{ "nbformat": 4, "nbformat_minor": 0, "metadata": { "colab": { "name": "Prova_PMR5251_2020.ipynb", "provenance": [], "collapsed_sections": [], "toc_visible": true }, "kernelspec": { "name": "python3", "display_name": "Python 3" } }, "cells": [ { "cell_type": "markdown", "metadata": { "id": "wBWCcHnz9iXA" }, "source": [ "# Final exam\n", "_Larissa Driemeier, Izabel F. Machado_\n", " ![](https://drive.google.com/uc?export=view&id=1D5NMNp-KTfou5cSIiDdXwdDDTzRGzToq)\n" ] }, { "cell_type": "code", "metadata": { "id": "Jn-u6VG7F8QG" }, "source": [ "import pandas as pd\n", "import pylab as pl\n", "import numpy as np\n", "import scipy.optimize as opt\n", "from sklearn import decomposition\n", "from sklearn import cluster\n", "from sklearn import preprocessing\n", "from sklearn.svm import SVC\n", "from sklearn import metrics\n", "import matplotlib as mpl\n", "import matplotlib.pyplot as plt\n", "import urllib.request as request\n", "import io\n", "from sklearn.metrics import confusion_matrix\n", "from sklearn.model_selection import GridSearchCV\n", "from mpl_toolkits.mplot3d import Axes3D\n", "%matplotlib inline " ], "execution_count": 1, "outputs": [] }, { "cell_type": "markdown", "metadata": { "id": "cGAe2lzv_xgX" }, "source": [ "## *K*-means clustering algorithm\n", "\n", "*K*-means clustering is one of the simplest and popular **unsupervised machine learning algorithms**. *Cluster* refers to a collection of data points aggregated together because of certain similarities. See the figure below, with 3 clusters.\n", "\n", " ![](https://drive.google.com/uc?export=view&id=1CTwgd-m_QN52UaQafZTkLyzblLofRw0L)\n", "\n", "\n", "Maybe you remember our first ML class, when we defined what is an unsupervised algorithm: it makes inferences from datasets using *only input vectors*, without referring to labelled outputs.\n", "\n", "The objective of *k*-means is simple: group similar data points together and discover underlying patterns. To achieve this objective, the *k*-means algorithm aims to choose *centroids* that minimise the inertia, or within-cluster sum-of-squares criterion:\n", "\n", "$$\n", "\\sum_{i=0}^{n}\\min_{\\mu_j \\in C}(||x_i - \\mu_j||^2)\n", "$$\n", "where $n$ is the number of samples in your dataset, and the expression minimizes the squares of the difference between each sample $x_i$ and the mean $\\mu_j$ of a particular cluster $C$. Inertia can be recognized as a measure of how internally coherent clusters are.\n", "\n", "In this way, in *k*-means algorithm: \n", "* each cluster is defined in terms of its centroid, which is the arithmetic mean of all the points belonging to the cluster;\n", "* every data point is allocated to the nearest cluster, while keeping the centroids as small as possible. That is, each point is closer to its own cluster center than to other cluster centers.\n", "\n", "Those two assumptions are the basis of the *k*-means model. To visualize better the *k*-means algorithm, see the video [here](https://www.youtube.com/watch?v=IJt62uaZR-M&feature=youtu.be).\n", "\n", "When this value is minimized, the clusters are said to be internally coherent (Scikit-learn, n.d.) and movement in the “centroid correction” step will be low. If it’s zero, it has converged to an optimum. In Scikit, we specify a certain threshold value which, if the inertia is lower, considers the algorithm to have converged. This speeds up the fitting process.\n", "\n" ] }, { "cell_type": "markdown", "metadata": { "id": "EpYuh9TNFtHn" }, "source": [ "We will soon dive into exactly *how* the algorithm reaches this solution, but for now let's take a look at a simple dataset and see the *k*-means result.\n", "\n", "First, let's generate a two-dimensional dataset containing four distinct blobs.\n", "To emphasize that this is an unsupervised algorithm, we will leave the labels out of the visualization\n", "\n", "K-means looks for a fixed number $(k)$ of cluster centroids, and then allocates every data point to the nearest cluster, while keeping the centroids as small as possible.\n", "The *means* in the K-means refers to averaging of the data; that is, finding the centroid." ] }, { "cell_type": "markdown", "metadata": { "id": "UWubpNdPI8Hw" }, "source": [ "## Example 01: 5 clusters with artificial data\n", "\n", "5 clouds are randomly created on the plane.\n" ] }, { "cell_type": "code", "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 320 }, "id": "KmIlE7xM9WkB", "outputId": "03c969ce-7766-4b49-f4aa-1a963ff4894e" }, "source": [ "p1 = np.random.multivariate_normal([0,0], [[1,0], [0,1]],200)\n", "p2 = np.random.multivariate_normal([-3,-3], [[1,0], [0,1]],200)\n", "p3 = np.random.multivariate_normal([3,3], [[1,0], [0,1]],200)\n", "p4 = np.random.multivariate_normal([3,-3], [[1,0], [0,1]],200)\n", "p5 = np.random.multivariate_normal([-3,3], [[1,0], [0,1]],200)\n", "plt.scatter(p1[:,0], p1[:,1])\n", "plt.scatter(p2[:,0], p2[:,1])\n", "plt.scatter(p3[:,0], p3[:,1])\n", "plt.scatter(p4[:,0], p4[:,1])\n", "plt.scatter(p5[:,0], p5[:,1])\n", "plt.axes().set_aspect('equal')" ], "execution_count": 2, "outputs": [ { "output_type": "stream", "text": [ "/usr/local/lib/python3.6/dist-packages/ipykernel_launcher.py:11: MatplotlibDeprecationWarning: Adding an axes using the same arguments as a previous axes currently reuses the earlier instance. In a future version, a new instance will always be created and returned. Meanwhile, this warning can be suppressed, and the future behavior ensured, by passing a unique label to each axes instance.\n", " # This is added back by InteractiveShellApp.init_path()\n" ], "name": "stderr" }, { "output_type": "display_data", "data": { "image/png": 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\n", 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" ] }, "metadata": { "tags": [], "needs_background": "light" } } ] }, { "cell_type": "markdown", "metadata": { "id": "rJ_DxBOVGGsF" }, "source": [ "These clouds are combined into one. Note that there is still an underlying distinguishable structure with 5 clusters." ] }, { "cell_type": "code", "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 320 }, "id": "eZT8dw_eGHCW", "outputId": "e3a5871f-7008-4667-8d03-582ad327d1a1" }, "source": [ "all_data = np.concatenate([p1,p2,p3,p4,p5])\n", "plt.scatter(all_data[:,0],all_data[:,1], alpha=0.75)\n", "plt.axes().set_aspect('equal')" ], "execution_count": 3, "outputs": [ { "output_type": "stream", "text": [ "/usr/local/lib/python3.6/dist-packages/ipykernel_launcher.py:3: MatplotlibDeprecationWarning: Adding an axes using the same arguments as a previous axes currently reuses the earlier instance. In a future version, a new instance will always be created and returned. Meanwhile, this warning can be suppressed, and the future behavior ensured, by passing a unique label to each axes instance.\n", " This is separate from the ipykernel package so we can avoid doing imports until\n" ], "name": "stderr" }, { "output_type": "display_data", "data": { "image/png": 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\n", 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" ] }, "metadata": { "tags": [], "needs_background": "light" } } ] }, { "cell_type": "markdown", "metadata": { "id": "Db6UeQQAGN1o" }, "source": [ "The `KMeans` object from the `sklearn` library solves the problem of finding a partition for the point set with minimal variance.\n", "\n", "The constructor parameter `n_clusters` specifies the number of clusters.\n", "\n", "The underlying heuristic is random. The `n_init` parameter specifies how many times the problem must be solved. The final solution is the one with the lowest total variance within each set. This value can be obtained in the attribute `inertia_`. \n", "\n", "Note that, in our artificial example, its mean value approximates the total variance of each one of the original clusters.\n", "\n", "The average values of each cluster are in the `cluster_centers_` attribute of the object." ] }, { "cell_type": "code", "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 426 }, "id": "0CmYia_oGRw-", "outputId": "9768171f-cab8-40a7-def8-34359ae3b3f6" }, "source": [ "model = cluster.KMeans(n_clusters=5, n_init=10)\n", "model.fit(all_data)\n", "plt.scatter(all_data[:,0], all_data[:,1], c=model.predict(all_data))\n", "plt.scatter(model.cluster_centers_[:,0], model.cluster_centers_[:,1], c='r')\n", "plt.axes().set_aspect('equal')\n", "print(model.inertia_/all_data.shape[0])\n", "print(model.cluster_centers_)" ], "execution_count": 4, "outputs": [ { "output_type": "stream", "text": [ "1.895994879877254\n", "[[-3.11228563 3.09616573]\n", " [ 2.94549588 -2.94826695]\n", " [-2.95202402 -3.01090753]\n", " [ 3.02943336 2.97489546]\n", " [-0.05712801 0.01506 ]]\n" ], "name": "stdout" }, { "output_type": "stream", "text": [ "/usr/local/lib/python3.6/dist-packages/ipykernel_launcher.py:5: MatplotlibDeprecationWarning: Adding an axes using the same arguments as a previous axes currently reuses the earlier instance. In a future version, a new instance will always be created and returned. Meanwhile, this warning can be suppressed, and the future behavior ensured, by passing a unique label to each axes instance.\n", " \"\"\"\n" ], "name": "stderr" }, { "output_type": "display_data", "data": { "image/png": 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\n", 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" ] }, "metadata": { "tags": [], "needs_background": "light" } } ] }, { "cell_type": "markdown", "metadata": { "id": "Lr8JcAvjGZhU" }, "source": [ "### Variable number of clusters\n", "\n", "Naturally, the greater the number of sets in the partition, the smaller the total variance, up to the limit that each cluster corresponds to a point in the original data set.\n", "\n", "For example, here's a decomposition into 20 cluster. Note that the variance metric is significantly less." ] }, { "cell_type": "code", "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 337 }, "id": "wkxyEVOTGY-a", "outputId": "d991fe1d-fafa-44b4-acb7-d61bce848b32" }, "source": [ "model = cluster.KMeans(n_clusters=20, n_init=30)\n", "model.fit(all_data)\n", "plt.scatter(all_data[:,0], all_data[:,1], c=model.predict(all_data))\n", "plt.axes().set_aspect('equal')\n", "print(model.inertia_/all_data.shape[0])" ], "execution_count": 5, "outputs": [ { "output_type": "stream", "text": [ "0.6400435312683171\n" ], "name": "stdout" }, { "output_type": "stream", "text": [ "/usr/local/lib/python3.6/dist-packages/ipykernel_launcher.py:4: MatplotlibDeprecationWarning: Adding an axes using the same arguments as a previous axes currently reuses the earlier instance. In a future version, a new instance will always be created and returned. Meanwhile, this warning can be suppressed, and the future behavior ensured, by passing a unique label to each axes instance.\n", " after removing the cwd from sys.path.\n" ], "name": "stderr" }, { "output_type": "display_data", "data": { "image/png": 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\n", 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" ] }, "metadata": { "tags": [], "needs_background": "light" } } ] }, { "cell_type": "markdown", "metadata": { "id": "D1IgbGAtGtZA" }, "source": [ "The problem of determining the appropriate number of clusters is recurrent in cluster analysis, and has no easy solution.\n", "\n", "In fact, the problem statement itself is difficult. What does the *best* number of partitions mean?\n", "\n", "In the above problem, it is clear that we have 5 partitions, but, normally, it does not happen.\n", "\n", "It is a *rule of thumb* choosing the maximum number of partitions from which *there is no significant gain*, leading to terms such as *elbow curve*. But, as will be seen, this is a *subjective* criterion.\n", "\n", "Yes, contrary to what you may have heard, *there is* no mathematical definition of an *elbow point*.\n", "\n", "The so-called *elbow curve* is the curve of number of clusters *versus* total variance. The idea is that this curve would look like an arm and it would have an *elbow* at the optimal group point.\n", "\n", "Here is the *elbow curve* for the data above:" ] }, { "cell_type": "code", "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 282 }, "id": "UsZJaWbaGo6n", "outputId": "e604dd0f-30aa-41c5-aa40-0e4868e88032" }, "source": [ "clusters = []\n", "distortions = []\n", "for i in range(2,10):\n", " model = cluster.KMeans(n_clusters=i, n_init=30)\n", " model.fit(all_data)\n", " clusters.append(i)\n", " distortions.append(model.inertia_/all_data.shape[0])\n", " \n", "plt.plot(clusters,distortions)" ], "execution_count": 7, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ "[]" ] }, "metadata": { "tags": [] }, "execution_count": 7 }, { "output_type": "display_data", "data": { "image/png": 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\n", 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" ] }, "metadata": { "tags": [], "needs_background": "light" } } ] }, { "cell_type": "markdown", "metadata": { "id": "192qb8bnG1Aj" }, "source": [ "It can be argued that there is one \"elbow\" in 5, but is there not another in 4?\n", "But these data were specially prepared for this segmentation to be obvious.\n", "\n", "What happens when it is less obvious?" ] }, { "cell_type": "code", "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 282 }, "id": "kVzfl5ZjG0Qa", "outputId": "bcbb3407-ca50-4e0e-aa25-ab56ddcfaffe" }, "source": [ "p1 = np.random.multivariate_normal([0,0], [[1,0], [0,1]],200)\n", "p2 = np.random.multivariate_normal([-2,-2], [[1,0], [0,1]],200)\n", "p3 = np.random.multivariate_normal([2,2], [[1,0], [0,1]],200)\n", "p4 = np.random.multivariate_normal([2,-2], [[1,0], [0,1]],200)\n", "p5 = np.random.multivariate_normal([-2,2], [[1,0], [0,1]],200)\n", "plt.scatter(p1[:,0], p1[:,1])\n", "plt.scatter(p2[:,0], p2[:,1])\n", "plt.scatter(p3[:,0], p3[:,1])\n", "plt.scatter(p4[:,0], p4[:,1])\n", "plt.scatter(p5[:,0], p5[:,1])" ], "execution_count": 8, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ "" ] }, "metadata": { "tags": [] }, "execution_count": 8 }, { "output_type": "display_data", "data": { "image/png": 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\n", 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" ] }, "metadata": { "tags": [], "needs_background": "light" } } ] }, { "cell_type": "code", "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 320 }, "id": "IJL1cD7yM1uI", "outputId": "5bd12f5a-7d23-49f4-da2e-f44320ee1d3b" }, "source": [ "all_data = np.concatenate([p1,p2,p3,p4,p5])\n", "plt.scatter(all_data[:,0], all_data[:,1], alpha=0.75, color = 'steelblue')\n", "plt.axes().set_aspect('equal')" ], "execution_count": 9, "outputs": [ { "output_type": "stream", "text": [ "/usr/local/lib/python3.6/dist-packages/ipykernel_launcher.py:3: MatplotlibDeprecationWarning: Adding an axes using the same arguments as a previous axes currently reuses the earlier instance. In a future version, a new instance will always be created and returned. Meanwhile, this warning can be suppressed, and the future behavior ensured, by passing a unique label to each axes instance.