure(figsize=(10, 6))\n", + "plt.scatter(X, y, c='black', label='Données réelles')\n", + "for i in range(N_samples):\n", + " plt.plot(Xt, samples[i], label=f'Échantillon {i+1}')\n", + "plt.title('Échantillons de la Distribution Prédictive Postérieure')\n", + "plt.xlabel('Xt')\n", + "plt.ylabel('Prédiction')\n", + "plt.legend()\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "**Question:** Compare this plot with the previous one with order 1. Do you see any difference? Comment the results.\n", + "\n", + "**Exercise:** Do the same a before, but now with order 2, 3, 5 and 10." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "\n", + "The first plot displays significant variability between the samples, suggesting high predictive uncertainty and possible overfitting, whereas the previous plot shows tighter, more consistent regression lines, indicating a confident linear model with lower uncertainty and likely better generalization. This comparison underscores the importance of model selection to balance complexity with predictive accuracy." + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3 (ipykernel)", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.10.11" + }, + "pycharm": { + "stem_cell": { + "cell_type": "raw", + "metadata": { + "collapsed": false + }, + "source": [] + } + }, + "toc-autonumbering": false + }, + "nbformat": 4, + "nbformat_minor": 4 +} diff --git a/Coin_Toss_Experiment.ipynb b/Coin_Toss_Experiment.ipynb new file mode 100644 index 0000000000000000000000000000000000000000..2c379a410b74c1564d970744bab436068c546066 --- /dev/null +++ b/Coin_Toss_Experiment.ipynb @@ -0,0 +1,633 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Advanced Statistical Inference -- Bayesian inference for a coin tossing experiment\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The beta probability density function is defined as:\n", + "\n", + "$$\n", + "p(r \\vert \\alpha, \\beta) = \\dfrac{\\Gamma(\\alpha + \\beta)}{\\Gamma(\\alpha)\\Gamma(\\beta)}r^{\\alpha-1}(1-r)^{\\beta-1} \n", + "$$\n", + "\n", + "where $0 \\le r \\le 1$ and $\\alpha, \\beta> 0$.\n", + "You can use the `plot_beta()` function.\n" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "metadata": {}, + "outputs": [], + "source": [ + "from scipy.stats import beta\n", + "from scipy.special import gamma as gamma_func\n", + "from scipy.special import comb\n", + "from matplotlib import pyplot as plt\n", + "import numpy as np\n" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "metadata": {}, + "outputs": [], + "source": [ + "def plot_beta(a,b, plot=False):\n", + " plt.figure(figsize=(15,5))\n", + " x = np.linspace(0, 1, 1000)\n", + " plt.plot(x, beta.pdf(x, a, b),'r')\n", + " plt.title(\"beta pdf: alpha=\" + str(a) + \" beta=\" + str(b))\n", + " plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "<Figure size 1500x500 with 1 Axes>" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plot_beta(a=1, b=1)" + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "<Figure size 1500x500 with 1 Axes>" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plot_beta(a=2, b=2)" + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "<Figure size 1500x500 with 1 Axes>" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plot_beta(a=0.5, b=0.5)" + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "<Figure size 1500x500 with 1 Axes>" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plot_beta(2, 5)" + ] + }, + { + "cell_type": "code", + "execution_count": 25, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "<Figure size 1500x500 with 1 Axes>" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plot_beta(5,2)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "**Exercise:**\n", + "$r$ is the probability of some hypothetical coin landing heads. The beta distribution is a suitable prior distribution for $r$. Choose 2 different pairs of values $\\alpha$ and $\\beta$ and plot the corresponding densities. For both cases, describe the possible beliefs they encode about the coin. Note, there is no ‘right’ answer here, just think about how likely different values of $r$ are in your densities and how this reflects on the coin.\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Observe how the distribution changes for different values of 'a' and 'b', and comment on your results.\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "α > β: The graph would skew towards 1, indicating a belief that the coin is biased towards landing heads.\n", + "\n", + "α < β: The graph would skew towards 0, indicating a belief that the coin is biased towards landing tails.\n", + "\n", + "α = β > 1: The graph would be symmetrical with a peak at 0.5, but more \"peaked\" (indicating stronger belief in the fairness of the coin) compared to the α = β = 2 case.\n", + "\n", + "α = β < 1: The graph would be symmetrical with a trough at 0.5 and higher values at the extremes, indicating a belief that the coin is likely to be biased (either towards heads or tails) rather than fair.\n", + "\n", + "The Beta Distribution with α = β = 2: This is a symmetrical distribution centered around 0.5. The peak at 0.5 indicates that the belief about the coin being fair is the most credible. Values away from 0.5, towards 0 or 1, are considered less likely, representing less belief in the coin being biased towards tails or heads, respectively.\n", + "\n", + "The Beta Distribution with α = β = 1: This is a uniform distribution across all values from 0 to 1, meaning that all outcomes for r are equally likely. In the context of a coin toss, this implies complete uncertainty about the coin's bias; there's no prior belief influencing the expected outcome of heads or tails, indicating a lack of any prior information about the coin's fairness." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "**Exercise:**\n", + "`coin1()` and `coin2()` are two ‘coins’ that you can use. In either case, calling the function with an argument N tosses the coin N times and returns the number of heads. Pick either one and using the equations we derived in the class, along with any choice for $\\alpha$ and $\\beta$, plot the posterior density for $r$ after $N = 1, 5, 10, 100$ tosses. Use `plot_beta()` to do the plotting. You can put them all on one plot or all on separate plots. Explain what you see.\n" + ] + }, + { + "cell_type": "code", + "execution_count": 26, + "metadata": {}, + "outputs": [], + "source": [ + "def coin1(N):\n", + " return sum(np.random.random(N)<=0.3)\n", + "def coin2(N):\n", + " return sum(np.random.random(N)<=0.8)" + ] + }, + { + "cell_type": "code", + "execution_count": 27, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "<Figure size 1000x500 with 1 Axes>" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "yN = [coin2(N) for N in range(1000)]\n", + "plt.figure(figsize=(10,5))\n", + "plt.plot(list(range(1000)), yN)\n", + "plt.xlabel(\"Number of tosses\")\n", + "plt.ylabel(\"Number of heads\")\n", + "plt.title(\"coin2\")\n", + "plt.grid()\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "So, `coin2()` is biased to generate more heads (roughly 8 out of 10)." + ] + }, + { + "cell_type": "code", + "execution_count": 28, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [ + "<Figure size 1500x500 with 1 Axes>" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "N = 1000\n", + "\n", + "yN1, yN2 = coin1(N), coin2(N)\n", + "\n", + "# Assume coins are fair\n", + "\n", + "alpha1 = 50\n", + "beta1 = 50\n", + "\n", + "# Compute the posterior 'gamma' and 'delta' parameters\n", + "gamma1, gamma2 = yN1 + alpha1, yN2 + alpha1 # TO COMPLETE\n", + "delta1, delta2 = beta1 + N - yN1, beta1 + N - yN2 # TO COMPLETE\n", + "\n", + "plt.figure(figsize=(15,5))\n", + "x = np.linspace(0, 1, 1000)\n", + "plt.plot(x, beta.pdf(x, alpha1, beta1),'r', label='prior')\n", + "plt.plot(x, beta.pdf(x, gamma1, delta1),'b', label='posterior coin1')\n", + "plt.plot(x, beta.pdf(x, gamma2, delta2),'g', label='posterior coin2')\n", + "plt.legend()\n", + "plt.grid()\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 29, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [ + "<Figure size 1500x500 with 1 Axes>" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "N = 1000\n", + "\n", + "yN1, yN2 = coin1(N), coin2(N)\n", + "\n", + "# Assume coins are biased\n", + "\n", + "alpha1 = 50\n", + "beta1 = 10\n", + "\n", + "# Compute the posterior 'gamma' and 'delta' parameters\n", + "\n", + "\n", + "### TO COMPLETE\n", + "gamma1, gamma2 = yN1 + alpha1, yN2 + alpha1 # TO COMPLETE\n", + "delta1, delta2 = beta1 + N - yN1, beta1 + N - yN2 # TO COMPLETE\n", + "\n", + "plt.figure(figsize=(15,5))\n", + "x = np.linspace(0, 1, 1000)\n", + "plt.plot(x, beta.pdf(x, alpha1, beta1),'r', label='prior')\n", + "plt.plot(x, beta.pdf(x, gamma1, delta1),'b', label='posterior coin1')\n", + "plt.plot(x, beta.pdf(x, gamma2, delta2),'g', label='posterior coin2')\n", + "plt.legend()\n", + "plt.grid()\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 30, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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lL3+plJQUvf3226qpqdETTzyhe+65R1OnTtWECRP0hz/8QW+99ZbefvvtUNUPAAAAAIh1HZ+uKLX35aL5PIAOet143uPx6O9//7saGho0efJkvf/++3K73Zo2bVrgmKOPPlpFRUVau3atTj755C7P43K55HK5Au9ra2slSW63W+4YmV/t/x6x8n0AK3E/AcHBvQQEB/cSEDyHu5/sdXWySWpNSJDpdst29NGyS/J+/LE83H84DLfbLdM05fV6+9TLKpr4pzL6v3e08Hq9Mk1Tbrdb9gOegNndn7M9Drk+/vhjTZ48Wc3NzUpJSdFzzz2nY489VuvXr1dcXJwyMjI6HZ+Tk6PKyspDnm/RokWaP3/+QdtffvllJSUl9bS8iLZy5UqrSwBiBvcTEBzcS0BwcC8BwdPV/TS1qkqpkt7++GPtNU0NamjQVyQ1vPOOVr3wQthrRPRwOBzKzc1VfX29WlparC4nrOrq6qwuoUdaWlrU1NSkNWvWqLW1tdO+xsbGbp3DMHvYraylpUWlpaWqqanRP/7xD/3ud7/T66+/rvXr1+v73/9+p1FZknTSSSfpjDPO0JIlS7o8X1cjuQoLC7Vnzx6lpaX1pLSI5Xa7tXLlSk2fPl1Op9PqcoCoxv0EBAf3EhAc3EtA8BzufnIUF8vYuVPut9+WTjhB2rlTzuJimXa7Wqurpfh4a4pGxGtubtaOHTs0dOhQJSQkWF1OWJimqbq6OqWmpsowDKvL6bbm5mZt27ZNhYWFB/1Z1dbWKisrSzU1NYfNino8kisuLk4jRoyQJE2YMEHvvvuu7r//fl100UVqaWlRdXV1p9FcVVVVys3NPeT54uPjFd/FP0hOpzPm/odCLH4nwCrcT0BwcC8BwcG9BARPl/dTW+N5Z0aG5HRKQ4ZI6ekyamrk3LpVGjs2/IUiKng8HhmGIZvNJputR23Jo5Z/iqL/e0cLm80mwzC6/Deguz9j+/xtvV6vXC6XJkyYIKfTqVdffTWw74svvlBpaakmT57c18sAAAAAAPoj0+z8dEVJMoz25vM8YRFAmx6N5Jo7d65mzpypoqIi1dXV6emnn9bq1av10ksvKT09XZdddpnmzJmjzMxMpaWl6dprr9XkyZMP2XQeAAAAAIDDammRPB7fuj/kkqTjjpP+9z9CLgABPQq5du3apUsuuUQVFRVKT0/X2LFj9dJLL2n69OmSpHvvvVc2m00XXHCBXC6XZsyYod/+9rchKRwAAAAA0A/4R3FJUnJy+7p/JNfGjeGtB0DE6lHI9cQTTxx2f0JCgh566CE99NBDfSoKAAAAAABJ7SFXfLzk6PAr7HHH+ZaM5ALQJno6kAEAAAAA+p8D+3H5+UOuLVukxsbw1gSEwezZs2UYhhYvXtxp+/Lly3v91MQ1a9bonHPOUX5+vgzD0PLlyw86xjRN3XbbbcrLy1NiYqKmTZumTZs29ep64UbIBQAAAACIXIcKubKzpawsX2P6zz8Pf11AGCQkJGjJkiXav39/UM7X0NCg448//rAz8JYuXaoHHnhAjzzyiNatW6fk5GTNmDFDzc3NQakhlAi5AAAAAACRq6HBtzww5DIMpiwi5k2bNk25ublatGhRUM43c+ZM3XXXXTr//PO73G+apu677z7dcsstOvfcczV27Fj98Y9/VHl5eZejviINIRcAAAAAIHIdaiSXRPN59JhpmmpoabDkZZpmj+u12+1auHChHnzwQZWVlR20v7S0VCkpKZ1eaWlpKigoUFpamlJSUrRw4cJuX6+kpESVlZWaNm1aYFt6eromTZqktWvX9rj+cOtR43kAAAAAAMLqcCEXI7nQQ43uRqUs6uLvUhjUz61XclzykQ88wPnnn69x48bp9ttvP+iBgPn5+Vq/fn2nbV6vV/X19UpJSZHNZlNmZma3r1VZWSlJysnJ6bQ9JycnsC+SEXIBAAAAACKXP+RK7iIcYCQX+oklS5Zo6tSpuvHGGzttdzgcGjFiRKdtXq9XtbW1SktLk83WvybwEXIBAAAAACJXd0Zybd8u1dVJqanhqwtRKcmZpPq59ZZdu7dOP/10zZgxQ3PnztXs2bMD20tLS3Xsscce9rPz5s3TvHnzunWd3NxcSVJVVZXy8vIC26uqqjRu3Lge1x1uhFwAAAAAgMh1uJArM1PKzZUqK6VPP5UmTQpvbYg6hmH0aspgJFi8eLHGjRunUaNGBbYFe7picXGxcnNz9eqrrwZCrdraWq1bt05XXXVVML5GSBFyAQAAAAAi16Gerug3erQv5PrkE0IuxLQxY8bo4osv1gMPPBDY1tPpivX19dq8eXPgfUlJidavX6/MzEwVFRXJMAxdf/31uuuuuzRy5EgVFxfr1ltvVX5+vs4777yQfr9g6F+TMwEAAAAA0eVwI7kkms+jX1mwYIG8Xm+vP//ee+9p/PjxGj9+vCRpzpw5Gj9+vG677bbAMTfddJOuvfZaXXHFFZo4caLq6+u1YsUKJSQk9Ln+UGMkFwAAAAAgch2u8bxE83nErGXLlh20bejQoXK5XL0+55QpU2Sa5mGPMQxDCxYs0IIFC3p9HaswkgsAAAAAELkYyQWgmwi5AAAAAACRq7sh186dUnV1WEoCEJkIuQAAAAAAketIIVdamlRY6FtnNBfQrxFyAQAAAAAi15GerijRlwuAJEIuAAAAAEAkO9JILom+XAAkEXIBAAAAACLZkZ6uKBFyAZBEyAUAAAAAiGTdGcnFdEUAIuQCAAAAAEQqr7d7PbmOOca33LVL2r079HUBiEiEXAAAAACAyNTU1L5+uJArOVkaNsy3zpRFoN8i5AIAAAAARCb/VEXDkBITD38sfbmAfo+QCwAAAAAQmTo2nbcd4ddXf18uQi7EiNmzZ8swDC1evLjT9uXLl8swjF6dc82aNTrnnHOUn58vwzC0fPnyg44xTVO33Xab8vLylJiYqGnTpmnTpk2djtm3b58uvvhipaWlKSMjQ5dddpnq/ferhQi5AAAAAACRqTtPVvTzj+Si+TxiSEJCgpYsWaL9+/cH5XwNDQ06/vjj9dBDDx3ymKVLl+qBBx7QI488onXr1ik5OVkzZsxQc3Nz4JiLL75Yn3zyiVauXKn//Oc/WrNmja644oqg1NgXhFwAAAAAgMjUnScr+nWcrmiaoasJCKNp06YpNzdXixYtCsr5Zs6cqbvuukvnn39+l/tN09R9992nW265Reeee67Gjh2rP/7xjyovLw+M+vrss8+0YsUK/e53v9OkSZN06qmn6sEHH9Qzzzyj8vLyoNTZW4RcAAAAAIDI1JOQ6+ijfVMa9+2TKitDWxeilmma8ngaLHmZvQhf7Xa7Fi5cqAcffFBlZWUH7S8tLVVKSkqnV1pamgoKCpSWlqaUlBQtXLiw29crKSlRZWWlpk2bFtiWnp6uSZMmae3atZKktWvXKiMjQyeeeGLgmGnTpslms2ndunU9/o7B5LD06gAAAAAAHEpDg2/ZnZArIUEaMUL68kvfaK68vNDWhqjk9TbqjTe68fcpBE47rV52ezem3h7g/PPP17hx43T77bfriSee6LQvPz9f69ev77TN6/Wqvr5eKSkpstlsyszM7Pa1KtsC4pycnE7bc3JyAvsqKyuVnZ3dab/D4VBmZmbgGKsQcgEAAAAAIlNPRnJJvubzX37p68vVYSQKEO2WLFmiqVOn6sYbb+y03eFwaMSIEZ22eb1e1dbWKi0tTbYjPbAhxhByAQAAAAAiU09DruOOk559lics4pBstiSddpo1TwG02ZJ6/dnTTz9dM2bM0Ny5czV79uzA9tLSUh177LGH/ey8efM0b968bl0nNzdXklRVVaW8DqMhq6qqNG7cuMAxu3bt6vS51tZW7du3L/B5qxByAQAAAAAiU0+erij5RnJJhFw4JMMwejVlMBIsXrxY48aN06hRowLbgj1dsbi4WLm5uXr11VcDoVZtba3WrVunq666SpI0efJkVVdX6/3339eECRMkSatWrZLX69WkSZP69iX7iJALAAAAABCZejOSS2p/wqJhhKYuwAJjxozRxRdfrAceeCCwrafTFevr67V58+bA+5KSEq1fv16ZmZkqKiqSYRi6/vrrddddd2nkyJEqLi7Wrbfeqvz8fJ133nmSpGOOOUZnn322Lr/8cj3yyCNyu9265ppr9O1vf1v5+fmh+w/QDf1rciYAAAAAIHr0pPG8JI0cKTkcUm2t1MWT6IBot2DBAnm93l5//r333tP48eM1fvx4SdKcOXM0fvx43XbbbYFjbrrpJl177bW64oorNHHiRNXX12vFihVKSEgIHPPUU0/p6KOP1plnnqlZs2bp1FNP1WOPPdb7LxYkjOQCAAAAAESmno7kiouTRo3yjeTauFEqLAxdbUCILVu27KBtQ4cOlcvl6vU5p0yZItM0D3uMYRhasGCBFixYcMhjMjMz9fTTT/e6jlBhJBcAAAAAIDL1NOSSOk9ZBNCvEHIBAAAAACJTb0Iums8D/RYhFwAAAAAgMvX06YpS+0iujRuDXw+AiEbIBQAAAACITL0ZyTV8uG9ZWhr8egBENEIuAAAAAEBk6unTFTse29gY/HoARDRCLgAAAABAZOrNSK6kJN+yqUk6wlPkAMQWQi4AAAAAQGTqS8jl8Uhud/BrAhCxCLkAAAAAAJGpNyFXYmL7OlMWgX6FkAsAAAAAEHncbsnl8q335OmKTqdkt/vWCbmAfoWQCwAAAAAQefxN56WejeQyjPYpi4RcQL9CyAUAAAAAiDz+kMvhkOLievbZjs3ngSg1e/ZsGYahxYsXd9q+fPlyGYbRq3OuWbNG55xzjvLz82UYhpYvX37QMaZp6rbbblNeXp4SExM1bdo0bdq0qdMx+/bt08UXX6y0tDRlZGTosssuU71/enGbDRs26LTTTlNCQoIKCwu1dOnSXtXcE4RcAAAAAIDI07EfV09/off35WIkF6JcQkKClixZov379wflfA0NDTr++OP10EMPHfKYpUuX6oEHHtAjjzyidevWKTk5WTNmzFBzc3PgmIsvvliffPKJVq5cqf/85z9as2aNrrjiisD+2tpanXXWWRoyZIjef/99/epXv9Idd9yhxx57LCjf41AcIT07AAAAAAC90Zum835MV0SMmDZtmjZv3qxFixYFZSTUzJkzNXPmzEPuN01T9913n2655Rade+65kqQ//vGPysnJ0fLly/Xtb39bn332mVasWKF3331XJ554oiTpwQcf1KxZs3T33XcrPz9fTz31lFpaWvT73/9ecXFxOu6447R+/Xrdc889ncKwYGMkFwAAAAAg8hByIRRM0zcV1oqXafa4XLvdroULF+rBBx9UWVnZQftLS0uVkpLS6ZWWlqaCggKlpaUpJSVFCxcu7Pb1SkpKVFlZqWnTpgW2paena9KkSVq7dq0kae3atcrIyAgEXJIvjLPZbFq3bl3gmNNPP11xHaYaz5gxQ1988UXQRqV1hZFcAAAAAIDI4w+5evJkRT96cuFQGht7F5wGQ319r/4+n3/++Ro3bpxuv/12PfHEE5325efna/369Z22eb1e1dfXKyUlRTabTZmZmd2+VmVlpSQpJyen0/acnJzAvsrKSmVnZ3fa73A4lJmZ2emY4uLig87h3zdgwIBu19QThFwAAAAAgMjjbzzfm0CCnlyIMUuWLNHUqVN14403dtrucDg0YsSITtu8Xq9qa2uVlpYmm61/TeAj5AIAAAAARB6mKyIUkpLa/25Zce1eOv300zVjxgzNnTtXs2fPDmwvLS3Vsccee9jPzps3T/PmzevWdXJzcyVJVVVVysvLC2yvqqrSuHHjAsfs2rWr0+daW1u1b9++wOdzc3NVVVXV6Rj/e/8xoUDIBQAAAACIPIRcCAXD6N0U2AiwePFijRs3TqNGjQpsC/Z0xeLiYuXm5urVV18NhFq1tbVat26drrrqKknS5MmTVV1drffff18TJkyQJK1atUper1eTJk0KHPOLX/xCbrdbTqdTkrRy5UqNGjUqZFMVJUIuAAAAAEAkCkbIRU8uxJAxY8bo4osv1gMPPBDY1tPpivX19dq8eXPgfUlJidavX6/MzEwVFRXJMAxdf/31uuuuuzRy5EgVFxfr1ltvVX5+vs477zxJ0jHHHKOzzz5bl19+uR555BG53W5dc801+va3v638/HxJ0ne/+13Nnz9fl112mW6++WZt3LhR999/v+69994Q/ddp++8R0rMDAAAAANAbwWg8z0guxJgFCxbor3/9a68//9577+mMM84IvJ8zZ44k6dJLL9WyZcskSTfddJMaGhp0xRVXqLq6WqeeeqpWrFihhISEwOeeeuopXXPNNTrzzDNls9l0wQUXdArf0tPT9fLLL+vqq6/WhAkTlJWVpdtuu01XXHFFr2vvDkIuAAAAAEDk6ctILhrPIwb4Q6eOhg4dKpfL1etzTpkyRaZpHvYYwzC0YMECLViw4JDHZGZm6umnnz7secaOHas33nijV3X2Vv9qsw8AAAAAiA59eboiI7mAfomQCwAAAAAQeWg8D6CHCLkAAAAAAJGHxvMAeoiQCwAAAAAQeejJBaCHCLkAAAAAAJGHpysC6CFCLgAAAABA5KEnF4AeIuQCAAAAAESeYDxdkZ5cQL9CyAUAAAAAiDz05ALQQ4RcAAAAAIDIYppMVwTQY4RcAAAAAIDI4nJJHo9vnZAL6JZt27bJMAytX7/e6lIs47C6AAAAAAAAOvGP4pL69nRFenKhHyksLFRFRYUyMzPV2E8DXkZyAQAAAAAii7/pfEKCZLf3/PP+kMvt9r2AIKioqNAdd9yhiooKq0s5SEtLi+x2u3Jzc+Vw9H48U0tLSxCrCj9CLgAAAABAZOlLPy6pvfG8xGguBE1FRYXmz58flpBrypQpuuaaa3TNNdcoPT1dWVlZuvXWW2WapiRp6NChuvPOO3XJJZcoLS1NV1xxRZfTFV9//XWddNJJio+PV15enn7+85+rtbX1oOtcf/31ysrK0owZM0L+3UKJkAsAAAAAEFn6GnLFx0uG4Vvvp9O2EP2efPJJORwOvfPOO7r//vt1zz336He/+11g/913363jjz9eH374oW699daDPr9z507NmjVLEydO1EcffaSHH35YTzzxhO66666DrhMXF6f//e9/euSRR0L+vUKJnlwAAAAAgMjS15DLMHxTFhsaCLnQJxUVFYGRWx988EGnpSTl5eUpLy8vJNcuLCzUvffeK8MwNGrUKH388ce69957dfnll0uSpk6dqhtuuCFw/LZt2zp9/uGHH1ZhYaF+85vfyDAMHX300SovL9fNN9+s2267TTabb9zTyJEjtXTp0pB8h3BjJBcAAAAAILL0NeSSaD6PoHj00Uc1YcIETZgwIRAuXX755YFtjz76aMiuffLJJ8vwj0iUNHnyZG3atEmetiePnnjiiYf9/GeffabJkyd3Oscpp5yi+vp6lZWVBbZNmDAhyJVbh5FcAAAAAIDI4g+5evNkRT9/Xy5GcqEPrrzySn3961+X5BvBdfnll+vxxx/XCSecIEkhG8XVHcl9uT9CcJ5IQMgFAAAAAIgs/qcrBmMkFyEX+qCr6YgnnHBCIOQKpXXr1nV6//bbb2vkyJGyd/OJo8ccc4yeffZZmaYZGM31v//9T6mpqSooKAh6vZGA6YoAAAAAgMgSzOmKhFyIUqWlpZozZ46++OIL/eUvf9GDDz6o6667rtufv+qqq7Rjxw5de+21+vzzz/Wvf/1Lt99+u+bMmRPoxxVrGMkFAAAAAIgs9ORCBMrLy9Ptt98etimKl1xyiZqamnTSSSfJbrfruuuu0xVXXNHtzw8ePFgvvPCCfvazn+n4449XZmamLrvsMt1yyy0hrNpahFwAAAAAgMgSjJCLnlwIsry8PN1xxx1hu57T6dR9992nhx9++KB9Bz5JUZKGDh0q0zTl9XpVW1srSfrqV7+qd95555DXWL16dbDKjQixOT4NAAAAABC9mK4IoBcIuQAAAAAAkSUYT1ck5AL6HaYrAgAAAAAiSzCfrkhPLkShWJtGGC6M5AIAAAAARBZ6cgHoBUIuAAAAAEBkoScXgsw0TatLwBEE48+oRyHXokWLNHHiRKWmpio7O1vnnXeevvjii07HTJkyRYZhdHr96Ec/6nOhAAAAAIB+gpALQeJ0OiVJjfw9iHj+PyP/n1lv9Kgn1+uvv66rr75aEydOVGtrq+bNm6ezzjpLn376qZI7NAS8/PLLtWDBgsD7JP8/LgAAAAAAHAkhF4LEbrcrIyNDu3btkuTLJwzDsLiq0PJ6vWppaVFzc7NstsifwGeaphobG7Vr1y5lZGTIbrf3+lw9CrlWrFjR6f2yZcuUnZ2t999/X6effnpge1JSknJzc3tdFAAAAACgH/M3ng/G0xVpPN/v+fMJf9AV60zTVFNTkxITE6Mq0MvIyOhzltSnpyvW1NRIkjIzMzttf+qpp/TnP/9Zubm5Ouecc3TrrbcecjSXy+WSy+UKvK+trZUkud1uud3uvpQXMfzfI1a+D2Al7icgOLiXgODgXgKCp+P95KivlyHJHR8v9fL+MuLi5JDkbWiQh3u038vKytKAAQPU2toa8/25Wltb9dZbb+krX/mKHI4+xT5hYRiGHA6H7Ha7Wltbuzymuz9nDbOXf7per1df//rXVV1drTfffDOw/bHHHtOQIUOUn5+vDRs26Oabb9ZJJ52kZ599tsvz3HHHHZo/f/5B259++mmmOQIAAABAf+P16txvfEOS9OKyZWrJyOjVaQa/8YZO/PWvtXvMGL11551BLBBAuDU2Nuq73/2uampqlJaWdsjjeh1yXXXVVXrxxRf15ptvqqCg4JDHrVq1SmeeeaY2b96s4cOHH7S/q5FchYWF2rNnz2ELjyZut1srV67U9OnT+9RADQD3ExAs3EtAcHAvAcETuJ8mT1ZSTo5vW3V1+7TDHjKef16OCy6Q96ST5OkwMAOIdbH4s6m2tlZZWVlHDLl6NW7tmmuu0X/+8x+tWbPmsAGXJE2aNEmSDhlyxcfHKz4+/qDtTqczZv4w/GLxOwFW4X4CgoN7CQgO7iUgeJz+QRCGIWdamtTbnkJtvwjbmptl4/5EPxRLP5u6+z16FHKZpqlrr71Wzz33nFavXq3i4uIjfmb9+vWSpLy8vJ5cCgAAAADQH3V8smJfmmYnJvqWPF0R6Dd6FHJdffXVevrpp/Wvf/1LqampqqyslCSlp6crMTFRW7Zs0dNPP61Zs2Zp4MCB2rBhg37605/q9NNP19ixY0PyBQAAAAAAMSQYT1aU2qc5EnIB/UaPQq6HH35YkjRlypRO2//whz9o9uzZiouL0yuvvKL77rtPDQ0NKiws1AUXXKBbbrklaAUDAAAAAGKX4Q+5UlL6diJCLqDf6fF0xcMpLCzU66+/3qeCAAAAAAD9WMfpin3hD7mamvp2HgBRw2Z1AQAAAAAABAQr5PL35HK5JI+nb+cCEBUIuQAAAAAAkSPYI7kkRnMB/QQhFwAAAAAgYhjBajyfkNC+Tl8uoF8g5AIAAAAARI5gNZ632dqnLBJyAf0CIRcAAAAAIHIEa7qiRPN5oJ8h5AIAAAAARI5gjeSSGMkF9DOEXAAAAACAiGGEYiQXIRfQLxByAQAAAAAiByEXgF4i5AIAAAAARI5gPV1RoicX0M8QcgEAAAAAIgc9uQD0EiEXAAAAACByMF0RQC8RcgEAAAAAIgaN5wH0FiEXAAAAACByBHO6Ij25gH6FkAsAAAAAEDmCOZKLnlxAv0LIBQAAAACIHKF4uiIhF9AvEHIBAAAAACKC0doqw+XyvaEnF4AeIuQCAAAAAEQEe3Nz+xtCLgA9RMgFAAAAAIgIDn/I5XRKcXF9PyGN54F+hZALAAAAABARAiFXMEZxSTSeB/oZQi4AAAAAQEQIesjFdEWgXyHkAgAAAABEhEBPrmA8WVEi5AL6GUIuAAAAAEBECNlILnpyAf0CIRcAAAAAICLY6ckFoA8IuQAAAAAAEcHhH3FFTy4AvUDIBQAAAACICDSeB9AXhFwAAAAAgIgQ9OmK9OQC+hVCLgAAAABARHAE++mK/p5cTU2S1xuccwKIWIRcAAAAAICIELLpipLkPzeAmEXIBQAAAACICCF7uqJEXy6gHyDkAgAAAABEhKA/XdFul+LjfeuEXEDMI+QCAAAAAESEoE9XlGg+D/QjhFwAAAAAgIhgd7l8K8EMufxTFhnJBcQ8Qi4AAAAAQEQITFcM1tMVpfaRXIRcQMwj5AIAAAAARISQTlck5AJiHiEXAAAAACAiBP3pihI9uYB+hJALAAAAABARQjKSi55cQL9ByAUAAAAAsJ5phnYkFyEXEPMIuQAAAAAA1nO5ZPN6feuEXAB6gZALAAAAAGC9+vr2dX8wFQz05AL6DUIuAAAAAID12kIuMzFRstuDd156cgH9BiEXAAAAAMB6/pFcwZyqKDFdEehHCLkAAAAAAJYzGhp8K4RcAHqJkAsAAAAAYD1/yJWcHNzzEnIB/QYhFwAAAADAev6eXMEOufw9uWg8D8Q8Qi4AAAAAgPXoyQWgjwi5AAAAAACWM5iuCKCPCLkAAAAAANZjJBeAPiLkAgAAAABYz9+TK1QhFz25gJhHyAUAAAAAsJ5/umKwQy5/43lGcgExj5ALAAAAAGA9f8jlH3kVLExXBPoNQi4AAAAAgOUMenIB6CNCLgAAAACA9Qi5APQRIRcAAAAAwHpt0xXN5OTgntffk6upSTLN4J4bQEQh5AIAAAAAWC9Ujef9I7lMU3K5gntuABGFkAsAAAAAYLmQ9eTyj+SSmLIIxDhCLgAAAACA9fwjuYI9XdHp9L0kQi4gxhFyAQAAAACs1zaSK+g9uaTOfbkAxCxCLgAAAACA9UI1XVHiCYtAP0HIBQAAAACwltcrwx9AEXIB6CVCLgAAAACAtTqGT4RcAHqJkAsAAAAAYC1/Py6bTUpICP75/SEXPbmAmEbIBQAAAACwVlvI1RofLxlG8M/vbzzPSC4gphFyAQAAAACs1RZyeUIxiktiuiLQTxByAQAAAACs5R/J5R9xFWyEXEC/QMgFAAAAALCWP+RiJBeAPiDkAgAAAABYq6FBUghDLv8IMRrPAzGNkAsAAAAAYC16cgEIAkIuAAAAAIC1mK4IIAgIuQAAAAAA1mIkF4AgIOQCAAAAAFgr1CO56MkF9AuEXAAAAAAAa/kbz/vDqGBjJBfQLxByAQAAAACsxXRFAEFAyAUAAAAAsBaN5wEEASEXAAAAAMBa4Qq56MkFxDRCLgAAAACAtUI9XdHf64uRXEBMI+QCAAAAAFiL6YoAgoCQCwAAAABgLf/TFQm5APQBIRcAAAAAwFr+6Yr+aYXBRsgF9AuEXAAAAAAAa4V6uqI/PGtqkkwzNNcAYLkehVyLFi3SxIkTlZqaquzsbJ133nn64osvOh3T3Nysq6++WgMHDlRKSoouuOACVVVVBbVoAAAAAEAM8Ydc8fGhOb9/JJfHI7ndobkGAMv1KOR6/fXXdfXVV+vtt9/WypUr5Xa7ddZZZ6mhbf60JP30pz/V888/r7///e96/fXXVV5erm984xtBLxwAAAAAEANaWnwvhWG6osSURSCGOXpy8IoVKzq9X7ZsmbKzs/X+++/r9NNPV01NjZ544gk9/fTTmjp1qiTpD3/4g4455hi9/fbbOvnkk4NXOQAAAAAg+nUYNBGykVxOp2S3+0ZyNTZKGRmhuQ4AS/Uo5DpQTU2NJCkzM1OS9P7778vtdmvatGmBY44++mgVFRVp7dq1XYZcLpdLLpcr8L62tlaS5Ha75Y6RYaT+7xEr3wewEvcTEBzcS0BwcC8BQVBdLackMy5OptMZsvvJkZgoo75e7tpaadCgkFwDiASx+LOpu9+l1yGX1+vV9ddfr1NOOUWjR4+WJFVWViouLk4ZB6TiOTk5qqys7PI8ixYt0vz58w/a/vLLLyup45DSGLBy5UqrSwBiBvcTEBzcS0BwcC8BvZdSVqYzJbnbRnGF6n6aYbcrQdIbL72kuqFDQ3INIJLE0s+mxm5OM+51yHX11Vdr48aNevPNN3t7CknS3LlzNWfOnMD72tpaFRYW6qyzzlJaWlqfzh0p3G63Vq5cqenTp8vpdFpdDhDVuJ+A4OBeAoKDewnoO+P99yVJjvR0SQrZ/eQYMECqqdHpJ54o86STgn5+IFLE4s8m/6y/I+lVyHXNNdfoP//5j9asWaOCgoLA9tzcXLW0tKi6urrTaK6qqirl5uZ2ea74+HjFdzHv2ul0xswfhl8sfifAKtxPQHBwLwHBwb0E9EFzsyTJSEmRFML7qW2mkKOlxdejC4hxsfSzqbvfo0dPVzRNU9dcc42ee+45rVq1SsXFxZ32T5gwQU6nU6+++mpg2xdffKHS0lJNnjy5J5cCAAAAAPQH9fWSJLMt5AoZ/5Mbm5pCex0AlunRSK6rr75aTz/9tP71r38pNTU10GcrPT1diYmJSk9P12WXXaY5c+YoMzNTaWlpuvbaazV58mSerAgAAAAAOJj/6YqhDrn8PZ+72dsHQPTpUcj18MMPS5KmTJnSafsf/vAHzZ49W5J07733ymaz6YILLpDL5dKMGTP029/+NijFAgAAAABiTNtILiUnh/Y6hFxAzOtRyGWa5hGPSUhI0EMPPaSHHnqo10UBAAAAAPoJf8jFSC4AfdSjnlwAAAAAAAQVI7kABAkhFwAAAADAOjSeBxAkhFwAAAAAAOswkgtAkBByAQAAAACsw9MVAQQJIRcAAAAAwDo0ngcQJIRcAAAAAADr+HtyhXq6Ij25gJhHyAUAAAAAsA49uQAECSEXAAAAAMA6TFcEECSEXAAAAAAA6xByAQgSQi4AAAAAgHXanq5ITy4AfUXIBQAAAACwDiO5AAQJIRcAAAAAwBqmScgFIGgIuQAAAAAA1mhulrxe3zpPVwTQR4RcAAAAAABr+EdxSe0hVKgQcgExj5ALAAAAAGCNtqbzSkqS7PbQXovG80DMI+QCAAAAAFgjXP24pPaRXG637wUg5hByAQAAAACsYUXIJTGaC4hRhFwAAAAAAGuEM+SKj5cMw7dOXy4gJhFyAQAAAACs4Q+5Qv1kRckXcNGXC4hphFwAAAAAAGuEcySXxBMWgRhHyAUAAAAAsIb/6YqEXACCgJALAAAAAGANRnIBCCJCLgAAAACANcIdctGTC4hphFwAAAAAAGuEs/G8xEguIMYRcgEAAAAArOEPuVJTw3M9Qi4gphFyAQAAAACsQU8uAEFEyAUAAAAAsEZdnW9JyAUgCAi5AAAAAADWoPE