{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Reaction coordinate analysis of the Müller Brown potential" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "In this notebook, we will compute the reaction coordinate of the Müller Brown potential system, a two-dimensional Brownian dynamics often used as a benchmark for system analysis and model reduction methods. As this system is available in analytical form, we will be able to generate our own dynamical data. \n", "\n", "This notebook will teach you how to\n", "\n", "- set up the data structure containing the system and its parameters\n", "- generate the dynamical data used as input for the machine learning methods\n", "- apply two variants of the burst-based transition manifold method to the data, namely\n", " - the Whitney embedding variant\n", " - the kernel embedding variant\n", "\n", "---" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We start by importing the necessary external python packages and setting up the environment." ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "# Generic imports\n", "import sys\n", "import os\n", "import warnings\n", "warnings.filterwarnings('ignore')\n", "import random\n", "random.seed(0)\n", "\n", "# Numerics imports\n", "import numpy as np\n", "\n", "from scipy.cluster.vq import kmeans\n", "\n", "# Visualization imports\n", "import matplotlib as mpl\n", "import matplotlib.pyplot as plt\n", "from matplotlib import cm\n", "from mpl_toolkits.mplot3d import Axes3D" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Next, we import the necessary modules from the TMRC package." ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "# Tell python where to find the TMRC package\n", "sys.path.insert(0,'../..')\n", "\n", "# Import TMRC modules\n", "import tmrc.system as dynsys\n", "import tmrc.kernels as krnls\n", "import tmrc.transition_manifold as tm\n", "import tmrc.embedding_functions as emb" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### System setup\n", "\n", "We now need to set up the dynamical system that we want to analyze. The Müller Brown system is a Brownian dynamics, i.e., its equations of motion are given by the stochastic differential equation\n", "\n", "$$dX_t = -\\nabla V(X_t) + \\sqrt{2\\beta^{-1}}dW_t,$$\n", "\n", "where $V$ is the potential, $W_t$ is a standard Wiener process, i.e., the source of the noise in the system, and $\\beta$ is the inverse temperature which determines the strength of the noise.\n", "\n", "The potential is loaded from the module `mbpotential`, provided with this notebook. Together with the remaining parameters, it is used to instantiate an object of the `GradientSystem` class, which will later be passed to the simulation and manifold learning methods." ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "# Load the potential\n", "import mbpotential\n", "mypotential = mbpotential.Potential()\n", "\n", "# Set up system parameters\n", "domain = np.array([[-1.5, -0.5], [1, 2]]) # boundaries of the system's domain\n", "beta = 0.05 # inverse temperature\n", "\n", "# Create a GradientSystem object\n", "mbsystem = dynsys.GradientSystem(mypotential, domain, beta)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The potential can be visualized by evaluating it on a grid of points covering the domain and plotting the values as a heat map:" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# generate evaluation points on grid\n", "nPotpoints = 32\n", "xpot = mbsystem.generateTestpoints(nPotpoints, 'grid')\n", "\n", "# evaluate potential in the points\n", "V = mbsystem.pot(xpot)\n", "\n", "# plot the values\n", "fig = plt.figure()\n", "ax = fig.add_subplot(111)\n", "ax.pcolormesh( xpot[:,0].reshape(nPotpoints, -1), xpot[:,1].reshape(nPotpoints, -1), V.reshape(nPotpoints,-1), cmap='viridis', vmax=10, shading='gouraud')\n", "\n", "plt.rc('text', usetex=True)\n", "font = {'family' : 'serif',\n", " 'size' : 12}\n", "plt.rc('font', **font)\n", "fig.set_size_inches(5,5)\n", "ax.set_title(r'Mueller-Brown potential')\n", "ax.set_xlabel(r'$x_1$')\n", "ax.set_ylabel(r'$x_2$')\n", "\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The three local minima that define the system's characterisic long-term behaviour can be seen. Any reasonably good reaction coordinate should distinguish the minima and vary smoothly along the transition pathways connecting them." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Data generation\n", "\n", "Next we generate dynamical data about the system via trajectory integration. Specifically, we first cover the state space in a regular grid of test points, that will become the points in which the reaction coordinate values will be computed. Then, multiple short trajectories are generated from each test point by solving the above SDE via the Euler-Maruyama stochastic integration scheme up to time $t$. $t$ must be chosen to fall in between the slow and the fast time scales. This yields samplings of the transition density functions associated with each test point. " ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Generating poinclouds...\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "100%|██████████| 1024/1024 [04:49<00:00, 3.53it/s]\n" ] } ], "source": [ "# generate a 32x32 grid of test points\n", "ntest = 32\n", "xtest = mbsystem.generateTestpoints(ntest, 'grid')\n", "\n", "# parameters of the integration\n", "t = 0.02 # end time\n", "dt = 0.00002 # time step\n", "M = 100 # number of trajectories per starting point, i.e., size of the point clouds\n", "\n", "# simulate M trajectories of length t for each test point via the Euler-Maruyama integrator.\n", "X = mbsystem.generatePointclouds(t, dt, xtest, M)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The output `X` is a three-fold nested NumPy array, where each entry of `X` is an array containing the `M` points of the `ntest` point clouds. These points are again in general multi-dimensional (two-dimensional in this case), and thus are again saved as arrays.\n", "\n", "The plot below shows a visualization of three of the 1024 point clouds:" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# structure of X\n", "np.shape(X)\n", "\n", "# plot potential and two point clouds\n", "fig = plt.figure()\n", "ax = fig.add_subplot(111)\n", "ax.pcolormesh( xpot[:,0].reshape(nPotpoints, -1), xpot[:,1].reshape(nPotpoints, -1), V.reshape(nPotpoints,-1), cmap='Greys_r', vmax=12, shading='gouraud')\n", "\n", "plt.scatter(X[50,:,0],X[50,:,1], c='blue') # plot point cloud starting from xtest[50,:]\n", "plt.scatter(X[505,:,0],X[505,:,1], c='yellowgreen') # plot point cloud starting from xtest[500,:]\n", "plt.scatter(X[485,:,0],X[485,:,1], c='red') # plot point cloud starting from xtest[100,:]\n", "\n", "plt.scatter(xtest[50,0], xtest[50,1], s=200, marker='X', c='blue') # plot xtest[50,:]\n", "plt.scatter(xtest[505,0], xtest[505,1], s=200, marker='X', c='yellowgreen') # plot xtest[500,:]\n", "plt.scatter(xtest[485,0], xtest[485,1], s=200, marker='X', c='red') # plot xtest[100,:]\n", "\n", "plt.xlim(-1.5, 1)\n", "plt.ylim(-0.5, 2)\n", "fig.set_size_inches(6,6)\n", "ax.set_xlabel(r'$x_1$')\n", "ax.set_ylabel(r'$x_2$')\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Informally speaking, the \"more similar\" two point clouds are, the closer the reaction coordinate value of their originating test points will be. We can expect the blue and green test point to have similar reaction coordinate values, whereas the value at the red test point will presumably differ.\n", "\n", "The two variants of the transition manifold method, i.e., the Whitney embedding and the kernel embedding variant, now differ only in the metric used for the similarity measure of the point clouds." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Method 1: Whitney embedding\n", "\n", "We first demonstrate the method based on random Whitney embeddings. Its basic idea is to embedd each point cloud into a Euclidean space using randomly-drawn linear observables, and use as the distance between the point clouds the Euclidean distance between the embedding points. \n", "\n", "More precisely, say $\\{y^{(1)},\\ldots,y^{(M)}\\}$ is the point cloud sampling the transition density function $p^t(x,\\cdot)$. Let $f:\\mathbb{R}^2\\rightarrow \\mathbb{R}^r$ be some smooth $r$-dimensional observable. Then the *Whitney embedding* of the point cloud is computed as\n", "\n", "$$\n", "\\mathcal{F}(x) = \\frac{1}{M} \\sum_{i=1}^M f(y^{i}).\n", "$$\n", "\n", "A distance measure between two point clouds starting from test points $x^{(1)}$ and $x^{(2)}$, respectively, can then be defined by\n", "\n", "$$\n", "\\| \\mathcal{F}(x^{(1)}) - \\mathcal{F}(x^{(2)}) \\|\n", "$$\n", "\n", "where $\\|\\cdot\\|$ is the Euclidean norm in $\\mathbb{R}^{r}$. \n", "A rigorous discussion of this embedding can be found in https://doi.org/10.1007/s00332-017-9415-0." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Random linear embedding\n", "\n", "We first need to select the embedding function $f$. According to the Whitney embedding theorem, the dimension $r$ of the image of $f$ needs to be larger than twice the expected reaction coordinate dimension. As we here expect a RC dimesnsion of one, we here select $r=3$.\n", "\n", "For the observable itself, we will use a random linear function, i.e.,\n", "\n", "$$\n", "f(x) = Ax,\n", "$$\n", "\n", "where $A$ is a $r\\times 2$ matrix with random entries. The class `RandomLinearEmbeddingFunction` of the module `embedding_functions` allows to easily construct such an observable." ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [], "source": [ "# construct the Whitney embedding\n", "\n", "r = 3 # embedding dimension\n", "\n", "# Construct the embedding function object.\n", "# We orthonormalize the columns of A after random selection for increased stability\n", "linembfun = emb.RandomLinearEmbeddingFunction(inputdimension=2, outputdimension=r, seed=1, orthonormalize = True)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The actual transition manifold is now set up in an `EmbeddingBurstTransitionManifold` object." ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Evaluating observables...\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "100%|██████████| 1024/1024 [00:00<00:00, 39239.93it/s]\n" ] }, { "data": { "text/plain": [ "(1024, 3)" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" } ], "source": [ "embTM=tm.EmbeddingBurstTransitionManifold(linembfun)\n", "embTM.embedd(X)\n", "\n", "np.shape(embTM.embpointclouds)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can visualize the embedded data. Each point in the plot below corresponds to one point cloud (i.e., `M` points in $\\mathbb{R}^2$)." ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAjwAAAIuCAYAAAC7EdIKAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4xLjEsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy8QZhcZAAAgAElEQVR4nOy9eXgb+Xnn+a1C4b6qwBMkeIGHKF4tURJlu7udpFvdiTO2c6ziZHfjdeJdd2+yz87MPjNP93pn93Fm99mJ5dnN7CS7eUbt7DNPMuPMuruTcRKPY1uy022325F4SOKh1kXq4iGSIAASJO6q2j+oKgEgQAIgbr6f59HziEAdPxQKVd963/f3fhlZlkEQBEEQBFHLsOUeAEEQBEEQRLEhwUMQBEEQRM1DgocgCIIgiJqHBA9BEARBEDUPCR6CIAiCIGoeEjwEQRAEQdQ83AHv05x1giAIgiCqBSbTGxThIQiCIAii5iHBQxAEQRBEzUOChyAIgiCImocED0EQBEEQNQ8JHoIgCIIgah4SPARBEARB1DwkeAiCIAiCqHlI8BAEQRAEUfOQ4CEIgiAIouYhwUMQBEEQRM1DgocgCIIgiJqHBA9BEARBEDUPCR6CIAiCIGoeEjwEQRAEQdQ8JHgIgiAIgqh5SPAQBEEQBFHzkOAhCIIgCKLmIcFDEARBEETNQ4KHIAiCIIiahwQPQRAEQRA1DwkegiAIgiBqHhI8BEEQBEHUPCR4CIIgapypqalyD4Egyg4JHoIgiBrF7/fjzTffBM/zePPNN8s9HIIoKyR4CAK7T8CvvPIKuru7i7btU6dOFWS5Qu1PYWFh4VD7KyZvvfVW2s+RbsyZlj0KZPrsX/rSl/D666/D7/fj3XffPXA7yrkjCMKByxzVY01UMbIs7/ePII4M8/PzstvtLuu2CzWGXLZz4cKFQ++vWExOTsrvvPPOntfTjTnTskeBTJ+d5/mctzU/P3/gesX8rRDEIcmoaSjCQxBPcTgcZd92ocaQy3YuXbpUkH0Wg9HRUZw/f37P6+nGnGnZo0Cmz57P+eR2uw9cppi/FYIoFiR4COII89Zbb1V0Sisd1ThmgiDKD1fuARBEPrz11lvqU+b4+Di+/OUvg+d5TE1N4Utf+hL8fj8mJydx+fJlAMA3v/lNXLhwAQ6HQ33t0qVLePPNN/c80S4sLKg31KmpKZw/f37PMpn2r3D58mUsLCzA7XbD7/cnvZdItssVan+JvPvuu5icnITX68XXvvY1ALuRgnPnzqnHEQDeeecdTE1N4eLFi3jnnXfUbSs1IV6vF36/H2+88Ya67UzfQ7pj/u6776rb9Pv9GB8fx4ULF7CwsIDXX38dExMT8Pl8+47Z7XbvWTZx+16vFw6HA16vF+fOnVP3n8s4UynEuVaIY5juOF2+fBmXLl3CwsKCepyUbe93PDKRz/lFEBXHfvmusmTfCOIA3njjDfnixYvq35OTk/K5c+fUv5UahEuXLqmvXbp0ST537lza1xR8Pp8MQJ6cnEza3+joqDw/P5/1/t955x35/PnzSdu4cOHCnpqHbJcr1P7SsV8txuTkpDw6Oqoes9dee009Du+8847s8/kyjlHZdqbvIXHsie/Lspz2u8xmzOmWvXjx4p5xnT9/Pun7zGacmcj3XJPlwh3DTJ9dlvfW8GRzPFLXO8z5RRBlIKOmIcFDVBWKKEnF7XarF21lmcSbyfz8fNrXEi/sPp8v7U3j4sWL6gU/m/3zPL/nBjI5ObnnBpHNcoXcXzr2EzzpjqPC+fPn5TfeeCNpf6Ojoweun3rML1y4sOcGnPp3toInddlM32cmobvfODOR77kmy4U7hgoHvZbt8Uhd7zDnF0GUgYyahlJaRFVx+fJluN1uNbyvwPO8GnJPfE1BSQele+0g3G63mno4aP9+vx9+v39PiiA1BTA1NZXVcoXaX77wPJ92WxcuXNiznN/vz7gNhdRjfv78eZw6dQqXLl3CK6+8gs997nN47bXXCjByYGJiIm2q5ty5c3jllVdyGudB5HOuFeoYZkuuxwPI/jwliGqABA9RVSwsLIDneZw7dy7p9cnJyaS/012Q871IKxd7v99/4P4T61H2Q9lOtssddn/5kunmqoiwd999F263G16vN+1yB43N7Xbj/v37eOutt3Dx4kW8/vrruHDhQlItS75MTU3tKw4SBfJhjmG+51qhjmG25HI8El8jcUPUCjRLi6gqRkdHMz4FFwvlos/z/IH7V4o6DyLb5Qq1v2xJjSRl4s0338Q777yDN954A+fPn98jyLJlamoKPM/jjTfewOTkJObn53Hx4sWcZmFlGnMmEaEcr2ymXxeTQh3DbMnneBT6/CKIckKCh6gqTp8+rc5oSUSJvhSDqakp9WZ00P5HR0fTpiZS/852uULtLxPKTJ1c1vP7/fja176WlJLx+/3qdrIVTcDujKbEfbrdbrz55pv7fpfZjvncuXNptzMxMYHR0dGsx1gIJEkCAIRCIUQiEfh8voIdw2zJ53gc9vwiiEqCBA9RVfA8jwsXLuzxBXr77beTnlDTXZBTX0v3tOtwOPYYLV68eBFf//rXs95/uvcvX768Z3/ZLFfI/aUjNV2RuE6m9ZXXE9dNvJEmHudsvoff//3f3/P+6dOnM66facypy/I8jy9/+cvqtGyFxO8zl3FmItO6sVgMwWAQW1tbePToEWRZRjgcRiwWw5MnT/Z8lsMcw2yWyfZ4pK53mPOLICoJze/93u/t9/6+bxJEOTh16hQikQi+/e1vY2VlBTdv3sRnPvMZGAwGTE1N4Y033sDNmzexsrKCF198ETdv3kz72le+8hVMTU2prwFAd3c3BEHA3NwcFhYW8O677+KrX/0qnE5nVvtPfP+DDz6Az+fD1NQUurq68PWvfx1zc3N49dVXYTAYcl7usPvLxOnTp3Hx4kVsbm7i+eefhyAImJqawle+8hX85Cc/wcrKClpbW9VjIAgCWlpa8Pbbb2NzcxPLy8sYGBgAAFy7dg2nTp3CyspKVt/DysoKXn31VfzkJz/B8vKyOvaBgQEsLCzgH/7Df6h+R5/5zGcyjtnn86Vd9vnnn8fKygo++OAD3L9/H9/+9rfxhS98QY1oZHu+pDt+iesuLy/jYx/7GK5fv4433ngDt2/fxqNHjzA2NoZbt27hq1/9Km7cuIG1tTW8+OKLcDqdaG5uVo/hyspK3sdweXl5z2dPPXZGoxFut/vA45G63osvvojnn3/+UOcXQZSYf57pDUaW5f1W3PdNgiCIo4Ysy5AkCaIoIh6PIxaLIRKJ4NGjR+jp6QHL7gbOGYZJu75WqwXDMM/8fVgWWq1WXY8giEOR/ocHmqVFEASxL4rAicfjEEURsVhMrclhGEYVKtFoFBqNJqvtMQyj/pMkCZFIBFqtFhqNJqNQIgjicJDgIQiCSCBR4Cj/EiPhLMuC4wp36WRZFrIsIxaLQRRF6HQ6Ej0EUQRI8BAEcaTJRuAclG5SojbZkG455bXUaA9BEIWDBA9BEEeKRIGjRFUUgaOkmcpRT6PsW5ZlRKNRcBwHjuMo2kMQBYIED0EQNY0sy2qBcWIEJ7GO5rACJ5cIz0Eo24nH45AkiQqaCaJAkOAhCKKmSCdwlNeV9FSlR00Soz1U0EwQhYEED0EQVU2iwFFSVMrrpRI4hYzwJKJskwqaCeLwkOAhCKKqqASBk25MxdpnakGzUttDEERu0K+GIIiKRmnyp/TAUQQO8KwPTq1HPRJTXLFYDLIsU0EzQeQICR6CICqK1C7GoiiqN/ZKFTjFjPAkkljQrKS4qKCZILKDBA9BEGUlVeAoXYyB3Rs8Fesmk1rQTNPXCSI7SPAQBFEyFP8oURQRCATUm7dCpUZwDqJUEZ5EUqevU0EzQewPCR6CIIpGosCJxWLqzRkA7ty5g7a2Nlit1pq4UR+m0/Jh9ylJEsLhME1fJ4h9IMFDEETBSOckrogeJXqjRHCqNZqTjkQriv2W2d7ehtFohMlkKti+UwualWaFtXBcCaKQkOAhCCJv0vlQpTqJp6atapF0KS1F4Ph8Pvj9foTDYZjNZoRCIbS1tcHlchUl2iOKopriooJmgngGCR6CILKm1E7i1YQsy9ja2oLf74fP50MkEoHFYgHP8+jt7YXBYFBF4O3bt3H9+nUMDg5Cp9MVbAxU0EwQmTmaVyaCILKiEE7itYokSWoEZ319HaFQCPF4HIIgoK+vD0ajMe16Go0Gg4ODWF1dxfj4OPr7+1FXV1fQsZEfF0HshQQPQRAqSoFxYpO/SnASrwQkSUIgEIDf74ff70ckEoHVagXP83C5XNje3kZPT0/W22tqaoLdbsfMzAw2NjbQ09NT0GOb2qGZCpqJow4JHoI4wmQy2gRKI3CyKfYtF4rAUWpwotEorFYrBEHAsWPHYDAY1GU3NjbyEhIGgwGnT5/G/fv3MT4+juHhYSpoJogiQYKHII4QleRDVWk33USB4/P5EIvFYLPZwPM8+vv7kwROIWEYBm63G3V1dbh+/To6OjrQ0tJStILmxcVFdHZ2HtlIHXF0IcFDEDVMJQmcSkOSJGxtbakRnESBMzAwAL1en/W2CtF40G63Y2xsDB999BE8Hg8GBgag1WoPtc1ElPE9fPgQTqeTCpqJIwcJHoKoIUjgZEaSJGxubqo1OPF4XBU4LS0tOQmcVAqVmuM4DsPDw1hZWcHVq1cxMDAAQRAKsm3g2XnAMAwVNBNHDhI8BFHFkJN4ZkRRTJomLopiwQROOrI5ztlGgpxOp1rQXFdXB7fbXRBRIklSUl8kKmgmjhIkeAiiijjIaJMEzrMUlSJwBEFAa2trQfvdpJKtkMnluzGZTDhz5gwWFhYwMTGB4eHhjFPdsyVxnKkFzYr7+lE9f4jahwQPQVQwisCJRqPY2NiAzWZT3yOBIyalqERRhN1uV6eJF1PglAqWZdHT0wOfz4epqSm43W44nc68t5dOmGWK9hBErUGChyAqhP2MNkVRxPz8PE6dOnXkBY4SwZEkCXa7HYIglEzg7ETiiEsyLHoOGvbZ91Bst3RBEDA2Noa5uTl4PB4cP348r47WSg1PKonRnmg0SgXNRE1CgocgyoQicNL5UAHYY7QJVN5U7mISj8eTIjiyLKsRnPb29oLOYDoIWZZxfXELM8sBMAAEkxYvHauHSadR3y82Wq0Wzz33HJaXl3H16lUMDg7CbrfntI2DhBl1aCZqGRI8BFEi0jmJpxptZkpRKU/ftUwlCZxUnmxFcH1xC067HizDwLMdxfhDP36m95klRCnEKMMwaG1tBc/zmJmZQWNjI7q6urLet1K0fNA+GIahgmai5iDBQxBFIpMPlfKUzbLskb6RSJIEv9+P1dVVbG5uqgJHEISyC5xUtiNxaFgG7NPvym7k4NmJqu8XO6WVitlsxtjYGO7evasWNGfTGDGXcbIsSwXNRE1BgocgCkQxjTZr4UYTj8fV6I3f70coFALDMGhsbERnZ2dFu6xbDRwkWYYoydCwDPyhGNqEw82YOiwsy+LYsWPY2NjA5OQkent70djYuO86uQqz1IJmpbaHIKoROnMJIk/ISXx/YrGYWmS8ubkJhmHUCE5nZyfu3r0Ll8sFq9Va7qEeSLPNgJMuO6aXtgAAdWYdTrfz6vvFmJaeLXV1dThz5gzm5uawvr6O/v7+jLOs8olEpU5fl2WZCpqJqoQED0FkSaqTeKmNNiudWCymRm8UgcPzPBwOB7q6uqo+MvCcy4beRjPikgyzTpM0S6vc6HQ6nDhxAouLi7hy5QqGh4fTCslMs7SygQqaiWqnuq9ABFFEDnISP8o9cIDCCJxqK8RWZmWlkhg5icYleINRAAzqzFpoNaURBQzDoK2tDYIgYGZmBk6nEx0dHUnn6GFrjRKjPYkprqP8OyCqBxI8BPEU8qHaH0XgKCkqlmXB87xqfZBrs7paPJbBqIj37mwgENkVx4JJi5/trYOOK10kxGKxYGxsDHfu3MHU1BSGhoZUG41sZmllQ2q0hwqaiWqABA9xZCGBsz/RaDQpgqPRaMDzPOrr69Hd3U3deBNQzpnbq9sIRuNosu4KjNVABPOeHRxvLm2dkkajwfHjx7G+vo6JiQn09fWhoaGhoLPJEguaw+EwTV8nKh4SPMSRIZPAAShFBTwTOD6fD1tbW6rAaWhoIIGTJTtREXrts+Ok51gEo9I+axSXhoYG2Gw2zM7OwuPxoL6+vqDnOBU0E9UECR6iZknnJK484ZLA2RU4ik2DInAEQUBjYyN6enpI4OSAcl412/R45AvBpNVAhoxgVESjtbyeXnq9HqOjo3j48CFu3boFnucPXilHElNcSs8eKmgmKg0SPETNoAicYDCIaDSa1LiOBA4QiUTUFNXW1hY4jgPP8yRwCoBSfO2uNyEcE3FrdQcAcKrdDhd/cEPAYsMwDDo7OwEA9+/fx+PHj+FyuYoW7aGCZqISIcFDVC2KwEk12lxdXUUsFkN7e/uRvthGIpGkCI5WqwXP82hqakJvby89gRcYhtntxDzUYsOg06q+VkkYjUa0trZia2sL169fx+DgYMFNV2n6OlGpkOAhqoL9nMSB5AiORqNBNBqtuJtNsUkncARBQHNzM/r6+uimU0RSi4Er9dyTZRkajQZ9fX1YXV3F+Pg4+vv7UVdXd/DKOZDaoZkKmolKgAQPUZHk4iSeiuIBVOuEw2G1yDgQCECn04HneTidThI4RFoShVlTUxPsdjtmZmawsbGBnp6egp4zqQXNSrSHRA9RLkjwEBVBok2DEsXJ1kk8lVp1FpckCSsrK/D7/arAEQQBLS0tsFqtJHDKSKnNQ/MldZwGgwGnT5/G/fv3cfXqVQwPD8NsNhd0n8r+RFFUe/bQuUqUAxI8RFnIxkk8XysClmWTokHVSigUUiM429vbCIfDiEajaG1thcVioZtGBVEtAluSpD3nDcMwcLvdqKurw40bN9DR0YGWlpaiFTTfvXsXnZ2d1KyQKDkkeIiSUEqjzWqM8MiyjHA4rNbgbG9vQ6/XQxAEuFwuWCwWTE5OoqOjo9xDJTJQDTfv/SJRdrsdY2Nj+Oijj+DxeDAwMJA007EQMAyDlZUVuFwuAKCCZqKkkOAhikI5ncSroYZHlmU1gqMIHIPBAJ7nVQfxariBHoZa+nzldEvPhYPGyXEchoeHsbKygqtXr2JgYACCIBR8DEoUlgqaiVJCgocoCOmcxBOb/JXSSZxhmIpLaSUKHJ/Ph52dHVXgtLW1wWKx0AWfKDrZuqU7nU7wPI/p6WnVK62Qv19lW1TQTJQSEjxEXmRyEq8EH6pKSGkpAicxRWU0GiEIAtrb2/MWONVSHJst5f6eCkW1fC+5jNNoNOLMmTNYWFjAxMQEhoeHYTQaCzoeKmgmSgkJHiIrqslosxxFy7IsIxgMJkVwTCYTeJ5HR0cHzGZzxRwf4uiSbYRHgWVZ9PT0wOfzYWpqCm63G06ns6Bjog7NRKkgwUOkpZoETiqliPAoAkeJ4CgCRxAEdHZ2FkXgKJ+rUo/7UaZavhdJkvIapyAIGBsbw82bN+HxeHD8+PG8Z1Fmgjo0E8WGBA8BAGqTv0SjTYVq86EqhuCRZRk7OztqkfHOzg7MZjN4ni+awEmlElJ1RO6kutC3tbWhra2tLL+nwwgzrVaLkZERLC8v4+rVqxgcHITdbi/o+JRoDxU0E8WABM8RRfGhSq3BqQUn8UKktBIFjs/nQzAYVAVOV1cXTCZT2W5YROWRKCRisZh63mxubqou9E1NTejp6cHCwgJu3LiBwcHBgk/7zmWc+cAwDFpbW8HzPGZmZtDY2Iiurq6C/xaUmZbKwxf17CEKAQmeI0KiwFFmRczPz8PpdMJsNtfUU1Q+kRBF4CgpKkXgCIIAt9tdNoGTSLn3T6QnHo8jFAphcXER8/PzYBgGgiCgvr4e3d3dSS70LMticHAQT548UaMkPM+XbKyFSr2ZzWaMjY3h3r17akGzwVBYV/hMflwEkS8keGqUTE7iwLMUlSRJORcxVgPZRHhkWcb29rb6JB4KhWCxWMDzPLq7u2E0GitOYFR7SmsnEsfd9SBkWUZ3Q3b2BdneoCVZxtSjTdxZ24HNwOETbgEOc+4u4MGoiLVABBqWQbNND61m728jHo9jc3NTFcdKCqapqQmtra1Z3ZSbm5ths9kwPT2NpqYmdHZ2luR8K+TvnWVZ9PX1YWNjA5OTk+jp6UFTU1NBtq2QWNAcjUapoJk4FCR4aoBcnMQTqRULhlTSCQNF4Cg3qXA4rEZwenp6KlLgpKNaBc9mKIY//tFDeIMxAIDdwOHVFgnNGZa/sbiFv51bQ0SUcMJlwy8ONqYVHwofzHvxwT0veJMWK1thPPCG8Nsfc8Gsz/4S5w/G8K3pJwhGdx8EWuwGfHq4ESzkJIEjyzLsdrtaoM5xHG7fvg273Z5TBMJkMmFsbAx3797F5OQkhoeHodfrs14/H/ItWt6Puro6nDlzBnNzc/B4POjv7894HPI9f6mgmSgEJHiqEKWLcWKKKl0X44MubLUseCRJwtbWllpkHA6H1QhONQmcRKptvIl8MO+DPxRDK7+b9ljbiuDqchjHOvcu+9gXwrvXV1Bv1sLOcZh4uAk9x+IXBhozbn/84Sacdj04DQurgcOSP4xFfxjHmixZj/HKAx/iooxmmw6hYBCzD1Yg+R6h3cKoAqe9vb2gdTcsy+LYsWNYX1/HxMQE+vv7UVdXV7Dtp1Ks2WQ6nQ4nTpzA4uIirly5gqGhIdhstj3LpfPyyhYqaCYOCwmeKiAbJ3HlYpALtSR4JElKSlHt7OxgcXERPM+jt7cXBoOh6i+M1ZzS8u5EATy74eq0LHZi6T/Loi8MlgEMWg22IyI2QzH8p9k1jLTa0GJPXyeiZRmIcsIFTQbYLL9vRRzfX1rFZiCILVaC0WiExahHS5sLZ3oaDtzGYYVEQ0MDrFYrZmZm4PV60d3dXZQIRjGnzzMMg7a2NgiCgJmZGTidTnR0dCTtrxD7p4JmIl9I8FQg2fhQFaIHRjULHkXgKGmGSCQCi8UCQRDQ19eH2dlZDAwMlHuYBaVaBc+HC178eH4D9z0h8CYthpxWBCJxDDWkP4fNeg1EScZ2JI6Jh5sIxySY9Br8yU8e4YufaIOL39vt95O9dfjO3BqMWhaRuIxGqx7tjvRdgRPPHZ/Ph2g0CpvNhu56M+ZYI1wOM+KSDE8ggvZ6a0GPxX4YDAacPn26qJ2NS9EvyGKx4OzZs7h9+zampqYwNDSkpuoOE+FJJLWgWantIYj9oDOkAiiX0aZGo6kawSNJEgKBgBrBiUajsFqt4HkefX19Bb8xVCLVKHgW/SH85fUncNebYNVzuLW6g9mVAH73xQ60YCPtOsebLeiuN+O9uxsIRkVY9BxGXXZE4hKu3PfDdXLvd33CZYNVr8FDbwhmvQYjrTboORbenShCMRFaKYL7Kxv48b0NhCIxDDgt+Fh3A/r7+9XZRb2SDNMDH2aXAtBqWLzc36Cm4A6iUOahDMOgu7sbDocDU1NTBS8ELtUkBZZlcfz4cTVV19fXh4aGhoIJHiC5oFlJ61NBM7EfJHjKQKLAUcKyyo2slEablRzhUQSOEsFRBI4gCEk3KaKyWQ9Ed1NYnAatghFO3oC1rSh+tq8Od+96066j1bD4/FkXYnEJd9Z30C4YYdBqENuJQtpH73U3mNHdYFZbDPz11BI+WPBBEkWwnBYaToe2ujrUGXSY346iI25Ca8J5pGEZPO924BNdQs43zUJHTgRBwJkzZzA7O4uNjQ309/cX5JpQjKLl/WhoaIDNZsPs7Cw8Hg/a29sLfm1LLGhWUlxU0EykgwRPCUhntFkuJ/FEWJZN6qhcThKLjH0+H2KxGGw2G3iex/Hjx4s+e6UaqMYID2/S7p7/kgwNy2AzFEejVX/gTZdjGXxqqBHLHz5GICIiGBMRiks43bG3s2+izYfSJDLMGjG5LOOYqxEGvQ631nbwyBvCc5270aEGsw43l7dxun1vD5xKiRDodDqcPHkSjx49wpUrVzAyMgKzObvp/JkohwWGXq/H6OgoHj58iOvXrxflt0x+XEQ2kOApApXsJJ4Iy7KIxWJl2bcicJQITqLAGRgYIIGThmoUPJ0OI14+Vo8f3tkAywAmnQb/5ZkW9f39Po+BY8GxwEdPAjBwGnzxEy501ZmSnOgTjVoTm0QueIKwbj6BwbB7Htn0HMIxCZIsg2UYREUJvL5ws62KJSQYhkFHRwd4nseNGzfQ2dmJlpaWg1fMQLk8vxiGQWdnJwwGA+bm5vDo0aOi2GukTl+ngmYiERI8BaBajTZLGeERRTFpmng8HlcFTktLCwmcLKk2wcMwDD412IgzHTxCMRH1Fh2M2oN71cQlGd8YX4KGZfFijwPe7TD+9sZjhDxLuL0agCeiAaM1wOmw4uXjXeiqT4588KZdMROJS9BzLFgGaLLqsLwZBsswYFng092FbZJXTOx2e5J558DAQF5FuuU2OTWZTKivr0cgEMD169cxODgInS73BpH7kVjQHA6Hafo6oUKCJw+qVeCkUswaHkXgKBEcURRhs9kgCAJaW1sLfpE7ClTDOZWJektu37dncxvLG1uwcXEs+qLgOA38UQ2++1iPuGzHwkYQOk0cIhfHN8aX8dsfb0sqMK4z6/DpoSb87c11SJKEOosOvznWCs92FFFRRptghCTL+OFtD2QAg04Lmm3514WVQkhwHIeRkREsLS3h6tWrGXvd7Ee5BY8kSeA4DoODg1hdXcX4+HhReg+lFjQrzQqr+TdEHB4SPDnyve99D3Nzc/jiF78IoPqcxBMppOARRRGbm5tqBCdR4LhcrpILnGqLhGRDNaa0DkKWZQSjImQxhu2tTdVRHBotIMvQmyyorzdAlGQ8erQJQa/Hxk4EgkkLUcLTmiAdbq1uo5U3YDMUw5OtCHQci95GM7obTIjEJZh0GrAMg6anomY9EME3J1fAsgADYG4lgF876YQzQ5+fSqK1tRV2ux0zMzNoaWlBe3t71tefQs6SyofEWWJNTU3q5/B4POjt7S1aQbMoimqKiwqajy4keHIkGo1iaWmpJkzsDiN40gkcu90OniMdYyAAACAASURBVOfLInDSUe6n2UJTS4InGo1i1b+NP7vuw2ogDi3H4JcGHDjb24y+vj6wLAtj8xb+4voT7GxFIcvAUKsN4ZgElmEgSbtCRZJlxCUZHMtgZTOMP59YRjS+W6vT22DGr550wpLGXmJ2JQCWARqeRp68O1FML23lLXhKfa5ZLBaMjY3h9u3buH79OoaGhrLqAF3u30TqLDGl99CDBw9w9epVDA8PH7owOxUqaCYUSPDkiNlsRjAYLPcwCkIugkcROEqKSpIktd1+W1tbQdvtFwKlGytd1CqDWCymzsDb3NyERqPB9xbC2Jb1GOxqQDQu4QeLMbS0sGjXi7AbWQy32tDCG+DdicFm4BAVJfzbny6CN3JY2YwgJkpotOpg1mnwXKsNfzW9Co5lUP80tXV7bRvz6zvp7SVkIPnUYPad8l6JaDQaDAwMqM7rAwMDEARh33XK/ZtIF2FiGAZdXV1wOBy4ceMGOjo60NLSUvSCZvLjOnqQ4MkRk8mEUChU7mEUhP0Ej+IIrURwFMNEnucL7idUDGopGqJQTZ8pHo8nCRyGYcDzPOrr69Hd3Q0wLP5kbhwd9SawDIOIKOPmSgD/5oOHEEw6fGa4EWc7BdSZdahLcD3/wsdc+Pv7PrgEI+wGDm2CEUMtVtiNWmyGYzDpNPBsR/DRkx34g1GYdLvLmHTJEdkBpxUzywFs7ETBAIjEZYy05lYPk0g5hURzczPsdjump6dRX18Pt9udcSzlFjz77V8pzP7oo4+wvr6OwcHBgl9nlH3fuXMHDocDTU1NVNB8hCDBkyNmsxk7OzvlHkZBSBQ8isBRblCJjtDVIHBSUUwGayH1qFDJgkcURVUcKwKZ53k4HA50dXXtmVEkyzKsOhY7UQkGAzC7tAUwDFrsBph0Gvz19Cq66817ip07HEZ0ZLCM6Gs048N5Hx76QuA0DExaDbbCMXxnbg3nTzqTlm2y6fG5U05MLwUgyzKGWmxZd1XORDlvmkajEWfOnMG9e/f2dV4vt+A5qIaI4zgMDw9jZWUl66hVrjAMA1EUwTAMFTQfMUjw5IjZbK6JCI8icAKBACYmJgBAFTgdHR1VJ3BSUVJatUQlCZ7EGi6fz5ckkDs6Og6cMs0wDD7VY8J3H4hY9oexGY7jWJMFNgOn1lz4Q7GcZne91FePR94Qbj7ZBm/SYsRlQ4NFh/n1nbQ3+mab4VAzsxKphO+FZVn09fXB4/FgYmICx44dQ319fdIylS54FJxOJ3iex8zMDBwOB9xud0HTT8rDkCJ+qKD5aECCJ0eqtYZHSTEo/wDAZrOB4zicOHGi5oz3Kkkc1AKJjSJ9Pp9apH6YGq4WK4f/7oUmhBg9vnF1CVrNrtCJxCUwAOzG3M5JHcfiFwYa4dmOopU3gGEYbEfisBmK//RebiGRSH19veq8vrGxsWf2U6WmtFIxGo2qmer4+DhGRkYK5pmnCC8qaD5a1NZdrgRYLJaqEDyxWCwpRcUwjHqD6uzsBMdxkCQJ165dqzmxA1S2T1i+lFLEJXqZ+Xw+tVFkofsoWfUatPEWvP5iB/7syiKebIURiUnQaVj8Xz98AKddj18fdaLBml1jyjbBgBMuO24sbYFldv2xfv1U/p2JqxW9Xo9Tp07h/v37GB8fx/DwMEwmU7mHlfO0eJZl0dPTg7q6OkxNTcHtdsPpdB68Yo7joILmo0Ht3emKjMFgQDgcLvcw9qDMgvH7/UlFoplqKIBndS61SC1GeIr5mWRZThI4iWatxbL6SPw8LXYD/snLbqxvR/Fvf/oYAMAbOXiDUfzplSX8o5/rhFbDQpRkta9Opm1+arABIy4rwjEJDRYd7Mbip2crKcKjwDAM3G43BEHAtWvXdovFy0y+dXWCICR1mj5+/PihHtQyzRZT3otEItShuQYhwZMjlVIbkjrNl2XZAwVOKrX8Q65VMVeoc0+WZWxvb6ttBsLhMCwWS1nd6LWaXQuISFxCs21XYNWZdXiyFcFmKI617Qi+dWMVsbiEJpsev/xcU9oaHIZh4OILk/qoBRSxMDs7i1AoBFEUy1bMfxhhqNVqMTIyguXlZVy9ehWDg4Ow2/eayWZDpkgTdWiubUjw5Empn+ii0WhSBEej0cBut6vTfGtpNlIhqBRhWkgOc77JsoydnR1V4ASDQVXg9Pb2wmAwVMRF3ajVQJaBuCiB07CIibuiNRiN452pFQhGLbYkGd/7aB3v39vAS331+NyosyRRnP3I9npQrmOs1Wpx4sQJvP/++2qDP4slTX+iInPYTs8Mw6C1tRWCIGB6ehqNjY3o6urK+bgeFGlK7dCsRHuI6oYET46U6oKVTuAk9jGhH9/+HPWUlizLCAaDahRwZ2cHZrMZgiCgu7sbRqMx95uELOPbs2t4784GNCyDTw814pM9DnU7T7bCeP+uFzFRwpkOPn3DvwOwG7V49XgDvvfRGhgwkAB8ZqgRwagEWQZEWcbscgC8gUMwLuHJZgR/ef0Jfv1UC753cx0PvEHUm3X41GBjzv5dh6ESU1qpMAwDnU6HoaEhTE9Po729Ha2trSUdd6K1xGEwmUwYGxvDvXv3MDExgeHh4ZyiktkIr8RoTzQapYLmGoAET4WgCBzFS0gROA0NDSRw8uCoFS3LsoxQKKSeQ9vb2zCZTBAEAV1dXTCZTIe+UP/w9ga+PbOKBosOkrzrZs4bOTznsmMtEMH/+YP7iIsSNCyDKw/8eP2Fdgy15N7M78UeB9z1JviDMTjMWjjtBjz2hSDJMrbDIsAAEgAjx6LJpsNDbwh/cW0Zj31h1Ft0WA1E8I3xJbz2QntWzuxHDavVqjb429jYwODgYMkmLqRaSxwGZRr+xsYGJicn0dPTg6ampqzHka3wooLm2oEETx5wHId4PH6oXjXRaFRNLygCRxAENDY2oqenhwTOIanFCE8qqQLHYDCojSItFkvBn0SvL27CZuCg43Yv9npOxOzKNp5z2THxaBORuAjn05qazVAMl2558hI8ANDKG5IaAbYJRrzQ7cD3b65hJyKCZYDRNju2IyLMOg0e+cJoeeqDVWfWYWUrAs92FG1CaWp5qiHCk4jS4K8Q9TC5UAzz0rq6Opw5cwZzc3PweDzo7+8/8PqZ6/elRHuooLm6IcGTByaTCcFgMKcLRCQSSYrgaLVa8DxfEQKn2i7W2VCLRcuiKMLn82FjYwOBQAB6vV41a7VarUX/Du0GDg+9IVif/h0TZdgMHDZDMXxwz4t760GEYhI6HMangrOw+3/1eANGWm249NE6bq1uIxgVodWw+PVTTnxzcgUxUYJWs1u7JckytBp6Cj+IlpYW1bG8ubkZHR0dRT2PChnhSUSn0+HEiRNYXFzElStXMDQ0BJstf6uQTCi1gbFYDKIoQqfT1dy1s5YhwZMHJpMJOzs7+wqeSCSSFMHRarUQBAHNzc/coCsBJRJSaz/aWihaVqKAikgWRRFWqxVtbW2wWq0lP4c+M9KE22s7WNmMAADqLTp8okvAH733AOvbu2ae99Z2sLETRYvNgF8bPXy/lFSabXp8/qwLT7YiCEZFNFh0sBo4vNJfj+/Mre06qcsyTrbZ0WSlGp5sMJvNqvP6tWvXMDQ0VLA+S6kUqoYnHQzDoK2tDYIgYGZmBk6nsygCLtP0daLyIcGTB+nsJcLhsBrBCQQC0Ol04HkeTqezogROKkqtS6WOL1+qMaUVi8VUkawUqieK5KWlJXAcV5LUQzqabQb8s1/oxe3VbWhYBgPNFqwGolgNRNBRZ0KdRYfHvhC2QnH85pkWjLYVb5zKtHWF0x08mmx6bOxEYdZx6G44fM3SUYJlWRw/fhxra2sYHx/H8ePH4XA4Cr6fUlxrLBYLzp49izt37mBqagpDQ0MF7yNFBc3VSU0JnnfffRc8z8Pv98PtdmN0dHTPMn6/H2+99RZ4nsdrr72WcRvnzp3LuB+j0Yh79+7h+9//Pux2O3p6elSB09LSUpan73ypxeJeoDo+V2KzSL/fn1WherlFnGDS4mNdz8wc2e0oZOyOy6Ln0NdowXogihFX6UVZm2AsWc1OOir9ZpfNudPY2AibzYbp6Wk4HA50d3cX9HMVM8KTCMuy6O/vx/r6OiYmJtDX14eGhoaC74cKmquLmhE8fr8fly5dwsWLFwEAr7zyCi5durRnOcUoM9M2Ll68iDfffHPPew8fPsT777+P9957D9///vdx+/ZtvPjiizh79ixOnDhRtSe5RqOpeGGQD5UY4Ul0pPf7/Wo37Lq6Orjd7gPD4pV4Q3UJRhxrNOPmk23oORaRuISX+uoydkImyke2aTeDwYDTp09jfn4+rynf+1GsGp5MNDQ0wGazYXZ2Fh6PB8eOHSv4tTrVj4sKmiuXmhE8b7/9dlLrdJ7nMTU1tSfKc+7cOSwsLKTdxsTEBF555ZWk11ZXV/HzP//zcLlc+Jmf+Rn8zu/8DiwWC15++WW89NJLhf8gJaYaIiH5UAlFy4qjuCJwZFkGz/PgeV71M8uFUog4WZZxe3W3DqfJpkdPg3nf5TmWwesvdODH816sbUXQVW/CWCdf1DES+ZFLnRHLsujt7VWnfBcqQlKO9Ller8fo6CgePXqkFjQXA+XYUkFz5VIzgsfv94Pnn11oHQ4HvF5v1utPTU3h9OnTmJqaSnq9sbERExMTSTenb33rW9jZ2Tn8oCuAWhU85ShaFkVRdRT3+/0QRVEVOO3t7YdqY6BQjM8kyzJkACzD4N1rK/jbuXUwDCAD+NyoE78w0Ljv+jqOxcvH6gs6ps1QDDefbEOUZPQ3WUraRLBWyaewWpnyrTivH7YesVzF3QzDoKOjAw6HAzMzM4hGo0UZS2pBM8dxFO2pIGpG8KTD7/fntHyiYFJgGGbPk7jJZNpTtFyt1KrgKUWER5KkJIGT6CjucrkKPtOlGBGeH9z24JuTy4iJMkZarZhZCqDBqoOGZRAXJbx77QmedztgNRTuUuHdieLSLQ/mHwcw2qnHqzwPNuGGsBmK4Y9/9BCboTjAAJc+Wsd/83w7AuE4dqIimm36stbq5EKiZ5niOj80NASr1XrwygUm3+iKTqfD6OgoHjx4gKtXr2JkZCRv5/VyT5CwWq04deoUPvzwQ1y/fh2Dg4NF+Z0m+nHJskwFzRVCzQgepVhZwev1wu12Z7XuW2+9BYfDgYWFBYyPj2NjYwNutzvj+mazGcFgsCDjLjcsy0IUxXIPo+CwLIt4PF7QbUqSlOQoHovFVIHT2tpatKm8CoUWPLPLAfzplUU4TFpoWAY/XfAhFJPQbN+d0cJpWDAAQjGxYIJnOxLH//3+A2xHRERDIv765gYkrQG/OPgsinTlgR+BcFxtPLgeiOBf/XABek4DDcsAkPErzzlxqr08s9X2Q+l4rZwjOzs7qmeZEh2ZnZ2Fy+WCy+Uqua1DvvtjGAZdXV2q87rb7YbTmXvbgVIVLe8HwzCwWq1obW3F+Pg4+vv7UVdXV5T9ALu1e0qKq9yf/ahTM4Lnc5/7XFKxsd/vTztLKx2Js7XGx8fxyiuv7CuWzGZzTumySqaWIzyHFQeyLCMQCKjtBiKRCKxWKwRBwMDAQMGnuh5EoQXPrdVtsAzUzsn1Vh3urO7AF4zBbuDgC8ZQZ9bCYS6ckLu3voP7G0FE4jIi4TjaBS1+dHcDnxpoUG8QkbgEjn12Y46KMhb9YfxsTx0YhkE0LuHbs6s42WZLigyVi0gkglgshps3byZ1vE5n6cFxnGrr4PP5MDAwUDJbh0KkcHiex9jYGObm5rCxsYHjx4/n1IOm1EXL6RBFESzLqjPSZmZm4PF40NvbW/SCZpq+Xl5qRvDwPI9XXnkFly9fBoAk8XPq1Cn84Ac/AM/zuHz5Mi5dugS/3w+Hw4Hz58+ry01NTeHy5cvqtPb9IjyLi4vF/UAlolYFTz6fK9FR3OfzIRwOJz2dG43VkUbJFsGkhSg9uxFG4xI+1iVAwzBY2gyjs86I155vTxIfh+Xu6g4eesPgjRzCcQkfrYfQ25R8GRp0WvGTeS8C4Tg0LIPNUAz15mcFoFoNg5goQ5RksJrS3ziUfkk+nw+bm5vQarWQJCnrjtcajQZDQ0NYWlpSnctLkeIqVM2KVqvFc889h8XFRVy9ejWnFF25U1qpY1BmpCnpuuHhYZjN+xfq50Pq9HUqaC4PNSN4ACSJl0QmJyfV/587dy5jj53R0dGkZTNRaymtWhQ82URDFEdx5eYVDAZVgdPT05OXo3gxKXSE53m3gB/f8+LBRhAMw8CoZfH6C+0H1sfEJRnRuASjls35+KxsRWDVaxAVdwulI3EZLXZD0nbc9SZ8/qwLP7y9gbgk4XOnnPhwwQdvMAaLToP1nSj6m8wls45I105A8b1TogLj4+M5Wxm0traqtg5tbW1wuVxF+gS7FLJIV+lqzPN8Tim6SuhInSq6lHSdw+HAjRs30NHRgZaWlqIWNIfDYZq+XgZqSvCUCiparnzSiYN09RVmsxk8z8PtdhfEUbyYFFrwGLQa/E8/34O5lQBioozeRjME0/4zyX6y4MU3ri5DlCS4G8z4b19oh92YvM7KZhiL/jDMOg36my1JaSezXoO+Rgt2YiI2t0RoOC2GWvZGB9oEIz493AibgUOdWYfjzRb89fQavDtRnHTZ8KnB/WeOHQZJkpIEjiRJsNvtcDgcebUTSCT1/LJYLDhz5gxu3rwJr9db1BRXMaIr6ZzXD5qNWO7fWKbjYLfb1c+yvr6e1WfJldSCZqVZYbmPyVGBBE8emM1mmpZe4SifK1HgbG9vw2QyqX1wzGZzVV1oijFLS8exOJmlBcSDjSD+9O+X4DBpodMwuO8J4s+uLOK//9kudZnppS38yYePnxp4AqNtNvz2x9tU0fPysXrcXt2BScsirmNgN2vx8YTOzQBwd20bf3ZlCZIkQwLwD4Ya8UK3A6+90F6wz52IUqulnCfRaBR2ux2CIKCtra3gN71UOI7DyMiImiIaGRmBxWIp+H6KFV1RUnQrKyuq83q6Ga+Vwn7CT3GRVz7LwMAABEFIu+xhUL6HQCCAQCCA9vb2sqf6jgIkePKg1iI8hZ7NVE7C4TB8Ph9WV1cRCAQQDAYhCALa29thsViqSuCko5zdo5f8YTAA9EqRs1mH26vPhL8sy/j3V5dg03Mw6jSQZRlTj7fwQvcOjjXt3sA760z4Rz/XhemlLayvifhEb1NSj524JOMbE8sw6TQw6zSIiRL+0+xaQXvxJKYyvV4vQqGQWoze399fsK7CueJyuWC32zE9PY2Ojg60trYWdPvFTic5nU51/E1NTejs7KzI31s2kS6n0wme5zEzMwOHwwG3212UguZIJILNzU0qaC4RJHjywGKxUA1PhaC40ieatgqCgKamJhgMBvT395d7iAWj3BdCu1ELSZbVG+d2JI4687PohyQDwagIm233ssIwDFiGQSiWfH618ga08gbc02/BYUq+BIWiIiIxCY6naTLt06nxW+H4oQRPukifw+GouFotJUU0NzenprgK5cRdivoZk8mEsbEx1bhzeHi46O0ackWSpKyOqdFoxOnTp9V2JcPDw3n3H8qEKIpqHQ/5cRUfEjx5YDKZSPCUiWg0qk4T39raAsdxEARhj2mrMp28lsgmpTW3EsCfjy8jFBPxyR4HPjvSVLCp2wNOCz7uFvDTBS+CURFxCfiFwQb1RqphGQw6rZh7EkCjRY9gTATHMnDx2UdMzHoNeKMWvmAMgkmLUFQEwyBJWGVDNBpVBc7W1hb0en3VRPpSU1zDw8MFSXGVw7izmH1u8iWXWiaWZdHT04O6urpD9R86aCypHZqpoLk4kODJA4rwlA7FUVyZAqzRaPbMkElHJZqHFoL9PtP9jSD+9+/eA8cy0LIMvjG+DEmW8asn8rtAx0QJm6E4bAYOOo4FyzD4rbOt8AdjGH/oh1mvwV9ce4KdiIj/7OTuPj5/thXfGF/CzZVt8CYt/uuPt6mRmc1QDN5gDIJRCz5DcTTLMPjCx1rxp3+/hJWtCHQaBr851rqnMDqVeDyunieK87wgCGhubj60HUI5SJwFNT09jc7OTrS0tBxqm6WeIdXQ0ACr1YqZmRl4vd4kr8Nykk/xtiAIGBsbw82bN+HxeHD8+PGCFJcrER6ACppLAQmePKilGp5Kc0tPvHFtbm6qjuL19fXo7u7OOrxf6UIuHw668F17vIm4JMFh0j9dHvi7Oxt5CZ67azv4o/ceIBQToeNY/O4nOzDotGJtO4rba9voaTCDZRiIkozv3/LgXH897EYtLHoOr7/QsWd7N5a28GdXFqHotf/iTAsylbU22wz4p+fc2ImKMGrZtNPPMxmzZus8Xy0oKa7Z2Vl4vd6cG/0lUo6mf6nO65Xwm1QaD+aKVqvFyMgIlpeX1eJsu/1w3b4TBY+C8h2Joqj27Kk2wV6pkODJA41GUzPRg3ILg3Q9TpQpwF1dXXk/RdVihOegz6TnWCS+HZdkGLjcb47hmIg/fO8+GAZosOoQjIr4f95/gAu/fBzRuAz2aW0OALAMwACIiZnHFYyK+HdXFmHTczBoNYjERfz5+DK+cJyDI8M6GpaBLcHOItXWIx6PqzOpCmXMWgryibJwHIfnnnsOjx8/Vmdx5dMcr5zGnT09PfB6vZiYmMDa2hoaG4vXVuAgDjM9n2EYtLa2QhAETE9Po7GxEV1dXXkfVyWKk24/1KG58JDgyZNauZmW2ksr3ZO5cuM6bI+TRMrhll5sDhI8z7sd+PbsGtYCUTDMrhj5jdO5R3f8oRjCcQkNT1NRJp0GwaiIjZ0oWuwG1Jl0WNuOwG7Qwh+KoU0w7Nu/JxCOQ5J3+/4AgJ7TAHIM29HMQjtd1+ty2nqUG4Zh0N7eDp7ncePGDXR1deVcS1Lupn+CIMBkMmFxcREbGxs4duxYWSIXmURGLijF2ffu3cPExASGh4fzmt0niuK+66V2aKaC5sNBgicPlJOw3BeQQlDsCE9qEzdRFEvyZF4Kt/RSEhMlvDvtwfh9P7ofzuO/OutCsy35ps+btPgXn+3He3c3EIyKON1uV6eD54LNoAXLMAjHxKcRmd3jKJi00HEs/vFLXfgPE0tY9Idxss2G3zjV8tTUMz28SQs9xyIQjsNq4LATiUPLsbDpn124MzWFdDgc6O3trRlbj8NeL2w2W1KKq7+/P+sUV7mvV5IkgeM4nDx5Eg8fPiyqlcNB4yiEaGBZFn19fdjY2MDk5CR6enrQ1NRU8LFQQXPhIMFzxCm04EmXelAcxV0uV8mmqNZaSuuPf/QQl29tgJNFeB748NGTbfzrXxtU0z4/nvfiP15/AkmW8enhJvzySFPeF0STToMvfaINX//wMQIREZCB3/q4Sy0crrfokpoNHoSeY/Gl59vxJx8+wpOtMPRaFl/8eBvgX4LX61V7Jimmm9XYFLKU5JviKrdTubJ/hmHQ2dkJQRBw48aNghRk50KhO07X1dXhzJkzmJubg8fjyUmEpqvhSUdqQbPivk6/kdwgwZMnilCo9uLIwwoeSZKwvb2d1KXWZrOB5/myph7KXZtUCLw7Ufzhew9w60kAD7xhtAs6aCQJZpMOvmAMN1cC+FiXgPEHPvzh392HUacBA+Df/Pgh9BoWL/Y8q5CRZRk/ve/DD25vQKdh8Esjzehvzhz9Od3Bo7vBDM92FA6zFnWHdEx315vwP7/ahaU1L8I7m5iencNWKIaOBhvO9HcktRQgDkZJcdntdty4cQNutxvNzc37rlNup/LU/StWDonO66Vwji+GxYZOp8OJEyewuLiIK1euYGhoKCtvtWwFj0KmaA+RHSR48kTpxVMKl+NikqswkGU5SeBEIhFYrVbwPF/WLrWpVFOE58lWBH/wgwUseIJocxjxT17uQovdgH/+nbt44A3C+rTj8ENvGB32Zxc3JY3043kfdqIifMEYOA0Lq16DH93zJgmenyz48Mc/egijloUoyZhduYvf+8U+dDdkjgwIJu2B3lr7IYpi0lRxpSD9ypoG0xtmhEJBTGyKMNSLeMFOYicf7HY7zpw5k5TiynQzr4SUVurYlJ5DpXSOL5Zju9JKQBAEzMzMwOl0oqOjY99jns9YEqM90WiUCppzgARPnhiNxiMheFKLR0OhkOoo3tfXV7G1FdUieGKihH/2N7exFojArOOwsL6DL//Vbfz+Z4/hkS8Ewbjbh6PJqseTrQh8IQlRROEwcXiwEcRWKI57aztYC0Sh0zCQZBHenShOuJKfLi/d8sCoZWF9mgLzbEfxwYJvX8GzH7Is487aDgKROFy8Ec02PSRJwtbWlnquiKIInueTCtIf+0KYvb6AFt6AABsBy3H41o0nONvJl8z9vNbQarU4ceIEHj16pKa40nUELrfgyZRSYxgGLpdLtXJobW1FW1tb0cZaLMGjYLFYcPbsWdy5cweTk5MYHh7OGOnONcKTCBU05w4JnjypFQPRVGGQ6DPk8/kQDAZhNpshCELFteHfj2oYI7Ab3fE8nfEEAFaDFoFwHN5gDAAgygDHAPUWLaKxOAbqNWist2Py0Sa+Mb4MBsD6dhQcs7ssZBmyDLQ7koUoxzLqlPVIXEIoJgJ5CkJZlvHvri7hx/e8kCUR8VgM/6CTRYdFUuu1Wltb09ZrhWMSNOyzae0cy0ASZUTjUtUKnkoQ1gzDoKOjAzzP49q1a+ju7t6T4iq34DkopWaxWDA2NoZbt27h+vXrGBoaKsqkhlKUIiR2m56YmEBfXx8aGhrSjuUwIkWJ9lBBc3aQ4MkTs9lcM80HJUnC0tIS/H6/6jMkCALcbjdMJhP9eIqISaeBJAOiJEPDMpBkGaIsw2HW4jdOteA/TCxDkmSwLIOXjjnw2bY4/uB6ECa9Bsan07yXNsNosuohQ8Z2JA5R2vWkSuSXRprwtUvzuPVkG95gDBqWwY/uefFyfz1cfHZROkUMX7+/ir+9/gR2rQitMemwOwAAIABJREFUVgfZoMX7axz+6OeGDzxXWux6mLQaeIMxyJKMze0Y+pw8TLrqrUOoBMGjoNTFzMzMwOfzJU39roQanoNu7hqNBoODg3jy5EnR3MqLHeFJpKGhATabDbOzs/B4POjr60sSW4eJ8CSitOGggub9IcGTJ0pKqxpRpv8qAicSiUCSJHR0dNDsmBJTZ9bhV55rxl8+nWHFMgxePV6PVrsBv36qBceazHiwEUKDRYeRJh0ePniAUFSEMUEg2A0cglER29E4RHFXOH33pgfHnVa82L1bxzPSasN/fqoF/+rv7qPFrkeTTY9ITMYfv/8Q/+KXMhusKu7zijmryWRCMGaExWxC41OhJMsyngSiiIkydNz+545Zz+F3PtmBb04uY2FbxrEmI77w8eKlL0pFJY1fq9UmTf1WUlyyLJe1wDWXWWLNzc2w2WyYmZlBQ0PDoZr7pVJKwQMAer0eo6Ojasox0Rst367P6UgtaFZqe4hn0NHIk2pKaaU6iitGii6XC1arFRMTE2hrayv3MI8svzzShNnlAB5sBNFdb8JvnXWpF68TLjtOuHbb1ysC++NdAv7u7gZsRg7RuASHWYdBpwWXb3tgt2jRZNUjJkl4Z3JZFTwAYNJzaLLp1YaCOo2Mx/5w0lii0Siu3nuCmUdesPEgTjqNaKp3qOcKwzBwbkfxH+/cxk4kDpNOg/XtGLrrTNBx2V24W+wG/A8vuTE/v2sHkdhRuRopd6ooHcrUbyXF1dPTU/Zx5hphMplMOHPmDO7evXtgLUwuFFJkZIuScnQ4HJienobL5UJbW1vB02up09dlWaaC5gSq+0pTRirZMT3VKVqn04Hn+T2O4kT5icYl/I9/dQvL/t3+NDefbOP3vnMX/8evHt/jcq5cyF57oR2chsHVB5totOjxpefbMb++g+mlABqsu2JGjAExKTnV0mzTQ5Z3LSc4lsFmKI52QQ+Px6N6l91YF/G9RzK0Wg4Ma8QT1owvP9eWJGaUPjz/74eP8GQrit5GM770fHvxDxaRMzzPq7O4YrEYWltbyzaWfPoAsSyLY8eOwePxYGJiAseOHUN9ff2hxlHqCE8iVqsVZ8+exe3bt3Ht2rWipRmpoDk9JHjyxGw2V4zgiUaj6vTfra0tcBwHnuer1in6KHF/I4jVrSjsT6d/6zkW99Z3sBaIoMmqx2ogimhcgtOuVwWPQavB736yE7/7yWfbEUxavH1tBeuBKABAlGV8YSS5aLVNMGCoxYIP7m5Az8qwaSV8UojC79eq3mVff/smnA7NU18uGfc9QcytBHCyLdkk8XizBf/yV47vFlXv02X5KJBL5KQcT9o6nQ4nT57E5OQk7t+/j7q6urLMrjzMzb2+vh5WqxXT09Pwer3o6enJ+7pWTsED7NYpDQwMYG1tDdevX8fGxgbq6uoKvh/y49oLCZ48KadjeiwWS3IU12g04HkejY2N6OnpyStEWu5w91FFq2EhQUZclLAVjiMuyQAYMGDwBz9YwI/mfWABtPAG/C+vdqrrzS0H8K/fuw/vTgyDTgv+8UtuPN8l4P+bXIYEwGbg4K4zQpZlBAIBPFrx4F/+eAXekAQNwyIiadDRVIcVrRmjTY2os+ohyTKiogyLfvc8YJhdZ1DFWiIVhmFwQMkOUSEwDANBECAIAqamptDb21tyA8/DCg29Xo/Tp09jYWEB4+PjGBkZyUu4lVvwKDQ2NsJkMmFhYQEejwe9vb1F6w8EPIv2HOWCZhI8eWI2mxEIBEqyr3g8niRwGIYBz/Oor69Hd3f3oXPAtdI1uhrprDNiyGnF5VsexCUZsizDpNPg319dxHt3veBNHBgAj30hfP2nS/hsq4z1QAT/23fvgsGusJlZDuDLf3ULd9a2oWEZWHUszJyE//VvZvFPRznYrFZMrGsQgh5dzUasBSJY8ATxwYIP8xshXHngx+9/th+8SYuPdfL4YMELwahFKCbBwGnQ21har6NqI5eHhXI+WEiSBLvdjra2NszMzMDr9ZY0AlwIawuGYdDd3Q2Hw4Gpqam00++zGUel3PBZlsXp06fx4MGDonqLJRY0h8PhIzt9nQRPnlgsFqytrRVl20qHWuWfLO8Wdypph0JX3tey4Kmki1s6WIbBy8fq8NP7PrAMA6OWhVGrwXfm1mHWa9Q6HpNOg/sbIcgtwLwniLgkg3/qbWXTs5h45IckyuA0wHYYsOo1EMw6DD53AlaDFlf//jG0mt0U7JPNCHQaBizLoMGqw1ogimuLW/i5vjr81sfbYNJrcH1xC402PT4/5jq0rQRRGSi/BZ1Oh9HRUdy/f/9QkZJcKWS9iiAIqn+V1+vFsWPH8rJoqAQYhkFXVxccDgdu3LiB9vZ2tLa2FnyMVNBMgidvCjktXRRFbG5uqlEcWZZL4iiuUAu+U5modMEDAHEJMOs0MGh3vbA4lgEDYLeP4O74g1ERg81myHIQBs3uBWtHjECUJITigCzJ4DQMtBwLlmEQiEpwN+hg0e/+xE+22fHdm+sIx0SIsoy4BNU2QpZlSE97yeg5Fp8fc+HzY+U5FtVINZxjQPI4GYaB2+1WU1yZGuMVkkKnkhT/KsVENXG6dzWQyVvs1q1b8Hg8GBwcLMq1PzHFpfTsqYQUXykgwZMnFosl72np6Vrw2+128DyPtra2ogucVGpV8CjNuCqdTocR69tRxEVpV/BoWPzqyWawDIMP5r1gADSYWLzaKmLLvwWr/ADDjXrMrMeg0bAAZDRYJdgMGjz274oghgE+M9yEUEyCSafBc602vP5CB96eWobDpEUwKsKi18CzHYNFz+G5VhsWPEG8c20FG9tRMAzQaNVhtM2On+2tK9pMkmr4frKh2gSPghIpUYqBi1VHkmn/h0UxUeV5HtPT0+jo6CjrTLRcyOQtNjQ0VNTGi8DRLWgmwZMnuRQtS5KEQCCgCpx4PK46imdqwV9KalXwVMsN9W9mVmE3cAhE4gjFJMTjEv5+fgNvfoLHsF7G/8/ee4fHldf3/q9TpvdRr7YlWZJV3O1lIUC2sWxYlrK7LKRwSeOXS/JcSMITIIXc5AbSSbiXEFrCJZe6WSDL0r2mLGyzJduSvO5Vsro0RdPntN8fR3OsbtnqWr+fZ5+15TkzZ86Mvt/3+Xzen/dbMwQaKgKEgwF61Qx79+5l9x6Dzt44sYzClrCb/3fkGqcGk1QHHQxN5BGAr3QO8K2eYf7nGxqpCbm4q7GIuxqLMAyDH50b58iVGAGXzJt3laNoOh/5/nlU3eDKeIasqlHpd3C8L0EsrfCW3RVrfZnWLTbCdwzmJxx2u519+/Zx6dIlOjo62Llz54qEAK+kWNjv93Pw4EFOnz7N+Pg4LS0t6950byGX5fLycgKBAD09PYRCIerr61dF0LzZx9fX9zdiHWOhsfTCZEyB4OTzeXw+H6FQiJaWlmUxz1pObGbCsxHe15VIBqcsEE0bSIIZcTU4keeTnQk+8yt7cNrNip+mafT29gKm9ufAlqD1HH9yfwPfPjnCC5ejxDMaW4pcSIJAPKPwL89c5W+muCkLgsA9TcXc03Tdz+T7p0bIaTqyKKIbBh67zEROY0uRm++dGr1NeBbARmppzbeZFcTAoVCIzs7OFWlxrbROUJZl2tvbGRgY4MiRI7S1teH3+2984BrhRgTQ5XJx4MABLl68yNGjR2lvb58zFHapmOnQvJkFzZuS8DzxxBMEg0FisRh1dXXs3bt31mNisRif+cxnCAaDvPvd7552bCQSobOzk0cffZR77713zteYWuHRdd1KFI/FYmSzWStRvLm5eUXulpYTm5XwrFZLyzAMUnkNhywuKgAzr2p0XholGp8gJKTxaykmMjoGBrIkoukGYa+DWM4gmtGosNtQNJ3hiRyp/Nyfk9Mm8cieClw2U9wsTS5WHrvEQCxLXzTD2eEULpvI/i1BrkYyDMSylHjttFR4zcdPuVSGYSBt4ju9lyMWIxoOh8Ps37/fyuJait/NTCzHlNZiUFlZSSAQoLu7m4qKCrZs2bIuN+/F5GgJgkBDQwNFRUUcP36curo6KiqW/+ZjpqBZFMV1ec2Wik1HeGKxGIcOHeLTn/40APfddx+HDh2a9biOjo5ZPzt27Bh1dXU88sgjgNnfjkajsx5nGAb9/f2MjY3xxje+kaGhIf7t3/6N4uLiDZUoXsBmJTyrUeGJppXJkfAUggC//cpa3r6/ctpjDMOw8suGRsf5xxfiDGUE7LKE32Xjr9+0m9jhy7xwOYqh6QRcNnwOMx/L45C5Gsnw5985RzyjkElnmfAO82B72ZznUx1yIgqQzKlE0woZRaO+xMMH/+sMim4gAA5JMP88ucD9UlspD7WX8e2TI/RGMqTzGroBlQE7YymFR3bf3Njvyw0bqcKzmPN0OBwr0uJazfBSj8czzdG4ra0Nu92+5gGqU3EzwaGhUIiDBw9y6tQpRkdHV6xlV1gTNkqb9max6W7hHn/8cerr662/B4NBjh07Nutx9957L8FgcNrPIpGIRZQAy+sB4PLly3zqU5/iscceY9euXXziE58gnU7zV3/1V7z44ovs3LmTysrKDZkuvlkJz2pUeP76Bxc4N5zEbRNxSCKfe66Xzt44uVyOwcFBTp06xdGjR7lw4QKZvMo/dOR5KWIQzeikFZjIavz783184m0tPLqnnDK/E7ddIpXXeHRvOV944Rq//PljnB1OYpdEHBJ87rk+Lo7OLZjfWenjF7cXcXY4xXAiT0bROTmQQNUNSr12gi6Z0yPmsSVeO0UeO98/NUo6r/ErByrJaTolPjvFHhtZReeuhjBv2jk3ubqNxUNVVcbHx9fUnf1mHaHr6+upr6+ns7OTsbGxZXn91dSHiKLIjh07qKqq4ujRo0QikXVjOgg3r2my2Wzs2rWL4uJijhw5QiwWW7Fz22h72GKxKSs8U4lMOBwmEoks6th77713WgsrEolY7bAXXngBRVH48Ic/TEtLC4qicOedd7Jr167lfQNrgM1KeFZDtHxyMIHTZt6lGYZONq/wwyMvIda7CIenh25++udXuRzNIQogiQLJnAqIPH1mjB+fGyfotvGrByrxu2xsCbv4ds8wz16KklXM6a0r42nK3SAA12JZ6ktmG5QJgkBW1dgSduF3ytgkgRP9E8QzCiVeO7oBgnG9eyWJAqIgkMprnLiWwO80vX9kSUQWYDytbNrFb7kwF5EoDCpEIhGi0ahl+nf58mW2bt1KZWXlPM+2uud5IxQVFbF//366u7utFtetfh/WqrpSVlZmJa8HAoF1832+mQrPVFRWVhIMBlckSX6zY9MRnrlwK0z4Ax/4AIcPH7b+/o53vGPav9tsNjRNW/K5rQdIkrRp3stUrGRLS1VVOi8OI+oqsYyKSxYQRBGbLLG3pYE9LbNt+7v7J7BLAjlVwDBA102NjgCIAiRyGn976BJv3lXGXY1FPH85RthtYzyloOkGmmGQVgw8NijzzS98z6sGNkmwAj89dpmMqqPqZoSFTTZ1QrphkMiaieeVASdDE1mujGeRJcAQkCWBpnLfily/zYQCqU6lUhbByWaz+Hw+wuHwtElMURTp6ekhFovR3Ny8qtWGW62wFCIdLly4YLW4bmXwYi2rKy6Xi/3793P27FkSiQTZbHbNtZVLuR6FJPnCZ9Le3r7m72cjYNMRnoJYuYBIJEJdXd1NPccTTzzBY489NqfYeTNis1Z4lrOlVfBOKmxoXzmd4+iwDqJAUgHZJmMTRfZX+7mnefZ0yxPHB+nsnSCT1xAEmKo9NgDNuP7n754cYSKjIIkCaUUj5Jbpj+UwgFENXt3kp7Fsfvv5+5qLOdYXJ5FVAQi5ZVoqfFwdz+BxSPz5L23nZxciXBpPUxVw8nuv3YrbLtEXy1qmhwiQVTTqilY/ZHKjIJfLEYlEGB0dtRzRw+Hwgjo+WZbZvXs3V69eXVWXY1hahUUQBLZv326lljc3N9904OVat5NEUWTLli1MTEys2CTazeBWKzwFiKJIY2Mj4+PjdHZ20tDQQFnZ7fbzQth0hOdtb3sbH/jAB6y/x2KxmyIux44dY+/evdTV1XHp0iWAeQlTQdy10cuJm5XwLKWlNZe1QMH9ehQ/x8cv4Jps/4iCiCyJ/P1bmmmv9CPNSA8/M5Tkc8/2Uuy1MzyRIztPGGcBec3gx+dNw0Ftyuk7ZfNzerJ7mJODSf74/np2VwdmHb9/S5D331PHt0+a0ScP7SybNsIO8Lodcyz0Buyo8BJNKRiAIECxd31ZKKwlCpl2kUiEeDyOLMuEQiFKS0uRJInW1tZFPY8gCGzdupVAILBqLsewPOLq4uJivF6vNcVVX1+/IXLECtB1HZfLRVNTk5UntpJmiwtB07Rled2ioiIrZmNsbIzm5uYlj/+v9ee0Uth0hCcYDHLffffx9NNPA0wjP/v27ePw4cMEg0GefvppDh06RCwWIxwO88gjj3Ds2DHuuecewuEwgHU3Pxc20xdCFEVUVV3r01h23AyRMwyDdDptEZx0Om15J021FsgoGj/pukxW1ZBEGVECp00kldPYUe6bRnaGJrJ8rXOQ5y5FGJowKzT6IviXGSkx++dZVUcWQJYEcqrGR75/gX99ezvF3tnGlXdsC3HHtptzaL1ja5AfnxunIuAgp+oomkHTApWkzY6ZVb1Cpt3M0N5kMrloneBUhEIhSx8Ti8WWpI9ZDJaLcDidTvbt28fFixdvqsW11hWeqedQmEQrhHbu3LlzRTxubnQuy+VLVIjZuHbtGi+++OK69yBaK2w6wgNYY+Uz0dnZaf15pkAZYO/evfMSnLlQqCBsdPLzcq3wZLNZazNLJpO43W7L1XRmSyKRVfjnH13me6dGyWs6edUgmdUo9tqIZRRUHe7++Au8Y38lb2wv5Z9/dIWnzy59smUmVANE3cDrkMkqOn3RzJyEZyZSOZVETqPIY8Mmma2+b/WM8O2eYQAebC/j1w5WIYkCHb1xijx23nlHNZWBl48uwDAMy08rEomQy+Xw+/2Ew+EFI1+WsgYU9DHnz5+ns7OTnTt3rpjz+nKuVaIo3nSLa7WntObCVNJVCO0MhUIcP378lpLXlwJN05bVhFYQBGpqagiFQvT09KxrD6K1wqYkPKsFp9NJNptd9TuD5cZmJTwz31c+n7cqOBMTEzgcDiug1ev1zrkwpHIq3z45wt8/fZGcep08FcI9R5KK9bOJrMpnft7L557tndaKWm5ouoFhmP932US+fLTfnNoqdvPQzjIkUeDyWJqcqrO1yM1zlyL823N9APhdNv709Q1cGE3zlY5+K3H9Kx39BJwyv35nDb9+Z83Knfw6QzabtQhOMpnE4/EQCoVobGxcNW2NIAg0NjYyMjLC0aNHaW1tnWWZsRxYCcJRaHEVqlR1dXXzbrDrwQNnrjZSMBjk4MGDVktox44dK+oIXcBKVby8Xi933HEH586do7Ozk/b29kUTq83qv1PAbcKzBLjdblKp1G3Cs05hGAbxeNxywJYkiVAoRHl5OY2NjbMWm8F4lie7h8kqOq2VXr58pJ+ugQSqZjBzGZhvWZgqQF4paIY5on5/SzG//eUe0+VZEnHIIl/pHMBnl5jIqciSiE2E8ZSKLAq47RKJjMLfHbpIddCJQxatSS6HLHK0N8YvNt6cEHWjQVVVi/TGYjHsdvsNSe+NsNjKyY0eU1paapGHiooKamtrl5UgrBThcDqd1hTXQlWq9dTSmomCx821a9dWLXl9qaLlhSCKIs3NzVYF7mZ0YgXX5c2I24RnCXC73WtqJLZc2CyER9M0S3NRiPjw+XxUVVVRV1c3a3HJKBqpnEbYY2MwnuNd/6+LRFZFN3RyqoEoCKiLEd2sAWRR4PDZCPGMigCkdY20ohHNKOiG6abcWObhaiTLRFbFZZMAA7/TRl7T2VHmJa/qjCfz5DQdVTMIOFd3OVgNnyRd1y3SW9DhhEIhSkpKpulwlorl2iAK48anT5+mu7ub1tbWZXPUXcn2e2FiaHR0lKNHj7Jjxw5LCzn19dcr4YHrLaFC8nptbS1VVVUrds2WS7S8EIqLi/H5fJw8eZKxsTEaGxtXpXq1XnGb8CwBCwWIbiRsVMIzVwp9YZKqtraWwcFB7Hb7nNqCLx7p51+euYIoCJT77eytCZDMqjhtIopmkiF9jcu7AlDudzA4kZv1b9HMdJH5zFPNaQYnB5JIImCATRIAgVhGocRn5y27y/iv7mGiabMlJ4mgTnrziBv47q6gw4lEIkQiEWu67kY6nKW+5nJCkiTa2tro7++3BLXLUW1YDb1hSUkJPp+Prq4uiouLp7W41kNLazFVJp/Px8GDBzlz5gxjY2O0tbWtSIzDSoepFuBwONi7dy+9vb2rVr1ar7hNeJaAqQGiGxkbhfBMFZVONXebL4V+ZgXBMAyOXo3z/OUoX+kYwFz3DK7FskTTqtWmUla6J7VYCDCazE/965yttIXaa6oOHruIqhkgmM/xy/srSeR0gm4bPqfEaCJPMqfy+eevcWY4xR/fX0+5f+OIlWeKzwvBvU1NTbekw8koGofPjHFxLI3fKfP6lhIqbiDeXomNvKqqCr/fT3d3N9u2bVuW0MjVIBxOp5MDBw5w/vx5jh07Rnt7O3a7fd1XeKZClmXa2tqs5PXW1lYCgdkWEEvBSra0ZkIQBLZs2UI4HKanp4eqqipqamrm/D6sNSldSdwmPEuA2+0mmUyu9WksGeuZ8GQyGWszS6VSlqh0+/btOJ3OBX85Z76vj/7gAt99aZSsopHXDGQRHLKEYZiCY7dNRNF0cjfwyVktSALUhJxE03liGW1eYjMVM0mRCDhlieqQk2ROJeyx84vbizg5kCCnaIwk86Tzpsu2pun0RTJ87PBl/u4tO1bgHS0PFEWxSG88HrfE51u2bMHj8Sx5wf7BqVHODaco9TtI51S+1jnAb7yyFv88Lb+VbMv5fD4OHDjAyZMniUajq+7OfKsQRZGmpiZLiN3S0rJhKjxTUYhx6O7upqysjK1bty7be1gLTVOhejUzVPXlgtuEZwnYLC0tSZLWDeHJ5XLWZpZIJHA6nYRCIbZu3XrTm9nUaImzw0m++9IoqqaTn6zgqDqok5u9KMDrdpbx0mCCcyMpJEHAwCCrrl21R9Mho+g4bTJiVkPEHEufCzYRmss99AxcDxUVAKcM20vd5hhxqYd3v6qWnoEE