\n", " This is separate from the ipykernel package so we can avoid doing imports until\n" ], "name": "stderr" }, { "output_type": "display_data", "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "tags": [], "needs_background": "light" } } ] }, { "cell_type": "markdown", "metadata": { "id": "oXZETIgLG7wW" }, "source": [ "The clouds are getting confused in this example.\n", "Now let's look at the *elbow curve*:" ] }, { "cell_type": "code", "metadata": { "id": "Cfns4NHkG_HO", "colab": { "base_uri": "https://localhost:8080/", "height": 282 }, "outputId": "e247323a-3f44-4d68-992d-76fe9d177b7b" }, "source": [ "clusters = []\n", "distortions = []\n", "for i in range(2,10):\n", " model = cluster.KMeans(n_clusters=i, n_init=30)\n", " model.fit(all_data)\n", " clusters.append(i)\n", " distortions.append(model.inertia_/all_data.shape[0])\n", "\n", "plt.plot(clusters,distortions)" ], "execution_count": 10, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ "[]" ] }, "metadata": { "tags": [] }, "execution_count": 10 }, { "output_type": "display_data", "data": { "image/png": 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aSNQ72xX1LOA24GozWxd8fDSsCSUq5GWk8PWbp7PknquYNaWAha/0nDDzwro9OmFGJIJOa2diqLSijg9v1hziX3+3gQ/3NnLBhDy+duM5VJbkex1LJCqd9YxaZCCXl43mxbtm89CnLmD/0WPc+oM3ufPJNew6pBNmRMJJRS1nJSHBuHVmMcvuncOCa6fy2qY6rv3WCr7x8kYa2zq8jicSE1TUEhYZKUksuLbnhJlbLhzHolXbek6YeXOHTpgROUsqagmrMblpPPSpC3jxrtmUF2XxtRc+ZP53VrFsU512OIqcIRW1RMSM8bk89fnL+NFnK+nqdtz+xLt89ifvsHFf4/DfLCL9qKglYsyMedOLeGXBVfzzzT0nzNz43VX8w7PvUdfU5nU8kaihopaIS0lK4PZZpay4bw63zyrl2TW7mbtwOd97bYvuMCMSAhW1jJi8jBS+dtN0ltzzEWZPLeChJZu5+qHl/GbtHrq7Nb8WGYyKWkZcaUEmP7ytkl/dcRmjs1JZ8Kt1fPzRP/Dujgavo4n4kopaPHPp5NG8cOcsvvVnF3CgsZ1P/eBNvvjkanYeavE6moivJHkdQOJbQoLxiYuLuWHGWH60ahuPLa9h6YYD3DpzAhdNzKOiKJupRVlkpOh/VYlfutaH+MqBxjYeXlLNC+v20t7Zc6KMGUzMz6C8KJuKomzKx2QzbUw2pQWZJCfqTaHEhrDcOOB0qKjlbHV1O3Y1tFK9v4nq/U1sPtBE9YEmth9soSu44zE50ZhckEX5mGwqirKoGJNDRVE2xaPSSUgwj/8LRE7PUEWt95PiS4kJRmlBJqUFmcyfMab3+fbOLmrqWnqLe/P+JtbuOsyL6/f2bpOenEh5UVbPCnxM8FGUTSA7lZ7Lq4tEFxW1RJXUpESmj8th+rj+twNrautgS10zm/cHC/xAE8uq63lm9e7ebfIyknvHJycKvLwwm9wM3Wld/E1FLTEhOy2ZiyeO4uKJo/o9f6i5vXflXX2gmc0HmvjN2j00tXf2bjMmJ6137n2iyKcUZpGeojvXiD+oqCWmjc5K5YqsVK4oK+h9zjnH3qNtf1x9729i0/4mnth2iON9dmCWjM6kvCirdwdmRVE2JdqBKR5QUUvcMTPG56UzPi+dudMKe5/v7OpmZ0Nrb4FXBz8u3XCAEydOpiQmMDmQ2TM26TNGGZ+nHZgSOSpqkaCkxATKAlmUBbK44byxvc+3dXRRU98zNqne30z1/kaqdhzmhXX9d2BODmQypTCLKYEsphRmUVaYRcnoTFKStAKXs6OiFhlGWnIi547L5dxxuf2eb2zrYMuBZqr3N7G1rpmt9c2nFHhigjEpP4OywqxTSjwrVb9+Ehr9nyJyhnLSkpk5aRQzJ/XfgdnS3sn2gy095X3iUd/Msk11dPa5+NSYnLSe8g4W95RAFmWFmQSydBih9KeiFgmzzNQkZozPZcb4/ivwjq5udjW09pZ3TbDAn6mqpeX4Hy/3mpOW1FvgvY9ANuNHpZOoOXhc0pmJIh5zzrG/sa3/CryumZr6Zg42H+/dLjUpgdKCzFNKvGR0JmnJOpQw2unMRBEfMzPG5qYzNjedK6cG+n3tSOtxaur7F/j63Uf43fv7OLHGSjCYkJ/Rb/59osRz0nQyTyxQUYv4WF5GCjMn5TNzUn6/59s6uthW38LW+j5jlLpmVm05yPE+d30vzE6lLJB1yiq8UKfTRxUVtUgUSkse+FT6zq5udh8+1rsD88Qq/OSzMbNSkygtyKQskMnkQBaTA5mUBbIoLdAYxY9U1CIxJCkxgZKCTEoKMrmWot7nnXPUNbX37sDcVt9CTX0z7+44zG/6HE5oBuNy0ykrzGJysMjLAllMDmRRlKNVuFdU1CJxwMwoykmjKCeNK6YU9PvaseNdbD/YwraDzdTUBT/WN1O1o4HWPkejZKYk9q6+Jxf0HEo4uaBnFa7rokSWilokzqWnDDxGcc5xoLGdmvpmttU3UxNchVftOMxv1++l7wFj4/PSe8cnfccpY3LStAoPAxW1iAzIzBiTm8aY3DRmDbEKPzFG2Vbfcsox4ZkpiZSeWIGfWI0H/6xVeOhU1CJy2oZbhW+rb6bmYAs1dc1sO9jCml2HefG9wVfhfccpWoWfSkUtImHTdxV+8iy8rSO4Cu9dgfeU+Mmr8IyUxOARKT0FPml0BhNGZTAhP4NAVmpcXqVQRS0iIyItOZFzxuZwzthTV+F1TT2z8Jr6lp4Crx94FZ6SlEDxqHQmjMpgYn4GE/LTe0t8wqiMmL1bj4paRDzV74iUslNX4bsPH6P2cCu7G1qpPXyM2oZWag+3sq72CEePdfTbPjstKVjcwTLvXY2nUzwqI2qPEVdRi4hvpSUn9p5NOZCjxzqobWhl9+FWaht6Cr22oZWa+haWV9fT3tndb/tAdioTRqX3rsAn5mdQHCz1sblpJPn07j0qahGJWrnpyeQOcKVC6Bmp1De1B8v7jyvx2oZjrN55mJfe20dXn8vOJiYY4/LSelbgJ1bl+RkUBwu9ICvFs52cKmoRiUlmRmFOGoU5acycdOrXO7q62XekrXcVXttnVf7qpjoONrf32z49ObFnPp6f0bsqL+5T6JG8ANawRW1mPwFuAuqcczMilkREZAQlJyYwcXTPHHsgrcc7e+bjDSeK/Fjvx3e3N/S7dgpAXkYy5YXZPP2Fy8OeNZQV9RPA94D/CvtPFxHxqYyUJMqLem5ifDLnXHA+foxdvavx1n6jlHAatqidcyvNrCQiP11EJAqZGXkZKeRlpHBe8anz8XAL2y5OM7vDzKrMrKq+vj5cLysiEvfCVtTOuUXOuUrnXGUgEBj+G0REJCT+PGhQRER6qahFRHxu2KI2s6eAN4EKM9ttZn8b+VgiInJCKEd9fHokgoiIyMA0+hAR8TkVtYiIz5lz4T+TxszqgZ1n+O0FwMEwxomkaMoK0ZU3mrJCdOWNpqwQXXnPJusk59yAxzZHpKjPhplVOecqvc4RimjKCtGVN5qyQnTljaasEF15I5VVow8REZ9TUYuI+Jwfi3qR1wFOQzRlhejKG01ZIbryRlNWiK68Ecnquxm1iIj058cVtYiI9KGiFhHxOV8UtZlNMLNlZrbBzD40s7u9zjQUM0szs3fMbH0w7794nWk4ZpZoZmvN7CWvswzHzHaY2ftmts7MqrzOMxQzyzOzX5vZJjPbaGbhvw9TmJhZRfDv9MSj0cwWeJ1rMGZ2T/D36wMze8rM0rzONBQzuzuY9cNw/736YkZtZmOBsc65NWaWDawG/tQ5t8HjaAOynlsRZzrnms0sGXgduNs595bH0QZlZl8GKoEc59xNXucZipntACqdc74/ycHMfgqscs49bmYpQIZz7ojXuYZjZonAHuBS59yZnpwWMWY2np7fq+nOuWNm9jTwsnPuCW+TDczMZgC/BC4BjgOLgS8457aG4/V9saJ2zu1zzq0Jft4EbATGe5tqcK5Hc/CPycGH9//iDcLMioEbgce9zhJLzCwXuAr4MYBz7ng0lHTQNUCNH0u6jyQg3cySgAxgr8d5hnIO8LZzrtU51wmsAD4Rrhf3RVH3Fbw/40XA294mGVpwlLAOqAOWOuf8nPcR4H6g2+sgIXLAEjNbbWZ3eB1mCKVAPfCfwbHS42aW6XWoEP0F8JTXIQbjnNsDPATsAvYBR51zS7xNNaQPgCvNbLSZZQAfBSaE68V9VdRmlgU8CyxwzjV6nWcozrku59yFQDFwSfCtj++Y2U1AnXNutddZTsNs59zFwA3AnWZ2ldeBBpEEXAw85py7CGgB/sHbSMMLjmhuAZ7xOstgzGwU8DF6/jEcB2Sa2V95m2pwzrmNwIPAEnrGHuuArnC9vm+KOjjrfRZ40jn3nNd5QhV8q7sMmO91lkHMAm4Jzn1/CVxtZj/3NtLQgqspnHN1wPP0zP38aDewu8+7qV/TU9x+dwOwxjl3wOsgQ7gW2O6cq3fOdQDPAVd4nGlIzrkfO+dmOueuAg4Dm8P12r4o6uDOuR8DG51z3/I6z3DMLGBmecHP04F5wCZvUw3MOfdV51yxc66Enre7rznnfLsyMbPM4A5lgmOE6+h5W+k7zrn9QK2ZVQSfugbw5Q7wk3waH489gnYBl5lZRrAfrqFn35VvmVlh8ONEeubTvwjXaw97h5cRMgu4DXg/OPcF+Efn3MseZhrKWOCnwT3nCcDTzjnfH/YWJYqA53t+N0kCfuGcW+xtpCF9CXgyOE7YBtzucZ4hBf/xmwf8vddZhuKce9vMfg2sATqBtfj/VPJnzWw00AHcGc4dy744PE9ERAbni9GHiIgMTkUtIuJzKmoREZ9TUYuI+JyKWkTE51TUIiI+p6IWEfG5/wGpXfpR8nVZlgAAAABJRU5ErkJggg==\n", 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" ] }, "metadata": { "tags": [], "needs_background": "light" } } ] }, { "cell_type": "markdown", "metadata": { "id": "w5rgFy0HG_b3" }, "source": [ "And now, is the \"elbow\" at 4 or 5?\n", "As stated above, * there is * no mathematical definition for this.\n", "\n", "A well-defined performance index is the *Silhouette Score*.\n", "\n", "For each point $x_i$ in the cluster, \n", "* $a(i)$ is the average distance between $x_i$ and all the other data points in the cluster to which $x_i$ belongs;\n", "* $b(i)$ is the minimum average distance from $x_i$ to all clusters to which $x_i$ does not belong.\n", "\n", "The silhouette coefficient $s(i)$ for the particular data point $x_i$ is given by:\n", "\n", "\\begin{equation}\n", "s(i) = \\frac{b(i)-a(i)}{\\max{\\{a(i),b(i)}\\}}\n", "\\end{equation}\n", "\n", "In addition, $s(i)=0$ for the points that belong to single clusters.\n", "It is shown that by definition, $-1 \\leq s(i) \\leq 1$.\n", "\n", "Furthermore, the *higher* the silhouette coefficient of a given point, the closer it is to the points in its cluster and the more distant from the others. So, score of $1$ denotes that the data point $x_i$ is very compact within the cluster to which it belongs and far away from the other clusters. The worst value is $-1$. Values near $0$ denote overlapping clusters.\n", "\n", "The average SS can be calculated for different partitions and so you can choose the number of sets that maximize this index.\n", "\n", "The function `metrics.silhouette_score(points, classification)` calculates the average silhouette index for the cluster in the `points` matrix grouped according to the indexes in `classification`.\n", "\n", "Here is an average silhouette index graph for the above problem points." ] }, { "cell_type": "code", "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 282 }, "id": "XNBkRcpMHHcT", "outputId": "970056a0-48a1-4321-a658-6f8f3e1ea4d9" }, "source": [ "clusters = []\n", "distortions = []\n", "for i in range(2,10):\n", " model = cluster.KMeans(n_clusters=i, n_init=30)\n", " model.fit(all_data)\n", " clusters.append(i)\n", " distortions.append(metrics.silhouette_score(all_data, model.predict(all_data)))\n", "\n", "plt.plot(clusters,distortions)" ], "execution_count": null, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ "[]" ] }, "metadata": { "tags": [] }, "execution_count": 58 }, { "output_type": "display_data", "data": { "image/png": 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\n", 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" ] }, "metadata": { "tags": [], "needs_background": "light" } } ] }, { "cell_type": "markdown", "metadata": { "id": "yRFNWhZZDmkQ" }, "source": [ "Here is a code extracted from the [link](https://scikit-learn.org/stable/auto_examples/cluster/plot_kmeans_silhouette_analysis.html), with a more common silhouette index visualization." ] }, { "cell_type": "code", "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 1000 }, "id": "9YVjQBLF_LMd", "outputId": "0d5b72af-833b-41ab-8577-8ada45ecfc3e" }, "source": [ "range_n_clusters = [2, 3, 4, 5, 6]\n", "X = all_data\n", "for n_clusters in range_n_clusters:\n", " # Create a subplot with 1 row and 2 columns\n", " fig, (ax1, ax2) = plt.subplots(1, 2)\n", " fig.set_size_inches(18, 7)\n", "\n", " # The 1st subplot is the silhouette plot\n", " # The silhouette coefficient can range from -1, 1 but in this example all\n", " # lie within [-0.1, 1]\n", " ax1.set_xlim([-0.1, 1])\n", " # The (n_clusters+1)*10 is for inserting blank space between silhouette\n", " # plots of individual clusters, to demarcate them clearly.\n", " ax1.set_ylim([0, len(X) + (n_clusters + 1) * 10])\n", "\n", " # Initialize the clusterer with n_clusters value and a random generator\n", " # seed of 10 for reproducibility.\n", " clusterer = cluster.KMeans(n_clusters=n_clusters, random_state=10)\n", " cluster_labels = clusterer.fit_predict(X)\n", "\n", " # The silhouette_score gives the average value for all the samples.\n", " # This gives a perspective into the density and separation of the formed\n", " # clusters\n", " silhouette_avg = metrics.silhouette_score(X, cluster_labels)\n", " print(\"For n_clusters =\", n_clusters,\n", " \"The average silhouette_score is :\", silhouette_avg)\n", "\n", " # Compute the silhouette scores for each sample\n", " sample_silhouette_values = metrics.silhouette_samples(X, cluster_labels)\n", "\n", " y_lower = 10\n", " for i in range(n_clusters):\n", " # Aggregate the silhouette scores for samples belonging to\n", " # cluster i, and sort them\n", " ith_cluster_silhouette_values = \\\n", " sample_silhouette_values[cluster_labels == i]\n", "\n", " ith_cluster_silhouette_values.sort()\n", "\n", " size_cluster_i = ith_cluster_silhouette_values.shape[0]\n", " y_upper = y_lower + size_cluster_i\n", "\n", " color = plt.cm.nipy_spectral(float(i) / n_clusters)\n", " ax1.fill_betweenx(np.arange(y_lower, y_upper),\n", " 0, ith_cluster_silhouette_values,\n", " facecolor=color, edgecolor=color, alpha=0.7)\n", "\n", " # Label the silhouette plots with their cluster numbers at the middle\n", " ax1.text(-0.05, y_lower + 0.5 * size_cluster_i, str(i))\n", "\n", " # Compute the new y_lower for next plot\n", " y_lower = y_upper + 10 # 10 for the 0 samples\n", "\n", " ax1.set_title(\"The silhouette plot for the various clusters.\")\n", " ax1.set_xlabel(\"The silhouette coefficient values\")\n", " ax1.set_ylabel(\"Cluster label\")\n", "\n", " # The vertical line for average silhouette score of all the values\n", " ax1.axvline(x=silhouette_avg, color=\"red\", linestyle=\"--\")\n", "\n", " ax1.set_yticks([]) # Clear the yaxis labels / ticks\n", " ax1.set_xticks([-0.1, 0, 0.2, 0.4, 0.6, 0.8, 1])\n", "\n", " # 2nd Plot showing the actual clusters formed\n", " colors = plt.cm.nipy_spectral(cluster_labels.astype(float) / n_clusters)\n", " ax2.scatter(X[:, 0], X[:, 1], marker='.', s=30, lw=0, alpha=0.7,\n", " c=colors, edgecolor='k')\n", "\n", " # Labeling the clusters\n", " centers = clusterer.cluster_centers_\n", " # Draw white circles at cluster centers\n", " ax2.scatter(centers[:, 0], centers[:, 1], marker='o',\n", " c=\"white\", alpha=1, s=200, edgecolor='k')\n", "\n", " for i, c in enumerate(centers):\n", " ax2.scatter(c[0], c[1], marker='$%d$' % i, alpha=1,\n", " s=50, edgecolor='k')\n", "\n", " ax2.set_title(\"The visualization of the clustered data.