8gCAi5AIAAAAAWIOeXACCiJALAAAAAGANenIBCCJCLgAAAACANejJBSCICLkAAAAAANagJxeAICLkAgAAAABYg55cAIKIkAsAAAAAEH4tLb6XxHRFAEFByAUAAAAACD//KC5JSk4OzzUJuYCYRsgFAAAAAAg/f8gVHy85neG5Jj25gJhGyAUAAAAACL9w9+OSGMkFxDhCLgAAAABA+IX7yYoSIRcQ4wi5AAAAAADhV1fnWxJyAQgSQi4AAAAAQPhZMZLL35OLkAuISYRcAAAAAIDws7InF43ngZhEyAUAAAAACD8re3K5XJLHE77rAggLQi4AAAAAQPhZ2ZNLYjQXEIMIuQAAAAAA4WfFSK6EhPZ1+nIBMYeQCwAAAAAQflb05LLZ2oMuRnIBMYeQCwAAAAAQflaM5JLapywykguIOYRcAAAAAIDws6Inl0TIBcQwQi4AAAAAQPgxkgtAkBFyAQAAAADCz4qeXJKUmOhb0pMLiDmEXAAAAACA8GMkF4AgI+QCAAAAAIQfPbkABBkhFwAAAAAg/BjJBSDICLkAAAAAAOFnVcjl78lFyAXEHEIuAAAAAED4WdV43j+Si8bzQMwh5AIAAAAAhJfLJbndvnWmKwIIEkIuAAAAAEB4+UdxSVJycnivTcgFxCxCLgAAAABAePlDroQEyeEI77UJuYCYRcgFAAAAAAgvq/pxSe2N5+nJBcQcQi4AAAAAQHjV1fmW4e7HJTGSC4hhhFwAAAAAgPDyj+Qi5AIQRIRcAAAAAIDwIuQCEAKEXAAAAACA8KInF4AQIOQCAAAAAIQXI7kAhAAhFwAAAAAgvGg8DyAECLkAAAAAAOHFSC4AIUDIBQAAAAAIr0joyUXIBcQcQi4AAAAAQHhFwkguGs8DMYeQCwAAAAAQXpHQk6upSfJ6w399ACFDyAUAAAAACK9IGMklSc3N4b8+gJAh5AIAAAAAhFck9OSS6MsFxBhCLgAAAABAeFk5kstul+LifOv05QJiCiEXAAAAACC8rOzJJbVPWWQkFxBTCLkAAAAAAOFl5UguiZALiFGEXAAAAACA8LKyJ5dEyAXEKEIuAAAAAED4mKb1I7n8zefpyQXEFEIuAAAAAED4uFxSa6tvnemKAIKIkAsAAAAAED7+UVySlJxsTQ2EXEBMIuQCAAAAAISPP+RKTJTsdmtqIOQCYlKPQ641a9bonHPOUX5+vgzD0PLlyzvtnz17tgzD6PQ6++yzg1UvAAAAACCaWd10XmrvyUXIBcSUHodcDQ0NOv744/XQQw8d8pizzz5bFRUVgddf/vKXPhUJAAAAAIgRdXW+pVX9uKT2kVw0ngdiiqOnH5g5c6Zmzpx52GPi4+OVm5vb66IAAAAAADHK6icrSkxXBGJUSHpyrV69WtnZ2Ro1apSuuuoq7d27NxSXAQAAAABEG0IuACHS45FcR3L22WfrG9/4hoqLi7VlyxbNmzdPM2fO1Nq1a2Xvoqmgy+WSy+UKvK+trZUkud1uud3uYJdnCf/3iJXvA1iJ+wkIDu4lIDi4l4CeM6qr5ZDkTUmRp8O9E877yRYfL7skT329vNy/iDGx+LOpu98l6CHXt7/97cD6mDFjNHbsWA0fPlyrV6/WmWeeedDxixYt0vz58w/a/vLLLyvJn67HiJUrV1pdAhAzuJ+A4OBeAoKDewnovqFvv63jJVXW1endF144aH847qeRpaU6VlLZl19qfRc1ALEgln42NXZz1GXQQ64DDRs2TFlZWdq8eXOXIdfcuXM1Z86cwPva2loVFhbqrLPOUlpaWqjLCwu3262VK1dq+vTpcjqdVpcDRDXuJyA4uJeA4OBeAnrO9umnkqTcESM0a9aswPZw3k+2zZulp55S4cCByu9QAxALYvFnk3/W35GEPOQqKyvT3r17lZeX1+X++Ph4xcfHH7Td6XTGzB+GXyx+J8Aq3E9AcHAvAcHBvQT0QNsTDW1pabJ1cd+E5X5KTfXV0NzcZQ1ALIiln03d/R49Drnq6+u1efPmwPuSkhKtX79emZmZyszM1Pz583XBBRcoNzdXW7Zs0U033aQRI0ZoxowZPb0UAAAAACDW+BvPtwVNlqDxPBCTehxyvffeezrjjDMC7/1TDS+99FI9/PDD2rBhg5588klVV1crPz9fZ511lu68884uR2sBAAAAAPqZujrf0sqnKyYm+paEXEBM6XHINWXKFJmmecj9L730Up8KAgAAAADEMP9ILitDLv9IrrapkwBig83qAgAAAAAA/UgkhVyM5AJiCiEXAAAAACB86MkFIEQIuQAAAAAA4UNPLgAhQsgFAAAAAAifSJquSE8uIKYQcgEAAAAAwieSQq7GRukwD1YDEF0IuQAAAAAA4RNJPblMU3K5rKsDQFARcgEAAAAAwsM0I6snl0RfLiCGEHIBAAAAAMKjuVnyen3rVoZcTqfkcPjW6csFxAxCLgAAAABAePinKkpScrJ1dUid+3IBiAmEXAAAAACA8PCHXMnJks3iX0cJuYCYQ8gFAAAAAAiPSOjH5UfIBcQcQi4AAAAAQHj4R3JFQsjlbz5PyAXEDEIuAAAAAEB4RFLI5R/JReN5IGYQcgEAAAAAwiMSQy5GcgExg5ALAAAAABAe/pArNdXaOiRCLiAGEXIBAAAAAMIjkhrP05MLiDmEXAAAAACA8IjE6Yr05AJiBiEXAAAAACA8IjHkYiQXEDMIuQAAAAAA4UFPLgAhRMgFAAAAAAgPenIBCCFCLgAAAABAeETidEV6cgExg5ALAAAAABAekRhyMZILiBmEXAAAAACA8KAnF4AQIuQCAAAAAIRHJPXkIuQCYg4hFwAAAAAgPCJpuiKN54GYQ8gFAAAAAAiPSAq5aDwPxBxCLgAAAABAeNCTC0AIEXIBAAAAAELPNCNzJBchFxAzCLkAAAAAAKHX1CR5vb71SAi56MkFxBxCLgAAAABA6PlHcUnto6isRE8uIOYQcgEAAAAAQq/jVEVbBPwq2nG6omlaWwuAoIiAf1kAAAAAADGvrs63jISpilJ7yOXxSG63tbUACApCLgAAAABA6EVS03mpvSeXRF8uIEYQcgEAAAAAQi/SQq64uPZpk/TlAmICIRcAAAAAIPT8IVdqqrV1+BlG575cAKIeIRcAAAAAIPQirSeXRMgFxBhCLgAAAABA6EXadEWJkAuIMYRcAAAAAIDQi8SQy998npALiAmEXAAAAACA0IvEkMs/kovG80BMIOQCAAAAAISevydXpDSel5iuCMQYQi4AAAAAQOhF8kguQi4gJhByAQAAAABCLxJDLnpyATGFkAsAAAAAEHqRGHLRkwuIKYRcAAAAAIDQoycXgBAj5AIAAAAAhF4kj+Qi5AJiAiEXAAAAACD0IjHkoicXEFMIuQAAAAAAoReJIZd/6qR/KiWAqEbIBQAAAAAIvUjsyZWR4VtWV1tZBYAgIeQCAAAAAISW1ys1NPjWI2kkFyEXEFMIuQAAAAAAodXUJJmmbz2SQq70dN+ypsbaOgAEBSEXAAAAACC0/P24DKP9iYaRgJFcQEwh5AIAAAAAhJa/H1dKii/oihSEXEBMIeQCAAAAAIRWJD5ZUWoPuWpq2qdTAohahFwAAAAAgNCK1JDL35PL7fb1DQMQ1Qi5AAAAAAChFakhV0qKZGv7tZgpi0DUI+QCAAAAAISWP+RKTbW2jgMZBn25gBhCyAUAAAAACK2OjecjTce+XACiGiEXAAAAACC0InW6otTel4uRXEDUI+QCAAAAAIRWJIdcTFcEYgYhFwAAAAAgtAi5AIQBIRcAAAAAILT8PbkirfG8RE8uIIYQcgEAAAAAQiuSR3LRkwuIGYRcAAAAAIDQiuSQi+mKQMwg5AIAAAAAhBYhF4AwIOQCAAAAAIRWJPfk8k9XpCcXEPUIuQAAAAAAocVILgBhQMgFAAAAAAgtQi4AYUDIBQAAAAAILUIuAGFAyAUAAAAACC16cgEIA0IuAAAAAEDoeL1SQ4NvPZJHcjU1SS6XpaUA6BtCLgAAAABA6DQ2tq9HYsiVlta+zmguIKoRcgEAAAAAQsffj8tmkxITra2lK3Z7e9BFXy4gqhFyAQAAAABCx9+PKyVFMgxrazkU+nIBMYGQCwAAAAAQOpH8ZEU/nrAIxARCLgAAAABA6BByAQgTQi4AAAAAQOgQcgEIE0IuAAAAAEDo+HtypaZaW8fh0JMLiAmEXAAAAACA0GEkF4AwIeQCAAAAAIQOIReAMOlxyLVmzRqdc845ys/Pl2EYWr58eaf9pmnqtttuU15enhITEzVt2jRt2rQpWPUCAAAAAKIJIReAMOlxyNXQ0KDjjz9eDz30UJf7ly5dqgceeECPPPKI1q1bp+TkZM2YMUPNzc19LhYAAAAAEGXoyQUgTBw9/cDMmTM1c+bMLveZpqn77rtPt9xyi84991xJ0h//+Efl5ORo+fLl+va3v923agEAAAAA0YWRXADCJKg9uUpKSlRZWalp06YFtqWnp2vSpElau3ZtMC8FAAAAAIgGhFwAwqTHI7kOp7KyUpKUk5PTaXtOTk5g34FcLpdcLlfgfW1trSTJ7XbL7XYHszzL+L9HrHwfwErcT0BwcC8BwcG9BByZvbZWNkmexER5D3OvWHk/GSkpckgyq6vVyv2MKBeLP5u6+12CGnL1xqJFizR//vyDtr/88stKSkqyoKLQWblypdUlADGD+wkIDu4lIDi4l4BDO7mkRDmSPtqyRTteeOGIx1txPyWXl2uapNa9e/VCN2oEokEs/WxqbGzs1nFBDblyc3MlSVVVVcrLywtsr6qq0rhx47r8zNy5czVnzpzA+9raWhUWFuqss85SWlpaMMuzjNvt1sqVKzV9+nQ5nU6rywGiGvcTEBzcS0BwcC8BXTNNrwzD1x3HvnSpJGnsKadozKxZh/yMpffT7t3Sj38sZ1OTZp11luSwfDwI0Gux+LPJP+vvSIJ65xYXFys3N1evvvpqINSqra3VunXrdNVVV3X5mfj4eMXHxx+03el0xswfhl8sfifAKtxPQHBwLwHBwb2E/sjrbVVz8zY1NW0KvBobfUuXq1QZGWfomGOelq2hQZLkyMiQunGfWHI/ZWW1X7+pScrMDO/1gRCIpZ9N3f0ePQ656uvrtXnz5sD7kpISrV+/XpmZmSoqKtL111+vu+66SyNHjlRxcbFuvfVW5efn67zzzuvppQAAAAAAEaK29l3t2vV0IMhqbt4q02w95PH796/Uhx9O1sS6Ft8TzyK58XxcnJSUJDU2SjU1hFxAlOpxyPXee+/pjDPOCLz3TzW89NJLtWzZMt10001qaGjQFVdcoerqap166qlasWKFEhISglc1AAAAACBs9u9fpQ0bZso0Wzptt9kSlJg4QomJIwOvpKSjZBhOffrpd9TUtFmt+w3FSZEdcklSerov5OIJi0DU6nHINWXKFJmmecj9hmFowYIFWrBgQZ8KAwAAAABYr7b2HW3ceK5Ms0UZGWdq0KBvKinJF2jFxxcEem8d6IQT3tbHH/8/2ZvelyTtbXlTAzU2nKX3TEaGVFFByAVEMbrpAQAAAAC61NDwqTZsmCmPp14ZGVM1Zsx/ZLd3b5ZOfHyuxo9dJXtzuiTp87KrVZTjUkHB9TIMI5Rl905Ghm9JyAVEra4jdwAAAABAv9bUVKKPPpqu1tZ9Sk09SaNHL+92wOVnd7WHWZ5EacuWOdq8+TqZpifY5fadP+SqqbG0DAC9R8gFAAAAAOjE5arURx9NV0tLuZKSjtPYsS/I4Ujt+Ynq6iRJps2moUcvlSTt3PmgNm68QB5PYzBL7rt034gzRnIB0YuQCwAAAAAQ4Hbv14YNM9TcvEUJCcU6/viX5XQO7N3J6uslSUZqqoqG/EzHHvs3GUa89u79l9avP0MtLbuCWHkfMV0RiHqEXAAAAAAASZLH06CPP/6aGho2KC4uV8cfv1Lx8fm9P2FbyOV/smJ29rc0btyrcjgGqq7uHX3wwclqbPwiCJUHASEXEPUIuQAAAAAA8npd2rjxG6qtXSuHY4DGjn1ZiYnD+3bSA0IuSUpPP0UnnLBWCQnD1dxcog8+mKy6ug/6dp1goCcXEPUIuQAAAACgnzNNjz777P+0f//LstmSNWbMC0pJGdP3E3cRcklSUtJInXDCWqWlnazW1v364ovLZZrevl+vL+jJBUQ9Qi4AAAAA6MdM09SXX/5Iu3f/XYYRp9Gjlys9/eTgnLyt8bxSD25aHxc3SKNH/1t2e5rq6z/Q7t1PB+eavcV0RSDqEXIBAAAAQD9lmqa2br1ZFRW/k2TTscf+RZmZ04J3gUOM5PKLixukIUPmSZK2b79Nkit41+4pQi4g6hFyAQAAAEA/VVHxuHbs+JUkadSoxzVo0DeCe4EjhFySNHjwTxQfX6SWljLFxz8f3Ov3hH+6Ij25gKhFyAUAAAAA/ZDbvU9bt/5cklRcvFB5eT8I/kW6EXLZ7YkaNmyhJCk+/p9qadkV/Dq6g5FcQNQj5AIAAACAfmj79jvV2rpfycljVFR0U2gucpieXB1lZ39HKSkTZBhN2rHjztDUciQdn67otbgJPoBeIeQCAAAAgH6msfFL7dz5G0nS8OG/lmHYQ3OhbozkkiTDsGno0CWSpMrK36mh4bPQ1HM4/pDL622vG0BUIeQCAAAAgH5m69abZZqtysycpczM6aG7UDdDLklKTz9dbvdJkjzaujVEI8sOJyFBcjp96/TlAqISIRcAAAAA9CP797+mPXuWS7Jr+PBfhfZiPQi5JKm5+VIZhkN79/5H+/evCmFhXTAM+nIBUY6QCwAAAAD6CdP0aMuWOZKk/PwrlZx8bGgv2M2eXH5e72Dl5l4hSdqy5UaZZph7YxFyAVGNkAsAAAAA+onKyj+pvn697PZ0DR16R+gv2MORXJJUWPgL2e1pqq//UFVVfw5RYYdAyAVENUIuAAAAAOgHPJ4GlZTMkyQNGXKL4uIGhf6ivQi5nM5BGjLkF5KkkpJfyONpDEVlXUtP9y3pyQVEJUIuAAAAAOgHSkuXqqWlQgkJxSoouDY8F+1FyCVJgwf/RPHxRXK5ylRWdl/w6zoURnIBUY2QCwAAAABiXHNzmXbs8DWZHzZsqWy2+PBc2N+Tq4chl92eoGHDFkmSSksXqaWlKtiVdY2QC4hqhFwAAAAAEONKSn4hr7dJ6emnatCgC8J3Yf9Irm42nu8oO/vbSk2dKI+nXtu23RHcug6FkAuIaoRcAAAAABDDamvfU1XVHyVJw4ffI8MwwnNhj0dqavKt93AklyQZhk3Dh98tSSovf1wNDZ8Gs7qu0ZMLiGqEXAAAAAAQo0zT1JYtcyRJOTnfU1raxPBdvKGhfb0XIZckZWScrqys8yR5tGXLTUEp6wgX9C0ZyQVEJUIuAAAAAIhRe/Y8p5qaN2SzJaq4eGF4L+7vx2W3S/G97wE2bNgSGYZD+/b9V/v3vxqk4g6BkAuIaoRcAAAAABCDvF5XYPRTYeGNSkgoDG8BHftx9WGKZFLSUcrPv0qStGXLjTJNTzCq6xohFxDVCLkAAAAAIAbt3PkbNTdvUVxcrgoLwzDV70D+kKuXUxU7GjLkNtnt6aqvX6+9e//b5/MdEj25gKhGyAUAAAAAMaalZY+2bbtTklRc/Es5HH0PmnosiCFXXFyW8vOvkCSVlz/S5/MdEiO5gKhGyAUAAAAAMWb79vnyeGqUnHy8cnMvtaYIf0+uIIRckpSX5wu59u1boaamkqCc8yAdQy7TDM01AIQMIRcAAAAAxJDGxk3aufNhSdKIEffIMOzWFNKxJ1cQJCWN0IAB0yWZqqh4PCjnPIg/5HK7pebm0FwDQMgQcgEAAABADNmx49eSPMrMnKkBA6ZaV0gQpyv65ef/SJJUUfGEvN6WoJ03ICVFsrX9msyURSDqEHIBAAAAQIxoaalSZeUySVJR0c+tLSYEIdfAgecoLi5Pbvcu7dmzPGjnDTCM9ubzhFxA1CHkAgAAAIAYsXPnb2SaLqWmnqT09NOsLSbIPbkkyWZzKi/vh5JC2ICe5vNA1CLkAgAAAIAY0Npar507H5IkFRXdJMMwrC0oyD25/Hwhl03V1a+poeHzoJ5bUnvIVVMT/HMDCClCLgAAAACIAZWVv1dr634lJo5QVtZ5VpcTkumKkpSQUKSBA78mSaqoeCyo55bEdEUgihFyAQAAAECU83pbtWPHPZKkgoIbrHuiYkchCrmk9gb0lZXL5PE0BffkTFcEohYhFwAAAABEud27/y6Xa7uczkHKzb3U6nJ8QtCTyy8zc4bi44eotXW/du/+e3BPTsgFRC1CLgAAAACIYqZpaseOpZKkwYOvld2eaHFFbULUk0uSDMOu/PwrJYWgAT09uYCoRcgFAAAAAFFs//5XVV+/XjZbkgYP/rHV5bQL4XRFScrL+4EMw6Ha2rWqr/8oeCemJxcQtQi5AAAAACCK7djxK0lSXt5lcjoHWlxNByEOueLicpSV9Q1JUnn5o8E7MdMVgahFyAUAAAAAUaqubr32739Zkl0FBXOsLqezEPbk8vM3oK+q+pNaW+uCc1JCLiBqEXIBAAAAQJTaseNuSVJ29reUmDjU2mIOFMKeXH4ZGVOUmHiUPJ567dr1l+Cc1D9dkZ5cQNQh5AIAAACAKNTcvF27dj0jSSos/JnF1XQhxNMVJckwjMBorvLyR2SaZt9PykguIGoRcgEAAABAFCoru0+SRxkZZyo19QSry+mstVVqbvathzDkkqTc3EtlGPGqr/9QdXXv9v2EhFxA1CLkAgAAAIAo43bvV3n545KkoqKbLK6mC/5RXFLIQy6nM1PZ2RdJ8o3m6jNCLiBqEXIBAAAAQJQpL39YXm+DkpOP14AB060u52D+kMvhkOLiQn45/5TFXbuekdu9v28n8/fkamqSWlr6WBmAcCLkAgAAAIAo4vE0q6zsAUlSUdHPZBiGxRV1oWPT+TDUl5Z2spKTx8rrbVJV1Z/6erL2dZrPA1GFkAsAAAAAokhV1Z/kdlcpPr5QgwZdaHU5XQtD0/mOgtqA3uFofyIkUxaBqELIBQAAAABRwjS92rHjbklSQcEc2WxOiys6hLo63zJMIZck5eRcLJstWY2Nn6mm5o2+nYy+XEBUIuQCAAAAgCixZ8+/1dT0pRyODOXl/dDqcg4tzCO5JMnhSFNOzsWSgtCA3t+Xi+mKQFQh5AIAAACAKLFjx68kSfn5P5bDEb4Aqcc69uQKI/+Uxd27/6GWll29PxEjuYCoRMgFAAAAAFGgpuZ/qq19S4YRp8GDr7W6nMOzYCSXJKWmjldq6kkyTbcqK5f1/kSEXEBUIuQCAAAAgChQWuobxZWbe6ni43MtruYILAq5JHVoQP9Y7xvQE3IBUYmQCwAAAAAiXGPjZu3d+29JUmHhDRZX0w0WNJ73y86+SHZ7ipqbt6i29q3enYSeXEBUIuQCAAAAgAi3c+eDkkxlZn5NSUmjrC7nyCzqySVJdnuSBg36piSpsvJPvTsJI7mAqETIBQAAAAARrLW1RpWVv5ckFRRcb20x3WXhdEVJysn5P0nS7t1/lcfT3PMTEHIBUYmQCwAAAAAiWEXF7+Xx1Csp6TgNGHCm1eV0j8UhV0bGFMXHF6i1tVr79v23NyfwLQm5gKhCyAUAAAAAEco0Pdq58wFJUkHBdTIMw+KKusnCnlySZBg2ZWdfLKmXUxbpyQVEJUIuAAAAAIhQe/Y8r+bmbXI4Bion53tWl9N9Fvbk8svN9U1Z3LfvBbW07OnZhxnJBUQlQi4AAAAAiFBlZfdJkvLzr5DdnmhtMT1h8XRFSUpOPk4pKSfINN3avfuvPfswIRcQlQi5AAAAACAC1dV9qJqa12UYDuXn/9jqcnomAkIuqb0BfY+nLBJyAVGJkAsAAAAAIlBZ2f2SpEGDvqWEhAKLq+khi3ty+eXkfEeSXXV169TY+GX3P+jvyVVXJ3k8IakNQPARcgEAAABAhGlpqdKuXX+RJBUUXG9tMb0RAT25JCkuLkeZmTMkSVVVPRjN5Q+5JKm2NshVAQgVQi4AAAAAiDDl5Y/INFuUlnay0tJOsrqcnouQ6YpS+5TFqqo/yzS93ftQfLyU2NYDjSmLQNQg5AIAAACACOL1urRz528lRekoLrdbcrl86xEQcmVlnSu7PVXNzdtUU/O/7n/Q35erpiYkdQEIPkIuAAAAAIggu3Y9I7d7l+LjC5SV9Q2ry+k5/yguKSJCLrs9UYMGfUtSL6csMpILiBqEXAAAAAAQIUzTVFnZfZKk/PyrZbM5rS2oN/whV1yc7xUB/FMWd+36mzye5u59iCcsAlGHkAsAAAAAIkRNzRuqr18vmy1R+fmXW11O70RQPy6/jIzTFR9fJI+nRnv3Pt/dD/mWhFxA1CDkAgAAAIAI4R/FlZNziZzOgdYW01v+HlYRFHIZhk05ORdL6sGURXpyAVGHkAsAAAAAIkBT01bt2bNcklRQ8BNri+mLHTt8y4ICa+s4gH/K4r59L6qlZfeRP0BPLiDqEHIBAAAAQATYufM3kkwNGHCWkpOPtbqc3tu+3bccMsTaOg6QnHyMUlNPlGm2ateuZ478AaYrAlGHkAsAAAAALNbaWqeKiickSQUF11tbTF9t2+ZbDh1qZRVd8o/m6taURUIuIOoQcgEAAACAxSorl8njqVVi4ihlZs6wupy+ieCQKzv725Lsqqt7Vw0Nnx/+YHpyAVGHkAsAAAAALGSaXpWV3S9JKii4ToYR5b+mReh0RUmKi8vWwIEzJXVjNBc9uYCoE+X/egIAAABAdNu7979qbt4ihyNDubmXWF1O35hmRI/kkjpOWfyzTNN76AOZrghEHUIuAAAAALBQWdl9kqS8vMtltydbW0xf7dsn1df71ouKrK3lEAYOPEd2e5pcrlLV1Lxx6AMJuYCoQ8gFAAAAABapr9+g6upVkuwaPPgaq8vpO/9UxZwcKTHR2loOwW5P1KBB35IkVVYeZsqif7oiPbmAqEHIBQAAAAAW8Y/iGjTofCUkRObIpx6J8KmKfv5pobt3/10eT1PXB3UcyWWaYakLQN8QcgEAAACABVyunaqq+rMkqaBgjsXVBEmUhFzp6acqPn6IPJ5a7d37764P8odcXm/7FEwAEY2QCwAAAAAsUFZ2n0zTrfT005SePtnqcoIjgp+s2JFh2JST8z1Jh5mymJgoOZ2+dfpyAVEh6CHXHXfcIcMwOr2OPvroYF8GAAAAAKKW212t8vJHJUlFRTdbXE0QRclILknKzfU9ZXHfvhVqaak6+ADDoC8XEGVCMpLruOOOU0VFReD15ptvhuIyAAAAABCVKioelcdTp6Sk45SZOdPqcoInikKupKRRSk09SZJHu3Y90/VBPGERiCohCbkcDodyc3MDr6ysrFBcBgAAAACijsfTHGg4X1T0MxlGDHWRiZLpin7+BvSVlcu6PoCQC4gqjlCcdNOmTcrPz1dCQoImT56sRYsWqaio6yeFuFwuuVyuwPva2lpJktvtltvtDkV5Yef/HrHyfQArcT8BwcG9BAQH9xJ6o7LySbW0VCourkADBnwzdv7+VFfL2Tatz52fL/Xwe1lxPw0Y8E0ZxhzV16/X/v3vKCVlfKf99vR02SS17tkjM1b+nBDzYvFnU3e/i2GawX0W6osvvqj6+nqNGjVKFRUVmj9/vnbu3KmNGzcqNTX1oOPvuOMOzZ8//6DtTz/9tJKSkoJZGgAAAABYzKuUlGtkt5erqen7amk51+qCgiatpERn/PSncqWna8WTT1pdTrclJv5KcXH/k8v1NTU3X95p38QlS5S/dq02XHGFSmbNsqhCAI2Njfrud7+rmpoapaWlHfK4oIdcB6qurtaQIUN0zz336LLLLjtof1cjuQoLC7Vnz57DFh5N3G63Vq5cqenTp8vpfzoHgF7hfgKCg3sJCA7uJfTU3r3L9fnnF8puz9CJJ26Rw3HwQIBoZfz733J885vyTpggz9q1Pf68VffT/v0v6dNPz5HDkamJE7fLZosP7LNfeaVsf/iDPPPnyzt3bthqAvoiFn821dbWKisr64ghV0imK3aUkZGho446Sps3b+5yf3x8vOLj4w/a7nQ6Y+YPwy8WvxNgFe4nIDi4l4Dg4F5Cd5imqZ07fy1JGjz4x0pMzLS4oiArK5Mk2YqLZevD/RDu+2nQoJmKixuslpadqqlZoezsb7bvzPT9Gdnr6mTnHkeUiaWfTd39HiHvcFhfX68tW7YoLy8v1JcCAAAAgIhVU/Om6urWyTDiVVDwE6vLCT5/0/koeLJiR4Zh79CA/g+dd9J4HogqQQ+5brzxRr3++uvatm2b3nrrLZ1//vmy2+36zne+E+xLAQAAAEDU2LFjqSQpN3e24uJyLK4mBLZt8y2j5MmKHeXmzpYk7du3Qi5XefuO9HTfsq2hPoDIFvSQq6ysTN/5znc0atQoXXjhhRo4cKDefvttDRo0KNiXAgAAAICoUF+/UXv3/keSocLCG6wuJzT8IVeUjeSSpKSko5SWdookr6qq/tS+g5FcQFQJek+uZ555JtinBAAAAICotmPH3ZKkrKxvKClppMXVhEiUTlf0y8v7vmpr/6eKit+rsPAmGYZByAVEmZD35AIAAACA/qy5uUy7dj0lSSoqutniakKktlbat8+3HoXTFSVp0KALZbMlqanpS9XWtj0dkpALiCqEXAAAAAAQQmVl98o0W5WRMUVpaROtLic0/KO4MjOl1FRra+klhyNVgwZ9S1KHBvT05AKiCiEXAAAAAISI271fFRWPSZIKC2N0FJfUHnJF6Sguv7y870uSdu36qzyehs4juUzTsroAdA8hFwAAAACESHn5I/J46pWcPEaZmTOsLid0orjpfEfp6acrIWGYPJ467d79bHvI1dIiNTdbWhuAIyPkAgAAAIAQ8HiaVVZ2vyS1NzKPVTESchmGodzc2ZLapiympEi2tl+bmbIIRDxCLgAAAAAIgaqqP8rtrlJ8fJGysy+yupzQipHpipKUm3upJEPV1a+pybVNSkvz7aD5PBDxCLkAAAAAIMhM06MdO+6WJBUWzpHN5rS4ohCLkZFckpSQUKQBA86UJFVWPskTFoEoQsgFAAAAAEG2Z89yNTVtksMxQLm5l1ldTujFUMglSbm5P5DkC7lMQi4gahByAQAAAEAQmaap0tIlkqTBg6+Rw5FicUUh1tAg7dnjW4+B6YqSlJV1nuz2dLlc29Wa0vZURXpyARGPkAsAAAAAgmj//ldVV/eubLYEDR58jdXlhJ6/H1d6evvUvihntycqJ+c7kqSmuL2+jYzkAiIeIRcAAAAABIlpmiopmStJysu7UnFx2RZXFAYxNlXRLzf3+5Kkxrhy3wZCLiDiEXIBAAAAQJDs2fOs6urek92eoiFD5lldTnjE0JMVO0pNnaikpGPVmuz1bSDkAiIeIRcAAAAABIHX26qtW38hSSoouKF/jOKSYnYkl2EYys39vlr9LdXoyQVEPIfVBQAAAABALKiqelJNTV/I6cxSYeEcq8sJH/9IrggIuVo8Laqsr1R5Xbn2Ne1TnatOta7aTq+6ls7b6lvqZcrs8nypdreWJfnWV73/J93w6Fqlx6crPSFd6fHpykjICLw/cD03JVeDUwfLbrOH8b8A0L8RcgEAAABAH3k8TSopuV2SVFT0CzkcaRZXFEb+kVwhnq64r2mftlVvU3lduXbW7lR5XbnvVd/+fnfj7qBf9wtDOkpSdnO91leu79FnHTaHCtMKNTRjaJev/NR8OWz8Wg4EC3cTAAAAAPTRzp0PqaVlp+Lji5Sf/yOrywmvIE5XbPA06P2K91VSU6JN+zb5Xnt9y31N+7p1DqfNqbzUPGUlZSktPq39FZem1PjUztvi05QSlyKbcehOPln/flzSMyr0OPTid5erxlWv6uZq1bhqVNNc077ualtv21ZRX6FWb6tKqktUUl3S5bnthl1F6UUakzNG43PH64S8EzQ+d7wK0gpkGEZv/hMC/RohFwAAAAD0gdtdrdLShZKk4uIFstsTLK4ojJqapKoq33oPQq5dDbu0oWqDPqr8SBt3b9SXe7/Upr2bfCOxPj7053KSc1SQVqD81PzAa3Dq4E7vByYNPGxo1VPe0R5Jz8hR36oTB5jKyrqoW5/zeD2qqK/QtuptB72212zX9urtcnvdgRDs31/8O/DZrKSsQOjlD76GZw4P6vcCYhEhFwAAAAD0wY4dd6u1db+Sko5VTs73rC4nvEpLfcuUFGnAgIN2t3ha9PmezwOB1oZdvmVVQ9UhT5mTnKORA0dqZGbbq219ROYIJcclh+qbHJJtwEBJkqNBqqz8vbKy/l+3Pme32VWQVqCCtAKdWnTqQfu9plcVdRXavG+zPqr6SB9UfKAPKj7Qp7s/1Z7GPVq5daVWbl0ZOD41LlUT8ido6tCpmjZsmiYOnshUR+AA3BEAAAAA0EsuV6XKyu6VJA0btlCG0c+ajHeYqujytGhD1Qa9s/MdvVP+jtZXrtdnuz+T2+s+6GOGDI3IHKGxOWM1JnuMjs46WsXpxdry7hZ985xvyul0hvd7HE5GhiTJUS/t3fu8Wlp2Ky5uUJ9PazNsGpw2WIPTBuurQ78a2N7c2qyPqz7Wh5Uf6oOKD/Rh5YfaULVBdS11Wr1ttVZvW63bVt+m1LhUTRk6RdOGTdO0YdN0TNYxTHFEv0fIBQAAAAC9tH37nfJ6G5WWdrIGDvy61eWEjdf0avO+zdr3v7/qZElv2Mo0bXGaWjwtBx2bHp+usTljNTZnrI7POV5jc8bquOzjlBKX0uk4t9utCntFmL5BD7SFXPZmSe5WlZc/qqFDbwnZ5RIcCZo4eKImDp4Y2NbqbdXnez7X/0r/p1dLXtWrJa9qX9M+Pf/l83r+y+clSXkpeYHA68ziMzU4bXDIagQiFSEXAAAAAPRCU9MWVVQ8JkkaNmxxTI+iqW6u1v9K/6e1ZWv1zs539G75u6purtYvX5NOlvRRfLVaPNLAxIE6afBJOmnwSToh7wQdn3O8itKLovu/TVr7kzIdDdLOnQ+qsPDGsPZec9gcGp09WqOzR+vKE6+U1/RqfeV6vbL1Fb2y9RW9UfqGKuor9KcNf9KfNvxJkjQ2Z6wuPPZCXTT6Io3IHBG2WgErEXIBAAAAQC+UlNwm02xVZubZysj46pE/EEXKasv0xvY39Gbpm3qj9A1t3LVRpsxOxyQ4EnSiO0XSHp1y+sXa8pMFKs4oju5AqysOh6/nWH29klpyVeOu1K5dTykv7zLLSrIZtkBT+ptOuUnNrc16a8dbgdDrvfL3tKFqgzZUbdAtr92i8bnjddFxF+nC4y5U8YBiy+oGQo2QCwAAAAB6qK5uvXbtelqSVFy80OJq+sY0TX2257NAoPVm6ZvaVr3toOOOGniUvlL4FZ08+GSdNPgkjc4eLecLUyTt0fiTz5MGDAtz5WGUkSHV1ysv8ULV6AHt2PFr5eZ+X0aEPO0wwZGgqcVTNbV4qhaeuVB7G/fqX1/8S3/95K96deur+rDyQ31Y+aF+/urPNTF/oi487kJdeNyFKkovsrp0IKgIuQAAAACgh0pKfiFJys7+tlJTx1tcTc/4Q63XSl7Tqm2r9Pq217W3aW+nY+yGXePzxuvUwlN12pDTdErhKcpJyTn4ZP7G80OGhL5wK2VkSGVlGuScqk32P6ix8TPt27dCAwfOsrqyLg1MGqgfjP+BfjD+B9rTuEfPfvas/vbJ3/Tattf0bvm7erf8Xf1s5c90csHJuui4i/TdMd9VdnK21WUDfUbIBQAAAAA9UF29Rvv2vSDDcGjo0DutLueITNPUlv1btKpklV7b9ppeK3lNVQ1VnY5JdCTq5IKTdVrRaTq16FSdXHCyUuNTD39il0sqL/etDx0amuIjRXq6JMle36q84ZerrOwe7djx64gNuTrKSsrSFROu0BUTrlBVfZWe/exZ/fWTv2rN9jV6u+xtvV32tm5aeZMuOPYCXXXiVTqt6LTYm3KKfoOQCwAAAAC6yTRNbd36c0lSXt7lSkqKzIbeO2p2aFXJKq3atkqrSlaprLas0/5ER6JOKTpFU4dO1RnFZ2hC3gQ57c4eXmSHb5mUJGVlBanyCNX2hEVVV6ug4DqVld2v6upVqqv7MKpG8uWk5OiqiVfpqolXqaKuQv/49B/688d/1js739EzG5/RMxuf0XGDjtOPTvyR/m/s/yk9Id3qkoEeIeQCAAAAgG7au/d51daulc2WqCFDbrW6nIBaV61Wb1utlVtW6uWtL+vLvV922u+0OTW5cLLOGHqGphZP1aTBkxTviO/bRTtOVYz1kT8dQq6EhCJlZ1+oXbv+oh07fq1jj/2zpaX1Vl5qnq6ddK2unXStPqj4QA+/+7Ce3vi0Ptn9ia598Vr9/JWf67tjvqurTrxK4/OiJ8hD/0bIBQAAAADdYJoebd06T5JUUHC94uPzLKul1duqd3e+q5VbV2rl1pV6u+xttXpbA/tthk0T8ycGmpF/pfArSnImBbcIf8gV61MVpU4hlyQVFt6gXbv+ot27/6rm5sVKSCiwrLRgOCHvBD3+9cd191l3608b/qSH33tYn+7+VI9/8Lge/+BxTRo8ST868Ue66LiLlOhMtLpc4JAIuQAAAACgG6qqnlJj4ydyOAaosPCmsF9/6/6temnzS1q5daVWlaxSjaum0/4RmSM0fdh0TR82XWcUn6GMhIzQFrR9u2/ZH0Kutp5cqvH9N09NnaD09K+qpuZ17dz5gIYPX2phccGTnpCua066RldPvFpvlL6hh997WP/89J9at3Od1u1cpxtevkE/OeknunbStcpMzLS6XOAghFwAAAAAcAStrXUqKblFklRU9HM5nRkhv2ZDS4NWb1utFZtX6KUtL2nTvk2d9mckZGjasGmBYKt4QHHIa+qkvzxZUTpoJJckFRbeqJqa11Ve/qiGDLlFDkeaJaWFgmEYOn3I6Tp9yOmqmlGl33/4ez36/qPaXrNdd7x+h+5ee7euOvEqzZk8R7kpuVaXCwQQcgEAAADAEWzd+nO5XDuUkDBUgwdfE5JrmKapT3Z/opc2v6QVW1ZozfY1avG0BPY7bA59pfArOmvYWZo+fLom5E2Q3WYPSS3d0o+nK0rSwIGzlJg4Sk1NX6ii4gkVFv7UktJCLSclR3NPm6ubTrlJ//zsn1r4xkJ9VPWRfvXWr/TAugd02fjL9LNTfqahGUOtLhUg5AIAAACAw6mufl3l5b+VJI0a9TvZ7cHrbVXdXK1Xtr6iFZtXaMXmFdpZt7PT/iHpQzRzxEzNGDFDU4unKi0+gkYL+acr9tORXIZhU2HhHH355ZUqK7tfgwdfK5stdn/FttvsuvC4C/WtY7+lFza9oF++8UutLVur3773Wz32wWO6eMzF+vmpP9fRWUdbXSr6sdi9AwEAAACgjzyeRn3++WWSpLy8KzRgwJl9Op9pmvqo6iO9uOlFvbj5Rb214y15TE9gf4IjQVOGTtHZw8/W2SPO1lEDj5IRiU8udLulnW2BXH8YyXVATy6/nJz/U0nJLXK5tmvPnn8qO/siC4oLL8Mw9LWjvqZZI2fp9e2va+EbC7Vy60o9+dGT+uNHf9QFx16geafO44mMsAQhFwAAAAAcQknJrWpu3qL4+IJeNxevaa7Ryq0r9eKmF7ViywqV15V32n901tGaOWKmzh5xtk4rOi06nl5XViZ5vVJCgpSTY3U1odfFSC5JstsTNXjw1dq27Q7t2HG3Bg26MDJDyRAwDENThk7RlKFT9M7Od7TozUVa/vly/ePTf+gfn/5D/++o/6eFUxdqTM4Yq0tFP0LIBQAAAABdqKl5W2Vl90qSjjrqUTkc6d36nGma+njXx3px04t6YfMLemvHW2r1tgb2JzmTNLV4qmaNmKWZI2dGZy8jfz+uoiKpP4Q6hwi5JCk//8cqLV2surr3VFPzhjIyTg9raZHgpMEn6bmLntPGXRu1+M3F+svGv+g/X/5H//3yv7p03KWaP2W+itKLrC4T/QAhFwAAAAAcwONp1hdf/ECSqZycSzRw4KzDHl/nqtOrJa/qhU0v6IVNLxzUW2vUwFGaOWKmZo2cpdOGnKYER0IIqw+D/tR0XmoPuWprJY9Hsrc3/I+LG6ScnEtVUfGoduz4db8MufxGZ4/Wn7/xZ93+1dv1i1W/0N8//buWrV+mv3z8F1170rWae9pcZSZmWl0mYhghFwAAAAAcYPv2O9XY+JmczhyNGHHvQftN09Tnez7XC5te0IubX9Sa7Wvk9roD+xMdiTqj+IzAaK1hA4aFs/zQ8zed7y8hV3qHUXx1de2hV5vCwp+qouJR7d37vBobv1BS0qjw1hdhRg4cqb996296Z+c7uvmVm7V622rdvfZu/e7D32nuqXN17UnXRse0XEQdQi4AAAAA6KCu7gOVli6RJB111MNyOn0jTxrdjXqt5DXfaK3NL2hb9bZOnxs+YLi+NtLXkPv0IafH9i/x/pFc/eHJipIUH+/rP9bc7JuyeEDIlZQ0SgMHnqO9e5/Xjh33atSoRywpM9KcNPgkrbpklVZsXqGbX7lZH+/6WDe/crMefOdBLZiyQJccf4nsNvuRTwR0EyEXAAAAALTxelv0+effl+TRoEEXqto2Wn9Z94Be2PSCVm9bLZfHFTg23h6vrw79qmaNmKVZI2dp5MCR1hUebv1tuqLkC7YqK7vsyyVJhYU3au/e51VV9aSKi+9UXNygsJYXqQzD0MyRM3XW8LP01MdP6ZZVt2hH7Q794N8/0K/X/lqLpy3W10Z+rd807EdoEXIBAAAAQJut2+5SQ8MGucwE/d/r7+jD3Ud12l+UXhQYrXXG0DOUHJdsUaUW62/TFSUpM9MXcpWXS+PGHbQ7Pf00paaeqLq691Re/rCGDr0t/DVGMLvNrkuOv0QXHnehfvPOb7TwjYX6ZPcnOucv52hq8VQ9OPNBHTvoWKvLRJQj5AIAIEa4vV7Vezxq8Hh8y7b3TR6PmrxeNXu9amp7Nbjd+ig+Xmu3b5dbCux3m6ZavF61dFi6D3jf4vWq1TTlleQxTXkOWPdI8nbY3pWu/r9aQ5LdMGQ3DDnalvYO2wLbJTltNsUZhuK6sUyw2ZTY9gqs2+0HbUuy25VstyvFbleyzaYUu10Omy0kf1YAIsvW/Vv14qYX9c62v+p7WW/IaZOWftasD3dvk9Pm1GlDTgv01jom6xhGnLS2Sjt2+Nb7y3RFSTrpJOnTT6XVq6VZBz+IwDAMFRTcoM8++4527vyNCgt/Jrs9hqes9lKCI0E3fuVGXTb+Mi1+c7HuX3e/VpWs0vGPHK+fnPQT3T7ldqXFp1ldJqIUIRcAABYyTVNNXq/2t7Zqv9utGo9Hta2tqmltPex6vT/I6rBsMc2eXTwhQSorC80XixFxhuELvfzhV9sy1W5Xmt2uNIdDaXa70h2OwPqBywyHQxkOh5wEZkDEaHI36fXtr2vF5hV6cfOL+nLvl7JJ+s14yWmT3q9O0PDC7+naqV/TmcVnKjU+1eqSI8vOnb4nDDqdUl6e1dWEz7Rp0rJl0iuvHPKQQYO+qa1bb5bLVaqqqj8rP//y8NUXZQYkDtCS6Ut05YlXas5Lc/SvL/6le96+R099/JSWTl+q7439nmwGPzvRM4RcAAAESbPHo91ut/Yc8NrXFmDta20NhFn+9X1ud8/DqSNwtAUz/hFJHUct+UcuxRuGdu/cqaOGDFGyw6FEm03xbS//CChnFyOjnIYhZ9s+u2HIpvaRVh3X7ZJsbdsOHPFgHuL7HjgarNW/3sW21i5GnHW1dJmmbwRb22i2wMvj6TSyrcnrVWOH0NDTVlOLaWpfa6v2tbb2+c8lpS3wGtD2Cqw7ncpwOJTpcCjT6dRAh0NZTqcGtr1S7XZGjQBBsGnvJr24+UWt2LxCr217Tc2tzYF9dsOum0YP0TFpW2XYUnX12Z8pIWGwhdVGOP9UxSFDpP4U4E+b5lt++KG0e7c06OCeWzabQwUF12vLljnaseNXys29VDZbXJgLjS7DBgzT8m8v14ubXtR1K67Tpn2bdOnyS/Xo+4/qNzN/o/F5460uEVGEkAsAgENo8Xq1q6VFVW63qlpa2l9t4dXulpZOYVaD91CT847MYRjKcDiU3jYCKP0w62ltI4lSDhhd5F+P68YvHG63Wy9s3qxZw4bJ6XT2uu5YZJqmWkyz0yi5A0fO1Xk8qm0bXddxWdPa2mmbf9SdpMA5ylyuI1TQmdMwlOlwBEKvgU6nspxOZTudGuR0alBcnAb537etd+fvABDrGloatHrb6kCwtWX/lk77C9IKdPbwszVz5EydklukzzecKtOUjhp5PwHXkfS3Jyv65eRIY8ZIH38srVolXXRRl4fl5f1QpaWL1dS0SWVl96qo6OYwFxqdZo6cqanFU3Xf2/fpzjV36q0db2nCYxN05YQrddfUuzQwaaDVJSIKEHIBAPoV0zRV3dqqipYWlbtcvmVLiyra1qs6hFr7ezF6x2EYymoLHwKjcdpG6wxoG60zwOn0LdtG7gxwOJTCaJ2IYRiG4g1D8TabMoMQALZ6vapubVV12+g9/zKw7narum202F632/dqW29q65NW5Xaryu3u9jXT7HZltwVeOXFxymlb5sbF+d77151OpTj4n4OIDaZp6uNdH+ulzS/ppS0v6Y3SN9TiaQns9/fWmjlips4ecbaOG3ScDMOQaXr14YenyzRdGjDgLOXmzrbuS0SL/vhkRb9p03wh1yuvHDLkcjhSNXz43fr880u0bdsCZWd/RwkJRWEuNDrFO+J186k363tjv6efrfyZ/rLxL3rk/Uf0t0//poVTF+qHJ/xQdpvd6jIRwfhfNQCAmNHs8ai8pUVlLlfgtdPlCoRY5S0tqmhpUXMPRlzZJWX7gwF/YBAXp+y2EMv/GhQXpyynU2mEVTiAw2ZTVlycsuJ6Pl2lyePpFHr5X7s7vHa1tLS/b2mRR/KNJGtq0uampiNeI8lmC4RfeXFxyo+PV14X6wOdTtn4u40Is7tht17Z+ope2vKSXt7ysirqKzrtH5I+RDNHzAyMEEmJSznoHDt2/Fq1tf+T3Z6iUaMe59/w7uiPT1b0mz5duvdeaeVKyTSlQ/x9ycn5nioqfqeamjXavPl6jR79bJgLjW6D0wbr6Que1pUTrtQ1L16jjbs26kf//ZEe++AxPfK1RzRx8ESrS0SEIuQCAESFFq9XZS6XSpubVepyaUeHIMsfZu3uwUiXTIej0y/x+fHxgZEtOR1GuwxwOPjFHpZJtNtVYLeroJvHe9tGKvoDr10dp9q63arsMO22sqVFjV6vGr1ebW1u1tbm5sOe22kYyu0Qfg2Oi9Pg+Pj2V9v7VEaGIYTcHrfWlq0NjNb6oOIDmWrv85fkTNKUoVM0Y/gMzRg+Q0cNPOqwodWePf/S1q2+qWTDh9/NaJvu6q/TFSXptNN8Dfe3b5e2bJFGjOjyMMMwNHLkQ3r//fHas+c57d37ggYOPPiJjDi8rw79qj688kM9/O7DuvW1W/VBxQc6+YmTdc3Ea3TX1Lt4KAQOwv8KAQBYzj+FcHtbgOVflnZ4X9nSou60Z0+02VQQHx94DY6PV37HMKttmlaCnaHuiD02w1Cm06lMp1OjkpKOeHx9a2sg/KrsMG23/ID1PW633KapHW0Bs+rqDnnOVLs9EHp1vBcLExJU2LY+wOFgtAy6xTRNfbbnM72y9RWt3LpSq7etVn1LfadjxuaMDYRapxadqnhHfLfOXVv7nj799LuSTOXlXam8vCtC8A1iVH+erpiSIk2eLK1Z45uyeIiQy3foaBUUXK8dO+7Wpk3XKiPjDNntiWEsNjY4bA5dO+laXTT6Is15aY6e+vgpPfDOA3r282f1m5m/0blHn2t1iYgghFwAgLCoaW3VtuZmbWtuVklTU2B9W3OzSpqbVevxHPEcCTabiuLjVRgfr6KEhE6/QBfwyzPQYykOh1IcDg1PPPwvXS1er6o6hF/lLS3a2TaCcmeH9dq2pvyfNzbq88bGQ54vyWYLBF7+8Mt/X/vvcXqF9V+V9ZV6deurWrl1pV7Z+op21u3stD8rKUvTh03XjOEzdNbws5SXmtfjazQ3b9fGjefI621UZubZGjnyN/zs6C6PR9qxw7feH0MuyTdlcc0a35TFH/3osIcOGXK7qqr+oubmrSotXazi4vlhKjL2ZCdn68/f+LMuOf4SXfXfq7R1/1ad99fzdP7R5+vBmQ9qcBoPjAAhFwAgSNxer7a3TXna2tTUabmtublbTdyznU4Nafslt+iA5ZCEBGU5nfwSAlggzmbzhVEJCYc9rq61tVMA1nFKsX8U2B63W41er75oatIXh+kZNsDh6PLfAv8yLz5edv49iAkNLQ16o/QNrdyyUiu3rtTHuz7utD/eHq/Thpym6cOma9qwaRqXO042o/dPEG1trdGGDV9TS0ulkpPH6Nhj/yqbjV+Luq2iQnK7JYdDys+3uhprTJsm3Xqr7wmLHo90mNHhDkeKRoy4T59++i2Vli5RTs73lJQ0MozFxp6zhp+lj6/6WHe+fqfuXnu3nvv8Ob2y9RUtPHOhrjrxKhrT93P8aw4A6Laa1lZtaWtmveWAIKu0uVlHauee5XSqOCFBQzu8/O+HJCQoiSmEQFRLdTg0yuE47FTJZo+nU/DlX5Y2N/uWLlenJ1B+1NDQ5XmchqHCtgDc/2/IkA7vC+Lj5bT1PggJNo/Hlwu0tPiWB677X62t7cuO6x23dXx5PEdeer2HX/rXTbP7S7Nt/nhXS7OLueX+PNIwJI/hUnXy29qTukq7U1ZpX9I6mbbOPRUHNI9XbuN05TdNU07LqXJuTtTnr0lfGJLN5ssU7PbO6we+t9l8OUznl1vFxd9UcvInam3N1+bN/9WWLWmB/U5n+ysurvP7jts7vuLjD5txxB7/VMXCwn72xTs48UQpPV2qrpY++ECaePgm6IMGXaABA2Zo//6XtGnTtRo79kX+T7s+SnImadG0RfrumO/qiv9cobfL3ta1L16rP2/4sx475zGNzRlrdYmwCCEXACDANE3ta23V5rYgq+NrS1PTERu7J9hsGpaQoGGJiRretizuEGQx/QhAgt2uEUlJGnGYIKy2tTUQfPn783Xs2bfT5ZLbNA/bMN8mKdcZrwJHgvKNBOUqQdneBGW1JmhAS4LSmuPV2myTyyU1N/teLlf3Xi0t7S+Xy67du7+qefMcgeCqfV97mNVV8NNv2FqlvA+k4lW+V9GbkvOAUXzVRdLW6dKW6VLJVO1vHKT9kj4LaiGmbrzxKo0e/YqampJ13XXPa9OmwqCc2WZrD7w6BmAJCb5tXS0PXE9IkBITfa+O6wduS0rq/EpM9F0/bPrzkxX9HA7pjDOk5ct9UxaPEHL5mtA/qHffHa39+1/Snj3PatCgC8JTa4wbkzNG//vB//TIe49o7qtztW7nOp3w6Am6YfINun3K7UpyHrk/JWILv20AQD9U7XZrU1OTNjU16cvGxsD6pqYmVR9hWmG206nhiYkakZjYHmi1refGxfH/TCIqVVRU6NFHH9WVV16pvLzD9/cJxbGxen0/0/QFPY2Nh381NfmXDjU1OdTYmBzYZmuScpqk1EZpmMurWmeLapOa1ZDSrMa0ZrVkuNSS2SxPVrOU0yxvnKlyt0vlbpekms4F2STFS6qNl3YlSJUJUkXbsjLRt74nXvJ2598zm6SMbv136MgwDj1SqOOooo5L/7rd3v7ev97VsqsRTodb+l+G0Xl54Db/y/89Dlx6Ta92tm7Qly2r9bnrNX3hWq1ms7bT90+z5WhU3FQd5ZyqUXFTNXBQsTTSkNfb9eixA9f9I9AOHJHW1Tb/qLfjjluiSZOekNdr04oVz2jkyBNUXNx5pFxXo+sOfPmP6cjrbQ9LrZCQ4Au8kpM7B2DJye2vlJSul/711NT2pf8V31UP//78ZMWOpk3zhVyvvCLNm3fEw5OSRqqo6Ofavn2BNm26TgMGzJDDkRL6OvsBm2HTjyf+WOcdfZ5+8uJP9M/P/qmlby3V3z/9ux475zFNGzbN6hIRRoRcABCjGj2eTiFWxzDrSCOyBsfFaURbkDWiLcTyL9MYjRWTYjVk6cn158+fr69//evdOmewj42U65955tdlGHmqr5caGnyvA9e/+KJC9903XyUlX1daWl5gX2OjDlqvra1Q7f9v787jnKru/4+/siezr8xkYIZhRxCURRHRuoFYrNZ+a0WtFusCrt8qtYqKDmirfitarVpFbOvSn0urVatSXFBUcHfY94EZBpjMwuxL9tzfHzfJJLNnmMzG5/l4nMc9uTlJbgZucu8755xbtxKPZxGK0tG22oCVwCKgs+CsC201CiS5IPUAeFehn3YJutGJYLXjS3fgSXOgGBTIdKpl2H5491247gJITQVA69OQYDeR7LCQ6lJ7gA3xWYivrqFg3cv8ZPYNZGZmodV62Lz5O2bNOomYGH1YT57QoW0th8ANplFeXp+XTaWbWFe0js8OfMYXxV9Q46gJa5NkTuLM3DM5O/dszh5xNhPSJ/TqjyLl5a+zY8ddAIwd+wRPPPGTo3o+RSGs517rHn7N60J7Cra1DC12e3hpa10gEA4N1AKPr6o6qrfVisHQOvy69+AB5gHvbM5l3W3qqL2EBLW0rAdKbGxzEDpozPYHJxs2qP8oXbiibU7OEsrKXsbhKOTAgfsZNeqPUd7IY0tWfBZvXPIG7+5+l5tW30RhTSFzXp7Dr0/8NY+e+yjJluS+3kTRC+RMRQghBjCvolDscLDHbmd3UxN7mprY7Q+0ip3ODh9rNRoZY7GoJSaGsSFBlsyN1TP6OriJpG1/CVn66vUHooYGOHxYXdbXt73cvVtt++CD6pCmQFDVstT5O9n86Eddf/2XXupKKxuwHLiQQCCl07XubaIoNrZvX86pp15IZqY1OAQrMDQrdFlebuP++5ezYsWFTJxoDRvG1TzES4PZbGLHjgZmzFjBN29cxtSpY4Nb5VMUyl0uCv0Xxtjw/fc8/eKLnHzeeVSazRxwOvFoFWpiHdTEOigMfUvOPfDO7/n8J8MZM/wEck0miK0jZXwJY2Jjg8OzLTpd2P6Xmtp/Q95IeXwe8m35wVBrffF66pzhPbXijHGclnMaZ+WexdkjzmZK5pQ+mwy6tvZLdu5cAMDQob9h2LCbj/o5Az3xjMajfqpu8/maQ69ACYTMofW2Quu2lqGfH4FrQrjdanAWGp7pKQLg3xtzeWlj17ZVp4OkJDXwSkpqu56cDPHxGvbtyyApSUN6OqSkqOvb7FHW18aOVeclO3gQvvgC5s7t9CE6nYUxY55i69bzOXToT2RmLiA2dmIvbOyx5YJxF3Bm7pncvfZunv7uaf6+6e+s3ruap+Y9xc+P+7mMOhjkJOQSQogBoNbjYXdTE7ubmtjlL3vsdvY2NeHsYKKXFL2esf4Aa4zFwtiYGMb4w6z4Y6BHVl+fOPaH4GYwhzxHy2azYbPZAMjPzw9bAlit1uDfrCfaut3qCWRcnBWz2UphoY3iYhuNjbBzp9pu2bJ8EhLUE1Ofz4rHY6W+HqqqbNTU2PwnrGrbM85ofn01QAr8+9r8BUBt8+abbbVt3S6wtFggNtZKYqKV2FgwGGzo9TYsFrDb8/nmG5g9O5/hw9W2Q4ZYycqyBsOrwBCoAwfg0kthzRo45RT1PoOh9b9Ffj5MmwZPPglTp7b5zxXW9v771elwOmvb3secVqMh02Qi02RiZmIi46xWngaeGTuWqVOn4lUUDjudFDocFNrt6tJ/oY3dBgNHALvPx5bGRrY0NoLJxH/27w97jSyjkSFFRWxavhzb9OmcNn06I9sZ2t3X+39nn2lN7ia+PfwtXxz4grVb1/LlW1/inuKG+OY2CaYETs85nTNzz+SM4WcwxTqFirIKVq5cydBFQ/ss4LLb97Ft209RFCepqRcyevSjfbId0aDVNu9rPc3jaQ68AiVw+5Tri6AM5lwzHGuaGpLX1qrL0FJbq5bABRAqK9XSMT1wCn/4Q/hai0UNu5KT1eArJUXtdBko7d2Oajim0ai9uf7+d3XIYhdCLoDU1Hmkpf2MI0feYs+eGznxxHUSukRBvCmeJ+c9yWWTLuOa/1zDriO7+MW/fsFF4y/i6XlPkxV/jF4Z9Bgw+M9whBBigPD5e2UFQqzddnuwXupytfs4o0bDaIuFcTExjPMHWoF6altnk/3UYA2Z+rOqqio2btyIXq/vlZCnZdveDplatl25ciXLly8P+5tcd911wXpeXh55ectwOODRR1fy6KPttz311DwmT15GXR18991K9u5tvy3kActQh9yFt3v33bba0WZbaG6bkJDH0KHLiIuDioqVFBW13/ZnP8vjV79axr//vZKXX267nd0Od9yRx7Jl6usvW9b6b/Xxx+F/q2uuUduG/v3r69W/+8GD+aSnq237y79/V9qdYbVyRlKS2ra6Wm3j9XIdcL/bTZLPR7HdzpbaWizHH0+R08l+h4N6r5cSl4uShgYAnisp4bldu4LPbQm5SMdIsxlDWRkAhXY7x3m9WHq5N23Lz7SKxgo2HNzA+uL1rC9ezw+2H/D4/PM1lgCfQPzEeM4adxZnDj+TM3LP4ISME1oFWT0VsnW3rdtdxZYt83C7jxAXN40JE15Bo5Geyl2h1zf3sgrj88GlxQBcsTQXcjt+HkVRQ/vaWvVChDU17derq6GqykdRUS0+XxLV1RpqatTnCAzVLCmJ7H3ExUFaWuuSnt563ZAhajgW0ST+oSFXBEaPfpyqqg+orf2csrJ/kJl5ZWRvTHTZqdmnsmnRJv7wxR94aP1DvL3rbT4t/JRH5jzCtVOvlYBxEJKQSwghepnd62WPP8Da2dgYFmo5fL52H2c1GhkXE8P4mBjGWSyMj4lhbEwMw81mdD3wBd0f5lkaDCFTX5+4d7VtWloaH3zwAVdffXXY9rcMeQIhR1cCoUjbRuM5u9L25z/PY86cZXg8i7j66gtpaIADB/L55pvrGDt2FTCVxkb485+tPPhgYILpRahD7kDt7XQdoLYF+PJLK19+GXiFjttaLFYSEiAmZhEm04XExoLbnc+WLddxxhmrGD58KjExkJlpZdgwdQ4ct3sRDseFxMVBYWE+d911HX/5yypOPnkqGk3g3199RZttETab+vr5+flcd911rFq1iqn+bk+BtjNmLOLWWztuF3xHixZx4YVda9vf//176vXvu7l5yNv8+fN5+Re/wGAwUFJSws6DBylxOvmioYFVwGnl5Tji4znkdFIWH489NZXtBw+yPdCtZe9eAC5++23Yvp10g4GRQ4dyXE4OI81mUurqiKuuZpjZzP4tW4Ce+awA9aq6RdVFANz/2f3s+nIXuyt309LQ+KGcPvx0ckbk8Mfn/sgnCz5h+rTprdp1RzQ+/73eJj79dB6vvLKHn/98KDNnvotO13aXp/4wBHTAKCtTJxPTamHo0E6bazTNvc2yutBxxu32snr158ybNw+DwYDPp/YKq65uLpWVzUMoA73DWtarqtTeY4Eh2YG58juj1TYHXqElPT38dkaGWuLOOUd94KZNUF6u3tkFZnMOubn3sX//Evbtu53U1AswGJK6tpEiYia9ifvPup+LJ1zMtf+5lu9KvmPhewt5ZdsrrLpgFaNTRvf1JooeJCGXEEJESYXLpQZZIUMMdzY1ccDhoL0BhkaNhjH+ACsQaAXCrMSQcTc2m42VTz7JCYsWoevHIVNfhFF9HTL19Yl7V9vec889zJ07l8WLFwd7cvVUyNHVtp21S062Ulam/sJ/0kmLeOqpC6mvhx078nn55euYN28VcXFTqa9XQ6Yf/UjtFVBZuYi4ODW8aitkevNNK2++CeFD/FR79kwNtgul0ViJj7eSmKgOt9u/H2bOnEp29tTgJMvNxeovYLPBr38N7703lVmzphIXFzqErvn1A8P1HntsavD9hwtve9ddMGNG221bhhgAU6e2btvVdpG27al//77+/9fV5/R4PGzfvj3Y9rnnnmu1/62/995gfel997HgzjtZvnw5//hji0mnV6wAoAKoWLCAb666Sl3/wgvw4othTUP36SvuuIO8vDyGm82d7v9L7lnCOVefw4ebPmTDjg1sq9hGXaE6n9Y7n74T3CXGjRjHWcefxWk5pzHWOBZtoxaNRhP83Nu0cRNajTb4t+puyBYNTudhtm79KUVFP/Dii3DttY9hMvVNr9+e/kGozwXSomHD2h573MO02uYeZSNGdP1xgXCsshKOHIGKCnUZKC1vl5er3zU+n1ovL+/a68TGZvCdcTLHubbw6E8+oWDapWRkQGYmwaXVqi7N5vDHDht2G6WlL9LUtJPCwqWMHftU19+g6JbJGZP56pqveOKbJ1j6yVLWFa1j0jOTWH7mchbPXIxeK/HIYCD/ikIIcRQCQwx3+gOsQKC1s7GRSo9HPbp69124oPmKXQDJej3H+QOswDKltpY1L73EDddfP6BDpkgMxpCpr0/cI2mbkpLClClTMIScqPREyGG1WsnMtGK3qycSADrdVEpLp1JTA19/HRieYqW21kpNDRSro1944IGpOBxTqa1VOwuEPCstA6nVq9sOpNpqm5Q0ldTUqWFX+wpcBSwxUZ1n5okn4KGH4MQTw+9LSFCHvASGsAQCqaee6tr8UerfpI1hP4NUX4dsvf36brc7+NkEXdv/rDEx/PHWW7lt/vywds899xwjJ0/mkNNJY1ISVQkJ7Hc42HH55RSeeSblLpfa62vFCrj9dhgzBoB/pKbyj2+/RQdkTZ/OSa+8QrbJhLJ3D28tuYufLLkc0hvZWbGNhx0P8/DLD8OnwGct3ui7zdVL8y5l2U+WAbBs2bIe/6yM1g8S9fU/sHXrhbhcJeh0iUAtMTF900sjWhfe6NNeZwcOqMvc3J55vigJDcdGjeraY9zu5sArUCoqWtfLytQSmNx/NbM5ji0kfvcxz353abvPn5ysfhc0FyNjxjzNmDFnU1LyDB7PVeTmTu/KRRrFUdBpdSyeuZiLxl/EwncXsrZwLXd+fCevbXuNVResYlrWtL7eRHGUJOQSQogucPp87A3pjZV/4ABf/b//R+2Pf4wjuf3LEWfW11P64otc/rOfccbYscFQK81gaDUHQH5xMQ/cfz8X/fSnA7rXUyTPORhDpr4+ce9qW7c6Bq9DbnfzXCmB+VJqamDzZvX+J59UJ/VteX+ghE4l12JUZLsCYVeARtMcSAVOWBQFPv8c5s9Xz/ED94WGV4Hb+/fDrFmwdm3HgZTNZiUpKY8FC5qH/bXHarWSl5fXpf20q22j8Zz94fWPRUcTsk2bNq3tnnzjxwPg8Hp5/+uvuXjFCn539tm4Ro9mv8PBPrudfXY7Tkc5Bx27OGjfxXflu6F4BwDvVb0CZoIlNmYoWT+bwIhfjGZq5mTiSt0svfl/e/WzMhqf/+Xlb7Bhw5VUVDgwm0fgdF4H3N2rcwJGW19ceCBMoCfX8OERbnn/ZzA0B1CdURR1GGRZGTjfmQO3P8b85I84eLNCaZmGsjIoLVWLzaZ+HwaGW+7YEfpMZ3HPPZcze/YrbN9+EWefvR6nM5esLHU0aGDZsp6RoV6xUnTfyOSRfHTlR7yw6QUWf7iYjaUbOfn5k7l1xq0sP2s5cca4vt5E0U0ScgkhBrVIf/H88zPPcNoVV3AkIYGdjY3B3ln77Xa8oY337IFVq2D6dAwpKYy1WDguNjYYYh3nH264KyGBacBvs7OZ2pXJKDrZvoEQMkXynIM1ZOovApP1AhQUqL84B4KoI0e0fPvtONau1VJbq4Y8OTl5XH65NdiusbG9Z7YCebzwQudnAhqNFZMpjyFDrKSlNQdVLQtY+fLLPC65xMqoUc0hVXx860mAbTYrK1fmsWhR54GUonQ95An8v+xMNNoO5teXkK/nmHU6RlgsAJyXYMKt2c931d+hKfmOqsPfUtpQGv4A/1zx+vixeLKnQsJESJhAozGFvcBe4EOAyj0A3G8wMEGnUyfEd7sZVVGh1tPTmdrDn5U9+fmfmZlJUdHvKSq6l3feCYzsLATuBnp3TrhofFdHW0TB2fbtrAQWpabS2dYNqGGYEdJo1O+n+Hjg+tPhLgPx1cUsv7Ig2MMyQFHU71Sbre3y/fd/ZsKETWRl7WDFijn87/9+wY4dmS3CsHB6vRp6DRumluzs1vXMTAnCOqPRaPj1lF8zb8w8bvvgNl7d9iqPff0Yb+58k2fOf4Yfj/lxX2+i6AYJuYQQA5LNZuNvf/tbt66upygKpSHzZe30Dy/cvHEjRx54QD0yGDu21XPF63TBACuhsZEngX9PnMgFM2eiDzkLt9ls2PbuZRc9++vwQAmZInnOwR4y9cSJs6I0h1OBsm+flQsvzOM//7Hy1lvh97UsbrcaSM2f33IbdMD40C2g+Up+4eLj1WEWSUmBpZXk5GVhIVXg/pbr4uKsaDRtP2+LvwC33NKVdtELZETP6w8hW1+/fk+EbBWNFWws3chG20Y27NxA0nlJnPPWORAf3k6n0TFxyEROyjqJk7JOIlefy/qM9dx4w43Ep6dT6O/1tb/FslCjwQMcdDo5GPjwaCHNYGCk2UxyYSEAb1dUUFtdzUiLhWEmU8QXQOmpz3+v18Hu3ddQXv4KAAsXXsfNN1+LVtvxXIPR6vUbje/q/tTrzLZvH8uBCxMSuhRyRToMs+XFUAaE2Fg49VT47DP1KostQi6NRr1qY0oKTJzY1hOk4nR+yMaNpzFsWAH/+c9c7PZ1lJQkc/iwekXJw4cJ1m028HjUns8tez+H0unUXl85Oe2XxMQe/UsMWBlxGbzy81e4cvKV3PD+DRyoPcC8V+Zx6fGX8vjcx8mIy+jrTRQRkJBLCBFV0Zo7orS0tNMDJ6+icNDhAOBFm42ndu0KzplV4/G0foB/+FaqwcDkpKRgoBXooaWprKS0tBTsdvL9B5CVO3eyxf+reuDAMVq/Dg+UkKk/hVH9oXfIsmXLWgVVVVWtw6iqKivV1cu4+urW97X+76oGUv/5T6ebCljR6ZYFQ6dASUjwUV9/gMmTc0hL04XdHxpaJSaGTpQuhIhEpCGboigcqjtEvi2fjbaN5Jfmk2/L51DdofAHnKIuRqeM5uShJwdDrSnWKcQYwif0mXvi3GB9Ulwck+JaD8E5lJ3Ninvu4fTTT6c2KSkYgO33L4+43cGCRgMLFvBAQwMP+Mcu6zUahptMjLBYGGk2M9JiYYTZTEJcHL9bupTMzMzI/nBd5HSWsm3bRdTXf4NGo2fMmKfIylrUqt1Av/BCNI4ruhWGeb3gDzm7NKYvAoFAbN68eZ2265dXwpwzpznkuuGGiB9uMg3lhBM+ZuPG03C5tpCaej5nn/1Rm1cE9XjUYZCHDqnl4MHW9ZIS9Z+rsyAsIaE58MrNVcvw4c319HR1lz9W/HjMj9l+43by1uXxp6//xGvbXmNNwRpWzFnB1VOubjXViOif5LBVCNEtkVwxKBpXLArV6PWyJ2TS940HDrDz4EEOOBx49qhDMP68bp36ExhAaira1FRGWizkNjaSVV/PCLMZl9PJQ8DDXi9TfT5oaMAaH4/VP+fWsjaumNWbc0INxJApEtEMmbr6+p21dToDwZOVOXOW8cMP4YFVR/UuTIHVIYMhPKRqq7QMsgIlLq71Qap6mfYtzJs3DINBxjMI0dtcXhe7juxiS9kWtpRtYXPZZvJt+RxpOtJm+zEpY5hincLUzKlMtU5letZ0ki3tzwkZiWFZWTz++9+3e3+dx0OhP/TaZ7dTOGlSMAQrcjhwKQr7HA72+X9YCnPOOTy7bx8jDh9mhNnMCH8ANsIfhuWazd36/E9IqCI//yKczoPo9clMnPgGyclnH82foUdE47u6r+dECwZi//wn+aXqkNh8pzN4ZY1e7UnWx1fCbNfs2bB0KXzyiZoudWOcoMUyismTP2TTpjOoq/uKbdt+xqRJ76LVmsLa6fXNQxPb4/WqQdjBg81BV2g5cEA9Nqmrg23b1NL2NrUOvnJzYeRI9WqXqamDLwSLNcay4twVXHb8ZSx8byH5tnyuffdaXt7yMit/spJxaeP6ehNFJyTkEmKQi9YvXr191T5FUdh84ABf7dvH2uJiqrduBWDOv/5F1fffq41SU9XSxqXWA5dlB7j+rrv40wMPYNbpIrpiVF/PCRVt0QqZInnO3hiC5vE0T5IeCKK6GlQF5rfqLr2+/YAqJaXj+2JiBt+BpBDHAkVRKG0oDQuztpRtYeeRnXh8rXsV6zQ6JqRPCAZaU6xTODHzRBJMCX2w9aoEvZ4T4uI4oY1eYD5FocTpDIZehQ5HWC+wUpeLeq+XLY2NbGlnor8hBgMjLriAXVVVjLDbyTWbyfUHYTkmE+aQwMBqtXLzzVPYseMifL5GLJaxTJr0HjExY1o9b7S+q3p7TrZoHFccdU+yW28N1nty/rKNGzfS2NjIxo0byc7O7rW/81FP0j9tmtr1uaYGfvgBTj65W8FZXNwkJk/+L5s2nUN19Ufs2PFLJkx4Da02stP2wFDFoUPhlFPabtPQ0ByCHTiglqKi5mVJiXrcs3OnWtoSH98ceIUuR45UwzCzOaLN7lemZU3jm2u/4c/f/Jl7P72Xzw58xuRnJ7P09KXcMesOTHpT508i+oSEXEIMUP2pJ1Vbz3M0c0e8+9VXrK2upsjhoCw+nuLYWHY3NVH317+2Cq+qHn44WM9ZuJDzFi8m6+abSfnVrxhhNlOyfTuLFi5sdeAWOGCO1tC+aBsoIdPRhFEdURSor28dUrUVULVc1tUd3WtrNGqPqUAoFRpOtVfvqEeVEGLwONJ0hB0VO9hevl1dVmxna/nWdntnJZgSmJwxmclDJjM5YzJTrFOYNGQSFoOll7e8+7QaDcPMZoaZzfxIvYpEGLvXS5HDQWGg+IOwQKnxeCh3uyl3u/mmvr7N17AajWrPL5OWM10vMrL2CTQoGBPOYuKEfxJjTmv7cVH4roq0bU9/V/eUiHuSffUVfPgh+bm5XFdUFLX5y66//vpgvTtDK/usJ5leD2edBW+/rQ5Z9Idc3etJNoNJk95hy5Z5HDnyJnv2LGTcuOfRaLQdPkek4uLguOPU0hanUw3BAqFXoBQWqqWkRD0W27y5+arLLWVlwejRMGpU62UbHxf9jl6rZ/HMxfzPcf/DDe/fwJqCNdy37j5e3Pwif5r7J34y9icyhLEfkpBLiH6kP/ekCrxmVw4cOvsV77777mPh3Xezp6mJRx95hPf/9Kewtstuvrn5xoIFcNVVAGguuIChZ51FfGMjQ6ur+XjpUu788585d8YMkvT6Ng9c8v0/IfVVT6pozgnVlyFTT1AUaGpqOS9V1+o1NWpX/KMRH992KNVZaJWQ0Ppqf0KIY0tFY0UwxNpWto0vCr5g4eMLKW8qb7O9VqNlbOrYsEBrcsZkchJzBv0JkkWn47jYWI6LbT23EECN2x0MvIpCl/6hkI0+HzaXk5GuTziPZxhKCQBv81OeqrsZ79fbyDQayTWbGW4yqUt/T7Dh/hLbR5eYi1bI1tu9zqxbt2L98EP1y+/3v4crroja/GXPPvssjY2NnHbaaWRnZwPRmZMMohCIzZmjhlwffQR33931