//snV7gWy6JoZoK6IApIAqTyCtdiWXKqjkNeHxvrVG1WNBpFEATL8G+5TeM03eDcSIqKgANBEPC7bAzEs4wkcgsSnpXcyG02G7t37+bKlSur7s68VJSWluLz+eju7iaTyawLwnOzVRW3283Bgwc5d+7ctIrVUrGaFZ6pkCSJlpYWi4zeimv2RsVtwrMEeDyeTdPSWqssLUVRiMVi1t16wb22srISn8+3pM1saktrPJVHFLDIzkzYRXiqZxifU0bTDfLrYDzTAIYnDQsBvE4JRdHITPmoBMyWVbHXwaN7qxhPXWU0kcfAQBLAEEQ++LoGK2h0IqvyL89cxWMXKffZ6Y/n0AxwiuaklqqD3yljl+bemE4PJfnikX4SWZV9WwK8fV/lshMjwzAsM79oNIqiKJY2a8uWLSuipyhAEgWcskhO1XHaJAzDMEXga0z+Cp4xBXfmpqYmiouL1/ScFguXy8WBAwf4yU9+wokTJ5aNMNwKdF2/JR1XYeppOUnCWk+tlZaWWqGqY2NjbN++fVNPaMFtwrMk3J7SunlomkY8HrcmqQRBmNO9djlQeF8vDST4k2+dJZaZ3006qwGaTlbNL8oNeamQgIUoZqE1NfVUJrLXj5AFcNklHLJIwGXj1w5W0Vrhw+eUKfHaSeRUDINJUfZ1bVMklUc3DJw2mTK/k2hGIauaFQpFMyjz23jvXXOnLw/Gs3zs8CVkySQFPzozhq4by+LbM7N16fV6CYfD01yuVwv3t5TwZPcQBgK6btBa4aUqOP85rKb5aDgcnubOfDPRDmsJURRxOp3U1NSsqNfQjbBUoXCBJHR3dxOJRJbkjr1WFZ6pKFgKFBynV0KrtJ5wm/AsAZuF8KxkqnjBnr/QptI0jWAwaLWpVvJuXRAEcqrO7/3XSyRyGk5ZvGGO1czCTmEpm4sDOSRzIc+r+k1574TdEpH0bLojTbIcURQIuWRGUsrsgyfPaWvYhQ589ld24nfKOG0SOVWnvsjNmZEksiiiGwZvaCvF47h+jYu9diRRIJFVGE0qgIAsmrESr6oLcf+OEn5+Kconn7mCLAq8dXcFr24wx4vPjaRQNJ2wxzH5XDZevBLj1++sIZVT+f6pUYYmcjSWerirqRhZnH8jUBSFVCpFPB7n8uXLOBwOwuHwLbUulxtNZV7e9YoaRhN5XHaJrUWudTW5VohFmCkK3ggoeA319PRQWlq6rJqYxWA5qioFUfbFixetFuOtkPK1rvAUUKgehsNhuru7OXDgwIpMM64H3CY8S4DX672pKIr1iuX8pSu0IwoEp2DPHwqFqKqqWpWFOa/qfPbZXo5cHscn6+QUDVm8NU8dA7NllMrPJko5DQ5U+zg9lCSVu7GoWBIg6JL5yEPNvO/rL5FVzCMK1RzNMCs3Dlmwxs7tkjCtDScLJiFy2iVSeY1jfRNMZBVsksh3Tg4TSSlk8jq7q7082F7Kq+une6F4HTLvfe1Wfv/rp0jmNDTdQJYEBuJZ3ryrnGcuRPhyxwAhl4yiGXzqZ1fxOSR21wRw2sRp7zGvGbjtEoqm87EfXebqeBqHTaKzL05/PMu7XnG98jNXZU8zAFeAuoaadRdSWupzUOpbvDvtahO0maLgtra2DXNnXvAaKghn29vbV22DXS7vG0EQaGhoIBKJ0NnZyfbt2yktLb2l51kvCAQC3HHHHRuGPN8KbhOeJWCzjKUvBYZhTGtHpNNpayx4Ne35p+L93zjFi1dj5FUdUQBFM8nGQvpjSQAJh398AAAgAElEQVSvXSSZn16tkQSoDro4O5Ka87iTAwkcklklURYoHk3a4RDPqnz9+CB5Zcq4/JTHGYDLJmGXTe+caFpBFMzQUUk0K1Beh0Qqp6Lo8C8/vUw6rxNJKwhAkcdG2GPj4liampBrzgW1PODE55TJqjpeh4QgCPRGs3ylY4DeSAafQ8JpM0vtGUXjaG+c3TUBdlcH2FbkpmdgAlUzsMsiH3pdPVfGM/RGMrjsElcjGRRV5xsnhri3zoOanpjmkVSo4sRzOn/9VA9JdQK6z7G9xM2ddSGayrwUeeyMJHJ0908gCAK7qvyLygtbK6xlnl6hYtLV1bXgqPF6gyiK7Nixg+HhYauVshotruWuqoTDYQ4cOEBPTw/j4+M0NTWti6rNrWIjn/ticJvwLAEej4dUau6NcDOjkD9UmKQqhG7W1dXhdrvXdMGNpPK8cCWGrhtIoqnBcNyglSUJUF/iZm9NgI6rMS6MZayfu2wiu6t98xKenKqjG8INdT8CZgVHN+CZixGMOUx1JMGclsqq5viuJAp4HBKCYR7bVObh0nAcl12iPOCkP5YhllFJZjWLzI2nFSZyGmU+O9eiWbYVzY49sUsCaUVDFs1qkWEYiAKcGUpS6neQH9dhsrihaga+yZaYXRKoDTnpujYxaVAI50fT7KkJkNN0Lo6mMAwdQ9eIpODLz1/inXdUz+mR9JVnrxDPaYQ8Ds6MZTk9lKC7P0GZ38E79lfytc4B6zN7+swY77trG2X+9VUFWi8oTBGthDvzSqOsrMya4iovL1/xsMuVaCPZ7Xb27t3L1atXLWM/j8ezrK+xmtgIhPlWsTF+K9YpNstY+o0w0/ekkD9UXV2Nz+dbV78gc/EOuyzic0hEMgraFN4jAi3lHsoCTo5ejfP144PTqjS6Aam8ztNnxrDNU8ExDBAnm1KCMFsDVEBBsSNgTgKJmoEkCYgiVmtLlkzdjaYbOGWB8dR1AXXYLfO3b97BlTPd7Ny9h+FEnt/+UjdZxZhGtjTdQEQnldMo9c1dFSn22mku9dLRGwd0s21nM716HtpZzqnBBEOT7s5Bt8x9O8xpoNFknp9djFJX4kYSBRRV45vHrhFWx8inE6RzBi67hCHKVIfs9Odd86ZP90Uz+OwSIwnFmojyOmVU3eDfnu3FZZespPbhRI5nLozz6N7KuS/uGmMtKzwFFNyZr127xtGjRzeUm26BsJ05c4YTJ07Q1ta2Yi2uldLNCILA1q1bCYVCdHV1sXXrVior1+f39UZY6+/ySuI24VkCNmtLS1VVS28Rj8cRRZFgMEhZWdmy+54sN8JuG/trg3T2xlA0HUGAsMfGOw9W8Tc/vMhUpY3DJtIXz9EXz5FXtVmEpvDIeFadl8h4HBJlfjtXxjJzPmZmIccAcopJMjTd1MDkVQ0BUCfZmCSL6JgVH1k0F6CJjMo/Hr7Ew1VmjpYsCtgkAXWG2Fw3QAd21/hpKpt7wxMEgY++qYnf/epJRpJ5HJJIVcjJY/sqKfU5+MhDzXRdiyMKAge2BAm6zc0nlVPQVJVMKk8ul2MwbTCehc/1CNSWhknqKeyyiN8pE3TbFhzlrgm5OBFPkNPM6yBgVtNskkg0ncfnur7hyaKwbswgl4LV2Eiqq6utKaK6urp5Ced6gyiKtLS0MDQ0xJEjR1ZMk7TSQuFAIGAlr4+Pj7Njx44NU217OeD2J7EEbJaWlq7rqKrKpUuXrIDFYDBIOBxm27ZtG+oXVhAEPvbwDj71s6t0XI1SZNf4i7fsJui20R/L8oUX+zEMw0oJrw256I9lFzQYtEsiaUWfRV5cssA/vnUHO8p9vPMLJ+iLZtCN2QTHOjcw4ywMcxPfEnbRUuFFFAR+cHqMTF7DJgn8Qn2IF6/EYLKtBaALBhdHUwjVAodOj/KpZ/usFtlMBJwy77+nbsHrFHLb+eyv7OTkYALdgNYKn2WsV+53UN5SamWVXbkSJRKJkMkraJpBfxYE0U4klyfgkqkp8jAYz1HstSOKApIgkMpp/OqBSg6fHePpM2NIosAbWku5sy4EwDv2V3Ly6ii9sSwZ1SQ7qbyGgMZrtxdxvG8CmyRgGJBVdPbVrl9B7nqo8EyF3++f5s7c1NS0rs5vIZSXl1uEbaUS41f6hk2WZXbu3GllobW3t+Pz+Wadx0b5TDYTNs5Otg6xUY0HDcOwQjcjkQiqqqKqKl6vd8UCFlcTTpvE++6uI5lM0tvba1Uo3nvXNgzga52DSKJAqc/O37ypmd/4Yte8zyWJ180LBQFCLhupvIpdEvnUO9rZWeWnL5ohrWgUeWyTo97T4ZIFRFFA00HVzepOdcjJV39jL3ZZ5OM/vkzQJVPisRFJK/z4XASnTTSrNbqBgdmWqyt2M5FP8a8dfbjsZiVFFgWuRDLIXG/dOe0SE1mViikcYSyZ5yPfP8/FsTRVASd/9sB2KoNO7tgash5jGAbpdNr6XkzNKmtra+Mb3aPo4jCJfI54JofLJtJS7kMWRfwuGzVBJ6/YFiSV02gu9zKcyPHVjgFCbhuqZvDvz/fhtovsqg7gd8qIokB7hQdEmb5YlvMjKX7n1Vt4y64y2ip9/OTcOIIg8PCecnaU+2Ze1ttYAHO5M6/lBnsz8RtTp7i6urpobW1dtjVptUbBBUGgurqaYDA4Z3bVehlJnwubmYjdJjxLwEbR8BQ2ssIkVTabtSapCoLSzs5OioqK1twIazkxMzxUEAR+/+46fuPOGlJ5jTKfw5qAmg9O2awyCJjiZ1kScNokdlX52Vnltx6naDrxKQGkMFnREaA27OL86PXviSQI7K32839fuMbrWorp6I0jCjA46aqs6waiCKVeG9G0issmsqXIxfvuruOFY90ImFUnAL/ThixmaS7z4rSZP4tnVCsFvXBu7/laD5fGMogCDMSz/PoXu3jy/9uPaGjW9yKRSOByuQiFQjQ0NOByXZ/yGknk+N6pUSoCTqpDLq6MpbgwlqGzL45dEgm6JH6hLsRdjdfdf5/qGcZjl3BNmfg61jfBruoAqZxGTjUoD8i4XC6qQy5GEnl2VfmRRJH9tUH2166+Md2tYL1VeAqY6s7c2dm5oplfN8LNbvCF+IPBwUHLqHA5WlyrlVBegNfrnVOftB5MB1+OuE14loD1XOHJZDKW0DiZTFqhmzM3sgIKrsSb6ZdwPgfpgMtGYFIjomg6qZyKUxZmtbWcsqlhiaYVkjmNaDqPYUDIbeND99dbj6sKOs2JsDnOwTDg4lgGv0NiIqdhGKAYBl8/MYwowGeevcqOMi/xjKkTEgRzo3LJZvbVB1/XQE7VqQ46cdokwi4JQdDJKjpOm0hO1XBIIum8itNmJzcpRKoNX7cD6I9muDSWntT+iBiGzlgix+d/cIRXVDktj6SFBOjpvIY0pcVmvoyBYRjkVZ1I2phGAMH0/JnqIaRo5hg8gNcp47YJJHMaLheWRqfIs/Gqi+uV8BQQDofZs2cPzz//PBcvXqSurm7Vz/dWk9IrKiqsFtdyjN2vRWVFkiRaW1stfVJrayt2u31TrbUbBbcJzxJgt9vJ5/NrfRoA5PN5qxWRSCSsBOna2lq8Xu8NF4n1FCC6XJhZ4ZkLNkmkIuikLzKduDplgZDHzv95WxsAumFwdjhFVtFoLPVMcy/OqzqlXgeZvIaiGdYmL4kCJR4bQ4k8E1kNURRQp7THTI8ggyvjGWRJQM8biIKAQxZxO2QkUaQmNN3HSBIFHt5dyteODZPXdGySyBvaSvnphXFimTTFHjvvv2ebNeGkaRpfeuEqOdUgj4Eg6Dhlk5z9aMhOv+HmXdUl+P0Lj9GW+x34nDKRVJ6Ay8ZYMkfYY6ex1EMkpXAtluF/fe88j+6t4C27yk3NTlspJwcSDMSzAARcslUBkkWBt7UFeOJ0kpEJM+fsnXdUEfasX7+djQy73Y7P50NV1TVxZ16KZsXj8VhVkq6uLtra2m5ZV7iW2pmCPqmnp4dAILCuSfJmxW3CswSsZQ9WVdVpo+KSJC0pdHM187RWC4t9Tx97awvv+WoPAxM5DMM0/HPIEr/1yutOwaIgsKN89tTTkSsx/uzbZ5nIqGQUHduUOAVVNxifNA40c7Guky/dMKewRMGsbnzy7W184MkzaJqBXTaJ2jv2VUx7ra7+CT7yfIo8OfKqzp11QUIuG89djuFzyORVnTK/naYiG319fUSjUV4aSvP8ZQ3XZAVLNyCtGMiigEMSuDyW5i++e55/eMuOBX1unDaJD76unk/97CrXYlmCbjvlfjuabjAYzyAKAm67yLcn21gPtJZSOakV6hmYQJw0ECzoqQBqAjbe/5oKbN4gfqcNt31j3vGu9woPXK+wNDU1MTw8vOruzEutrBSqJAMDA9YUl9/vv/GBc2AtP6uCPqkgKM/lcrM8qtYa6/27vBTcJjzLgNVY8ArW/NFolFgshmEYhEKhZQvdXMvE9JXCYio8AHXFbr79noOcHkzwvVMjJHMadzUWTdOjzIWJrMqfPnUWVdfxu2QUXSc3oy2W1wwq/XbiWRUQyKkahQnrwhh8fbGT/VuC/J9HW/nQk2cYTuRx2UVODaV4xbaQGcOgG3z0+xeIZXVyuoKmG3z3pTHAJE1OWaDUBRcHs/y0S+VgfSkNDQ2M2FO4entpC0pcHEuTzuvkVJ3Wcg9+l3mHP5bKc3oouSDh6Y9lOXx2jNqwi18+UAXAPxy+xLVoFlU3c7VKfQ7SeY3O3jgPtJo2+8Ve+4LX0SGLlPpXNxz05YipLaWC2d9qujPfaktrJiorK60qSXV1NdXV1RtugxZFkZqaGhRFoaOjY1mS129jcbhNeJaAxW6ot4LCSHChilOw5i+0qZZ7kmozVnhu5vORRYH2Kj/tVYu/axyMZ9ENwxIQ2yRTUwNm9aagySny2rHJIomsSmbGEJckwIfubwDgh6fHyKo6NSEnugH/eXyQhhI3r91eRDKnksiqZDVztH2q0LpQtenToCbopK6+nqrJ91EbnqwrCQLN5T4iqTwjiTwO21SCbFaV5sNAPMuff+ecGdUhwk/PR/ij++r5qweb+OLRa7xwOUpdsQdxMqw14Np4OpylYCNUeGa2cgpmf6dOnSIWi9Ha2rqimpLlbCUVhMCnT58mEolsKGfpAjRNw+v10traasVSNDQ0rNvJrc2C21d3GbAcpKcQutnb20tXVxcdHR0MDAzgdDppbW3lwIEDNDY2UlJSsiJj45uR8Kz0eyrx2tENrFDSwnIuYBKdwg8U1eAd+yp5bF8lHruEzynhkEU8dolSnwNlUvPT1T+B0yZZsRKGYXByIIGu62jZJDLqtFH1mdB0UxjcVHpdj9NY6uFdd1STzGpEUwrlfgfvvWsbiZzKWDLPSCJHddDFnpr5Wxs/PT9OTtUp8dkp8tixywLf6hmmzO/gt15Zy7YiDyOJPEMTWeySyFt3bwyzu5cT5iJlkiTR3t5OOBzmyJEjK+opttxi4YKzdHFxMUeOHCGRSCzbc68GCtfD6XSyf/9+JEni6NGjazoEs5ZTfKuFjUWL1yEcDgf5fB6n8+bK8oXQzUIFJ5VKrWno5mYkPCtZgQMIe+z8wT3b+Njhy2iG2Z4JuGRGEnlU3dTLCMDlSJpP/qyXB9uKMQxI5zQQIKdCVtWsyaRyv4OhiSwOWUTTTG8kdWKEjo4R/H4/H7irmt9/6gr5eTqPogBNZT4r+LOAB9vLuLupmHReI+S2IYkCjaUeuvsnLCGxyzb/3b2qm7EZ11/nevJ8wGXjz39pO90DCTTdYEe5Gf6p6gbH++LEMgrNpR5qwrMzvWZiaCLHl4/2M5TIUVfk5s5tIV4aTCAIAq+qC02bPFtP2AgVnoXOseDOfOLECerr61fEnXm5WlozUVVVRSAQoKenh5qaGqqqqtb9ZwFMG0sXBIH6+nrC4TDHjh2joaGBsrKyNTkvQRA2xPW7VdwmPEuEy+UinU4vivDkcrlpoZtOpzkSvHXrVjwez5p+0TYr4Vkszo2k+MaJQQwDXt0QpsRrpybkuqGQ9sG2MvbVBOiPZ6kKOAm6bTx/KcqRK1G+emwQXYe8apBXVb7ZNYJdMmMjCiUaXYefX4xS45d5dIebl/rGGY/lMESB+iIX73ztDkJ+D5pucORoP+UekXheQNEM0oqZ7C4AsmSmrO+pnrsl57ZL095LW6WPtsrFmfm9qi7M4TNjRNMKkiCQUTTua76uy/E4ZO7cdt3AUNUNPvTkGZ6/ZLp2u+wyH36ggddsn1+nkFE0PvHTK2TyGn6XTMfVGE/1DLOjzAsCHL0a4313bVu3pGe940akzO/3c/DgQXp6eix35uUkKCs5HeX1ejlw4IDV4mppaVn3La65fHhCoZAlaC4kr98eXV9erO9vxQZAIV4iHA7P+jdFUYjFYkQiESYmJpBl2fI88Xq966pfuxkJz2JxZijJb3+5m6yio+gGX+kYwOuQcNklPvG2tjmns6aiIuCkInCd8N7dVExfNDstqBTMiARtsjIii2DoJu954uhl9rjGKQ6H+csHG/iLH/ZxLZrl2ECG//HNc/zdm3dw+OwYX+0cQDQEgm4bmg6/u7+S/zw+SDxjOj9vL3Xz8J6bvzvvi2Y4dGYMXTd47fYitpdOH1GvK3bzofsbeKpnGEUzuKuxiFdMITgz8XjnAM9cGMdrk3DYZVI5jb99+uKChGcwniORVS3hdFbVyao6fpeZyTWayPHspei6JDwrVb1YTiymCmWz2dizZw+XL1/m6NGj7Nq166Yr1/Nhpf1vZFmmvb2da9euzRvnsJ5aNvNdD7vdzp49e+jt7bXex0YJgd0I2NSE54knniAYDBKLxairq2Pv3r2zHhOLxfjMZz5DMBjk3e9+900dC9MDRDVNIxaLWZNUgiAQCoUoLS1d96GbL2fC84UXr5FVdKTJkEoDyCg6umHw/m+c4jvvOXjTzzmSyM36mQFok3odVTdbUHZJwOdxs3v3bgA++pUe+iIZ1El3557+BL/3tZP4nDJum4SGisMmMpHVyWsGf/lgE1862s/xvgkujqX5zS/18P57tnFw6/yEZCr6ohn++Ftnyatm0Orhc2P82eu301IxfbNoKvPOG0Y6FYdOj/Klo/3kJsmd1zADUuNpdcFNz4zSMNAN04uo8FWUJvfolW5PLgWLIROKopBMJikpKVmTdWCxhEMQBOrq6ix35uWaIFqttl91dbXV4qqtraW6utr6t/VkrKpp2rzj6IIgsGXLFkKhEN3d3WzZsoWqqqpVPsPNiU1LeGKxGIcOHeLTn/40APfddx+HDh2a9biOjo5bPjafN1Oj/+mf/omTJ0/ywAMP8Oijj1ptqvVeVp2KlzPhyU1u9vqMDVUWBcaSefKqboWNLhaVwbljK4q9EiNJM7PdJgr4nTIPtJn9ek03ODucJDfFnVgAImkFn1NG1cwAUyYDSsdTef70qbMMTuRQNR27JOKyy/zNoYt88rF2yhcYMy/g+6dGUVSdYq85oh7LKDzZPTyL8JwcSPC9l0YAeH1LyZzTbPGMwuPHBynx2RmMm4QvmddQdYNSn2PBDbfC7+CVdWF+fjFiEkGbSKm3MM4PqmFYwaMbAbquWzYS0WgUMKvBV69eZdeuXavuvXKzhKOoqIh9+/bR3d1t3fRtFIdjn89nTaBFo1FaWlosY9X1ctO5mHMptBlPnTrF+Pj4qrTqNrN+BzYx4Xn88cepr79u/x8MBjl27NisSs29997LpUuXFnXs7t27OXHiBIcPH+bw4cOMjIygKAoPPvggH/7wh6momG4Ut5HwciY8b95ZxotXYuQnqzsANsnUohR57YsmOwUReiQSIZBKEnQIxHMGBf4iAk6bjTK/RCSl4HbIvOvOGn5l0tdGEgU04/rElzH5XzSt0FzmZUTPk8/ppDWVEp+D3kjGfJwBDllC1XWSWZWsqvHBJ09z57YQv3awekEdkqLNFiTnJ3txqm7wZPcQh8+McXo4RYXfjtMm0dU/wYde10DrDA2QmXYOlQEn0ZRCfzyLqhl4PTJ/8WDjrNeeurgKgsBj+yrYWekjmlEo8zkwgJ9fiCAI8NrtRWwrurHweS1QqDylUikikQiRSIRcLkcgECAcDluBvJIkEYvF6OjooKWlhVBo9QjcrVRYChNE586d49ixY+zcufOWJ0RXu+1XaHFNTSyXZXndEJ7FZmnNTF5fiuHibWxiwhOLxQgGr4cPhsNhIpHIko7NZDJ8/OMf5+677+azn/0sNTU1/OEf/iEHDhzY0GQHTMKjqupan8aa4DXbi/jwAw383xevMTKRZyKr4LLJSKLA3795x7zHKYoyze26EOexdetWWls9UDTCn3/nHKJhTLbLDEaTeYq9dkJuG//jF7fx0M7p0xhbQk5i6eT0EFLBHFnPqjoeGV5Z6+GDDzTz5985hywKk5UkAxAYT+UwEIimFL770gi9kQz/641NiPNsdr9QH+LpM6NEUvlJHyGd100Kkr98tJ/vvTRCNK2Qyatcixm0V/owDHj67NgswlPkseNzysTSCi0VXsIeO6IAH32oibJ5zAWntqlEQZj1nI2lC0derCUKcS7Dw8Pk83n8fj/hcHjBKcuioiL27t1LV1cXFRUV1NbWrspd9a22lERRpLm5meHhYWvDvRV35rWIdCgklgcCAbq7u6moqNhwhKeAqdNolZWVK/a9uV3h2USIxWJLOtbj8fCFL3xh2s83SmL6jbAZs7RuBve3lHJ/i+kOPBjPEkkrbAm78E5mZiVzKv/49EVO9MUpdsHDdVDilhbUaKXzGj6njNchYxgQzeRJ58wWz9v3VfJge+m0x6u6gaJPevhMtq1EwGWXyE7aMtslga7BFKcGE7y+pYR/feYqRW4bI8m8RXpKJgkVwKmhJOPJPCW+2S2U8yNJ/vK754llFLKKTmOph/fdtZU760wB/o/PjVPksZHMa8iSiKYbTGRVJAHmWhcdssjv372Nf33mKoPxHOV+B+95zZZ5yc5KwzAMLo9nGJrIEnDaaC73WuGnt4JCm6qQLi+KIqFQCL/fTyAQWPQ4t8vlsqaKenp6Vtz0D5auoSkrK8Pr9dLd3X1LDsdr2U4qtLi6urpIJpPrIqn8Vq5HwXDx7NmzHD9+nLa2tmXNQ9sI9gpLxaYlPAXBcQGRSIS6urplP9btdm8KwvNybmnNRGHqyjAMEokE4+PjfOgH/VyKaUiiwFBCoD9l5/Hf3GURorkQcNuQJsW2giBgl0Qkp0BbhY+qoNMyKiwYDD7ZM8xIIofbLpHJaWiYuV66blY/DMNAFgHDHNN+713buDCS4qmTI4Q9Ng7UBjjRn6DEY8MABmImcXvfE6d49y/U8topU1LpvMa7v9xDMqdZJGA8rVA+hZzYJAHNgDKfg2haMVtmORW/U+b1LdPJWgHVQRcfeagZVTfzutYSz12K8tTJYUTMVuGe6gBv21cxb7VrJgzDIJVKWW3KqW2qLVu2WHqKK1eu3PTmVTDO6+vr48iRI+zatQu3e+VadstBOAohngVtzM0QtbUM7QSzNdTQ0MDp06fXxfTTrZIuSZJoaWmx8tBWuzW60bFpCc/b3vY2PvCBD1h/j8Vi805aLeXYwlj6RsdtwmMik8lYd/CpVAqfz4fg9NGXBJfdZi3ambzGqcEkB7cG532uuxuL+Fb3MGeHk2i6QSyj4HPIdPVPcKJ/gmRO5ZE9FfzTjy7zZPcw8ayCrkPQJZOTBPTJ5HVBNFB1A4ck4pQFMjqEPHaOXIlx6MwYHruEAZwcTLIt7KIvlmUiozKRVQm5ZQwMPv7jyxR77bROipF/en6cRFY19T3CZNBpMseRK1FcNpGKgJNH91Tw+eevIUlQ6rWjGwb3NBXxQEsp9SULt5rWmuwoms73To1Q5nNgk0QMw6Crf4JfaAhRHZx/tD2fz1s6nEQigcfjuWGbaimoqanB5/Nx/Phxy0l9JbBcd+8FolYY/965cycez43bjuthdN8wDHw+HzU1NXR3d7N161YqKyvX5FyWSkDLysrw+/10d3dTXFy8ZFH5ywWblvAEg0Huu+8+nn76aYBpBGbfvn0cPnyYYDDI008/zaFDh4jFYoTDYR555JEFj50Jj8fD0NDQyr6ZVcBmJjwLLfYFHU7BK8nhcBAOh6eZQSZzKgZ9mA0j8/kMzArIQrBJIv/8SAvPX4ry78/3Ee9XUXQDtyiAAI8fG6S90s9/dQ0xkTVjIwwgmlGRRXNsXRYFZFHAbRNx2iTSqkqZT+bNO8v4u0OXkCXBqjLFMwq1YTd3NRbz6Z9fpdhrp8zvwC4JpHIa3f0TFuHJKDqSZDomy5KArhtkFJ3Hjw3yX93DPNRexjv2V1LksdHVnyDosnFvczE+58ZYMhTNdLouEC9BEJAE0wRyKgqhvJFIhFgshiiKhMNhqqurTbK7iE1kqWQiGAxy4MABurq6mJiYWJHNaznbFYIgUFNTY7kzL8YZeD2MhBdIRmH66eTJk0QiEXbs2LHq57YcbbVCa/TChQt0dHTQ3t6+bL5JmxUbY/W6RTzyyCNz/ryzs9P687333su999676GNnYrNoeDZjWjqYi/PUxXauDS4UClFeXk5jY+Ocd11eh8wb20v5zskR8qrp19NU5lmUU7FNEhlJ5jkznETRDfS8Rk7RrTiJaEYxp5sEEAzLgBndAKcsUhV0klV1/v7NzfTFcoyODPGLzeUEXDZE0ZzQKsAwwC4L7KnxE80o5FSDoUSOIrcNv8uGfwpZaa/0UeF3MjSRI6/qpBUdv0OiIuBE0w2e7B5mX22AvbVB9tbOX8Var3DZRBpKPFwYSVHktZPMqngcMmU+O8lk0qriKIpitanW0krCbrezb98+zp8/z/Hjx2lvb1/WzLyV0GcEAgEOHjxId3c30Wh03t+fwuuvdYVnalVFlmV27dpltRQXW6laLiyXjkgURRobGxkbG6Ozs3PJVcLNXiXa1IRnNeDxeNY08BChWwcAACAASURBVG25sFkrPIIgMDExYXmiqKpKMBi8aa+kP7qvnpYKHz39E1QHnTy2rxKbNP8CrhsGz16MMpbM8/kX+qyAUM0ADINUXuN3Xr2FuiK3aUioMz0Q1MAiH6IgUFfiobXSzwV7HM/kmPnDuyvovpYgnlEwJqsZb2gr4w++fgpNNyzPnrGUQrHXzl2N1+Mgtpd6+OP76/n3568RTecZTuRpLjMXfGly8ms0madpbSJ9lgxBEHj7vkq+c3KYc8MJApLK/mKdkyc6rTZVc3PzstwRLxeZEEWRpqYmhoaGOHr06JxuwbeKlSIcNpuNvXv3cunSJTo6Oti5c+ec13StNTyFc5h6DQRBoLa2lmAwSFdXF9u2bVu1advlFnEXFxfj8/no6ekhEoncstHtWn9GK43bhGeJuC1aXl+YGsoaiURIJpP09/dTXFxMS0vLLRu+iYLAQ+1lPNR+YwagGwb/8zvn+PlFM0tqPKVMPsd1I8KDW4I8vLvc9J/ZW8kXj/YD1xPXEZgcj5f4/bu3caw3Tl7TEZMqXr9Zidtd7eev3tjI906NIokCb2wvo7HUw+BEDpskYpfM11M0nYZSzyw/noNbQ5Yj8x9+/RRDEzmCbhFFM/2IKgMbszxecDyPRCJs1WI0lMuEw2HC4TBer3fdL+rl5eXWRNRybcIrOYFTCL8MBoPzujOvB9O/+c7B7/dbGVaFHLGVbnGtxPVwOBzs27fPigZpb29fUSH8RsRtwrNEbKaW1kYlPAU/lILQ1Ol0Eg6HqaurQ9M0tm/fviDR0Q2Db3YN0dkbpzro4r/dUYVngemrmXhpMMEnn7lKPKNwV2MRe2sCPHsxil0SKFCYgv5nUr7Dq+pD1gb0R/fV8Z2XhskpOrIkEnLbyCgaD+8q574dJXz0Bxfoi2aIpBUwDCr8MT7yJge7q/20V/mnuR4ncyq6YZBTzQqPTRIQRYHa4MLk5Q/uqeOjP7hAJJ0HBN71imrqild2sbwUzfP9CzE0cZx9tQEe3l1x047WYG7mU9tUhSpe4Tuw3ke+50JhBLmnp4dYLLbkMM/VqLAU3Jm7urqIx+Ns27bNes31MPK8kI7IZrOxe/duent7OXr0KDt37lxxsrBSPjp1dXWEw2GOHz9OfX39ou0SXg64TXiWiNsVntXH1Dv4WCyGJJl+OJWVlfh8vmkbgyiKN8xg+tsfXuSpnmHymqnP+fG5Mb74rj04FrH59kUzvPc/XyI3qe35jxf7OTOcRBQFK/9JFMxWltMmIgIOmzTNNVgQBB7ZU8G3e0aQJYG8quNzyDy6t4Jvdg0xEM8Sy6hm/IUOkYzKX3z3HP/xzt2zRMSffbaXgEtmLKFgAHnNoMLv4J13VLMQqoJOPv5oK+PJPF6HdFOEr4AzQ0nOjSTxO2XurAsveP3ODCX46E9HyGvgddoYTuTQDSzX6Rshm81a03TJZBKv10s4HF5SFW+9QZZldu/ezeXLl+no6FhSJMVqEQ6n08mBAwc4d+7cNC3Seq7wFFDIsAoGg5w4cYK6uroNSxaCwaAlzB4fH6e5uXlRxH+tSelK4zbhWSK8Xu9twrPC0HWdRCJhbXCapi36Dr4gWp4PWUXjm11DiALW+PJgPEfH1Rivqg/f8Nx+fjFKTtVx2iZF0brBib4JBMEMIrVLAk6bSF4z8NhlRAH21AR4aTDBD06N0lLh4007y3jPa7YSdNl4/nKUsNvGb7+qlhKfg9Fk3pzeMgxEUcCYVDZrusHgRG4W4Tk9lKTU56TE42Aip5JVNB7ZXbYoAiOLgpVWfrP42YUIn3uuFzDbaD+9EOFDr2uYs2JjGAaf+OlV0oqB3yGiagbDE3leuBy1CI9hGPRGs2QVjcqAE7dNsKp48XgcWZYpKiqitrZ21dpUqm7w3KUIJwcSuG0S9zQXUxNyrXi7qK6uDr/fT0dHB62trdNc4BeL1aywFNyZC1qktra2dUF4FisUDgQCVosrEonQ3Ny85ud+KyhUrQrC7Bt5D212sgO3Cc+SMTUtfSNjPREewzBIp9PWBpfNZvH5fIRCIaqqqm7KXfRGFR5tRrqnIAgIApbI+EaYOZquGwZuu8xHH2riL793nrFknt3VAd71impGk3n8TpmvdgzwHy+amp0fnxvn7HCSD93fwDvvqJ5VidlTE+CZ8xEMw0CfFDY7JAHdgGLP7CmeyoCTE9cmCLptOGwikZRCTdiNYRh896URnr8cI+SS2VsbRNV1KvxOWiuWRhgMw+DLHf0EXeZrGobB5bE0JwcT7K2ZHUOQyGmMp/LIApYhYzJ3PdZENwz+44VrvHBpHFXNI2gqb22Q2V4Zpri4mPr6+jUZcX72UoSfX4hQ6nOQzGt8paOf37izFlj5zaK4uBiPx0NXVxeVlZXU1NTc1GuuxZRUeXk5Pp+P7u5uJEla82qJruuLnnwrkIWrV69aU1wbUQ9TEGYXktdra2upqqqa87tzo0r4ZsBtwrNEeL3eTWE8uNbsPpfLTdPhuN1uQqEQDQ0NuFyuWz6/QltpPngcMge2BOnsjaPppr+Oxy6xp2ZxAX33NBXzhReuEU2bwmRJFPjNV9aws8rPE7+1b9bjTw4kuDCWxm0XzeqTYfD02THe85otBFzTF+OsonHH1iAP7ynnyx0DxDIqLknAIQv891fXEvbMJn6/8+otfOjJM8Sz5uTWnho/9zYX89XOAR4/NohDFhlJ5Plq5yCVQSeyKPDw7nJ+eZGtpPmQU3VLFG2SRrPCNRecskjQZSOWEkkrOqKmouoGv9QcZmBggCMXRvjhqYQZVupzktHd9ORcPNBQP+fzLTc03eBqJIOi6VQEnNY4/0sDCUp9DhyyiEM2Sdq1aAbPKm0UBd+VU6dOEY/HrRTwxWCtxsI9Hg8HDhzgueee49KlS+zevXvN/HhutsokCAJbt24lGAxy/PjxRfkNLQZrQSwK8RqnT59mfHyc1tbWNbNgWEu8/N7xMsPpdJLL5db6NDYcVFUlFosRjUaJxWLIskwoFLopw7fFYDGVq79/yw7+6UeXONY3QWXAwR/dVz+LfMyHkNvG539tF1/rHCCWUXhNQxF3bA0Szyj4nfKs96Hquilcnvx5QdY8s6L09eODfPa5PjAMqkMuvvrre8hrOj84fpkij4O7m4qZC+V+B//yWBsXR1PYZdOLRhIFvn1yxNq4U3kVAZBF09X5G11DvG5HCcXeW8vlEQSBO7eFeOZChJBbJqvoOGSR7fO4Mdtlkbfvr+Rzz1wgOZkt1l5iUK4No6pFeMIlhEIy4ckpMZumM5rM39K53SxU3eDxzgHOj6QQRQGHLPLOO6oo9ztx2STSec3SJum6gU0WV7VdNDWS4mbEtWs5Fi7LMoFAALfbvSoxGvPhVttqBT1MYeR7qQLytRJwFxLkBwYGOHLkCK2trbOCYNf6xnelcZvwLBEbsbe7Fpipw9F1fVUmaW5U4QFw2yX+5PXbb/k1ir12fve1WwH40tF+/vSpsxhAfbGbf3jrDoqmVGKayryE3DZGEnlkSUDVDHZW+SwjQjCrQJ99tg+nTUQSoDeS4aM/uIgowumBOKIg8KVuU2NUGXTyhtbSaVoet12yJrdeGkxweTxNKqfhd8roBgiYWiABsyIlTbpJ3yrhAfhvd1TjskmcuBan1OfgVw9UzXo+wzCYmJggEongS0R5c61CRnDSUFPBgYZy6zugjqXhpQh5TccmCoyn8uxchMnjcuDccJJzIymqQ050w2BoIsc3u4b476/ealbzXrzGcCKHLApsCbtoKPFwNbG4515Op+Pa2lr8fj/Hjx+nqamJ4uK5CXAB62FKqqKigtLS0v+fvTcPj/Ouz70/zzL7Ptr3xbskL7HlxEkgIYuhQAolJIFCW2heCqWlpT20cPW8p28XSmnpBqTpOcApAU6hLGk4FAIpSchGYuPdsrzIi2xLsnbNvj/b+8foGUvWYskeSSPH93XlCiijmd8zmvn97uf7vb/3XdRqyWJwPToii8XCLbfcwoULF6575Hulw0tra2sLyevV1dU0NTWt+GdjuXCT8BQJpbChlBJMHY5JcDKZDF6v95p0ONeDq4mWi4n9FyN85dU+5EnjvnNjST794zN8/uH2wmMcFonHHm7nX16+yMVwmo4aD7/9xukbzrnxJLpxOXzTbZM43B/FZZNwWAQSWZ1zEykGY1n8DplnT47xxYfbZwiTf9A1zBN7BtANg0RWZTyZo9pjQzfyZMdtlYimVTx2meprFCubsMoiv3ZrHb926/TWmJlNFgqFSKVSeL1egsEgdXV1+C4NcTaioUgORhIKtb78IdBa7uS9O2r5jyPDaLrBmnIX7+28vpbbQpHMaYhCflKu61KccFpB1w2agk7KXRZUTSeZ03DIIm9aV4ZtmSs8U+H3++ns7CyMgc8XSbHS+5NJNtxuNzt37iyM21+rQd71rOFaIQgCLS0tBAIBDh8+zLp166isnD1EdynXUQyYQbA9PT0cOnSIzZs3vy5aXDf+FS4xbpKcy8hmswWCYwYvBgIB1q1btyTBiwvBQsbSi4WekSSqZmC15jczqyRyfDgx43EVHht/9vb1cz5PhduGKFw+pDKKjlUWEIX8P+GMjjTp5xNwWhmOZdl7IcJ9U9pcWVXn63sHcNskLJKI3yEzFMuyrtLFrhY/FybSjMSzNAYc/MG9LYUps+uFqqrTpqnMbLLW1lacTmfh+5JTdb56KMRATMVmSyCJAh9/Uwsbq/NTJG9cW8aulgCKZuCwiMv2Pavx2TAMg1MjCWIZBVGAhqCDl89MoOkGG6vdyJJILKPyo+Oj/O5dzcuyrrlgs9no7Ozk9OnTHDlyZM6Da6UJz1QNkdVqnebOfD3j9otBsYiGmX1mtrjmi9SYDStd4TEhiiKbNm1idHSUffv2sWnTpmVzml4p3CQ8RcDrQd0+G0wdztRR4WAwSENDQ8k42i6kpVUslLutyJJQOFxymk6Db/FEb1eLn7vWlvHKuRCiCBZZ5Fe2VvHU0RF0wyiElzomSYpuGBwdiIEBW+u9lLutZBStEJ6paDqJbL5y8cubK7mj9erj9guFruuFNlU4nHeWDgQCVFZWznv3fmQgRl9EodprxemwE8+ofOvAJf7ygQ2Fx1gkkSLxsAWj3u/gwW3V/M1Pz6JqBnUBO+sq3fSOJ8moeWNIAK9dZjCSIafqK04mzDHwoaGhwkTRlePHKx3tcOXrT3VnPnDgAJs2bSIYLN7ncq41FItomKTNbHFt2bJlwTd1pUJ4TFRWVuLxeEin0yWxZy8lbhKeIkCWZRRFWbY2zVLBbP/MdUjNdbit5Kjw1bCc4/b3byznpyfHODIQQ8DAbpH4H9egDRIFgT95yxrePVpNLKOytsKF156v0Dx/agx50tTQ65CJpBQmkgrPnhrjhdMTOCwSf/fgJhoCdprLHJwZTTKeyKHqBoIA//paPx213mlBoouBGd1htqnMVqVJdBc69ptWNKZurTaLSCJbGuG1m+u8vGdHLUcvxan12dEn88wcFomsmhdkh1P5fDLrCra0rkRNTU0hkuJK07yVDu+ca1+Z6s5cWVlJc3Pzkr2XmqYV9bnNFpff7+fQoUMLbnGVQkvrStjt9tdF0vpNwlMEmPESq53wmOTA/DIahkEymSwQnGw2i8/nIxAILOpwW0ksZ4VHFgX+7l2bODYYI5HV2FTtniZYjmdULobS+BwyDYGZd4PjiRw/OjZCPKvxxrUBttVfnqB48cwE+y9GscsCsiCwttKDjkA0paDolsKIeiyt8q+v9fGXD2zgT9+6jg9+4wiqbuCwStT77Ywlcvyoe4T3LUIToyhKoU01NBElrluoqwiw6SqWAbphMBrPT1dVeqyIUx7XWu5EFCGV07FY81NY96wvwzAMtMnK1Erivg3ljCcVBiMZDOCutUEaAnZ+cnwM3TDw2i28a+v8vjKpXJ7AXZlhtpTweDzTNDJmu2WlSdl8r2+6M/f09HDkyBE6OjqWZG8xDGNJbsoCgUDhPQ+Hw1fVJZVahef1hJuEpwhwOBykUqlrckAtJYiiSDqdLuQSJRKJQrL0+vXrV0yHcz1YTtEy5KeephIVEz0jCf7bf5xA0Qw03eAdW6r4/TddvpudSOb47X8/lvfzEeCHx0b4k7es4Z715YwnsvzZD3vQAZdFwGOTGIhm+eLD7fyoe5TnTo0VXscqC4Ww0jKXldZyFy6rjGPy0M0qOuHJ/z4XdF0vpMuHw2Egv6nHJR/f6M2i6gb6uQjvTNl4ZPvskypZVeexF89zfCivYeqo9fCxu5sLI90NAQe/ttXPj8+kSCkab1oXpMpj5fe/dxxFM9jR6OPXb627qrYomlYKho6VnuLpQFw2mQ/cVk8krSCLQsGmYF2lm4yi4bLJBVJ25WGu6QYvnB6n61IcBNhU5eb+jeUslybUnCjq7e3l4MGDbNmyZcUJz9WqGqaeZKo7s9e7MC+sYq3hemC2uMzgzq1bt85ZMSnFCs/rBTcJTxGwmgNEFUWZpsM5c+YM5eXly2rZv5RYTtHyfPizp0+TUjQcFglRhB90jXDnmgCdjXmS/LOeccIpBa8j/5XMKDpf3TNAZ6Of3/vucaIZFUEQiGcMPDYRqyzQH06zo8HLM8dHGQinSWRVDIR8G8bIt2FubfbznYODWGURTTfQDYPtV5gqTp2oC4VCs1byDMPgc9/uRhQg6LSg6Qb/9+gIOxp8rJnFb+fH3SN0D8YLURXHLsX4yfFRfmVKVWR9uZ2OWi/V1dX0jCT4x5+dp9xlwSIJHLgYwWWV5jVE7BlJ8NU9/ZPXBW/vqJwm3L5eSKIwrUIHFEwH50P3UJzD/THqJwNbjw/FKXdZuX1t8dZ2NZgaGTOS4nrMO4uBhRIuMyn+2LFjNDQ0UF8/fwbcYqBp2pISDTMGxEyNX79+PRUVFbOuoxQrPKt9r18IbhKeIsCs8KwGmHfvZvAm5KcOKisryeVyrFmzZlVaqM+F5WxpzQUzn8s5Ob0lCgKGoXMpkqEzn0xAVtWZukpJzP/s1d4QoZSCVRZRNB3dgEhGRxZzfPHFC/z+3c0ksyqRTL59YpHgzGiCJw8N8ciOWh7ZXkMso/LcqXFkUeDROxrY1RKYkTDvcDgIBoOsW7du1r9/TjOIphUqJr11pMnR+4mkwpqZezoXQ2kcVqmwiTqsEhdCc39Hzo+nEAUK2VtBl4UTs0y4mdB0g2/8YgCHRcImi/SOp/jii+cZS2R5cOvcqet9oTRjiRw+h8yacmdRNvkrD/OhSAa37bLppMcmMxjLXPfrXAsqKipwuVzs3buX0dHRFa1CL/S9NkfXT5w4QSQSYdOmTUUhCMtVWQkGg3R2dhZaXGvXrp32uqVKeF4PuEl4ioBSrvAYhkEikSgcbrlcDp/PRzAYpLGxcVqvfGhoqGTytIqFUsgIE4S8SV1fOI3TKqFNimCbpySm394S4N/2D5LKaUiigKLqPLitIu/AbECNz05fKFUgRXV+B1lF56/+6yyGIGARQRJABzQdfn4uxCM7arFIIh99YxMfvqO+IDg/ePAgoijOmTA/G6xSvnI0lsgRcFry00lArX/2NlJT0MGRgVhBHJ3OaTQH5ybSvsmqkUkeUjmNprK5W1QZRSOt6HgdFo70R4ln8vEUz54cJ53T+eCu+hkH7M/PhfhR9ygCeX3R3WvLeGt7RdHvbMvdVo4PxQk489+tZE6bUSlaTjidTsrKyojH43R3dxeNQCwlTFdgM/iyGO7My9lKstls7NixozB6v2XLlkKLq1RbWjcrPDexILhcrpLK00qn0wWCk0wmcbvdBAIBNm7cOK8SvxTIQbFRChUegE//8gb+8MkTxLMKmg6/cVsdW+sut5bWVLj4m3du5Cuv9pHMady3oYz376xjKJrFahHJqRouq0w8q+Kzibis+YmhUErJOzbroAkgYJBVdTx2eRrRNdtUwWCQpqamRZuMCYLAf7uvlb999hwTyRyiIPCRNzRR759d1/W2jirOjqc4OXxZw/PW9ukTLFM32M5GH3vPhzk9kkQQ8hWh92yvnXM9TqtEmcvKpUiaeEbFJosImkFz0MGxwTjxSWdpE2lF4yfHR6l0W7FIIrpu8Mq5ELc2+6/LYRpmVni21nu5GE5zcSIfKlzvt9PZOFPXtdxYv3494XC4oDEpdU2e6Sjt8/muy+jvyudcLkwdvT948GDBEbsUKzylsEcuB24SniLA6XSuaIXHnKIJh8MFs7dAIEBzczMul2vBX3JJkm4SniVCU9DBtx+9heFYFo9dLtz9T8W2ei+Pv6dj2s/q/Hb+/l