\")\n", " ax2.set_xlabel(\"Feature space for the 1st feature\")\n", " ax2.set_ylabel(\"Feature space for the 2nd feature\")\n", "\n", " plt.suptitle((\"Silhouette analysis for KMeans clustering on sample data \"\n", " \"with n_clusters = %d\" % n_clusters),\n", " fontsize=14, fontweight='bold')\n", "\n", "plt.show()" ], "execution_count": 28, "outputs": [ { "output_type": "stream", "text": [ "For n_clusters = 2 The average silhouette_score is : 0.3566902022113292\n", "For n_clusters = 3 The average silhouette_score is : 0.3680506226105207\n", "For n_clusters = 4 The average silhouette_score is : 0.43869115157854366\n", "For n_clusters = 5 The average silhouette_score is : 0.44017639867283265\n", "For n_clusters = 6 The average silhouette_score is : 0.3960396173540054\n" ], "name": "stdout" }, { "output_type": "display_data", "data": { "image/png": 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\n", 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\n", 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\n", 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RUoDVrUwONOeV8L6NmY0PcRyGz6iDf/wdNF7sDzTfoFYeTS5YnXNLaLwj9ja+mPwE59wE4GR8UfTPw/frwnvPJvGsi/wf/e5VGk9+7o/eNcC3bH9zhnlM3tH4rXNue+AI/MlNa+xB48ndDs653cmydEe4i3Rn+HgFvi7nZ0D0UX77AI855853zu2LrwICcECGUe8FPOecu8A5dwBwbug+rhUlNpLbQxFwIoCZbY+/ew+N28N6Yb6y5pz7Pv5uFfjqLE+aWWmGQZIlFD7GJ09SScZdAFwY2Tb2xi/DaWFZJEuOXOmc2wn4Mq28KDWzkX523DXOueOBbfEXevnAfhniTE7vwmQJCvMNwg3PMLnk729E6L+i6TTMrBf+ovR259zpzrldaNy2kttPe/6+2utifh6NCYkTzSsDjspi2GS7ExAaeTWz8siws1tYqmUj5hvLm+Oc+75z7tDIuAfj13mr9wmtcISZlYYEcrIEUjW+uHQqyd+FA06PrNP98ev0kTTDRS/8vgTrS4hNatJfMrkGcKhzbjxwY4rxpdvuRuMv6AHOcs7tSuOTfLKRLEWQfLLPv4EX8OeeXwvdZjQzjvWxmVnT41Gcko9iHG5mJyc7Js8R0ogm5ZOlSo5v2pOZ7Qgscc5d5pw7Cp/0Ap/YSjYOmVwuye0tqaXb1Ab7iSz3U6n0wv/WMr22zDA8ZnZ12I6Tvhz5f0GmYUWkfSlBIJK9c4DXzbcCPcvMPsZn1gHu76Bp/hJ/kWrAC2b2No0XYfPwDUEB/Cu8F+Hv0M4m9UXQpeH9aOCzUHxwEf7g+91If8nExwlhXpPTSTYABvAHM5tpZieF4tfJTP8NodXkN8xsOf7i5pAM85gsHn+Omc0J0yjO0H8mb0b+f8vM5gI/aMHwd+NPvJInotOaXMD8EVgRqhe8jm9/oul0m7oBWGa+RepZwO9D90/wRehb4n58cgfgT2F5vYy/6F1K9nehM3LOXY6vywr+pPCv4cIuVb8zgAH4i690F3v347dJA/5rvkX5ufj6yU/h7y4up/HRVlebb9n8NTLf0c5kP2BeqLryGr7UTK/wXcr15ZxbQGNVk+PwRXTfxP8GJ2WYVvL3t6eZvRTG3/TO4EB8XellZvZmuOt9aJN4OuL31SbOuXX4OtHgk1If4ZflFlkM+yGN2/u3zGxeGHYkvmpKxtbms3QB8Ln5ltZn4e94g6/v/iFt3ye0xBD8vvQjfHU08Bda69L0fzu+IbZy4J2wXXyAr0L2EI0X5xsIyzV5ofddM3sPX/qp6QX0HHz7EuB/w2/RuC6jluBLV4Dfvl4ys2+H+Vgbuv8u/BZSPdEknRnhvXeIYyaNxd3LwvuzZPZu5P854TexdQti6Ci/pLG6yQNm9oGZJRtXTecDfMN/ALeY2bM0JqWjTgYWhiozs2istpWsAgCNy2UA8G5YLiW0cpuKyGY/tRHn3AznnDXzuqqZaV+J/y1/EPYVyapAn6PHX4psUkoQiGTvcnz7A6vxd6Y2wx/wr8e3vt7uQr3SCfgL05X4OzpL8AfLvUJdYJxzfw/xLcIXA3yXFCffzrkH8MXbn8EnE8bg73A9xIZ3IS/Hn8zV4qtQ7BCGX4Y/IV+IL8WwB345AHwrfPcG/iRjK/yF1Z2kvxMGvmG1Z0Mcpfg7VJkuuNNyzv0DuAS/HErwy+HrLRh+JaGudHBPk15+jz9Z64ev/70EXwzyy6T3AP4ivhy/HFfjt6PDW3F3vxp/4ZtMHI3Cn8A/AExwzn2SYfAWcc5di6/LDb7kxN9TFYcN/S51vm55unHV4C+wb8FfQI3En9jOAX4CvB2WxYn4O2AN+KTHaTRfPz+d1/ENxdXgt/Py0O3ssJ2kcwH+jufr+O1xa3yjWR9kGGYKvqrMSnyy415869tRy/AJqM9CP8PwF7A3EkqidNDvqz1cjr/wqAxxPUTjhX/K6icR5+EvyN/BX0D3wP/eD3HOPd0OsT2Jr8PeA//7qgP+if99rWzrPqGFbsUnw3rjS6vcSYYkiPN15ifg9+eL8dtpL/xv4EdkriZyDn4bW4evb34noT2CyPjfxVeXmo/f3y+l8XG90f4c/o7+PPwy2h0Y5pxbgS+h8A7+fLGWxqoB2Yhe/L/hnFvjnPuCxt+SA55vZhzT8ReKy/C/mT3wv8tYhd/qBODX+N/rcPy6eyrDMPX46hav4/dvFYSSYE08F8Zj+GppBfiL9hPDOgX/+3sE/5schV8u+W3cpiCL/VQHugw/n73wCch5+MTobuFcSEQ2EWvh+amISJdm/vnpPwVeCcWRRbo1MxsEVDvnKsPnEvwFx3bATOfcnnHGFzfzDcEBXJ3FXVIREZGcpkYKRUQAMzsBf3ft8NDpphjDEckle+LbiXgFXwJmPL5kQz2+vQ6RLsXMjiT9tv1kKGElItIlKUEgIuLtiG9YbClwo3Pu4ZjjEckV8/ENDu6ILz6/HN8Wyg3OuRfjDEykgwyg8WkNTb2bpruISJegKgYiIiIiIiIiokYKRUREREREREQJAhERERERERFBCQIRERERERERQQkCEREREREREUEJAhERERERERFBCQIRERERERERQQkCEREREREREUEJAhERERERERFBCQIRERERERERQQkCEREREREREUEJAhERERERERFBCQIRERERERERQQkCEREREREREUEJAhERERERERFBCQIRERERERERQQkCEREREREREUEJAhERERERERFBCQIRERERERERQQkCEREREREREUEJAhERERERERFBCYJuzcyuMrNpHTyNfczsvcjnBWZ20Kaafi4ws0lm9kk7jm8vM/vAzNaY2XHtNd4m01i/nnKJmZ1mZn+POw4AM5tsZv+OOw4Rke5oU51DmNmPzOyuDp7GVDP7Sfh/g/OmdpxGLMfPlp6zmNlwM3NmVtDBcc0ws3M6chodoSXnZzpPkdZSgqALCzvj5CthZlWRz6dtihiccy8450ZvimllK3ogjnTLiQviVLGlcA1wu3OuzDn35000zZzgnLvXOXdI3HG0p3AitE3ccYiI5JJcOIcBcM5d75zbZBeS7XHelOoiO8bjZ8Zzllw5/2qNrnQB3l1u2kl2lCDowsLOuMw5Vwb8Dzg60u3euOOTVhsGzGnNgB2dke9InTn2jqJlIiJdlc5huoxWn7N0dTqGS65SgkCKzOwPZrbazOaY2W7JL8xssJk9YmZLzGy+mV2QbiRmdoSZvRPG86mZfT90b654fabpjwlFwFaG746JfLdB0bCmWVwz29bM/mFmy83sPTM7OXQ/FzgNuDjchfiLmf0RGAr8JXS7OPQ7wcz+G6b/hplNyjD/C8zsh2EZrDCzu82sOE2/KecrVWwphv0Q2DoSa4+wnp4I8zrPzL4W6f8qM3vYzKaZ2SpgcpPxZZrmTmb2pplVmtkD0fkxs6PMbHaYh/+a2Y5p5vVOM7u5SbfHzeyi8P+lZvZhWP/vmNnxkf4mm9l/zOxnZrYMuCrFep5oZq+EGF8xs4lN1slBkc/rs+NmVhyWybIwD6+Y2aA08zDEzB4Nv4NlZnZ7in42ulsT3UbNbBszey7EudTMHgjdnw+9vxGW/ynNLd8wX5eY2ZvAWjMrCJ8/DcvxPTM7MNW8iIh0MW0+hzGzPczsczPLj3Q7Puxjsz52ZDrmhM8PhelUmtnzZrZdmnjWnzeZ2Sm2YUmKGjObEb470sxeN7NVZrbQzK6KjCZ5bFkZhtuzhcfPGWZ2bTgGrzazv5tZ/3Qrwcy+Zv78Y7n585HBoftG5yxNhkt5/hWcZmb/C8fMyyLD5FnjucMyM3vQzCoyxHZsOJ6uCsMclqKfputqg2N6WHYfhWUx33x1jTHAr4A9Q+wrQ789zOzmEPsXZvYrMysJ300ys0/CMftz4O7m5sfMzjCzj8N3l5GBmfULy3+Vmb0MjGjy/S/CtrLKzGaZ2T6h+2HAj4Dk9vZG6P5VM5sb5vsjMzsv0/SlC3HO6dUNXsAC4KAm3a4CqoEjgHxgCjAzfJcHzAKuBIrwO/iPgEPTjP8zYJ/wf19gl/D/JOCTVHE0M/1CYB5+h1UEHACsBkaH72cA50TGOxn4d/i/J7AQ+CpQAOwMLAXGhu+nAj/JtHyALYBlIbY84ODweUCG5fs2MASoAP6TnEZ0GWQxXxvF1ty6xJ8I3AEUAzsBS4ADIsu4DjguzEdJivGlWx4vA4PD/MwFzg/f7QwsBvYI6+3/Qv89Uox737AuLLJtVAGDw+cvhWnkAacAa4HNI+u0Hvh2WI8lTdZzBbACOCN8/5XwuV+a5XQVMC38fx7wF6A0zMOuQK8U8ecDbwA/w29XxcDeKba54YADCiLDziBso8D9wGVhPtePI3zngG0inzMu3/D/bPy2VgKMDst4cCSWEXHvc/TSSy+92uvVdH8eul1F+53DfAgcHPn8EHBpZDrNHjsyHXPC57OAcqAH8HNgduS7qaQ4Z2gSYy/8sfi8SH87hHndEfgCOC58l+qYFD1mNXf8nBGWyahwnJkB3JBm2R2AP8faJczbbcDzmdZdpnUbif23YdrjgBpgTPj+O8BMYMswvV8D96cZ9+5AJf4cLg9/brdtZB6Tx+im62r98sMf+1fReJ62ObBd02UaGfZnwBNhGZfjt5cpkXVWD9wYYi/JND/AWGAN/lyqB3BLGD7l8gT+BDwYYt4e+DQaH3A60C/M1/eAz4HiVMsgdDsSn2QwYD9gHeH8Xq+u/VIJAvm3c+4p51wD8Ef8jhhgPP5i+BrnXK1z7iP8zvrLacZTB4w1s17OuRXOudfaOP0JQBn+gFTrnHsGmI4/iDXnKGCBc+5u51y9c+514BH8xWi2TgeeCrElnHP/AF7Fn4ikc7tzbqFzbjlwXZpY2zJfGzGzIcBewCXOuWrn3GzgLuDMSG8vOuf+HOajqgWjv9U5tyjMz1/wyQeAc4FfO+decs41OOfuwR+8J6QYxwv4g+w+4fNJIZ5FAM65h8I0Es65B4AP8Af0pEXOudvCemwa+5HAB865P4bv7wfeBY7OYt7q8AfJbcI8zHLOrUrR3+74BMYPnHNrwzJuTX3DOnwxy8FZjCOb5Xtr2NaqgAb8icNYMyt0zi1wzn3YihhFRDqb9jqHuZ9wHDazcvyx/v4U/WV77NiIc+73zrnVzrka/MXYODPrnc2wZpYH3AfMcM79OoxvhnPurXD8fDPEu1824yO74+fdzrn3w3HmQRrPAZo6Dfi9c+61MG8/xN9VH55lLOlc7Zyrcs69gU/UJ9ft+cBlzrlPIsvyJEtdXP/sENs/wnL61Dn3bitiSQDbm1mJc+4z51zKKhNmZvhj+Hedc8udc6uB69lwu0sAP3bO1YRlm2l+TgKmO+eeD99dEYZPNe184ETgynC+8jZwT7Qf59w059yysM5/ij93SNvehXPuSefch857Dvg7jedz0oUpQSCfR/5fBxSHndIwYLD5InQrQ9GpHwEpi2Hjd0pHAB+bL0q9ZxunPxhY6JyL7gg/xmd/mzMM2KNJ7KcBm2UZU3IcX2oyjr3xmeN0FjaJdXCKftoyX6kMBpIHoXTjW0jrNF03ZeH/YcD3miybIaSYX+ecw2e0kwmQU4H1dUfN7ExrLEq/Ep/xjhZjzBT7YPy8RmW7LP8I/A34k5ktMrObzKwwRX9DgI+dc/VZjDOTi/EZ+JfNF4M9K0O/2Szf9cvFOTcPuBB/UrHYzP6ULN4pItLFtdc5zH3ACaEI/AnAa865pscXyP7YsQEzyzezG0Ix8lX4u+aw4fEuk+vwd6PXV5MwXzXiWfNVKCrxF5rZji+b42e6c4CM43LOrcGXuGzteU1z0x8GPBZZr3PxifJU63YIviREqznn1uJLOJ4PfGZmT5rZtml6H4AvXTIrEt9fQ/ekJc656sjnTPMzmA2P92vxyzbdtAvY+Fx0PTP7fqgyUBmm1ZsM24yZHW5mM81XHVmJP8/PdhuTTkwJAklnITDfOdcn8ip3zqW8g+6ce8U5dywwEPgzPtvcFouAISFrnjQUX1wKfFH00sh30Yv/hcBzTWIvc859PRluqllo8nkh8Mcm4+jpnLshQ8xDmsS6qBXzlSq2TBYBFeGOR6rxZTPOlk5zIXBdk2VTGu5ApHI/PmfnStUAACAASURBVBs+DF9s/hGA8Pm3wLfwxRr74KtpWJaxLcIfWKOy2kacc3XOuaudc2OBifhSJ9FSF9F5HZrmzkTU2vCebnqfO+e+5pwbjC+ieoelf3JBNst3g+XinLvPObc3fnk4fPFFEZHuqqXnMO/gL6YOxyey70vTX6ZjR6bzklOBY4GD8Bdlw0P36PEuJTP7Mj7JfpJzri7y1X34ouxDnHO98fXhk+Nr7rje3PGzJTYYl5n1xJeyyHZcrTkHObzJui12zqWa3kKa1MNPI9O6wzn3N+fcwfibRO/iz11Sxb4UX41yu0hsvZ1vaJM0w2San8+InFuaWSl+2aayBF/9oOm5aHLYffA3K04G+oZzrkrSbDMhWfYIcDMwKPT/FFlss9L5KUEg6bwMrA4NqZSE7Pf2Zja+aY9mVmS+wZbe4eC1ijRFoFrgJXzG+GIzKzTfQODR+LvR4Otgn2BmpeFC6+zIsNOBUaFhl8LwGm++QRnw9fS2bjK9pt2mAUeb2aFh3ovNNy6zZYaYv2lmW5pvXOYy4IFWzFeq2NJyzi0E/gtMCTHuiF8WLXlUTYumiT8wnh/uXpiZ9TTfWFJ5qp6dr+KxFF/14W/OuZXhq574A9IS8I3h4EsQZOsp/Ho+1XxDfafg6+tND9/PBr4clvNu+KJ6hGntb2Y7hCJ5q/DFRlNtsy/jD9A3hPksNrO9UszjEvzJ0OlhezmLyEmJmX0psu2sCPOdnF7T5d+i5Wtmo83sgHAwr8afnLT19yci0pllfQ4TcR++Pvi++DYINtLMsSPtMQd/978Gf/e3FF/svFlmtjO+Tv9x4TgTVY4vQVhtZrvjkxBJS0Jc6Y7tzR0/W+J+4KtmtlM4Dl0PvOScW5Dl8C09B/kVcF24yYCZDTCzY9P0+7sQ24HmGwPcIs3d/9nAvmY21Hy1jx8mvzCzQeYbOuyJX4dr2PD4vaWZFQGE0qG/BX5mZgPD8FuY2aGtnJ+HgaPMbO8wjWtIc+3mfDWbR/ENOpea2Vh8G0ZJ5fgEwhKgwMyuxLdrkfQFMDxyA6sIXwVhCVBvZocDXeox05KeEgSSUtjRHIWvczafxgu8dPXlzgAWmC86dz6+SH9bpl+Lv3A+PEz7DuDMSN2xnwG1+B3aPUSKrYfi9ofg63wtwhdTSzYIA/6AMdZ8ca7kM3mnAJeHbt8PF97H4oskLsFneH9A5t/Mffj6WR/hi7T9pBXzlSq25nwFfzdiEfAYvm7bP7MctsXTdM69CnwNuB1/sTuPJk9HSOE+/J2T9Xdlwh2bnwIv4tfjDvjGHbPinFuG30a/hz/puhg4yjm3NPRyBf4ifQVwNRveEdoMf+BdhS/O9xy+6GjTaTTg19c2+MdsfYIvapjK1/DbyDJgO3ziJmk88JKZrcHf8fmO83ViwVcNuCcs/5NbsXx7ADfgt6fP8aV4fggQEnd6vJSIdCutOIeBxjr8z0SOI01lOnZkOub8AV9C4VPgHXyjdNk4Ft+477+t8UkGT4fvvgFcY2ar8Y0xri+56Zxbh6+W8J9wbNmgjaAsjp9ZC+cbV+DvNn+GXwbp2npIZYPzryz6/wX+OPr3MO8z8aUTU8X2Mr7B6p/h75Y/x8YlJ3C+nakHgDfxjVtGEyV5wEX4c6zl+G0kWSL1GfwjHD83s+SyuwR/3J4Zzon/SYZ6/pnmx/m2Dr6J35Y+w29bmZ4M9i18VYzP8Q1f3h357m/46g7v47fFajasjpBMii0zs9fCufQF+O1qBT4B9USy55BMWWNmQ5EuJ9myuIi0gZktwLeG25ILcxERERERkZyhEgQiIiIiIiIiogSBiIiIiIiIiKiKgYiIiIiIiIigEgQiIiIiIiIiAjT3bO9W6d+/vxs+fHhHjFpERKRTmzVr1lLn3IC44+gOdD4iIiKSWrrzkQ5JEAwfPpxXX321I0YtIpm8955/H53piToiEicz+zjuGLoLnY+IiIiklu58pEMSBCISk/PO8+8zZsQahoiIiIiIdD5qg0BEREREREREunEJgjUL4ZXLAYs7EpH2s/Jd//7s5FjD6F4SUL8Oqpb4j3mFkN8DDpgGPfrGG5qIiIiISAt03wTBus9h6WtQ3C/uSETaT0O1f1+zINYwuhznoGoxuAbAIC8PLD/yKoCiXlCxPZQNhT6joahP3FGLiIiIiLRI900QABSWQWF53FGItB/L9+/artvGJaChCmpXQ14BJOpg65NgqxOhoAQKShvf80vAVBJJRERERDq/7p0gEOlqvjIy7gg6t2RJARz03AJGfAUGTYCeQ6CHSgSIiIiISNemBIFIV7KzHq3eKrWV0FADJGDAeNj9eiUERERERKTbUYJApCv5sNK/j+gdbxydSaIO6tbCrj+GgeOhdPO4IxIRERERiYUSBCJdya/n+PebJsYbR2fgnC85UFsJ238bhh8Td0QiIiIiIrFSgkBEupf6dVC32v/fZyxscypseXC8MYmIiIiI5AAlCESk+6hZ4RMEI0+HUWdCcf+4IxIRERERyRlKEIhI1+caYN0XULoZ7Ptb6Dsm7ohERERERHKOEgQi0rXVVkJ9FQw9Ana5AvKL4o5IRERERCQnKUEg0pVM3jbuCHJLbSXgYNLdULF93NGIiIiIiOQ0JQhEupKxFXFHkBucg+ol/v+9fqnkgIiIiKT0GI/xMi9zFmcxkpFxhyMSu7y4AxCRdvTOcv/qzhINsO5TqNgBDn4YBu4Wd0QiIiKSgxIkuJu7eZu3eZRH4w5HJCcoQSDSlUx917+6G+f80wmqPofqxbD1l2DiL6BsSNyRiYiISI7KI49DOZQKKtif/eMORyQnqIqBiHRezoVGCNdC2VDY4mDY+iTovU3ckYmIiEgn8M3wJyKeEgQi0nm4BDTUQEO1fzKBmX904bgfwPBj4o5OREREpEN9xmdcyZWUUspP+AnllMcdknQxShCISO6rrfRVCCwPSjaDvmOg307Qfxfov3Pc0YmIiIhsEm/yJp/zOQAf8iE7sVPMEUlXowSBiOS2RD3UroL9fueTAaamU0RERKR72pu9eZM3KaWU7dFTmqT9KUEg0pWct13cEbRdzUpoWAcYWIGvTjDydBiwa9yRiYiIiMSqJz35AT+IOwzpwpQgEOlKRvSOO4Ls1a3xF/+JenANkBd2R0V9YdSZUNwfevSBHhVQsWO8sYqIiIiIdANKEIh0Ja8v8e87D4g3jlScg0SNTwwk6qBkIGw+CYr7+VdhuX8N2BUKy+KOVkRERESk21GCQKQruf8D/54rCQLnfCmB2krAQY++MHgSbLYPDD4ACorjjlBERERERAIlCESk/dRXQc0KX13A8kJJgUGw1Qmw1YnQe6R/NKGIiIiIiOQcJQhEpH24BNSuhJFnQL8dfWKgfJiqC4iIiIiIdBJKEIhI29St8S/w1QZ2uECPIhQRERER6YSUIBCR1nEJWPc5lA6CMef5tgVKN4s7KhERERERaaVOlyBoaGhgt912Y4sttmD69OlxhyOSWy7owMcBugTUr/OlBZIlBHqPgL3v9E8hEBERkU7tueeqmDZtDYcdVsKJJ6qKoEh31OkSBL/4xS8YM2YMq1atijsUkdyzZTsdzBP1/pGEDbXQUAVW4BMEZUNg27Nh0EQoG+obIxQRkZz23nu1LFrUwH77FZOXp4ZiJb0nn1zH55838MQT65QgEOmmOtXZ/SeffMKTTz7JZZddxi233BJ3OCK5Z+YX/n3CoJYP6xzULPXvlg+lm0PPLaDPtjD8ON/oYF5++8YrIiIdavnyBi69dDn19VBZmeC443rGHZLksBNO6Mn996/h0ENL4w5FRGLSqRIEF154ITfddBOrV6+OOxSR3PToh/49U4KgoRbq14Jr8K9Eg++eqIEBu8NOF0PvUWpoUESkCygsNIqKjPp6R8+eKj0gmU2YUMyECcVxhyEiMeo0CYLp06czcOBAdt11V2bMmBF3OCKdg0tAfRU01ECi2lcVsHwYsBsU9YEefaBHXyjsBUXlsPl+kN8j7qhFRKSNqqsTzJlTx3bbFXLbbf1ZurSBsWOL4g5LRERyXKdJEPznP//hiSee4KmnnqK6uppVq1Zx+umnM23atLhDE8k9NSsgUQckoGwY9BoB5SOgz0ioGAfFFXFHKCIiHeiGG1Yya1Yt48f34Mor+zJwoKqIiYhI8zpNgmDKlClMmTIFgBkzZnDzzTcrOSACvs2ARB0kan3jgiQgrxB2vx767wqFqm8qItLdVFU5AKqrXcyRiIhIZ9JpEgQi0oRLQM1ynxgo6gOlg6FoHhT0hAPv840MiohIt3TppX149dUaxo9XtTEREclep0wQTJo0iUmTJsUdhkh86tZCbSVstheMPA0G7uG7P77Qvys5ICLSrfXtm8/BB6slehERaZlOmSAQ6VYSdT4h0FAdnizgIL8EdvgOjDwDLNIq9ZAhsYUpIiIiIl3fIzzCHOZwNmezBVvEHY60MyUIRHKRa4CqJT4hYHnQb2foOwb6jIG+Y30JAUvxuKoHHvDvp5yyaeMVERERkS5vLWuZylQAKqjgW3wr3oCk3SlBIJIrGmr90wfMAAdDD4fNJ/nEQLZVBu68078rQSAiIiJdxBd8wb3cyzjGcSAHxh1OiyxmMdOZzh7swXZsF3c4bVZKKXuyJ2/zNhOZGHc40gGUIBDZlFwCGmp8w4INNeDqwQoABwWlMOxIGPV/0HNLyNPPU0RERORP/IlneZYZzGAf9qGIorhDytpv+A0v8RL/4l/cy71xh9NmhvEjfhR3GNKBdAUi0lFcwlcVqFvrEwKER02VDILSEVA+HMqH+dIBvUZCzy1SVxsQERER6cZ2Zmee4Rl2YIdOlRwAGMEIXuIlRjAi7lBEsqIEgUhbOAe4kAhYExIB5pMDOCgsh+K+MPQYXzqgZFBoaFBEREREsrEv+zKRiRR0wkuXr/AVDuIgKqiIOxSRrHS+X5nIptZQ49sGyMv3n9cnBRL+lVcI+cU+GbDtOTBwPBT1hcIylQgQERERaQedMTmQNIABcYfQ4RazmDd4g4lMpCc94w5H2qDz/tJEOpprgKrFUNgLRpwCWx7s/y8ohrweje/JxEEuePjhuCMQERHpVurqHO++W8fIkQUUF6uUoHRPV3EVC1nILGZxKZfGHY60gRIEIulUL4VBe8KeP+s8DQb27x93BCIiIt3KLbdU8u9/V7PzzkVcc42KkUv3VEzxBu/SeXWSqx6RTax6qa82MOb8zpMcAJg61b9PnhxnFCIiIt3G6tWJDd5FuqOruZr3eZ8d2THuUKSNOtGVj0gHS9RB9XLfboBLwIH3+ycNdCZKEIiIiGxSF13UmxdfrGH8+B5xhyISm3LK2ZVd4w5D2oESBNI9uPCkgURd43ui3r9bXuNr+DEwcA/otU3nSw6IiIjIJldRkc+RR5bGHYaISLtQgkC6jkS9f8xgQ43/39X7xEBevn8vKIGi3tCjD/SogOL+0HMLKNkMivtBn2399yIiIiLSLXzMx5RQwkAGxh2KSE5QgkA6t5pKcLU+IZBXBKWbh4v+AVA8EHr0haJeUDoYKnbQYwdFREREBIBZzOJqrqaQQu7gDgYxKO6QRGKnBIF0Pok6qFsLDev8YwbHXwf9dvbJACUARERERCQLq1iFw1FLLetYF3c4IjlBCQLJbYl6qFsFDdWQVwgOyC/ypQEG7AZbHAjlw+KOMnc89VTcEYiIdCgzywdeBT51zh0Vdzwi0nlNYhIORy96sRVbxR2OSE5QgkByj2uAujVQv85XGxiwGwzYHcqHQll4WV7cUeamUjWSJCJd3neAuUCvuAMRkc7NMA7ggLjDEMkpShBI/KqXAw3+fxeeIdx7NGx9Egw9wpcckOzccYd//8Y34o1DRKQDmNmWwJHAdcBFMYcjndDf/76ON96o5fTTy9h8c50Gi4g0pT2jxMM5qF0ZHjuYgN2ugT6jQ6OCvVVCoLUefNC/K0EgIl3Tz4GLgfJ0PZjZucC5AEOHDt1EYUlnUFvruP32VTgHRUXGd76jJxdJblrNahaxiNGMzqr/T/iEp3mafdk362FE0lGCQDa9mhW+TYHeo2Hbs6Hfjv6RgyIiImmY2VHAYufcLDOblK4/59xvgN8A7Lbbbm4ThSedQFGRsdNORbz1Vi277toj7nBEUkqQ4EIuZDGLOYMzOJmTmx3mDu7gLd7iJV7iLu7aBFFKV6YEgXQs53wpgUQduDpoqAXLh/3/CH3HxB2diIh0HnsBx5jZEUAx0MvMpjnnTo85LulErrmmAuccpqceSY5KkGAVqwBYycqshtmGbXiLtxjJyI4MTboJJQikYzgH1YsBB0V9oGSALyVQMgiGHKHkgIiItIhz7ofADwFCCYLvKznQOcydW0tJiTF8eG60KaTkQOexkIX8jb+xL/syilFxh7NJFFDAFKbwLu9yEAdlNcxZnMWxHEsFFR0cnXQHShBI+0mWFqhfC3VroWQgHPwQFKmhaRERke7olVequeaaleTnw2239WfIEJ16SvZ+yS+Zwxxe4RV+za/jDmeT2Sb8tUQ/+nVQNNLdaC8tLecS/lGEiXrflkBDNeQV+O6FZdBvHPTfFQbvp+TApjZjRtwRiIh0OOfcDGBGzGFIFurq/HsiAQ0NahIiV9TWOmbOrGb06EIGDcrdy4Ft2IY5zGnxxbKItF7u7hEkNyTqoWaZf6qAcz4xAFDQE4rKofcoGDQB+mwLvbaGHv1ARfdEREQEmDixmCuv7EPPnnk5U8VA4He/W81TT62joiKPe+4ZGHc4aZ3DORzHcbo7LrIJKUEgnnPQUAMN63xDgnn5kGiAvEIYdgwMPx5KB/nEQH6xkgC56uab/fv3vx9vHCIiIsH48cVxhyBN5Of794KC3D+f60/XfNLV8zzPndzJPuzDN9DjqSV3KEHQXbkE1K2BhipfOiBR79sM6DcBBu0JFTtA6WZQ2EvJgM5k+nT/rgSBiIi0wty5tQCMGVMUcyS5qz2egrB6dYKlSxvYaqt4SlWcdVY548YVMXKkSnXE5TmeYw1r+Bf/UoJAcooSBN2BSzS2G+ASPilQtwbKt4IhX/ZPFSjdDPL1TGAREZHu6p13arnkkuUA3HhjBWPH5n6S4OOP65gzp4799y+mpCSvw6f3zDNV3HZbJRMmFHPJJX1aNY76eseFFy5j8eIGzj23nKOP7tnOUTavoMDYYw+V7GjOQhbyT/7JfuzH1mzdruM+mZOppZa92KtdxyvSVkoQdGYNtb6BwEStrx6QVwAWyoy5BBASAxgUlEB+qW9EsGQQbHsObLF/nNGLiIhIDnEu9f+5yjnHD3+4nNWrHR99VMe3vtW7w6f50kvV1NfDzJnVrS5JUFfnWLHCt+m0ZElDe4co7eg2bmMuc3mFV7iDO9p13KMZzbVc227je5AHmclMzuZstmO7dhuvdD9KEOSi+iqoXenv+Fs+YL4agCUz4wau3l/s9xoBZUOhfLivIlDUB3r0hR59oKAU8kt8OwKqJiAiIiIZbLddEVOmVKz/P9eZGeXleaxe3UCvXh1fegDg1FPLMDN2371Hq6sZlJTkce21FcybV8ehh5a0c4TSnrZiK+Yyl63YKu5QMnI4pjENh+MJnlCCQNpECYK41VdBbSWQACsEnG8EcNRkf6FfUOqL/ucX+1dBsb/o79HXlwTQhb9ElehEQ0REWm/77XM/MVBb63jvvTpGjy7k5pv78b//1TN2bOvq0icSjsceW0tJSR5HHFEK+JIJ8+fXs+WWBRQVbXieNWxYIZde2rqqBVHbbVfUKZIw3d35nM+JnJjzDSUaxrEcy0xmcgiHxB3OJnEXd/EP/sFZnMWhHBp3OF2KEgRxcA1Qs8JXESgohm1Og7IhUDIAeg6B8mGR0gIiLfD003FHICIi0qFuumklL71Uwx579ODyy/u26UL7+eermTp1DQBDhhSwww5F3HnnKp5+uoqddy7immsq2its6YQMYyC5+xjIqLPDX3fxLM+yjnU8z/NKELQzJQg2lUS9by+goRqql8GgiTDkMP/EgPJhcUcnIiIi0imsXp0AYNWqRJvH5UsJQGGhMWiQb8fpiy98uwCLF6t9AJFcdQ7n8CzPcgqnxB1Kl6MEQVs41/hkAFcPiQb/7hr8/zT4+v+uwVcL6DkEeo+AXqNg2FG+nQCR9nRtaOzmiivijUNERKSDXHxxH158sZoJE9reCv822xRy990Dyc+Hnj196c1vf7s3zzxT1S7j787efruW11+v4eijS+nTJz/ucNpFggT3ci8JEpzGaRToUqrVPuVTSimlL31bNfz+4U/aX/fdqi3PP+qPbOvwh+Z8ncM/HSBklfNLfDsBRb2gsDf06O0bCizqC8X9oe+20HskFPZSewHS8f71L/+uBIGIiHRR/frlc9RR7fdowKYNHPbvn8/JJ5e12/i7I+ccV1+9gupqx5IlDVx0Ude4KTaLWTzIgwBszdbswz4xR7ShtaxlPvMZy1jyyN3qyrOYxdVcTQkl3MmdVJB9VZ4GGricy/mAD7icy9mJnTow0u6p+yYI+o2Dgx9q2XN88otCQqDEv+f30EW/iIiIiEiEmTFkSAEffFDH0KFd53JjGMPoTW8SJBjBiLjD2cgP+SHzmc/RHM25nBt3OGktYQkOxzrWsYY1LUoQVFLJ27wNwKu8qgRBB+g6v9iWyiuAPtvGHYWIiIiIpPDww2u47741HH98T844ozyWGGpr3UZPMpDs3HBDBcuWNbD55l3ncmMgA5nKVICcrF6wmtUArGJVzJFkdjAHkyBBBRUMZWiLhq2ggrM4iw/4gOM4roMi7N5yb8sWERERkW7v3/+upq4OXnihOpYEwTPPVPHzn1cyblwR116rpxm0VFGRdankQFIuJgaSruVa3uRN9mO/Zvt9mIf5kA85m7Nb9RjHGczgRV7kFE5ha7Zu0bD55HMER7R4mknHc3yrh5Xm5e4W3sEWsIDv8T0s6zYIRHLf9/t9AMDNnBRzJJ3TClZwLueqRVwRkRzw1a+W88QT6zjssJJYpj97dg3OwZtv1lJf73jhhWp+97vVHHRQCZMnx1OiQQSgllqK2PjxnluGv+YsZSn3cA8AAxjAWZzV4hhu53ZqqKGeeq5AbV91Jd02QbCEJcxjXqsyZiK56