x9H6uD45+RwmTHiN7dsvprT07+j1SYwa9SilpaW9Ns+YyaQGUqNHt32/3a4GYPv3q6WwsLm+f7/aU6ykRC2ff9768amp4aHXmDFqGTtWPebqT3KTcll9+Wpe3/46iz9YzL7qfVz42oWcN/o8Hp/7uAxh7Gck5BIiyvoiuIrWL15dPXAIHLQ0eDx89O23/P6WW7jgoYdwjh5NscPBithY7v/qK/VBs2bBeP8V3vbuhRUrMN9xB6MmTybXbOb4nBxOzs1lfEwMoywWtF4vq1evxjp9Oh8vXcols2b1+55Ug/0qcA5HxxOqdxRauVxH99pmc9cDqtDbSUnqHFdCCNEel9fF/ur97D6ym11HdrG7crdajuym0l7Z7uNyk3KZkD6BCWkTmJA+gckZk5mQPmFA9c7qTUkGA1MMBqbEx7e6T1EUDtfks3/fbfgavgDArk1nreVWPlJmY3I4aPL5KHW5KHW5+Lqd10jR6xnuH/o43GwmJ7RuMjHEaEQ7QMLGaPW6bveYxm6HG29U6//7v+13++mGtkKkKVOmYLPZmDJlCgb/F3VfXwmzy8fKs2djA2zr18OGDeT7x/h1NzhLT/8Z48f/jV27ruLQoT+h1ydTVXV+780z1gmLRT2EHz++9X2KAkeOqGHXvn1QUBC+LCuDykq1fPtt68enpISHXoH6mDHqj419QaPRcOnxl3L+mPN58IsHeezrx1hTsIbj9x/PrTNu5d4z7u3TYeWimYRcQoSIxvxVPdnjqqd6UvXk1f2eXrmS1AkTKHY6qU5I4Opdu9hrt7PHbqfc7QajEYB3U1IgrXk4gQ4YabEwdswYxp1wAuNiYmDPHhatWMH6Sy5h2rRpbf4N3BF23+nrnlQDRfOE6pGFVdXVash1NFrOUxXJMECLnDMKIY6CT/FxuO4w+6r3sbdyb1iQtb96P16l/e+cEUkjmJA+gfGp43GXuLnsnMs4PvN44oyt560SkXO5yiksvBeb7XnAh0ZjIjv7t+Tk3MWP9XGsQA3BKt1uihwODjidHPD3AjvgL0UOB7VeL1UeD1UNDWxsaGjztUwaDdlmM9kmU7DkhN42m0kcxJeZ7fCY5sEH1VRi6FC4/36sDQ2935MsSnOd9vgk/WPGsDIhgeV1dXDaaR23pavH9QvweGopKPgNRUX3Ybe3PaS3LdGYeL+r7TQa9cqM6ekwY0br++vrwwOwggL1t+69e9XrRFVVwTffqKWljAwYN665jB+vLnNze+dq0PGmeB6a/RBXT7maxR8u5r0977HiqxW8vOVl/m/2/3HlCVei7eGhpSIyg/fTWgi/aPWk6oteV5H2pAo819H+4tXo9bLfbqdAr6cgLY0Cu52N/mEHN4E6k7dOB42NagmRotdTBfw0NZVZI0cyLiaGsRYLIy0WjC3GfAWu2NOVoRuZmZnSkypE6NC/wKTqoaWtdT0ZVGk0nU+k3l5QJfNUCSGiyePzcKDmAAVVBeyr3kdBVUGwvq9qH06vs93HxhpiGZc2jnGp/uKvj00dS6xR/R50u92sXr2aadZpwZ4novt8PheHDz9JUdH9eL3qJIrp6b9g5Mg/YrHkhrXVaDSkGY2kGY1Mb+f5aj0eih0Oip1Oiv3hV7E/ECt2OilxOnEqCgV2OwUdXF0kQacLBl7ZJhPD2igJgy0I27UL/u//1Pqf/wzx8Vjj46M6f1lmZmbwuDjaenySfo2GRfPmceFrr8EVV5B/xhk90pNMp/sFDQ3bKSl5jr17HwluR0fvI1KRTLzfE8FZfDyccIJaWmpsDA+99uxprpeXq73AyspaD4E0GNShj6HB1/jxaufDxMQu/ym6bEzqGN697F1W713NrWtuZW/VXq565yqe+f4Znvzxk5w09KSef1HRJYPsk1gcS/qiJ1Uk29bTwRVE9+p+1W43O/0B1UarlS9jYtQDvsJCbLt3t36TIZPDJuv1jLVYGBMTwxiLJazeOG4cK/PyWHTqqX02SfpA4fVCbW14KBW6bLmuZYDldh/d6wcmVG/vCn8dhVgyT5UQoq/4FB9lDWUU1hRSVFNEYbV/WVNIYU0hB2oOdNgjS6/Vk5uUy+iU0a3CrKz4rEE/Z1Z/oSgKlZXvsm/fb7HbCwCIi5vC6NGPk5T0o24/b6Jez6S4OCa1cWVIALfPx2GnkwNOJwcdDg46ncFS7L9d7fFQ5/WyvamJ7U1N7b5WvE7XKvgaajIx1GhkqMlElslEusEwMIZGKgrccIN6cHH++fCzn0X15QLHdW63m40bN3bYrl/3JLvwQqyvvQZbt8Jtt3XYNrKeZM+FPbbX5hk7CkcTiLUXgNXWqqHX7t3hZc8e9Qfb9q4EabU2T7IfWjIzj/6H1nlj5jF75Gye+PoJ7v/8fr45/A0nP38yvz7x1zx0zkNkxGUc3QuIiEnIJfqVwTJ/VTSCq5bbEtDVSdI9Pp96OW//Jb1Dl/v8Vzdizx4A/nL4MLSYIDZFr2e0xRIsqcnJbL7zThafdx4Tc3Lafd2EY6QnFYDPp2Z/gUCqZTDV2bqjveofqN20WwZVHQVXofdJUCWE6I/cXjeH6w9TXFvMwdqDHKw7SFFNUVjpqDcWgFlvZlTyKEaljGJ08mhGp4xW6ymjyUnMQa+VQ+K+oig+amo+p7j4D1RXfwyAwZDByJEPkpm5AI0mupPGG7Raci0WcjsY/97o9QYDsGKnk0NtlBqPh3qvl51NTezsIAjTazRY/aHXUKORrJAgzGoyYTUasRqNJOn1fRuwvvwyrFunzgvw1FP9pst1tHro91QgxjnnqMvNm9Uxd528ZiQ9yRTFx5o1t7N06WfcfjtMmJDKsGG3MnHi1cG20Zh4vzeCs66e1zU12Xj/ffVc8Yormtv5fFBcHB587dqllpISsNnU8skn4c+XlNQceE2YABMnqmXYsMj+yxt1Rn4363dcMfkKlqxdwkubX+Lvm/7OP7f/kxtPupHbT72dIbFDIvyriO6Sb3QRdf09uIrG/FW9FVyF8ioKNqczeFWiQNldWUnSNdcw88ABfO3MRRGQnpmJaeFCZo4fz6ScnGCgNcpiIaWtIRht/cQygHk86i9ENTWtlx3VQ9cpytFvR2xsc/jU2bJlPTa23xyHCiFEp9xeN6UNpZTUl3Co7hAH6w5ysPYgxXVqoFVcW0xpQykKHX+4ajVahiUMY0TSCHKTcoPL3KRcRqWMIis+S+ZI6Wfs9n2Ulr5EWdlLOBxFAGg0RrKzF5OTczd6feuJ6PtKrE7H+NhYxrdzhUiABo+Hwy5Xq/DrsL+UuFyUuVx4FCXYU6wjZq02GHhZQwKwLH89w2Ag02gk3WhE19Nf/FVV8NvfqvW8PHWyo0GuRybpBxgyRD0+3rwZ6549Pd6TTKN5jKVLp3H88dkMH34QuJfy8rUkJj5NbOyEqEy836dXrGyhvXNFrVb9b5qbC3PnNrdduXIll122iJoaa7CXV6Ds368ev3/1lVpCJSSEh16BkpXV8XG2Nd7Kixe9yA3Tb+A3a37Dt4e/5ZEvH+Gpb5/ihuk38LtZvyMzLrPb7190jYRcotsGy8Tr0bhiS08FV6GcPh+HQrrOb/N4mHLTTfymshLb119T7HTibithMRjgiisAdWLVkRYLI83msOUoi4XcwCW2/e9voPF41J5QdXVq2NReCYRRLeu1ta2mE+s2s1kd+5+UpJbExPBAKjSoallPTAzO1S+EEAOW1+el0l4ZDLAO1x3mcP1htR5Y1h2mvLG80wAL1F/JsxOyyU7MJjshm5zEHEYkjWBEshpmZSdkY9DJfFj9ncdTT0XFvygtfYHa2i+C63W6BIYMmU9OzhIslpF9uIXdF6fXM06vVy+k0w63/0qQJS5XWPgVqNtcLmwuFzUeDw6fj0KHg8JOJs3UAukGAxlGI5n+0rI+xGBgiNFImsHQtUDszjvVS+NNnAiLF0f4lxjcuhSGzZ6thlw//MCyv/61y88bSSA2ceI/SU//hAMHfk9NzTq+//4Ehg27jeHD7+vxifejEZxB7wZiM2ZYW02A73Cog1h27oRvv7Xx3/+uxO1eRFGRlbo6+PprtYRKTFR3i0mTwktycni7U4adwtfXfM3qvatZ/tlyviv5jse+foy/fP8XFk1bxB2z7iArPqvb7010TEIuEWaw9LqKVk+qaIRXoPbCKnO5KIuL45Lbb+ddn49/FBQEA61ip5NSl6v1Ay++WF36D4D0Gg05JhO5ZnOrMtJiwdoPL5EdmDA9NKDqaFldrWP//lN46CFdWKDVUwEVNPekCoROoctAPRBcBdaF3mc299y2CCFEfxEIrioaKyhrLKOsoYzShlJKG0opaywLW5Y3luNTfF16Xr1WjzXOSlZ8FjmJOcEQKzTQSo9Nl55YA5Q6HHEdpaUvUFHxJj5fYCifhuTkOWRmXkVa2kXodIP/crkGrVaduL6TAwW71xsMw2wh4Zct5HaZy0W5240PKHO7KXO72dLJwZAGSDMYgqFXYBkIwtIMBkb+8AMnPP88AL5nnkErF1OI3OzZ8Oij8NFH6oFuF469I+1JNnTocKzWuxky5HIKCm6lsvIdDh58hLKyVxg9+k+kp1/cpefqynlNNK5YCV0/r4tWGGY2w+TJahkzxsZjjy3nhx8u5PjjrezZA9u3h5eCAqittfHllyv58stFQPNrDh3aOvg67jgN5489n3lj5vHBvg9Y/tlyvj70NU988wTPfv8s1029jjtPu5NhCcMi3nbRMQm5jgGDJbiCvu1J1V2JQ4Zwy913UxQTw66ysrCu64ecTg77D1iCU+Kefz40NKilBYtWS07IZa1bBllZJlPPd1lvh8ulhk719c0BVaDe1rr2btfVqePou04LtD+Bo8XSHEIlJDTXQ8Opjm4nJKid34QQYjBTFIUmdxOV9koqmyqDy4qmCsoby6lorKCiyV8a1XVV9qou9boK0KAhLSaNoQlDyYrPIisuq7ken8XQeLUuAdbg4/HUU1f3NTU1n1BW9gpOZ3HwPotlHJmZV5GRcQVms5zctcWi0zHCYmFEB/OEgTrf6hF/wFXqcgVLWUi93B+GHXG7UYAKt5sKt7vNCfT1Hg/5N94IwPPz5rHI6yV1wwbS/QFYYJlmMJAaWvT6YD1Jr+93P6j2utNPV7vlHzyoXhJw7Ngee+qWYZjFksukSW9TWfk+e/fegsNRyI4dl5CcPIfExHt7Zp6xCLevpwOx3u4dZjTC8cerJZTTCW+/bePSS5dz1VUXUlFhZetWdS6ww4fVsmZNc3ut1kZKykpOO20Rp5xyHvdNnkvt5I95autyNhzcwFPfPcVz+c9xzZRrWHLaEnIS25/jWERGQq4B7FgcLhjt8KqrXYUVRcGclsaNd91FgcXCjtLSsF/ZSkN+aavzemHOHJ4sLYXS0nafUwtYjUaGmUwMN5vJMZvDAq0ck4lUg6Hbk5C6XGrA1NDQvAythy5Dw6r2Slsdy46GVqsGTKHBVKAeuoyL81JYuJnTTptMaqo+LKhKSJChfkKIY4vH56HGUUO1vVpdOqqDtwP1QIhVZa8KC7Vc3u59kCebkxkSOwRrvJXMuEwyYjPIjMsMKxmxGaTHpsuE7scIp/MwtbXrqa3dQG3tehoaNgPNv2DpdIlkZFxGRsYCEhJmyBUre4heqyXTZCLTZKKzWVK9isIRtzsYegWWZSFB2LnPP8+kwkKOJCZy58KF+GgOxbpKi3rV7RR/6JXiryfr9cH1yXo9KXo9yS3qpsFy9ZvYWDj1VHXi/o8/7tGQqz2pqeeTlHQ2xcX/R3Hxw1RXf0RNzTouv/wajMbNeL3J6HTt9yDs6jlQj03QT+QT70PfDpc0mWDMGLV+yy0Q2MzaWti2Tb2gZmipqbFx5Mhy3n77Qt5+24ral3IOaemzmfqjdZRPWM4hPuOZ759h1WerGFs4lsW3LOaXp/4Ss16GhRwNOfLoZwZLr6uBFlwpikKj14srOZmfLF7MRrebD2y24EFAWRsHBR5FgXPP5S9lZVBW1uE2WLTasMtIB+qhywz/xKFutxo2NTaqpaEMGhrhu8YW6xualx2VxkY1lIrg+CQiMTEQH68GTC2XgXp8fHMI1V6JienahOlut4/Vqw8yb94k6XElhBiwfIqPRlcjDa4G6l311DvrqXfVU+uopc5ZR62zNrzu9Nf96wKBVoOr4wuKdMagNZAak0qqJZXUmFTSY9LVEpvOkNghwXpgmWpJlbmvjnGK4qOxcYc/1FpPXd2G4MTxoczmXBISZpGa+hP/cEQ5aetLOo2GDP/QxDYVFcGqVQCkPfEEtgsuoNIfcB0JXbpcHHG7qfR4qHS7m4vHQ4PXiw/U+zwe9trtEW2jWaslSadDFxfH0M2bSfb3DEvU60kKKYl6PQk6HQkt6gk6HYb+EpTNnq2GXG+9Bb/6FcTFRf0ldToLI0YsIyPjCgoK/peqqv9SUvIsJSXPotXGkJx8Dqmp55OSMg+zOTvssZEMl+ztK1YOhOGSs2ZZmTWr+XkURe3VNW8e3HSTOsXd5s3qHGBHKjQcefMsePMsGP4ZnHE/HvMn7HhjB9emXMst637LWZk/Y+Gpl3H+hLPDfiyKJCs4lkUt5Hr66ad55JFHKC0t5YQTTuDJJ5/k5JNPjtbL9Ws2m41XX32VKVOmkJPTcTfE/hxcQf8aLtjWB6eiKDT5fFS73dR4PFR7PNQYDIy4/npedbup3L9f/WJu8eV8xO3G1Y3L4iVo9KRiJFkxkugxEu82EeswEmM3Ymw0Yqw3oqs14anVYW/SqKFUI+Q3wRf+sKqpqTm4amqKXhgVYDar37Px8e0vIyl6icqFEIOUoig4PA6a3E00uZuwe+zq0m2n0d1Io6sxuGxwNbRa1+hW14cGWYF6o6sxoqF/nYkzxpFsTibZkkySOam5bkoixZISFmSlWFKC9VhDrPSqEa34fG4cjgPY7QU4HPuw2wv8ZR92+34UpeWVAbXExZ1IYuIsEhNPIzFxFibT0D7ZdtENiqJ2TbHb4Ywz4Fe/wqjRqFd0NJm6/DQun4+qFsfYVR4P1YFli3qV260eq3s8KIDD56PU5wOdjsOdXBG8PWattjkA0+mI1+uJ0+mI95dgPWR9YBkbKFptsG7Rarv3GXnuubB0qdqTKz1dnY5k/nx12cHFCXpCTMxoJk16n+rqj6ioeIPKyvdxuUqorHyXysp3AYiNneQPvM4nIeEUtFHodTtYArHu9g47fFg99z7xxPxgr6/ERCtVVVY2bVJDr82bz2DL22upM7wC/BIahmBXyllte4HVb76A7h9DGGH/BbMzL+OnU2di0Hc9K4gkgxhsonJ6+vrrr7N48WKeffZZZsyYweOPP87cuXPZvXs3Q4YMicZL9mulpaXBv8nR/gcbrMMFFUXB4fNhTE3lN3ffTXVCAutraqj3eqnzeqn3eKjzeqnzeKjzeKl2eal1e6g+/2e8XVRCbUExtT4P9YoHz1GcNGg9GvSNBnR1RrR1Rqg2oFQZ8VYacJUbUSoNUKOup9ZInVtLHVB4VO++bXq9GjrFxqqlrXpcXPsl9P7Y2OYQS3o/CSH6O0VRcPvcuLyudovT48ThceD0OnF6nB0uHR5HsNg99ua62x623u62hwVZdk9kvRC6Q6vREmeMI94YT5wxjkRzIommRBLNiSQYE4K3E0xqPcGUQKIpkSRzkhpm+UMtGRYousLnc+N2V+J2V+B2H/EXte5y2fwh1j4cjgPQPFtoK1ptLAkJpwQDrYSEU9Dr43vvjYij4/PBvn2wZYt6pv3DD7B6tXqQ+OyzXeta3wZjyPDJiDZHUaj1eKj1eKhwOPhgwwaOmz6dBqDGH4LV+peBUh84L/Avm/wTvDp8Phw+H+U99KuxBloFX4HwK0arJSZQ1+mI0Wqb6xkZnHL33Ux49VUSCgvhzTfhzTfxxsRQe9551P/853jPOw9TbCxmrRazVotJo0HfQz3RNBoNKSnnkpJyLoqi0NCwmaqq1VRWvk9d3dc0Nm6lsXErxcUPo9cnk5Iyl9jY4zGZcjCbh2My5WAyDUWr7Z0Th0gn3h/owyVPOqn5vF5R4KOPmrjrLphX+wAHN2jZq3yAY8wneDPKKbA8TYHraZ5dkwNfngnAb263c+5ZMG2aWjLamK64JzOIgSYqR0SPPfYY1113Hb/+9a8BePbZZ3n//ff529/+xpIlS6LxkgNabw8XVBRIT7ficIDHAxZLJsNyMnF6FNLL1QMaY9okGiwTaHIrFNt8OA82YPcoOLw+HP5l4a4aAB75vJL4Yht2nzf4xeJUmktDdQNpP7+R//m2Bm/BJlw6L26tD7fOi1vvxaP34TV41W8RgDlzeOLQITh0qPt/VI8G6vXQEFJqDVBn8C9DbgfXGfA5tLjo2he7xQKxieqPMV0psbHNy87qcXEyt5QQA5miKCgo+BRfWD1wO1gPWd/yvkDxKt5W64L3+bxhbQK3W67zKt5WS6fbSX5VPke2HEGj1YTd7/F58Pg8eBW1HlgXetvtcwfbub1uPIp/GVjnv9/tdeP2ubu0DARYbl+Uu7R2g0FrIMYQg8VgwaK3EGuMJdYQS6wxljhjnFr33265jDfGE2+KDwZZgXq8KR6L3iI9qQSgDgNUFDc+nwtFcYUs3S1uu/D5HHi9Dfh8jXi9oaXlugY8nip/iFWB11vb5e3Rai1YLKOwWEZjsYzGbA7UR2EyZUel54eIgvr65jArsNy6te3LUt93H4wf3+ubqNVo1Pm5DAaG6vWUeL3MS03FEMEvs26fr1XwVev10uD/sbw+UG+59A+zrPd6afR6afT5aPCq5zQACtDgbxvxcIs5c2D2bE4sKOCSdeuY/+mnjLTZSPn3v0n597+pt1h4Z9Ys/nnmmXxw0km4jEa0gCkQevmDL1OgHnLbqNVi0GgwajQYtdrg0tDGbYNGg16TgkF7JYaMBZjSq0lo+ozYxrVYGj7F46mmvPy1tv5lwGBFaxyGzjgMvSkHvSkbgzELnS4WvS4GnTYGvb+u18Zi0Mei15rRa7XoUIfJajUatNAj33WDpXcYtH1ev/r9RcH6bZOXkjJuFq/n/5Wd1avxaosh4yUA1sedxvq9KfDDUHCNId4wkdGpI5mSO5IzJo9kzilZR/WeBzqNonRjjFYHXC4XMTExvPHGG1x00UXB9QsWLKCmpoZ33nknrL3T6cTpbO7yXFdXR3Z2NkeOHCEhIaEnN61X2Ww2Sv2TjP/38lks2+fhkUwNk/zTEQzRQ4ZB3dEfrfDx2JH2n2txGvw2XU31y9wK5R51/VYH/K5Uafd5A7baFc4rUliTq2GSpeMPl0jalrkV/lGjcEWSptVrRkWn/1M1YW268jnaU21E71IUZRCfFPboR3K/cPTvKIJnaKdp58/QtdcYfP86A4smpKYJrvDXg0tAo2mjbYt2IW00aNp+rpaPEQOQ0sGtztu3u15priiAz+tFq9O2015Rh4MFWyst1vf+J4tGo0ejMahF21zXas1oNWa0WjMarfza1qsiOSXz+cDrReP1gter/modqPvvwx/KaNqZN1Yxm1EmToTJk1EmTUI56SSUGTN66M10n9vt5qOPPmLOnDkRhVw9zasoNPlDr0D41eT10uC/bff/sN/k82H3emny1x3+doHbTv86u8+Hw+tlzPbtzPn4Y87/5BOyQ/5t6i0WqhIS8Gq14UWnw6fRBOterRafRoPSY8fBCjHYiaMBAy6MuDH4i7abn00K4EODghYFDYr/G1QJ+SZVQr6BFf+ybRG8z66c17Wzvsyt8FKVm1+lGDo8r91i93FugYMPR5uZbOm4111nbcvcCmUe9d1vtfv47WEXjw41MsnfNkOvnmM/Uubi0UAA0AY1Kwg8Jy2yAvjdXUu5+KILAMjMzBzQc3nV1dWRlpZGbW1th1lRj4dcJSUlDB06lC+//JKZM2cG199xxx189tlnfPPNN2Htly1b1irBBHjllVeIifJ45Wh69dVXef3119u9Pw9Y5q/b/AUgH7gOWAUEsmGrv7SUD0wDfghp25autgtsy0pgUTuvKYQQQgghhBg47Kmp1ObmUpebS+2IEdQNH05jVhaKTtfXm3bsUhSS9+xh6Pr1ZH35JZbKyr7eItEFkZwrR3IO3lHbSLKCZUDrZKXZ/PnzueyyyzrZmv6rqamJyy+/vNOQq8/7Gd91110sXrw4eDvQk+vcc88d0D25pkyZEnxfT99/Iy+9/wNXzZnI8Az1PSXFmnghzj9ePSQsPlRWBy9/RcmVMzFmJIAWtqP+hhyaKWs0UFRaCy9+xYdXzaTAmhjscaRFg0ajttEA1Q0OLs0/yLbp2ZQmmNUuo1oNOn8bnUZtr/WX89BwEDgY7T+SEO3p4NcpxeejvLycIUOGoOnjK+hE9BtaFBpH0rckst/7Wrdu+59E00at7QdpOmsben9zF51WbZt78LV89839bTQtPyzbeLbgozWhn6+asNfXtNjq4HpN4PGaNtqGtwu7T6MJ2T4NWjTBnkIajbbXewp5fT4OFBUxPDcXXX+5GpUYpKLxvzuS52zxadFhDwgNLT8LWj9H6DotPp+Pffv2M3r0aHQ6fchzBJ5HC2iDy0C97dt6tZeVVo86wEccU9r6v9neOp2uuej14bd1OjXA0mohOxt9aiqpQGrU38DR6y89uXrF+efDbbeBz4d75040dnvbPfJaFv9Qyk71bF+Wjl8K8ClevD4nXq8Tj+LE63PgU7zqUGzUqRRQfPgITNGgrleC9UBvV/AFakrzOkXx+e8Lf11CHhe8HfLeg/1lldaPa9m25XtqrjffOh845C8dqaht5NoNOyidNYFvE2M7bLvrYAX88Q223XExnuz0dtsZ/e2MIe1Cz9tPrm3khdpGmpxN5O89zPP/3cKfn/gTM045FRgcPbm6osdDrrS0NHQ6HWUtusaWlZWRmZnZqr3JZMLUxuSEBoNhQH+w5eTkNE/wdt9feOn9Gdzw+791eoXJ/Px8lr88jZ/c+lSnk7nbbDZcuStZ0IVLiP46oq0Xov9yu92sXr2aqfPmDejPCCH6mtvt5tDq1UyWfUmIo+J2uzm8ejUnyL4kRI8Z6OeCETvxxL7eAhEF87rYLttmI88ykTmdnNfr8/Phj29w/Py7Os0Kvv32W57/7wxmnHJqpxnEQNHVz4Qe/4nIaDQybdo01q5dG1zn8/lYu3Zt2PBF0bZIJsgLTLw3kNNYIYQQQgghhBDiWNXV8/qevLrkYBaV4