2b+F+v9HFhIolu6PjseV1SRtGo89voHU9jAOZlKqrKdmeI//l8gn0jGnarhfff2sKtG2bpPS0CdX47//TuNsIpBbdNmldQbJNFPnFfKyOxLIIAlR7btCktE+bfxiKJfOzuZs6OpchpOs1Bx7x5ZoKQD2n9wgvnyag6kijQXuPGZpEgrXLlK2WVfEXKMumjI05GamTU4o/CWySRd22tZiKRwyAvHpdWeOrMHEtvbGzE4/Fw6NAhNm7cSFlZ2YquayHw+XyLmoIqNZSVldHZ2UlXVxfhcBhJkkpywvVmhecmFoTlbmlpmjZtikYQBAKBAFVVVde1GdyIFZ5SuCZNN3j8pQs8fXwUqyTym7c38OC2+Ueap2JdpYtPP7COkXiO7+07z/NnoiiovGFNAIeo0R9KQb7zhcMi0Bx0IJTX8fKZAdw2CzkN/uXlCwQcMre1BK7rWiRRWHBFRBQEanwL9/awSCKbqt1Xf+Akqr02/vKB9Tz+0gXOT6QQBYHBaIZdzX7ctulkzGOXqfbYGI1nCbqsRNMKLptEeRFaTbMJckVBoKKIU2PXi6lrDAQC0yIpWlpaSv6wM6egzp07V5g8Ww535mLBdMQ+d+4c/f39rFmzZqWX9LrETcJTBDidTtLp9JI9v6nDMadoVFW9rvbEXCgFclBslEKF52t7+3nq6DAWSSSlaDz24nmqPFbuXHN1Z9kfHhvhn1+8wHgyhyQKeKwCa3wCj262IBlR9ozJ+B0WylzWgval3GPnlXNh7BaxIN7Nqhp7zkeum/AsJ4ZjWSKTBn9zkSyLJPLRu5r5+bkQw7EsTUEHt7cEZhzgkijwgV31/MfhYfrCaaq8Vt69raYokRorPfK9EFxpPGgewKb3zWrIUhIEgbVr1zI+Ps6BAwdoa2sjEFg9n2dz/YlEgnPnzuFwOFZFhe1GQml/wlcJ3G434+PjRX1O0802HA6TTCbxeDwEAgHa2tqW7M7mRiQ8pXBNL54JIQpCPpkcgZSm8cq50FUJz/HBOP/84gXimRyabqBqBuhwRhc4p5Xx/tuaWJtS2DfaPem9Y2CRRB69vYEfdI1wXtOB/IGu6UZh5H014IWecZ48MozZCXr09gZuaZhdB2OTxQWNo/scFh69o2HBa4imFfrDGSRRoNZn48hAjPFEjjq/nc4m/4qbIy4Gs1ahJr1vBgcH54ykKEWUl5fjcrno6upacnfmpYDNZmPDhg309vYSCoVYu3ZtSay/FNaw1Fg9O2AJoxgVHnNMOBwOE4vFsNvtBAIBWlpapoUuLiVEUUTTSsPev1gohQqP3yHTF7q8hqyq818nxzjUH+M922t4cFt14e+raVrBF+mZ7nEyORVFB0HIVylUI/936ovkzQMDTguPPdLBz06Pk1F0bm3ys67Shc9h4fhQvGBCGHBaecfmquW/+EUip+r85PgoX//FANVeKxUeO1lV52t7B2ir8WCb9BM6NZIgrWg0BhxFNRw0MRrP8sSefjJK3gpgOJ6l2mvDZ5c5PhRnJJ7jnVvy7+dqqPDMl6VlTurNFklRqnA4HMvizrwU0DQNh8NBZ2cnZ8+eLUxxrXSLrtQ/w8XATcJTBFzLlJapwzH9cMwx4ZqamkWn7xYLpVANKTZKgfD87l3N/P73jpPOaeQ0nayi4bKIhFI5Hn/5IqKusL3cKLQr/X4/wWCQbZt8/PTSeQxBI57V0A0DSQCMvK5nIpnjlbMhVN1gV4t/2sRUa7mTLz7czv6LESySyO0tAfyzCKWvFZciGc6OJfN5QmWOWaMyFgtVN3j85Qsc6osykVSIpFUSWY21FS6iGZVEVkUWLfzvV/voHooXqma//cYm1lfOND+8HrxwegLDyAu141mVwwNRarw2/E4LXofMscEYuzeWLyo2opSN/8xIiq6uLqLRaFGFwUv1/TMrVENDQ+zfv5/Nmzfj8XiWdQ3XAnMsXRAE1q1bV2jRrRYR+WrGTcJTBLhcLjKZ+Y3FDMMgHo8X2lTmwWZOU5VC/1wURVRVXellFBWlQOI2Vrv56q9vYU9vhKeODHMpmsIigqap5BSdH3ddYtcvNc9oV94dMHiuJ8Sh/ghpRUfVwWOX2Fxp4Y4WP7/1zS5G4lkMI9+u+eLD7aybcvBXe228vaOStKLPOiE1G3TDYCKRQ5bEWSfJDMPg3w8M8vW9/YwmFAwj3yp7dFcDH7x94e2i2XBhIsXpkST1ATu9EykSWY1oOh+O2l7jwWuXOTmcoHsoTq3PNuk8rfLvBy7xZ29bP2Od15PJFc+oOCyXD3xJEMhp+c+R+YzmITofmdB1vVCxMwyDDRs2rMh3fSFVKIvFMk0YvHXr1qLkAy6170xNTU2hQtXU1ERd3Ux37lLyvrlyLL28vLwQ+hoOh1mzZs3rotqyElj5U/YGgNPpnFHhmZoqHQ6HSaVSeDwegsHgkupwrgelQA6KjVKo8Giahl1NstUd50UxRZ+qY0gCsiwjGQa1lWXU1NTM+D1ZFPjMOzZwuD9GPK3gd1qwGxnETJRvHhjk/EQac19MxzL8/fO9fOlXNxdIyXcODTEWzyKJAn6HzNs6qvjIGxrnJD+JrMpn/+scp0fz3jlvWlfGR+9qmvb406NJvntoiOF4Dn3ybQ2nVB5/+SKbqt2LFkVrusHFUBp9csxeObGHPAAAIABJREFUECCaVpFFAVkUUXWDdE6jKejIi75zGqIgFA4Ep1XK549Nwf6LeWKZ03S21Hp4ZEctjkWKkzdVu/mvk2NYZTGflG6VUDSDSEohkVXZWu/DZbu8fZrrMb/3ExMTBf8js2Kn63rBA2e53cwXmpZuCmvHxsYKmVY+3/V5CC1HUrvb7ebWW2/l+PHjhMPhGeaKpUR4ZluL3W4vtLgOHjzI5s2bS/KMWO1YlYTn1KlTbNy4ccbPzT71VHb85JNP4vf7iUQitLa2sn379hm/N9djnnvuuWnxC/fff/+s6zHH0gcGBti7dy/t7e3E43HsdjvBYJDW1tZl0+FcD25EwrMS1zS1mhcKhdA0jUAgQHl5OX/w1hp+73snJpO0dRxWiQ/cNndekCgI7JhiWheJGIxm8tlUBgaykN84VcPg9EieqLxweoJvHRgkk9PIKBoGeRfmHx0boaXMwS+1zW7e9o1fXKJnJEGZy4IB/Oz0BBur3dMEwRPJHNG0gmFMqXQAqq7z/aPDiyI8OU3nm4fC9CfHEYEqjw2XTebsWBJZFHHbRYJOCy1BB9FMvvLYGLQjCJDMqtgtEiOxLNunvD/nJ1L8+4FByt1WrJLA0Utx7JYR3rNjbhPD2bCrJUBW1TnQF0UWBf7wnmZSij5NtGxC13XGx8eJRqMF/V1ZWdmMwF2LxYLH4+Hw4cNz5iwtFRarMzIjKY4ePXrdmVbz6YeKCVmW2bJlC/39/ezfv58tW7YUiGUpEZ65jAdFUWT9+vWMjY1x4MABNm3aRDB49UnOYuDKc/NGxaokPI8//ji/8zu/g9VqxWaz4ff7cbvdMz7QkUiEZ599li996UsA7N69m2effXZBj4lEIkQiER566CEAPve5z80gPMlkkpdffpknn3ySV199lfe///3cdddd7N69e0F2/aWGG5HwLFeFJ5PJFAiOOVUXDAbp6OiY1hYIAl95/xae75kAYFu9hyf29tMXStNW7eZ3727GbZv7a2leT63PTtelOHrh2gT8k0Z9B/qiSKJAMqehTv45w2mVlKJzuD82J+E5M5bENZl/JZAXSfeOp7hvw+XH1Prshckpg8ukRxCEaenhqm4UTP7mwp6+FGcmsjSVexAEgeF4ls4GLxZJYN+FCHU+G81lLsYSWTbX5f18qr12PnxnI98+OMh4IsctDT4emeLIfCmSQYBCwGe528r+ixEaAnacVpn2GvdV18Xktd+7oZx7Z5n+MgntxMQE4XCYeDyOx+Ohurr6qvo700Tv6NGjxOPxZfPAuZbvgNPp5NZbb6W7u5tIJEJbW9s17WnLSTZMd2av1zvNnXk1EB4TFRUVhRZdWVkZra2tS/4ZWekq+HJhVREe8y7lyJEj3HvvvTQ3N7Nt2zbKy8tZv349uq5TXV3N+fPn+chHPsJ3v/vdaQZPfr+fQ4cOTavyzPWY1tZWPvvZz7J9+3ZaW1uZmJgoPOapp57iscceI5lMctddd3HffffR29vLf/7nfy7PG7FEuEl4Fg5VVQvajEgkgtVqJRgMzutufXYsyf/Zd4lUTuNt7RXsagnwwW8cZTSRxSKK9IXSDEQyfPHh9jk3OPPnv35bPXvPh4nnNAQDXFaJD+zKaxfK3db8GLtuFEiJKAgomsFYIjfnNTUG7AyE86GfhmGgajp1/unGgc1lTj64q4HPv3CenJZ/flGACpeFN2+q4LXeEP/62gA5TWdTtZvfvatpTsfkkaSKTZrSnrJIRDIaf/nABp7Y08/h/hjjyXxFZWrKeluNh798YMOsVQu3TUIzLmdyDYTTXIpm+f7REXTDYEOli0fvaFy0tiebzRbaVFMJbV1dHd3d3bS0tCxYm2O1WtmxYwc9PT0cPXqUjo6OZdH1XMuhKUkSW7Zsoa+vr5BptdhIipUgG36/vyDCjkQi1NbWlgzhWUi1zWxxnTlzpmC0WAw91esdq4rwmB+Sv/iLv+Dee+8FYO/evXzhC1/gyJEjJBIJNmzYwJ49e/jQhz5EJBKZlg4cDAYJhULTnnOux2zfvp2//du/ZceOHdx///1873vfKzxm69atfOc73ynkusRiMf75n/95ya57uXAjEp5iXZNhGIXwzXA4jK7r+P1+ysvLWbNmzVWzcS5MpPjot7vJKBqiAAcuRnhkew3hlILLmv8aWiSBE0MJJpLKvG7GhmHQXuPh79/dxv/5xSWyqs5b2ysKY+fv6KjkhdPjDE9J6JYEkKS8n8xc+MBt9fSOpxiN59ANgx2NPnZvnFnh+PXb6umo9fDEnj4uhNLUeG28b2c99QE7f/70Gbx2GZ9D4uRwgv/9Wh+fuG92V9kmn4XDQxl0w0AAEjmVdRUuZFHgQ3c0MBLPouoGVR7brFWZ2Q6NjlovHTUeTgwnEIS8PmhrvYcKtx3DMDg9muTsaJKNszg6ZxSNs2MpVN2g0W+FXIqJiQkikQiyLFNWVjYroV1ou2jq48wJo0uXLq2YrmehEASBpqYmvF7vNUVSrNTYvkksz507R3d3d0lpYhbyfoiiyIYNGwp6qqU2WrzZ0ipR3HvvvRiGga7rdHZ28o53vINf/dVfBSCVSvEP//APc97Vm5qc+WA+pre3l4MHD/KpT31qWjvsSlvwpXZaXi7ciITneio8pug8FAqRSqXwer2Fu/rF3m395Pgo6ZxWiDzIqTrPnhpHn1KNMMi3iearPky9ns5GP52Nl8n6wb4o/2ffAIf6oshSXvRrsUGFO+/CnFN1moIOMoo2q8Nw0GXlHx5soy+cRhYFGoOOOQXOtzT4uKVh87SfvXh6AgMD2+R0U5nLwvHBxJzX0lnnZDCh0z2ez5zaVu/jbR2Vheus9i48lsKELAr85u0NnJ9IkVE0ntgzQJnTRk7VSSkaOVUnq03/jGu6wVg8yzf2XGQwnCSXzWARDd67Ncj6+kpaW1uXLOyxrq4Ot9vN4cOHC+GSpYpAIMCOHTs4evQosVhswYZ/K9lOMkXYFouFs2fPEg6HV5U7M+RbXOYUV0VFxaqIAilVrErCA/kPsq7rvPDCC+zbt4+1a9eybds2nE4nd911F4IgFITIJkKhEK2trdOeZ67HPPnkk3R2dtLa2sr3vvc9PvWpT/Hcc8/NKly+UUI3b0TCs5hrUlW1kC5uhrAWS3RuAFcmWtotEjU+OyeGEzBJenZvLJ/XL0cQBC7FFM4fH8Vjk9nV4sciifzifJg///FpRuI5dN0cyQbdgGhGQRQEDAO+tf8SPzw2yqd/eQNNwZmtCasssrbi2jxtvA4Zw7h8R5/KaQRcc1+LLIk81OHnA4GKydF6edb32DAMhmJZcqpOjc9e0OfMBUkUCtews8nPS2fGGYzmyGk6hmFwfjzF1joviqJw7tIY/7b/EmfGM4QysLXORWtjJdGMQW/Wwe0LqGRcbwXD5/MVsq3i8XhJOwfb7XZ27tzJqVOnFtyOW44pravB6/VSWVnJ6dOnqaqqoqmpqWTf49lgGi2eOXOGQ4cOsXnz5pstrmvAqiU8kJ96ePOb38ydd95Jd3c3uVwOi8VCMplEVVUeeeQRPvWpTxUeH4lEZkxpzfWYAwcOTHvs7t27Z5ClqTDvvFfTl+hK3CjEbSrmq/Douj5NfGoYBoFAgMrKyqInMv9SWyVPHRmeMlYN791Ry5s3lfPk4SEuhtJ01Hh44CpuyPsuRvmbPTFkOZ+QvrnWw2ffuZEnjwyTzOloulEYFwcBSTDQ9XyoaLnHhiQKxNIqn3v23Ixk9uvF1jovOxt9HOiPIQogSwIfvrPxqr83Xyq6bhh8Y+8A+y5GEQUIuiz8/ptaFhxg+itbq3jmxCgCBkGnhQafzE+7+nHE+yl3iPy4X8SwOKitcKKG0lyMGtQERewWg0SuuK7j8+0NZrbVqVOn6OrqoqOjY8mqStcLURRpa2tbcCTFck1pzQdd17FarbS3ty+KrJUSzBbX6OhoUVtcrxfBMqxCwqOqKqIoIooi2WwWQRBwuVzcdtttRKNRent7+cEPfsCuXbsIBoPs3r2b5557DmAasdmxYwfPP/88fr9/1sd8+MMf5nOf+1xB39Pa2jon4VnpL3OxcCNWeKYSnqneSKFQiEwmg8fjoaysjIaGhiW1pm8td/LPj3Tw9V8MkM5pvK2jkjdvyo8l/9qtCx/5ffzVQXQdJlIKiqozGs/xrf2XuDCRIpZWppAd0CdFy/GMSiIrIMsiZS4rbrtEfzhddIIuiQK/d08Lp4YTJHMaLWXOBROTuXC4P8beCxFqfDZEQWA0keW7h4b4nbuaFvT72WwWt6xTFzBQ1BSyZsUiy9Q2t7CxxstTl05T47URSav0hdOoukEso5DTDG5f4Ih9sd5Hk0gMDAywb98+tm3btmiB8HKitrYWt9vN0aNHWbt2LVVVs5P1UpiQ0jStcG5MJWvzuTMvBYpBLiorKwtTXMXMErtRzrH5sKoITywW44knnmD37t20tbXR1dWF1Wqlra0Ni8VCOBzm7NmzhZ4tUBgrvxIHDx4s/O+5HvPJT36y+BdRwrgRs7Q0TSObzXLq1KmCR0owGGTt2rU4HI5l/ZJvrHbz2XfO9I+aCsMw+O6hIb65/xK6Ae/cUsWjtzcgiXniFs9qRLL5cC1ZElF1na/9YgBZEBBFAWNKhUcnL1aWJRHD0BmOZXFZJbKqTrXHxlf39BNNq9zW4ueOWRLGrwWiINBWU7wDZCyRRRQoaImsosCp4TjDsSwnhuKMJ3K0VjjZ0eBDEIRpWWSm2LjcIZIxnNRUOMkoOkpaocbvRBYFvHaZRFYj4LSwodLN8aE4qm5w/4Yy7lizMlqP+vp63G73NQmElxter5edO3dy7NixQiTFlZ+jUmhpXUm6amtr8Xq9dHV10dzcTG3t4nyarhXFIsdmi+v06dMcPnx4hv3FYvF6IDuwyghPNpvlXe96F42NjfT29mK32xkcHMTtdrNmzRqam5tpbm7mzW9+87KvzdxsV1OJ9ErcCBUeXdeJRqOFIFbzZwvxSCkFPNczzlde7cMyOa797YODeO0y79lRiyAIbKx08lI8h2AYaIaBIIJFzJOfKreVRE5D1XVSWR2EvB9NlcfGSDxLWtHpD2doDDqIZ1V+0DWCLAq8dGaC37qzcc52WlrR+Oa+S3QPJajxWvnArgaqvXNPvCiaTiSl4LLJi8qamg11Pju6kc/ZGo1nODGUxOeQ+X/+7SgBp4UKt5XnT43SXWdlmz+HoigFZ2NTbFy/NsvX9g4wHMsiiwLv31lXqDy9b2dd4b8JgsDH72mZ1XvnaljogWEYBopmYL2KDsnv9xcEwvF4vKQ1J1arle3btxdcgq8coS6VltaV333Tnbm7u7vgzrzU+8PVPHgWA1EU2bhxIyMjI+zfv5/29vZpE8c3MROr6nQeGhoiFothGAbf+ta3aG5uxmKxoCh5a3mTPa9ECdWc1FrO8mixUQoxDIuFYRikUqnCuHgmkylMU5ltqv3796+ajeCVsyEMKIxh5zD46ckxHtxWjUUS+dgb63nxbASTloo6pHI67+2s5unuUfwOC6pu0BCQwMgnsw/HsqiTImaHRcLnsDAUzVLmyh9KWVXnO4eG5iQ8X3jhPAf7orhtMsPRDL0TPfzjg23TohVMDEYzfO7Zc4W4hw/uquee9dc+edRR6+Gt7RX8qHuU06NJAk4LTUE7XQNRMtkcfpI4ZJnX+jTevXMTHtfM0e4Kj41P3N9KIqvhsIjTRtwbAg7+270tjCcVXFbpultw8+H8eJIfd4+SUTXq/A4e2FyNxz73FmwKhE+ePMmxY8dob28vWV2PGYRp6kumRlKUYoXHhCzLbN26teAzNNWdeSlQTMJjoqqqqtDiqq6uLmlyvNJYVYRn7dq1fPazn2ViYoI/+qM/YmBgAMMwCjETUz0ulhtmntZqJzyrAblcrjBNFY/HcTgchTZVqXqZLBRBpwWTc8YzKqGUQiwT531PHOZvf2UTA9EcHqtASjEQJltYBvDRNzayptzJnvNhAk4Lv9pZRySl8ImnTqDoBqIgUOWzU+a0cGY0iXtK5UUU8qPZkD+c8maC+c9CKqdxqD9GuSs/2u6wSIRTOc6MpdhW7522dk03+Mfne4lmVMpcVnKazlf3DLCm3EXj5ERYz0iCH3SNkFV12gM6tzXMLXaF/GfylzsqqbbrPP5KGr8lRyKWb3NJokSgLIBtMmLCYr1cdYplVC5OpLBIImsqnFgkEe8c5MJlk2clb8VENK3wf48O4bNbCbqsDMcyPH1smPfunF+/JYoi7e3thbiEazH+W05UVlbicrno6uqisbGRurq6kq3wmDB9hnw+35LHfizVzbjpit3T08ORI0fo6OhYlCZxpf8+y4VVRXicTief/vSnC/9/vqmp5YbT6SSVSq30Mm5ImG0qs4ojCALBYJDa2tpVGeExH963s46XzoYIJRUiaQVRyDsnR9Iq/+OHPfzmbTXYZSjzOMhpBpIAimZgIPDW9kre2n45NqLaa+NTu9fw2Z+ew2eXscr5ME6nRcRplYikFGRJIKvqPLK9hlfOTvCln/eRymnsaPTxB/e0YJFEBPLj7ZKQJ0S6kTdJnIqnu0f59wOXOD2apMJtxWuTsUoiogBDsXwb7cJEir97rhdZFJBEgRMDKUDgwZnh1tPE5el0Gtnhxm234HB6CFplBjNhFC3fHgqlsnQ2+greQsOxLI+/dIFUTkM3DFrKnHzkjU1XHWdfSkwk8/ljjkmiWeWx0x9Oo2o68gKiLhoaGgq6nuXMWLoWuFwudu7cyfHjx4lEIvh8vhX/juq6flUCcKU789q1a4tOBJaiwmPCNLMcHh5m3759RQl+vdGwqghPKcMMEL2J64dhGCSTyUIVJ5vN4vP5CAaDNDU1lYROas/5MF/+eR85VedXtlbx0C01RdkcKz02/vX9W/jyq3083T2Kz2FBFgUsosFIPMv6Sid2WSCr6FhkkZyqc8/6sjnNCne1BFhX6aJ3LIUwOWb9a7fWEcuofP0XA2g6rK900VHj4dPPnMVplfA7LRy4GOVfXr7IH+9ewzu3VPH9o8OIgoCmG2yqcbO+8rJXz9FLMb65f4CAw4LTIjGRzGGRRJqCDnSDQuts/8UommFQ7pxspWVE9vaneHBX/iAw/96RSGRWDyR3ZYKvvNbHeCJHe42HhoADVdO5c42bt2y6fEf+w2PDKJpBtc+GYRicG09xqC/C7a0rRxKcVglVN9B1A1EUSGZV3DZ5QWTHxFTjv+rqahobGxfs8LzcMIM8L168SG9v77KJgufCQisrpjvzXHqk5VrH9aC6urogyK6pqVnQ5+RmhecmFoUbxW15pZDL5Qp39PF4HKfTSTAYnJE4XQo4MhDlj586iaLrCAh8/oULADy8/fo29URW5X+9cpFTIwl8dgs2ScTcGrOqjscmU+2x8fEdTl6ecDIaz9HZ6OOdW6pJ5bRZBcJWWeRv3rmRZ06MMRrPsqXOiyzCZ545S0uZE0kUCKUUvvxqH5puFKogPofM4YEYAL/aWUtzmYNTI0mqPDbu31g+TQdzZjQJgEUWWVvpomc4wXgyh8cu887NVQUTQIs0RSNmGKiahprTOHz4MKqqFhLl54rq2FDl5rPv2Egqp+GyyXOSvFBSwWEVMQyDiUSOoWiGF05P0FbjmdfzZylR7bVxW3OA/Rcjkx5FIg/esvjPi6nrOX78ON3d3bS1tV21YrBS/mCCINDc3Ewmk6G/v59gMLhilSld1xdcWTH1SEsR6bCUFZ6pMFtcp06dumqLa7XpNq8HNwlPkWBqeG5iYdA0rdCmikQiiKJIMBikvr4ej8dT0nccP+oeJavpBXKgagZPHh6+LsKjGwZ/8ORxTo8msUoimp7Xn6QVDVkSkUSBP3973gyxwiHwV7+8kUhK4U9/1MP3j45gAI9sr+E3d9XPeO+cVokHt10O3/y3fZfQoVBd8NjkySmly4djRtXx2GW++lo/o4ksm2s9fOC2eqQpJCOaVjg/kSajaOiTDstum0RTmYNqr40/ur91WjzErQ1unu7SODc4gaJpyILAgxu8tLVtxGq1cmYsxalIjmo9S2v57FosiyTic8x/h9xW7eb50xOEMegZSaJqBhdCaR576QJ/eE/Lkut15sLd68vZVOMhreiUuazzCpbngyiKdHR0FHQ927Ztw26fO4ZjpQ1RHQ4Hzc3NnDlzZsVcjjVNW/RrmpEOZkWtGOs2/YCWA6bn0NDQUGGKa64WVynvt8XETcJTJLhcrhuG8CzFBmm2qcwqjqIohTZVc3NzSbSpFgrrpK7FhMHVx4zng6Yb/OmPeth/MYpAvipT5rKg6vDff2kdAadMU9BJwGlBVdXCHdnnXzjP6dEkXpuMbsB3Dw5ycSLF6dEkdovEo7fX88a1Mz1cKjz5En2B3Cgaaypc2GSRE0MJBCEvZM6pOk8fH8EqS+y7EGUwmuW3Jp2Te8dT/NVPzpDVdBRNBwPGE3nNkdMq8fF7Wqh0W4lEIgUna1EUeesaJ18/qqGKFhxWKPN5sdlsfP/oME93j06SLnj4lhre0nZtwtFfaq8kmdP42t4BJFGgo85Dvd/OpUiantEk2xtWRtcgCAJV15APNtdzNTY24na7OXjw4LxViJWekjIMA5vNtuhIimJiMRWeqXA4HIVKSTHWfa3ruB7U1NQUWlx1dXU0NDS8bgjOlVg9p0yJ40ZpaRUzIiObzRYITiKRwOVyEQwG2bhx47x3pKWOh7fX8HT3KGklr4mxSuKCIhQgP6V0ZCCGxy5z34ZybLLI092jvHounA/cEvLtq0haxWWVqPfbWVc5PdvKJDwnhxM4LRKCICAJ+cmk53vGqfTaSCkaf/PTcwScVjpqp08O3rOujBdPT3ByOIEo5ievPnZ3M3V+O4f7o6RyGoqm86Wf91Huzk8+aVaDZ06M8cFd9VgkkX95+SKaYUxOlRmMxnO8c0sVDT6ZgJgh3H+GoTN5i4CysjKamprI6QJf/o8TNAQduGwyY5EkXz04QVNdNT8+PkqF24okCiiazn8cGeKO1sA1VUEsksh7dtRysD+KRRSnZJMJ6DdY+T4YDLJ9+3aOHj1KbW0tjY0zP4crPSVlvr5ZcTAT4rds2YLLdW25bdeyhmslfcV0Z16ultaVcLlcRSVuqxWvvyteItwoomXTfPBaNofZXG4DgQANDQ0r3qYqZtWqpczJE7++le8cHCSr6jywuXJaavlcePnMBP/f06fRdANJFPjuwUG+9L4tnBiOIwj5CZ6MooEBGUVnZ5N/RmvHvIb+cBpJhEhaoXyKn07QZUHVDFI5jayq88rZiRmExyqL/OUD6zkxnCCr6KyvdBVIwc6m/HUc7ItOf93Jf5t8YTSexWWT0A0DVVHI5bKMD15kg+zEFQzSOIuT9WAoH91g6mjcNpFwSmUwmiWRVekPp9E0g3KPDbdNIpXTronwGIbBf3aNcCmSYSSWw2WVaKlw4rPLrLvGYNRiYKlaS6br7vHjx4nFYrS1tU37/q50S+vK/aSurg6Px8ORI0dYt24dlZWV8/z20qzhWmBOhR47duya3ZlXMmZDkiTa29sLxK2jowOvN28t8Xqp+NwkPEWC0+kkHo+v9DKuG4sJEDUMg0QiUajiqKo6w+W2FLAUwa6t5U7+5C1rF/U7f/d8L5BPSTeMvK7kZz3jNAYdCEDAKZPMiaRyGvV+O/esD7L3fJhdLYGCdkYQBI6PKfzp3mMomk40rZJW8tEIAWee7AwkM0A+S+vHx0f5wK4GnJOREuGUQsBpwSaLbK3zzrVUNlW7qXBbGY3nsMoiGVVn94YyLJJAPB6nzmlwfDiK1wqCJCPLMvfu3MTG6rnvfH2O/HaTVfP6p5w6GZEhwmAkryGyyQL9oRT1AQfBeZLW58Pp0SQ/Oz1BR42HKneOi+E0WUXn997SvGKi5aWGJEls3ryZvr6+gl+PWUVdacIzW0vNjKTo6uoiGo0uyQj4VBSLaHg8noI7cyQSYePGjYt63pWq8EyFGatx7Ngx6urqqKuru0l4bmJxcLvdjIyMrPQyrhtXy9O6sk3ldrsJBoO0tbVhs80dN7CSWCn37SuRzGrTiIum68QzKu/eVsOe3jAnhxPYZRGXVSKWUXj8pYsA3Nrs59MPbEAS83ET/96jIFnteK0WXDaJaEbjN29vYG2Fi9/6ZheGAYKQr+TkVIM958OUuax85pkz5DQDqyTw39+yllvm0bI4rRKfecdGvntokMFImhaPwI5gkn379uF2u/lAZwVfO2LjQjiDJAh8+M76eckO5FPRP7irnif29JMAsjmD92zxM55UqA/YiaTV/ASWNT+B1TueYn2la9Gb8URSQZichKrx2yn3WElkNSo8pfn5LBZMA70rdT0rreGZq6VmjoCfOXOGQ4cOsXnz5qKOgF+5hmK9B6Y788WLF9m3b9+izCAX4ge0HDBjNU6ePEkoFGL79u0rTsSWAzcJT5HgcDhuCA3PlXlaU/1RotEosiwTDAYLgsnVcGcgimJJjF7e1uzn5+dCWGWx0Na6pcGHTRb5/EPt9IwkyGk6n/q/p7BK+QgEwzDYfzHKof4oO5v8JLIqExkDMZfFbpHy1RopH4K5vcFHhduKquvIoojbLpPKacTSCv/z5YsY5CeyMorGXz1zlq//xlbcs0wsTTV63GEPs7NWnBwprpnWmvxss0Eiq2G/Iq5hPrxhTZCNVW4mkjmU+AQBh8z5jIRNEtlW72UikeXEUILBWJa/e+4cd7YG+eAsk2fzoWIyHkLVDWRRIJxSWVtRWtYGS4mysjK2b9/OkSNHqK+vp6ysrKRaWlMhCALr168v5EFt3ry50GZZrjVcC8yRe5/Px6FDhxbszlwKFR4TkiTR0dFBKBRa8ZvB5cJNwlMkuN3uG2JKSxDyLYuxsTFCoRCaphEIBCgrK5vTH6XUUSoZYf/jl9bymf86y97zEXx2C3+8u7UgSJbEfMp4TtV8aT8sAAAgAElEQVTJqnoh+kEQBAQMomkV3TD4f394GlUDTdPJKDrpnEbAZWVDVT6i4c2bKvjpyTGck3ogiyRQ47Oj6kaB3NgtEomsykgsi7si/zMzjywUCpHJZBZk9CgIwjVpbMrdVsrdVi6peZ1QZ6OPn/WMc2EizZmxJJIo0F7txmOXebU3zBvWBGcIt+fD2gonb22r4L9OjgNQ6bHyyHV6JK02mNNFx48fZ2JiYkXXspCWWlVVVWEEvKmpibq6Wey3rwNLVeENBAJ0dnYu2J25lAiPidWSM1gM3CQ8RYLL5Vq1FZ5MJlM47EKhELlcjurqatrb20u2TbUYlEoKvMsm89E3NpHIalyKZHj21Dhb6rzTMp6sssimKjenRhK4rBI5LU/UNla76AulOT2SIOiAhCqRUTVyms5v3dFAS1le3Pyxu5uxySJ7L0Soc1j4nbuaqPXl/4Y5TccqiSians/MysTo6RkgGo1it9uXLI8sldPIKBp+p6WQ0TUVdovEJ3ev4WBflH/62XkaA3ack+RMEvKGjIuBIAi8pa2SO1qDZFUdv9Myp0nhtSKtaJwcipPVDKLplf9szQZT19PT08Pg4CDZbHZFvs8LJRvmJFF3dzfRaHTR+phirOFaYLPZ6OzsXJA7cym01mfDaqjUFwM3CU+RsJqytFRVnTZNZbVaC344VquVioqKojmLlgJKpcKTyKp89NvdRNMKsijws55xhmNZ/td7O6ZtOJ/+5Q38xY9P0z0Yx+ew8CdvWUO938HFUJ5QSwLU+Gzouk56cprLhFUW+d27m/ndu6e/9sfubuILP+tlIqcSTWsE7AL/cWSER29vZN26dUuyCRuGwQ+6RnjqyDAATUEHn7ivdcqY+GXYLRJ3rgnyyrkQveMpHNb8lJYoCjQErq0d5bHLLEWUb1rR+NqeAYZjWSQRxsZU1rel5jRLXEkIgkBtbS3xeJwDBw7Q3t6+7Hf0iznkTX3MhQsXZoivl2sN14Ir3Znnep9LscLzesJNwlMkuN3ukiU8hmEQi8UK4Zu6ruP3+2e18V/MlNZqgSlaXmkcH4qTzmmFkEtJNDg1nCCSVglMIQHlbiuPPdIxoxXQELCzsdrN4QtZyGloBmyp9VIfmP1AmCow9yQS/Hqbja8c1agN2HFYZF7uz1EWTPChO5fG7r97MM6Th4cIOi1IosCFUJp/3dPPJ+6bO/T3t9/QxJdf7csbKtplfu/uZsrdSyNkvVacHk0yHM/SMPm+J0Lw7KkxPvKGphVe2ewwDAOHw0F7eztHjx6loaGB+vr5U9qL/fqLqSAIgkBLSwter5eDBw8WJSx1uYTbFRUVhbT42XKsSrXC83rBTcJTJJRahWdq2nQqlcLr9RIIBKirq5t3EqJU2j/FRKmIlm2yiI6BYExWnchvxFYpH8oZTin4HHJBAHzlISEKAn/9jo187vu/IG3zsr7Sxft21iEKAqpusO98mJFQlCprFquSQJKkaQLzi4eHsFoG8Dnyf383Mi+dDfGhBZomLhYDkQwGlyMs/A6ZM6OJeX/H77Twyd1rCqLuUoSi6tOctmUR0srVvzMr1TYwD1mn08nOnTvp7u4mFosVtWW0kNdfLMrKygphqSsVSXEtMN/nU6dO0dXVRXt7e0EHV6oVntXwvhYDNwlPkbDSFR5VVadNU82WNr0Q3IiEp1RaWh21XjZUujkxnEDTdWRR4M2bKvij759k/8UIAgI+h8yfv309b1gz+x2t0yrx9lYLO3duwjAM0uk05wfH+eufXeJsSEGSJCyyxKcfWM8tzcEZvzsVqm4QsEoomo5uUMgGKxbMyoxuGIiCQCKr0ly2sLZPqZIdyLfmZFEgklawSSLhLLylvviTRcXC1ArL1JbRgQMH2Lp165Lreq6numKGpZ48eZKuri46OjpKkjBcCdPk79KlS+zbt48tW7bgdrtLlvC8XnCT8BQJyx0toes68Xi8kFNkGAaBQIDKysrr0mTciISnVK5JFgW+8HA73z86zEAkw4ZKF199rY/eiXTeO4d8lefPftTDtx/dPqtvjKqqKIrCqVOniMVi2O12zqbs9CUEyrx5YptWNP7pxYt884PTCc/da8v4/tERhqN5Y0JJzLfJHvrKQQzyY/OfuK+10HK7Xuxo9PGG1gCvnc8nhHtsMh+6Y+HVpJyqs/dCmFBSYU25k47a0giVrfDY+MCuep47NU46p7GzSpyToJYCrmwpmS0jj8fDgQMH6OjomDNUshi43mgLURRpb29nYGCg4HtTbGH9UqGurq6QY9XS0nKzpbXCuEl4igSLJR/suFQw7+anjg57PB7KyspoaGgomplVqZCDYqJUKjyQr6K8d0d+RPpQf5RIOv+ZEcX8GlU9H6h1IZSmwmPDMIxpxFbXdXRdp7q6mvXr1yOKIue7hkEIFw4VmyQSSSkzXttjl/n8u9t46ewEyayGbhh868AgPruMKMDe8xG+/ouBRWtRhmMZHnvxIhdCKer9Dj52dxMNAQeiIPDbb2zibR1VZBSNhoBjRpVpLqi6wRdfusCJoTiyKKDp+TT4aw0ULTYaAg5+8/YGAPbvHyvpitRcGpry8nKcTidHjx6lsbGx6KPgJop1yNfX1+PxeDh8+PCCfW9KAaY787Fjx0gkEiVB2k2Uyr64XLhJeEoYiqIU2lTm3bw5OnxlTlGxIIrikhK3lUCpkjiLKIBg5lNd3nhUXYdUhO7uAZLJJB6Ph2AwWNBf7d+/f9oEyKZqD6IgkFN1LJJAIqfNme3lscs80FEFwL+8fAGRy+0jp1Wk69Li4lEUTeczz5wllMzrjy5FMnzmmbP800NtOCaDTZuCi5+yOjuapGc4Qa3XhiDkA0WfOjrM/RvLS5pclCLmEw1fqevZsGFD0SsQxRQM+3w+du7cydGjR4lGo6xZs6akCMRckGWZbdu28eKLLxZaiQt1Z14OrIb3sBi4WVsrIq63kqDrOpFIhN7eXg4ePEhXVxeJRILq6mo6OzvZsmUL9fX1i9LkLBaSJM0bLbEaUUoVnqnYVONhQ6Ubl03CMPLERxbgzY0iVS6R5uZmbr31Vtra2qiurp5TbL6+0sUf725FEASiaRW7LHJ8KM5vfP0Ie3pDc75+pceGohkMRTP0hdOMJXJULnIiaiyRI5RSCLryk1gBp0wiqzIUzS7qea6EoumI4uWNWBYFdN1A00vr73i1z5WZN9fX10c4HF6mVc1cw3z7hanrsdlsHDx4kFwuV9TXL3Zau9VqpbOzE13XOXToEIoys5o5FaXy3RcEAZvNxoYNGzh06BDj4+MrvSTg9UN24GaFp2i4lg+NYRgFh9twOEwmk8Hr9RIMBovaploMSrUacj0oNcIz9e/+6HqVZy0Cwxk7VX4XD3c2sKF64QLY/nCa0XiOjhoP3//wDj7/s/M8c3IMl1UinFb49DNn+cJD7bM6Fd+7vozHXrxAPHO5rea2LU6/47RI6LpRiHHQJkmJawGtqyv/LoZhkFZ07BaR5jInLqvMRDKH0yoRSavsaPBhLbKweimgqmqh9RyLxXA6nQQCAXp6eqirq6OhoWFZ17OQlpIgCLS2tuLxeIoe8bAU4aWzRVJ4PLO7Lq10eOqVuNKdebVUqW4E3CQ8RcbVvly5XG5am8rcDJfC4fZacCMSnlK4JrM9OTExQTwex+FwEAwG2dy2kVt3XFtp+9sHLvHE3gEkUcAw4L+/ZQ2v9oZxWSVkSUSWIJpWODwQnZXwnB1L4XfIlLutGIaBTRZ56WyI37+nZcHZWH6nhXffUsOTh4cKoaVv76ikyru4yZ/hWJbHXrzAUCyD0yLx229s5JO7W/nOwSFG41nuWRfk3bfULOo5lwMmYTN1VqFQCF3XCQaD03RWAI2NjXR3dxOPx5dtJNxc40IP1IqKioKup7m5mdra4kRyLNWBXlVVVfC9mWu9pSgUNt2Zz5w5c1V35psoHm4SniLCDBB1uS4fLlODGMPhvLA0GAxSW1u7JP3y60UpkINiYyUqPFPNHkOhfFspEAhQW1uLx+O57r97fzjNE3sHsMkikiiQUTT+6KmTqLqBIECNz45jctpqtoBQAIP8QWhWdXTD4FrepYduqaGt2s1QNEuV10Z7jfuqv6NoOppuIGBgGAZffOE8E6kcVR4bqZzGYy9e4K/fuZGP39NyDStaOMzPxWIPZEVRCIVCTExMkEwm6evro6ysjI6OjlkPLkEQkCSJLVu2cP78eQ4ePMjWrVuX5ZBbbIXDjHg4duwYsVhsGmkrRZjJ38eOHSMajc7YV0uR8MDlKtXo6Oi87szLsY7XC143hOfJJ5/E7/cTiURobW1l+/bti3rMl7/8ZVpbW4lEIjz00EOzvobD4SCRSNDT04MgCIiiSDabXVAQY6ngRiQ8y3VNUzPJUqlUQWxcX19f9PbkWCKHJAoFAW84pZJVdSo8VsYSOfpDaSrcVhrLnLxpXdmsz9FR4yHosjCeyGGVBLKqwe5N5Quu7kxFW42HtpqrBznkVJ1/fa2PPecjKEqO3WvcPFRWxUg8S+XkGL7TKpHMaQxFs5S5rk4IBqMZRmJZAk7LDJ+fWEbl+0eGuBBKU+O189At1QRd+YrWq71hfnJ8FM2A25v93L2+jHBKwW2VZlgCTJ2WMwlsMBikpqaGVCpFe3v7gt4ns3Xkdrs5cODAvK2YYuFaWjqmyLa3t5dDhw6VfAXCXO/58+dn+Avpul4S3jdz3XRVVlbidrvp6uqitraWhoaG1xUJWU6U9ulbJEQiEZ599lm+9KUvAbB7926effbZBT/m4Ycf5itf+Qp+v5/du3fPIDxjY2M899xz9Pf3s3v3blpaWvj4xz/O7bffXlJK/IXgRiQ8S1Xh0TRtWiaZxWIpZJK5XK4l3bTq/XYMg8nJLJGMoiGJAl6bjN0iEUsrvL2jkg+/oWnOUXCXTeZzv7KJb+6/xHAsy7Z6Lw9uqy76WnvHU3zn4CCXIhkSWZVQSqG13Ek6rfGTM3E2NcWxyiJpRcNhkQo6IJ/j6tvTa70hvrn/EgICumHwtvZKHticn0LTDYP//Vof/eEMAYfM6dEE//LKRT55/xrOjiV56sgQFR4bkijwkxNj/PD/Z+/N4+O663P/99lmX6SZ0WJtlrVZliV5jRNImoQQU0qglKVpf5Q29JbSXkqXF11S4FKgLS3clvb3a+9tG9pL+yuUAgUKZQ1JCCSQgG3ZlrzJliUv2peRZl/Pcv8YnfHI2uXRYlvPH3m97BzPfM+ZmfN9zufzfJ7nzDhlbiu6YXC0NcCDDd45VRyXy4Xf759DYDVNW9PnXF5ejsPhoKenh6amJsrLy1f9GivFWjUsgiDQ2NjIxMTEhpGzW4FJJr1eLydOnKCtrY3S0lI0TdsSFZ6lKk3mtJxpsFjozrzeuJvI1V1BeL7whS/Q2NiY/3NJSQknT56cU8FZ7JhCDAwM5ElQNBrlox/9KM8//zx2u51HH32U+vp6PvKRj9DR0bHOZ7R+2CY8i8MwDOLxeL6Kk81mKSkpyTtab+RTZLnbyvtf28QHv9ZLJJXL1XIquZupRRRwWGQebgks63sTcFnWtW00Fknz0W/3MZPIMhZJk8hoyJKIphvs9EgoosClyQTvur+Ov3vxGrG0hq4bPNZevmxoaCqr8bkTI5Q6LFhlEVU3+Nb5CY7Ul1DuthJKZBmcSVHhtiAIAmWKxHgkzXg0zeXJOFZZzLlLGzkvIUUSafZbiCeSfO6Hl9CmrOyuCeSjORbaGG5FEOtyufIj1tFolIaGhnXZfG61pVNIznbt2sWOHVtPS1UIv9/PwYMH6e7uZseOHZSWlm4ZwrPUPUKSJNrb2xkeHs4LsV2u5dvD21g57grCEwqF5vRGfT5fviy93DEDAwMA+af4J598ko9//OPY7XYeeOABPvCBD+Sfevr7+4s+0rnRuBMJz614C5lajenpaaLRKA6HA5/PR2tra1FSnG8FLouERZIoc0mkVJ1QIsuYkcZtUzi800Nn9Y2n8bSq882zEwyHU7RVunhVi39DnuzOjUZJZDSC8SyWWVKSUXUiKZWINWcwGHAqHKj18tE37GYknKbELq8ogiKR0eZEYsiiMBthoVHuJteaM0A3cgnzumGgGwYWScRjV8iqBpqqEU8kicRT+G0G8biBzW7H77NR21hL/QradLcCRVE4ePAgFy9epLu7m46OjqIT52L44JjkrFDXs5UrA3a7PV8xmZqa2hLtuJVWmm52Z15PgrnVJtjWG3cF4VkIoVBoRceYxzU05BKen3zySQYGBmhoaOD1r3/9nOOdTifxeLz4i91A3ImEZzUVHl3X5yTLA3mRucfj2TI3B8Mw+EH/DLph4LbKOCy5aoldkfj9Rxu4v9GHOLtWVTf4wH9d5NxoFAH45rkJ+ibjRUn3vhJM8HcvXGM8kmZ3hYvfeHAnJQXJ74porkEnq+pk9ZzFYkbVCaU0WgNWHtkdAHJVq/IF4jQWg8eu4HcqBOMZfA6FaFrDKotUuHObm9sm88huP8/0TiIKObfmV9R7UdQ4AS2ImJqhNyRgtVrwOm3Ulznxl9pJZTUEVaVsBZ5ExdgwRFFkz549DA0Ncfz48aKb0hVrU1MUhQMHDnD58uW86HozrDNWCrNicvHiRYaHh0kkEps6CbuaHC232503hAyFQltywOV2xF1BeEwhsonp6ek8gVnJMcFgcM5xJuG5GVstMX0tuBMJz3LnVBjZkUwmN90LaaVwWqU5U1WSmHM1fvAmkfLFsRi94zG8NhlByHnlfLVnnF88UrPiqIeFEEmp/PE3+8ioOk6rTPdwhI8908+f//Tu/AZ7sM5LhdtK32ScrJqbILNIAqIo8EsHfRyucuSnyVYLWRR494P1/J+XBhkMJfE7LbzzlbU4C6bSXt9eTrVbon8kiJiNU20MMzlZQrnfxxMPlzMwncbvVKjy2vjiqTFGIykkQeDnD1UtmGW2EIpFgmtqanA6nZw8eTKvPykGivkULwgCzc3NK/K/2SoIBAKkUqlNj6RYbWtRURT279/P1atX80R4s6vKtzvuCsLz+OOP8+STT+b/HAqF5k1pLXZMQ0MDn//85/N/PzAwwOHDhxd8n81OTC8G7kTCc3OFR9O0vBdSKBRac7L8ZsE8n5/uqOCbZyeYSWQxyLV23vXA/HDOjKYjCjc2ZjOZIavpwFyyMRZJ8/2+IJpu8MqG0iVbS1eDCdKqRok9VwnxOxSuTCWIpjU8ttytxWWV+Z1HdnFxIkYio6HquSmsUrtMjceCRbq1a13hyWmZTONDyH2+4XCYYDBIKBTCYrFwX60Pv78Wu92OAXz2+AgnB3MZWLIo8K77a3nHfdXEMzo7PBYs8nwSttAI+0KVw67rYV6+MoMowAONPjqrV27gV1pamtef1NTUUFNTs8orMh/