YqLFy9mwYIFTJ8+nZNPPpnHH3+cxsbG4NUWjzWZmZnMnz+/zZ5sLUVyxQghhBBCCCGEEEIMfpFkBZFkEINNVEKu+fPnU1FRwX333UdpaSknnngia9asISMjIxov1+9ZrVYuu+wySVyFEEIIIYQQQggRVcdyBhG1iedvvvlmbr755mg9vRBCCCGEEEIIIYQQQXLZFiGEEEIIIYQQQggx4EnIJYQQQgghhBBCCCEGPAm5hBBCCCGEEEIIIcSAJyGXEEIIIYQQQgghhBjwJOQSQgghhBBCCCGEEAOehFxCCCGEEEIIIYQQYsCTkEsIIYQQQgghhBBCDHgScgkhhBBCCCGEEEKIAU9CLiGEEEIIIYQQQggx4EnIJYQQQgghhBBCCCEGPAm5hBBCCCGEEEIIIcSAJyGXEEIIIYQQQgghhBjwJOQSQgghhBBCCCGEEAOehFxCCCGEEEIIIYQQYsCTkEsIIYQQQgghhBBCDHgScgkhhBBCCCGEEEKIAU9CLiGEEEIIIYQQQggx4EnIJYQQQgghhBBCCCEGPAm5hBBCCCGEEEIIIcSAJyGXEEIIIYQQQgghhBjw9H29AS0pigJAXV1dH29Jz3G73TQ1NVFXV4fBYOjrzRFiQJP9SYieIfuSED1D9iUheo7sT0L0jMG4LwUyokBm1J5+F3LV19cDkJ2d3cdbIoQQQgghhBBCCCH6i/r6ehITE9u9X6N0FoP1Mp/PR0lJCfHx8Wg0mr7enB5RV1dHdnY2Bw8eJCEhoa83R4gBTfYnIXqG7EtC9AzZl4ToObI/CdEzBuO+pCgK9fX1ZGVlodW2P/NWv+vJpdVqGTZsWF9vRlQkJCQMmv9gQvQ12Z+E6BmyLwnRM2RfEqLnyP4kRM8YbPtSRz24AmTieSGEEEIIIYQQQggx4EnIJYQQQgghhBBCCCEGPAm5eoHJZCIvLw+TydTXmyLEgCf7kxA9Q/YlIXqG7EtC9BzZn4ToGcfyvtTvJp4XQgghhBBCCCGEECJS0pNLCCGEEEIIIYQQQgx4EnIJIYQQQgghhBBCiAFPQi4hhBBCCCGEEEIIMeBJyCWEEEIIIYQQQgghBjwJuXrI008/TW5uLmazmRkzZvDtt9922P5f//oX48ePx2w2M2nSJFavXt1LWypE/xbJvrRq1SpOP/10kpOTSU5OZvbs2Z3ue0IcSyL9bgp47bXX0Gg0XHTRRdHdQCEGiEj3pZqaGm666SasVismk4mxY8fKsZ4QfpHuT48//jjjxo3DYrGQnZ3NbbfdhsPh6KWtFaJ/+vzzz7ngggvIyspCo9Hw9ttvd/qYdevWMXXqVEwmE6NHj+aFF16I+nb2BQm5esDrr7/O4sWLycvLIz8/nxNOOIG5c+dSXl7eZvsvv/ySyy67jGuuuYaNGzdy0UUXcdFFF7Ft27Ze3nIh+pdI96V169Zx2WWX8emnn/LVV1+RnZ3Nueeey+HDh3t5y4XofyLdnwKKioq4/fbbOf3003tpS4Xo3yLdl1wuF3PmzKGoqIg33niD3bt3s2rVKoYOHdrLWy5E/xPp/vTKK6+wZMkS8vLy2LlzJ3/96195/fXXufvuu3t5y4XoXxobGznhhBN4+umnu9S+sLCQ888/n7POOotNmzZx6623cu211/LBBx9EeUt7n0ZRFKWvN2KgmzFjBieddBJPPfUUAD6fj+zsbG655RaWLFnSqv38+fNpbGzkvffeC6475ZRTOPHEE3n22Wd7bbuF6G8i3Zda8nq9JCcn89RTT/GrX/0q2psrRL/Wnf3J6/Xyox/9iKuvvpovvviCmpqaLv0yKMRgFum+9Oyzz/LII4+wa9cuDAZDb2+uEP1apPvTzTffzM6dO1m7dm1w3W9/+1u++eYb1q9f32vbLUR/ptFoeOuttzrsgX/nnXfy/vvvh3WsufTSS6mpqWHNmjW9sJW9R3pyHSWXy8UPP/zA7Nmzg+u0Wi2zZ8/mq6++avMxX331VVh7gLlz57bbXohjQXf2pZaamppwu92kpKREazOFGBC6uz/df//9DBkyhGuuuaY3NlOIfq87+9J//vMfZs6cyU033URGRgbHH388Dz74IF6vt7c2W4h+qTv706mnnsoPP/wQHNK4f/9+Vq9ezbx583plm4UYLI6lDELf1xsw0B05cgSv10tGRkbY+oyMDHbt2tXmY0pLS9tsX1paGrXtFKK/686+1NKdd95JVlZWqw9wIY413dmf1q9fz1//+lc2bdrUC1soxMDQnX1p//79fPLJJ/zyl79k9erVFBQUcOONN+J2u8nLy+uNzRaiX+rO/nT55Zdz5MgRTjvtNBRFwePxcP3118twRSEi1F4GUVdXh91ux2Kx9NGW9TzpySWEGBQefvhhXnvtNd566y3MZnNfb44QA0p9fT1XXnklq1atIi0tra83R4gBzefzMWTIEJ577jmmTZvG/Pnzueeee2RKCiG6Yd26dTz44IP85S9/IT8/n3//+9+8//77PPDAA329aUKIfkp6ch2ltLQ0dDodZWVlYevLysrIzMxs8zGZmZkRtRfiWNCdfSlgxYoVPPzww3z88cdMnjw5mpspxIAQ6f60b98+ioqKuOCCC4LrfD4fAHq9nt27dzNq1KjobrQQ/VB3vpusVisGgwGdThdcd9xxx1FaWorL5cJoNEZ1m4Xor7qzP917771ceeWVXHvttQBMmjSJxsZGFi5cyD333INWK302hOiK9jKIhISEQdWLC6Qn11EzGo1MmzYtbDJEn8/H2rVrmTlzZpuPmTlzZlh7gI8++qjd9kIcC7qzLwH88Y9/5IEHHmDNmjVMnz69NzZViH4v0v1p/PjxbN26lU2bNgXLhRdeGLwCT3Z2dm9uvhD9Rne+m2bNmkVBQUEwKAbYs2cPVqtVAi5xTOvO/tTU1NQqyAoEyHL9NCG67pjKIBRx1F577TXFZDIpL7zwgrJjxw5l4cKFSlJSklJaWqooiqJceeWVypIlS4LtN2zYoOj1emXFihXKzp07lby8PMVgMChbt27tq7cgRL8Q6b708MMPK0ajUXnjjTcUm80WLPX19X31FoToNyLdn1pasGCB8tOf/rSXtlaI/ivSfam4uFiJj49Xbr75ZmX37t3Ke++9pwwZMkT5/e9/31dvQYh+I9L9KS8vT4mPj1deffVVZf/+/cqHH36ojBo1Srnkkkv66i0I0S/U19crGzduVDZu3KgAymOPPaZs3LhROXDggKIoirJkyRLlyiuvDLbfv3+/EhMTo/zud79Tdu7cqTz99NOKTqdT1qxZ01dvIWpkuGIPmD9/PhUVFdx3332UlpZy4oknsmbNmuDEbsXFxWG/QJx66qm88sorLF26lLvvvpsxY8bw9ttvc/zxx/fVWxCiX4h0X3rmmWdwuVxcfPHFYc+Tl5fHsmXLenPTheh3It2fhBBti3Rfys7O5oMPPuC2225j8uTJDB06lN/85jfceeedffUWhOg3It2fli5dikajYenSpRw+fJj09HQuuOAC/vCHP/TVWxCiX/j+++8566yzgrcXL14MwIIFC3jhhRew2WwUFxcH7x8xYgTvv/8+t912G0888QTDhg3j+eefZ+7cub2+7dGmURTp5ymEEEIIIYQQQgghBjb5CVcIIYQQQgghhBBCDHgScgkhhBBCCCGEEEKIAU9CLiGEEEIIIYQQQggx4EnIJYQQQgghhBBCCCEGPAm5hBBCCCGEEEIIIcSAJyGXEEIIIYQQQgghhBjwJOQSQgghhBBCCCGEEAOehFxCCCGEEEIIIYQQYsCTkEsIIYQQQgghhBBCDHgScgkhhBBCCCGEEEKIAU9CLiGEEEIIIYQQQggx4EnIJYQQQgghhBBCCCEGvP8P7vCphDvstWkAAAAASUVORK5CYII=", + "text/plain": [ + "<Figure size 1500x800 with 1 Axes>" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "N = [1, 5, 10, 100, 1000]\n", + "cs = ['b', 'c', 'g', 'y', 'r']\n", + "a = 2\n", + "b = 2\n", + "x = np.linspace(0, 1, 100)\n", + "plt.figure(figsize=(15,8))\n", + "for i,n in enumerate(N):\n", + " # Compute the posterior distribution for coin2 given 'n' tosses \n", + " yN1 = coin2(n) # TO COMPLETE \n", + " gamma = a+yN1 # TO COMPLETE\n", + " delta = b+n-yN1 # TO COMPLETE\n", + " plt.plot(x, beta.pdf(x,gamma,delta),color=cs[i], label=\"N=\"+str(n)) # TO COMPLETE\n", + " \n", + "plt.plot(x, beta.pdf(x,a,b),'k+', label='prior') # TO COMPLETE\n", + "plt.title(\"Coin2\")\n", + "plt.legend()\n", + "plt.grid()\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Starting with α=2 and β=2, our prior distribution is symmetric around 0.5, indicating no initial bias. With only one toss (N=1), the posterior distribution is broad, reflecting significant uncertainty. As N increases, the posterior narrows, concentrating around 0.8, in line with the coin's bias. By N=1000, the posterior is sharply peaked at 0.8, signifying a high degree of confidence in the coin's likelihood of landing heads." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "**Exercise:**\n", + "Repeat the previous exercise with a different set of prior parameter values ($\\alpha$ and $\\beta$). What\n", + "do you notice?\n" + ] + }, + { + "cell_type": "code", + "execution_count": 31, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "<Figure size 1500x800 with 1 Axes>" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "N = [1, 5, 10, 100, 1000]\n", + "cs = ['b', 'c', 'g', 'y', 'r']\n", + "a = 2\n", + "b = 8\n", + "x = np.linspace(0, 1, 100)\n", + "plt.figure(figsize=(15,8))\n", + "for i,n in enumerate(N):\n", + " # Compute the posterior distribution for coin2 given 'n' tosses \n", + " yN1 = coin2(n) # TO COMPLETE \n", + " gamma = a+yN1 # TO COMPLETE\n", + " delta = b+n-yN1 # TO COMPLETE\n", + " plt.plot(x, beta.pdf(x,gamma,delta),color=cs[i], label=\"N=\"+str(n)) # TO COMPLETE\n", + " \n", + "plt.plot(x, beta.pdf(x,a,b),'k+', label='prior') # TO COMPLETE\n", + "plt.title(\"Coin2\")\n", + "plt.legend()\n", + "plt.grid()\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "the prior changed to α=2 and β=8, which shifts the center of the prior distribution towards a lower probability of heads, reflecting an initial belief that the coin is more likely to land tails. With this new prior, even after observing data from tosses, the posterior distributions are still influenced by the initial skepticism about the coin landing heads.\n", + "\n", + "As N increases, the posteriors start adjusting towards the coin’s bias observed in the data, which seems to suggest a higher likelihood of heads (around 0.8). The convergence towards 0.8 is apparent, but due to the initial heavy-tailed prior, it takes more evidence (i.e., more tosses) to overcome the initial belief and for the posteriors to peak near 0.8.\n", + "\n", + "By N=1000, the amount of data is sufficient to override the prior's influence, leading to a posterior that is sharply peaked at 0.8, similarly to the first exercise. This illustrates how a strong prior belief can be overcome by sufficient data, but it also shows that strong priors require more evidence to shift the posterior belief significantly." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Making predictions\n", + "\n", + "`fairground()` is a coin game – you pay £1 to play. The stall owner tosses a coin ten times. If there are 6 or fewer heads, you win £2. The function returns 1 if you win and 0 if you lose.\n", + "\n", + "**Exercise:** The probability that you win could be approximated by playing the game lots of times and computing the proportion of times you do win! By embedding fairground.m in a loop, approximate the probability that you will win in this way.\n" + ] + }, + { + "cell_type": "code", + "execution_count": 32, + "metadata": {}, + "outputs": [], + "source": [ + "def fairground():\n", + " return sum(np.random.random(10)<0.8) <= 6 # coin2" + ] + }, + { + "cell_type": "code", + "execution_count": 33, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Approx Winning Probability: 0.1228\n" + ] + } + ], + "source": [ + "print(\"Approx Winning Probability:\", sum([fairground() for i in range(10000)])/10000)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "\n", + "**Exercise:** In the lectures, we derived an expression for the probability of getting $y_{new}$ heads in N tosses having observed $y_N$ heads in N tosses by taking an expectation with respect to the posterior.\n", + "Choose $\\alpha$ and $\\beta$ as you please (as long as you can justify your choice – do you know anything about this coin?). Use `coin2()` to generate $y_N$ for $N = 10$. Compute the posterior parameters. By using them, the expression from the lectures and the following identity, compute the probability that you will win given the coin tosses you have observed (i.e., you just need to add together a series of the expressions you derived in the lecture). \n", + "\n", + "Note that this quantity depends on the prior and the particular $y_N$ you get from `coin2()` and therefore could be quite different from the quantity computed in the previous question.\n", + "$$\n", + "P(y_{new}\\le 6 \\vert y_N, \\alpha, \\beta) = \\sum_{a=0}^{6} P(y_{new}=a \\vert y_N, \\alpha, \\beta)\n", + "$$\n" + ] + }, + { + "cell_type": "code", + "execution_count": 34, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "0.6290941769792239\n" + ] + } + ], + "source": [ + "from scipy.stats import beta, binom\n", + "import math\n", + "from scipy.special import gamma\n", + "\n", + "\n", + "Nlook = 50 \n", + "yN = coin2(Nlook)\n", + "\n", + "\n", + "# Assume the coin is unbiased\n", + "alpha1 = 50\n", + "beta1 = 50 \n", + "gamma1 = alpha1 + yN \n", + "delta1 = beta1 + Nlook - yN \n", + "\n", + "N = 10\n", + "p_ynew_se_six = 0 \n", + "\n", + "for ynew in range(7):\n", + " binomial_coefficient = math.comb(N, ynew)\n", + " p_ynew = binomial_coefficient * (gamma(gamma1 + delta1) / (gamma(gamma1) * gamma(delta1))) * (gamma(gamma1 + ynew) * gamma(delta1 + N - ynew) / gamma(gamma1 + delta1 + N))\n", + " p_ynew_se_six += p_ynew\n", + "\n", + "\n", + "print(p_ynew_se_six)" + ] + }, + { + "cell_type": "code", + "execution_count": 37, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "0.3561499490161304\n" + ] + } + ], + "source": [ + "Nlook = 50 \n", + "yN = coin2(Nlook)\n", + "\n", + "# Assume the coin is biased\n", + "alpha1 = 2 \n", + "beta1 = 8\n", + "gamma1 = alpha1 + np.sum(yN) \n", + "delta1 = beta1 + Nlook - np.sum(yN) \n", + "\n", + "N = 10\n", + "p_ynew_se_six = 0 \n", + "\n", + "for ynew in range(7):\n", + " binomial_coefficient = math.comb(N, ynew)\n", + " p_ynew = binomial_coefficient * (gamma(gamma1 + delta1) / (gamma(gamma1) * gamma(delta1))) * (gamma(gamma1 + ynew) * gamma(delta1 + N - ynew) / gamma(gamma1 + delta1 + N))\n", + " p_ynew_se_six += p_ynew\n", + "\n", + "print(p_ynew_se_six)" + ] + }, + { + "cell_type": "code", + "execution_count": 36, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "0.1313106073993697\n" + ] + } + ], + "source": [ + "from math import lgamma\n", + "\n", + "Nlook = 10000\n", + "yN = coin2(Nlook)\n", + "\n", + "# Assume the coin is unbiased\n", + "alpha1 = 50\n", + "beta1 = 50 \n", + "\n", + "gamma1 = alpha1 + yN \n", + "delta1 = beta1 + Nlook - yN \n", + "\n", + "N = 10\n", + "p_ynew_se_six = 0 # smaller or equal to 6\n", + "\n", + "for ynew in range(7):\n", + " # Compute probability using formula given in slides\n", + " binomial_coefficient = math.comb(N, ynew)\n", + " log_p_ynew = (lgamma(gamma1 + delta1) - lgamma(gamma1) - lgamma(delta1) + lgamma(gamma1 + ynew) + lgamma(delta1 + N - ynew) - lgamma(gamma1 + delta1 + N))\n", + " p_ynew = binomial_coefficient * math.exp(log_p_ynew)\n", + " p_ynew_se_six += p_ynew\n", + "\n", + "print(p_ynew_se_six)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The probability of observing six or fewer heads in future tosses averages around 60% after conducting N=50 trials, assuming we start with an unbiased coin (α=50, β=50). This is based on a Beta distribution prior belief, where α and β represent the number of successes (heads) and failures (tails) respectively.\n", + "\n", + "However, if we start with a prior belief that the coin is biased (α=2, β=8), the estimated probability decreases to approximately 30%. This is because the Beta distribution is skewed towards tails, reflecting our belief that the coin is biased.\n", + "\n", + "When we increase the number of trials to a large number, say N=10000, the posterior distribution becomes more concentrated and the estimated probability drops to around 13%. This is due to the law of large numbers, which states that as the number of trials increases, the sample average (and hence the estimated probability) converges to the true average.\n", + "\n", + "However, when dealing with large values of N, we may encounter numerical issues due to the computation of the Gamma function in the Beta distribution. The Gamma function can produce very large values for relatively small inputs, leading to numerical overflow for larger inputs.\n", + "\n", + "To mitigate this, we can use the logarithm of the Gamma function, known as the log-Gamma function. This allows us to perform computations in the log space, where the numbers are more manageable, and then exponentiate the result to get the final probability. This approach can help prevent numerical overflow and improve the accuracy of the calculations when dealing with large values of N." + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3 (ipykernel)", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.10.11" + }, + "pycharm": { + "stem_cell": { + "cell_type": "raw", + "metadata": { + "collapsed": false + }, + "source": [] + } + } + }, + "nbformat": 4, + "nbformat_minor": 4 +} diff --git a/README.md b/README.md index 9e09097048e91a504b1949fae4861ba405e7ab0f..0fe9ad5a87627adf8e6c39796b2af10277759de2 100644 --- a/README.md +++ b/README.md @@ -1,93 +1,24 @@ -# Advanced Statistical Inference +# Travaux Pratiques Cloud avec Azure +Ce dépôt contient les travaux pratiques (TPs) réalisés dans le cadre de la formation sur le cloud computing utilisant Microsoft Azure. Ces TPs visent à fournir une compréhension pratique des concepts et des services cloud en exécutant des applications réelles et en gérant l'infrastructure sur Azure. +## Objectif des TPs -## Getting started +L'objectif de ces TPs est d'initier les étudiants aux divers aspects du cloud computing, y compris la mise en œuvre de microservices, la gestion de la charge, l'équilibrage de charge, l'automatisation du déploiement, et plus encore. Chaque TP couvre des concepts spécifiques discutés lors des cours et fournit une expérience pratique de leur application dans un environnement cloud réel. -To make it easy for you to get started with GitLab, here's a list of recommended next steps. +### TP1: Microservice de Calcul d'Intégrale Numérique -Already a pro? Just edit this README.md and make it your own. Want to make it easy? [Use the template at the bottom](#editing-this-readme)! +Le premier TP implique la création d'un microservice en Flask pour le calcul d'intégrales numériques. Les étudiants déploient ce service dans le cloud Azure, où ils apprennent à gérer la disponibilité et la scalabilité du service. -## Add your files +### TP2: Expérience de Tirage de Pièces -- [ ] [Create](https://docs.gitlab.com/ee/user/project/repository/web_editor.html#create-a-file) or [upload](https://docs.gitlab.com/ee/user/project/repository/web_editor.html#upload-a-file) files -- [ ] [Add files using the command line](https://docs.gitlab.com/ee/gitlab-basics/add-file.html#add-a-file-using-the-command-line) or push an existing Git repository with the following command: +Le deuxième TP conduit les étudiants à travers la mise en œuvre d'une expérience de tirage de pièces en utilisant le service Azure Functions. Ce TP se concentre sur la compréhension de la mise en œuvre de concepts statistiques et leur automatisation dans le cloud. -``` -cd existing_repo -git remote add origin https://gitlab.eurecom.fr/mayaud/advanced-statistical-inference.git -git branch -M main -git push -uf origin main -``` +### TP3: Régression Linéaire Bayésienne -## Integrate with your tools +Le troisième TP introduit les concepts de l'apprentissage automatique dans le cloud à l'aide de Azure Machine Learning. Les étudiants construisent et déploient un modèle de régression linéaire bayésienne et explorent les performances du modèle dans le cloud. -- [ ] [Set up project integrations](https://gitlab.eurecom.fr/mayaud/advanced-statistical-inference/-/settings/integrations) -## Collaborate with your team -- [ ] [Invite team members and collaborators](https://docs.gitlab.com/ee/user/project/members/) -- [ ] [Create a new merge request](https://docs.gitlab.com/ee/user/project/merge_requests/creating_merge_requests.html) -- [ ] [Automatically close issues from merge requests](https://docs.gitlab.com/ee/user/project/issues/managing_issues.html#closing-issues-automatically) -- [ ] [Enable merge request approvals](https://docs.gitlab.com/ee/user/project/merge_requests/approvals/) -- [ ] [Set auto-merge](https://docs.gitlab.com/ee/user/project/merge_requests/merge_when_pipeline_succeeds.html) -## Test and Deploy -Use the built-in continuous integration in GitLab. - -- [ ] [Get started with GitLab CI/CD](https://docs.gitlab.com/ee/ci/quick_start/index.html) -- [ ] [Analyze your code for known vulnerabilities with Static Application Security Testing (SAST)](https://docs.gitlab.com/ee/user/application_security/sast/) -- [ ] [Deploy to Kubernetes, Amazon EC2, or Amazon ECS using Auto Deploy](https://docs.gitlab.com/ee/topics/autodevops/requirements.html) -- [ ] [Use pull-based deployments for improved Kubernetes management](https://docs.gitlab.com/ee/user/clusters/agent/) -- [ ] [Set up protected environments](https://docs.gitlab.com/ee/ci/environments/protected_environments.html) - -*** - -# Editing this README - -When you're ready to make this README your own, just edit this file and use the handy template below (or feel free to structure it however you want - this is just a starting point!). Thanks to [makeareadme.com](https://www.makeareadme.com/) for this template. - -## Suggestions for a good README - -Every project is different, so consider which of these sections apply to yours. The sections used in the template are suggestions for most open source projects. Also keep in mind that while a README can be too long and detailed, too long is better than too short. If you think your README is too long, consider utilizing another form of documentation rather than cutting out information. - -## Name -Choose a self-explaining name for your project. - -## Description -Let people know what your project can do specifically. Provide context and add a link to any reference visitors might be unfamiliar with. A list of Features or a Background subsection can also be added here. If there are alternatives to your project, this is a good place to list differentiating factors. - -## Badges -On some READMEs, you may see small images that convey metadata, such as whether or not all the tests are passing for the project. You can use Shields to add some to your README. Many services also have instructions for adding a badge. - -## Visuals -Depending on what you are making, it can be a good idea to include screenshots or even a video (you'll frequently see GIFs rather than actual videos). Tools like ttygif can help, but check out Asciinema for a more sophisticated method. - -## Installation -Within a particular ecosystem, there may be a common way of installing things, such as using Yarn, NuGet, or Homebrew. However, consider the possibility that whoever is reading your README is a novice and would like more guidance. Listing specific steps helps remove ambiguity and gets people to using your project as quickly as possible. If it only runs in a specific context like a particular programming language version or operating system or has dependencies that have to be installed manually, also add a Requirements subsection. - -## Usage -Use examples liberally, and show the expected output if you can. It's helpful to have inline the smallest example of usage that you can demonstrate, while providing links to more sophisticated examples if they are too long to reasonably include in the README. - -## Support -Tell people where they can go to for help. It can be any combination of an issue tracker, a chat room, an email address, etc. - -## Roadmap -If you have ideas for releases in the future, it is a good idea to list them in the README. - -## Contributing -State if you are open to contributions and what your requirements are for accepting them. - -For people who want to make changes to your project, it's helpful to have some documentation on how to get started. Perhaps there is a script that they should run or some environment variables that they need to set. Make these steps explicit. These instructions could also be useful to your future self. - -You can also document commands to lint the code or run tests. These steps help to ensure high code quality and reduce the likelihood that the changes inadvertently break something. Having instructions for running tests is especially helpful if it requires external setup, such as starting a Selenium server for testing in a browser. - -## Authors and acknowledgment -Show your appreciation to those who have contributed to the project. - -## License -For open source projects, say how it is licensed. - -## Project status -If you have run out of energy or time for your project, put a note at the top of the README saying that development has slowed down or stopped completely. Someone may choose to fork your project or volunteer to step in as a maintainer or owner, allowing your project to keep going. You can also make an explicit request for maintainers. diff --git a/exercice5.pdf b/exercice5.pdf new file mode 100644 index 0000000000000000000000000000000000000000..da793ab3e81544f5fbd86001625d6c3a04e2a5f1 Binary files /dev/null and b/exercice5.pdf differ diff --git a/snelson1d.mat b/snelson1d.mat new file mode 100644 index 0000000000000000000000000000000000000000..ed0f7c21781ed8f2f52c626afb67842c5c3869c5 Binary files /dev/null and b/snelson1d.mat differ