FjHYwUeh/09DQQGXlwmL3rdAy0XUdu93Onj176O7uJhKJrJteaimsJSndDHr1er10dXWxe/duAoHAOq3wzsddQXjM6apnn30WYA6xOXToEM8999yix5SUlPBzP/dzfPKTnwTgfe9736JeCaYPz+0MURS3lCtxsZBOp7l27RrT09OoqkppaSmBQIDGxsYtMbK6Emi6wUg4xVTSQNN1Ai4LT72tg2d7p8hoOvc3+GgIzCcoLeVO3DaZmUQWmyyRzGp0VrvzpMTEaDjFe790nlhaBQS+fHqMj/70bnZXLCycdFgkNP3GpmZ6AFkL3JBfvjLD3794jWA8Fz/RXOZEEgWmYhmUWyQ7hcikkozNTlRlMpklxeS9YzG6BkNUe20IgkAonuHD3+yjYrais3eHi7fdU50fz89qOk+fn+T49TBWSeCn9pZzoDaXLn7zhn52JMrXz4wTcFvQDfhK9xh2RaSlYuVVEFN/cubMGaLR6C23M9aLdJi6np6eHiKRCM3NzfPep9ixEmuBWVmxWCwcOnSIvr4+Tp06RUdHx4ZWcG9FPO7z+fLuzOFwuKiEbbM/n43EXUF4gEW9c7q6upY9ZrG/vxl3gobnTkEmk8m3qUKhEKIo4vV6aWtry/tz3E6Ip1X+4Cu9XJqIkc5k+c7ERf78jXvwOy383KGl3XCdVplPvHkPf/fCNUbCadoqS/m1B+rm3ei+2jNOPKPhd+WuTziZ5d9PjPDhx1oWfN3GgIP7dpXw8sAMBrkb5xP31uQJz9Vggv/1/au4LBI1JTaGQinOZqPs8Np4xa4SqtzKmsn1zVU6M1i3paVlWf1LLK0iIuTPfyapMhxKUu21IosCPcNRakqnefWstuj5S0F+ODBDlddKVtP5wslRvHZlQXJ5fjSK2y7n23TJrETveHxVhAdy+pN9+/blc/VuxaRwPUmHKbru6+vL+/UUkoj1qC6tFoVEQxRFdu/ezdjY2Ia35NZS4SmE1WrNE7aTJ0/S0dFRFDH2NuHZxprgdDrnTX9tY2Ngio2DwSAzMzOIokhpaSk1NTVUVlYSDAa3/DjtUvinlwY5PxrDaRExRIPTQ1E+e3yYX37FjVymaEplKp4LAHXe5K5c6bHxx6/fveR7JGe9fEzIokAyu3iQrCAI/PardnF/g4/pRIa6Uvsc88GBqQSGYWBTcoTHYZGYSWR5z0P13FtfwvjY6IoIj6obfO/SFH1jEVxCmt2uNIJ+o0rX1NS0qk21ymtDEHJj7VZZ5Np0kpRqcG4shmGAyyoxOHOjUts7FsM/G44qiRKKpHJ9OklDwDGvemK3SGTUGy3hrKavWSdl+uC43W5OnDhBZ2fnmsaU17utZDoGmySicJ1bqcJTiMrKyrzZ30aN2t8q4YEbhM10Z25vb8fr9RZphXc+tglPEXEniJZvJ5hi42AwmA9e9fv98xytw+Hwbd+mOzcSJZlViWdABBwWnUsTuWpiRtX5s6f7+Na5SQxyraYP/GQjR/eszszuoWY/3+ubJpHREITcKLs5QbUYREHgSP3CLV63TcZAyG+4VlmkqczJKxsWFuOmVZ2u6yESGY2WchdVHoXp6Wk+9dIgXSMJbIqEISqM1Hj5vaPNc8iZibFImmd7p4hncmGjh+q88zbc6hIbbz9SzRdOjjKdyAK5sFPHbFVmIpqhUA3usSsMziTyxCWrGTgLQlYLX/8Vu0q5NBFnOJTCMAw8doXDdbe2IZWXl2O329dsUrhROprKysq8rqexsZGKiootEeuw2Dh4YSTFRkxCFfNamO7M3d3d+UDazSaWtwO2CU8R4XQ6twnPOkJV1TnOxqbYuKmpCbvdvugPXhCE21aIfXE8xue6Rjg9HCGZ1Wf9ZCCrazQE7BiGwQe/fpGnz0+izW7SyazO7/9nL//mtbG3amHBrKob9E3EUTWdpnIndkXiYK2X33u0gc+dGEHTDX7xSDWvaV27QPJgrZcDNR5ODYWRhFwMxq8ViKoLP6+0qvPnT1/m8kSUbFbF0LK8uUlhT42P3jA0VQeQZvVll6dSDIdS1Pnmtq6C8QyfeG6AtKpjkQROD0VIqToPNPrmrW1/jZd91R5U3eB/fO0iY+E0oWRO/O21ybRW3qikvLatjH966Toj4RSGAfV+e16IfDORDrhyk2JXphIIokBjwLFoltlq4Ha7OXz4MN3d3cRiMXbt2rXiDW4jhcPmOLUpDq6qqtp0wqPr+qJanaUiKYqNYlR4CuFwODhy5AgXLlzgzJkztLW1rcmd+W4iStuEp4jYJjzFhWEYxGKxvBZH0zRKSkpW3cbYjPDQYuDSRJz3fOEciYxGarZNUngWr94dYDqR5di1MPpNp2cAf/O9qzz1ts55r5tWdT74tYtcGIshCgI+p8JfvGkPAZeFn2j08RMLEISVwDAMrgST9E3GcVkkjtSX8LuvbuDcaJRYWqMx4JiXoq5pGhMTE3zvwig9VyOUuxQsbiuqYOdEVOa1O+tRTl7IewpBLpFdX+DzPDcSJZ5WqSrJje5aZJFne6cWJDy51xFQJIG2SjeaZtBc7iSl6qRVjXr/DTJV6bHymw/VMzSTQpYEGgKOvKB5ITLhtSvsr/XOe69bhSm6vXjxIj09PbS3t69oA93oKouiKBw6dIhLly5x/vz5TR8KWO78zUgKj8fDiRMn1i3Ecz0yvUyvIdPDqbOzc0549TbmYpvwFBFOp/O2n9IysVnjpIVi42g0isvlwufz3ZLY+HYdtf9K9xhpVcNuEYmnQSfnHuySdZAkoikNl1VmoWEnAYimF9bffO3MOGdHo5TM+vJMxtI89YNrfOC1zWtaZySl8rffu8JLAzNMxTMEnApOi8yeShf/46ea54xlF4Zwjo2NYRgGjtIyRjI2ULK43A4kUSCr6cQzGl67TEe1m+6hCC6rTCKjUeezU12ygB+JkP/PqvDWA5XohsGFsRh2ReSJe2uo9Mx9fa9dwWvffE8m06RwcHCQ48ePs3///mW9WTbjtywIArt37+bKlSsMDAwQi8U2LSZhpYQvEAjgdDrp7u5elxBPTdPWzfG5pqYGj8dDd3f3kjYBdzu2CU8R4XA47ogpLZMgbMSTma7rhMPhvLOxKIr5hHG3212UG87tWuHRdAMBAUUUUCSRtKqjGwaJLOiqxu/95wX8Dpn2Kjc/uhIinrlBcNw2mXsX0dYMh1KI3Kg6WCWRwZnUmtf5t9+7wumhCKFkFgyYiGWp98lcGItxeijCvh2OvNYqFovNSZEfj2V5qjvOTDzL6Gxbae8ON5cnE0gC/NZ/nOeNneXUlNjon0pQ5bXxxs6KBRPdO6o8fMM2wXgkgyILpDIabz+yvI+N0yrzy6+oRdONOX5FK8FmPRjU1tbicrno6upa1qRwM71w/H4/MzMzdHd309zcvK4hqYthNRUu0xLg/PnzhMNh2trainYfLHZL62Z4PJ68ncHMzMy2O/MC2CY8RcSdYDwI6094EolEvoqTSqXwer34fL55YuNi4XbV8Lyho4LnLk6Ryuq4rCKiADWldoam4wScCoosMhnL4rLKvPOVtXzj3HlTjSAAACAASURBVAQjoRQOi8TDLf45eplCtFY4efrCJLphIABJVadtx9qevg3DoHsogs+pcDWYJKvpGOQiJ5yKwOlzvUhBCz6fb14I5+joKN+4OE06C7U+Ox67TO94nN6xGJIk0FLuwgA+c3yY3391I2/ev/QkTalD4fde3cDzfUFiaY2DtR72rcL0byER9FaGaVJ4+vRpamtrFzUp3EzCo+s6VquV9vb2dQ9JXWoNq9n4zTaRWUXr7OwsSiTFRrQWzfiP1bgzb2t4trEmOByOO6KlVewWkKqqec+UcDic90xpamrakGyb29VMsb3KzV+8aQ+fOTZMRtM52hrg2nSSz51IIM/eOO0Wkf5gkn/8hU7eeX/dbEAmedfhhXB0TxmXJuI8fWEKgI4qN79SMN6+GgiCgNsmE09lUXUd3ZhtKs1Wojpbm6kOuPj3E8NM9YzQWePmTfsq8xWacFrDNiso9doVmgIOklmNcrcV6+zUlJxSOT8WY2/V8n4pZW4rjx9c2pfIMAySWR2bIs7RBq0Fm+0kbFYkzp49u6hJ4WYTnkLTv0uXLnH69Gk6OjrW5eFmqTWsBoIgUFdXh8fj4dSpU0VxOF7vCo+Jm92ZW1tb8fv9y//DuwDbhKeIuNMqPGuFqdMwqzi6rlNaWkp5eTnNzc0bXma9XVtaAAdqvRyo9XJmOMIffKWXZFYjmjYwyOB3WkmpOhVuS0FshMByhQpREPjNh3fxxH25Nk6JXV71hljYinykPMlne1VEADEnKnZYZHxOC5Ik8aFvXCKaVrHJIn2n4kzHs/z6T+SCS/eW23j+WhqrIqHrBhndoLbUTjiZzY+Bq7qBe9YVOqvpjITTyKJAlde66nUH4xk+9dIgw+EUVlnkl+6tYe86J6KvN2RZzpsUnjx5cl6o52Z64RQaD4qiSGtrKyMjIxw7dox9+/ZtiMD2ViorJSUl+em4W3U43mjxuM/n49ChQ/T09BAKhTYlTmOrYZvwFBGKopDJZDZ7GbeMtRCedDqdJziFOo329vZ1E+qtFLeDaLkwC2oh/NHXL5FRdRyKSEKGeEbHpmjYFYk/+qm1iY1vjpZYDqlUimAwmA9ZNVuRj7+qjlccyPDBr18inMritEjE0jpWWSSe0YimVPyzyeN2ReKFy9O88/5cu+3VDS4sTg/PXwqiiAK/dKSa1gonH/vOAOORNAa5Nt6DTT7CySx/9dwVRiO58fADtR7e9cDOJa9bIQzD4J9fHmI8mmaH10Yio/GplwZ53082EVhBMvpir7kVNhHTpNAM9Sw0/9tMt+OFyFZVVRUul4vTp09vSJjnrRINq9XK4cOHb7k6tVEVnkLYbDYOHz68oBP2Qtlwdzq2CU8RcacIxFZCEHRdn+OJI0nSgjqNrYCtXOF5+coMH/7GJaIplcYyJx//mVaqvHN77llNZzqRxWkREQQBj0UgY0i8dX8lb7unmhLH+kwPmZ+xGcKpKAp+vz8fsgq5OIp//68zaLrBgVoPP74yQ/9UEkUUkCULF8djc0bpdSOXt2VyFEkU+MUjNbz9nmrgxs33T97QwstXZnKOxn5HPtJhNJKi3G3FMAxOXAvTUTXNTzStrFyf0QyGZpJUenPTfg6LRDSlMh5NL0p4TJ3TVvo+L4WKigocDgfd3d15MrGZpGwxsmUKbE1dz2p8hVaLYugRzerU6Ogox44dW5Pr9WaZMJruzOPj4xw7dmyOO/Pt8r0uFrYJzzpgqzz1rRWSJM0jPIZhkEwm80/46XQ6H9BYX1+/Yf34tWCripZHwine/9VeNN3AJosMTCV475fO8++/fGDO90eRRGpKbYyE0zgUIa/ReXVroOhkx/yMg8Fg/jM2Sc7Nm8axqyE+fWwYr11GEgV+2D9DWtW5p86DIIhkVJ3vXgrmc7RkMRcw+pYDO+ZpZ27+vURSKl87M0E6q/HjqyGevjCJTZHyJn6CIKDIIiPh9IrPzSIJOKwSiYyG0yqj6Qa6YSxY6VJ1g2+dHeelKyEkUeAn9wR4oNE3b51b8bdeaP4XjUY3taW11HsX+gp1d3fT3t6+LveRYhKNHTt25CMpVjv+vRkVnkJUVFTgdrvp7u6mpqaG6urqLffdXW9s3V3qNoQgCHfEF0gURTRNy4uNg8EgkUgEm82G3+9fUUDjVsJW/Ux6x2IAeQGvVYKhUIp4RpvnzvvRN+zmd798gXAyi2oIvOveykVTzFcDTdPmVHGsVit+v5/m5uZlBeVnRqKIQsH6FZFQMosgiLPnJaDpBu97TSPfuzzNVDTD3io39y8SLVGIr3TnPHoqZ6tdY5E0AVEgklKxKyKGAVlVp6506QmUQpjhpv/0w+vE0hq6bvDq1gA1C3j6vNAX5NsXpiixy1gkga/2jONzKAs6V2/F75dJJnp7e/OkZzOwHNkwfYWGh4fzU0XFHmRYLFpirTAJpRlJ0dLSsqLX32zCAzfcmc+fP8/MzAxtbW2bup6NxjbhWQdsxae+lcAUG5shnJIkUVpaSmVl5Yp/1FsRW/Wz8DmV2amm3PdFm63cmEnbhaj3O/jcfzvAZCzD6LV+musXbuP0jsX4j1MjpFWDN3SUc2/9XHJhGEbeFiAYDJLNZtfkXg25GAVNN/Lfd1HIuRtHUioOi0QomaGt0oXfZeUty4yU34xYWsMi31iLLAq0VbqYjGe4PJkAA16128+9u5YnT4XYXeHi/a9tZjySxmWTqPbaFvx+fOPcBFem4lhlCQOoLrFyeSoxj/Bs1VYp5MhEW1sbwWCQ7u5uDhw4sOyIcrGx0upKdXU1LperaBNRa1nDamCOf5tp9p2dncsao26FXDHIVfA7OjoYHBxkZmbmrnJm3iY8RYbFYiGTyWz4jWWtSKfT+TZVPB7H7XZjsViorKykqmrp8d5t3Br2VXt4qNnP9/uCYOTmuZ882rioH4wiiVR5bUQWSd++NBHnvV86T0bTEQWBY9dCfPC1Tbyi3jvHFsBut+Pz+Whtbb2l7+nR1gDf7wsyOJNEANxWhfc+0sCXTo8xFctwqNabn8YqhGEYBONZpuIqHsvChOEVu0r49I+HkcVclUjVde7dVcqeShfT8SyKJKzZ+bjUoVC6RCtwLJJmcCaFRZZwWiWyukH/ZALX/vnX/XZ4uLFYLDQ0NNDV1bVusQmLYTXXx+v15ieiotEo9fX1Rbm260U0TKH4SiMpNlM8vhBqamq2/He32NgmPEWG6ba8VQmPpmmEw+F8C0OWZfx+P/X19TidTgRB4Pr161vqh3mnQhAEPvJYM8eulTEZy9Ba4aKpbPmnrcVE2N84O05a0/HYZHRdJ57O8o/P92I/YF21LcB0PMPpoQiSKHCw1psfCy+EwyLx529spWc4QlbT2VPpptShcP8SWVxZTefvXrjGsWshspksu0oVPlRZnR9BN/HI7gBp1eC7l6awySJvP1KdHx9f60TVSpHIaFR7rQyH00TTKiBgVUQ6Fwli3eowDAOfz5c3Kayrq6O6unpD3nu1gmFzIqq3t7doup71JqVlZWX5SIqamhpqa9fmabWN9cc24SkyHA4HiURiyxg9LdTC8Hq9iwpR4fYY475TIAjCvLbTSv7NzYQnm80SjydQs1mSRhZREHOxFDYH16QKrkbg/oCd0hWQnZFwit//8oXZzT5HMD7x5rYFqyJWWeSenSuvGDzXO8WPrsxQ5raQlnT6pzP8x6lRnrh3rkuwKAg81l7OY+0bH0UQcFlwWWX2VMqomkEkpVJTYsuP1hfidqjwmGs0TQrPnDmTNylc77WvpaphtuLMQMxi6HrW+zxNbcy5c+cIh8Ps2bNn0/U6K8FW/+4WG9uP8UXGVkhMz2azTExMcOHCBY4fP87AwEB+NPGee+6hpaUFv9+/6A9ym/Bsfei6TjQa5erVq5w8eZLu7m5eWSVjsyhoooIqymiIDIXT/MMPrvHUD67z6587w5Xg4t/NnEuzwb/+eIhoWs23fiajGb58erQo6x6YSmCRcw7HgiBglwUGpraWWafHlsvWkkSRrGbQEHDwK6+sW9SVeSWbxmZuLIWkTJZl9u/fjyzLdHV1kc1m1/W9b2VCrKamhj179nDq1CmCwWCRV1Z8mNoYj8fD8ePHt7zr/u1A1ouN7QpPkWFWeDYShmEQiUTyxn+Qy9mpqqrC7Xav6QlLVdX1WOo2bgHZbDavt5qamspX6grNHSuqony+a4SMapDRNM6OxPDacpWZaFrlX388xIde1zLndQ3D4HNdI/z7iRE03SCR0VB1nYyqE3BZkCWBYLw4G2Od386L/dMYhpGPeNi5ikmrjUJDwMEHX9tEVjNQpMWnL1cqWt6oMN7FULh+QRBoampibGxsnklhsXGr+hnT6fj06dNEo1F27ty5pTdpM5LC7XZz8uTJ7ViHLYZtwlNkbFRieiqVyhOcRCIxJ4G60FZ+Ldiu8GwNmEQ2GAwyMzMD5Ozi3W43FRUVBDUbVxJZhJRBxWy3Ze8ON3/8+t0AfPgbl+bETEiCQCQ5n8h+//I0nzk2jMsqMRHLMJ3IkZtERieSUvE5FA7XeVe87nhaZSqexedQ5ml/XtNaxtmRKGdHomSzGrVehcc6KnhpYAbdMNi7w72koPhWEU5mef5SkFAiS3uVm0N13kU3UEEQsMhLb66LPSXruo5hGGialrerEEURURS3zIZdWVmZ156sl+NxMYS6VquVe+65hwsXLtDT00N7e/uWbxeVlpbOiaSor6/f7CVtg23CU3Q4nc51KWWafimms7GiKHnTP1NsXCxsE57NQyaTyVdxYrEYHo8Hv99PbW1tnshevnyZp340zvMD0Xyb5U/fsJsj9XO1NA82+3j5ygwZVQcBNMPgVS3znzZPD0UQhNwGH0mqKKKQC8QyDFKqziO7Awv+u4VwejDMXz43gKbniMBvPlzPKwpGxy2yyB8cbWQknGJ8YhLFUPnY0/1MxjIIgNMq8aHXNbPDW/yqTzyt8lffvcJMIotVFjl+PUwkpfLI7uKMQOu6nic6JiRJQpKkOeaXW4n0mJ4yp0+fJhaLFW0yykSxTA9FUWTv3r35BPN9+/ZteS8wU4B98eJFTp8+vWU+87sZ24SnyChWS8swDOLxeL6KY/ql+Hy+RcXGxcKdSni2Ys9a1/U5VRxRFPH7/ezcuXNRIts3neXZy2HsFhlREMioOh/55iW+/t/vmXP8q5r9RJIqn+8aRTcM3na4ekERcJnLgm7u0Tmeg9sqUVtqzxOClVy3REbjE89dQRIFXFaZtKrzN9+7yp4K1xxHaFEQqCmxI6csfOVMhMlYlnJ3zsMkGM+JmH/r4V1LXzfD4If9M1wcj1HmsnB0T9m8Sa+bcXEiF1xaNRst4bJIfPvCJI/sDqzpu6HrOpqmoet6XgsjCEKe5CyUWm4SIpMEbQVYLBYOHz7MhQsXOHPmDHv37i3a/aXYI+G1tbW4XK7bpl1kGitev36dixcvEovF1q19uBZsle/gRmGb8BQZTqdzzS2tbDabJzjRaBSHw1EUv5TVYqFoidsd5mTTVviBm+3IYDBIMpnMV3F27ty5ohHc6aSOCPnqjiIJxDMaaVXHVmBaKAgCP7Ovkp/Zt7T9/U93VPC9S0HGImmskkha1XHbZGYSWSo9VnZXODEMg4loGossLZquPpPIktV1Sqw5cmOVRZJZjclYZtEIjHBanxP+aZVFJqJpPn1siMGZFI0BB2/srJhzXgBfPDnKt2fjJjJZje7hCH/4mqY5ZoU3I1d4uVF9EQSIpVT+9Nt9TMezNJU5+IV7qpf09zGrOGblwm63c+XKFcrKyigtLV1yczevmdnq2kqkx6ygXL9+nRMnTrBv376i3HPW4zdXWlrKoUOH6O7uJhaLUVdXt+h7bGasRiHKy8sZHR1dUyTFemIrXJuNxDbhKTJWU+Exn+6np6fnaDSqqqrweDyb9mW8Eys8mxkgWhi0OjMzk/c+MkM4V/s57yxRMMh52iiSSDKjUV1iy5OCqViGjz/Tz8XxGDu8Np482khDYPGxXrdN5m8e38vJ62GSWY2+yQQDUwmqvFaeuLeG6ViGd372DOPRNALwyoZSPvHmtnnkotShIIsCyWwuxT2t6ggIeO0y//jD67w0MIPdIvKOe2s4MjuK31ZmpWcyQUbVEQSYiqbpm4jz3YtBPDaZsyNRrs8k+b1XN+SvU1bTeaZ3igq3ddakUWEwlKJ/KsGeyrlPz2dHIpwdieK0yhys8VBiVxiPprHJItOJDKmsQSqjUe620D+V4J9/NMhvP3wjyNKsyBT+HgRBQJZlJEnCZrNx8OBBenp6qKmpWdas09Tz6LqOqqqIoril9Ch1dXU4nU66urrmhEyuFetl+mez2bjnnns4f/78klWpreJurGkaVquVvXv30tPTQzgcpqWl5a4jHJuNbcJTZLhcLkZGRhb9/8lkMl/FMZ/ufT7fHI3GZuNOJTwbOSlTGLSaSqXy7chdu3bd8hqqPQr//b5yPnk8SDKrUe628rE3tgK5Vs+TX+3lWjCJwyJyZSrnvvyvT+xfMCTThF2R8oaBj7bO/X8/+9kuxiNpLLKAYcAP+2f45A+u8Z6b2k4Oi8R7H9nFJ757ZTZTS+A9D+3kG2cneObCJD6nQjqr89ffvcqfvMGCC+istKG4SvmHH1xjLJIho+ZEvl6bTDyrIcQznBuJEoxn84aDhpGr0xTuFYKRO/dC/OjKDP/yoyGsskhW0/nx1RC/en8tLw/MEEqq7K/xcPxaGI9dwTCg3GXhWjBJPJ3L6zIFx0CemJji40LYbDYOHTrE2bNnicfjNDU1LbuRiaI4h0htJV2P3+/nwIEDdHd3s3PnzltyXF9PwiGKIu3t7Vy/fp3jx4+zf//+eVWprUJ4zHUoisLBgwfp7+/PV9LMCcttrD/uKsLzxS9+kZKSEkKhEA0NDRw8eHDVx5j//9FHH13wPRwOxxzRsqZpeVt/M5zR1OGs5el+I2CGh95JMDeY9cJiIZxNTU1FD0MUBIGHGjz8zD0NRFMqJQ4l396ajmcZnE7isuY2UKdVJpXVuTwZ52Dt0k/rumFwNZhE1Q12+e0oUo4oDIdTSLOj2YIAgm5waiiy4GscrCvhH36+g8lYBr9TwWtX+PSxYUocCookokgQTWucH41xpDx3LqUOBadFZk+lhYtjURJZnVQ2l2gey6j4dcucaTOLLPJAYykvXJ7GZZVJZTUCbsu8KtbXzoxT6lDy2p7hUIqRcJqfP5xzGb4+neTF/hm6roeIplQkUaC6xIYs5EbmZVlGEEVUHRR5aUIiSRKdnZ309/fT09PD3r17l21PFlaRYGuRHofDMcekcK3ViI1oI5tj4F1dXezZswef74bT91YhPIXBoaYtwOTkJMePHy9KJW2t2Crft43CXUN4QqEQzzzzDE899RQAR48e5ZlnnlnVMaFQiKeeeoonn3xy0fdxOBxMTEzw4Q9/mKmpKZ544glKS0sJBAI0NjZuqfL1YrhTKzzFJDyGYcyp4mQymXwI53p/zua5KJKIzzn36dCu5G7uugGSMCuUNQycywh6I8ksv/3Fc1wJJrEpEjtLbXzsZ/ZQYpdxWSWC8SyGAAICumEgCgIXx2MLJra7bfKccXS3TWYymsZa0AJzWiUgNyLfOx5DlgQUSUAUBWRJIKUayLJOVoN7d5bMG1X/hXuqKXNZuDAWo9xt5ac7KuaFrmq6gSzdeE9BAH1Wna3rOjvcMumsymQsg1XOaZeymkHGEHFarfQMh/n348NkVJ2dfge/dF8tJUvoe8yNbHR0lJMnT9LZ2bmsDubm1tlW0vWYJoWXL1/On89qq9AbRThMXc/p06epqqqitrY2X9XdaoTHRGEkRW1tLTU1NYv8620UC3cN4fnCF75AY2Nj/s8lJSWcPHlyTgVnuWNOnDjB0aNH57321NQUzzzzDE8//TQvvPACXq+Xxx9/nHe84x23pf/CnUh4inFOZrUuGAwSDoex2Wz4/X5aWlo2dER2KfLmtMq87Z4qPnt8BFU3kEWBVzaU0lI+P6NL0w1mErkgzv/2mW76pxKI5MhPVtX4px9e5/ePNvKRx1p475cukNF0VD0XTDoaTvGHX+nll+6r4U03iaINw+Dp85M80zuFRRa5v6GUL54aZSKWAQN2+uy8sqGUcHCS/uk0F8dVLo3HEcXcmgQMbIqIRRZ5XVuAX39wvtmcIok81l7BY+0Vi16nh1v8/Gf3GF6bQmpWV9Tot+YnqlJZHadF5t76UjKajssqE0urjEUzZHX49I+H8NoV/E6RwZkk/3ZsiN94aOnpMYAdO3Zgt9s5deoUbW1tyz69b2UxsyAINDc3500K9+3bt6p07Y0MzCzU9UQiEdra2rYM4VlsHYWRFKFQiLa2ti2x3jsVdw3hCYVCc5JsfT5f3pV4JcecPHmSw4cPc/LkyTn/5kMf+hDPP/88R48e5d3vfjfvete7eOqpp3jPe96zjmezvrgTCc9aKjyF1gDBYBBVVVcdwrkeWO5c3nFfLW2Vbvqn4lS4rTzc4p+3gQ7OJHn/f/USjGdJZXWiqSySICCJAqqeSzN/4fI0v/LKWl7R4OOLv3qQr5+d4Atdo1R6LFhkCVXPxVA8ujswp6Lz9IVJ/vGlQZwWCU03GJhK8J6HdpJWjdnsLS/nRqP86TevMRTOoBmgaQaSmGtXKZLEux/cyaG6knki5NXg0d1+LBJ0XY/gsth43d4yyty2vAGgYhGwW2QcFgmfYkHXc7lZLqvMaDiFYZCvGlW4rQxMJtB0Y9E0+0KUlJSwf/9+enp62Llz57JTOTeLmRcaa99MVFZW4nA4OH36NLt37yYQWJl30UZPSUmSNEfX09DQsCWu40IVHhNmJIW55s7Ozi3vMXS74q4hPAshFAqt6phCMmTiwx/+MB/5yEfyfz579uymZ2ndKu5EwrPSc1JVNS8qj0QieWuAtrY2rFbrBqy0ODhSXzLPiNCEYRj80dcvEYxlcdlkMmqGtGogSwJZTUedvUzT8Qy/88Xz/K+fa6e6xM6DTX6euTCFRc7duGUxp+mJZ9Q5hOe7F4M4LFJeOxOMZ7g8meCXX5FLkb4aTPBXz11hNJJBESGTNbAquXytnT47iiRwpH7hqtRyML1xTO3Ig40+Hm4O5PUxN29+v3BvDf/88iAks+h6ripUU2Ijq+los+1AURCIpTW8DnlFZMeE3W7n0KFDnDlzhng8TkNDw7Kbv6k1M8/hVnU9xWzjejyevHtwLBZbUczDZlRYBEFg586duN1uzp49uyV8b5a7DuaaPR7PhnoMbZVK4kbhriE8phDZxPT0NA0NDSs65pOf/CQ+n4+BgQGOHz9OMBikoaFhwRvYVggPvVXciT+CxaoihmEQi8XyWhxd1/H5fFRWVtLS0rIlng4h1+r51MuDfOvcBKKh8bZ9pbx5x441vVZK1RkJp/JTWy6rzFQsMztSnrtGFkmg1mdnOpGl63qYV7X4qS21YVVEoikVp1UimlLxOS34b9IRWWQRTb9xrQ0j568TTamMhFOcHoqgzjoxSyIIGGQ1A6dVxCaL6IaB2zr3aTiUyPKZ48NcnoxTU2Lnl+6tptxtXXJs3KzkLIX9NV7e/5M2xiIp3DaZXf7cIMEuv4MHGn38sH8aURRQRIFffWDnqq+1qYO5dOkSZ8+epa2tbVl9VzHFzMUWDZvuwefPn+fs2bPs3bt3yWu8kS2tm+Hz+Whubqa3t5fBwUFqa2s3ZR2wdIWnEIUeQ5FIpOjO13c77hrC8/jjj88RG4dCoXkTWIsdU3jc8ePHOXr06DyyZOJOIDx3IgoJj2nwGAwGiUajuFyueSGcWw3/8qNB/u34MJKQ86H5f1+apKGmkv01nlW/lk0W807INkVCFgX8Tgs+h8zlqQQui0R1iQ1JFBCAkXCKj33nMqFELh+rdyzGdCJDxw43f/CaJhRp7ob284eq+NNv9zEVy2CQSx9vDDj47f84R1rTCSezpLM6TkUgltGxyCIZVUfTDTKazhs7K+ZES2i6wV8/f4XBmSReu0LveJSPf+cyH3ldU14IbbaAFqriLIcKj5UKz9zqnSAIvHn/Do7UlxJPa1R6rUsKlpeCIAjs3r2boaGhvPh3uWphscTM6zElVWhSaI6DL3Y+m238J8sylZWVzMzMEIlE2LNnz6YQME3TViz4NrVIvb29dHd3097eviJD0m0sj7vmKpaUlHD06FGeffZZgDnE5tChQzz33HNLHgM5Hc+zzz6bH1lfiPRsE56tB8MwUFWV4eFh+vr6APJBq263+7Z4gvrOhSkkISfWFTBIZHVe6AuuifAIgsD/eG0TH/rGJZIZDU03ePzQDn7tgZ188gfX+GrPOGnNIJtRsUgC/3FyFFXXmYhmci7MVhm7ItJR7aG6ZP4UUnuVmz99w25eHpjBIou8qsXPH3+rD003KLUruCwSF8ZiuC0iWR2yOuyt8fD6jgr27nCzu2JuKysYSzM4ncDvVBAE8DkUpmIZxmNZmsrd67aBCYJAbWnxtBQ1NTU4HA5OnjxJe3s7brd72feHWxMzr9dYuNmCcblcnDhxYtHR6s12NzcMA0VRaG1t5dq1a3nh9UY618PqW3uiKNLW1sbIyAjHjh0reqL9ZpmwbjbuGsID8Na3vnXBv+/q6lr2GICDBw/OOXYh2Gw2UqnU2ha4jaIhk8nkqzixWAzDMCgvL6epqWnLGDyuBg6LhGaAuXIzaHMpRFIqnz0+zEg4xf4aD2/srMxrUA7UevnU2/dxfSZJqUNhlz/nYfMrr6zD57Rw7GoInzPnYfOdC5PIYq4KYxgQTaskswKfOT7ML7+idkFdS1OZk6ayHHHR9FwsRdls60uRRKpKbNxbbaXaKXJ/+655xKkwiFMWDAzAQEAScy0vBBGnzbJlWo4rhc/no7OzkzNnztDQ0EB5+fxss0KYYmaTtMvywrEei2G9CUehSWF9fT07Fmizbibh0TQtX/mrG1+BWgAAIABJREFUr6/P+/Xs3bt3QU3meq5jLVYVVVVVuFwuuru7aWpqoqJi8anE1cL8bt1NuKsIz0bgdrsB3ykojOmYnp5GFEV8Ph91dXW4XC4GBgbwer23JdkBePeDO3nyK73EMhqGruOxSryxc/HJn7Sq81tfOMdQKIkgCLw0MMPVYJL3vvpGVTLgsuTdi01IosBbD+zgrQdyG9f//6NBMCCj6WhGjmgJ5ATLkZRKNK0u2+qRRIG6Ujuj4TSlDoWsltOmPFDvptxmUF1iy5Obm92NRVHE77Hw+o5KvnZmHIGcy/KDTX6q1iFRfSPgdDo5dOgQPT09JBKJFYl/zf9vxlGsVNezERUW06Swp6eHaDRKc3PzltlIb66sFBK0jfS+uRXxtsfjyZtAhsPhLXV9bzdsE551wmaXcu8GpNPpvNg4kUjkYzrq6urm9bw3M0urGLhnZwl/93PtvNg/TSYZ4/5a2zyyUoie4QijkRQua+466IbBN89N8BsP1c8xAFwOj+wO8LWzE4STOe8agxyB0XQDl1VC1VZ2TX/31Q189OnLTMdzr/PL99VQ69VJJpN5XxwgnzR+sxbnZw9W0VLuYjiUosxt4fDOktv696UoCgcOHODixYucP39+RdqStYiZN2pKSpZlDhw4wOXLlzl16hSdnZ1bQney0Pmb3jdnz54lEonQ2tq67tdorRUeExaLhYMHD3L58mW6urro7OzcsnrDrYzN/0beYbidb8KF2EoupSZ0XSccDhMMBueEcNbX1+N0Ope89rc74QForXTRWulibGyMTCaz5LE5A78bSGQ0phNZfuUz3bxlfy5BfSXf1dpSO3/xpj18vmuEb52dID0bWCqJAu1VbkodMt8+P8l3LkxilUV+/nAV+6rn64p2eG381Zv3EIylscsCDotEPB5ncHCQiooKnE7nsmO7+2u97F8mHuN2giiKtLa2Mjg4mBczL7eJrZb0bOSDl2lSODo6yrFjx9i3b9+GvO9SWCw/z4wCuXr1aj7Taj1tJ4pxLzWv78TExKZHUtyu2CY864A7gfSsd/bUSmGGrQaDQVKpFF6vN09yVvMEeSd5C62EvO3d4aJkVtyrzjoq2xWR6USWv3vxOoos8volXIoLscvv4A9f08Tbj1TzN89fZTicYne5k/c8VM93LkzxyR9ex67kTAb/5Jt9/NkbW/MeOoVaHAEIOJV8EKfVaqW1tTU/3uzxrF6AbRgGlyfjRFIqNSX2edNWWx2CIFBXVzdHzLycOHU1E1ybUWnesWNH3qRwszP5dF1ftI0tCAK7du3C7XYvKbwuBm61wlOI8vJynE4nPT091NXVUV1dvabXuRP2qdVim/CsA2RZJpvN3tYlR5MgbHT2l6Zp+SpOKBTCYrHg8/loamrCbrev+Ud6J1R4TCx1LlOxDB/6xiXOj8VwWiT27nBzYSyGwyJS4bbmKneGxnfOT66Y8JioKbHzP9+0Z87fPX1hErtSYDIYy/Bi3xT1Jco8LY4oinzt7ARf7R7DAH6i0cflyThDMwre3tP81iPNtOxcubeQYRh8+sdDPH9pKtcCE+A9D9Wzv3bjxKjFQiAQwGazcfbsWZqbm5c1nbvZmXkxMfNmtda9Xi+HDx/mhRde4OrVqyvSKa0HVlJZCQQCOBwOuru7b4lALIViEh7I6cDuueeefCTFZo3b327YvkLrAIfDcduPpm9kYnoikWBoaIju7m66urqYmprC5/Nx8OBB9u3bR21t7S0ny98tFZ4P/Fcv58eiOC0iGU2ndzzGA42lOC03NkRNN7AvEya6UlgkEa3A/E83DGQx1zJQFAWLxYLFYkFRFL5/eZpP/3gotw4D/uHFa/QMRXBaFSY1O3/2dB9n+64QSmT5+xeu8LtfOsf/990BpuMLt+/6pxI8f2mKcreVCrcVl0Xmkz+4ftsSW5fLxcGDB7ly5QqDg4Mr+jdmS0tV1bw7cyE20/jParXicDiIxWKcO3duU35/K20lmcLryclJLly4UPS1roc8QJZlOjs7cTqdHD9+fNXTwXdjhWeb8KwDHA4H8Xh8s5dxS1hPgqBpGlNTU1y6dIljx45x+fJlAFpaWjhy5AgtLS34/f6iPhHdSRWexZBWdS5NxHFaci0OqyxiGLC7woXDIhFOqoRTKooo8sS9a59OMeMbMpkMP7XHR1rVmU5kCcazuO0Kj3VWY7FY5uRBvTwwzV8/N8BEJE1a1dCM3Kh5djbR3GGRuTADT37zOm/43y/x9PlJYmmV49dm+Oi3+8io87+LsZSKKAiIszdumyKSzGpktNuX2Jri1HA4TG9v74p+g4XVHrPNZWKzhycEQWDv3r243W6OHz9OOp3e0PdfTZValuW8lufEiRPL6uRWg2JXeEyY4/bNzc10dXXNy4dcDJv9vdgsbLe01gEOh4NkMrnZy7glFJPwGIZBIpEgGAzOCeEMBAI0NTVtyBOouSHcCViMvClSjuSouoEi5Y4xMGgsc/AP/08H37kwiaYbvKolQEMg57szGU0zHE5R5rIuaCJowtxMTefcSErl489e4dJEgoxq0BCwc++uUl67t3yejublgWn+4tl+4mmVRFajbyLOTp8D3TCQpNzE16XxGLoBlT4v40MhRmfiVJfYCLisTETSDIWSNATmGhJWl9oQBYFERsWuSEzGMtT7HVjljW3DFhumk/HVq1c5ffo0HR0dy9opLCZm3kynY3NTNU0KnU4nJ06coKOjY016rbXA9OFZKQRBoKGhIU/QiqXrWe8BEJ/Pl4+kqKio2LQW4lbHNuFZBzidzru+wqOqKjMzMwSDQSKRCHa7Hb/fz549ezbc5RRy56Oq6oa/73pgMcIjCgK/+2gD//OZAVRNAwHuqy/lYK0XURB4x31zs4Re7J/mY0/3IwgGmg7vfGUtb5n131kso0qSJGRZ5lPfH+TSRIJSh4JuwFAoxROVbio98z/bb5+bwCqL1PkdXByPkc7qjEdTBJwWbLLISChFStWp9ztQJAFFltA1jcnpEBU+LzrGvPgKgDKXld96VT1P/eA6Y9E0DQEHv/HQrlu8ulsDpqDW6XRy8uRJOjo6cDgcy/4bmCtm3swn+ZvJViAQwG63093dza5duxY0KVyPNayFaJSVleFwOPJp91VVVbe0jo1oLW5HUiyP7auxDrDb7XddhccwDOLxeL6Ko+s6paWlWyaE825oaQEcbS2jwe+gdzxOqUPh3vqSfMunEMmsxse/048sgkWWUHWDf3ppkCM7PVS6b4jtCwXHhZ/h+dEoLmtOFyQJuYDQ/sk49+0qnfde8my1ySqL7Kl0MTSTc37+w59sYmAqyeBMkn/90SBlLguKJOBzKIxHdDTRwpXxGR7cXUnNItWn3ZVu3veTuUytgOv2mtBaCcrLy7HZbHR3d9Pa2kpp6fzrW4ibxcybWeFZiGw4nU6OHDlCd3f3hpgU3kplxRQGnzlzhkgksiXuY8vBjKQYHh7m+PHjeY3PNnLYJjzrgLulwpPNZudUcZxOJ36/n717966rp8VacLeIlgEay5w0li19kwsns+i6gc2aqwJIAogCjEfSVJfY83qDxW7wVV4bveMxLPKsfYHAoiPhb95fRc/wRYLxDBg5h+d3P1SP3SJzqM7L4Z0llDoV/vEH18DIhY0ebS0j4LLgsxp44kOEQqF5m/1oOMVfPttPKJHFwOAt+3fwWMfi7tO3KzweDwcOHKCnp4fq6uoVTRGJokgmkyEYDAKbo9lY7D1lWebgwYP09fWtu0nhrbaSzLT7gYEBurq62Ldv320xfVtdXY3b7eb06dM0NzcvGGFyN7a8tgnPOuBOCBBdiCAYhkE0Gs27GwOUlpZSVVVFa2vrlv4B3UkVnls5F7Pd4bEIOZFvRsWuyLm4B0GgocKDoigYhsF3L05xbjRKldfG6zsqsCk3tDHveXgX7/vKBSKpLJpucLjOy0PNN0apR8Ip/vml64xH0xyo9fKhx1p48XIQWRTY4bXx5H+eJ63qNAScPPmaZh5uDrC73MV4JE2Z+4aeaDKa5tKolWe7ermvtY7BtJ3JWJp6v4MvnRohklQpc1tQNZ3/ODlKS4Wb5vLln2jjGZVERqPErizYLttqsNlsHDp0iHPnzhGPxxesjJhV1qmpKaamptB1HZ/PR21tbX7j38jf6FJkQxAEWlpaGBkZyQd6LteyK/YaVgpBEGhsbMzrejZSg3QrMCMpenp6CIfDNDU1zfn8t/L9er2wTXjWAXfKWLqu6/NCON1uNz6fj46OjtviScfEnUR4YOVpxyZpLbQYEAQBm0XhT9+wmz/6xiUSGQ1JFPjAa5uxKxLBeIYvnhzhy6fHEDAwDHjx8jR/8ZY2LLPkoKbUzt+/rZP+yThWWaKlwslULMP//v4V+icTDM0k8dhl3FaZr3aPMR3P8ruPNvKjgSC/9tkzqLqBIOR8ez7+nT4+8Za97PDa2FGQj3VuJMpfPHsZTTdQNZnPXOhHliXsNjuGYRBOZmmryiWOy5IIAoxHUssSnu/3TfGFrhEMcsnrv/lww21hWChJEh0dHfT39+c1GoIgMDMzw9TUFDMzMzgcDgKBAB0dHfkqa6EWayNJz0rIRlVVFU6nk1OnTtHa2rqs/9B6rGGlMA3/NlKDdKuwWCwcOnSIvr6+vBbsdrpvFxvbhGcdcDtXeAzDIBKJEAqFGB0dxWq1zgnhvF2fCu60ltZSWEpwXKjF6agp4fPvPMx0PIPHJvMvLw/yJ9+8hGEYTCey7PQ58tNefZMxLoxG2VdzY2LFZZXzf06rGu//6gWmYhl0wyCUzKLqxqyzssQLfVP81qt28f7/uoiq51poBjCdUDl2dYbuoci82Ii/f+EKiiRQ6lCIprJcnoQGr4GdFA6ni8GZJNOxDAG3FVXPEbMy99LEZXAmyedOjOB3KlhkkWAsyz/98Bof+KmW1XwEmwZBEKipqaG/v58XX3wRq9WK3++nrKxsUY3JapyZi4mVttG8Xm9+wigWi1FXV1e09RV7OsrUIPX09OR1PcutdbMftMxq2vj4eL5CtZyb952KbcKzDnA6nUxNTW32MlaMdDqdr+LE43E8Hg82mw2/309tbe3yL3Ab4E6q8Cx0Ljd7sBQSnJuDOAthkURsisSXT43y5dOjeGwyumEwFs0wEU1RXZJztxaA7BJBoYMzKabj2VlyoiKJufyuMyNRDCNHbvomYswksrnEdUFAn/XiiSQ1PvqtS/zKAzt5bVtOa2AYBjNJlYBLmf0zCALYHA5kQSUSCVPpsWFTJCajOZL1xs7KfKTFYhiP5HxgLLLIVCzDpfEYJ69rlLstvP3eWuzK1htpNwyDcDjM1NQUwWAQWZYJBAL4/X6uXLlCZWXlsqPTK3VmLiZWQzbMCaNz585x7tw52traikJU1svw78CBA/T3968oyHMzHOsXQkVFBS6XK+8ovWvXnTHRuBpsE551gNPp5Pr165u9jEVhhnBOT08zMzODJEn4fL45IZyjo6ObnoNTTNxpFR7T/G+hKk6h4d9y+H7fFB97+jKhZJZYSkWWRJwWEYciEkvrpLIaGc2gxK7QWrn4U6FNFtENA90wcFllrJJIKKVhlQUkITd59edPX8ZllYgYBppuoM/ypwqvhRKnwr+8PMgjuwNYpBxJ21vp4txYjDKXgigKSKJARjPwOO0kUjoVSpI/ft0eIqqI0yIvmR5vwu+0zLbDVM6PRgHw2hW6roexyCJP3Fe3ouu23shmswSDQaampohGo3g8HgKBwLwMOa/Xmx+drqxcXrBtZuSpqpqv9q0X8Vkt2RBFkfb2dq5du1a0QM/18r8RBIGmpiYmJiby3kJut3vBY1frBbSeMCtUQ0NDd8wD4GqwTXjWAVtRw5NKpfJi42QyidfrxefzsXPnzgUnJERRJJvNbsJK1wd3QoWn0PwvHo+jqiqKoixbxQHIaDqT0QwldhmnNfd5hxJZ/vzpywiAXRaJCTAaStJQ5sJtk6mcJRFVJTbe/WA9Luvit4vqEhsPNvn5Xl8QwzBw2RTSWi4wVBQF7BaJZEbjPQ/t4i+f6yej6uiagdsq0RhwIM5WfNJZPa8TevdDu/ib5wfoHY9hVyQ++FMtnB6KMBZJ8dDuCt7Y6qH33Bna29txu1YmeK3323lDZyX/+qNB0lkdl02mbYcbmyLSMxRZ8WdRbCwkOPb7/dTV1eF2uxclJXa7nUOHDnHmzBni8TgNDQ3LEpjVJq6vFWuZDDOdg10uV9FMCtezklVeXp7362loaFiQdK6Xy/JaIctyUduGtxO2Cc86wOl0broPj67rhEKhfAinoij4/X4aGhpWlEu1kVlaG4HbkfCYLSpN0+YEcXo8HiorK+nt7aWzs3PZm2n/ZJzf+/I5oikNMPiNh3fxpn07+NqZMUZCKQQBBMAmS6RVnVgqi99p4a9/tp0q78pMIgVB4Hde3cChnSUMh5IkMxp/+70ryFKuHTY0k8TntPJYRwX37irl+31BvnRyBLdNwkBgKpalqdyJy5o7l0vjMf7PS9cJJbM82OTniftqsFtkXndT4Gmpex89PT00NTURCARWtM7H2itwKBKfevk6u3x2FFkiksritS/tZlxsaJo2T3BcVlY2R3C8Epij0319fZw5c4a9e/cu+53YCNJzK9WVQpPCxYjEVoHL5cpPQ0UikXkTdOvtsryNlWOb8KwDNqvCk/y/7L1pfFx5eef7PVvtpSpJJcnWLsvWZm2W7XZv0GymWTshQDcNM8mEkISErDM3ISETAllIhtzJ5GZCgBCyMBMg0IQw0EB3h2YbGrtta5e125ItWXupVHvV2e6LUpXlRZZkbSVb38/HL2SdKp1azv//nGf5/WKxjPBfIpHA6/VmgpyN3mHcSyUg2Duv53Z+SOky1cosTkVFBTabjfb29tum/r/ZO8MXzk8ikOpbUQ0Th0VC0w3++nuXKXJZ+McfpwwqBVI9NklNp8Bl5aNvqaOlNCeTCVoLzTD4aucUL48F8Dkt/McHy3ju4myqnyehY5ipDTbfqeCyyrisMpX5Dl5xOI9PfH+M2WCCltIcPvBYFYIgMBNM8NFnU83NbqvMd4fm0U0zo6IcSWpMLsZxWCRKvHba2tro7u4mHo9TWro+j7BHD+fRey1I31QISRCQJIFfePTu/cXWSzweZ35+nrm5ORKJBLm5uRQWFm5a1C7dmDo5OUl7ezvNzc1rBk3b3cy8WXXhtPBfd3c3oVDolrHqbEJRFNra2hgZGcm8/2k7kGzL8KTJ1vdyO9kPeLaBnZrS0nX9hixOemLjyJEjm9a02CsBwnrJ1gzPalkcURTX7MUpKipCURQ6OjpoamrKKKq+ODjHx18YQRQETBPmwgl8TgWQkCUR3dDpuBpEkUWK3BZmwymTRAP47dcf5mSll0BURZFELPLaG9bf/+gqX7wwSTypYwBnxhZ5a9MB3DaZYo8NVTdJajqCAB/4Qjc5dpl3nSihpdTDf3/70dTfNk2mlhJEVZ1nu6cZnI2giAKCAJV5Dl4cmOdwgZOkZvCtvlmiSR3DNHnsSD7vfbicY8eO0dfXRywWW9fGqEgiv/RYJf1TYRKaQUWefc0Jr7sh3XA8NzeH3+9HURR8Ph+1tbXbojtTUlKC3W6nvb09Vepbpa8kzXY2M2+FynM6kBgaGsr4imWrXYIgCBw5cuSGaSi32501Tcv77Ac824LL5dqWklbahDM9UaWqKl6vd1tMOO+1gCebXs96szjrIS8vj6NHj9Ld3U1DQwMej4dv9MyACVYl9TyCAKG4jsumYBgmBuBxyMyGEmCC0yJhU0QskkSJ18ZTf3eBaFJHkQR+741HeLAqb9W/b5omX+64xmIkiSimNrfL81E03cTrUFiMpKay5sIJoqqBLKbczfuuhfiztzXQcNBNTNX5+PMj9E+H0Q2DyUAcAROLLGEYJoOzYSQB/unMVa74Y1hlkdZSDyYm3x2a50SFl5ZSD01NTYyMjNxQ1jHM1DHdEyFyHQpvaSrKNDfLokhTydYLyKmqmunFCYfDeDwefD4fVVVVO7JZ5+Xl0dLSkukruZ3K7s1sRzPzVpVyBEGgtrZ220UKt4qioiIcDgc9PT1UV1cjy/J+SStL2A94toGtLGmlTTj9fj9LS0vY7Xby8vKoq6vbVhPObAoQtoLdzPBsJouzHtxuN62trZkNzqakNvo0LouMZpgkdQNdN/mJlgN8+cIUsigQS+qouoGqi/yPd9Tx4a8PEtd0XLZUP88ffXOYz/2nY+Q7b52A8keSfP7cBLPBOJgpt3ZBENB0k9H5CH/x9kZeHJxjZC7Cv3VNY5UEZElC1Q1mQwleHJyn4aCbf+2covdaiAKXhbiqk1ANZEkgrqayQgnN4EiBg6IcK1cWY0RVjWBCw22VCMQ0vtR+jYVIklceSWU3JyYmMqW+b/Yv8H+6pnHZZAamdXqvBfmDN9fitm3d0pduOJ6bm8v4yPl8PioqKu7YcLydOByOTDNzNBpdl3v2Vvf1bLWdxUqRwvr6evLyVg/Edxu3250px0mSlFUBWjZmuneK/YBnG3C5XHftpbXShNPv96PreqbOf+TIkR27U9gPeDbHyomq9KJ/t1mc9WC32zl27BhdXV288VA+L49JhBIpd3iXTebPfrIeWRTIdVj48WU/Y/4oLPfWuK0Siixy0GMjpuo4lxuHrbJINKkzsRi7JeAJJzR+48u9XFuKYwKaCYZqoEgikiRQlmvH57Lw5PESvn1xlm/0zKAtf51kUSChGSjS9YyQXUm9L+nATDMEFFnEY5FQdZPiZasJl1XGH06iGwZDM3FmQgmGZyOML8Tonw7zy6+spLS0FJvNxoULF/jWqI3CHGvKPsKuML0UZ3AmzIkK76beb13X8fv9zM/PEwgEcDqd+Hy+NTVZdhJFUWhtbWVwcJCLFy9SX1+/5vduK4Oe7WjWXSlSePDgQcrLV5cR2O2NPV2O6+joYGZmhqqqqkxfz26TLmXeb+wHPNuA3W4nHo+v+/jVTDgbGhp2zYTzXgt4tvv1rKZuLMvyprM4i9EkF6fCuG0yjcXu27qfQ0pGvq2tjZ6eHn7/lXl0BRREQeBNjYUc8qX6e0zT5P2fv4phmIhC6hyDcY18p4UClwVBgKRmYJFFNMPEMG6vXvxszwzdk0FUPSUeCKCb4JKhMMfOW5quT1OVem147Arz4QSqbqAZJg5F5I1HU8dU5tvpmgjisoqMzkVQJBFBMJEFCCZ0TlZ4WIxq5DkFClwKsaROKK4zG05wuMBJaa4dwzR5eSzAO9uSFLqt+Hw+LBYLwY4OnIoHxZEKmDazBcZisUypKpFIkJeXR1FREbW1tVlbshBFkfr6eq5cuZJppl0rINuqZubtmk6y2WycOHGCvr4+QqHQqoFcNkxHCYJAUVERCwsLGffy+1XlOBvYD3i2AUmS7ri5mqZJOBzOZHHSJn/FxcVZs3jeawHPdmR4bpfFSZeptiqL0z8d4pe/2JMS6jNMHqj08uc/dRRJvP0GJEkSzc3NDAwMcPqAcYupa1TViak6VkUiqemYy+p/j1bnkWNX+O3Th/lvz4+gGTq6YfK+R8pvGU3XDIPPnZ3IKC+LAhkRwYRq8MihXMrz7JnjG4tz+NmHyvjc2QlCcQ23TeIP31JPeZ4dVTcIJzSmg3EuL0TQdJMCt5VD+Q500ySc0PiPp8o5Px6gdypEmdfBh99USzSh8dFnh3BYUiUyWUyNv2vG9c84JyeHpx6s5n//eBSvMwlyKqirv4OA4krSAp3z8/M70nC8nZSXl+NwODLNzGttulvRzLydDu1pX7GxsTHOnz9Pa2vrLYFcNgQ86fPwer1UVVVlJBTW01e1z9azH/BsIysv+LRyqt/vJxQK4XK5yM/Pp7GxMWtS4CvZD3huZTuzOKvx4a8PEE3qWGURQYCzYwH+fWCOxxtWXzDTd/WXLl2iu7ubxsbGzJSIQ5Fw22RkSUDVJJK6gSQI/IdTqZHsV9X4qD/gZiIQo8htpTTXfsvzB2NaauR4OdBJxxiiAF6Hhe+P+DlRMc9ragsyj3nyeAmPNxQSTeoUuC3Iy+/VVzqmeKF/nroiF5GExuBsmByrhEUWUXUDAYHKfAePVF/v10hoOn/67WHmI0kmluJYZZESj526Ay6KbspG/cSxEnxuK//eMUKhR+TpVxy+47j9bjccbyc+nw+bzUZvb++6dYs208y83dNJgiBQVVWFy+XKZE9WTqVlS8Cj6zqKouB2uzlx4kRGr6e6uvq+LCvtJnv7Cr5LnnnmGbxeL4FAgEOHDtHW1rbuY5555hn8fj8XLlzgne98J6973etueWz6S/y9732Pb33rW7zpTW/KuIyXlpbuWiPjRrgXA567YbWG4+3qxbmZmWAy0+siCAKqpmf8oO6EIAhUV1czMTFBR0cHLS0tKIqCIAj80Vvr+N2v9SMKJrIk8J4HSqk7cH2jKMqx3tE93G2TcVglvHaFQEwlbbElCanfmWbK6XxlwAMpC4ebxf3OjQVwW2UUScTrsFDqtRNJ6vgjSUzgZx8uo8R7Y4bp+8MLDM1GaC31cDUQZyGcwKoI/D+nq2/JfAmCwKNHCni4Op+BgQGmxkbw1NVlPrd0tjUd5ADk5+dn1H6z/TrdKC6XK6NbFI1G79gDk+Zu+3oMw9iRnpWCggLsdvstasfZon+j63pmwCTtXj40NERHRwfNzc27Ekjfa9/r9XLfBTyBQIAXXniBT3/60wCcPn2aF154YV3HtLe3c+jQId7xjncAkJuby+LiYuZxMzMzPPfcc3z729/mypUrfOYzn+H06dO0tbVtWh59p7nXAp71shtZnDtRf9BF58QSFknENFP6MbVFt5YjAjGV8YUoPpeFEu/1rExpaSkWi4Uz5y6QX15DgcdJS6mHz7/3OFf8MfKdyg3H30wkofGti7P4IyptZR5OVHhRJJHfe0MNH/3mICYmgZiGABR7bbihJzdlAAAgAElEQVStEosxbdWAqX86xKd+MM5iNMnxci9um8Tkko7DktqYZEnkXSdLeagqF69dweu4dcNciCSRRQGLLFLtc1CcY8VpSwkamqbJ2EKMaFKnNNeWCbDSWa/x8XE6OzspLi5mcXHxhobjlpaWrMy2bjXpXq+LFy/S39+/rjL63QQ921nSupm02nHacb26unpLdIC2gpszTekx+6mpKV5++WVaWloyGlr7bC/3XcDzpS99ierq6szPXq+X9vb2G7I8qx3j9/v58pe/nAmE8vLyaG9vJzc3l6effhqHw8Hjjz/OBz/4Qfr7+/nc5z63Z9Pg2bBQ7BQrg5z0Ip1O36f/7RZ//NY6PvAvPUwsxjExed/D5Zyqyr3hmPYrAX7rXy+mpqV0k595sIyfe+T6nXtEdPHxDpPA/+1CkhXefbKUX3hFJd6SO999x1SdX/tSL1f8UQRB4Csd1/jAY1U80XyAY2Ue/vGnjzG1FEfTTT7+/DDBhE4wYVBT5OKtzbdaAcwEE3zk2UFEBGyKyPeG5jla7MYqS8wtix+WeG28pbHojmPjNYUuvmHMZHp3AnGVU4dyMU2Tv3/pCj8c9SMJqYDot05Xc8jnzDQcLy4uEo1GGRwcpLa2Nmt65nYaURQ5evRoJgBsampaMxuz0WbmnS4pKYrC8ePHGRwcpLOzk8rKyqzJ8NzuPA4ePIjT6aSzs5MjR47saF/P/bS+r2Rv7sabIBAI4PVeH0nNy8vD7/ev65jXve51N5Sw/H4/bW1tqKrK888/f0MWJ622vNcyO/cD6bvUlV5haafx9Rhx7iQFbitf/Lnj+CMqDouUyYSkMUyT3/m3flTdxCKLyCL809mrPHo4L5MJ+oNvDBBOGrjsNmLxOJ8/N8GJCi9t5de/47ph8s2+Gf69fw5JFHhjQwGyJDIZiJG7PJKe1Aw++9IVnlgOZrx2Be9yBuWT725hYDqMIgk0HHSnxsBvYmA6hKaZ5LtSj8l3WeifDvOpp5u5OBVClkSOlXlueY1pokmdr3dPc3UxSk2Rk9G5KAZwqjKXJ9uK6b0W4gcjCxTlWBEQWAhG+e/f6uWna8g0HNfV1WG32wkEAvT39+N0OtdUI75XSRt1OhwOLly4QHNz85rN2BtpZt6stcTdIAgCdXV1TE5O0tfXlxWf7Z0Cv5ycnExmKhQKrcv8dbPsZOYt27jvAp7bEQgENnzMBz/4Qb7zne8AqcX05rsju92+H/BkEem70pUO8NmSxVkLURAy6sA3E0noRJM6NiUVJIiigGiYTAbimYBn3B/DYZEQBQGH3UYgkqB3fDYT8Bimye9/fYBv9c2gLjuc/2jUz6PV+Tf8LVkUiCT12y6YLqu8praNTZEwub7gJjUDuyJR4Lby2Bq2Dqpu8GfPDzM8G8Eqi8RVnYeqcnn/KyqxLr/2+VAMNamyFIihaRqSrBDUZU6cOH7LHbbX66W5uZmenp51N/DeqxQWFmKz2ejq6qK2tnZdgn7raWbezZJSSUkJuq4zPDyM3+/fVZHCtXqJVvb1ZLt9xl4ne1f5bSLdiJzG7/dz6NChDR3zzDPP8NRTT9222TnNTvlp7bM6hmGgqirJZDLTODg9PY2iKFgsFiwWy56XfXctNw/H1VS2SjdMTDOlbZOmLNee+b1pClgtCnJ8katXU+ahI7MRfjTqRzdMZElEEgViqsH5KwEUSSQU10hoBsG4xqtq8u96EztW7qGmyMlcOMlsKEE4ofO+R9ZumoVU0HZpLkqhy4LXrlDotnJ2LMBcIMjly5c5d+4coakxDEPHYnPiy/ehSnaaSnNX3WycTidtbW2MjY0xMTFxV6/pXiEnJ4e2tjZGR0eZnJxc12NWZntutkqB3Z+ScjgcHDhwgKGhocx3fTfQdX3N90EURerq6igqKuLcuXN3LVy7z53Zuyv9XfLkk08yOjqa+TkQCNwSuNzpmHS/T1tbG5cuXeLSpUu3/Tu75Zh+P2MYBrquo6oqqqpmJqvSAU5LSwvBYJDx8fF7JqUrCAJ//vYGXDYZ3TDQTZNffXVVRmgQ4KNvqSXHppDUDeK6wTuPF/PUa06wuLjIyMgI0aSGsCxCuPJdEQX44yfqqCl0kmOTeaL5AL/xmkO3nsQ6sUgif/iWOn791Yf42YfK+NhP1POqmhszK/5IknNji/RdC6EbN8sImJimSSKRIBQMEgqFGB8fx2az0dLSwhOvPsUvvaaGmA6z4SSV+Q5+/tGKO5+TxcKxY8fw+/0MDw/vujrvbmK1Wmlra2NhYYGhoaF1vRd3Cnp2o6S1EsMwsFgsnDx5Er/fz8WLF3dlEGMj4/nFxcU0NDTQ2dnJ3NzcNp/Z/Yewxpf6nrz60yPnadJ9OcePH+c73/kOXq/3tse0t7fz2te+NpMe9fv9N0xpreR973sfTz/9NA888MA2vpLt5dy5c5w4cSKrg4PVjDhX68UxTZP+/n4kSaKmpiarX9tGiKs608EEXsf1vpqVxFSdq/4YbpvMwWUhQdM0GRwcJBxX+eMzMS7NR5ffRwFJgtfXFfDxnzq6pedpmCY/vrTItaUYpV47D1blZj6D4dkIf/TNQZK6gWFCW5mH3zp9mGQiztTMLP/txatcC2s4rRZ0JB6qzuc3X3urlomqGyQ0A6dl/QrBpmkyMjJCLBbLGI/er5imyaVLlwiFQjQ2Nq6rvGKaZqZUmW5m7u3tpaysDI/HswNnfSvT09NEIhGqq6sxTZPLly+zsLCw49N4acPTjfzNRCJBV1dXRgNqK9eptFzAPVw2W/XNui8Dnp3g137t1zh9+jSvetWrdvtU7prz58/T1taWVSWf1cbGN2LEmd7cEokEDQ0NWfX6dhrTNBkfH2dwYp5nxmR6roVQJIE3HC3kN19TjcMi8eLgHH/3oyvENYPH6wv4uUfKM8KBG/1b/+8LI3x3aCHlmi4KvLmxKJOF+S/P9DEbiuO2KSSTSWaCcX7ykEBbsQNvXj7dfoHvjS5hGPCKw7k80XwQi7y1n93Vq1eZmZnJKk+s3WJ6eprx8XGam5ux21eXLlhJ+rqUZZmenh6qqqp2rXH42rVrJBIJqqqqMv83OzvLyMgITU1NO3ZeZ8+e5fjx4xsOMAzDYHBwkEQise7Ac73Pa7FY7uWgftWA554N8XYbp9O55+uwaS2e3Q4IbpfF2Yz4nyAIHDlyhLGxMbq7u2lqarqXL/47kp7UsVgs5FknaXny1A0bfefVJT7+/CgWWUASBb7SMYUiCbz34TuXim7HM+3X+N/nJjOfY5HbyrO9M/zUsYO4FZj0hxANlcVY6g5UkiQOlFfRfLSIP39hhParS0iCgGGaGCZcXogyHUxQ6LZQV7Q1IoFlZWXY7faM79Res5DYSg4cOIDdbqezs5P6+vobMt6rsbKZebd1cG63dhUWFuJwOOju7qa6upqioqJVHr113K0AYlo7anJyMpMlup+/j1vBfsCzTTidKe2PvcxuiQ+upm68kSzOeqisrGRiYoLOzk5aWlruqRTvuD/KX333MvPhJA9V5fJzj5TfdlQ8TXFxMRaLhfb2dlpaWjJ39C+PBTBME5uSem/sFvj+sH/DAc9sKMEnfjCW8d8CmFxKYJUSvPjjdio9EtW5Cn3zoMgSMc0AUaAk18758QCdV5c44LZmHNU/+9IV8h0KoihgIvC2lgO8o634Lt6pW/H5fFitVrq6uta90d+reDweWltb6enpoaysjIMHD97x+LSFztzcHKFQCFmWd20MerXemZtFCndiFHwzz19SUoLL5aKjo4Pa2tr7eqJws9w7K3yWcS80Le9kwLNaL852WziUlpaiKArt7e23NSDci8yHk/ziP3cTTmrIosDl+Sj+aJIPvaHmjo/z+XwoikJnZyeNjY0EdYXuySWW4ipWRcSupIw6DcPkn85cJc+pcLquIDMSfyemgwkiiZQi88o6uWHColLAO09WU3wkxs/8Uwf+SAJBSFlV/OI/dyGKAoZhkmNXsCsSumHgj6gc8jmxKxKaYfK17mleVeNbdXx/o7jdbo4dO0ZXVxeVlZU7kgnIVux2O21tbfT29mZ6Ym4wpI1GmZubY35+Hl3Xyc/Pp7y8PFMySmdadjro0XV91ZsYRVFoa2tjcHCQrq6urM/yejweTpw4kdHrqaysvGf6D3eS/YBnm3A6nSwtLe32aWyK7Qx4VmZx4HofzlZncdZDUVERsixnPKfSvjd7lXPjAeKqjnNZwM8wTb7dN8fvPH4EcY1F0uPx0NLSwotnO/lkn0BUNYirBmPzUfKWBQhjyTj//PIEJvCNnhn+6p2NGS2cm4lGo8zPzzM3MYuuG5niejroyXNYCKmpny5cWSLHplDtc3J5IcJkIIEsgt0iE0nq9EwuUV3gYjGaxG4RsS3378iigCCkhAm3EpvNxvHjx+nu7iYWi1FRUXHfbjKyLNPS0sLw8DDd3d2UlpZmzJCtVisFBQUcPXr0lmtnpYL5WsrMW81a5fh0yWhiYoKXX36Z1tbWdfcq7QZWq5UTJ04wMDBwiynwRkhP1t2P3L/dmtvMfknrVtLqrOmR8XTKOa2JY7FYUBRlV3qG8vPzqa2tpbOzc8/3XimScEPbnmmmBAnXu8Q5HA4um4UEowncFoGqfAdeh4LPpWBTRHIdMkndYDYY58eXFvn1L/dmdH4Mw8Dv9zM0NMSZM2cYHBxEEAQePnaUp06Wkv5oBcAmCzhtMseXBRAjSQ1JAEkU8EfVzKi8IglYpZTo4chsmGhSRxIE5iNJDNNkMZrEY1Moytn67Jwsy7S2thKNRhkYGLgv/eUgVaqamZkhkUiwtLRET09PpjR07NgxSktLb3ujkL6RSff17OTY/3r7D0tLS6mrq6O9vX3VqdtsQRRFGhoayM/P5+WXX76rKsL9LL2wn+HZJu4F4UFJkja1wN+uFyc9trobRpxr4fV6aWxspLu7m6NHj+5ZleyHqnLJd1qYCSUQSL3nP32qdEN3dZopYLVaUFUV2TRx22R8TguRRIxwQiMQVZElEd0wuTgV4n8+38fjZRCJRPB6vfh8Pqqrq2+4A/3t04epL3LxD2euMhdOUuiy8O4HSnnsSErRuaUkh8/+6ApXA3Hiamo0XcQkFNdI6iaiADWFTrwOCxNLcVTNYCGSpCzXzgceq8Qqb09JIp0JGBsby5Q/7qV+r9W4XamqoqKCxsZGFhcXGRwcxOVyres6WY8y81azkYGL3Nxcjh8/TmdnJ6WlpZSWlm7ruW2W0tLSTF9PXV0d+fn5az9on/2AZ7u4V3p4VvpNrYd0L87KCY2d6MXZKlwuFy0tLXR3d1NbW0tubu7aD8oynFaZz/7HVj5/boLZYJIHq7w83rAxY8LX1Pr49sVZEKzEkkk0U+dNjRV0Twb5evdMavNatqFQTJX+mSi/9FgjTqdz1Y1MEASeaDnIEy0HM3eZK4+9thRPjasLYJUFEqpJXAeBVLBjk0VG5qO0lCjkWGXqD7r57dO36vBsB4IgUFVVxdTUVGaCa6+XPm/GMAyWlpaYm5tbs1SVl5dHS0tLZvR8PcaXd+O4vhk2OmFqs9k4efIkPT09BINB6urqNr1ebWc2xev1cvz48Uxfz0ZKrvdrSWs/4Nkm7oUMz3pKWqvp4siynJVZnPXgcDg4duwYnZ2dHDp0iIKCgt0+pQ3jtSv88iur1j5wFVpKPXzkzbV87uwESc3GyQKTg4mrlJU46Bw1GFlKBSUHPHaSmsnh4nxcLlfm8bphcvbyIosxlWqfk7oDrhue/3YL7o8vBch3WahaVom+6o8yFUxwIMeKJArMhpKYJkSTGnHNoLZo9eBquzh48CA2m42Ojg4aGxuzwpxyM6ycqgqHw3g8HgoKCm7Jzt0Oh8NBW1sbPT09RCKRdTXS7mTQczeSGpIk0dLSwuXLl7lw4cKmRQrvdiR9vaSDtP7+fnp6eu570cy12A94tgmHw3HP9vDcLouzGV2cbCQts9/Z2YmmaWuO496LtByw8buPeJmfn0dVVSRJRo1H+Pv3PsjvfWOYy/MRokmdUFzjpdEF/vBZg998bTVOq8THvj3EmcuLmZLaBx6r4g1H75wFyLFJqNr1O2KbIpHrUCj22LDIIknNYD6cJJTQeexIPm9u3J3Jqdzc3Izx6JEjR/ZcOSESiTA/P39Lqcrtdm84+FAUhdbWVoaGhujr61uXkOfKoGc7m5nvVkNMEAQOHTqEy+Xi/PnzmxIp3AkdM1EUOXr0KFevXs3o9WRz8/Vush/wbBMul+ueyfDci1mc9ZAeXe3q6kJVVcrL12d0uVcxDINAIMDc3ByLi4tYrVasOXnIvgoO+XJw22T+v+f6+P1Pn8HldPBodR7fHVqgwG3Boci8dHmR+HND2BSJf+2YQhIFfE4LuQ6JT/1wjNP1BUji6hvbO9pKaL8aZDaUACDHJvOuE8V88gfjxDUdqyzxC49W8OSJEjw2eUObpG6keoGcVumOekTrJW082tXVRTwep6SkZNPPuV2kP9f5+fk1S1V3Q9r48urVq5ly31pZkZUeXJqmIcsb+zzXw2aDjZUihYcPH15X2e5mtjvDs5KysjJcLhft7e3U19ff1iH+fm5Yhv2AZ9vY6yWtdHCTdhqH6+J/6X/3A5Ik0draSm9vL6qq7ohI2U6SSCRYWFjghd5J/v1SFLvVwpPHi3n1yZOcHV/i9741RHqNfKDCyw9HgyR0kcWFCJOBOA6LRL4ztWl6bTI/HPYjS6k+HFGA2XACRQIEkYRm4LCsvviXeG3897cf5eVxP2PzMV4cmuOPvjkEwAGPDZsiMbkUJ2dFsKMbJj8aXWDcH6PEa+OVR/Jvsb244o/xly+OEohpWCWRX3qsguaSzfs7WSyWjD5NLBa7RZ9mN1FVNZPF2Wip6m4pKyvD4XDQ3t5OY2PjDSXO1bi5mXkrz20rsisul+sG/ZuNXv/rcUrfStLN111dXRw4cIDy8vLbnm+2fE93mv2AZ5vYawFPOsBZ2aTs9XoZHBzE5/PhcDjumyDnZkRRpKmpif7+fgYHB6mtrd2zC4ZpmoRCIebm5lhYWEAURcYSDv6pL4koKphxkz/77iROl5s/+dYwgiBgU0RU3eDrPTPomTtEAT2ho+oGRcsKyKpuktQNvA4rwbiGYYKAwHxY5dHD+XcMdtLYFZEXBxf47uA8MdVY/kswtRSnrczD4EyE+XCSQrcV0zT5ux+N8/3hlDeXqpv0TIb4tVdfN1vUDIO/fHGUmJo6z2hS5xPfG+PP3lZPrmPzY+ySJNHc3Mzw8DC9vb0cPXp0166TSCSSmaoyDGNTpaq7JT8/H6vVSm9vL4cPH16XKvB29fVsVTnJYrFw/PjxuxIp3IhT+laR7uvp6+ujt7eXhoaGG85hr65dW8H9uYPtAHthSsswDHRdR1VVNE3L3I3IspzyVsrLo7GxkZ6enqx/LduNIAjU19cjSRJ9fX17So9F0zRmZmbo6+vjzJkzjI+Ps6gp2A4eoaH5GD+6ltoYHBYZp1XGMOFfO6bQTRPrsrifIokYpolumMhiylfLFCCumQzNhpkKxolpOsfLvRimSWW+I/OY0lw7//WNd1Z5TvOVjikuzUWIqwbSinXZMFMK0pASGgRYiKj8cMRPoduKz2XlQI6Vc+MBpoKJzOOCMY2lmJZxkHdYJHTTZCaY3Iq3Fkh9N2pqavB6vbS3t6Oq6pY9951Iax4NDg5y5swZhoeHkWWZpqYmHnjgAaqrq8nJydnxDc7lctHW1sbY2BhXrlxZVxllZYnrZsX1u2Urg420NIHP5+PcuXPE4/F1PW4nS1orEUWRxsZGPB7Phs73Xmc/w7NNKIqy4ZHu7cY0zYwuTtrfJq2Lk76ruvmOyO1209TURE9Pzz0xlbIZ9pLp6MrGVE3TyM/Pp6SkhLr6ej7+wijPX5xAEgWcVglzWbwvrkl47QqmCU6rhCwKJFQdqyKR1AzsikQkqaMZqcDHNMEqCdil1Hfqt07XUlfk4j9/pY9QTCPHJnPQY+VPnqjH61DWPGfTNLk0H8EiS4gCKeFBc1mV2YSoavCGo7nkLj+XZhipY5Yfn/o+g6pfD0ZdNhlFEogldeyWZWsMk8xzbCVlZWXYbDYuXLiwbcaj6VLV3NzcDZpHhw8fzqrvYrrc19/fz8DAALW1tTvezLwd5aTS0lKcTicXLlygoaFhTdmK3TRfFgSB8vJyXC5X5nzvZ184AOkjH/nInX5/x1/uc2c+9alP8d73vndXzyF9x5RWNk4HOrIsI8tyxpX6TmnkdLanp6eHnJyce05/ZKN4vV40TWN0dJTCwsKsKPWl7/avXr3KyMgIwWAQl8tFZWUllZWV5OXlYbPZ+OHwAp996SpWRUCWBK4txfFHVDTDJK4ahBKpQOW3Th/hwapcvj/sR9UNTBM+8FgVI3MRBCChGUgiFLitHPA4iMWTlDt0Dh/M42COlauLMebDSWRR5DuD86iazncG5+maDFKaa8NlvfFeazGa5A++MciPLweYDMRxWqUbSlpum8Rvn67m3SfLEJczPHZFomsiyEQghigILEZVSnNt/ETzgUxztCQKlHhtvHR5kUhSI6oaPHW8mJbSzffw3A6n00lOTg49PT243e4tuVYikQjXrl1jZGSEqakpLBYLJSUlGckEp9OZFd/BmxEEgYKCAiKRCJcvX8bn860ZlKVvwtJDEpspb125cmXVHpbNYLfbKSgooLe3F0EQ7ii8GA6HSSaTuzrJlz7fvr4+TNPE4/Hc68KZH13tF8IaqcP7u6V7E5imSWtrKz/84Q93PKW8mhHnalmc9RKLxejq6tqzgnxbzczMDOPj47tmOppIJDJZnGg0Sm5uLj6fj9zc3FU3ls+fm+BvfjCGIgqEEvqyTQMU5VgJxTV00+TDb6zhiZbUGH44oTETTFDgtpBjUxiZi/C5M1d57uIsFknAs2zoGUpoPHxQ4kcTCUxRZiqYwKGIHMyxEtN0ZkNJyvMc6IaJ2yrzV082UuC2Zs7ro88O0j0ZxGuXGffHWIiouK0SLpvMw4dyefpECWcuBwgnNE5VemktS92phuIanz83waX5KBV5dt79QGmmfLUSfyTJdDBBnlPhQM72B+yxWIzu7u67Mh69eVrOZrNRUFCQcXHfi8zOznLp0iWamppwOp3rekw6I323zcwvvfQSDz/88IYft150Xaenpwer1bpqBmt6ejpjuLrb6LpOX18fJSUlFBcX7/bpbCerbrj3dJi3m+ykQdtqY+NbbeFgt9tpbW2ls7OTmpqa24493k/stOmoaZoEg0Hm5+dZWFhAkiTy8/Oprq6+o8LxSiryHBiGyVwk5VUFoC/HxQVuKwnNoDzveinGrki8ODjPcxdnsSoSP/9IOb/7hiMMz0bomwqxFNcRBWgszqHLryOLAvPRBLphEk7ojPljCELKzyvHJiMKqV6cL5ybJBBTUXWTNx4toH86jNeuIIkCh3xOHJYE/+nBMt7WeoBATOWDX+0nEFWRJIHvDM7zq6+q4hWH83HbZH7xFZVrvu48pyVjfroTpB3Ge3p6iMfja2YableqKigoyLpS1d1SWFiI3W7PKJivZ+3YaWXmjZIWKbx06RLt7e20tLSgKDcG27vVw3M7JEm6a8PRe4X9gGebSZeQtprtyuKshc1m2/MqxFtJfn4+sizT2dm5obvX9aJpGgsLC8zPzxMMBnG73fh8PsrLy29ZXNfDw4dy8doVgnENSI2OGyYEYiouw6TEa6P+4PVx4s+dvcq/XJjEbpGIqjof+/Ywp+t9LESSlOfaiKkGCc2gKt/OuStLOG0W4kH1hr6aVP+PyPhClHBSRzdM/uXCJAc8NkRBoOdaEKdFIpLUyLEpmKaJLKVKUYIgpBSboypFOansRjSp86UL13jF4ewW/EuL8qWn+2pqajLXpWmaN3hVGYaBz+ejqqoKl8uVVRv7VuF2u2lra6O7u5toNLouv6psD3oEQaC6upqZmRnOnTtHc3PzjYrjWRTw7LMf8GwrdrudWCy2JZvg7Yw403o4Oy3+Z7VaM0GPaZp3Jch1L+HxeLbUdPRmJdy8vDxKS0u3ZOJGEASqC5yEExpWRUy5jodVvHaZ19YV8P5XVNxgwvni4DxWJSXWp0iwpKl0TgSRhJRnl9MKcVVnLpykptBJ/1QIURRQMEkaYJoGy4NehOIa4nJ/RjihYZHFVDksruFxKARjGoGYimGYPHIoj5OVqbKVZtxYWReFlP5OmslAnKWYSrHXdtty1m6Sdre+fPkynZ2dlJWV4ff7byhVNTU17dlS1UZJK5j39fURiUSoqanZkB3Fdiozb4aioqKMSOGRI0cyN4KGYdzVjcl2km3v3U6yH/BsIw6Hg0gkctcBz2pZnGywcLBYLBw7doyuri50Xb8vrRdW4nK5aG1tpaura8PlPsMwWFxcZH5+PrMR+ny+LVPCvZmnT5bQey1EUjfBNPA4ZP7qySYaDt46geeyysyGEpnxdEwoz7MzH05iGCaCADHVoLE4h6eOF/Nfvz7AfEQFAco8MklVpSzXydVgqnwliQICJosxLTU5pUiYQK5d4WNP1DM4E2YppnLI50gJHgrQVu7lSxeu4Y8kscgikYTGex5IZQeeab/GV7umkISU2OGbGotYjKp47QqPHy3c9QAomUyysLBAOBwmEolw8eJFampq7plS1d0gSRJNTU1cunQpkxldq4l2J5SZN4vb7b5BpLCqqgpd1+/7IY9sYr9peRt561vfysc+9jEqKyvXdfxqWZyVo+PZhqZpGVXPbJbX3ykSiQRdXV1UVVXdsdy3suE4FotlejZyc3N35HM+e3mRr3ZNI4sC7zpRTGPx9axUUjP47tA8gaiKIgt85v9eIaEZCIDPZeFvnm7in1+e5NneGWJJgxy7zBsaCvBHVLomgyhiSqwwlNCpyLVyuiDC/x6VUQ0Bh0UiltQYmotQ4LLitMqYpsmH31RDlc/Bh7c2MKUAACAASURBVL8+yHQwgWmaNJbk8KE3HMEiiVyaj/ClC9cIJzQerc7n8YYCxv0xPvS1fvKcFmRRYGwhwtRSgvoDLlTDpMBl5Y+fqLtlImw7MU0zk6Gbm5sDUmXPgoICXC4Xi4uLDA0NrVuJ+F5nenqa8fFxmpub1+3/tN5m5u1uWl4NwzAYGBhAVVVsNhu5ublZkwU3DCMznXsPs9+0vBusR205m7M460GWZVpbW+nu7sYwDMrKynb7lHaVleW+laajqzUcHz58GIfDseN3q6eqcjlVdeukXVI3+M/P9NE/HUI3TWRR5D88UIJFFrHJIq+pLcDrUPi1Vx9CEgT+rWsKTTf4pzMT6IZJVb6dmGoSVXX+5l3NlObaicfj+BPt/MuIQHJZB+e1dQWUee3opsnr6wtoLM7hf7w4yrWlOPlOC6Zp0jWxxHMXZ3lr0wEO+Zz8zuNHbjjX+XASURSQRQHDNJkJJTFME7dNwSKLzATjdE8Eebh6e5vrV2bo/H4/DocDn89Hc3PzLaWqvLy8jK7VXjQe3WoOHDiA3W6ns7OT+vr6denErKevZzc9o9JlzLRExGZL3FtNtmXGdpL9gGcbSffwrCSbenG2ivS0Qk9PD7qurzujda+SNh3t6OjA7/dn7BxycnI21XC8E5wZ9XPhyiIgYJEFZAn+5cI1vvmBUzcslFOBGF/pnMJjl1EkkelldeOEnho7X4qp9E2FKM21Y7PZePI1J/E5O4lIOVSWFNFa5kEUBGKqnpr4uhZifCGGXUndsQtCKpCZWIzd7jQBKPbawIRIUufSXIRwXEMQ4OJUiKPFqfKcsU0bXzKZzGToIpFIRhLgyJEja17De8l4dCfweDwcO3aM7u5uysrK1lUez3iprfD5W/n93K5hkY1QVlbG3Nwcw8PD2O32rBH92+33ZTfZD3i2EafTSSQSyWRxDMPIfNn2UhZnPaT9pnp7exkdHb3nTDbXw8rJm4WFBQzDYGlpCY/Hw6lTp/bE5/y/Xp4glEiNmoeTYEvquJbtJtJWD188P8k//PgKc6EEs8EENkW8HliY1++uV3pnKYrC6x5KGW261AUEPMyHk/zu1y7ij6gYy3LKppny0zJJNSsfKVy97FPssfFTrQf5yxdHCSVS/UCCKBBOaAzOhKnKd2QCn82SLlWlp6qATU1VZbPx6G5gs9ky70dat2Y9zcyiKN62mTlbpqMURaGuro7+/n7Ky8vv++B2t8n+FXgPMzs7y9DQUOYuJO1RZbPZsFgsezajsxrpoCcejzMyMrKraeWdwjAMFhYWGBgY4OzZs4yMjKAoCo2NjTzwwAM89NBDCILA0NBQ1r8fC5EkQ7OR5UVBQCDVkFxb5MooF4/MRfjHH19BkVJBiUHK8sEwU+PtEVVjLpKkusB5S8ksbbSpqir9/f38w0vjzIWSeO0KuXYZTTdxWSUWoyqLUZXTdQW8pnZ188meySD/2jmFiYkkgtMqUpFrw26RyHNY+IM3127KIHTlZ3vmzBlGR0exWq20tLRw8uRJqqqqNmXMmX4/0oJwe8mfbTuQZZmWlhZM06S7u3td1jzpoCftuJ6+xnbT0mEluq7jdDo5efIks7OzDAwMZP06cC+zn+HZRp5++mk+9KEP8cpXvpL6+vrdPp0dQRAEGhoaGBgY2PPO4qsRj8cz5Yx4PE5ubi4FBQU36KykSZuOjoyM0NfXR0NDQ1YsxLdD01PGoIU5VvxRFd0Amyzy3ofLM8dMBuKIokBCNRCXJ6N0w8RtkzCM9HOAP5pkIZxkMaryhXOTxDWdNzQU8ppaH7W1tYyNjdF/ZRKbkppgEQQBRRI5WeHlP5wqQxKFNSes/vHHV7FIIsUeO1cWY8RUA1kSOZhj4z0PlHLQs/HpmHSpam5uLqNevdpnuxUIgkBtbS1Xrlyho6OD5ubmrC137gRpv7pr165lPMnWM+W0MuhJZ32y4TpLn0e613F0dJQLFy7cVqRwn+1nP+DZRt72trdx+PBh3vOe9/D3f//3NDQ07PYp7QiCIFBXV8fQ0BD9/f3U19fv6aDHNE2WlpYyTamSJGX6NdYjObDSdLSrq4vm5uasSLffTIHbQt0BF31TIXwuC6pmUOyx0VJ6vemy1GvDMFK9MWnjTlkWsUoii0mNynxHytcqovLRZweZWp64kgSBv5i6hGoYvL6+ECGniNL8JX58OYAt3w2I6IZJ/UE3+etURA4lNKyyiMtmJa7qTAbiBKJJfupYMW84uj5BzNVKVRtRr94KysvLsdvtmc1wvRNL9yrFxcXY7XY6OjrWrW21splZVdWsCHhWltYEQeDw4cOrihTuFHt5Ld4s+2PpO0BPT899F/RAajMZHR0lHo9ndWbjdqiqmlE4XtlwnFZWvlsmJyeZnp6mpaUl6wz8zo8H+Py5CYZmI1hlkeaSHD7wWBU+140ByFc6rvHpH44zG06iLRuLLkvmUO1z4LTKqLrBQiSJXZEylg7RpE5RjpUCl4WuyWAq2IirCIaGw27jzU0H+PlHKxDXsSAHoiqf+P4lzo0vUeyxkdQMIkmdj76lhpqiO/ftpKeq0l5VDocj41W1G55oKwkGg5lMoMezPQane4loNEpPT8+6PcnS05DXrl1LSRs0Nu7qBn/27FlOnDhxyw1OKBSiu7ubmpqaHVWrNwwDq9W6p9biu2DVD3w/4Nkhent7efe7333fBT0Aly9fJhgM0tTUlLUX2kr9lLTUf35+Pj6fb0sUjley26ajaX4wPM8Xzl/DNOFkhYd/PjeZ6S8QBIE//6kGjpfffrJkMZrka11T/PkLlzL/ZwKyKHC4wEFMNXBaZaIJLRPwRBIakigQ1wzyHal0/kI0yUPlbh72LHGitQm3+9Zg5eaJm/7pEH/63DCqZjITSjVNH/Y5+E8PldO2yvmuVqraKd2jjZA2Hq2qqsoa/ZbdRFVVenp6yM3NpbKy8pZr0TAM/H4/c3NzBAIBXC4XBQUF5OXloSjKriozv/TSS5k+vptJJpN0dnZSUFBw29e1HewHPPsBz46RDno++9nPcvTo0d0+nR1lfHycxcVFmpqasqaco+v6DQrHaf2UnXClXlhYYHh4eNfKFy+N+vnQ/+nP/LwU07Ar4g3ByUOH8vjYT1zvPbs58HjXZ8/TPRlC4MaFQhHhaHEOv/P6w3z0m0PEVT1lKQHUFjoZnY9m+nOiSZ1ir40/eVMVPT09lFRW0zNvEE3qVOXb+Vr3DH1TIXKXtX+ait28//PdJHQDl1VGN0z8kSR/+NY6aotcmKbJQkRF1XUcgoZ/Yf6GUlVBQcGOlqruFlVV6e7uxufzUVFRsduns+sYhsHQ0BCaptHQ0ICmaTcEsHl5eRQUFOD1em/YzNOTsbsV9KwlfmgYBv39/ei6ztGjR7d9bTQMA5vNlvXf/02yLzyYDTQ2NvKFL3yBp59++r4LeioqKpAkia6uLlpaWnYt6NlIw/F2stJ0tLm5ectNR9fiq11TGOb10fGlmEZMvT4llC5RAZwfX+RPnxthMapSf8DFR95SiyQIDM9FMsemEQXwOS3UFbloLvXwl+9s5N+6pkmoOq+tK2DcH2VoNpLJJMVUnZpCJ06nk5qGZn7ln8+zpMkoisxMKIHHJlORZyeqGnzs28P8xdsb8EdVcmwSV/xRdCOVVVqIJIknNX73q730TC4hY3Ak38qvP1ZOS0vLrpeqNoqiKBw7doyLFy8yMDBwTzb/bwRRFCkvL2d4eJjvf//7OBwOCgsL1+y1urmZOVtuttKIosjRo0e5cuUK58+fp6WlZd+KYhvZD3h2mKNHj/LFL36Rd73rXfzd3/0djY2Nu31KO0ZpaSmiKNLR0UFra+uO9LCsbDheWFhAluUNNRxvJx6Ph6ampi0zHd0I8vJGkMamiKk+mISGCUiCQEtpDk988iyX5qNYJJGDHisD02F+72sD/MZrDpFjlUgsj6SnyXdacFhlArGUG3tZrp1ffVVV5vdNJW76p8KcubyIIEDdARc/82BKnfvCZIQIVlxyElkSSaoGISEl0Om0SPijKuP+GEVuCy+PBRBEAUwDVTfpvDjEJ56L0+8HRRYQBZlLIZHvT+r8XOXeCnbSpDfDS5cu0dXVlVXZ0Z0gfe2mda2sVisFBQUUFRUxNjaWsetYi2x3XIdU07rL5eLChQs0Njbu929tE/sBzy7Q0NCQCXo+85nP0NTUtNuntGMUFxffEPRsx2jm7RqO03XybGsU3ozp6GZ4zwMlnB1bJJxIBSZ2ReK/vLaajoklBOB1dQX82fMjRBIaopASAZwOJij12hiZi5Bjl7FbZIrcIv5okoRmIgK5dpmYZvDwoesaPJOBOD8YnscEHjuSz+88fpjZUBLdNDmQY800KcfVVHDjdrkJh8MIGGh66nemaWIYJm6bTG2BjbOXDQzNRACKXDLdSxZmkgY2RcOqSBimyUI0pSu0lxEEgerq6syYdktLyz3trK7rOgsLC8zNzREMBjPX7qFDh24I9txuNz09PVRXV6+r6XctZeZsIC8vL2PIXFFRQXFx8ZY+/77+z34Pz67S39/PU089xd/+7d/S3Ny826ezo8zOzjI2NrYljbs3Nxybppmp6W9GGG4nSZuOVlZW7lij6sWpEF/tmgIT3tZ68Aa39JdG/Xzk2UFMYCaYQMDERKDYY8UEvvUrD/KdwTn+x3cuIQDBeGpE3GGReGvTAX76wVJmQ8lUf803h4gkNBAEHIrEX7zjKJX5jszf0g2TywtRxv1R/ub7YyhSSpPn6kIITTc54HWiaRpHfRJvLtX4vzMSL03pFOTYUWSJaFJHEQWmggkWwklsSip7FU7q/MyDZfzqqw7tyPu53fj9/nvSeDSRSDA3N8fc3ByJRCJjturxeO547SaTSXp6ejJ2Leu5ztPGozvV13M3BqaaptHT04PD4aCmpmbLzjH92u8DyYP9puVsZWBggCeffPK+DHoWFhYYGRmhtbV1w3ett2s4LigoID8/f8/eAauqSldXF8XFxVt+d7dR+q6F+PUv92CTRebDSSKqAaZJUY6N3z5dzesbUkGZP5JkLpykKMeaaUSeCSb4nX+7yFw4yXw4iSQKVObZEQSBxajKKw/n8cFlI9CkZvDH3xqi51oQgZTLuteuEFc1mgsVyqUlJpaSlB/I55G6EvLz8hj3x/mv/6c/tWmJArGkzk+fKuWrXVOMLcSIJDV0AwrdFj7/3uN41hAw3EuEw2F6e3t3NBu41dysfSQIwg0N5Rsh3fSb1v5aTx/eTgU9hmFw9uxZHnrooQ0/1jRNRkZGCAaDWyZGmd7r74Meof2AJ5tJBz2f/vSnaWlp2e3T2VHSd62tra1rXojphuP0nWC64fjmyYy9jK7rdHV1Ze5adwvTNPnYt4f57lAqY5bUTR5vKOCp46UcKXTecuzXuqf5l/PXMEwT3TSJJnVybDIjs2Fiaqp0dSDHynw4ic9t4WcfKudYWQ5fOHeNb/RMcyDHgmmYzIXi1HpN3l1vy2jjhEIhrl69Sl55Le3XIiiiwEGPjRcH54mrOq+t8/HKw/mM+2P87Q/HuBqIc6TAya+8qiozdXYvkc4GlpaW7npgvF4MwyAQCDA3N5dxlN8q7SPTNBkfH2dhYWFDwUE68NmuZmZN07hw4QKnTp266+eYnp7m0qVLtLS0bLrncD/g2Q94sobBwUGefPJJPvWpT913QU8gEGBgYIDm5mYcjuuljpVNi36/H0VRMmPjK4+71zAMg97eXpxO566asJqmybnxAHPhJEcKnNQUXS+jJDWDZ3tnmAzE0U2TZ3umsVtkBODSfJQit4VATCWSvD75ZVcENANyHQoWSSSc0BAwCSd0cixwwCVjijKFHgd/8/SN18D54Uk+9PVhNEFJ2Ud4bHz8bQ0U5ezNbN5m0XWdnp4e3G531hr1apqW6ccJhUJ4vd6M9tF2BBhzc3OMjo7S1NS07uBgZdCz1X09iUSCnp4eTpw4sannCQaD9PT0UFtbi8+3urfcWuwHPPsBT1YxNDTEO9/5Tj75yU/S2tq626ezo6QVZuvr64nFYszPzxMOh/F4PPh8PvLy8rKu4Xg7MU2TgYGBjNdSNm1oumHyW//aR/dkCDBZimnIokBZXqo34NJcBMMwSeip5WPlImIV4UCOhflwkoQOeXaJpYSOKIhU5NvRDHh9vY9fuanv5hc/38W5sUUwTSRJRJFE3vdIOe99+P7VqDFNk6GhIVRVzRol83g8nunHUVU104+z1eKdqxEKhejt7aW2tnbdJb9UQ7yRMXPeqvOMxWL09/fT1ta26edKZ/UKCwupqKi4q3NMl/H2asl/A6z65uz+FbJPhpqaGr785S/z/ve/n46Ojt0+nR3BNE3C4TALCwsIgsCFCxcIBAJUVFTw4IMP0tDQQGFh4X0V7MB1PzJZlrPOSbt/OkTfVIgcm4THrmCVBcJJDX15Pt1rl5GW3dQBpBXLj27AVChJ0hAQRAGrVSHfZUUzTQIxjaMH3fzsQzeW8kzTpO9aCEWSsFtlRNMgpupcno/t0CvOTtLBcE5ODh0dHaiquuPnkLZyGB0d5ezZs/T19WGaJvX19Zw6dYrDhw+v2Xy8lbjdbtra2hgdHWViYmJdj0k7rhuGga7rWzbNtNJHa7NYrVZOnDiR6eHKpvVgL7Gf4clChoeHecc73sEnPvGJLbk7yDZ0Xcfv9zM/P08gEMDpdGZKVWmF2Z3WpclmxsbGWFxc3FXTUd0w+d7wPLPBBCbwv85OZEQLk5rBlcUY+U4LkijgsIj87HEfH37uCqYBpkBGqye97aUXFosEPpcVqyzyu48f4ZHqvFs2R90wedNfn8EfVZHFlGJzPKnx8w8U8oHX3z/inXdidnaWy5cv09zcvO1TOKtZOeTn52eNA7iu61y8eBGLxbLuSaetbmYOBoNcuXJlS7XWTNPkypUrGT++jZSn0qW7vSbCeRfsl7T2Gvda0JMuU83Pz5NIJMjLy8Pn89224TgajdLd3U1dXR1e7+29ke430qajWzWxsREM0+T3vz7AmUuL6KaJKICAgG6mdHA0w6S+yMmpYgvBUIhaj0H1wXxemhb4nz+aIqEZKTFDUguKQWpFclklVN3EME1+87XVGQHC2/Hx54d5vn+OmGqgGyYWSeBEocCjh7z85EP1WVHO2W2Wlpa4ePHithiPqqqaGRiIRCKrWjlkE6ZpcvnyZZaWlmhqalp3lnirmpkXFxeZmpraFu/EhYUFBgYGNiRSmC7b7Qc8q7Mf8OwiIyMjvP3tb+ev//qvOX78+G6fzoYwDCOjcHw3DcfxeJzOzs49PX671eyW6WjftRC/8eVe7JZUf4NumMyHE6i6iaYbiAK0FEh8+HQZRYWFmc/34y+M8J2BeaJJHX9URRJYFjEERRI4XOBEkQSCcY0/eaKe1rLUwm2YJi+N+nmmc4qr/hg+l4WfOVVG+9Ulzo8HuLwQJccm47RKhMIxfuL/Z++8w+Mqz/R9n3OmqY9GGrlJlixZtiVbxRVCAgQwcQBZtmR6T6Gk7oZs1iELSUiygbD8sssmm71I24SEFGJCLGMgoYcECEXVvci2LMvWqI3K9Dnn+/0xPmNJluxR10hzX9deGzNnZj6NNOc853vf93mWJXDXx1ZOqz6nqWI8g0fdbne4H0fTtPDoeGJiYlR91qdOneLYsWMj2v0aj2Zm3d196dKlI35uJLjd7hGZFGqahsFgmDa7cBNITPBEK7ro+cEPfjDmbv+JRr8LHNxwnJaWNqo7JZ/PR21tLXl5eWOaTphJTEXo6D+OdPGvz+5GEyAjMKFy0i2wWSR6/KGSkwDWL0vn38sLSDAbaO7ycPdv6kgyG1CF4GBrH5oAW7wRV0AjqGpkpcZxvMtDUBUkmBXW5li5f0M+v3rnOM/taqXPp6LIEnOTzcSZFP6jYjlNXR5++PoR7IkhwecNarhcbv7tosRJCV+MBvSysN1uH5G1wXBRDunp6VE/2aPvfhUUFES8azxW0eNwOOju7iY/P380S46IYDBIfX19KIvuPKW7mOCJCZ6o4PDhw2zZsoXHH3+ctWvXTvVywugNx7rIAcJTGeN1F+j3+6mtrZ1UB+Lpjn7ynozQUZ/Px+Mv7ePJmk6EAEkCoyyhCYEsSfhVMeAkkZ5o5P4N+SzJSOSf/7CLRHOojHCs043Lr5KdGoc3qNHtCdDnUweElEoSJFsMuPwqqiZQJLAYFTQB860W7v5INvFGhf/561EyTguegKrhDWh8d70dh8MxJSW/6YimaezZswej0XjOC6HeT9fW1kZ3d3c4ymG0NynTGa/XS319/Yj8i8bS13Py5Ek8Hg+5uRPr9N3fpLCkpGTY0l1M8MQET9Rw5MgRNm/ezOOPP866deumbB3najieqDJLIBCgtraWrKws5s6dOyHvEW309fXR0NAw7v0aQgh6e3vDd/lBIXH/mx4MBgWnJ0hA1TAqMovtCexq6T3rBGExyGQkmfnhjUX8+wsHONXjI96o0OcPommChWnxWOMM1DX3cLLbF36+xNmp60KESl8GRWZ+ioV/vjyXksxkvvzMbjx+FbNBxuVXqSidy63rssKNu7HE6RBCCBobG+nr62PFihVhAePz+cL9OF6vF5vNRkZGxqROU00Vqqqya9cu4uPjWbx48YQ2M584cYJAIEBOTs4YVx0ZJ0+eDP/9D3UjpGkaRqNxNky8xgTPTODIkSNUVFTwX//1X5MqeoZqONazbiarYTEYDFJXV8e8efOixl12ovF4POMSOjr4Lj8xMTEsYt1BqHjiPRJMZ0703oDKl9fncf+f9uANDjxFmA0hF+SvbchnyZxE/vPVwxxyuFiakcg/X5FHa4+Ph3bu51CbK9zMfC4kINFi4KLcVB7eVIDFqHDC6eF377fg9PhZm23lmhVzUeTQ2rq6uti3bx9FRUUzKm9qLJw4cYLjx4+TlpaG0+kEwG63jyrKYSag74i43e4BQjCS542kmbmpqQlJksjKGr4Zf7w5l0lhTPDEBE/UcfToUTZv3sx//ud/jsmy/FwM1XCs1/KnMnhOj13IyMggMzNzytYxnRht6Kge2Nje3h6+yx9qak4IwWd/18C+1j7iDDI+VSPeqPCrO1fxyv42Htq5n+BpSxAZsCYYsRhkHtlcSJJZ4avb99LrDRJvUrjzwiye+Nsxuj1BXP4gmgjt4pyLJLPCg1cvYf0yOxZjZBcmffdrJP0aM43+UQ5dXV0oioLX62XFihWkpqae/wVmAS0tLTQ3N1NcXBzxjuBI+nqOHDmC2Wye9Bs0vfdxzpw5A0wKNU3DZDLNuFLlEMQEz0xCFz3f//73ufDCC8flNf1+f9gG3uVykZKSgt1ux2azTasviG6pn5qaSnb27HXZ7U8koaODS1WyLIdF7Pnu8p+paeHx147g8gXJtsXzaGUhi+2h5zz1XjNP/PUoXe4AccaQ2aBRkUkyG3D0+QmqGgZFBgQyENBAkSX8QQ1JAlmSkBGoIuTVI0lnRJBRkXjw6iVsWTnwZ/KrGgZZQj7Hxcbr9VJXVzcu00rRwuAoh8Hf4ZkQPDre6DuCIykNRyp6Dh8+TEJCwpSU4fUeLiDswh0TPDHBE7UcO3aMzZs389hjj406jXdww7FexpjuY6d61lRSUhKLFi2a6uVMC1RVpb6+nrS0tPBkzlClqpEaxL12oJ1vP3+A0xUj/EGNa1fNZ/VCK0FNEG+UybXH8/K+dt481EHDiV7sSSZ6PUGOO70YZDApCkFNw68KDIqEWZFRNQ1fUJBsUcixWTju9NPtCaDIEhIgyxILrBZ+dmsp9qSQFb7br/KD1xp595gTgyxx+4VZXLNizrBr14Xg3LlzZ+yO4EijHPQdwaysLObNmzcFK55+uN1uGhoayMnJYc6c4f+e+hNJX8+BAwfCAcdTQX+TwtLSUoxGY0zwxARP9NLU1ER5eTmPPfYYF1100XmPH3wBTEhICF8Ao82MSr+DsVgs5OXlTWuBNllomkZdXV3436Pttzra4cbR6yPbFs9jLx/ig6Zu4k0Kfd4g7S4/RkUmqAkSTDLxJgNuv0qiWaHbE8AXFGSnxeELaDQ7vcgSWAwKQU3Fr4LFGLrTDKgMaFiON4Xysfp8odfKtFq4/+NLWJl15q77f944wiv72rEnGglqoSiKr1+9hJLM4e/M9SbVxMTEaRuyORL0GxWHw0FHRweKooT7cSItNweDQRoaGkhJSWHRokVR/5mMB4FAgF27do3oMzmf6Nm3b1/4/DqVtLe3s3//fpYvX47dbp+2RpHjSEzwzFSamprYtGkT//Ef/zGk6PF4POFejUAgEO7VmMyG44lCCMHevXtRFCVi+/iZxlClKk3TiIuLY8WKFSP+TJ78x3H+763jGE6PnufY4tjf5sKkSLT2+BFw2mk5lEGUaFbo8QaZl2whoKm09QaQJUICya8iCTAaZIKnp7vmJpvpcvvp9qoD3leRYFF6ArIMX1mfx0W5oYiJXm+Q9j4/6YkmvvzMbgKqhtkQ+rtt6/Vxw5oFXL96wXk/o3379iGEYNmyZVH3d69pGl1dXeF+HP1GJT09fdQjxkII9u/fj6qqFBTEnKoh9Dn3D2MdazPz7t27WbBgwbToI3O5XBw9epTS0tLZ8LuOCZ6ZzPHjxykvL+fRRx9lzZo1vPzyy1gsFhISEjCbzeFS1VQ2HE8U+olbv5jNBtFzvlKVEILDhw/j8XhYvnx5xCe4Y51u7nyyFqMsocgSbn+QTlcgFAcx6EwgS6BIEhZjaDTcnmhCCEFbXyjAUi9NpZ4OEk1PNPFPl+fy07830XCiB5dfPWsUPTctDlmW+cbVS0gwG9jX2svP/n6MLncAIWCe1YJBkrDGG0+/l5/PXrqI9cvOXzIQQnD06NFwzMB039YfHOWgl0ZSU1PH7YKllzza29tj/kX9OH78eDjGJdJk8aH6enTH66SkpAlecWRomobZbI4JnnMQmXJZ0gAAIABJREFUEzxRQFtbG7/+9a/53ve+R1xcHKtXr+bee+/lggsumPYn9vFAHzP1+/0UFhbOSNHj9XrDF8BIS1XHjh2js7Mz4tDR9485+eqf9mBUQq93sttLUBMkWww4PUFgYPinQZYwGyRcfo1Ek0JAC0VNpMQZSYkLlbruuDCLDYUZpCeawq/70HP7+UN1SzhTSz/JZFktFC1IwukJ7eoc7XCHcrMMEhISAU2QabWQYDIgECydk8TXr16CyRD5CfzEiRO0tLSEexqmE3qUQ3t7O6qqTlqUQ2trK0ePHp2U4NFoQXc0X758ecSCZbDoqaurIz8/f9qM/scED8z4gfyZiqqqPPzww7z44osoisJVV13Fk08+ydatW7n77rsj6umZKUiSxOLFizly5AgNDQ2sWLEi6r/UQgh6enrCTeUGg4H09HSWLl0aURYZQHZ2NgaDgZqaGkpKSs57gV9oi0MQci82yBJBLTRZZTLIIZ+b0/0KmhAgQrs83oBGvFHCG9TQNEFyvJFEi4GWbh9BVeNX/zjOupxU5qWcGfu9ankGO3e14glqIcdmwJ5g4isfW8zOXa3UHu9GExBQz3T5GA0yIqCRnmjinouzkSWZ1QtTwiIqUhYsWIDJZKK6unrKL/D671gvR5pMJux2O8uXL59U48Q5c+ZgsViora1l+fLlJCcnT9p7T1fS0tKwWCw0NDSQl5cXUeNx//FvIQSqqk67G86ZeDM4EmI7PFHMs88+yyWXXDKgKa65uZny8nIefvhhLr744ilc3dRw9OhRnE4nxcXFUSd6VFWlo6OD9vZ2uru7SUpKCmeRjWU3wuFwhOv352tOf/1AO9954SBBTaPLHSDZYiTRrIR3e1LiDBhliYtyU3n9YCfxRhl3QMOvhvKx+jcjyxLMT7GQaDbw1CdXEXfaR0cIwQ9fP8Jzu1qRJYl4k8K/lxcwJ9nEhh+8E4qVkCX6fKE+H7NBwqTIBDRBblp8WHStmJ/EV65cHI6vGAl6PMeKFSsmteQwuByZlJQULkdOtSGc2+2mvr4+4gv8bMDv99PQ0EB6ejoLFy6MSDAEg0E6Ozs5ePAgF1544bQZCNE0DYvFMhtET6ykNZs4ceIEGzdu5Lvf/S6XXHLJVC9n0jl+/DhtbW2UlJRMuzuswehjxbqLdVpa2oQ0lY8kdNQXVHG6g7T2evnqn/YSUAUBVSM/I4EcWzwdLj+1zT04enxohISNnoI+GJNBYl6yhf+9qZictDM7U0IIjnS46fUGyU6LxxpnpLrJyRef3oUnoGI47dXjUwWKHPL2SbYYMCkymakWDLJER1+AD+fZuG99HhAKMd3RcIo3D3WSYFK4eW0my+YO77bscrloaGiYcF8av98fHh3XTR7tdjtWq3XaXXz0Uf45c+ZMqkPwdEbTNPbt2wcwbNP74J6r/nEdkTozTzQxwRMTPDOW2S56Tpw4walTp84ZpjcVDC5jGAyG8MRNpKWq0aLvaowkdqHPF+RIu5tX9rfx14OdCASOHh+2BBMne3y4/ep5X8Mgw31X5LFifjKrFw6f13TQ0cd923bT5fbjCWgIAWaDzIYCOyajgkmBvzd2kWQx0N7rJ6Bp2OJM/P6uNQBsq27hdx+cINliJKBqaAIe3lTAQtvwAk/3pcnOzo7Yg+V8CCFwu904HI6wx1U0RTlomsbu3bsxmUyzdvpxMEM1eOs3Kw6HI9xzlZGRQUJCQvgzG2vi+niuXwgxW3q0YoJnNtLS0sLGjRv5zne+w6WXXjrVy5l0Tp48SXNz85Q3qOqlqra2Nnp6esJlDJvNNunrGk3o6FPvHuenf2/CZJDxBjQ6XX7SEk1h351IMCkSBllic8lcHrh66ZDHCCF4/LVGXt3fjqqF+oU+d2kOVy0PCZE3DrTz6MuHae/1EVAFqhBYDDJfuiKXQw43fz3UgS3BSHpiaLKmtcfLbRdkUV58bqfbYDBIfX19uGwxGvQ4lra2Njo7O7FYLGRkZExoqO5Eok/6uVyuEeVNzWSEEBw/fpwjR45gMpnCPVfn80CaDqJHv87PklDdmOCZrcx20TOS/pXxpL8Drt/vD5eqpkMZY6Sho3c+WcMJpxezQUbTBMe7POEx9UhPEEZFQkKgCYmf3lrCupyh85yEEFQf76bTFSAnLY78jDM7UQFV445f1tBwoif8vgZZwqhILMlIpLHdTVATFM5LIslioLXHy6cuWsjHl59/50bf1bBYLBGnaJ8vymEmoE+1lZSURKVwGytCiHAmWWdnJ3FxcSQlJdHa2sqSJUsiNhUcbeL6eBETPKcfiAmemc/JkycpKyvj29/+Nh/96EenejmTTnt7O4cPH2blypUTdtKeylLVaBhJ6Ojnf9fAnlO9xJtCF3FH75lSVn9/nsG+Ov2JM4b6HgKqxi3rMtn6sfxRrfvbO/fzTO1JTAYZgyzR5wsiBHwkz4bTE+CAw0WSxYA90UR6oplHNheQEhfZLpoQgoMHD4btDYbq1RhplMNMQO//KioqioqS3FjRG8sdDgc9PT1DClmfz0d9fT1z586NuNdpKkVPTPCcfiAmeGYHJ0+eZOPGjTz00ENcdtllU72cSaezs5MDBw5QWlo6bl/64UpV02HiJhIiCR0FaDjRw33P7MblC+INaChyyHAw+fT4eSConeWpMxizAuL0eehzl+TwqY9k80xNC8/UnCKoamwqmcut6zLPexH4Q/UJHnnxEIoSMjb0BDQkBB9aZEOWJZqdHualWNhQmMHlS9Kxxo+8ZHj06NEB/kV9fX3hxnI9ymG6CtmJore3l127drFs2bIZmbauNx07HA48Hs+ApuPh/iZVVWXPnj0YjUaWLFkS8ZDBcM7ME4kutCI1UoxyYoInBpw6dYqysjK++c1vcvnll0/1ciYdp9PJvn37IppUGg6PxxOextBLVboBYDTe4euhozabbdj0+dcPtPPfrzWyr9UFnI6VAKzxRlRN4Fc1FqXF0dHnp90VclrWLXQUKfS/ZcBslJmfYuGJW0r4x9Eu/uuVRpye0PEI2Fwyh4c2FpxzvY5eH5/+dR1Otx9ZlpAEeIMqC23xCAGKIvGdjcvIs49+J0LTNA4fPkxLSwtGozHsZD2WKIeZgNfrpb6+fsYEj+qxO21tbaiqOqCxPNLvshCCI0eO4HQ6KSoqivjvY7L7emKC5/QDMcEzu9BFzze+8Q2uuOKKqV7OpNPd3c3evXsj3p4fXKoyGo1hB9yZMvGg96/ExcWdFcT66v42vv38Adr6/OHylSKDpoFBkUgwKRhkiWVzkzjc5sLlD9LrVcMnjgSTQpJZwRpv4uPLMygrmsP8FAs3/ex9Glp6USQJSYKgJjAqEr+8YyXFC87dTF1/oocfvNZIpzvA8nlJXFOUwbtHnSiSxIbCjFGJnaGiHMxmc3jSbzbt5pyLaA4e1YNX++/WZWRkYLfbx7zrq7tVFxUVRfy3MpmiJyZ4Tj8QEzyzj9bWVsrKynjwwQdZv379VC9n0tG354cbz9aNw6K1VDUa9IBNSZJYunRp+OT7md/Ws6+1l7beM4Knf+lKOX1q0fO2FCn0//WQ0Zy0OHxBwZbSedx7SQ4AL+5p5YHt+3AHBhr3yEDh/CR+cfvKcL/Q+dY8lovE4Dv8oaIcenp62L17d8yBuB+aprF//340TZv2waN607HD4aCzs3NcgleHQ7d9GEnZb7L6enRhNUsaz2OCJ8ZAdNHzwAMPcOWVV071ciYdfTxbd9rtX6rSU+WjuVQ1GoYKHb3nN3W8e9SJP6hFdDIwyCBEqIyVZFawJZiYn2LhP69bTrLFSGO7i8//rgG/qnGy2zfgNS0GiXkpFr55zVLWDjPFNdafb/BunV7GONcdvj7Vlp+fH/FUzkxHCBHOahtJKWcyGNxbl5KSQkZGBjabbcLFmV72y8zMPGdfXH8mQ/RomobBYJhWv6cJJCZ4YpxNa2srGzdu5Gtf+xof+9jHpno5k4oQAofDwb59+zAajVgslhlXqhotf3xrD3/Z30nmHDsfNHVzsC3UuzM4MX0wsgTWOAMWo4GgqnLLuizWZFspnJeISZH5zgsHeaamJZyRlWRW6DkdH2FSJHLTEwhoGg9etWTYsfWRMl5RDn6/n7q6OjIzM2dE/8p4oZdySkpKpnQCyO/3h29YPB7PlPbWqarKrl27iI+Pj9jiAEKiBJiQZuaY4Dn9QEzwzG4cDgdlZWXcf//9bNiwYaqXM6Hovint7e309PSQnJxMcnIyzc3NM3b6ZKT8eY+D7754kEBQRdVUXAGwxhnxBzWQwCRLuAMa3iFyJGQJ5iSZsRgVgprGT24pDbscv3u0i3t+Ux+6myUUDCoR6vHxqRqZVgsgMSfZxA9vKI6opDUcgy9+kSTLR4Le4J2amkp2dvas2fk7H06nk71790562U8vSTocDoQQA5yOp5rRGjdOVF9PTPCcfiAmeKYv27Ztw2q14nQ6yc3NZdWqVec9djQ9OW1tbVxzzTUzUvToJ8X29vawb4qeVaWfTLxeL3V1dSxevHjWlyxu+vkHnOwOmQwGgyqnegMkni5NCSHwq4K0eCO7T/Wd9VyDLJEWb8Rikvn8RxdxyeJ0kiyhXZQ/1rbwjecOYDo9Tu5XNVQNVi9M4cJFqZzs9jE3xczNaxfQ4vTxk78fo88X5OLFNm5em3neVHSXyxXuxwHCu3UjmbiJBE3T2Lt3LwaDIRa70I/JCB7Vm471yI5IS5JTSUtLC83NzRQXF0e8xokQPTHBE2JmdmDOAJxOJy+99BJPPPEEAFdeeSUvvfTSsMc+8cQTbN26dVTvZbfb2blzJ2VlZQgh+PjHPz7qdU81QogBFv/6SbGgoGDYUpXFYmHlypXU1taiadqsTorWNBE+WxgMCmZDEH9QpccTwKjIlGQmc9WKDO7/094BsRISkBpnIDM1jsZ2N1/90z7MikxF6Vy+vD6PI+1uhBB4AwKzQUaWJExGia9uyKdw3pm08mOdbh7cEQpqNCoSf6g+SVAVfOrDA0fmBzvgWiwW7Hb7hDsCy7JMYWEhhw8fDveATeem3ckiPj6eVatWUV9fj9frHbfgUU3TBvyeExISyMjIYOHChVFx8Z4/fz7x8fHU1NREHOeiCxxN0xBCjFtfT0ycxwTPtOXpp58mLy8v/G+r1Up1dfWQuzzvv//+mBuP7XY7zz33XFj0XHXVVWN6vclksMV/cnIydrudRYsWRdynYTKZWLlyJTU1NWiaNm5BktHG9avn8/hrR/AGVFQNTAaF4nkJyP5eVubNxWQy8/6xbqxxJoKahtMdRJYEAgmzUaa6uRtJABJ4Aiq/ee8Ez9S0ENQEFqOM2x8qh5kUibs/kj1A7ADUNHXjC2qkJ4ZEiyJLvLq/nU99OHvYKIe8vLxJjXKQJInFixdz/PhxampqwmGSsx39O7R79248Hg/5+fmjusjqTccOh4Pe3l6sVit2u538/PyoFJdWq5XS0lLq6+vJzs5m7txzZ7vBGXEihEBV1XERPTHBExM80xan04nVag3/22az0dnZedZx1dXVrFmzhurq6jG/5+CdnquvvnrMrzlR9B8pDgaDpKWlkZmZOaYmRaPRyMqVK6mrq0PTtFnZnFpZOg+zQWZHfSu7T/YiAbtb3Qgh835rM2ajAUkCb0DDoMgIBKoACcEJZ2jqSsCAYrg3GPLYUTXIS7PQ5VX5xIWZfOrDOWe9v9mo0P/X5w+qmCWNmpoafD4f6enpZGVlTYsoh6ysLEwmU1j0TNeyymSiKApFRUUcPnyY+vr6iPtX/H5/+Pvs9XpJS0ubNr/n8SAuLo7Vq1fT0NCA2+2OyMNIkiQkSULTNILB4KQ6M89UYoIninA6nUP+9/7CaKykp6cP2Om55pprxu21x0L/UlVHR0c4qbiwsHBcp6p00aOXtxYsWDBurx0NSJJEWdFcrHFGHtyxj3hT6M6yvc+HT4VEYxCzKWReVrwgmRNOH4fbXCCBJIVG0odClk7frSIRZwwZEQ7Fh3NT+f17TbR09aGqKrIkce+FdpYuzZmW5n9z5szBZDJRW1s7a7Kmzoe+A9bc3Ex1dfWwZUa32x0WOUKI8C7OTP0MDQYDpaWlHDhwgF27dlFYWBiRgJFlGSHEgCmumSACp4KY4JkiHn300WEfu/vuu8PNyjqdnZ3k5uYOOO7HP/4xNpuNxsZG3nvvPTo6OsjNzT3ruJGSnp4+YKenrKxsTK83WsajVDUaFEUJb0GrqsrChQsn7L2mKz5Vg9N3mABaOHzQjN/nR0IhI9lMWfFcHnnxIKoQ+Pwq7uDQikc9PdPu8aukJZi4ND89/JimaXR1ddHW1kZXVxf3rIhjb186GOO4YFEay+cnDfma04XU1FRWrFhBfX09BQUF43oDEs1kZmZisViorq4OOxD39vaGhwiMRiMZGRkUFRXNFgfgsLGnLgaLi4sj+tn79/XA6ERPTCTFBM+U8a//+q/nfPz6668f0ITsdDrP6t+5++67w//7vffe48orrxyz2NFJS0sbsNOzcePGcXnd8zFUqWoqtrYVRaGkpISGhgY0TSMnJ2fS3ns6UJqZgkmRcPmDGGUJgywDWqh8ZTCh+fyUpsukWIz4Aip9/nMbExokiUxbKNTz2pULSDFLnDp1ira2Nvr6+khNTcVut4dDGD80WT/oOJGYmBguh+bm5s7qxvf+2Gw2MjMzee+99zAYDGETwOzs7BnrWh4JmZmZxMfHU11dHTY/PR8T1cw8m4iNpU9j9FFzHX3kfPXq1bzyyivhx6qrq7nrrrtYs2YNW7duHTfRA6GdpbKyMr74xS9SXl4+bq+rM1ypKj09fVoYAOo5U/Hx8eTm5kblCUYTgv95/QjP1JxEliVuW5fJnR/KOufP4g2ofGnbLt5q7EITsDg9njx7PH891IkiS3ziwkzWJjrpkxK5p6r5vGuwJRiQkbDHyygiyGVZCh8rnEtGRsaAKIdoR0+gnzt3LpmZmVO9nClBVdWwD5LedGy1Wmlqaoq4aXe24HK5aGhoGNE4/2icmTVNw2w2R2XT9yiI+fDEGD3jLXqGK1XZbLZpedcnhGDPnj2YTKYROadOF371j+P86K9Hw2cBAdy/IZ/y4uEvPI+/1sgz1SexGCUEhKaxZIk4o4ymCcxGhZ/cXMwDz9RQ3RoY9nUkIM4oYZIFTl/ovykymBWZB69ZwsaiuWhCnN5BmhnoTrtJSUlRF7A5WvSmY4fDgd/vDzsd99+Z1YNHrVYrOTk5s+JziYRAIEB9fT1paWkjMrTUy1uKopxXyMQEz+kHYoInRiTooucLX/gCmzZtGvHz3W53+K5PL1UNPiFOZ4QQ7N+/H2BAuGY0cOeTNew71Rs27/MFNT6SZ+P7164453OOtrsxGWQkCVq6vZgUmYykUL9BrzdI8YJk3mrsxK+efZrQA0ZlwKSAN5QggSJLGBWJYFDDGm8k0WJACPjokjS+dHkeJsPMOCHrYaxCCAoKCqLq7yVS3G43DocjbPaomwCeq+lY0zT27Qv5LC1btmy2XIDPi/656H8vkX4ukZoUapqGxWKZkX+HQxAzHowxNmw224BG5s2bN5/zeN0Yrr29nY6ODsxmM+np6Sxfvjwqx3f1ZsODBw+yd+/eqLqIpcYbz8rBsg0zJQXQ4w1wvNNDW58fSYLk027Jinzm5/UEVN492jWk2OmPxhmxA6FpLYlQLpfTE2RusgVJgtf2d5CeYDrLYDBakSSJZcuWceTIEerq6igqKor6keLB4at6+TnSxlsINdsWFBRw7NgxamtrKS4unpa7upON/rk0NTVRU1NDUVFRRAaa49HMPJuI7fDEGBFdXV1s3LiRe++9l8rKygGPBQKBcFaVbgyXnp5OWlpa1J/sdYQQNDY24na7w4ni053GdheffLI2nH+VaFb41Z2rmJcytPC8f/seXt/fTp9PDfnqCMhIMoVFkxDg9ASQEfjPjtQK7+5IhASOJs6cSGQp9H+qBtZ4AwtTQ6PmnoDKvBQL/3tT8Xj+6NOCEydOcPLkSUpKSqLOoHDwBN1ow1eH4tSpUxw7dmzKg0enG21tbRw+fHhENgfn6+uJ7fCcfiAmeGKMFKfTSVlZGffeey9Lly7l2WefZdGiReTn54ezqqKlVDVajhw5Qk9PD0VFRVEhek52e3njYAeKLHHZkvSwk3F/ao53s7+1j/9+rZFuTzAsXIyKxGcuzmZeosQLDaeQVT+7OzUc7qFPDwY5JGjMBglNcNo8TaBqAg0wSFCcmUx7X4B4k0KPN4DHr/Gh3FQe27J8Qj+HqaKtrY3GxkaKi4unRTP+udB77BwOx4AJutTU1HH/W9eDRyOdVJot9PX1sWvXrvA5NRKGEz36f48JnpjgiTFCgsEgb7/9Ntu2bePJJ58kNzeX8vJybrzxxnHLz4kWmpqa6OjooLi4OOp3sH71j+P8+G/HULXQ7g2E+m/0E0DFYoWbSkJ9V6k2G//vlSM8+Y+zp7MMMly4MJGePjdNLpk+XxAhzuzyKDJISCSZFealWDjY5gqfpDNTLfzw+mIWpU8/g8HxYDpf3H0+X9gOQm86zsjIICkpacIvkvqk0uLFi0lPTz//E2YJfr8/PPE3knOrLnAMBgOSJKFf42fRLlpM8MQYG319fXzmM5+hrq6OCy+8kLKyMtasWcMNN9zAXXfdxbXXXjvVS5wSmpubcTgclJSURK3oOeH0UPnEeyiyhEmRcfT5gdBZQwIUReKLH83h6Q9OcrLHhyJJLLCaaXF6BvTnAHxokRWXT8UWJyN8vZzwmun1qTh6/SgyoTgKIQiqguXzk2jt8RFvMhBvUujzBblsSRr/+rH8Sf8MJgv94r5kyRJsNtuUr0UXOZIkhZuOp8LR2u/3U19fP6vH+YdCVVX27t2LwWAIe1RFwuBmZogJHogJnhgRIoSgpqaG0tLSAV+67u5uNm7cyKc+9Smuu+66KVzh1NHS0kJLSwulpaVR14B50NHHXb+upa0vECpfyaCKUJ9OolnBoMhICHxBFZf/7NOB2SBhUST8qka8yYhRkTEbZfxBjUSTzBdXaGTmLuHGJ3cBUignS4ScnC2nJ7IWWC0kmAz0eoOszbHyjWuWTupnMNn4fD7q6urIzs6e1JBavenY4XDQ0dERTpi32+0TmjAfKaqqsnv3buLi4qLS/mGiEEJw9OhRurq6KCoqirgPbLDoiQmemOCJMQ7ooueTn/wk119//VQvZ0pobW2lqamJ0tLSad+YqmkaTqeTtrY27v/LSZp6BT71TNnJYpQJBDVsCSYEsCYrmRf3tp/1OiYl5NFjTzCRkxbHe03dyBKkWELj5q09PpItMj5fAJcqEQiKUMPy6ffJSDTS6Q4iSYL5KRYkJB64Kp+L8iLrWYhmdO8Vu90+odEletOxw+HA6XSSlJRERkbGtB0kEEJw6NAhPB4Py5cvn5ZrnCpaW1s5evRoOKbjfGiaxt69e6mqqsLn850zzmiGERM8MSaW7u5uysvLufPOO7nhhhumejlTQltbG0eOHKG0tHRa3DH3R5+g06McrFYrdrudW393CJcvCECPN0hQFaQlmvj+tYUkm43YEkzc98wu3j/WfdZrxhtlNAFBTSPYb1pLL4VpgCKdSU+XpVB5TBMwJ8mMNc5AjzdIa6+fTKuFL12Ry+VLZ08kg6Zp7Nq1a9x3NILBYNjzSm86zsjIwGq1RkWDPYRKxadOnaK4uHjafZemkp6eHnbv3s2yZctITU0963FN0/jggw+oqqri1VdfJTs7m82bN1NeXj7lJdRJJCZ4Ykw8vb29lJWVcccdd3DjjTdO9XKmhI6ODg4dOkRpaemUByIOziVLT0/HbrcPaETd+uwe/nqoI7xbo2rw3fJlXLok1Dza4w1ww0/e51iX96zX16e4IkEC4gyh8fa5KfG09/mJM4Xu3rvcAe69JJvK0vlj/6GjDCEEBw4cIBAIUFhYOGpBojcdOxwOAoHAkL/raKO9vZ1Dhw7FUugH4fV6+dGPfoTRaOQLX/gCgUCAt956i+3bt/P3v/+d4uJiKioq+PjHP05iYuJUL3cqiAmeGJODLnpuv/12brrppqlezpTQ1dXF/v37KSkpmdQRZCEEvb294R4No9EY7tEYrn7f7Qlw37bd7D3ViwBuvyCLey8O2ds7PQHu+EUNh9tcDGG3M2JkCRKN8G+XL+BH73YS1AQSYE8y8z83FmGNm96lwIlE79EYycSfy+XC4XDQ3t4ebjrOyMiY9mPvI6G3t5ddu3bFUugH4XA4uPnmm8NZhB/5yEeoqKjg8ssvn/IbrWlATPDEmDx6e3vZuHEjt956KzfffPNUL2dK6O7uZu/evRQXF0/o1IumaXR2dtLW1obT6SQxMTHcoxFpA7UQgl5fELNBxmw4c7H9zgv7+e17LUOeBEayu6OjnHZt/sEVCTilRI5744g3K1xZYJ/VYkfn5MmTNDc3U1JSMmQZZ3DQrsViISMjg/T09Bld9vF6veEm79kcPNrT08Of//xnqqqqOHjwIJdddhldXV10d3fz1FNPzdbdnKGICZ4Yk0tfXx9lZWXccsst3HLLLVO9nClBr7cXFxeP65a83+8P92i43W5sNht2u31cezRUTbDmkTfwBcfvFKBIkGWL47nPrAtP4+Tl5UVtyWUi6Ojo4ODBg2GhrAtah8NBd3d3OGh3ujYdTxTBYJD6+npsNtuIAjajGSEE7e3t7Ny5kx07dtDW1saGDRvYsmXLgGnZp556ih/84Ac8/fTTE9oAH0XEBE+Myaevr4+NGzdy0003ceutt071cqaEvr4+Ghoaxmw2p3umtLe3I4QI92gkJCSM+OR/tMNNjzdIXno8Ceazd4H8QY0Ol48rHn9nxOtMsRiQEDgHG/QQMjKsKJ3Lt8sLEELQsGcffz7koldOZHFGAjesnj9gh2m20tnZya5du0hISMDv90+IoI1G9IBNPdduJn4WQgiam5vMCtWlAAAgAElEQVSpqqpi586d+P1+ysrKqKysPGdo8dtvv43D4RhVsPMMJCZ4YkwNLpeLjRs3csMNN3DbbbdN9XKmBJfLRX19PYWFhaSkpET0nMHlC7PZHO7HGW2NXgjBd144wPO7HRhkCZNB5ombS1hsD+0+BVSNB3fs46W9bQgh8I5gd8dwetzcnmii0x0gNd5AW18g/LhZkYgzKXz20kXcui4TTQi++qc9vH+kA0kIDEYTpVkpPLy5AHkW3L0Pxuv1DmgwT05OpqOjg6VLl8bch/uhe9I4nU6KioqizvdqKPTG9aqqKp5//nkSEhLYvHkzFRUVZGZmzordrHEmlpYeY2pISEhgx44dlJeXI4Tgtttum3Vf4ISEBEpLS6mrq2PZsmXDNl+qqhoeHe/p6QmXL3Jzc8elfPHXgx28sNsRTivv8QS5/097+cNdawD43l8OsqO+dVR3OUEROst0uAPIEnS5gySZFVw+FQlITzIBEsULkgE44fTScKKX9KQ4/IEAgYCf+uZumru8LLTNnKbb4RBCDHA6VhQFu91OQUFBuOlYjxYIBALMmzdvilc8PZAkiUWLFnHq1Cmqq6spLi6OSkM9TdOoq6tj+/btvPzyy8yfP5+Kigqee+457PbZY80w2cQET4wJJyEhgaqqKsrLywFmpeiJi4ujtLSU2traAbEC/TOMfD4faWlpLFiwgMLCwnH/jJq6vARUgem0w7FRkWh2egB4ruEUv3t/6AblcyFDeIJLkUMXclWAQZZIjjOgyBKKLGExKHzu0kVhwaMJgf7jmU833Pa4ffgDAWBmCh59187hcNDZ2UlcXBx2u31Y3yaTycTKlStpaGjA5/ORk5Mz+YuepsydOxez2UxNTc20zCYbCj2HcMeOHbzxxhsUFBRQWVnJAw88QHJy8lQvb1YQK2nFmDRcLhebNm1iy5Yt3H777bNO9ECodFFdXU1ycjJutxtZlrHb7aSnp0+418hbhzv5lz/uRgCyJOEPauRnJPCjG4sp+99/4HQH0MbpG2+UJf507zoWpceHw0H7o2qC+7btZl9rLyZFxq9q5FiNfGKJyspp4GE0XqiqGp6i05uOMzIysNlsEe/aaZrGnj17MBqNLFmyZFZ+b4ZjugeP+nw+Xn/9dXbs2MG7777L2rVr2bJlC+vXr4/KnakoIdbDE2N64Ha72bRpExUVFdxxxx2z4uTdP8qhs7MTi8WCy+UiNzeX+fMnz2xPCMHjrzXyu/dbMMgSSRYDT9xcgjegctdTdXiDGr3e4Li8V5JFYVVWCv97U8mwx7h8QX75znEOtrnItydwx4VZ+Fw9HDhwYNI9jMaTQCBAe3s7DocDj8czwOl4tH/v/SMXVqxYMSMbdkeLXvqbN2/etAge7evr46WXXmL79u3s3buXj370o1RWVnLxxRfPiJ6jKCAmeGKcn23btmG1WnE6neTm5rJq1aohj+ns7OSDDz7guuuuY/369SN+H7fbzebNm9m0aRN33nnnjBQ9g+399SgHm82GLMsEAgFqa2vJysqadG+Rtl4fPd4gWbY4TIpMny9I2Y/+QZ9Pxe0/e7rqfEiAUYFAv6fKEpiNCq/804dIGaHHTk9PD3v27GHFihVR4y2iNx07HA5UVSU9PZ2MjIxRTdGdi6amJtra2igpKYldPPuhqiq7du0iPj5+SoJHOzo6eP7559mxYwcnTpxgw4YNVFZWsmbNmpg4nXxigifGuXE6nWzdupUnnngCgCuvvJKXXnppwDHV1dUAYSGUmppKV1fXqN5PFz3l5eV84hOfmBGix+PxhEVOJPb+wWAwfGc6mTs93oDKGwc78ARU1mankpFkYssT73Go3T2q1ysvnsMVS9L4WtU+XP4znswGWeL61fN54KolI35NvVRRUFAQ8WTbZKI3HetOx3rTsd1un/CdqdbWVo4dO0ZJScmMKf2NB0IIDh48iNfrnfDgUSEEp06doqqqih07duB2u7nmmmuorKyckP67GCMiNqUV49w8/fTT5OXlhf9ttVqprq4esMvT2dnJH/7wh7AostlsZx0TKfHx8Wzfvp3NmzcjhOCTn/xk1J0k9CgH3R/HYDCcNWlzLgwGQ3h6S1VVsrKyJnzNLn+QO39ZwwmnD4FAkSXWLbRyeJRiB+DyJemsL7Dz/15pxOUPZW6FJsEEbx3uHNVrJiQkUFJSQl1dHfn5+aSlTX2CuhAiXJrs6OggPj6ejIwMVq5cidE4eU7Rc+bMwWg0UlNTE8uZ6ockSSxZsoTjx49TU1Mz7sGjQggOHz7Mjh072LlzJ0ajkU2bNvGzn/2MnJycqDt/zUZigicGENrh6T8ubbPZ6OwceLFav379gBJWZ2fnqMSOTlxcHH/605+oqKhACMGnPvWpaX/SGCrKwW63s3DhwlFd9BRFobS0lPr6ejRNIzs7ewJWfYZna0/S1OlBkSVkScIX0Hhlf/uYtnK//Mc9fG1DPgZFQpZC5SwIjb6rY+iCjouLY9WqVdTW1hIMBpkzZ84YVjk69KZjh8NBT08PKSkp2O128vLyptTp2GazsXz58hH7O80GsrKysFgs4bH1sUS76In227dv56WXXsJut7N582aeffZZMjIypv35KsZAYoInxrA4nc5hH9u6dSuvvPLKmN8jLi6OZ599loqKCoBpKXoCgUB4dFyPcpgzZ864ub3KskxxcTG7du2isbGR3NzccVj10LT3+QlqAoMSWrcih1LSldPGgf1JNMv0+c4fG6pqgm+/cACLQQJxpg4uSbA6e2wXYn00u76+nmAwyIIFC8b0epHQ//ft8Xiw2WwTZhUwFpKSksJiOTc3N+bf0g/doLOurm7EwaOqqvLuu+9SVVXF66+/Tn5+Pps3b2br1q2xANMoJyZ4ZgmPPvrosI/dfffd4WZlnc7OzmEvvNu2beOGG24Y0+5Of3TRU1lZiaZp3HXXXVN+YXG73eGLnh7lkJeXN+5NqDqyLFNUVMTu3bs5dOjQhGVMrctO5fcftKBqAjmkT1ibbaX6eDdq8Iy4kSUIqAKDDMEIo9J9QRESO6cVjwIcbnPT6w2SZBn9qcZoNIYv7IFAYEL8aDweT/j3rapqeBdnon7f44W+C1ZXV4ff758UQRgtJCcns3LlSurq6sjJyTnnDqHf7+fNN9+kqqqKt99+m1WrVlFZWckjjzwStdOCMc4m1rQcA4isaRlCjctWq5Xc3FwaGxsBxm1Hwuv1UllZyZVXXsndd989qReaiYhyGO069u3bhyzLE+a58pv3mvmfN44SUDU+kmfj2xuXccn3/44nMFDZjCYRXSfBpGBPMuH2qdx6QSaf/vDYS3Wapo1b6KgQgr6+PhwOBx0dHSiKQkZGBna7PSr9UVRVpaGhgeTkZBYtWjStRdpkEwgEaGhooKmpifLy8vCurNvt5uWXX6aqqor6+nouvvhitmzZwqWXXjqpPVkxxp3YlFaM86OPpevo/TqrV6/mlVdeobGxkSuuuCLsEtzZ2TnqKa3h8Hq9bNmyhSuuuIJ77rlnQk/cw0U5THUStZ6to6oqBQUFo/oM3jrcyU/+foygJrhxzQKuWTHw7vZwWx9f+eMejnZ4MBskuocI+xwLiiyRabXgDahcvtTOg1ePfFJrKIQQ7N+/HyEEy5YtG9Fnozcd607HCQkJYdPHmXCB6x+uOdLPZqajqiq33XYbiqKwYcMGnn/+eY4ePcr69euprKzkggsumFXp8zOcmOCJET14vV6uvfZaLr/88nEXPT6fLzw67vV6SUtLw263k5KSMq0uEPpEiNfrpbCwcES9Qu8fc/LZ39XjV8VpjxyJr1+9hLKiubx/zMk3d+7nSLt7Qr/csgTzks0EBfzL+ryzBNdYEELQ2NiIy+U6rwnfYFGbkpISdjqeif4oQgiOHDlCb28vK1asmPUXcSEEra2t7Ny5k6qqKtrb23G5XDz55JOsW7cuKv8GIvVLG+qYSJ47A4gJnhjRhS56LrvsMu69994xOdTqIY3t7e1IkhT2x4mGcd7Gxkb6+vpG5K679dk9/HmPI9yYrGqCgrmJfHdTAbf8vJo+f5DA4A7lCSAj0cgNaxZw78UTM7Lb1NRER0cHxcXFAy7sfr8/7HQ8nUXtRNLc3MypU6coKSmZEbtXI0FPVNfTx4UQlJeXU1lZSV5eHr/97W/54Q9/yLZt2ybV/2o8iKT1YLhjIm1bmAHEfHhiRBcWi4VnnnmGa6+9Fk3T+OxnPxvxxWpwlEN8fDx2u52SkpJx9eWYDHJzczl27Bj19fUUFxdHJHr0ySsdARhkmfePOVGFhiJLYxY8xn7NzEO9UpJZ4eV/vgjDBN5BL1y4EIPBQE1NDUuWLAmXq/Qm8/z8/KgQtRNBZmYmZrOZ6upqSkpKorIvaSTo5byqqipeeOEFrFYrFRUV/P73v2fevHkDzh0333wzmZmZVFRU8Oabb0bVOSESv7Thjnn//ffP+9yZTkzwxJi2mM1mtm3bxnXXXYcQgs997nPDip5gMBguXfT29oajHBYvXhz12/rZ2dnIskxtbS0lJSXn/XluXZfJq/vb8QRUJMBkkPn0hxfi8geRkDBIY2tIjjfJ5NsTOOBwIQR4+41xKbKEJgSL0hMmVOzoTccejwefz8cHH3xATk4OK1asmPEX90ix2+0DDAqjJaYjUjRN44MPPqCqqopXXnmFnJwcKioq+POf/xzuMxyOSy65hNdffz2qxA5E5pc23DGRPHemExM8MaY1ZrOZP/zhD1x//fUIIfj85z8fFj16fpEe5ZCWlkZWVhbJyckzrnSRlZWFoihh0XOuHKXCeUn87NZSfvXucYKa4NqV83H5gjxbewoNCIrQSPpoNnmSzAolmSl8bUM+n/t9Pe2uAJIE3tMTXkIIMhJNfP/a5aP8SYdn8M5dQkICGRkZrFu3jt7eXg4cODDpuWTTHavVSnFxMfX19SxbtozU1NSpXtKYCAQCvPXWW2zfvp2//e1vlJSUUFFRwUMPPTRiQTdTxs3P5Zd2vmMiee5MIiZ4Ykx7dNFz3XXX0draitfr5fXXX+f+++9n7dq1EUc5RDvz589HlmVqamooLS09Z2/G8vlJPLK5EIA/73Hw9ef2EwhqqJpGQDtHkXsYzAaJ/72pmLz0BNr6fBxo6yPZYsDR60ORJOyJJj7/0UXkpMWxMsuKIo+P4NSbjh0Ox4Cdu/z8/AHlPZvNRmFhIXV1dVEVOjoZJCQkROxHMx3xeDy8+uqr7Nixg+rqai666CIqKyv57//+76jboRkrkfilDXeMvstzrufOdGKCJ8a0xufz8cYbb7B9+3YaGxvZvXs3l1xyCS+++CLp6elTvbxJZ+7cuQNETyQn/F++c5ygqmFU5NNRD2LE5axAUPD1HfvpcPlRNYHZINPnV7FaFBItRtx+jb/sbePHt5SM6ufqj9/vD+/c6U3HkezcJScnU1RUNK1DR6cKi8XCqlWrqK+vx+/3T0pu21jo6enhxRdfZMeOHRw8eJDLL7+cT3/603z4wx+O+hL1WLj++uvZunVr+N9Op/OsHpzhjsnNzT3vc2c6sSmtGNOWd955h3vuuYfLLruM8vJyLr74YoQQ3HDDDaxdu5Z/+qd/mnGlq0hpb2/n8OHDlJaWDmuM6AkEeeNAJ//9eiMnnR5MBgOegEpwlPlWSWYFl19FCJBlCU0TSBLMSzGjaYIEs4Gqz1wwqtce7Gytmz6OpunY4/FMq9DR6YSeDRUfHz9hbt6jQQhBe3v7gPHxj3/841RWVlJaWhqV4+MTxfn80qxW67DHDPffZxixsfQY0YemaUiSdNZJ2e/3c+ONN7Jq1Sq+9KUvTZuT9mTT2dnJgQMHKC0tPatRt9npofxH7w5oKDbJgCThH0XzjgRY4410ewJAKBhU/9QzkowENbhsSTrf2rgsotfTk+Z1p2Oj0Rh2Oh4PZ2u/309tbS3Z2dlRV8KZaHRjy2AwSEFBwZSJCSEEzc3NVFVVsXPnTvx+Pxs3bqSysnLCXMZjzApigifGzMLv93PTTTdRWlrKfffdN2tPjk6nk3379lFSUjKgj+ma//kHRzrcA46NN8oENTE6wSOBLc5AlyfI4A0igwwfybPxvYrl58zM0puOHQ4HXV1dJCYmkpGRQVpa2jmbsEdLMBikrq6OuXPnxjKmBiGE4NixY3R1dZ3lYzTR77t//3527NjBCy+8QHx8PJs3b6aiooLMzMxZ+z2OMa7EBE+MmUcgEOCmm26iuLiYL3/5y7P2ZNnT08OePXsoKioKl4BWP/zGWdlYo8VskNGEINFkwK+quPyh15WA1HgDiizz/WuXs3rh2UnSQ9kFZGRkkJqaOik7C3rGlNVqnZDQ0WinpaWFEydOTKhHlaZp1NbWUlVVxcsvv8z8+fOpqKigvLw8lvAeYyKICZ4YM5NAIMDNN9/MihUr+Jd/+ZdZK3qOtXbyb39soC1gZMmcJA46+mjq8o7La8sSpMQZ2fqxxbx+oJ0X97QhEdr1kSWJ1HhjKIA0P9QvozcdOxwOfD5f2Nl6quwCNE1jz549mM1mFi9ePGv/Roajo6ODgwcPnrVLOBaCwSBvv/02VVVV/PWvf6WwsJCKigquvvpqkpOTx+U9YsQYhpjgiTFzCQQC3HLLLRQWFvKVr3xl1l3QAqpGxRPv0dzlQVUFiiKRnmii0xUY0MMzWgyyxDfLllJZOo+rfvgOLd3e09NeIASkxBl4+s5igq4u2traAMbUdDwR6KUUTdNGHcg6k+nu7mbPnj0sX7581ILE5/Px+uuvU1VVxXvvvce6deuorKxk/fr1MTPIGJPJsF/uWOt7jCHpL4R37txJIBCYwtWcG6PRyFNPPcXevXt59NFHOY+In3H8obqFI+1u/KoIGQuqgk6XnyTLma/3WC7voSiKkHAKqBrWOCNmg4xEaPfnI/OgrbkRo9FIcXExa9euJScnZ9qIHQBJkli6dClms5mGhgY0bXzKfTOFlJQUSkpK2LNnDx0dHRE/r6+vj2effZY777yTSy65hFdffZXbb7+d2tpafv7zn1NWVhYTOzGmDbEdnhjn5NVXX+Xhhx9mzpw5/OIXv5iQ5tLxIhAIcNttt5Gfn89Xv/rVWXEX/5c9Dr60bXdEX1RZ4qyG40gwKhJJZgM/uaWYZz9oYsfuDhAaAgmLUeEXt5eSY08a+QtPEU1NTbS3t0cU0zHb0KfbsrKymDdv3pDHdHR08Pzzz7Njxw5aWlr42Mc+xpYtW1i9enVsfDzGdCBW0opxfoQQYZEQCAT4zW9+w3333cdPfvIT4uLiMBqNXHbZZdP6IhEIBLj99tvJy8vj/vvvn5Gi540D7fztcCf2JBNPf9BCS7cv4ucaZGnEPjwmRSLOADcuMbB+aRovNcO7x92kxBv4wkdzKZwXPWJH5+TJkzQ3N5/XsXo2EgwG2bFjB7t27eLBBx9ECMHJkyepqqriueeew+12c80111BZWUlhYeGM/I7FiGpigifGudE0LXx39sc//pE333yTF154gV//+tesWbMGgEOHDlFTU8PmzZun9UUiGAxy++23s2jRIr72ta/NqBPyL985zuOvNeINaJgUieDpMlZ/JEDpl2auk2hWyLRa2NfqGtF7GmVINBv40U3FlGTOHPfitrY2Ghsbz2neOFvxer3ceOONaJqGy+XCZDKxadMmKioqyMnJmVHfqRgzjpjgiTE8mqbR2NjI4sWL+cQnPoGmaaxevZrk5GQuu+wysrOzw4Lo17/+NX/5y1/45S9/Oa1PesFgkDvuuIPs7Gz+7d/+bVqvNVKEEKx+5K/hoE4A5XSZqv8XNTc9nm63nw53cMDzdeHS5Rn438+HBJQXz+Hh09lcMwndvHE8J5SiFd2Fefv27fzlL3/BbrcjSRJxcXH89re/jWpRqDsMO51OcnNzh4xUGO6Ye+65h3vuuQeA999/n7vvvntS1x5jxMSalmMMjyzLvPXWW2RnZ9Pc3MyPf/xjvvjFL5Kfn8/DDz/Mc889R2trK21tbaiqGhXj3waDgV/+8pc0NTXxne98Z8Y0MgcGmQYqssRFuakkmRXijTIX5Fj53KU5bCg82104oIHTEzxnA7Oe+ZlsUbDFG0mxGEg0K6zJPttjZybQP3S0r69vqpcz6aiqyttvv83999/PRRddxGOPPcaKFSt45ZVXePHFF3nhhRfC0S49PT1TvdxR4XQ6eemll1i/fj3XXnvtgDypSI7p7Ozkuuuu44knnoiJnShn+nagxphUbr/9dk6ePMnFF1+M2WwmEAiQkpLCI488QmJiIgaDgb6+PsrKykhLSxvQ7zNdMRgM/OIXv+ATn/gE3/72t3nggQeiuqlSkiQuWWzj741d+E/XqxRZ4sGrl5KVauEbz+3n+d0O9pw6gNevDvka55J9JkUi3mSg1xcgoAoCqoo3oCFJcKzTfY5nRjf9Q0eXLVs2IGtoJuL3+3nzzTepqqri7bffZtWqVWzZsoVHHnlkyF2uL3zhC8ydO5df/OIXfPGLX5yCFY+Np59+mry8vPC/rVYr1dXVA3Z5znXMPffcw5o1a+js7JzUdccYf2KCJ0ZYvGzduhWvN2RWZzQaWb58+QBRk5iYSGJiIsCoxM5YtpVHi8Fg4P/+7//CoufBBx+MatHzH5XLeWjnft4+0kVqvJFvXrOUhbY43j/m5IXdDnwBFUkKBXuOFMGZsXN/UKPPFxJNJkXimZpTrFmYGjYXnGkkJCRQUlIyY0NH3W43L7/8MlVVVdTX13PxxRdzww038KMf/SiifrzrrrtuElY5MTidzgEi1maznSVeznVMY2Mjubm5OJ1Otm7dyve+973JWXiMcScmeGIMEC/9PTMkSaKlpYUPPviARYsWkZ2dTVLS6CZy9C3jJ554AoArr7ySl156acTHjAZd9Hzyk5/kW9/6Fl//+tejVvTEmxS+V3F2L83JHi/6r1ETYsTNd4oEZkUmMzWORzYX8LWqvTR1ejApMrIs4Q2ovHagfcYKHoC4uDhWrVpFbW0twWAw6kNHu7q6eOGFF3juuec4evQo69ev5/Of/zwXXHDBtJ60nAycTmfEx/QvY911111hARQj+ojOs36MSWP+/PkUFBRgtVp55plnRm1AONyW8UiPGS266GltbeWhhx6accZz2ckKgaCKKs5uYh4KsxwSOXOTTVy+JJ3ffmo17371Ev54z1qWzEkkNc6IJEnI8hkxbI2bvpN544XJZGLVqlU0Nzdz4sSJqV7OiBBCcOrUKX7605+GAzmbm5v51re+RXV1NY899hgXXXTRrBM7+o6xTmdn51mCZbhjtm3bxqOPPhr+7zabbeIXHGPCiAmeGOclMzOT5ORk6urqUNWhe0POx1i3lccDRVH4+c9/TltbW9SLHiEETqeTgwcP8s4776B1neDqZZH1nhhkMBiU/9/e3Uc1ed59AP+GIAoihhRSVm2rsa1a5GXgaU9RnB1Brc4SIuLq2ofNWWm31aM7a5mnvrB2nRW19m1uoLXanfU8ZZynJYHSNoF5PNX6glTEqShERS0D5OYGD6hA7vv5wyUrAoqQBEi+n/8S7iu5eL2/XNfvui74+gAt1zqw9qmHMe2+rscJrHxSi5G+PrjRYUN7p4TggBFY+ph3nDju6+uL6OhoNDQ04Pz584PdnduSZRnnzp3DO++8g3nz5iEtLQ03btzA9u3bcejQIWRmZiIyMnLYjmg6Q2pqKqqrqx2PRVHsNlXe2zVarRY6nc7xfE9hiYYPTmlRN5Ik4cCBA6irq8P9998Po9Ho2NvGmdvE382wsrMolUp88MEHWL58OTIzM5GZmTlsbgaSJEEQBNTX16O5uRlBQUEIDQ2FVquFUqlElfQdTKeab7uxoEIB+Clvfr6+SiV8IOHQiTN4Oi6iy9RmxLggfJT2Q3xdLWCEUoHEKaFQj3bNadpDkVKpRGRkJE6ePImzZ88OqUNHJUnC6dOnYTQaUVRUhODgYOj1euTm5iIsLGzI9HOoUKlUSExMhMViAYAuK7BiY2NRXFzc6zUxMTHIy8uD1WqF1WrFP/7xD/d/AuQ0DDzUjY+PDzQaDf7whz/g448/xmuvvTbgUDCQYWVnUyqV2LlzJ55//nmsX7/eKZ+fq3R0dODKlStoaGhAa2sr1Go1wsLCMGXKFEef220SjpxrQkdfCpX/M+WlVAA2SYbSV4lxQX44efJkt11zJ9wTgAn3BLjqUxvyfHx8EB4ejsrKSpw6dWpQDx2VJAmlpaUwmUwoLi7GxIkTodfr8eWXX3KapQ9SUlJ6fP7o0aN3vKa352n44caD1KuKigrs3LkTb7zxhmN1Vn/ZVzjcqWj5Ttc4k81mw4oVKxAUFITXX399yISe69evo6GhAQ0NDejs7MQ999wDjUaDwMDAbjfctnYbnttdhhrhGhQKwGaTca2XE9IVuBlimtraIf+nzmdj0hTMfiQEVqsVbW1tCA8PHzJfh6FClmVYrVa0trZi2rRpbvv6dHR0YP/+/TAajdi/fz+ioqKg1+sxb968Af8+Enkw7rRM/XPjxg2n7bBqX3JuZ58b//6wcm/XuIrNZkN6ejoCAwPxxz/+cVBu9rIso7W11RFylEolQkNDERoaesfdf/+y7xxyvq5Be6fkWKV139hRCBjhgyutHRDabhaZKwD4j/DBm/qpmPHQPahruQHNmJEI8PtvAev58+fR3NyMiIgIhp4euOPQ0WvXrqGkpARGoxHffvstZsyYgeTkZPz4xz+Gn5/3TCkSDQADD1FvbDYbXnzxRfj7++ONN95wy81elmU0Nzejvr4egiDA39/fEXLu5pyyjE9PoqCiDgrFzV9W+6+zUgH4+fpg5ZMTcfRCMyRZxpLp4xD/0O2XldfU1KCxsRGRkZFet5qnL1xx6GhLSwu++OILmEwmnD17FgkJCUhOTsaMGTP4PSC6eww8RLcjSRJeeOEFjBo1Cn/6059cEnpsNhsEQUBDQ9ndhBEAABCfSURBVIOj6Fij0UCtVvf7xpZbdhmbvqzCtY6ep7HGq0bhq5VP3NVrXrp0CXV1dYiOjuYNtwcDPXRUlmVcuXIFhYWFMBqNuHLlCubNmweDwYDo6GiOrhENDAMP0Z1IkoRf/epXGDFiBDZu3OiUG4+96Li+vh5tbW1Qq9XQaDRQqVROKYCVZBmZBZX4v2O16KlmOWiULw6+En/Xr1tbW4vLly8jOjoavr5c23CrpqYmVFZWIjIyEgEBdy7slmUZly5dgtFoREFBATo6OrBw4UIYDAY88sgjXFlF5DwMPER9YQ89SqUSmzZt6lfouX79Ourr6x2HrYaEhECj0WD06NEuu7Ft/qoKew5exPfHeRQAEqaE4N3UiH69Zl1dHWpqapw6feNJWlpa8K9//QsRERE9FhHLsozKykrH8vHAwEAkJSUhOTkZ48ePZ8ghcg0GHqK+kiQJv/nNbwAAWVlZdww99qLj+vp6XLlyxVF0rNFonLpv0e3UNl+HIecIrl7vdIz0PBoWiA//54cYM6r/IzQNDQ04d+4coqOjWTTbg9bWVmRlZWHWrFlISEiAJEk4duwY8vPzUVxcjHHjxkGv1yMpKQkhISGD3V0ib8DAQ3Q3JEnCSy+9BFmWeww99p2OGxoa0NjYiICAAGg0GoSEhAzaaMhl8Tr+t/QSWm/YMC9cg8cmBDvldRsbG1FVVYWoqCi3BbjhpLKyEqmpqYiJiXHsZ5ScnIz58+cjKCjozi9ARM7EwEN0tyRJwsqVK2Gz2bB582a0tbWhpKQEkyZNQktLC8aOHYvQ0NABFR0PF/aalaioqDsulfcGN27cwN69e2E0GnH48GHExsaitLQUa9euxdKlSwe7ewNm3x5CFEVotdpuRzEAN/fNysnJgUql6nLAZl/aErlQr4GH1YhEvfDx8UFmZiaeeeYZxMXFoa2tDTNnzsTrr7/ebVdiTxccHIypU6eivLy8z4W6nubq1aswm80wGo04deoUZs+ejbS0NOzYsQO+vr5oaWmBwWBAW1sbli9fPtjd7TdRFGE2m++4AWhpaWm/2xINBgYeoltcvHgRn332GfLz89HW1oYFCxbgzJkz8PPzw7Zt27x22fDYsWMRHh6O8vLyXgt1PU1jYyMKCwtRUFCA7777DnPmzMHLL7+M2NjYbj8HQUFBMJlM+PnPf465c+fi/vvvH6ReD0xubi4mTZrkeKxSqVBWVtZtpEan08FqtfarLdFgYOAhuoXFYoFSqcTu3bsxfvx4ADent1avXo3Vq1d7degZM2YMIiIiUFFRgWnTpmHMmDGD3SWnkmUZtbW1juXj9sC7adOmPo3q+fv745NPPnFTb11DFMUuu52r1WoIguDytkSuxsBDdItf/OIX3Z7z8fHBtm3b8Nvf/harVq3Ctm3bPL5upzeBgYGIjIzE8ePH8eijj2Ls2LGD3aUBkWUZVVVVMJlM+PzzzzFixAjo9Xrs2rULDz74oFdNXfbm+4f6urMtkTMx8BD1kY+PD9566y387ne/c4z0eGvoGT16NKKjo1FeXo7JkycjONg5K8LcRZIkVFRUwGg0wmw2IzQ0FMnJyfj000+h0Wi8OuTYC47tBEGAVqt1eVsiV/POcXmifvLx8cGWLVswduxYrFq1CjabbbC7NGj8/f0RHR2NysrKYTFtYbPZcODAAaxZswZxcXHYunUrpk2bBovFgqKiIqxYsQL33nuvV4cdAEhNTUV1dbXjsSiKfa7BGUhbIlfjsnSifpAkCa+88goEQcA777zjtSM9wM0l2seOHYNWq0VoaOhgd6eL9vZ27Nu3DyaTCd988w1iYmKwaNEizJkzh8vrb8O+tNxOp9MBAGJjY1FcXAyVSgWLxYLs7GyIooj09HSkpKTcti2Rm3AfHiJnkyQJGRkZaGhowHvvvefVoae9vR3Hjh3DhAkToNFoBrUvra2tsFgsMJlMqKioQHx8PAwGA370ox/xiAwiz8fAQ+QKkiTh97//Perr670+9HR0dODYsWMYP348fvCDH7j1vZuamlBUVASTyYQLFy4gMTERycnJePzxx736e0LkhRh4iFxFkiSsWbMG//73v/H+++979Q22s7MT5eXlCAsLw7hx41z2PrIso66uDgUFBSgoKIAoipg/fz4WLVqE8PBwr902gIgYeIhcSpIkvPrqq7h8+TL+/Oc/e3XosdlsKC8vR2hoqFM335NlGefPn4fRaMTnn38OAHj66adhMBig1Wq9vtiYiAAw8BC5niRJWLt2LS5evIjt27d7deiRJAnHjx+HSqXChAkTBvQ6p06dgslkQlFREYKDg6HX65GcnIywsDCGHCK6FQMPkTtIkoR169bhwoUL2L59O3x9vXerK0mScOLECQQGBmLixIl9DieSJKG0tBRGoxElJSWYOHEi9Ho9Fi5cCLVa7eJeE9Ewx8BD5C6yLGPdunWwWq3461//6tWhR5ZlnDx5En5+fnjooYd6DT0dHR3Yv38/8vPzceDAAURFRSE5ORlz5871ijO7iMhpGHiI3Mkeeqqrq5Gdne31oef06dM4cuQInn32WUdB8bVr11BSUgKj0Yhvv/0WM2bMgMFgwJNPPgk/P79B7rV3kiSJBd803DHwkPeyb4QmiiK0Wm2PO7/m5eVBEAQcPXoUixcvdspmabIsY/369aiqqmLokWW8+OKLaG5uRlJSEgoLC3H27FkkJCTAYDAgLi7Oq2ueBlNbWxtOnTqFTZs2YeHChXjuuecgyzLro2i4YuAh7ySKIjIyMpCdnQ0ASExMhNls7nJNWVkZADiCUHBwMJqampzy/rIsIzMzE5WVlcjJyfG60CPLMhoaGlBYWAij0Yja2loAwAcffIDY2NhhP5rQlzAtiiJycnKgUqmwYsUKx/Pp6elIT08HAJSWlnb5mKsJgoCPP/4YgiBAp9MhLCwMra2tOH78OH72s5+5rR9ELtBr4Bnef22I7iA3NxeTJk1yPFapVI6AYycIgiMQAYBare52TX8pFApkZmZiypQpeP7559HZ2emU1x3KZFnGxYsX8f7772P+/PlYunQpWlpa8O6776K8vBzPPPMMsrKyhv3XQhRFmM1m6HQ6pKSkICMjo8frSktLe3xeEAQsXrwY2dnZbg07AHDy5El89tlnSExMRFxcHLRaLSIiIvDwww979flw5Nm8699N8jqiKHY510etVnc76FKn03WZwhIEwakHHioUCmzYsAGvvfYali9fjh07dnjcEQeyLKOyshJGoxFFRUUIDAxEUlIS/v73v2PcuHFdpkfWrFmDt99+G88++yxyc3MHsdcD01uYvvVnR6fTwWq1dmufnp6O6dOnD8rBqzNnzkRrayskSQIA1NTUICAgAI899pjb+0LkLhzhIa8jimKvH8vIyEBxcbHT31OhUGD9+vWYNm0afvnLX6Kjo8Pp7+FukiShrKwMGzZswMyZM7FhwwY88MADKCwsRHFxMVauXInx48f3WAuyatUqbN26dRB67Tx9CdO3Y7VaIQiCY9rVXewja5MnT3b8rB8+fBhtbW0AgJaWFhQUFGDnzp1u6xOROzDwkEez11fYCYIArVbb47V5eXlYsmSJU0d3vk+hUGDdunWIiooatqGns7MT+/btw8svv4wnnngC7733HqZPn+44kXzZsmUICQnp02s5cxfmoeJ2YfpWK1ascNT9WCyWHkeBXMFeHB4fH4+vvvoKeXl5KCkpcRwF4uvri/vuuw+CIDitlo1oKGDgIY+WmpqK6upqx2NRFHsMNPapiJiYGFitVpfdfBQKBdauXYvo6GgsW7ZsWISe69ev44svvsCvf/1rxMXFITc3F/Pnz0dpaSk++eQTLFmyBGPGjBnsbrrd3YTpW+Xl5SErK8vx2J0bKtpH3Do7OzFr1iykpKQgLS3NUbsTEBCAyMhIhIaG4sSJE27rF5GrsYaHPJpKpUJiYiIsFgsAdJk6iI2NRXFxMaxWKxISEhw3HVf/Z6tQKPDqq69i48aNWLZsGXbt2jXkanquXr0Ks9mM/Px8nD59GrNnz0ZaWhp27NjhdSvNepOamtrl56m3MN0TrVbbJRzdTVgaKPuS86amJsemjrGxsV2+rz4+PpgwYQLOnDmD+Ph4t/SLyNW4LJ1okMiyjDfffBNHjhzBrl27Bn2zvcbGRhQWFsJkMqG2thZz586FwWDwiOXjrmJflm5nL363h2mVSgWLxYLs7GyIooj09HSkpKQ42gI3a3lSUlLcHngKCgqwdetW/POf/+zxurq6OuTk5CAtLQ0PPPCAW/pG5ATch4doKJJlGZs2bcKhQ4fw4YcfujX0yLKM2tpaGI1GFBQU4Nq1a1iwYAEMBgOmTp3Kjec83MGDBxEfH489e/bgpz/9abdQe/jwYezcuRMvvfQSIiIiBqmXRHeNgYdoqJJlGVlZWfjmm2+we/dul4YeWZZRVVUFk8mEwsJCjBw5EklJSUhOTsaDDz7IkOMlmpubUVBQAKVSiZ/85Cc9nlfGYyZomGLgIRrKZFnG5s2bsX//fuzZs8epoUeSJFRUVCA/Px9msxn33nsv9Ho9kpKSoNFoGHKIyJMw8BANdbIsY8uWLfj666+xe/dujBw5st+vZbPZcOjQIRiNRuzduxeTJ0+GXq/HggULutSckHfjmVnkgRh4iIYDWZaxdetW7Nu3D3v27Lmr0NPe3o59+/bBaDTi4MGDiI2NhcFgwJw5c+Dv7+/CXhMRDRkMPETDhSzLeOutt7B371589NFHtw09ra2tsFgsMBqNqKiowKxZs7Bo0SLMmjVryC11JyJyAwYeouFElmVs27YNJSUl+Nvf/tYl9DQ1NaGoqAgmkwk1NTXQ6XQwGAx4/PHHWWRKRN6OgYdouJFlGW+//TYsFgu2bNkCs9kMk8mElpYWPPXUU1i0aBHCw8MZcoiI/ouBh2g4kmUZq1evhslkwgsvvACDwQCtVstCUyKinjHwEA1nw301jX1HYlEUHQdm9nSNIAg4evQoFi9e7Ni1uC9tiYj+o9c/lDwUh2gYGM5hRxRFmM1mZGdnAwASExNhNpu7XFNWVgatVus4diE4OBhNTU19aktE1Bec/Ccil8rNzcWkSZMcj1UqFcrKyrpcIwiCI9QAN08PLysr61NbIqK+YOAhIpcSRbHLZodqtRqCIHS5RqfTdQk8giAgJiamT22JiPqCgYeI3E4UxV4/lpGRgeLi4n61JSLqDQMPEbmUveDYThAEaLXaHq/Ny8vDkiVLHIXJd9OWiOh2GHiIyKVSU1NRXV3teCyKYo8rrcrKyhATE4OYmBhYrVZYrdY+tyUiuhMuSycil7MvLbezLzmPjY1FcXExrFYrEhISoFarAdwcyWlqarptWyKiHnAfHiIiIvJ4vQYeTmkRERGRx2PgISIiIo/HwENEREQej4GHiIiIPB4DDxEREXk8Bh4iIiLyeAw8RERE5PEYeIiIiMjjMfAQERGRx2PgISIiIo/HwENEREQej4GHiIiIPB4DDxEREXk8Bh4iIiLyeAw8RERE5PEYeIiIiMjjMfAQERGRx2PgISIiIo/HwENEREQej4GHiIiIPB4DDxEREXk8Bh4iIiLyeAw8RERE5PEYeIiIiMjj+d7h4wq39IKIiIjIhTjCQ0RERB6PgYeIiIg8HgMPEREReTwGHiIiIvJ4DDxERETk8Rh4iIiIyOP9P5VTWPq/BT86AAAAAElFTkSuQmCC\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "\n", "fig = plt.figure()\n", "ax = fig.add_subplot(111, projection='3d')\n", "\n", "ax.scatter(embTM.embpointclouds[:,0], embTM.embpointclouds[:,1], embTM.embpointclouds[:,2])\n", "\n", "plt.rc('text', usetex=True)\n", "font = {'family' : 'serif',\n", " 'size' : 16}\n", "plt.rc('font', **font)\n", "ax.set_xlabel(r'$F_1$')\n", "ax.set_ylabel(r'$F_2$')\n", "ax.set_zlabel(r'$F_3$')\n", "ax.set_title(r'embedded transition manifold')\n", "\n", "fig.set_size_inches(10,10)\n", "ax.view_init(30, 60)\n", "plt.show()\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Manifold learning\n", "\n", "As a final step, we can apply an appropriate off-the-shelf manifold learning algorithm to the embedded points and learn a low-dimensional parametrization of the manifold structure. The TMRC package implements the diffusion maps algorithm with the Gaussian kernel for this purpose, which is invoked by the `fit()` method of the `TransitionManifold` class. \n", "\n", "The diffusion maps algorithm actually computes a hierarchy of reaction coordinates, with higher dimensions corresponding to less significant features of the embedded transition manifold. The reaction coordinate of desired dimension `r` can be extracted by the `predict` method. Looking at the above picture of the embedded transition manifold, we expect a one-dimensional reaction coordinate to explain the structure well." ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Evaluating observables...\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "100%|██████████| 1024/1024 [00:00<00:00, 36631.16it/s]\n" ] } ], "source": [ "# learn the structure of the embedded TM by diffusion maps\n", "embTM.fit(X)\n", "\n", "# extract the r leading diffusion map eigenvectors as the final reaction coordinate\n", "r = 1\n", "xi = embTM.predict(r)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "As shown below, the output vector `xi` of `predict` is indeed a parametrization of the longest direction of the embedded transition manifold. \n", "\n", "The vector `xi` can be interpreted as the reaction coordinate evaluated at the test points `xtest`. It can be extended to the complete domain by interpolation, and then visualized accordingly. We see a rather sharp divide between the upper minima and the unification of the bottom two minima. Overall, the computed reaction coordinate resembles the so-called *committor function* associated with the top and bottom minima, which has been described as the optimal reaction coordinate for this system (for a comparison, see https://arxiv.org/abs/1904.08622)" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig = plt.figure()\n", "\n", "# visualize parametrized embedded transition manifold \n", "ax = fig.add_subplot(121, projection='3d')\n", "ax.scatter(embTM.embpointclouds[:,0], embTM.embpointclouds[:,1], embTM.embpointclouds[:,2], c=xi[:,0])\n", "\n", "plt.rc('text', usetex=True)\n", "font = {'family' : 'serif',\n", " 'size' : 16}\n", "plt.rc('font', **font)\n", "ax.set_xlabel(r'$F_1$')\n", "ax.set_ylabel(r'$F_2$')\n", "ax.set_zlabel(r'$F_3$')\n", "ax.set_title(r'parametrized embedded transition manifold')\n", "ax.view_init(30, 60)\n", "\n", "# visualize reaction coordinate in test points\n", "ax = fig.add_subplot(122)\n", "pcol = ax.pcolormesh( xtest[:,0].reshape(ntest, -1),\n", " xtest[:,1].reshape(ntest, -1),\n", " np.real(xi[:,0].reshape(ntest,-1)),\n", " shading='gouraud',\n", " )\n", "\n", "plt.rc('text', usetex=True)\n", "font = {'family' : 'serif',\n", " 'size' : 16}\n", "plt.rc('font', **font)\n", "fig.set_size_inches(5,5)\n", "ax.set_title(r'Whitney RC')\n", "ax.set_xlabel(r'$x_1$')\n", "ax.set_ylabel(r'$x_2$')\n", "\n", "clb = fig.colorbar(pcol)\n", "clb.ax.set_title(r'$\\xi$')\n", "\n", "fig.set_size_inches(20,8)\n", "plt.show()\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Method 2: Kernel embedding\n", "\n", "While in the above example the usage of random linear embedding function $\\mathcal{F}(x) = Ax$ proofs effective, the procedure can be numerically unstable if the normal vectors of the rows of $A$ are almost perpendicular to the most significant direction fo the transition manifold. As the structure of the transition manifold is unknown a priori, this problem in general cannot be effectively avoided.\n", "\n", "As a solution, we proposed the usage of a *kernel embedding*, and a corresponding *kernel distance* for measuring distances between transition densities (or rather, samplings of them). The procedure is described in detail in https://arxiv.org/abs/1904.08622.\n", "\n", "Let again $\\{y^{(1)},\\ldots,y^{(M)}\\}$ be the point cloud sampling the density $p^t(x,\\cdot)$. Furthermore let $k:\\mathbb{R}^2\\times \\mathbb{R}^2 \\rightarrow \\mathbb{R}$ be a positive definite function, which we will call a *kernel*.\n", "\n", "As the embedding function, we then use\n", "\n", "$$\n", "\\mathcal{G}(x) := \\frac{1}{M} \\sum_{i=1}^M k (y^{(i)},\\cdot).\n", "$$\n", "\n", "Note that $\\mathcal{G}(x)$ is no longer a point in some Euclidean space, but a member of a function space, the so-called *reproducing kernel Hilbert space* (RKHS) associated with $k$. Hence, the embedded point clouds $\\mathcal{G}(x)$ can no longer be directly visualized, and in fact are never computed explicitly. However, their *distance* in the RKHS can be computed using only kernel evaluations at the sampling points:\n", "\n", "$$\n", "d\\big(\\mathcal{G}(x_1),\\mathcal{G}(x_2)\\big) := \\big\\langle \\mathcal{G}(x_1),\\mathcal{G}(x_1)\\big\\rangle + \\big\\langle \\mathcal{G}(x_2),\\mathcal{G}(x_2)\\big\\rangle -2 \\big\\langle \\mathcal{G}(x_1),\\mathcal{G}(x_2)\\big\\rangle \n", "$$\n", "\n", "where \n", "\n", "$$\n", "\\big\\langle \\mathcal{G}(x_1),\\mathcal{G}(x_2)\\big\\rangle := \\frac{1}{M^2} \\sum_{i,j = 1}^M k(y_1^{(i)} y_2^{(j)}).\n", "$$\n", "\n", "The manifold learning via diffusion maps will then be performed with respect to the distance measure $d$." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Kernel embedding function\n", "\n", "For this example, we use the popular *Gaussian kernel*, defined by\n", "\n", "$$\n", "k(x,y) = \\operatorname{exp}\\big(\\|x-y\\|^2\\big/\\sigma^2)\n", "$$\n", "\n", "where $\\sigma$ is called the *bandwidth* of the kernel. In TMRC, the Gaussian kernel is implemented in the `kernels.GaussianKernel` class:" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [], "source": [ "# construct a Gaussian kernel object\n", "sigma = 1 # the Gaussian kernel bandwidth\n", "kernel = krnls.GaussianKernel(sigma)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The transition manifold based on this kernel is set up in a `KernelBurstTransitionManifold` object." ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [], "source": [ "kerTM = tm.KernelBurstTransitionManifold(kernel)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Manifold learning\n", "\n", "As the point cloud embeddings are never computed explicitly, `KernelBurstTransitionManifold` has no `embedd()` method. Instead, the `fit()` method is directly run on the point cloud data, which performs the diffusion maps algorithm in the RKHS. We again predict a one-dimensional reaction coordinate." ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Computing symmetric kernel evaluations...\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "100%|██████████| 1024/1024 [00:00<00:00, 6224.13it/s]" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Computing asymmetric kernel evaluations...\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "\n", "100%|██████████| 1024/1024 [01:20<00:00, 12.69it/s]\n" ] } ], "source": [ "# learn the structure of the embedded TM by diffusion maps\n", "kerTM.fit(X)\n", "\n", "# extract the r leading diffusion map eigenvectors as the final reaction coordinate\n", "r = 1\n", "xi_ker = kerTM.predict(r)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Again, the output vector `xi_ker` contains the values of the reaction coordinate evaluated at the test points. Overall, the reaction coordinate resembles that of the Whitney embedding method. In particular, the characteristic sharp transition between the top minimum and the two bottom lower minima is present." ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig = plt.figure()\n", "ax = fig.add_subplot(111)\n", "\n", "# visualize RC\n", "pcol = ax.pcolormesh( xtest[:,0].reshape(ntest, -1),\n", " xtest[:,1].reshape(ntest, -1),\n", " np.real(kerTM.rc[1][:,1].reshape(ntest,-1)),\n", " shading='gouraud',\n", " )\n", "clb = fig.colorbar(pcol)\n", "clb.ax.set_title(r'$\\xi$')\n", "\n", "plt.rc('text', usetex=True)\n", "font = {'family' : 'serif',\n", " 'size' : 16}\n", "plt.rc('font', **font)\n", "fig.set_size_inches(8,7)\n", "ax.set_title(r'kernel RC')\n", "ax.set_xlabel(r'$x_1$')\n", "ax.set_ylabel(r'$x_2$')\n", "plt.show()" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "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": "3.7.6" } }, "nbformat": 4, "nbformat_minor": 2 }