rJHktVmVsQaR2dUTTWrWd3iom4iIt3dq6/W4Jxj/Pj2bfV/3LgejBvXo13H2RKnnlpGXp6xyy5FFBQYzzxTRWVlgr/+dZ0SBBKbJ3mSX/ErJjCBy7isVePoQx+2Z3vmMY9XeZWXeZlLuZThDM96HBOZyAu8wAQmtCoGyV3dNkEAUBr+REQqqeRrfI092TPuUEREOo0336zh6qt9UvonP+kb6wV9e9tsswIuvLD3+s8nn1xGff0aJk3atI8/nDu3loYG2H77je8YS/fzOq8DMJvZrR5HAQVMYQr/4398k28C8F/+26IEwUVcxHf5buylsZeylOu5np705DIuoxg9nrStunWCQKSrOfOHcwH4w5QxMUfSeTgci1lMKaVq7EZEpIWKi239A52Ki7t2tc0ddihiypRN2xbBe+/Vcskly3EOrruuLzvu2HUSMNI6k5lMGWXtcud+CEM4giP4lE85iIPWd/+AD5jJTA7jMAYwIO3wcScHAF7mZT7AV7F9n/fZkR1jjqjzU4JApAvZ9kVVLWip5SxnMzbjVm5lCEPiDkdEpFMZNaqIW2/th3Ow1VaFcYfT6SQSjvnz6xkypEBPS5CsbMmWXMiFLRqmmmqe4RlGMYpt2GZ9d8P4Ol/fqP/ruZ6lLOUjPuLH/LjNMXekiUzkRV6kjDK2RU+oaw9KEIhIt1ZLLZdwSYuK1YmISKPhw5UYaK0771zFX/9axc47F3HNNY2lE15+uZpevfLYdtsibryxQlUMWuFBHuQFXuCrfJVd2CXucJr1FE8xnemcwilZPYWgJaYxjcd5nGKKuY/7KCTzb3YoQ1nK0k5x46QPfbiWa+MOo0vJizsAEZFNrZ56PuMzFrOYAQxgD/aIOyQRkZz18cd1XHHFch5+eE3coXQ5X3zRAMDixQ3ruz3/fBXXXruSSy5Zzief1DNmTBH9++fx8MNr+OKL+rhC7XQe4AEWsIDpTI87lKw8wiMsZCGP83i7jbOeen7P73mAB1jCEsopJ5/8Zoe7giv4Fb9K+XSDxSzmMR7jC75otzglt6gEgYh0KwkSfMZnHMIhHM/x7MquOf1MYxGRuP35z+uYPbuW2bNrOeqoUoqLc/f+UiLhePTRtRQXG0cd1TPucJp1wQW9efbZKiZMaGxYraDAVzXIy4P8cC33//5fJe+/X8fMmTXcfHO/OELtdE7kRF7gBQ7n8LhDycqJnMh0pnMsx7bbOP/CX7iRG6mkkrGM5ef8nLws7g8XUMAWbJHyu5u5mbnM5QVe4BZuabdYJXforFikC1m6ZTzPiu4s6qlnIQvZh324kRtzonEdEZFct/fexbzySg3jxhXldHIA4IUXqrnnHl/SYejQghY16ldf76itdZSWbrp57N8/ny99qWyDbhMnFjNlSgVlZcbmmydP1R319Y4BA5q/+yveqeGvrRyOqUxlKUs5j/PoRa92iG5jR4S/9tSLXlRQQTXVHM3R7RJ7P3yCSo+K77qUIBDpQm6ZtnPcIeSsSiqpoorjOZ6v83UlB0SkU6mqSvDjH6+gsjLBj3/cl8GDN90p3K679mDatIGbbHptseWWBRQVQWGhsdlm2S+j2lrHhRcuY9Giei67rA/jx8f7qLRoewMPPbSG996ro6wsj4su6piL09ZauLCe2bNr2H//EsrKcjt51FrzmMejPArACEZwAidssmlXUcXd3E1venMqp7b43OVADmQoQ6kIfwtYwGAGU0Tr27P4Ht/jeI5nK7Zq9TgktylBICJd1jrWUUklBeHvVm5lT/aMOywRkRb78MN65s6tA+C112o2aYKgMxkxopCpunHv4wAAIABJREFUUweSlwc9e2Z/wbpqVYKFC339/nffrYs9QRC1fHkCC8+STL53lE8/rWfZsoasS15cfvlyli9P8N57dXz3u72pq3M5X8qkpYYwhJGMZAlL2JlNeyPmX/yLp3kagF3YhTG0/DHWIxkJwF3cxeM8zo7syHVc1+qYCihgFKNaPbzkPh1dRLqQcy6cA8BdP98u5kjit5zlFFHEN/gGu7ALYxnbpoy5iEictt22kEMOKWHVqgT77qvqZJmUl+exeHEDf/3rGvbaqzirkgT9++dzwQW9mD+/nuOOa13bBZ99Vs+yZYl2f9rAmWeWsfnm+YwZU7S+fYKmvviinr5989v0qMTlyxu44IKl1NbChRf25sADm9/O+vTJY/nyBKWlxje+sZQlSxq46qq+LarakeuKKY6trv1YxtKTnvSiF1uyZZvG9RmfbfAuko4SBCJdyNazK+MOISfUUEMttfyBPzCCEXGHIyLSZgUFxre/3TvuMDqNm29eydy5dfznPzXcckt2jfodfHBpq6e3cmUDF1ywjMWLG9hhhyIuvrgPQ4e2z2l2SUkexxyTPmnx2GNr+f3vVzNiRAE//3nr64UnEv4FUFfnshrm+usr+PjjesrLjaefrgJ8CYyulCCI09ZszX3ch4W/tvgm32QUoyihhAd5kGM4hmJyp6RMe3iap3mTNzmTM9mczeMOp9NSgkBEuoy1rGUVqyijjK/zdSUHRES6qf7984E6BgxoeXF35xzr1rkWVVGor/eNHH74YR1VVY677lrFNddUtHjarfHxx75qxMKF9SQSjry81l1I9u+fz0039WPJkgb23DO7C/yePfMYO9aXmDjvvHIWLWrgyCNbn2iRjWXz1IFsVFDBYRzGmZxJggQ11HAGZ7TLuHNBNdXcyZ04HCWUcAEXxB1Sp6UEgYh0CatYxWpWcx3XcRiHqRFCEZFu7KKLenP88T3ZaquWn+peeeUKZs+u5fzze2V9sdu/fz433FDBz39eycKF9ZjBFVcs5+STy9hhh46t3jZ5chn9+uUxblxRq5MDSSNHFjJyZGGrhu0Mj5Xs7koooT/9WczitI8x7Kx60INd2IU3eZPxjI87nE5NCQIR6fQcjiqquJqrO83zjkVEpOMUFNgGF7pr1yayKhHgnGPOnFoA5syp5cgjS6mvd+vHmcno0UXccUd/1q1zfP3rS1mxIkFd3WpuuCG7Kg6t1adPPmecUd6h0+iKGmjgeZ5nMIMZzei4w9kkiijiNm6jksqsiuD/l//yHu9xEidRTm5vY4b9f/buOz6qKn38+OdOyUx6JZTQAiRUkR5AQLqAwBKlKCioICpIXQWsq6iIsgoWUHEVUX/7XRUXpYmwAgoWQEB6DT20hPRJpp/fH5MMGdImk0nlvO+L15CZO/eehJDc89znPA8v8RICIW8SlVHNKjMqSbe4xNgAEmMDSt6xhkknnfrUZyhDK3sokiRJUhXzzjvp3HffNb78MrPEfRVFYe7cEAYN8mXChACSkmw89FASDz54jcREq1vv9/dX0bevL/7+Cr17y4KSVdUa1vA2bzOPeaSRVtnDcfEnf/ISL7GHPV4/th9+bgUHsshiIQv5L//lK77y+jjKiwwOlJ3MIJCkGmTp8raVPYQKZ8JEDjk8wzPyl4IkSVINd+qUhVWrDPTqpad794IF1jIz7Zw9a6V1a60z3f7AAUdGwMGDZpd9U1NthISoCrQOjIvTExfnOPbu3UbS0x2V+xISLERFuXfp/NBDgTz0UPF3XI1GO0I4ihBKFc8XR/BGhw5NKaZExzmOBQttaFNeQ+NTPuUCF0gmmY50LLfzFEePngY04AIXZE2nW4wMEEiSVG0ZMZJCCnOYI9ebSZIk3QJWrszkr7/MHDhgKjRA8MwzKZw7Z2XYMD8mTw4CHC37tm7NYejQG/UEli/PYO3abAYM8GX69KK7Q3TsqOO++/yxWnGez24XLF2awZUrNmbMCCYyUl3qz+PSJSuzZ19HCHj77XC3Aw+S9wxiEA1pSAQRBOBe9uUpTvE0TyMQvMIrtKNdqc+bd1MjlVRe5mUa07jAPr3oxTd8Qy96lfr43qJBwxKWYMBACCGVNg6p4smfRpJUg0ydfACo+ZkEAsE1rmHDxhM8wRjGVPaQJEmSpAoQF6dj/34zXbsW3p4tM9Nxtz8ry+587rbbfAoUCjx+3AI4WvIVR6VSGDfONRPg3DkrmzblAIING7JLzBQozIULVgwGR22D8+etMkBQSVrRqtjXT3KS/eznLu4ikEAEN9o/5v97aZznPAkkALCf/YUGCO7L3SqbFm2VCQ5sZCNHOMJ4xhOB5+08pZLJn0aSVINEnciq7CGUKzt2kkhCIIgjjjd4A39k1WRJkqSaQgjBRx9lcu6clWnTgqhXz/VSdehQf+6+26/AsoA8CxaEceCAmV69iu/v/uSTQWzalEOfPqXvA9+ggYbOnXX8+GM2X36ZiaLAhAmlCxJ06aJj/PgAhHAEPaSqRyB4gRcwYOACF5jFLGKI4U3exIyZtnh2MyaWWEYwghRS6EvfMo/zJCdZxSru5E66073Mx6uKMslkKUsBRw2Fx3m8kkdUs8kAgSRJVZ4ZM6mkAtCc5sxkJh3oIGsOSJIk1TBXrthYvz4bgM2bcwqdeBcVHACIitK4dTc+OlrLY4+5tvMzGOxcvGglNlZb7Dk0GoUXXwzlwgUrV67YOHLEXOS+RVEUhX79fPn000xWrTIwenTBFHchBKtXZ6MoMGJE0UGR4qxfn83Vq1bGjg1Ar5e1DkpDQSGSSM5whkginc+3oEWZjzuRiWUdntPnfM5f/MUhDlV4gMCKtVT1Gzzljz+taMUJTtCe9uV+vludDBBIklTlXeMaYxnLYzxGEEGVPRxJkiSpnERGquneXce5c1Z69iz93f2ymDMnhfPnrYwe7e9W28CZM4PZti2Hu+/2K3Hfwqxfn83PPxsB6NlTT926rpflO3eaWLHC0Xmhfn01nTuX7utx7pyFDz/MABytEO+5R2bcldabvMllLhNNdGUPpUhxxHGAA3SjW4We91M+ZTWrGc1oHuTBcj2XChVv8AY2bKgpfc0PqXRkgECSpCrJjJnrXEeNmlBCeZiHZXBAkiSphlOrFZ55JrTCzyuEIDXVBsD16/YS9nZo3dqH1q19St6xCO3b61i7NpuGDTVERBSc9ERFadDrFRSFAkst3BERoSYyUk1qqo3YWG3Jb5AK0KOv0sEBgKEM5W7uLlNWZSqpbGADHenodobEn/zpfCzvAEEeGRyoGDJAIEk1yOl2RVdirk4EgmSSmcAEutCFWGIJI6yyhyVJkiTVUIqi8OqrYRw8aKZ/f1+PjmG3C1JS7M7JflKSjZQUG82bFx5EaNPGh6++iixy6UCDBho++6wWAP7+KsxmQUaGvdBgQmH8/VV89FEEFotArVa4fNlaIEtBqhnKuuTyYz5mO9v5L/+lP/1pQxt60rPY9zzO4/zIjwxhSJnOLVU98qeEJNUg/1rSurKHUGZ27FzkIh3pyDSmyToDkiRJUoVo0kRLkyae32l/7bU0du0yMXq0PyNG+DNtWjIGg2DGjCD69y98GUJJdQX8/R11A6xWwYwZyVy8aGPmzGD69XMviKHRKGg0Cn//+3VOnLAwfnwAo0a519JPct9pTrOIRTSmMU/zNCqqV72H+tQHIJ10NrCBH/iBTnTCl6K/z9rmblLNU72+eyVJqrHMmLnKVa5xjbu4i1d4RQYHJEmSpGrj1ClHy8SEBAsWi8BkcrTBy8q60Q7Pbhds3pzNwYOlK2xoMgkuXXIsgThzpvjWjDcTQnD+vBXA+VgRfvklhwULUklIKN14q6PtbOciF9nBDq5ylY/4iDGM4Sd+qrQxmTHzKq8ym9lc5Wqx+45lLB/yIXOYg4JCDDHoKbzmRTbZnOd8eQxZqiKqVQaB0WikV69emEwmrFYrI0eO5OWXX67sYUlSlTH7gX0AvP1l9anwKhAkkkgQQQxgAA/zMM1oVtnDkiRJqvJ+/DGbTz7JZOBAXyZNqtwaLSdPWnj33XRiY7U8+WSQRxX3K8Ly5RkcPmxm2rRgmjUrOlsgOdlGUpKNli1vLA8wmwUvv5zKlSs2XnghhMaNXd8/b14Iv/1mZMgQP8LC1CxYEMalSzZ6974x0Vq/PpvlyzNRqeDjj2sRGVlwucCmTdn89FMO998fQLt2jhaI/v4qnn02hBMnLMTHl67YoKIovPRSKPv2mRg61LOCip5YujSD7GyB2Sx46aWavUywP/05ylEa0Yg61GELW8gmm1/4hX70K/H9FixoKfr7MZ103ud9FBTmMMetzgGnOc1OdgLwO78zghHF7h+Vu93BHfji63KT5lu+5QIXGM945jGPy1xmMpMZxrASxyFVP9UqQKDT6diyZQsBAQFYLBZ69OjB4MGD6dq1a2UPTZKqhIiLOZU9hFKxYCGFFCKIYBObZMaAJElSKfzyi5GcHMHWrcZKDxBs2ZLD2bNWzp618sADAYSGVm4xsbNnLQQEqFzW62dk2Fm71tFCcdOmbJo1K7xuj8FgZ9q0ZLKyBE8+GcRddzkm1RcvWjlwwHHnf9cuU4EAQcuWPi4BBcfHrscODnYk7/r6Kuh0hf/O+/zzLNLT7Xz1lcEZIACIi9MTF+dZZ4eyFlT0RPfuerZty6Fbt4rtRlHeCpvMRxHFQhY6P57MZH7hF+7n/hKPt5zlrGVtsd0ANrCBj/gIEybUqJnL3BKP24xm9KAHqaTSgx4l7p/nGMfYxz7iiSeccC5xic/4DIAQQrjOdQCucMXlfZe4RGDuVl2d5CThhN/yda+qVYBAURQCAhzrpiwWCxaLpcpGqCVJKpwFCxlkYMWKFi096MF4xsvggCRJUimNHRuAWp1F376eFdXzpgEDfDl2zExsrE+5BQfOnbOweHE6jRtrGThQz6pV2fTpo6dnT9fPf+dOI6++moZer/DhhxGEhzvGExSkYvBgX44csRRbiNBiERiNjmUBmZk3OhpER2sYNsyPq1dtHhcy7NXLl3r1NISEqJzBgpsNGuTLpk05Hp+jqpgxI5gZM2pG8eQ8/+Af7GMfM5hRbGZAv9zNHXvZ63wsKkDQlraoUOGLLzp0he5zMw0atwIJ+dmx8xqvOa/VZjObCCJoQhMSSaRT7naMYy7FCVexioUsJJpoPuXTahkk2MhGlrKUYIL5mI+Lrb9Q01WrAAGAzWajY8eOnDp1iqlTpxIXF1fZQ5IkqQRWrKSRhg0bPvjQla7cy710pjM+VOwdDUmSyp+iKD2AGCHECkVRagEBQogzlT2umqZ1ax/mz68ad7qaNNGyeHFEuZ5j61YjCQlWEhKsnDlj4fRpKydOWAoECNLSHJN6k0mQkyNcXnv88SCMRoGfX9FluEJC1CxcGMbFizeWB6Sl2Xj22VTMZsGCBWGEhXkeBCluaQPAAw8E8sADxU+wLBZBVpbdGYxZu9bAli05jBsXSKdOxU8gbTZHACSvAKLkHhs29rMfgWAf+9wOAJRkClPYzOZiuwG0pjX/x//xDM+wl72kk04QQbzHe5zmNDOZSWMal3ksKlQ0oQnHOU4MMQD44MM7vIMdu7P4YhvauLzvfd7nAhfIJhsDhmoZIEgnHQADBsyYZYCgOlGr1fz111+kpaURHx/PoUOHaNOmTclvlCSpQtmwcZ3rKCioUHEHdzCQgfSiV5GFbyRJqv4URfkH0AloDqwAtMCXwB2VOS6p+uvb15f9+000aqQlJkbDp59m0rNnwd8nAwb4olJBWJia+vVvXOrabILZs69z5oyVOXNC6NGj6N9FzZv70Lz5jY9PnrRw4YKjwN/hw2YiI8tv8pCZaUetpsgghqOjwXUuXrQye3YwvXv78u9/Z3HqlIWkJBtfflm7yGNbrYJZs65z/rzja3DHHUV/DfbsMZGSYqNfP19UKpnlp0bNbGazl72MYYzXjpu/G4BA8Bu/EUIIrXHtTJVKKoEEkkoql7mMCROb2QzAFrbwCI+U+tyrWMVe9jKRiTSlKQALWUgmmYQS6rJvcZ0ZOtABAwbu4i7qUKfU46gK7uVeggmmIQ0JpmZlvpRWtQsQ5AkJCaFPnz5s3LhRBggkKdexbqEl71TOLFicgYE7uINJTCKGGJkpIEm3jnigPTjyZoUQlxRFqX63k6Qqp2FDjUuWwt13F16sT6VSGDCgYDG+7GzBmTNWhICjR83FBghu1r69jkGDfLFYoFs391K8PXHqlIW5c6/j46Pw7rsR1KpVMFMhJ0eQmOj4PE6dstC7ty/R0Rq2bzei1TqeKypLwWAQnDvneO+xY+YiAwQXL1p5+eVUhAC7HWcdhltdr9ytvGxlK4tZjILCB3xAFFHO1/rTn6tcJZhgWtACgWAAA0gggb70LfW5LFhYyUoAvuM7/s7fAcfShJuDAyV5nde5xCWXLIYkkniDNwgiiHnM89p14DWucYELdKCDV5enatAwiEFeO151Vq0CBElJSWi1WkJCQsjJyWHz5s3MnVu6tTWSVJN9/nrLkncqB1asZJFFJpn448+DPMjDPFwtU8wkSSozsxBCKIoiABRFKV3JdUkqB8uXZ/Dzz0b69tWj16sYPTrA5fVDh8xYrcKlKGB+Go3C1Knlf1fxwgUrZrOjY8LVq7ZCAwSBgSrmznV0NLj3Xsd/r3r1NFitkJoqCA0t+k5vcLCKWbOCOXnSwsiRAQVeN5sdAYSQEEcRRaNREBJSPZYimDGzj320oEW1vQOcl2GpQVOgEKIPPjzMw86PFRSmM93jc2nR0p/+7GUvd3Knx8cB0KEjmmiX5/7gD45zHHAU/7s5I8ITJkzMZCaZZDKe8YxiVJmPKRVUrQIEly9fZsKECdhsNux2O6NHj2bo0KGVPSxJumUIBDZsmHO3HHJQ526taEUf+jCGMW6135Ekqcb6WlGUj4AQRVEeBR4BPq7kMdV4BoOdjz7KIChIxSOPBMqU8Jv8+GM2ZjOkpwtmznTt+HD8uJlnnkkB4JVXQl2CBFarFYPBQEBAAGp1+Xdm6NlTx+efq0hKsqHXF/1v2L27nu7db9z9N5kEt9/ug04HYWHFT+j79PGlT5/Cl0i88koqf/1lZuBAXz74IIKsLHuBbg1V1Xu8xza20YQmvMM7lToWM2ZUqEp9PdSd7ixiEYEEEklkOY3uhhnMKLdjd6c7v/IrwQQ76xmUxk52YsToErwQCKw4lvqYMXttrJKranUV37ZtW/bt21fZw5CkKuuZe/8E4PVvO3n92FasXOUqatQ0pCH1qEdrWtOd7rSilQwKSJKE4mgt9BXQAsjAUYfgRSHE5kod2C1g2zYjW7caAejWTV/hLe2qukmTgtixw8jo0QUTWlQqBUUBIUCtVjCZTHzzzTcsW7aMXbt24efnR3Z2Nl26dGHKlCmMGjUKna58lhlkZAiSk+0oisKWLTklFjTMM2FCIIGBKjp00JWpw1dysg2ApCQbERFqlzaRVV3exDHvsbTvTSWVWtQq8zhOcpJneZZAAlnCEoIoXQvSFrQo8xgAEkkknHD06LnABR7nca5znSUsoSvl3yI+nHCX1o+lcYxjvMqrgCPToTvdAUeGxVu8xRnOcMdNZW02spEMMriHe+Q1aRnJr54k1SCB170fTRUIrnENBYUhDOFpnq62qXuSJJWv3KUFG4QQtwEyKFCB2rb1ISxMRVCQisaNK+fy7vhxMykpdrf63v/8czarVmUzYIAvw4cXvQpFCMGvv5oICFCKTP8vjMFgd6nSP3iwH4MHF76OPiZGy1tvhWOzCTIy/qJp03to3bo1c+bMYejQoWg0GqxWK+vWrWPZsmXMmzeP1atX07lzZ7fH466wMDVDhvhx4oS5xDaHVqsgJcVOZKRjIj95cukmooV57rlQdu400rt39avgPp3pxBHHbdxW6ve+wAsc4hAP8iCjGV2mcRznOMbc7TKXCwQIMshgJStpQANGMKJM5yrKWtaynOVEEcUylnGAA+xjHymkMJax/MEf5ZahcI5z+OJbpuP7448GDTZsBb5+DXK3/I5xjKUsBSCUUAYwwONzSzJAIEnSTYwYSSMNcKyBs2OnKU15kzcL/ECWJEkqxF5FUToLIXZX9kBuJQ0aaFi5svxTkoty5YqVuXNTsNlg5sxg+vUreoL53XcGnnrqOlqtQmqqvdgAwfbtRhYtSkdR4N13w91Kd//ii0y+/trAgAG+TJ/uXkA7JkbL7t27ufvuu/nkk08YPny4y+sajYYRI0YwYsQI1qxZw5AhQ9iwYUO5BAmeeMK9if4LL6Ry6JCZBx4IYMyYgvUEPFG/vob69b1zrIrmiy+96e3Re09z2uXxZnvYw3nOczd3l1hsrz/9ucIVQgmlOc0LvL6OdWxiEwBxxFGXuh6NuTiXuQw4CvpZsNCb3sQQwz72EUooiSSWS4BgD3t4mZfxwYdlLPP4HA1owDKWYcXq1rVnLWoRSCBGjPJa1QtkgECSJKdsskkmmXGMoxWtiMzdGtHIq5ViJUmq0eKAcYqinAMMgIIjuaBt5Q5LKk9qtYJKBTYbaEuYwx84YKZ2bTVXr9qIjy++On5eqz+NBnQ6934PHTxodnl0h8lkIj4+3iU4kJqaytatW9m/by8qlYrnX/wHarWa4cOH88knnxAfH09CQkK5LTcoyZkzltzH0qfUF8VsFqSlObISbiXP8zx/8ifDGFbgtRRSmM987NgxYeI+7iv2WHr0TGJSka+3oQ0++FCPeoQTXuaxF2Yc4wghhBa0QJe7bWELX/EVevS0o53L/kaMrGMd0UTTkY4enzeNNAQCEyayyS7T51CawEk44fyLf2HBIrNcvUAGCCTpFiYQJJOMyN0CCWQ+8/kbf6vsoUmSVH3dVdkDkCperVpq3nkngvR0O23aFH+H9eGHAwkOVtG9u47OnYtfjtCpk47Fi8Px9VWoW9dx2bp9ew6//25izBh/GjUqGI14/PEg1q3Lpm9f99Pkv/nmG1q1auWSOTD/xedZ8v4y58dPTp9BeLhjQjd8+HDee+89Vq1axbhx49w+jzc9/3wof/5pYuhQ77QgFELw979f5+xZK489FsjQoZ41INm508iSJel07KjjqadCvDK28nZb7lYYX3wJIYQUUqhN7TKfqy1t+YqvynWdvD/+zqUS+QttjlWPLXT/b/mW//AfVKj4nM89nmTntVsMIsjZ8tCAgbnMJYUUXuO1At0OvMUP2YrTW6pH3xJJktyyv18E+/tFuDyXV/HViJFMMkkhhUtc4mru1pKWvM7rfM/3/I//yeCAJEllJYr4I9VwDRpoSgwO5O03Y0ZwicGBPM2aaYmKujGZWrIkne3bjXzxRVah+zdpomX69OACY1m92sCMGcns2WMq8J5ly5YxZcoUl+d69+3Hk48/Skhg4ROPKVOmsHTpUrc+h5IcO2Zm5sxkVq7MLHFfIQQGgyMQ89BDgS6FBA8dMrN0aTpnz1rcOq/RaOebb7LYvduI1QoXLzqyEc6d8zwrYccOI1lZgp9/NmK1Vv//+r748j7v8wEf0Ic+Hh1DIHif93mGZ7jClTIFBzawgSd4gq1sLXIfk8nEZ19+RofuHdDr9TRo0ACdTkf37t358ssvMZlc/w/Uox4AYYQ5Wy16QkGhH/3ozI2lNxe5yDnOkUkmBzjg8bHLy0lOsoxlnOSk1455nOM8zdN8zddeO2ZFUoTw/n/cTp06iT///NPrx/Wm3exmOtOJIKLknSWpCrNiJYccLFiw5m55rXXs2LFiRY+eEEIII4x61KMpTWlIQ2KJpTGNUclYoSRVGEVR9gghvN9qpIpQFOUgjoCAAuiBaOC4EKLsTbBLqTpcj0il98Ybafz6q5GpU4O46y737xrGx19h714TwcEqNm6sS716jkmazWZDp9NhNBrRaApO3KKjIjl7KYnk5GRnBgE47szq9XpMJlOZWyAuXpzGli2OLhTfflsbH5+il1MsXOj4/CdMCGDkSNd6ARMnJnHtmo02bXx4/fWwEs/75ZeZfPWVAZUKPvusFmfPWjl0yMzf/uZPUJBn1wZnz1r47LNMOnTQFVtfoiR/8Rcb2MBQhtKW6r1C6TznmcpUAO7nfsZS+J18d0xkIte4RlOasoQlBV7ftWsX99xzDzGtY5jxxIxCC20eOXKkQKHNS1wimGD88fzfrDACwed8TiqpPMqjXj9+WU1nOmc449X2mG/wBjvYgYLCd3xXZa+zi7oekUsMJKmasmPnOtcxY6YFLahLXWpRi0giqUUt6lOfKKIIIaTEgjqSJEnektvBwElRlA7AlCJ2l6RSmzs3BLtdoFKVrjZO58469u41ERSk4uhRizNAkJWVhZ+fX6HBgeJoNBp8fX3JysoiOLhs654HDPDj5EkrbdtqsVhEsQGCvNoKhw6ZGTnS9bXWrbVcu2ajVauSizmuXWtg0aI0kpLsdOzow8qVmfTt68uDDwaW6XNp3FjLSy+VHJwoyXKWc4ELXOYy7/FemY9XmepRj650JZHEAu35Sute7mU964knvsBrZSm0mZdF4G0KChOYUC7H9oaWtOQMZ9xqL3mZy5ziFN3oVmwWSH/6c4ITdKFLlQ0OFEdmEMgMAqmaEAiyySaTTNSosWGjC114jMduRNYHD3Y8/vBD5Q1UkqRi1fQMgsIoinLw5sBBRagO1yPSDWaz4ORJCzEx2mInyJ6y2QQrVmSSlmbDbIa6dTU89FAAdru9TBkER49mce0adO+uQ1E8H7fd7qgBkJBgZfbs4CJbDe7da+LXX42MGOFPgwau4xVCkJUlCAwseVLy3HMprFiRiRCCmBgtwcFqwsJUldoNI78v+IJVrGI0oxlH5dR5qE5MJhNNmzZl2bJlzuDAuXPn2LBhAxfOnaNuVBT33XcftWrVAmDNmjVMmTKlUgttVhXppJdYd8GGjfGMJ4MM4onnER6poNGVH5lBIEnVWA45pJDBQiYvAAAgAElEQVRCQxpyN3czjGE0pnHBzICcnMoZoCRJUi5FUWbn+1AFdAAuVdJwpGrkn/9M4/ffTXTtquO550K9fny1WmHSpCC+/TaLzz7LAkz07KmnWTMtXbp0Yd26dYwYcaMvfXp6Ort27SLH5Lhjv23bNuLi4qhfvz4Aa9eupUOHzjz+eAo6ncJjjwXxt795nj5tNAoSEqwIAUePWooMEHTooKNDh8IndIqiEBjoXpBiwoQAdu40kpMj6NJFz/HjFlq1KjrjMDXVRmqqnSZNSs5O8Ej2FTixEkJbQaNhPMiDPMADHndRushFNrCBnvSkJS29PNjSSyGFIILKrThhYYU2H3ngAbbs2OH8+Pl58zh26hR169b1aqHNnexkPevJJpvhDKcXvcp0vIrmTlFGBcWZDaCmZnf5kAECSarCMskkB8ek/zme4x7uke0GJUmq6vLnJ1uB9cC3lTQWqRpJS7O7PJaX9u11fPddNrVqqalf33GhP2XKFJYtW+YSIPj888+ZPn268+ORI0cy/v6RrPz3N4CjsGG9eg+xa5eFwEAVWm3Zfj/7+al46qlgjh61MHp0+a/Tjo31YfPmumRnC/z9VWRm2gkIKPxzMBjsTJ2aTGamYNas4FJ1iHDbmf/ClR2OP2odZF9GiR4JWs++Fh/wAQc4wB/8wad8WuD1jWzkIz6iL32ZxjSPznGa06xhDX3ow+3cXuR+G9jAB3xAM5rxKI/yMR/TiU5ezYxYtmwZc+bMcXlu2uzZ3Hv//cTGxrJowQI2bd3Khg0bmDhxIuD4vl+0aFGZAgRmzLzO6xzkIH74cZ3r1S5A4A4VKt7iLc5whk7U7CRAGSCQpCpGIEgnHTNm/PDjFV6hE50Io+zr+SRJkirAESHEN/mfUBRlFPBNEftLxUhLs7Fvn5lOnXRupY1XZ3PmhPDbb0a6dfO8inpRLBbB4sXpZGba+fvfg/niC9c0+lGjRjFv3jzWrFnjvAPbr18/5vx9tst+/QcMBBzp2UePHmXMmGEYDBAVpWHIkMILJlqtgsOHzTRrpsXfv/h/w169fOnVy7uT78REKwEBKoKDC55bURT8/R1BgeK+v0wmQXa2Y1lySorNq+NzqtUZEn+CoKZw6H2czU9iPVu/HkssBzhAc5oX+vrv/I4VKzvYUeoAgQUL6aSznOUc5jAHOFBoECLPKU4BcJazrGUtp3K3MYzxSkaBzWZj165dDB061OX5EfHxfPbpp6z86CM2bXV0PYiOvtFmcNiwYYwaNQqbzeZxoU0tWqKJ5jKX8cXX2eowTwIJaNHSkIYeHb8qiczdajoZIJCkSmbDRjbZZJHlrC1Qi1pMZzo96EEgZSsWJEmSVMGeoWAwoLDnSkVRlAbA50BtHDOH5UII75ScrsIWLEjj6FEL7dr58MorNTtQHBGhLlPV++IcO2Zh+3ZHl4DffjMVmMzrdDpWr17NkCFDnAXeWrVqxRv/fKvAsdasWcPEiRPZsGEDTZvWZudOE3FxRa/hXrYsg2+/NeDvr/DVV7UrNNDzxx9GFixIIyBA4YMPahUaJHBHWJia+fNDuXjRxsCB5ZA9ABDZGQZ+CzYz/DYdDJcgsInHh5vABIYznBBCCn39AR5Ai5Ze9CKDDBJJpAUtSszUFAie4ilOc9q5dKEd7Yp9z3jGE0ggbWmLBg1nOENHOnptuUFxhTb/+9VXrN20yflxo0aNnH/3RqFNBYVFLMKAoUCq/gEO8BzPoUbNO7xDIxoVcRSpKpEBAkmqQGbMpJDiXLtkw4YaNc1oxh3cQW96E0205z1ob4ocS5IkVRRFUQYDQ4AoRVHezfdSEI6lBmVlBf4uhNirKEogsEdRlM1CiCNeOHaVlZe2Xtb09eri0CEztWqpqF3bu5eoMTEa2rXzITPTTqdOhU/mO3fuzIYNG4iPj+f999/niSeeYNiwYc4WcWvXrmXZsmUcPXrUpfr74MHFt1rMyLBz4oQZHx8VX3yRyZQp7k3ELl2ycviwmR499Pj6ejaxv3bNhhCQlSUwGOweBwjAUdTxq68MnDhhYdq0INTqcvqeVPtA93fBagBd2WpRhFL0+2OI4XmeRyCYxCSucY2xjOV+7i/2mDZsnOc8AA1owHzmF3vdlk46fvjxMA87n/uQD0v5mRQvICCA7OxsrFZrgSDBl998w6VLl3hn8WI+XL6cj5Yt4823HIEvq9VKTk4OAQEBhR3WbRo0ha7jz1sma8OGCVOZziFVHBkgkKQKYMJECino0DGKUfSgB/WoRzjhBBDgvboCTz3lneNIkiSV3iXgT2A4sCff85nArLIeXAhxGbic+/dMRVGOAlFAjQ4QPPtsCIcPm2nbtua3q924MZulSzPw81P4179qefVOu16vcisDo3PnziQkJLBq1SoWLVrEqFGj0Ot9ycnJoWHDjrz66nRGjhxZqqrvM2YE8ccfRkwmCnQdKM5zz6WQnGzn8GELM2d6dnd3yBA/FAUiI9XOto6e+vnnHA4ccBRsHDrUj2bNyqlYITiCBOqyf88LBOc4R33qF3m33o6dLLIAx2TeHUMYggED4xnvEhxIIYU97KELXdjDHg5ykC1sIZJI3uM9z28AlUCtVhdaaPO5uXNpEB1N06ZNSbpyBQA//xtZOmvXrqVTl04eLy/Ik0Ya29hGJzpRn/rO5+OI4zmeQ4+eWGLLdI7CJJHEdrbTjW7Upa7Xj3+rkgECSSpHKaRgwUIAAdzLvTzCI9SmdmUPS5IkyeuEEPuB/Yqi/FsIYSnPcymK0hhoD+wsz/NUBf7+Krp0KZ9JRVVjNDrWnFssApvN+2243aXT6Rg3bhzjxo3DZrOxaFEiO3ao0WrVjBlTG42mdEH9wEA1335bh5QUG3XrFn3pLYRwaZOo1zv+7ufn+U0EjUZh2DDvLNvo1k3Pzz8bqVVLTaNGFTCFsBg8LlCY533eZxObiCOO53m+0H3UqHmd1znGsQLr5wvzJV+yhjUEEMCTPOny2gIWcJzj1KMel7hEIon44YcdOxlklBggMGLkZV4mk0wmMIEssuhJT7eWIhRWaHPBm2+67BPo68ekyZOdH7+17C0mTZ3kss9VrnKSk3Slq9tLIN7lXXazmw1sYDnLXV7rSle3juGJt3mbQxziZ37mHW6sOFvNag5wgEd4hAY0KLfz11QyQCBJXmDHjinfJhCoURNKKK/xGu1pXzHdB3r3djxu21b+55IkSSpcY0VRXgdawY2rYSGE54uJ81EUJQBHV4SZQoiMQl6fDEwGaNiw+hfFupUMH+5HaKiKevU0hISUTxuxhARHLYIBA3yJinK9DLbbBTk5wqWQoFqtZvLkKMLDDdx+u0+pgwN5dDqlyOCAEILnn0/lyBEzc+eG0LWr47/NG2+Ec/q0hdtuqxrZI1FRGt57L6JiTnZ4KVzYCE1GelykEOCyI+mIS8V0Wk0jjXWsc3uJpxZH5kRhk+e89wcTTDLJ1Kc+PehBZzq7VdzuFKc4xCHs2JnFLEIJ5RKXnN0OjnGMvexlCEMK1FYorNDmsWPHWL9+PdeTkmjcpAmjR4921hpYs2YNp4+e5sGRDzqPIRA8zdOkksrf+BuTcA0eFCWccJfHihJBhMsjOIIseQUjQwhhBjO8ft4f+ZH/8B+GM5x44r1+/MomAwSSlI8dOzZs2PNtAuHycd5mxeryy6EOdWhOcxrTmKY0JYYYmtMcH6rGL3ZJkqQKsgL4B7AY6AM8DHglV1xRFC2O4MD/E0L8t7B9hBDLwXELq1OnTpV3G7oaW73awA8/ZDN2bAC9e5dTQbpCqFQKd95Z/PnS0mwkJdmJifEsvX3RojQSE20cP27h9ddvLDkQQjBnTgonTjjS+fO38QsLU/Poo0Eena8oBoOdV19Nw2IRzJoV5Ezd37PH5AwQBAWpaNfO/aUMNUrKQddHD81gBlvZSne6F7nP93zPZjYD0I1uLpPNYxwjjTSXu+D3c7/zeu/mIMGzPMtRjtKa1mST7Sw87a4WtKAPfUgjjaMcxYgRHTe+B17iJQwYSCSRp3na5b2FFdps3rw5zZsX7OKQv9Dmzctl8m5o3Xxjy5pbSqawwMgTPEF/+ld4EcIZzGAYw2hMY+dzevT0oAf72V/sv3tZ/MAPJJPMetbLAIEk1UQCQRJJKCjYseOLL3r0zkcdOvS5m2/upkdPbWoTSyyNaUxd6nqtEq0kSVI15yuE+ElRFEUIcQ54SVGUPcCLZTmo4si9/gQ4KoR42xsDlQr33XcGUlLsrF+fXaEBgpIYjXamTbtOWpqdJ54IKrKtYHEaN9aSmGgjOtr1d7bZDCdPWhACjhwxuwQI3GG3C+x23M4wOHzYzKFDjqDAiRNWpkwJ4vBhM6NGFV0sbt8+E2vWZDNkiC+dO5d92YnRaGfevBSuXrUxf35Y6YMumWfhr4XgVxfaPwcqL14HNRsHV3ZAk1FlOkxtanMf9xW7T1va8j3f05CGLoX2EklkLnOxY2c2s+lDHwBUqOhEp0KP5YcfHekI4FG9AQ0aZuNorZlMMokk0pa2ztfrU5/jHHdZ55+fp4U28+R1JEgggc7ceC2ZZGYxCwsWFrGoQNq+ClWR7STLkwZNobUN5jK3XM87hjF8y7cMZnC5nqeyyBmNdEuzYCGJJFrTmpd4iYY0lBN9SZKksjEpiqICTiqK8iSQCJStRLbDHcCDwEFFUf7Kfe5ZIcQGLxxbymfMmAB+/DGb+PjyaTnoKYvFcecdIC3N7tEx5swJJikpgMhI1yUMOp3CU08Fc+iQhdGjC/+8T52yYLMJmjd3zQzMzLQza9Z10tPtLFjg3kS7bVsf4uJ0WK2CTp10BAaqSuyGsGJFJmfOWLl82eqVAMGVKzYSEhx3hfftM5U+QHD1DzAk3vgT6KW7x2kn4ODbgApix3vnmEU4xSka0Yiv+brA9Z8GDQYM2LEXmg16hCMoKM5Wh2WV19kqT0Tult8CFnCNa0UGCKDwQpu+vo5Cm126dGHq1KnFFtqMzN3yO8c50kgDHF+zW31df7fcraaSMyGpRhAIrFgxY8aSb1NQUKNGybcJHBmnNmzo0DGUoUxjWoEfwpIkSZJHZgB+wHTgFRzLDDxfRJxLCLEDKqKYizRkiB9DhvhhsQiOHzfTtKnW47X33hQYqOK118I4c8bKgAGeZTaoVEqRLRR79vSlZ8/Cj3vqlIXZs68jBCxYEEbr1lpUKsfX5PJlK1ev2gA4dszs1kRbr1fx/POla+HXq5eeS5cM9OzpnaKVjRtrGTPGn6tXbdx1V+mzMYjqC6mHHRkEAV6s92FMArvV8SfrPPhHee/Y+WxmM+/yLoEE8jEfFwgQJJEEOJaf3rxM4DCHmcc8AN7kzTIHCVaxis/5nEEMYgpTitzPB59igwN5bi60mZWVRUBAQIndCv7H/9jPfsYxjjrUcT7fgQ7cx32YMdOTnu5/YlK1JAMEUrViw0Yyydixo0HjnPBbseKPP3WoQ21qU4c61KUuoYS6LBfI/6hDRzjhLtHaam/06MoegSRJtzghxG4ARVHsQoiHS9pfqnqsVsHlyzZWrMhg924zvXrpefrpkJLfWMhxDh4006yZ1mstC1u29KFly4qv7WOzCYRw1Cp49910kpJsPPVUCD166ImN9eHBBwNITbV7HLhwx8iRAYwc6Y1knBseeCDQ8zf7RkLnV7w3mIzT8Oc/HMeNjofjK2H/P6HbWxDY2HvnyZV3RzyHHCwUbLxiw4Yvjn9PO0VnrOTdeCqL3exGINjN7jIf62ZqtdpZmLAwZznLfvbTgx68y7sIBBo0LsX9FBRiiUWFqsIybQ9xCCPGIpdzSOVHBgikKs+MmQwyMGPGjp2BDKQrXQkhhNDcLZJI5w/xW9qUoqPOkiRJFUFRlG44agUEAA0VRbkdeEwIIX9AVRPz56eyb58Zo9GOXq8iJcWzdP6PP85kw4ZsGjXS8P771TtLr3lzH157LZTkZBtLlmQgBOzda6JHD8fd/NGjvTtxr/HsFrAawSdfgCJ5D5jTHH/q9gSfILCbIftKuQQI4oknkEDqU58QQjBjJoEEmtEMLVpu53Ze5VXUqGlBC5f3tqY1C1mIgkIrWpV5LBOZyHd851abxbJIJZUTnKADHZzdGF7gBdJI4yQnuZ3bOchBOtABcCyj2M1uGtKQt3GUfnmd12lDm3Id52lO8yzPIhA8z/PEEVeu55NcyQCBVKUIBCZM5JCDESNq1PjgQy960YEONKEJHemIyjsFsWue7GzHo58HqYKSJEnesQS4C1gDIITYryhKr8odklQaFy861qXffruOO+7QOyfBpZWT4wgsZGd7FmCoajZvzmHbNiOtW2uJiFAXWaugMCtXZnL0qJnHHw+icePilyAI4bgj7ajLWQNZjfDbDMi5Au2fh8jcYnj1BzqyCHxrQ8PhoGhA2CGyfCaHGjQMYpDz4zd5k53spDvdeYZnALid24t8f2tal+p8BgwkkURjGmPBQjLJ1KUuALHEMoc5HnwWpfMMz5BIIoMYxFSmAhBGGGmkEUYYT/GUSy2EV3mVTDJpRjNnV4P8XRXyu8IVIojwSoZB3vLgvGwGqWLJr7hUKQQCAwZMmDDjqOKrQYMVKxFE0J72dKELt3M7rWglfzi4a8gQx+O2bZU6DEmSbm1CiAs3TW5slTUWqfSefTaUnTuNDBzoR61ani/De/zxIG67zYc2bUq3JODgQTMnT1oYMsQXvb7q3BA4fNhxvaJSKTz1lOuSi59+yiEz086wYX6o1a4T+4wMO6tWGQD44Yccnnii6ABBcrKNp566js0GixaFUadODbz+sWRA9iXH39NP3AgQ+ARDu3zV5xsNrdBh5S05SCXV68e2YmUGM7jKVSYzmW1s4wQnmMAERjLS6+crbhz5H8GREXCBC85uAPmX3kYTzQEO0IUuTGMaKlQuLQXz/B//xyd8Qnvas4hFZR5nIxqxmMWYMHmtCKTkvhr4U0eqDBYsmDFjy7dZsWLDhgqVS6FAcPxgCiaYvvSlAQ2oQx2iiaYZzfBD3v2WJEmqxi4oitIdEIqiaHEULTxayWOSSqFZMy3NmpWyon0h/PxUDBhQut/p2dl2XnwxBasV0tPtPPxwGdbIe9msWSH88ksOQ4e6fk7Hj5tZsiQdcBRS7NfPdcljYKBCnz56jhyxcOedxWdjJCRYuH7dkXFx4oSlZgYIfCPhtpmQeQ4aj6js0TjNYQ6/8zt3cEep35tCCpOYhAoVH/JhgcLXVqykkALAec6zkY1YsHCCE14Zu7sWsICjHKUpTfmCL4gjjlhii2xR+DIvk0JKga4GN1vFKnaxi/3sZyYziaLshSWb0KTMx5A8UwN/6kjlxYbN2R3AmrvZsKGgoENHXeoSlLuF5NsCCcQPP/zxxxdf/PHHDz8iifSoR6wkSZJUpT0OvANE4WhxuAlyc1klKdcffxh59910unTRM3PmjQJqWq1CWJiaa9ds1K5dcvbCoUNmatdWF5rpkJ5ux99f8VoHhttu8+G22wpmQ4SHq/H3VzCZBHXrFhyHoijMnu1ekceOHXWMGOGHzQbdutXga6SofuV37IzTjsyEen1B7X72SiSR/I2/FfpaDjkkk1xke7/VrOZXfgVgE5sYy1iX1/Xomc98TnKSQALxx5/jHGcjG5nJTI9vjn3N1xzhCI/yqFuT8rwWhvOZz2528z/+x0QmEkIIbWlbYH8NmhKDAwB1qIOCggYNG9nIRCY6XzvLWQIIkN3CymA3u4kggmiiK+R8MkAgubBjd07+8wIARoxo0CAQRBBBHeoQRhiRRNKc5nSjG/Wo58wOkCRJkm49iqK8IYSYC/QRQoyr7PFIVdsvvxjJzBRs2ZLD9OlBzpaBWq3Cu++Gc/26nYYNi79MXb8+mw8/zCAgQOGTT2rh53djOcJPP+XwzjvpREdrWLw43Hn84ly9amXVKgOdOumIi3N/ch4Roebjj2thNgvCw8vWGUmjUZg4MahMx6hysi/DsU8gpAU0Ked0epsZds4FmxEMl6DFI2U+pB07s5hFIolMYlKhQYS2tHW2QuxIx0KP0yZ3yyCDSCI5whGOcYz/x//jUR4t9bgyyeQLvgAcE//i2iPerBGN2M1u7NhZxCIUFJaytMgASEle4AVnW8ge9HA+/wd/8Bqv4YsvH/IhYYR5dPxbWV47Ti1alrO8QgItMkBwC8lrB2jBQjbZ2LE7i/3ZsTuzAQIJJJhgQgghjDBiieUO7iCWWHyo+NZCkiRJUrUwRFGUecAzwDeVPRipahs50p+sLDudOukKTN79/VX4+9+Y7F+/buPgQTNxcTp8fW88n1f80GwW2G6qcnHihAUh4OxZKyaTwNe35ADBypVZbN9u5Kefcvj229rFFgncujWHTz/NpH9/XyZMCCy2jeOpUxbCwlSEhRUMHhw6ZKZOHTURETWo5fLNzn4P13Y6/tQf4Kg1UF4UFWj9HQECrXc6S1ixOie/l7lc6D6d6cx/+S8++PA7vzOXudzLvTzIgwX2DSKIj/mYwQxGjdrjSXMAAXSnO4c57PayiOMc5xCHuJd7GcAAznCGhSxEi7bI4oPuqEMdvubrAs/n1XMwYiSHHABMmPid32lFK7eyE6SKJwMENVheR4A00lChwoaNAAIIJ5yWtCSeeCKIIJBAAgggkED06GUmQHX20EOVPQJJkm5dG4FUIEBRlAxAAUTeoxCiht0WrZmOHDHzxx9Ghg71JzKy/CatTZpomT/fvYnRiy+mcv68lZ499cyZcyNV/557/ImIUFO/vqbABH3s2AC0WmjVysclqFCcNm182L7dSOvWPiV2EPjf/3JIS7OzcWM2EyYUXSfhp59yWLIkncBAhY8/ruUS+Pj+ewP/+lcmQUEqPvkkokoVZPSqyK5waZsjg0Bbzj8GVBrotgQMiRBa9vaDAD748DIvc5SjDGFIkfvlFfl7i7ewYeN3fi80QABQl7qsZjUXuehRzQMABcXZbcEdduy8wAvkkEMiiUxnOvWox9u8TQAB5TJZv4u7SCGFHexgL3uJIorlLGcTm4ggghWs8Po5a5oBDCCMMMIJr7BlGjJAUENYsWLO3fJqBCgoBBPMQzzEcIZTl7qyG0BNJwMEkiRVEiHE08DTiqJ8L4QofCGvVKlsNsGbb6Zx5oyVOXNCCi1EuGBBGunpdhITbbzwQmgljLIgjcb1Mc+1aza+/95ARISauXND0GpvTOqDg1VMmlS6yeiQIX7ceaceP7+Sb5SMGeOPzSbo08e32P1SUx2pDQaDICnJ5hIgMBgc7QxNpoIZEDVKRDvo/5+KO58uxPHHi/KWB7hjEpNYxzoGM7jY/aJzt4qiQkUEEVzgArWp7Xw+hphyPWcSSVzkIstZzkAGOuciWspeCPVWUdSylfIiZ4vViEA4iwRasJBOOjp0CAQ++BBJJHWpS33q04xm3MVdhODdH5BSFZec7HiMkIVgJEmqHDI4UHUlJdn47TcTAL/+aiw0QNC0qYa9e800aeL+JaLVKlixIhObDR55JBAfH+9mIs6fH8axY2bat3dNgf7tNyMJCVYSEqycPWslJqbsE478E/jitG2ro23b4lOyhRD07euLv7/Cv/+dxbRp15k+PcjZ2WH0aH9q11bTuLHG7fO6IzPTzsmTFtq29fFagUbJfbfnblXRW7zFFa6UOTBhxowWrVtZx93oxm/8RjvaoUPHozxKJzrRjGZlGoNUfmSAoBzZsJFBBjZsiJs2O3YEjshxXvu/vHoAef/Z8rcFzKsREEIIEblbJJH0pCdxxOGPv1waIMHI3OI/27ZV6jAkSZKkqqd2bTXDhvlx7pyVAQMKv/P94ouhpKTYC+0KUJQ9e0ysWZMNQKtWWnr1Kv6uemkFB6sKLRrYq5cvu3ebiIhQEx1deZe02dl2/vzTRNu2PoSE3Pi6vfNOBj/9lMPQob5kZjqu+U6csDBggON1jUYp0BKxLAwGOx98kMG6ddkEBCgMHuzH1KnluN5fqlTnOMd7vEcMMUxmslvzAF98yxwc2Mc+5jOf+tTnLd4qsT5ZHHEu9Qk0aOhM51Kf9zjH+Sf/pClNmcMc57yppssrFl+RWeA1NkBgx44BA1m5Ww452LA5J9p/8AdXuer8z5R/8l7cx3l/zz+Zzz+hB5yvCQSd6UwYYc7iH1q0+OCDDh0++KDN3dSonf/4+Tc1agIIoDa1CSdcLhGQJEmSJMkjiqIweXLxafdqtVKq4ABAs2ZaIiJU2O3QvHnFpQ3XqqVm4cLwUr9v9WoD331nYMyYAIYM8ay9XH5LlqTz++8mYmK0vP32jfEcPWoG4NQpK/PmhXDokJl77/Uv8/mK8ssvRn7+2cjp0xaio7Xk5IhyO5dU+TaxieO520hGEk7p/y944hCHSCCBvewlnnj60rdCzruDHVzJ3VJIuSXaJh7hCC/wAsEE8w7vEEjR9U68qVrONnPIYQtbSMndkkgikUSucIV00rFgwYbN2aYvf7X+PNlk04pWtKWtc3Kef5J+84T95tfUqFHlbnl/z3v0x58ooqhLXfTU4B62kiRJkiTd8sLD1axYEYkQosTiflXBDz9kk5LiKDDojQBB3qesuumG5syZwWzbZmTQIF+io7V07Vq+14S33+5DrVoqBg70Zfhwf/r3924mR5VhM4P61umqJRCsYAUXucgUpjgnxr3pzT72EUNMhbYPvJu7eZM3qU1t9rCnwgIEgxjEaU7TlKa3RHAA4CQnMWMmKXeTAYJi7GQnS1mKBQtmzNi4UdlFi5ZQQkusxm/CRDzxPELZ+6NKkiRJ0q1OUZSDQJG3LIUQbStwOFIlqA7BAYBx4wJYty6b+Hjv3M2fNSuYO+8006aN66S1ZUsfWrb07kQ2JcVGUJCq0NoC9epp+PTTGt427uASSPwJYidAk5GVPRoX29lOAAG0p71Xj5tIIqtZDcCP/Mg4xgGO4oLLWObVc7kjjDCe4Rn2sIdhDKuw8+kqAEcAACAASURBVEYRxWu8VmHnqwryukBEEEETmlTYeatlgKB37iZJkiRJUpUxNPdxau7jF7mP4yphLJJUpDvv9OXOO713d12vV9G9e9mzA8xmwYkTFmJitOh0BQMA69YZ+OijTGJjtbz1VsWkk2O3wtnvQBcKUf0q5pzFSd6X+7i3SgUItrOdN3kTBYUlLPHqZK4OdWhHOy5ykS508dpxy2Js7iaVLz16HubhCj9vtQwQSJJUhCeeqOwRSJJ0ixJCnANQFGWAECL/LbR5iqLsBeZVzsgkyT12u2Dz5hzCwlR07lzxS0QXL05nxw4jHTv68NJLBVPGT52yAnD6tAWbTaBWV0DGRuL/4MRKx98DGkFwJVeebzMdLv8MjUdU7jhu4o8jG0WN2uvLizVoeIVXvHpMb/uVXzFhog99ZNH0GuCWDRBY7XZOZaU6Cw9KUo0wODe6n5FcueOoQfzUWhr5yyrQklQKiqIodwghfs39oDvcIuWmpWpt06Ycli7NQAjBk08G07u3Hr2+4r5109PtAGRkFH5tOn58AIGBCu3a6QoEB44fN/Prr0YGDfKjXj0vXt771weVBtS+oKu4de5FqtXR8ccdWRfg3Fqo2wvC2pTrsDrQgSUsQY+eetQr13NVNUc5ykIWAo473t3pXskj8twHfMDP/MxjPEYf+lT2cCrNLRsg2J9+jYd2rSdQc+sUOZFqvshr1wG4FllBqYc1XLI5h3q+AWzrLdPoJKkUJgKfKooSDChAKsiCP1LFO3HCnFsk0I+GDUu+5A0PV6EocO6clcWL0/n1VyOvvFL6SbEQguxsgb///2fvvOOjqtI//JypyaT3DoGEEpogJFTBhgVBBcR1LbuWlbW7+lt1ddVd+669LVZ0lbWhrooudl1dQEFREJHeO6TX6ef3x0lIQtpMkslMkvPkcz9zM/fec9+ZQDLne973/fonLvzxjzEsW2Zv1tIRID7eyCWXNO9Ccf/9ZRw86GHrVjd3392JE/n4YTB5PhitYA6cA0NAWPcMFK2GQyvg2H/6do2rCiq2QmyeEkb8IIcc/2PsRrhrv47MkIgiCjNmPHiII67Za6up5gu+YBjDyCa7C6JtH1/wBXbsfM3XARcI1rGOn/mZUzily5oP+kqvFQi8UhJpspBg7aEdXjW9krvufw6AW564I8iRdH9qPG4SgIdG9F4FWaNpD1LKlcBRtQIBUsqyIIek6QLqHAxCycngoYfK2LvXw+bNLu6/v23hPD8/jH/8I5HHHitjwwYXVVXtyzL9619L+OEHJ3PnRjFjhu+T6vh4I9Ont37+e+9VceiQh/PPj2yU3ZCba+LgQQ/9+5vA64H1z4K7BoZcBqYOOjWEhUDmQHOUb4GfHlFlD8OurbeTqCM2TwkEsXm+j/n97VC2EbJOgaFXtn1+L6Gaaq7lWgop5A7uYAT1PWczyeRpnsaFiwwymr1+PvP5hE+IIopXeCVkyxAu5VKWsIRzOCeg9/Hi5XZux46d/eznaq4O6P38pdcKBBqNRtMcUkpqPG72O6o4v89QRsenBTskjaZbIYSwArOBbMBUN1mUUt4ZxLA0AcLtltx8czFbt7o480wb775bzeDBFu6+Oy7oQsHAgWb27vUwcKDZ52uyskzcemss337rYMwYa7vu+/PPTgDWrnUxoxObvG/d6uL55ysASEoycsYZ9WLCTTfFUlTkJSnJCIWrYOdidSBuKGSd3HlBdBaOUlh+I3gcMPZvYEuDqj2waQEkjFQT9LbY+yVU7lDbgPMh7AjruwHnQd8ZYK5dnXVVgjGs9cwAl3p/cZa373V1Ez7nc17lVaYznZnMbPP8YorZz34ANrChkUAAkEzr7hmxxAIQTXTIigMAJ9V+BRoDBpJIYhe7SCU14PfzFy0QaDQaTQP2O6qJt4Rx3YB8ZmUODHY4Gk135D2gDFgJOIIciybAlJd7Wb/eBcDHH9txOuGnn5xUVkqiolqeCLz8cgVbtri47LJo0tIC83H0+utjuOiiKOLjjX5dFxtr5JRT2r/qftNNsXz3nYPZszs3JT852UhyspHS0qaih8EglDgAEJ0DUdkqXT5+eKfG0GmUb4HqfWq/5BclEGxZCPuXwv5lkH48GNsoA844EUrWqQwCawsZIpbakoz9S2DV/RDVF8Y/0rJIMPqvUPQjpE5WDg7uKrD0vD5Ei1nMQQ7yPu/7JBBkksnlXM5e9nIap/l9v/M5nzGMIYus9oTbI3mYh9nP/pAsudACgUaj0aAyBw45awg3mnh93OnEW3T5kUbTTjKllD4s/2lCAbdbYjK1f0UvPt7I3LlRbNrkYto0G++8U8WmTS7mzSvnmmuiCQ9vWodfWOjhzTerAFi8uLrFuvqOIoRoIg64XJKHHiqjpMTDDTfEkphYf3zdOidffWXntNNsZGW1/yNyQUEYBQWd74IQGWnghBPCKCry0q9fK/FZomDiE51+/04lYST0PV1lEKROUs8lF8D+/6ljbYkDoESQ8Q/5dr/S9YCEih2q9MLSQs13RLrapBe+uQ7Kt8HwP0DG8b7dp5twFmexkIWcyqk+XzONae2+n0CQhx+lHi2wi12EE04iiW2fHOKEERaS4gBogUCj0WgAKHM7sRiMvDthlhYHNJqOsUwIMVxKuSbYgWha5+GHS/nySzuXXBLFmWe2f7W7YZ39scd6WbbMwaFDdsaPtzJ5ctPfp/HxBgoKrGzZ4mLChK61E9y82cXSpXYAli61N0rTf/BB1ehv5043994benX3GzY4ee01JaxkZ5v86m+A9MLaf6jO/rZ0Va+fc7ZauQ8GBiPkXdr4udSJkDKhaS+BzqD/HJASYge1LA40xOOAiu2AVD0JephAML72qzvxPd9zJ3dixcpTPNUjRIJQRQsEGk0P4p1zOrHYsZfh8Li5bchE3bhUo+k4k4ALhRDbUCUGApBSyhGtX6bpalaudNY+OjokEDRkyBALubkm3G4YNqz5VWCDQXDbbc13Ow80OTlmxo61UlLiZfz4xuLE4MFmDh70MGiQ7z0LupL0dBMpKUbKy73k5fnpwlWxHXZ/our17UUgPVD8E0yZH5BY240v4oDXA0j/XAYsMU0FidYwhcNRN0HpOuh/lu/XNaCaapaylGEMIw3fhJgP+ZA3eZOZzGQGbX+mc+Pmcz4nm2wGMahdcXYXSlD29A4cVFGlBYIAogUCjaYH8d3EMcEOoVtS4XISZjRxTGJmsEPRaHoCvuesaoLKtddG87//2Zk1q/Nq5WNiDDzySOh+cLdYBLfe2rw48cc/xnDppVHExvrXs6Azcbkk8+aV43BIrroqGputvkQjKsrAc88l4vHgf1lIZBYkjgYkuB3gdTStra/cBWFJYGolq8NVBRXbam0Ag/A+2Yvgm+vVCv+4B9TrChSpE9TWDDvZyUIWMo5xTGJSs+c8xVP8l/+STDLz8U2IWcxiDnGI//AfnwSChSzkNV7DgoWXeIlIIn26T3fkRE5EIokjjr70DXY4PRotEGg0PYiMnXsA2NOneZsZTfNUepz8efAEYi1dm+qq0fREpJQ7gh2DxjcCVSvfXRFCBFUcKCry8M03dj77rAaA0aOtnHBC46w2IQQmowRnmX/N8wxmGPNXtV+1VzUIjB2svneUwrZ3YfvbENkXJj3Z8jjf3wZlmyDrVBh6hR+vrpOo3AGOYqg5CBtegKNvA9G0z0WgeZmXWc5yvuXbFgWCcNTPzobvDS/P5mze4R2fxAGAKKIO38vUw6d1AtElDgOaVgQCIUQFUGcAWydTSupTBQPTUUaj0bSbKx94FoBbnrgjyJF0H8pdDqJMVo5J0tkDGk1HEEIMB54DMoAPgZuklCW1x1ZIKQuCGZ9GE8oUFXm4/PJCKiu9REcbiI01MHx4C2UEq/4GB5ZB7rmQ+2v/buRxKHEh4SiVol+1Bz4+Ayp3QnQuGK0qhb+l7IA6G0BXkGwAE0apPgVbXoeDK5Q7QdrkLg9jDGNYwQrG0HLm5lzmMp7x5JLr87jH1H75ygxmMIABJJNMGD1f7FvHOpawhGlMIwO9GBYoWhQIpJQ+dPDQaDSa7ovT66HIaefe4ZNJtLbf0kqj0QDwFPBX4Fvgd8ASIcTpUsotQGgWdWt6BQcPegBlExiqVFdL7HaJ0Si46KIoTj65lb9JpesaP/rDj/dB4Uo1qT7qBihcBeWbQZggPBlG39F66cDoO+ptAIOBEDDoYihapWwIbelBCeMUTmEqUzHS8ntlwsQoRgU8lsEMbvV4McV8wieMYYxfYkUocj/3U0ghO9jB3dwd7HB6LD7logghJgEDpJQvCiESgSgp5bbAhqbRaDSBo8bjpsRpZ3bGQCbp3gMaTWcQJaX8qHb/QSHESuAjIcQF1GckajQ+cfCgh9dfr2TkSEuzTgi+snmzixtuKALgkUcSyM4OTa0qK8vEbbfFUlTkZerUNl7vUTeolfO+p/t/I2eJenSUqsfi1WCOUh3+C/4OcW00uquzAQwmthTVXFF6/CuzACjbrASR9ON9s1JshdbEgc6ihhpKKWU+88kll3M4x+8xnuEZlrGMxSzmZV4OQJT+sYxlvMEbnMqpnIJ/jrgDGUghhQxkYICi04APAoEQ4i/AGGAQ8CJgAf4FTAxsaBqNRhMY7B43xU47dwyZxIyM7q2mazShhBAiRkpZBiCl/FIIMRt4Gwg9zzhNSPPqq5V8/nkNn39ew/jxYZjN7bO+Kynx4Har/dJSbydG6B8rVth58sly8vOtXH1185Pa/HwfU8Tjh6utPYy8BQ4uh9TaunlLDCSMhJgBbYsDXYHHCT8/ppohjrgeLC1UNJvb0YzP44QVN4PHrvowDL64Y7EGmOUs5z7uo5xywglnOcuZylQSSPBrnDoHBV+dFDqDTWziTd5kMpOb9Gj4N/9mK1t5gzf8Fgj+xJ8ooYR4/ScloPiSQTATGAX8ACCl3CuE0OUHGo2m21LqcnBx9nAtDmg0ncvfgTxUiQEAUsqfhBAnALcFLSpNt2TECAtffFHD0KGWdosDoCbdf/hDDAYDjBxp7cQI/eO//7VTUuLl009ruOKKaIzG9r+mDmFLgewGmQd5v4fUYyA6JzjxHEnJL7Dva7V/YBlk+TeBbBVhAHOEEghaEh5CiHWsw1P7FU44QxhCLLF+j/NbfstxHNelAsHLvMwqVvEzPzcRCE7jNMooYxrT/B5XIHwSB17nddaylrnMJYsAOl30UHwRCJxSSimEkABCiM7zwtFoNJ3KG7+dHewQQhopJTUeNx4pKUjouj+UGk1vQEr5agvP7wT8MCDXaOD448OZNCkMcydUBBzpBLB4cTVLlti54IJI8vL8TzP/4QcHb7xRydSp4Zx4om/9a2bOjKC01Et+vjV44kAd7hrY9m+I6qsyCRJGBDeehsQOVNkR7ipI6mTrZoMJJjymsgfi8jp37AAwi1k4cJBDDidyIm7cPMZjlFLKdVxHHM3bdR6JQHS5LeB4xrOGNUygqU3kcbVfgaKSSl7hFQAWsYgruTJg9+qp+CIQLBRCPAPECiEuBS5GdSnWaDQhxuoxIfRHPsQodzmocLtICbNxU85Y8uO0QKDRaDRdxVdf1bBwYRXTp9s49VTfJtUWS2Am0vPnl+N0wptvVnH77f4LBG+8Uckvv7jYt8/js0AwYICZe+/1My3a64F1T4O9CIZdDVbfJoRtsv0d5QKAgGPzIMy/lHXsxXBgKSQVqIyEzsRkg4J7O3fMhlhi/O9bECSiieb3/P7w9xvYwJd8CcASlvhshXgkBzjAq7zKSEb6NFHfxz4SScTsR6/ZabVfwSCCCCYxibWsbdGCUtM6bQoEUsoHhRBTgXJgIHC7lPLTgEem0Wj8pt8m1Tt024B+QY4ktHB6PRQ77fw5bzy/yspDiCCv3mg0Gk0v4513qti5083bb1f5LBAEipNPtvH113aOO659tnBTp4azb5+Hk09uf/NEnyjfDLtq+37u/S/0m9k540ZmAwLCk8DUjsTgNY8oF4Hdn8LExzsnJg1u3LzBG9iwMZOmP+scchjJSEopJZ/8w8/vZS93ciexxPJX/tqm3eFrvMYXfMGXfMkkJrU68V/IQhawgDzyuJ/72//iuhCB4CZuCnYY3RqfXAyANUA4qgvxmsCFo9FoOsKlj/8TgFueuCO4gYQIysawhgijmROS+3Jyan8tDmg0Gk0Hcbsln3xSQ2amkREjfKvrP+OMCBYurGT69OBXqs6dG83cue2vQT/xRJvPmQMdIipbpdvbiyApv83TfSZ1Ahz7ohIHTO0QSay1dfDdZCW+u/AVX/E6rwOQSy7DadyIMoww7uKuJtd9z/fsqf3aylaGMKTV+4xiFF/yJcMZjhkzxRRjwNBsf4Md7Gj0qOkd+OJi8DvgduALQABPCCHulFK+EOjgNBqNpr1IKTnoqGZWxkD+nDcBgxYGNJouQQgxEHgKSJFSDhNCjABOl1Jq0+oewrvvVvHSS5UYjfDCC0nEx7dt93bcceEcd1yAV9x7GkZr4NLt/S0raMiwayHr1NBpbBhquKqgYhvEDVGNEX2kH/2w1n7501BwClNYzWpiiWUQbTtRTGEKE5mICRNb2MIN3IABA4/xGBlkNDr3Ei4hlVSO5mgAfuZnSillIhMR6M9VPRVfMghuAEZJKYsAhBAJwDJACwQajSYkKXTU4PJ6GBufzh8HFWhxQKPpWp5DfXZ4Bg47GbwKaIGgm/Dpp9V8952D88+Pok+fph8V6wSBiAgDVmvP+v1aXu5l+XI7o0dbfRI+eiUGk5r81lG0GqzxEJkF1ftg7TyV/TD4kvaNv/VN2PIG9JsNub9ufMzrUTaI1fuVDaIt1b+xpYTCHyAiHWy1k/DCVco2MaaTnI2+uwXKt0Kf6TDk922fX0t/+vMyL2PEiBXfHTdiiOE2P41iTLVTwAMcwIULgEMcaiIQxBPPBVwAwG52cwu3IJFcx3Ucz/F+3VPTffBFICgCKhp8X1H7nEaj0YQUDo+bIqedPrZonjx6Khnh2pFVowkCNinliiPKedzBCkbjH1JKnnyyHK8XjEbBTTc1TTs+/vhw+vUzERdnICLC9xXS7sCDD5by449OBg0y8+CDHVhl7y3s/kxN2A0WmPwc7P5E9ScoWgV9TvNtAr/7U2VvOOA8CEtUNoceh3o8UiCo3Al7VaM+9n0NOWc3HW/z67DtLcj5FfSf0/jYjkWw/nnVDHHKC0rcWHWfWumf+A+IzGzf+9AQZ7l6dJU3erqKKmzYWl15t9G1/TnGM57LuAwTJkYyknWsI4ooMmn6PliwYMKECxfh6GygnkyLAoEQ4vra3c3AciHEe6geBGcAP3VBbBqNRuMTVW4XFW4HUSYrJ6Vmc1XuaC0OaDTBo1AIkYP6zIAQ4ixgX3BD0viKEIIJE8L49ls7Y8e2vIrZr18n+A+GIGFhavLWLTMjtv1buRNkz4Lcc7rmnrJO+/OqLWUC7PufyiAIS2r7elcV/PwEIMFogSGXw8ALYcf7SmA4ksgsdY+a/ZA6sfkx931VLzD0n6OyBtY/D44SiKhdIZcekN4jX4wvr7ht8u9WwkPa5MNPvcd7PM/zFFDg92p/IBEITkO9z8tYxn3chxkzT/M0ySQ3OjeZZJ7gCSqp9KmUQdN9aS2DoO7T9ZbarY73AheORqPpCC/PPTfYIXQ5bq+XQmc1Nw8ezznaoUCjCQWuBJ4FBgsh9gDbgPODG5LGH5rLGugtXH99DGvXusjLCyEBxG1XzgHSA8OvA3MLjR73/hecFbDlNeg7XaXNB5rMk1WzwrAktfoflghTnvf9elM4xA6Gso0QX2vVnDRabc1hMMGom1sfc9DFsPM/0HeGEgdKflGZAwCDfgcj/6SEAkuUatg45i71nkZm+R53a0Rk1AsRtayp7fH+Mz93zj0CgB07AB48h8sOjuTIEgRNz6RFgUBKqdugazTdjPXDe5eie8BehVdKZmcM4vT0XC0OaDQhgJRyK3CiECICMEgpK9q6RqMJFcLCDIwe7Xv9d5dQtAoOLFP7h76H9CnNnzfwt/DNH8AlYdXf1Ep2oBECUsZ34HoDjLsfvC4wdJIok5yvNnsxfHWxylKwpYLXDUlHNxUCEkd2zn1b4WIuJpZYxjI24Pfyl4Mc5AM+IJ98buZm4ojTQkAvxxcXgyTgRmAo1BtrSil1ZwqNJsQYvGYD0LOFgjKXgxqPGwOQZYvm7yOOJTcyLthhaTSaWoQQVmA2kA2Y6oQ7KeWdQQxLo+m+xOZBeIqyJUwY0fJ5SaMh7VglKPiK264yE47MSpC16fZdJbwLkyorMFoh86SWz9v9iSphGHCeyjxojcrtYC9U+zmXQUbwpi7ppHMVVwXt/q3xLM+ynOV8xme8yqvBDkcTAvjSpPAV4A1gOnAZ8FvgUCCD0mg07eM3z6pf7Lc80TMTgOweN27p5c9548mNjGNwVAImQ89qkKXR9ADeA8qAlYAjyLFoNN2fTS9DzQFIGAnWNgTxkTcpgSDBh1VxeyEsu1aJBOPur7cttBfCN/+nhINxD/rvFNAe9i+Bdc+qfVs6xA+rP+Z1q9ICgF+eAWcpYID8Nj7rJIyE/mepfgSpkwISdlfyCZ/wLM9yPMdzBVd02ri55LKc5eSgbSs1Cl8EggQp5XwhxLVSyq+Ar4QQ3wU6MI1Go2mIV0oKnTX8JW8iZ2YMDHY4Go2mZTKllKcEOwiNpsdQtwpe99ga5kg1GXaWqSZ8ohURvXp/fcf9iu31AkH5FnAUq/2yTe0XCA59r+z++p4OprDWz7WlKhFAmCCsgXvEoZXw4z0Q1Q/G/h28Tihd31hAaAlhUGUXPYQlLMGBg6/5ulMFgnM4hxM5kTh0NqZG4YtAUNelYp8Q4jRgLxAfuJA0Go2mHiklJS47Dq+H6Wk5nJExINghaTSa1lkmhBgupVwT7EA0mh7BsGtUA8JkH+vXt70DG15QK+j5d7V8XvwwGHwpuKshrUFfg8QxkD0T5UrQzv4CzjL44S4lUlTvhcpdytlg6FXNly3EDIDJ88FgVE0P6yharfoTlG1UYkZErf2eqQsaMIYY53EeJkxMZnLbJ/tJIomdPqam++KLQHC3ECIG+D/gCSAauC6gUWk0Gk0t++xV9IuI4e5hkxkcrT2pNZpQRQixBuUTZgIuEkJsRZUYCEBKKVspntZoNC0SlgD9Z/t+fpnqR0Tp+rbPzT696XMGIwy+2Pf7NYcxXDka1ByEqr1qgl+2UdkOtpSRENbM+mP2meAqh8i+yokgKV+JGf72E9j1kRIrsk7tur4KncwgBnE7twc7DE0voE2BQEr5Qe1uGXBcYMPRaDQahcPjptBZQ5wlnEdHnkCmLTrYIWk0mtaZHuwANKGF0ylxOCRRUbpXTJcy6GKwxKlO/oFAepUzgCWq5XOMFpj4hMok8Djgp4dUmUB4Sv05zjJAqHKGXR9B+nEQe0ST5bB4GP4H2P4ebHtbPTfhcQhP9j3eQyth7T9qx0uE5ALfr+0spBfWP69e85DLu8aCMkgsZjEf8AG/4ldMoQXHjRBgAQtYyUou4zIG00bDy15GiwKBEOIJ1EpAs0gprwlIRBqNpt08d82FwQ6hw8jaXgNuKbm030hmZw4kOawFz2eNRhMySCl3AAghFkgpL2h4TAixALig2Qs1PZKaGi9XX11EYaGH226La7d14KefVvP99w7OPz+KrCxfEl81hCfDkN8HbvzPzoaSX2DUbTDg1y2fZ7KpDZRY0JCK7aoRojCoDImqPaq54jFPq+NH9k+IzlE2iJYYNcn3h/AkMFhq9/0QFjqTknXKpQGUK0XfztFTq6ginHAMhI4I9zZvc5CDvMu7ISsQuHCxkIWAEjS0QNCY1n7Tft9lUfjIrl27+M1vfsOBAwcQQjB37lyuvfbaYIel0YQM2wb0C3YIHcIjveyrqSI7IoY7hx3D8JikYIek0Wj8Z2jDb4QQRmB0kGLRBInSUi8HDngA2LLF1S6BwOuVPPlkOV4vmEyCG26I7ewwuweHVsLO/0DfGZA4KrixOMqU44CUakW/NYGgNar3q4aDAGFJSiCIqc0e2PwqbH5NlRekTFBiRNYpcPy/lEhgMKusBOMR/6b2L1W9DrLPbNwUMbIPTHle7bflAhEoorKVyOEsg4Sj2j3Ml3xJKaXMYAb/4388wiMMYAAP8iCC0CidmM1sPuADzuTMYIfSImbMzGAGP/ADU5ka7HBCjhYFAinlS10ZiC+YTCYeeughjj76aCoqKhg9ejRTp05lyJAhwQ5NowkJjvr+JwBWj+l+pb5lLgc1HjenpvXnspxR9NElBRpNt0IIcTNwCxAuhCivexpwAs8GLTBNUEhLM3HNNdHs2eNhxgxbu8YwGATjxllZscJBQUH7MhA6gpSSd9+txuORzJ4dgQh07bqUzdfHb5ivJr72Q5D4RNPjXYklWtXxF62GIXPbP07yWNUgURigz2lq4lzXnPBgrVnagW9g52IlJNgPwZDL1PO/PAM7P1AWhnUuBTUHYdXfgdr3MOdXje8XLGGgDnMETHi0Q0NsYQsP8zAA4YSzhS1IJJvZjAMHYbThFNFFTKv9CnXm0oF/vz2cbpWrlZaWRlpaGgBRUVHk5eWxZ88eLRBoNLX86iVVn9edBIIaj5tSpx2jwcATo05kXEJGsEPSaDTtQEp5H3CfEOI+KeXNwY5HE3ymTm0sDLz+eiWffVbDhRdGMWmSb5OZm2/2fWJXWOjhnXeqGDXKypgxHRcUVq508sILFQCkp5uYMKGFmKVU6fG2VLClte9mJetg5V/Alg5j71c1/HWkToKtb0LKxPaN3RkU/wwlayFrGhz7YstiRiu43W6qqqqIjIzEaDQ2bpBobZAdkncp7PgAMk6EdU9D9b7GvQuKflSPhavqBQJzpCpVsBdBRFY7X2QX4aqC8s0QN1RZO/pIHHFEEUU11WSQQQEFGDAwnOGNxIHd85SJGAAAIABJREFU7OZbvuVYjiWRRFaykp3s5DROw4KllTt0HatZzRu8wQm1X5rQolsJBA3Zvn07P/74I2PH+mj5otFoQo4iRw0SODm1P7MyBjA6vp0frDQaTcigxQFNSyxaVEVFheTDD6t9FghaYtUqBy6XJD+/fpyXX67gyy/tfPhhNW+9lYLB0LEV//R0IzabwOul9f4HOxapBnSmCDj2hfq6e38oWg3uGijfolbDIzPrj+Weq7Zg4XXD93+pXckvhKFX+iwOOBwO3nzzTebNm8eKFSuw2WxUV1dTUFDAFVdcwZw5c7BajxBz4oaoDSDuUfV+RGXXHx96Fez5TGUy1GGywaR54K7yv0dBV/PdrUogyDwZhl3l82XxxPMMz+DESQLK1elyLm90zgY2cCEXYsLEalZzHddxJ3fixYsDB+dwTqe+lPbyGq+xlrXsZKcWCEKQVjtaCCGMQoiQszSsrKxk9uzZPProo0RH6zRkjaY7UeV2sd9exUFHNQYheKngNO4ZPlmLAxqNRtPD+fWvI8nJMTFzZscaz65f7+S220q4885SVq50HH5+4EAzALm55g6LA6CyBl58MYl//jOpdYHA61KP0q2a67WHPqeqLv4DLmgsDoQCwgi22hV8W7rPl61YsYKcnBwWLFjAjTfeiN1up7y8HLvdzo033sjLL79MTk4O3333XfMDuCrBXtxYHACIH6acDY50PDCFB1Yc2PZv+PpS2Ptlx8ZxVzV+bINd7KKEEgCiiDosDjTHC7xAEUVsZztJJLGLXRRRhAMHqbRgL9lJrGMdd3AHX/N1m+eewAlEE81JnBTQmDTto9UMAimlRwjxa+CRLoqnTVwuF7Nnz+a8885j1qxZwQ5Ho9H4SLHDjgcvNqOZW/LGMzoulfSwSEyG0Om8q9FoNJrAMWNGBDNmdNyVxmIRhxewrdZ6IWD69AiOOSacyMjO6xVgs/nwN6rfLFVeEJHZfvs6SwyMuL591wYaIWDcwyp7wEfx4rvvvuO0005j/vz5nH766Y2OmUwmzjzzTM4880wWLVrEtGnTWLx4Mfn5DWwZ3XZYepUqGRj+B8gIgVXm7e8pS8adi5WY017G3KEyRlIntXnqMpZxH/cRQQTP8AwxxLR6fj75rGUt+eRzFVdxERcRRRRDGcqxHHv4PInkRV6knHLmMhcb7esT0pB/8S9+4ic2spHJTD58n2d5li1s4WquJgtV/jG19ksTmvhSYrBUCPEk8AZwWOqSUv4QsKhaQErJJZdcQl5eHtdfH6K/RDUaTSNqPC7KXU7CjWYeH3kiw6ITsRq7bXWTRqNphVrHgrVSSu0ZpQkY/fubeeyxBNxuGDDA3OhYTEwQRGdh8Gmy1+2wF0PxGkjOVyn8PooDDoeDmTNnNisOrF+/nvnPz2f4iBH85jcXcPrppzN//nxmzpzJli1b6ssNvA5wlKr96v1t37RsExxcAVknBy6LIOcc2P0R9JvdsXFsaT73qiiiCIDq2q+2BIKzOItZzDpse9iXvhRTzHCGNzpvLWt5h3cAGMjATmkqeAzHsIENjawNCynkAz4A4FM+5WIu7vB9NIHHl0/pI2sf72zwnASO7/xwWmfp0qUsWLCA4cOHM3KkCuvee+9l2rTQ75Sp0XQF/7ghdDqyVrldlLudCGBu/6M4K3MwcZbQ6LCr0WgCQ23m4QYhRB8p5c5gx6PpufTrZ277JE09Xjfs/kSVCCSObPt8UE0TK7ZD6kQY+Sefb/Xmm28yZMiQJuKAw+Fg3NhxlJWXMXTwcH7zmwsAOP3003niiSd46623OO+889TJlhgYXXv/Pg0+50upmhZaYpTVYVi8ev7He1S2QfkWGH27z7FStUeVMhxZrtAcfU5VW0co3QDGMIjq69Pp05iGESMppJCGb6KCoUEF+e3cziEONbk2m2yyyKKc8ibiQXs5pfarIYkkMoUpbGHL4awCTejTpkAgpexADk3nMmnSJKSUwQ5DowlZ9vQJvgNAldtFidNOnCWMi7OHc3bWYBKtHU9d02g03YY4YK0QYgWNMw9Pb/kSjUYTUHYsgg0vqmyHKfNbXmX3ONU5BpPqPQDgqlY2i5ZYWP8chCfDgPNbvNW8efO48cYbmzx/5x13UVZe1uw1V1xxBQ888EC9QACQOEptDVn7pErxtx+CiAwYdavKcIjIrHUw8KN/Q81BWHqNar448mZIndD8efZCqNwNCUf57dzQiMIfVLNHYYTsmSpLIvfcVstSjBg7tLpvwtSssBBJJPOY1+5xfUUg+CN/DPh9NJ1LmwKBECIFuBdIl1KeKoQYAoyXUs4PeHQajcYv8pd+D8B3E8d0yf3sHjdlLgcSMAkDHukl2mzl5rxxnJiSTbwlvEvi0Gg0IcVtwQ5Ao+kytr6lJpoDf6u87kMVa21jO1OEWsFujvKtsPwmVU4w4VFVK7/vK1g/H5ZcCenH1jfoS5kA0f2bDOHxeFixYgXTp09v9PyqVau49757WgxvxowZzJkzB4/HoywQW6Jyp8qGqNgOHrtyA0jOh9F/VaUI/jR49LrqG0x67C2c44Zl14GzFHLPg9wOuAB4ahtquqth08vqfTZHQe6v2z+mRhMAfCkx+CfwIvDn2u83ovoRaIFAowkxZr7+PhAYgcDt9VLhduL0evBIidlgwGIwMjNjIEOjE8mOiCE9PJIESziiIwq7RqPp1kgpv6pdXKjrOLZCSnkwmDFpNAGhYjtsfEnth6dA/w7WpncUt12tcButTY+lT1Fp7ZbYllesyzeribLHrlLv44dBzKB6ZwZburo2PLlFN4PKykpsNhsmU/0Uw+VyMWO6SiB68cUXueiii5pcZzKZCA8Pp7KykhhjubqPNa7pDTJPggPfgjkGDJZ6S0mDqak4ULkbKrYqMcPQzJQnIgMK7lWT/5SJzb8n0qsyDECt+HeElPFw9K0gTMoWs2Y/xOp2LaGIRPI935NMMn3xrRykJ+GLQJAopVwohLgZQErpFkJ4AhyXRqMJEbxScshRgwDGxKeSExlLti2GnMg4BkXFE6YbDmo0mgYIIc4GHgD+CwjgCSHEDVLKt4IamEbT2YQnq0mmvRDihgQ3lsqd8O0f1eRzwqMqtjqkhOV/gkPLIf8e1VOgOdKOVcKAORLihqrnYgepSa27Wh1vYwU9MjKS6upq3G73YZFg8eLF7N6zC+CwOLB2/RqmTzudDxYvAsDtdlNTU0Nk1c/w099UpsMxT4M1tvEN9i9V8QnUe554dOPjdaXI0gPLb1D9BfrNhuwz1XVHCgXxw1p9PRgtMO4B1dugYSNKjxPKNkLMQHWOrySPVY+Jo9QYJt2bKRT5iI+YxzwsWHie54mjGbGqB+PLJ/sqIUQCqjEhQohxQPMFRBqNpscgpaTK46LM5WRyYib/N6iALFt0sMPSaDShz5+B/LqsASFEEvAZoAUCTc/CZINJT6nJaHMr1K1R/LPqC5B5EiR1QtZfxXZw16j9yl2NBQJ7IWx+RaXTr/obnPJ+82MYLTCo6er+4UltzUFY8wiEJcGwa8HQtBTAaDRSUFDABx98wJlnnglAYmIiGWlZlJWX4nK5cDhVOn9UVNTh695//30KCgowuorVE+5qtR0pEGSeBFW7VO3+wAsaH3OWw7f/B64qGHOXEksAStfDlxeokojxj6geC/4Q2UdtDVl9Pxxcrt6bo2/1bzxQMWhxQBOi+PLb7HpgEZAjhFgKJAFzAhqVRqPpMjzSS7HTjtPrxSwMGITAi8QjvfSxxXBV7mhmZQzUZQMajcZXDEeUFBQBneI9J4Q4BXgMMALPSyn/1hnjajTtRoj6iag/bHhBWfNVbO+YQLDxJSUI5J6vJs0Gc9NV9bBESBwNxT9B5inNj+ML+75WwgZA9hkQndPsaVdccQXz5s07LBBMnDiR3XuVqcnGjRsZNGgQQwcP57U3Xjl8zbx587jyyisha5pq4heWBBHNlDGkTmi5mWDlznpLxPJNMOERqNihJvIla9W+r6v2ZZuUzWJyfvPHneWNH/3FXgx7PlU/+xbeR03wOJVTSSSRZJJ7XfYA+CYQrAWmAINQCT0b6KQ/9BqNJrhIKdlvr6IgPp1JiRmkhEWQZLWRYlWPJoP+r67RaPzmIyHEx8Brtd//Cljc0UGFEEbgH8BUYDfwnRBikZTyl46OrdHUIaXk1Z2/cMhRzSX9RhBlbqaevzNIHqfS1pPHte/66v2w7lnY/bEqC9j+Dkz8B6Q0M54QcMp7akXe1AFXoZTxSiQIT1Yr6q6qxlaDtcyZM4c//elPLFq0qInVYVZWFrfc8mcGDaq3FVy0aBHr1q3jrLPOUlkJfdrZtT9uKPQ/G1wVqhzCFKbEkZhc1Zgxfqhv4kD1Pvj2BpUZMuJ6SG/G0G3kjXDgG/WetId1z8CBZcqR4biX2jeGJqDk04I41AvwRSD4Rkp5NEooAEAI8QNwdMuXaDSaYPDwrVf7dJ5XSuweNyUuB+lhUTww4tjAfQjSaDS9AiGEVUrpkFLeIISYBdQV7D4rpXynE25RAGyWUm6tvd/rwBmAFgg0nca2qjJe37UOgCxbNLMzB7VxRTvJORv6z6m3zZNS2RDaD8GQy8AS0/r1G19SK+M1B1SnfXM0lG1oXiCow1dxYOd/VDlBzq8bT6gjMmDi42rfXgxLr1KiQ/7djWr5rVYr77zzDtOmTWP+/PmNRILw8HDuuefuw98vWrSISy65hMWLF2O1dvBziBBNyw5AvZeDL/ZjIIMaS1Jv9XgkYYnQd0Z7olSEp6hHW2r7x9BoAkSLAoEQIhXIAMKFEKNQ2QMA0YA2NddoQpDClKa+xlJKipx23NKLUQgkSiDICI/k1LQczskarMUBjUbTGXwDHC2EWCClvAD4dyePnwHsavD9bmDskScJIeYCcwH69Olz5GGNplXSwiPIjojhkKOao2KT276gIzQs3SvforIAAKJz23ZEiB8O+5co6720ycqiMHtWx2Oq2A6/PK32LbHQb2bz5zlL1Eo9QNXuJs3+8vPzWbx4MTNnzuTJJ5/k8ssvZ8aMGZhMJtxuN++//z7z5s1j3bp1LF68mPz8IK/WFv4Auz6GvtPVezv+EXCWQcJRLV9jL1QlBs3YPbbJoIsg4/jGbhBej3pPj+y7oNF0Ma1lEJwMXAhkAg9RLxBUALcENiyNRtMeJn2+FIAlJ6gOxYWOGtzSy4iYZGZlDiTZaiMlLIK0sAjMzTQX0mg0mg5gEUKcC0yozSBohJSyswWDZpFSPgs8CzBmzBjZFffUBBeP9PLKjl/wSC8X9B3WofK4cKOZJ0ZNRUrZtb13IjJVR/yagyodvnp/66vLfaap1HdjmBIaMk7onDjCElUJgaMEYgY0f47XBaUbIfNkFWPGic2elp+fz5YtW3jrrbd44IEHmDNnDuHh4dTU1FBQUMCVV17JWWed1TRzYP8S9fqzz1A9FdqDsxwsfjRWXvesKtWoOaBcIKKyWz/fUQJLrlQZFCNvauxw4AtCNL3HipuhdB3kze1YdoJG00FaFAiklC8BLwkhZksp3+7CmDQaTTuZ9u4nSOCjKflUuJ0kWWw8O+YU7T6g0Wi6gsuA84BY4MhPt5KOZxTsAbIafJ9Z+5yml7OyZD9v7l4PwICoeCYlZnZ4zICJA1JCzX7VhK+h84EpDMY/BNvfg3VPw6YIOPaF1ssCTOHtj8NdDbs/VxP8ho34zJHKXtDravneW96AH+5Sk/Axd7Xq4GC1WjnvvPM477zz8Hg8VFZWEhkZidHYwiJF1R5Y9Xe1bzCpFfbyrUos8PX1/vKUqu3vMx2G/L7l86r2wi/zVJPA5HEqg8PXnhAeR71rhLMTzN2kF8o3q/2yjR0fT6PpAL70IMgUQkSjMgeeQ/Ue+JOU8pOARqbRaFrF6fVQ7XZh93qQSMzCgNPrBSSJVhuzMgZyft9hxFm0jY5Gowk8UsolwBIhxPdSyvkBuMV3wAAhRD+UMHAOcG4A7tMj8EgvSwv3kGWLol9Ez05Z7hcRS6w5DI/0khPqr3XDfCUCJOVD2jFqpbzfLDDWrqJ7XepRutWkMVCs+DNseU2VEUx+VpUp1GEwt75yb45SAoMwKmcAHzEajcTEtNFbwRytYnKWqd4BP96j3gevq/n+As1RUtuWpLSN9iS7PoKi1Wqb8gIM/G3jso/WsKVC/l0q46MzsjeEAUb9WZU6tFTWodF0Eb4IBBdLKR8TQpwMJAAXAAsALRBoNF1MXT8Bj/QSZjQxIjaZgZFxZEfEkh4eybCY5zAbDLw5/sxgh6rRaHopARIHkFK6hRBXAR+jbA5fkFKubeOyXsvbuzewYMdarAYjLxWcRoTJEuyQAkaS1cY/C1Tne6O/HvddTd2Eev8S2PG+Suc3WpVIAOoxPEWVHJgjAxeHx6EepUdtLca7HaxxjZsmZp+hxIHyrZDTivN58VrY91/oc1rbKft1WKJUBoO7Wt1zw4tqAu8o8u16gKFXw57PIHOqythoadKfOhEOLFUZBGEJvosDdbTWn6A9JI1Wm0YTZHwRCOr+t0wDXpZSrhXaEF2jCQhSSrxIajxuyl1ODEJgQGAQIBC4pZeh0Yn836AChkYnNk2B1H0FNBpND0ZKuZhOsEzsDVhq/x6YDUYMveBjW0NhwO31snD3eiwGA7MzBnVtL4G2GHoVbHsbti5UpQYAkX3rjwuDyixoi7LNamIf206XhYJ7ILkAovqqNP6v56rmiEfdUD9R3vM5rHm0PsugYYp/3+lt32PNI6qmv3IXjP2b77GZI9QGkDpZZVns+EC95sRRMPiS1q+PHai2nYvh2z+qFf5h1zRz3iCYEhA9U6Pp1vgiEKwUQnwC9ANuFkJEAQHMedJoegdVbheVbidGYUAi8Ui1WQ1Gkqw2zu8zjARrGFEmC5EmC1FmC8lWG4lWbSKi0Wg0mtY5I30A2RExpIdFEm5sZ6O3bsqnB7bz6MbviDZbyY2MY2RsSrBDqseWolLZDywDUwQMudz/VeOyTfDN/wESCu5r4iDgE9Y4GHSh2l//PFTvU9vgS9RqOqgu/aA663sc/vc8iBuiBIK4If7H13AMYxg4S6FiG1TugP5ntW0DCcoGUnph/7LmBYLm2LIQdi1W7hCZU9sft0bTjfFFILgEGAlslVJWCyESgIsCG5ZG03Nwej0UO+2Yai0GJWp1I84Sxu1DJjIoKp5Ik4UIkxmb0dyh7su89VZnha3RaDTtojbL8Dygv5TyTiFEHyBVSrkiyKH1KoQQoTUx7kKWFO5md00FYY4aMsKjgh1OU8wRMGmeqrOPzGr7/CPxulGfJur2O0jmycpmMTq3XhwAVe5gsqkMB2usmjw7SmDgb9oWC6QEa6LqbdD/rMbH9n0NOxZB9kyV5n8kHqdq2BedC6kT4Ph/QeVOWPskRA8AU4Ofqb0Qdv4HkgogLq/xOAMuUOKCLxkZdez6EOxFsPvjHi8QuFwu3nnnHZKSkjjuuOOCHU6XUFhYSGVlJdnZ2cEOJaTxRSCo8+0YEVIpWhpNiOKVErf04vZ6KXM7EAguzh7B+MR0ok1WoswWokwWrAZj56c9JiZ27ngajUbjP/NQmYbHA3eimhy/DQTZ6FzTW+gbEc2o2BT62qJJCtWsO0u0fzZ8DYnLg/x7VIlB4siOxxKZpTIRjsRghqxTVcZC0c+waYF6PiK9bRu+0vWw7U21Hzu48fmbX1VuBZtfa14gWP0AHPwWUibAqJvV+xQ/DAacr47VHICxf1elEOuehQPfwO5P4PhXGo8Tk6uubwkpYecHIEzQ51T1XO65Shzof3brr68H8NFHH7FggfqZ9u/fn759+7ZxRfemuLiYK664gpqaGm699VbGjh0b7JBCFl8Eghsa7IcBBcBK1B9+jaZHY/e4KXbaEYf7ANRbH4na9hyyVsWXUnWNFkIQY7YSa7EyOi6V3/U/ioFR8V0T8D//qR4vvLBr7qfRaDRNGSulPFoI8SOAlLJECNFzO+SFME6vh701lfS1RYdWHX6A+V2/o5iQkEF2hA9p6KGGu1o1/4vNa72vUMKIroln7ZOqF0HsYNU80Vmm9tsiMgsiMtT5cUeUQGSdqiwFs05p/tqKrSqLwFHS+Pmin1TJQOl69T6ZI1TzwwPfQGS2/6/t4LdKYADlSpA4SmUN+JM5IKVqpOiqgLxLW7elbAcff/wxH3/8Meeccw4FBQWdOnZWVhZGo5HIyEhiY0Pc/aMTqKmpwW63A1BSUtLG2b2bNgUCKWUjiVAIkQU8GrCINJog4ZWSao+LSrfrsBBgFgYuyh5Oli0as8GA1WDEUrtZjfX7FoMRq8FIZG2ZQNA+iGmBQKPRBB+XEMJIbQ60ECIJ3bsoKNz5y1JWlx7kjPQB/K5/J3dcD2EMQjAsJsmvazZWFBNlspAWrpwDntu6isX7tnJh9nDOyBgQiDCb5/u/qAlw1ikw9ErfrrEXK1cEd7VqOpgyvvPiqZuku2tg8nMqa8Hgw/qiOVK5ETTnIpB9htoaUrIODq1Q5QOVu8FTrfozNCTnbGX/GDe0volh7rmQfjyE+ZlB6apSjQ+r90JUf+Um0R5K1iqxAyBmAPSZ1r5xWuDVV1+luLiYt956q9MFgpEjR/LCCy9gtVqJiIjo1LFDkYyMDP7yl79QVFTEiSeeGOxwQhpfMgiOZDeQ1+ZZGk03wO5xU+ZyAAKJJDsihulp6QyNSaRfRAw5EXEd6wmg0Wg0vY/HgXeAZCHEPcBZwK3BDal3sremUj3aK4McSWiztHA3f1v/LVaDkadHn0yi1caSwj24pZdlRXsOCwRSSpYX7yUzPIpMW8vlARsrillTdoiTU/sR2cBecknhbt7ctZ7p6TlMTenX/MXOssaPvrD6ftj+nlrFThwFE59oaivodcHGBcpSMfdc3y39hv9B9QxILlDXCD+mDl437P+f6mEQ3b/1c3+8G5zlYI4Bo0X1ONj9CdgPQd5cNYEPS2y+2aAttfH39iIwWJRlYkvs/RKKf4KwJDjqjyrboT1EZatsCWc5xA9v3xitMH36dD788ENOOaWFbIsOEh9fn+G6cuVKEhMTQ77U4LvvviM2NpYBA/wX7kaP1jaSvtDm/3IhxBMc7oSCAdWw8IdABqXRdCYeKanxuKjxuHFLLyZhQCDwInF6PVySPYKzswaTYA0Pff9kjUajCXGklK8IIVYCJ6Aqs86UUq4Lcli9klvzJrCieG/Lk9EA88qOtfxcXsjv+48M6XT/KrcLAKfXi9PrAeD3/Y/ii4M7mZ058PB5b+/ZwEvbf8ZmNPNi/jRspqbuEFJKbv35a2o8bvbUVHDNgDGHj/1rx1p2VJWxcJer5Z/J6L9C4UpIm+L7C6jeC/aDymlAGNTq/ZHsX1K/0h2XB4lH+za2Na7par+vbH1T9RswWuHYl+pX/Zsjqh8UrYask8GWpq5Zfb86ZkuHwRf7ds/itfDdn1VzwklPNs0sqNwFZRtVmYQ1TrkhHFkC4Q/mSNVwMkDMmTOHOXPmBGz8Oj799FMef/xxzGYzzz33HAkJCW1fFAS+/PJLHn74YYxGI0899RRpaWnBDqlH4osM+H2DfTfwmpRyaYDi0Wg6hJQSh9ejNo8bh9eLxWCgX0QsQ6MTGRqTSFpYBHGWMOIsYcSawwgztieRRqPRaDTNIYQYB6yVUv6j9vtoIcRYKeXyIIfW6+gfGUv/yODUFle5nby+S+lC7+/dzNUDQnflbmpKNlajkQRLOOm1rgcTEjOZkJjZ4jUtLcALIUi02thVXU5ygwaJGyqKWFN6kH2OKn7dpxXbv4h0tfnDgPOhYodaMR//WPPp9tG5ajJrsKgVfX+RXtjxvrJmzPQxPdsYph4NFhCt9FMAJYzYi5QNJIDXo7IhyrdAsh/N5Kr3qjIId5Uqj2j4Xng9sPxGcFVC39PhuJd9H7eHI6Vs+6QQwGhU/46EEBh0hm/A8KUHwUtdEYhG0xJOr4cqt8oAAFVbaECoTDegrjxASvDgJclio390LP0iYsmNiOXUtP5EmHR/LI1Go+kingIaLk9WNvOcpocTYbJwfHJf1pQdYkpS81Z+FS4H967/Fiklt+SNJ9psbde9pJQccFSRZLW1KxNQCMGUpD4tHvdKiUEIZmcMIis8ms8ObOfKHz7lqtyjOToutcn5Dx11HPtqqhqJM/tqqoi3hhNvDWdMfNNrOkTmSWoF3hrXci1+ZBYctwAQrTc/bIl9X8H652vHyvStUWG/mRCdowQPU1jr5xpM9eIAqBjH3Ol/nOnHKwHAEq16AjRECCVauCrrxQsNACeddBJxcXEkJiaGbPYAwOTJk4mJiSEmJoaUlN5p49oVtCgQCCHWUF9a0OgQIKWUXdQ+VdNbcHk9FDnteKTEJAQGYQAkFoORUbEpjIhNIs4SRpjBRJixdjMYD+/bjCaSrDbM7fnD11NYvDjYEWg0Go2QDZajpJReIfwpXNb0FK4b2Lqz5U9lh/i57BAAq0sPckwLQkJbPL9tNYv2bmZ8Qga35HVegz6P9HLLmq/ZWFHMLXnjyY9PY3RcKnevWwbAFwd3NCsQhBvNTTI3JidlUeZyYDOZGBIdAEviIyfDoFb9d32s0uhTJ/jWXLAlwlPV9QYLWP1wZuost4XiNbDuOUgZp3ootITBqISJ5hAGGPcQVO6EhN7TtBNgy5YtbN++nSlTpmAyNf/vID+/ezjRHnVU7/rZBYPWflNM77IoNL0Gl9dLmcuBR3pxS+/hbACDELi9Xqal5TAkOoFYSxjRJgsxZisDo+J796TfH2wh6ves0Wh6E1uFENegsgYArgC2BjEeTYgyMjaZMXGpSODouPavBm6vKq999KOxnw9UuV38Ul4IwI+lB8iPT8NkMHB+36GsLNnPGem+N0kzCBF4N4Q6Xa6u/mHP5/BLbX38hMchugO9KOLyYPJ8JRJYWm7QGDB2fAAV26BiO+T8uv41uqpUvwJfxY+weLUr20mDAAAgAElEQVT1Iqqrq7nppptwOBwcOHCAc89tRWDRaGhdIDADKUf2GxBCTAT2BzQqTY9BSkmVx0WFy4nZYMQjvRyX3IfUsEjiLWFEm61EmsxEm6wMioon1qJTvjrEvNoPAldcEdw4NBpNb+YylJPBrahMxM+BuUGNSBOSRJgs/GXopA6Pc1Xu0XxyYBsTW+kZ0JAyl4Nyl4OsVpwIAKLNVi7PGcX6iiJmZdQ3K/xVVh6/ymrZ0MsjvXxTtJe+tmgyw6P4+4blrCk7xPUD8xndTMZBh3DbVdM9a7xqzicEjHtQlRqEJQJCpfe31tHfV4I5sc46Va38p4yrFwcOrYQf7oLwFJjwWNtlDL0Uo9GI1WrF4XBg0wtJGh9oTSB4FLi5mefLa4/NCEhEmpDEW9f8z+PG7vUga+vxQKniQlWeUFuBgqz9ziMlmeGRnNdnKPnxafSPiCGqnTWGGh9YuFA9aoFAo9EECSnlQeCcYMeh6Vx2V5fzt/XLSQmz8afB40Iqsy8tPJLfZvtmMVfhcjD3+4+ocDu4JW8Ck9oQFaal5TAtLceveF7fuY7Xd60jwmTmqVEnsbRwN6DsFDtNIKg+ANveVo4HNQdVnb+jWB0r26TEgcRRcMzTqt6+u6+aJ46EY55q/FzZRtWQsHqvsoXUAkGzWK1WHnvsMfbv38+wYR1wbND0GloTCFKklGuOfFJKuUYIkR2wiDQhQY3HRanTgdlgxIvEKyXJVhuDouIZFBVPZngUVqMJi8GA1aAeLQYjFoMRa+2jxWAk0mTWgoBGo9H0IoQQYcAlwFDg8Cd2KaWPPmWaUGRZ0R52VJexo7qMXdUVQXNH6Ch7aypZVrQHj/TyU+nBNgWC9mCq7a5uQBBhtnBh9nDWlB1iZoMshA6z8SXY/z8oXQ8xg8ASB4mjAQFJDWrJ/XVE6AzWPQeHvoehVwS21r/v6eCuhsg+jRscdhNKSkq46667MBqN3H777URFtS/Lo7i4GKPRSExMy1aiiYmJJCYGoPeFpkfSmkDQ2m/+8M4ORNP1SCmxe91Uul24vF5MwoAQatXfZjRxZe7RjIhNJis8igRreLs6A2s0Go2m17EAWA+cDNwJnAesC2pEmg5zbFIfVpUeJCUsguyIliciwaDM5UCATy4IHiT9ImKwe9z0C9DrODtzMP0jYulji8ZiMDI7cxCzMwc1e26p086Tm38gwRrOJdkjeGLzSkpcdq4fmE+8pZWP2/FDlUDQdwZknAgp45WLQVdQtVdZHqaMb9qE0OuGHYvU/u5PAiMQlG5QmQNxQ2DwJZ0/fhexevVqNm3aBMDatWsZN26c32Ns2rSJG2+8EZPJxOOPP05aWlpnh6nphbQmEHwvhLhUSvlcwyeFEL8DVgY2LE1nIqXEJb04PB6cXrWJ2vKAFGsEk1IzGRiVQFpYBKlhEaSHRxFtshw+R6PRaDQaP8iVUs4RQpwhpXxJCPEq8L9gB6XpGMlhEdw7fEq7r1+0dxNfH9rFb/oOY0RscqfFta2qlD+u/hKDEDw68gQywltfhR0SncgfBoyh0u3ixJTsToujIUII8uN9m6i9tXsD7+7dyP+zd9/hUVbZA8e/7/T03kgIkIQWYmghgCIIiHREEFfUn33XjoKKBcW6q64CKuoq4lpYhVXUFZHVVRCEoFRpApESQkgjZRLSpt/fHxMCMW1SJwn38zx5ZjLzzn3PQAhzz3vvOUE6D7p7+rIx7yQAm/NO1V/UMHoyRFwGGs9ze/LbyuHlkLcDcn6CMR9Xf06lgdhrnVsfohuod56zBY5+AlHjofuVrp27+Aj88jAgYMjz7acbQeZ6Z9IicpzLfx9Dhgxh6NChqNVqBgwY0KTTZmdnY7PZsNlsFBQUdPgEgclkYvny5RgMBm655RbU6vazlelCUl+C4AHgS0VRrudcQiAJ0AF19A+R2oJDCGzCgc3hwCocWB0OrMKOEKBWlKor/aJya4ADQYDWQFdPH6I8fenm6UuEwZtuXr709wuViQBJkiSpJVkrb4sURUnAWdi45WaEUoe0Iv03THYbX2T+3qIJguyKUiwOOwC5prIGEwQAM+q4mu8OP+VncNpUjk6l5pLgKLYVZlNoMTE0yIWJntar9QP8o8ID59oc+vep/Zie1zu/GnJiDZRmOGspuJogOJ+orRu7G+Tvgf2vOu/r/CB0qEsv8/Ly4oknnmjWqS+99FKKi4vR6/XNri/wz3/+k3Xr1nHTTTcxdap7Ss2lpKTw3XffATBo0CAGDRrkljgudHUmCIQQucDFiqKMBs7+xH0jhNjQJpFJAFgddgotJhSUquX/AH5aPQE6A0F6D8L0noQbvAnRe+Kv0+Or0Vft/T/bIeDsfjipk9u40d0RSJIkLVMUJQB4ElgDeFfely5gUyJi2Zh3knENXLXPNZXxTfYxhgd1oa9vw3umhwdF8ueY/mgUFYNaukNAG4jx8sfob+LysO74avU83QJdHVrN6W2w+3lQ1DD073UnCFzV/Uo4WupcQeAqv54w9CVwWGtub3AXQxCodNhsFvKMFiLaMB2qKEqLTeY3bdqE2Wxm8+bNbksQ9O3bl4CAAAwGA7GxjSsOKrUcRbRC9i0pKUns3LmzxcdtSTsKs5nz6w8E69tfOQW7EBgtFVgdDgxqDWNCu3FZaDQ9vPwI0XvipdbKq/6SJEkdlKIou4QQSe6O40LQET6PSNU9ezCFHYXZ+GsNrBjawBL1diy1pIBFqTvo5RPAg72S6/zcZnHYOVl+hh5efu2/1lNOCux5EVBgxJvg3dXdEbUbljPZPPTgPNJySpkzZw7jxo1zd0iNtmXLFtavX8/MmTNlt4MLRF2fR+rbYiC1AnF2e0Dl1gCbEFgddmwOgUalQqU4txAM9A/jlu4XMTSoi0wGSK575RXn7UMPuTcOSZIuWIqiBAFPA5fg7Hi7GXhOCFHgzrikjiHWy58dhdnEeLteQPDbnOOcNpXzp6590Kvbx0fbTXkZZJtKyTaVcmuPxDoLDupUauK826i4YHOFXwKDnwKtt0wO/IFZ8eZkXgUAOTk51Z774osvKC0tZfbs2Wi1WneE55IRI0YwYkQ7XsEitZn28Vu0E3BUTvTL7TasDjuqqiywQAAOAQ4cIMBHq8e/cotAoM5AmN6LLh7eBOk9CNJ50Nc3CG+Nzp1vR+qo1q513soEgSRJ7rMK+AmYWfn99cC/gcvdFpHUYVzfrR9XhPcgUOdaT/sTZcW8eXQ3AL5aHdNbspWgi/LN5fxalMvQwC5VnRQmhMdwvLSIXj6B9Xcj6EiEAwzB4NXyrSE7Oh8fH55++mmOHTvG5MmTqx4/ePAg77//PgDh4eFcccUV7grxgmcymXj++ecpLS1lwYIFhISEuDukdksmCFxw9qq/84p/5ZfD+Rg4CwMKIFBnoKd3AFO7xNHV0xcPtabqy6DW4KnWolep5YoASZIkqTOLEEI8d973zyuK8ie3RSN1OCF6T5ePDdIZCNZ7UGQxE+umK/F/PfQzR0uNDA7IrKohEO3py4uJl7klnlZzYClk/gBhF8PAx+o/NvdnSF/rrDMQmtw28bnZgAEDanQjiIiIICAggIqKCmJiYhocw2azkZmZSdeuXVHJ+mEtKjU1lb179wKwc+dOJk6c6OaI2q8LNkFgdtgps1nxUGuwCwcOIbBXVv23V37pVCpE5X0vjY5gvQdBOgP+WgOBOg+C9M77fX2D6Osb1P73jkmSJElS6/ufoijXAp9Wfn818J0b45E6MR+tnncGT8DisLtt9aWhcluDRzvZ3tBqyrMrb7MaPvb3D6EsE6xnLpgEQW0CAgJYvnw5DocDg6HhVTEvvvgi27Zt44orruC+++5rgwgvHH379mXEiBGUlpZy8cUXuzucdq3T/iYTQmAVDgrMFWSZSsmqKOV4mZHUkkLSyorJMZURavAkUGfAS6PFS+2s+u+j0eGt0RKgMxDj5U/3ysKAOpXswylJkiRJLvgzzlbJKwAFUAFliqLcAQghhK87g5M6H51K7dbPaU/0HU5qSSEJfp18yfJFD0DWRmctgj+yljlvz7ZejBwLaV9AlzG1j1WwD/K2Q7dp4NG5u6DqdDUTVxaLhbfffhuHw8Gdd95ZlTzIysqqdnsh2bZtGytWrGDs2LFcddVVLT6+TqfjkUceafFxO6MOnyC4a9d3nCw/U3nV33FuBQACh3BgcTgw2W2YHXasDgcqRcFbo8XisJPgF8yrA+SWSKkT8egk+xwlSeqwhBANN6KXpA6oxGrm76nb0KrUPNw7GQ+1s+Ccl0bXZi0WbQ4H3+emEWbwavu2jp7hEHdtzcdLM+DneaCoYPhi8IqEmFnOr7rseRGsJVCeA4OeqPl89mYoToWYa0DXhJyi3QwVeeD9h3oJDhtkrnfGGNi0Sv0FBQVs2LCBsWPHEhgYyOnTpzGZTERHR7s8xu7du/n+++8BGDRoECNHjgTg0UcfZevWrYwePbrW15lMJtRqdZsWO3Q4HDgcDjSa1p02fvXVV6Snp/PZZ5+1SoJAcl2HTxBc360fvxXn/2Gvvwa9WoO2gSX/UZ7yM4zUyfz3v+6OQJKkC5yiKJcAe4QQZYqi3AAMAl4VQpx0c2hSJ1Jht7Ly5CG6eHgzIfzc3m6Lw45GUaFqhXpPO4057Ck6DcC+ojyGBnVp8XM0ZF3OMd49vhcFhXeTJhBm8GrzGGooywS7qfJ+lnPy3RC/OMj/FfxqKSppKYG9L+NsggL0ub3xMf3yEJScgF43Q8zMc4+f+Ap+/wBUGhj5HhgCa3+95QxYisC7+qTfarUyZcoUjh8/TkJCAh9//DH33HMPVquVZ599tkYNgrr07t2bqKgo7HY78fHxVY9HR0fXmWg4cuQIjz32GF5eXrz++uv4+bne6aOpiouLmTt3LmVlZbz44ov06NGj1c41depUjEYjY8eObbVzSK7p8AmCEcFRjAiW1VQlSZIkqZ34B9BfUZT+wIPAcpzbDUa5NSqpU1mbdYwvM38HIME3mChPXw6eyefJA5sJ1nuwpP9YPDW1X2UVQmBy2KpWALhqUEA48b7BaBQVCX7BzX4PTXG2I4KnRlNV+6BNGA/CwX9A0EDoc2v150KHOifiigpCarRUr92gp8BSXPsEXeMBPt2gJL32BEJDhOO8egmZ1Z/T+ztv1R6grqNmha0CUu4Fs9G5rSLy3ITVbrdjMjmTIWazmbKyMiwWCwBFRUUuhxgQEMA//vGPqtetW7eO5ORkgoPr/rk6evQoZrMZs9lMdnZ2myQITp06RV5eHuAs8teaCYLhw4czfPjwVhtfcl2HTxBIknSe5yoLhz/5pHvjkCTpQmYTQghFUa4E3hBCvKcoym3uDkpqOiEE2wqzCDd4092r9SclrujlE4hGURGs96iaNB88k4/FYSezvITPTh0mwuDNFeE1JzTPHExhlzGHO2MHMjki1uVz+mn1vJR4GWa7jZPlZ4jzDmhSZ6rMipIm17caERxF1MBx+Gp1+FW2VGwTGd86r8iXnICeN1SfXCtK9av0tb7+Oyj4FXr+n3OFgUpd99V7lQaGL3FO1HUurvZ12ODox4AK4q6Dwc9A4X6Inlz9uMixzlUB+iDQetc+lt3sXEEAzm0K5zEYDKxYsYJvvvmG2bNnEx0dzcKFCykpKWHo0KGsXr2auLg4l1cSACxatIg9e/bw/fffs2TJkjqPGzt2LLm5ufj5+dGnTx+Xx2+O+Ph4rrvuOkpKSurc9tDWsrOzOXbsGMOGDWv1bQ8Xqgv2T/XUKRvPPmt0dxiS1KIeXPstAIsy7nRzJB2fzSYwmQTvvBOCj4/sUCJJjVCiKMpjwA3ASEVRVEDbbZiVWtza7GMsO74HnUrNP4dMarOJ6S8FmXxw4gCjQ6P5U9e+VY+b7Da6e/nx8dCp6FRqNJXt4CaGx1BgNlFsNbH6VCrgbJk4MCCs2ri7jbkcKTWy7NgeJoT3aHQXqqcPpnCgOI9JEbHcFTuwUa/9OP03VmUcIt43mJea2AbRLUmarhOgJM25gqCuK+91cdjgtzcBASodJM5r+DUqjevJAYDT2+D4aud9/17OVQ2B/Wo/1q9n/WPp/WHw01CaDl1rtsJLSEggIeFc/YIhQ4YA8MEHH/D555+j0WhYsWIFW7ZsYdmyZYwdO5Z77rmnztN5e3tXu62LTqfj5ptvrj/2FqYoCrNnz27Tc9bHZrPx4IMPUlJSwsyZM9v8z+NCccEmCLKzbaSkmAgOlt0JpM6jvNy5Xy811ermSDq2igoHmZl2kpL0eHi0/D5WSerk/gRcB9wmhMhRFCUaeNnNMUnNoK68St4a+/rr8032MTIrSvgy83euieqDoiiUWM3c++sPFFvNPNNvBP39z1XA99LouCN2AMdLi/ilMBsFCNbXLN47MqQrx8uKKLdbSS0pJN63cdsF8szlAORX3jZGRkWJ87b8TKNf61YB8XDJ0qa9VqVxtjrM3916LQ99Y0Dr49zm4NMCy+CDBzi/GiEiIgKAwMBAdDodW7duxWq1sm7dOm644YY6twTMnTuXiRMn0qtXE7ZTdDBWq5WdO3fSu3dvAgPrWEFSafv27QQGBhIXF1f1mKIoqCoTgmdvpZZ3wSYIAHx9Vfj6yh8uqfPQVOa75M9101mtgtJSeOIJf264wQeNRiYIJKkxhBA5wOLzvj8JfOS+iKTmmhQRS5jBizC9Z5sua7+yS0+KrRZUClyZ8gUzonoxOiSaQksFACfKiqslCM6K8fbn3cETUJRze/bPNzu6L7+XFOKn1dOjCVfjF8Zfwo7CbMaEdmv0a/8S05+uHj4kBbZxBwJ3G/QECOHcjuAqWwWo9c5Jf0M8I2D0R86tARrPpsfZDOPHjychIQF/f390Oh033HADx44dIy0tjTlz5vDuu+/W2vJQp9ORmJjohogb5nA4yMzMpKysjH379jF+/Phm1T545513+O6774iMjOTtt9+u87j169fz6quvotFoeOeddwgNdf47V6vVLF68mLS0NJKSXKx3ITXaBZ0gkCRJOp/VKjh92s699/py662yVbskSdJZg9u6pR6QFBhBUmAEc379AYFge2E2N3e/iPt7JpFnLmdiREydrw2qZeXAWZEePixLmtDkuKI9fYn2bNr/EYE6D67vVsfS90ZYdnwPqSWF3Bs3iB5e/s0er000JjmQs8XZycCnBwxb5KxZcL6CfWAuhIhR58YtSoWdT4DGG0a8Abq234oRGXmug0OvXr0YP348n332GaWlpdjt9jaPp7mWLl3KDz/8wKlTp4iKiiI9PZ2HH364yeM5HA6ABv8szq4OUBSlRp2P0NDQqoSB1DpkgkCSOpESXYC7Q+iwLBZBZqaN227zkckBSZKkduQvMf35JvtYVTvDy8O6uzcgNyu0VLAm8wg24eD73BP8JaZxS+EbZCmGo6uce/Ujx7Ts2K4yHnR2IzhzHGzl1esRlJ6CHU8AAhxWiBpX+Xi6s96BpQjKcyBvp7MgYUM1B1rRtddeS0hICLGxsXh41J20aozMzEzCwsKaXKAvJSWFlJQUZs2aVaMrgd1uZ9++fcTExODn58epU6eqPR8e3rxE4R133MGAAQOqtXaszejRowkICCAgIICQkJBmnVNqPJkgkKRO5IWk99wdQodkszlXDtxxhy933CGTA5LUXIqieADRQohUd8cidXwJfiEk+F2Yk4Riq5lSm4VIj3MT5ACtgXK7jeNlRSBa4aTHP4eTawEFQga33JX4rI1g/A1irwVDUP3HxlwDwg7+fWoWK1TrQaUFh8VZd+CsqHHO5IY+AAr2wpEVzqKIl33QuIKHLUin0zFxYs1Ch3XJz89n0aJF+Pn58eCDD6LVVq/verYQYv/+/Xn++eebFNPrr79OeXk5FRUVPPXUU9Wee//99/nqq6+IiIhg2bJlPPDAA2zcuJHk5GS0Wi3du3dv0jnP0uv1jBw50qVjG9MJQmpZMkEgSdIFrbzcQVGRg+uv9+a++9pH+y5J6sgURZkKvALogB6KogwAnhVCTHNvZJLUsZyxmrlr13eU2qw83ncYw4Kcy9cdCPy0ei7yC6HM3riixCVWMy+nbkelKMzvPRRPjRZOrnNecY+bDRoP56RcUTmvvmu8WubN2Cpg32JAQOFvUJEL0ROhz+21H6/3h/i7an/OIwRGvAnWUvA7V8AOldb5HgDS1zpv1XpnkcQOYuvWrRw4cACbzUZgYCDTp0+vtpw+IyOj2m1TJCcns2nTpqruC+czmUzVbiMjI7n++uubfC6pY+o4/2IkSWrQjYf+CsBHfRe4OZKOQQhBcbGDxx/3Z8aMFvoQJEnS00AysBFACLFHUZQWKCsuSReWMpuVUpsVgSDXdK5jglpR8Xjf4ewtOs1Vkc7K90IIDpcUEOnhg289hSR3F+Xya1EuAHuLTzNc74CD/3A+qfOFmKsh/GIIXgkqfc29/02lNjjbDxb9DtYzzqv/WZvqThA0xLOBpe7dpjjrF3iGOZMeHcSwYcPYtGkTe/bs4auvvmLv3r28+eabVc/fddddxMTEkJzc9G4QDz74IHPnzq21C8Dtt99Onz59GtwCIHVuMkEgSZ1IH+Mud4fQYdhsgrw8O/366Zg82bNGERxJkprMKoQo/sO/qdZYCC1JLrELB5+cPAjAddHxqF2pit8ORHh4s6DvcHLNZUwKj6323JDACIYERlR9/++MQ3x88iChek+WJ02s+j/NaDFhtJiI8XYWMhzoH0Y/32DUioqL/EJAWMEjDMwF4Hdem72W7gSgKDD0ZbCboeQ4HF/d+vUNAptfDLKthYaGsmjRIpYsWcKGDRvw8qp+8SI4OLhFrujX1SLQYDBw+eWXN3t8qWOTCQJJki44ZrOgoMDO7Nne3HuvLwZDx/iwKEkdxG+KolwHqBVF6QnMAba6OSapHTDZbTy+fxN55gqe6TeiatLa2rYVZPFpxmHswoHdIZgR1YtCi4nuTWhx2NaGBnVx6bgzNgsApTYrdiHQKAplNgv37P4fJTYLD/RMYmxYd3y1el5MvOy8V+rg0redV/Rbuz2gooDGAAHxMHhh656rAzhw4ABr165lwoQJNfbb33fffYwZM4aePVu3wOK6devYu3cvN954Y7UODNKFTSYIJEm6oDgc5woS3nWXLEgoSa3gPmABYAY+Ab4DmlZNS+pUTlWUcKTUCMCeotw2SxD08PLHR6NjT9FpPj75G/88sQ8/rZ5ru/ZtdsvBr7OOUmip4NqufdGrW+djtclu4/Uju1AUuC9uMAa1hu2FWVgdDi4JjgLgxm4JRHn40McnCE3l1WGzw0653QaA0Wqq+wQqjfv36dvKwVrmrC9wgVi2bBlpaWmkp6fzj3/8o9pzGo2G/v37t+r5zWYzb7/9NkIIPD09uf/++xs9Rm5uLo8//jh6vZ4XXngBP7/2n3STGiYvm0mS1Ok5HAKTSVBUZOfECRtjxhi45RZvd4clSZ2Ooihq4BshxAIhxJDKryeEEPXMTqTOTghBoaWCGE8/ruzSk26efgzwD2ux8VNLCigwV9T5fISHNx8mT2Z0aDQGtQajxfnjmGMqa9Z5j5UaWXZ8D6tPpfK/3BMAZFWU8NbR3ew25jRqrENn8nnp8C/8asyt8dxOYw6b8zP4KS+DXcYcDp7J57mDW3nx8C/sKMwGwKDWMCkitlrSJVDnwXMJl3J37ECmd+lVY9yzsitK2ZR3Eouj/t70jWa3wIn/QP7u+o+zlcOWu2HTbZBz4Sw2Gjp0KIqiMGzYMLecX6/Xk5SUhE6na3JNgwMHDnD69GkyMjI4cuQIAMeOHeO9995rViFFyb3kCgJJ6kTyPSIaPugCUl7uoLjYgaJASIianj11DB9uYNo0L7mtQJJagRDCriiKQ1EUPyFEsbvjkdqHpUd38X3uCSZFxKJXqUkvL+aZgyksHzyBlIJMYr396erZtBVd3+Uc542ju/HR6Hg3aQJeGl2tx2lVap7uN4LdxhxC9Z4cKTUyPjymye+pwFzBfzKPYBMCT7WGuMqJ+T/T9rOtMIuf8jNYNexKl8d79/hejpQaOVZaxLKkCdWe6+cbTA8vf5TK+0VWM2pFhUMIvDXa2gesdJFfiLPWwHk2nj6JXTgYG9YdIQSP7N+I0WJickQsd8YOZF/RadLLzzA+vAe65hQpTPsCjn7s7Igw6n0wBNZ+nLUMTIWAgLJTTT9fB3P99ddz3XXXubUG0sKFzdvqcckll7B//35KS0v54IMP+PHHHzl+/DinTp3i8OHDvPzyyy0UqdSWZIJAkjqRxQPfbPigC0R5uQOj0cFf/xrAuHGeaDSyCKEktZFSYL+iKN8DVZdohRBz3BeS5E5ntxUcKSkk3jcYcBYO/PjkQT7PTMVLo2VF8hS0TZiMllTuva+w27CJ+mthhug9q5ICAwNqVsE/dCafV1K309sniId7J9c7cVuZcZCNeSdRo/Du4AkE6p2V8uN9g9hWmFX1Pl2VHBjBkVIjQwJrxhWgM/D6wHOF4/x1Bt4cNA6bw0G3RtZR2Fd0mkW/bwfAW6MjOTACdeX71Cgqiq1mnvptCzbhoMxm4droZlSz96xcJaLzr7+TgEcIxFwDWRsgKLHp52uA3W7nm2++ISAggEsvvbTVztMYDSUHioqKOHDgAElJSRgMhiado7y8nNdeew2VSsX999/f5HFqYzAYeOCBB1ixYgXbtm0jPT2dgQMHcurUKWJjYxseQGqXZIJAkqROx2RykJdn5957fZk4UbYvlKQ29kXllyQBcH/PJDacTmdcWHe6evjSxzeIOG9/Npw+CYBWUaPQtCTu9C698NPqifLwwa+e9n6u+CnvFKfN5Zw2l/OXmP746+qeSPXzDeZ/OSfo4xtIwHnHzYjqzbiw7njXsZKhLtdGxzOrax+XOyxEevg0avyz/HUGtCo1QggCdQYUReGVxDEcKzMyOCAcq8OBh1pDic1CkL6Z7QG7jFhcq0MAACAASURBVAbfnqDzq54gOPYpFP8Off58LomQvRFMeZD6Pgx9qcmnLCws5IcffiApKYmYmOorRH744QfeffddAKKioujRo312XzWZTGzbto3c3Fx+/PFHTp06xYgRI3jkkUeaNN7OnTvZutW5dWPkyJEMHz68zmPLy8t59NFHKSoq4rnnnqNbt24unWPMmDHs3buXrl27ct9991FQUEBwcOOSZFL7IRMEktSJ3P7bkwAs7/ecmyNpe0IICgocmM0CPz8V997rx003Ne0DlCRJTSeE+NDdMUjtS5x3AHHeAVXfj6gsrDe7a1/6+AQS7elbVVivsTQqFePCWmaiNykihvTyYnp5B9SbHAAYHdqNYUFdMKg0Na4C+zQxUfHH5MDrR3ayOf8Ud8cOZHSoaxO1hkR7+vLO4PE4hCDM4EygB+k9qpIB3+edwGgxEeft3zJ/rt5R1b83FcKRFc77HmHQ98/O+4EJkJkLAQnNOt2SJUv4/PPPCQgIYMuWLdX+bsLCwlCpVHh4eODr236LFD/00EP85z//ISwsDIPBQGBgHVszGlBRUcFXX31FUFAQsbGxqFQq+vWrXpTzzJkzbNu2jcTERMLCwjh58iRpaWkA7N271+UEQWRkJK+88krV9yEhF06xyc5IJggkqROJKf7N3SG4hcXi7EzQt6+WP/3Ji8su88TPT9YYkCR3UBQlDaix1lsI0fQN31KndLTUSLHVXO0KfGt4L20vKfmZ3BEzoNa2gUIIjpUV4a/VU2gx8V3uCUaFRtPDq/4uCx7q+vf/N9fGvAysDjsp+ZlVCQKbw8G7aXuxOOzcETMAg4udE06UFXPGaibRP5QQfd3tDPcX56FRqThVUYoQouX3x+v9wTMSyrMhdOi5xy96wLmiQNu8VX9FRUUUFBRgsVg4fPgwffv2rXpuwIABvPvuu+j1epeq7dvtdn766Se6du1KXFxcs+JylRCC3Nxc9Ho9ZrOZ2267jcTERJKSkho91urVq/n0009RFIWPPvoIf/+aP89PPvkkn3/+Ob6+vnz11Vf07t2b6dOnU1RUxJgxY1riLUkdkEwQSJLUoQkhyM+3M2eOLzfc4INWK2sNSJKbnf9J1gDMApp2CUzqtIqtZh7Zvwmrw47RYmJGVO9WO9farGPYhIPvc0/UmiB4L20fX2UdIVjvQX5lN4QDxfnVEgRCCCrsNjwbKArYGFaHnS8yfydI58HlYd1rPH9X7AB+Lsji2uhzk9y9xadZl30MgATfYMbW8ro/yq4oZe6e9diEg0f6DKtawVGbG7sl4KHWMMg/rHWK52X9COWZoNKC1x/+LpqZHADn1fesrCzCw8OJjo6u8XxoaKjLY33xxRd89NFH6HQ6PvjgA3x8Wn9VoqIoPPfcc+zatYvExEQSEhKa/PcQHR2NoigEBQWxePFicnNzefTRR6ttrSgvL8dqtWK32zlx4gQ9e/bktttua6m3I3VQMkEgSVKHlp/vIDpaw803+7i1ErAkSU5CiII/PPSqoii7gOaVy5Y6FbWioFOpsDrseLh4FbypbuyeQEr+Ka6K7Fnr8/kWZ1LAIQTXdO2D0WJikF8Yn2UcJlBnYGxYd/566Ge2FWZxW49EpkfW3TKwMf6Xe4J/pTtX/sV6+9dYsTAurEeNZf4hek+0KhU+Gh39/Fzb4y0QOCoX9diFo95jwwxe3Bs32NW30HhV5xfQQFHJpujWrRuff/55i4zl4eHcdqHT6VA1cQtMU/Tp04c+ffo0eNy2bds4dOgQV155JW+++SZpaWk88sgj9Orl/PkcNWoUffv2pbi4mHnz5gGwdevWagmCxYsX07NnT0JDQxk9enTrvCGpw5EJAkmSOqT8fDsOB/j6qli6NFgmBySpnVAUZdB536pwriiQnzekarw1Ol4fcDl55nL6+bXufuWrIntxVT2T+rtiB9LTO4DBAeF09/Lj0X0bmfHzl4Ag1OBFDy9/DpzJA5wrC+pLEOSby/nk5EH6uXB1v6uHDxpFhZdGS6DOtYKALx3+BavDweCAcMIN3i69pouHDy8njqbYamZIoJvbIUeNcxYtNAQ5uxe0Y1OmTKF79+6Ehobi5dW41Q1btmzhP//5D9OmTWPkyJEtHlt5eTl/+9vfcDgc5Ofns23bNgBSUlKqEgTgXDEREhLC5MmTyczMZNy4cdXG8fHxYf78+S0en9Sxyf+wJakTyfTu/Ft8LRZBcbEDlQpWrQqle/eaBaIkSXKrRefdtwFpwDVuikVqx0INXoQa3N9pxk+rZ2blFge7cJBaUohBraHAUoGvVk+gzsBDvZJJyc8kWO/BLmMOg2tpkwjw74zDfJ97gh9y0xkeFFnvloRE/1DeHzIJnUrt8tYFq8N5Bd7WwEqAP+rl0452+YQmuzsClyUkNK1o4qpVq0hPT+eTTz5plQSBXq+na9euVW0FAwMDSUtLY8KECTWOVRSFa6+9lsWLF/Phhx/ywAMPoNW2bv0MqWOTCQJJ6kTeTHyl4YM6GCEENhtUVAjKyhx4e6sYNcrA7Nne9Ogh/4OTpHboNiHE8fMfUBSlffYTkzq8CruVRak7sAkHD/VObnR7wT9SKyoe7TOMPUWnGRvajQgPL7w0OpICIzhtLucfx35FQeHtwVfQpZZWg/39Q/lfbhq9fQJd2jpxfrcEk93G97kn6OMTSM86JvR/vWgkB4rzGB4U2fQ3KTVKWVkZy5cvx8/Pj5tuusmlixITJ05k1apVaLVaNmzY4FLBv5KSEnbu3MmgQYMaLKKoVqtZsmQJJSUlLnU52Lp1K7/++isA48ePJzExscHXSBcumSCQJKldsdudRQcVRUFRwGYTeHoqdO+u5brrvBg/3lOuGJCk9m01MKiWx1pxY7PUGDaHg29zjhNu8CLJ3UvOm2lfUR7bCrMA2FmYw2WhNQvTNdbQoC61FjM8223BQ62ps4PBiOAokgMj0CqqRv9f9VH6Ab7OOopBreGToVPRqtQ1jgnRe7ZYy8P6bCvI4s1juxkW2IW74/74z/nCsnHjRn744QcAkpOTiY+Pb/A1kydPpqioiFWrVrFkyRISExMJDq5ZM+L8ThF///vf2bNnD/Hx8bz00ksNnkOr1brcAjEpKYmYmBh8fHyqbUGoixCClStXUlhYyC233NLoLRZSxyYTBJLUidyz7yGgY64kcDgE5eWCoiIHl1/uwfjxHkRHa+jSRYO3t2xZKEntnaIofYB+gJ+iKDPOe8oXZzcDqZ34JvsYy9P2oqCwLGm8y3vZ26N+fsEoQFpZMRaHrUXHFkKw5MgO0svOMK/XEIYHRbJ04Dh8NLp6WzPqapnYuyJA6xzTV6NDrbT9/3tCCL7KOoJWpWZ/cR5Gi4lvc9K4K3bgBZ2YT0hIwNfXF19f31o7I9QlLi4Oi8WCWq2uUeTQZrPx6KOPkp6ezkMPPUSvXr2qlv23xvL/0NBQXnvtNZePP3LkCCtXrgSga9euXHnllS0ek9R+yQSBJHUikaXHGz6oHSotdVBc7CAuTsusWV785S++aDQX7ocRSeqgegNTAH9g6nmPlwB/dktEUq1C9M6CeN4aLZ51XAnvKLw1OgxqDd29/NiSn8kV4S1XiyfHVMaPp08CsDHvJDd5XUR3Lz8KLRWY7Tb0dWwhyK4o5XhZEcOCulSb6J8sP8PmvAzGhHYjwqNmUmZW1z4k+ofQxeCNyg0T8pSCTN5L2wfA7T36U2w1MzQwolMmB4xGI4cOHSIpKQmdrua2FCEERqORwMBAQkNDiYiIwGg0YjQa8fZ2LaE2dOhQQkJCMBqNfPDBB1WdBAAKCwtJTU3FarUyd+5cQkNDefzxx5kwYQL9+vVrsffZVJGRkQQGBmI0GttFPFLbkgkCSZLcpqjIjtks8PZWsWRJIKNGebo7JEmSmkgI8RXwlaIow4UQP7s7HqluFwdH8dagK/DR6PDV6t0dTrNdH92PTXknmRHVMu0Hzwo3eDEurDvHiwtJ0vtjt9v52ZjN3w9vI9zgxdKBl9dIEtgcDh7cu4ESm4Vruvbh/7qdK3L398PbSC8vZl9xHi8lXlbrOXv7BNUZj8luI728mJ7egQ0mEDIrSnj6ty34afU82+9Sl4ogdjF4o1OpUSsKyYERXFlHW8jOYMGCBWRkZDB27FgeeOCBGs+/+OKLbN26lVmzZjFkyBBSU1MB2L17N127dnX5PP7+/hQXF9dYoh8aGsrNN9/Mrl272LVrF3a7nby8PCZPnty8N9ZCiouLKS0tRQhBdnZ2VVFE6cLQoRIEt956K2vXriU0NJQDBw64OxxJkppICEFenoOgIBXPPefHsGEGDAa5jUCSOolfFUW5B+d2g6p12EKIW90XkvRHXT193R1Ci7kysmeLT2bNZjOfffYZq956i+3bt/NPT0/Ky8vpNTAR7YRLOJbcj0+CDnJLj5rF3s5ecVeoPomP9PAmvbyYyFpWD7jiqd+2cPBMPpMiYrkrdmC9x+425pJjKiPHVMaJ8mLifWvuf/+jGG9//jlkEirApxMkjuojhADA4ai9G8Tvv/8OOJfa33DDDUyePBmj0cjo0aMbdZ4XXniBtLS0Wq/Cz5w5k5kzZ7J+/XoKCgq44oorGvkumufzzz9n9erVzJo1ixkzZlR7rqSkBIvFgtlsZuHChfj4+PDUU08xeLAsJXMh6FAJgptvvpl7772XG2+80d2hSJLUBEIITCZnm0JvbxWffBKKv3/T9mpKktRurQAOA+OBZ4HrgUNujUjq0PYWnabEZmFEcFSbnG/79u3MmDGDfv36MX/+fKZMmYJGo8Fms7F27VoWL32dPctW8c/nH2TMdd3o5nWu4rxGpWJx/zGcKCtmyB8KQD7ceyjZplIia+l+4IpCSwUABeaKBo+9LKQrB4rz8NPq6d2IFod+rZkYMBdB4T4ISQJN268Y3Lx5MykpKVxzzTU8//zzHDx4kOTk2lsuzp8/n82bNzN58mRUKhV33nlnk87p4+NDQkICW7duJTo6utYaBmPHjq13jMLCQl555RV8fHx48MEHa90S0RTr16+ntLSU9evX10gQ9O7dm8cff5y0tDRWrlyJEILCwsIWOa+7HT16lIULFxISEsJLL72EwSBL5PxRh0oQjBw5khMnTrg7DElqt477te99Yvn5dry8VIwcaWDKFE+ZHJCkzilOCDFLUZQrhRAfKoryCbDZ3UFJHdOJsmKePLAZgcDReygjQ6ovczZaTGzKO8mQwIgaE+8jJc4JTV0tA2uzY8cOJk+ezHvvvce0adOqPafRaJg+fTrTp09nzZo1/N8tN3PyolF0Gza82nFhBi/CDDWrvmtUqmat3FgYfwk7jTmMDmm4UJ6PVs9jfYc3eNz5HEJwoDiPHl5+rbOCYPezUHwEQofBoAUtNqzJZOKZZ57BaDTy5JNPEhlZewvI119/HZPJhMViYeHChVx66aV1jtm3b1/69u3bIvGtXr2aFStWYDAY+PDDD/H0bFxyZOvWrezfvx+AqVOnkpCQUO/xNpsNjabhKd6NN97I119/XePn/Kzhw4czfPhwevbsSVFREZdffnmj4m6u8zs8tKQ9e/ZQUlJCSUkJWVlZxMS0XN2SzqJDJQgkSarf8n7PuTuEOlkszl/0K1eGERoqEwOS1IlZK2+LFEVJAHKAUDfGI3VgepUajUqF1WHHs5aigK8f2clOYw7rso/zcO9kenj5o1GpOHQmn0f2bQLg5f6X1bu3/yyz2cxVV11VLTlgNBpZu3Ythw4fIioyitmzZxMQEMC0adNY8f4HzL56FseOHUOvb70r78dKjQTrPenq6duqW0PeP7GP/2QeIdLDh7cHj6/xvNVh56+HfibXVMbjfYc3PpazBRtbuENDenp61dbjHTt21JkgGD58OJs2bapz1UBrUavVVbd/7GbgiqFDh/Ljjz/i6+tLz571b6XZunUrf//73+nVqxcvvfRSvRPsYcOGMWzYsAbPP2TIkEbH3FybN29m8eLF9OnTh/79+xMfH09iYs3tPE1xxRVXkJ6eTmhoqEwO1EEmCCRJalVFRQ7MZoHJ5GDmTC+ZHJCkzm+ZoigBwJPAGsAbWOjekKT2Yl32Mb7LSWN2dF+GBdU+kTtfhIc3SwdeTrnNWutKgECdsyPD0VIj8/ZuYHhQJI/3HY7V4UDg3Gduq2Of+R999tlnxMfHV7ui2n9QfzJOZFR9/9gTj5F6MJXw8HCmTZvG0qVLWb16Nddff71L52isb3OO8+bR3fhrDbybNAFDHZ0TWkKZzVrt9o8yykvYZcwB4OeCzMYnCAYthMIDEDyoWXH+UVxcHOPHj6ewsJBRo0bVedy8efOYO3dum3dlmDFjBt27dycyMrJJy9lDQkJYtGiRS8fu3bsXu93O4cOHKS8vr1Ec0VUZGRnYbDZ69OjRpNc3165du7DZbHzzzTfs27cPvV7PqlWrWmR7ha+vLw8++GALRNl5yQSBJHUi8369B4DFA990cyRgtQry8uxERGi4914fevfW0bWr/JUjSZ2dEGJ55d1NgLw8I1Xz74zDFFoq+CLzd5cSBEC9e/bvjhvIFeHdeefYHo6UGsk3lwOQ6B/K3F5D+PH0SUwOu0vneeutt5g/f361xwYnDWbM6DHMmjmLl5e8zKb1m1i5ciVz5851nv/uu7n/2YWMvGpqq1zdN1pMAJTaLFgcdgxqDeU2K0uO7EBBYV6vIS2WNPhzTH96+QSSUEdBw+5efowP70GuqYwxod0afwKdL4Rf3Mwoa1Kr1dx7770uHeuOlo2KorRZcb9Zs2ZhNpvp169fk5MDaWlpPPDAAwghePHFF4mPj2+x+JYtW8a3337LrbfeypQpU+o87k9/+hNWq5WKigp27NhBeHg4Wm3HbsnakchP65LUiQRXZLs7BMC5byw/387EiZ488IAfwcFy1YAkXSgURQkD/gZ0EUJMVBQlHhguhHjPzaFJ7cCVXeL4NieNKRFxLTKeWlHR2yeIR/sMY3P+KS4+L+mwszCHPUW5HDyTz+rh0+udHNrtdrZv315j0vLlZ19W3f/k009qvG7q1KlcPWsWuwqy600QFFoqOFZaxED/MDSNWGZ+dVRvfLV6unn6VrWk3GnM4ZeCLAB2G7tycR3FG4utZrw1WtQuLun3UGuZEF53Tk+lKNwbd2FXsd+2bRubN29m5syZ9V5ddzgc9W4nMJlMnDp1itjY2GYlLYxGI2+88QbBwcHceeedBAcH19q2sTFMJlNVd4fy8vI6jztw4ADvvPMOycnJ/N///Z9LY2/evBmr1UpKSkq9CYKIiAgefvhhADIzMwkKCnJLcudC1aH6is2ePZvhw4eTmppKVFQU770nP2tIUntSWuogN9dGTo6dAQP0PPNMgEwOSNKF5wPgO6BL5fe/A836xKooysuKohxWFGWfoihfKori38wYJTeZEdWbZUkTahQbbK5Qgxczo3oTcV4LwbPV+3v7BDY4uSgtLcXT07PO4m7vLn+XTz76BK1Oyw033FD1uEajwWAwkOQRUO/4D+/9kWcPpvDBif01njtjNbMl/xTltSzt16rUTI6IJcEvpOqx/v6h9PQOoLdPYLXHz/dtznFu2PY1j+zbWG9cUuO89tprbNq0iQ8++KDOY1JTU7n22mu5++67qaiovePEo48+yty5c/noo4+aFc+GDRvYvn0769at4+jRo80a66y+ffvy1FNPsWDBApKSkuo87ptvvuHEiRN8+umn2O2urdK54447SE5OblRHuqZuzZCarkOtIFi5cqW7Q5Ak6Q+EEJSVCUpKHAgBTz0VwOjRHvj4dKj8oyRJLSdYCPGpoiiPAQghbIqiuPbpsW7fA49VjvUS8BjwSHMDlTq3KyN7clloND6ahvctry08SVl5ea0V4D/66CP+8ue/ALBp4yZCQs5Nym02G2aTiYiA+osgWoWj2u35nj+0lUNnChga2IUn4htegu+n1bN4QP2t8VIrOzgcKy3C5nA0atUCgNluw+Kwt043gxaQlZXFhx9+SP/+/Zk0aVKbnTcpKYkff/yRQYPqrqNw4MABKioqyMjIIDs7u9ZCeHl5edVum2rIkCGsWbOGiIiIWlsoNlV9iYGzJk6cyMmTJxkyZEhVIcaGjBgxghEjRjQ3PKmVdagEgSRJ7YPJJCgrc2AyCVQqiI7WcM01Xowd60GvXi3Tn1eSpA6rTFGUIHBWiFMUZRhQ3JwBhRD/O+/bX4CrmzOe1P6cNpWx8Lct6FVqnk+4tMUmpn4ujpNjqSC8X2/Wrl3L9OnTqx5fuWolN910EwBPP/00JpOJvLy8qiTB119/TXJycq0TpA9P7OdoqZG7Ygfy0kWXkVpSyMXBNesuCFF5W1lUsSX8X7d+eKo1JPqFNjo5UGw1M+fXHzhjNfNcwqV1rlJwp9WrV7N161a2bt3KmDFj2uwK87x585gzZ06tK01yc3PZs2cPI0aMICsrq94q+c899xy//vor48aNa3QMNpuNsrIyvL29+e6776pa9bVmJ43aJCYm8uab7q95JbU8mSCQpE7kcEDr7w3Mz7dhMKi49FIDffpoufhiA717y6SAJElV5uHsXhCrKEoKEELLTuhvBf7dguNJrSTPXM6C/T+hVhReuGgU/rq6J3H7ivPIrCgB4HBJIf39Q9Gp2m6L2u0x/Tl+y4288eab1RIE8xecK1r49NNPA3D/vPt5ddGrACxa+hqz/3xrjfHyzeWsPpUKwLrs49we07/a9ofzPRl/MfuK8xjkH9ZSb4dAnQd/jhnQpNcWmCsotDiXxp8oK26XCYLk5GQ2bdpEYmJim0+M69qGsnDhQrKyshgxYgSPPFL/AqeYmJg6kweZmZnodLpqK1XMZjOfffYZb731Ftu3b8fT05Py8nL8/f2xWq11FvA7fvw4DoeDuLiWqfnRUezYsQODwcBFF13k7lA6JJkgkKRO5KO+C1psLItFUFhox24HtRpUKgWVCoRQePvtYJkUkCSpGkVRooUQJ4UQuxVFGQX0BhQgVQhRe9+06q//AQiv5akFQoivKo9ZANiAj+sZ5y/AX4AWXXIrNd7BM/lkm0oB55L3oUFd6jx2eFAXdhmjUCsqlh3fS4GlgqfjLyHRP7RNYvXT6ll81wPEvrKUNWvWVLU6fPLRJ0n9PbXasTOmzwBgzZo1HDp0mFuvrdniMFDnwfCgSI6UFjKijiKCZ/lq9Q0e05ZivP25O3YghRYTV4S7p81dQ4YNG8bnn3/u7jCq8fBwttz09PRs8hj79u3jiSeeQKvV8sYbbxAREcH27duZMWMG/fr1Y/78+UyZMgWNRoPNZmPt2rW8/PLL7Ny5kx07djBkyJCqsY4cOVLVzq+luxG44tixY+zfv59x48Y1uaOCq/bv388LL7xAbGwsEydO5IUXXkBRFJYsWUJsbGyrnrszkgkCSZKqEUJgtUJmpo2kJD1XXOGsJ+DtrcLbWyE8XCPbFUqSVJv/AGc35v5bCDGzMS8WQlxe3/OKotwMTAHGCiHqXIsthFgGLANISkpquTXbUqMNDezC2NBuqBUVgwLqvzrupdHxSJ9hZFaUcOeu7wA4VFLQZgkCAL1ez5dffsmkSZN47733mDZtWlXtgT9as2YNt952K9+u+y9elRPD86kUhcf7Dm/tkFvNxIjmTaqOlBQSpPcgUFfzz6YxTp48SXZ2NsnJye2+iv3zzz/P0aNHSUhIaPIYRqMRIQQWi4XS0lJ27NjB5MmTq34ez6fRaJg+fTrTp09nzZo1TJo0iXXr1lUlCaxWK2d/VVoslqa/sSYQQrBgwQLKyspIT0/n/vvvb9Xzbd++nZKSEvbs2cOYMWMAZ3tJV1sjlpSUkJKSwqBBgwgNbbvfOe2V/JQvSZ3IYztvA+CFpPo7fDgcgvx8Z6EkRXF+CeH8stkE/v4qLrvMgwUL/ImIkL8mJElyyfmf3uvuldaUgRVlAjAfGCWEqLvvltSuGNQaHug1pOEDzxPp4cNfYgaQVVHKlGZOUmtjtttYcOAnckxlPN1vBHHe1bsPDBkyhHXr1jH9qqt45bVXmXvvfUydOrXqiu3XX3/NoqWvs//gb1yz9IVqV2wbcrTUyD/T9pEUEM6MqN6Nittkt7H49x2YHTYe6pXcbosHAnyfm8brR3bho9HxbtIEvFwoElmbM2fOMG/ePMxmM7fffjtXXnllk2NKTU1l69atTJgwgYiIiCaPUx9vb28GDGjato6zRo4cidVqxdvbm+joaEaPHl0jOXDo0CFWrlpFWGgoN998M15eXkybNo333nuPq666imPHjqHX64mPj+e5557Dbrc3O67GUhSFwMBAysrKCAqqv4BnS5g6dSo5OTnExcUxevRounTpgl6vd3kV2auvvsr27duJjo6WdRWQCQJJ6lR8LEaXjsvMtDFsmIGZM73w9VXh5eVcHXB2lYDBIDsQSJLUaKKO+y3hDUAPfF95FfEXIcSdLXwOqZ2Y2sW1/dKlNgt/PfQzduFgQd+LXSpImG0qq6rwv9uYUyNBAM4kwcPfrebDf6/kjqce5+pZszAYDJhNJpKTk+k1cxJhT93NtX0al/z4MvN39hfn8XXWUVZlHOLeuMEut3s8UJzHzwWZAGwvzGZsWPdGnbstFVvNAFTYbVgdNbs2uEpRlKpVA6pGFlo8n9ls5sUXXyQ/P5+0tDSeffbZJo/V2hRF4fLLnYup/vWvfxEfH18tObB+/fqq5wFe+PsijqYexGAwMG3aNJYuXcrq1au5/nrntpe2Tgyc7+WXXyYrK6tN6h+EhoayYMECLBYLNpuN3r0bl4A7uwWitbdCdBQyQSBJFxAhBLm5dkJC1DzzTABhYfJXgCRJLaa/oihncK4k8Ki8T+X3Qgjh29SBhRAXVoUtySX7i/M4UOxsE7enKJdRIQ1fLezm6cvVUb3JMZUxPrzuhS6DQyP5cfxIrrj6Kh7vlQxm51VdV9u51eaykGj2F+dxsvwMMKTUXwAAIABJREFUFXYbP+VluJwg6OsbRKJfKGaHjYENbNdwt+ldeuGj0dHV07fewpQN8fHxYcmSJeTk5DB4cNOKMO/YsYO//e1vZGdnExQURI8e7bOmQm3eeust5s+fX+2xx59yJjeWLFnCF199zeaNG1i9ejU33HADAHfffTcvv/xyVYLAnby8vIiLiyMlJYWIiIhWrwVw4sQJ5s+fj4eHB0uWLCEwMNDl186ZM4exY8fSs2fPVoyw45CzA0m6AAghMBodVFQIYmI0LF0aLJMDkiS1KCFE25WclyRggH8oyYER2IVgcEBt9S1rUhSFm7pXr2y++tRhdhlzua1HYtWKgktDujI0qAtaReW8it0CXfSGBEbwUfIUvs05zs8Fmfypax+XX+ul0fHXi0Y2P4gmsAsHG06nE2HwdqmjgUalIt43mPWn0/FQa+jh5d/kc0dFRREV1fQCjr/99hs2m43g4GAWLVrU6CvL7mK329m+fTtTpkyp9vj2lJ8AuO+++wgNDWXzxg1s+XlbVYJg6tSpzJo1C7vd3qxkVktZs2YNy5cvR6vV8v777+Pn59dq5zpy5AgVFRVUVFRw6tSpRiUINBoN/fv3b7XYOho5Q5CkTq6iwoHR6CA+XsesWV5ccomBoCD3/6chSZIkSQAvHf6FPUWnmddrCEMCXd8f7qHW8mT8Jc06t83h4MMTBwD4T+bvPNR7aNVzrdVmcUJ4DBPqWb3Q3qzNOsbytL2oFRXLkyYQrG+4Sv9rR3aSWlLIzsIc3hg0rg2irN1VV11FRUUFMTExHSY5AFBaWoqnp2e1lopms3Prhn9wKGq1umpvf87pvKpjNBoNHh4elJaWtupk3FU6nbP+hEajadY2EVeMGjWKjIwMvLy8ZHvDZpIJAknqRPYGj6i6b7UK8vPt+PioePRRf2bM8EKtbt8VgCVJkqQLi9luY0v+KQBS8k81KkHQEjQqFePCurPLmMvo0G5teu6OwlfrnOQZ1Gr0LiRNvs9NY0dhDlZhZ1RIVywOO//NPk4PL7827UoB4Ofnx1133dWm52wJ3t7elJeXY7PZqpIEer2zxkZR/mnsdjsFBQUAhIeeW9Vhs9moqKjA29u77YOuxcSJE4mMjCQkJAQfH59WPZdOp+PWW29t1XNcKGSCQJI6CYdDsKL7XCwWgbnAjtHo4LbbfLjnHl88PGTRQUmSJKn90as13N6jP5vzM9AoCpkVJUR6tMxEYkdhNm8d201yYBfuih1Y53Fzeia1yPnqkl1RyjMHU/DWaHmm34gmV/V3VZnN0qLnGB3ajSgPHwJ0Bpe6J3yWkYqPRku4IYB5vZJZefIgqzIOoVFUfJg8Gd923IHBHWw2G2+88QZlZWXMmTMHHx8fdu/eTXh4OGvXrmX69OlVxyZfMpLtKT/x+uuv8+WatQCMGH5u1cvXX39NcnJyk7YXZGZmUlxcTHx8fPPf1HkSExNbdDyp9clZgyR1MEIIrFbBmTMOcnJs5OXZyc21c/q0HbtdEB6uZvRoDx591J/77vOTyQFJkiSpXbsysiclVgsfpB/guYNbW2zcDafTyTdX8N/s41X94JtrTdYRHtm3kUNn8us8xmy3sfz4Xj7LOAzAr0W5ZFaUkFpSyLHSIiwOOz8XZFZV+29Jrx/ZybW/rOHDE/tbdNyePoEubS0AmB7Zk0hPH66N7otKUQg1OF/nq9W32raNuggh+PTTT/nXv/6FzWZr9OszMzP56aefmvRaVx04cID169fzyy+/kJKSAsD27dsJCQlh0aJF1Y792zMLAZg3bx6bN24gMroHV199ddXzb731Fvfcc0+jY8jLy2POnDk88sgjbN68mczMTJ5++mlWrVrVjHfWPtjtdkwmk7vD6FDkCgJJaoeEENjtYLOBzea8X17uQKNRsNsFHh4KsbFaBg7UM3WqJ0FBanx8FJRJk6AI+Ot/3f0WJEmSJMll+4vzyCgvwV/b9GqAe4tOE6L3oEvlCoTpkT0ptJgYEhhe1S6vud5P20++pQKjxcSypAm1HrP+dDpfZR0BIMEvmEuDo9hbdBovjZZ432BeP7qTH0+fpLuXH0sHtuz+/APF+dVu3WFSRCyTIs5VrB8X1oNe3oEE6gwY1BpycnLYsmULl156KWFhrduRYffu3axYsQKA6OhoRo4cSUZGBv/9738ZOXIkffo4C0Vu2LCB/fv3c9111xES4lyyb7PZePjh/2fvzuOjKq8Gjv+e2bJM9j0kIUAghAABZAfZRBSouKO4W7FW8G2r4K6t1qV1wYpa11otr7avVtsqtmjFXRFQERcQMbKGsCQh+zIzmZnn/WOSSCSBSZjMzSTn+/nkM9ude09ulrn33Oc55zpqamo444wzWoav79mzh+LiYsaNG9eh36uqqir+/Oc/k5aWxvnnn9/y/KBBgxg8eDD19fWMGuUb6XLWWWdRWVnJww8/zMqVK1taHc6cOZMtW7bwt//7P9JSU7n00ksJD/f9zaxcuZItW7a0Shj4y+12tyRBnE4nr732Ghs2bGDDhg3MmTOnW9Qz6AyHw8E111zD/v37ue222wxt+xhKJEEghMG01jidvmKCDofGYlG43ZqwMEVMjImEBDMJCSaSk82ccYadAQOsxMSotj+UGhqC/w0IIYQQx2hGSl/CD1qIt4Zx/9b1LM4Z1aFh8m/s386j339OuNnC02PmEGsNY3B0IvcWTA9onCPjUnh6x5d4teaz8n2MaaNmQm50AuFmC9EWG30ioom2hnHTkIktr3uaRjN4AjSq4VC/GjSad0p2Mze9exVBzLb/cIK5bNkytm7dyrp161i2bFmXbjcrK4uYmBjcbndLi8PHHnuMTZs28cknn/D000/jcDhYvnw5WmtMJhO/+MUvAF/Hi+ah+larFYC6ujquueYaHA4Hl112GWeccYbfsfz3v//l3XffBWDy5MlkZ/tqXtjt9sP2Q1paGrfccgsnnXQSc+fO5c9//nNLkiAvL487fvvbVsuvXLmShQsXsmrVqpZaBR2Rnp7OPffcQ3l5OZMmTSIlJYU1a9YwePBgYmI63aHWcBUVFezZ46txsmXLFkkQ+EkSBEIEgderqa/XuN3g8fhGBHg8GodD4/VC374WjjsujLFjw8jPtzF4sJWoKJkaIIQQInh21lXx733fMz25r1/t7ALptqHH89/9O3hy20Y+KC1ieGxyhyr9N3q9gO+k23uEE2+X14NXa8LNnTsEvih7GBsrS/Bqjd1ibXOZgVHx/G38PExKYVaHf5b/YuBoxif0YVhsUqdiOJKhsckMDfLPrqOSkpLYunVry5X6rpSSksKzzz6L1rrlxDk3N5dNmzaRm5sL+Ir/DR06lG+++aZVqzuz2cyDDz7Ijh07GD16dMvzzRdoOjptZcSIEfzzn/8kLS2NtDT/2nKOHTuWVatWccYZZ/DHP/6RRYsWMW/ePCwWC263m9dee40HHniAwsJCVq1axdixYzsU06GGDBnScr+goKBl5EUoS09PZ9GiRezZs4d58+YZHU7IUIGak3WoMWPG6M8++yzg6w2kTz918MtfHiQpSdq9ia6ltaa42E12tpWMDDMxMWbi4hRxcSZiY00MGmRj9OgAFeyZPt13+957gVmfECLglFIbtNZdWxVNAKFxPNKd3PjVe2yuLiMlLJI/j50b9O3Xul3c8vUH1HkauXPoFNIj/K/ErrXm44PFpIXbyYmKB6DEUce9W9cTbw3n+rzxVDU6ufqLt2n0eri/YEarq9oADo+b+7aup9bt4sa8CSTYItrcVlF9NR6t6WcPzWHXRnO73ezYsYP+/fu3auMXTOXl5cTHx7cajelyuVra8h1JZ6cY+GPTpk2UlpYyffr0Vut2Op28/PLLPProo3zyySeEh4fjcDhIS0sjJSWFRx99lIkTJx5hza01NDTw5JNPYrfbWbhwYZe3INy+fTuvv/46J5xwQqtEhDBWe8cjMoJAiC6itaauTlNV5WXs2HCWLUskJkZGBQghhOiehsYmsbm6LOijB5pFWWw8NOrETr1XKcXkpMxWz609uJfvasoB2FZbgdProbqpMOCOuqrDEgTf1hzk0/J9AKw/uJc5h8yjP1RWZOgOuQbf8cndW9byTXUZN+RNYESQWw9aLBYGDRoU1G0eqrCwkIcffpi8vDwWL17cciJus9koKyvjtttuw2q1cuedd2I2m1mxYgUpKSmcddZZAGRmZpKZmXmkTfjtxRdfZM+ePWRlZTFkyBBuvfVWvF4vDQ0NzJ37Q5IuLCyMCy64gAsuuIDS0lIuvvhizGYzp5xyCmeeeSYpKT/8DGtrazGZTERGtl9U8oMPPuDtt98GYNy4ca1GTnSFxx57jK1bt/L111/zxBNPdOm2xLGTBIEQbdDaN/Rfaw651a0eNz/n9fqea2z0vW42g8nkKybYt6+FxYtjOOMMOxZLYLPMbTrllK7fhhBCiB7pouxhnJGRi93c9tD5UDM5KYOPDxYTbwtnYFQ8FmXi4uxhuLwejk86/ARvSHQi4xP6UOdpZHxin2Pa9qp92/jrrm9waQ/9ImO5aUj7IxK6QlWjk01VpYyOTyPcbMHl9fBeyW5youJIDotkffleAD4+WBz0BIG/mivPNxfhczgcPPTQQ3g8Hq6++uo2T4A3bdrEypUrOfnkk1tNCzjUW2+9xc6dO9m5cycXXnhhqwJ8X331Fbt37wbg22+/Zc+ePaxatQqAUaNGMWBA29NeysrKMJlMJCQk+P39bd26leeff57vvvuO2NhYhg8fjs1mw+FwEBXV/uiZ2NhY+vXrR3FxMQUFBa2SAzt37uTaa6/FYrGwfPnydqcyDBs2jISEBOx2e7vfUyDl5+ezdevWgLdQFF1DEgSiV/F6NS4XuFy+VoGNjb4TfLMZzGaF1+urEwBgtSqsVt+tzaYIDzdhtUJYmO+xzaYIC4OwMBMxMYrkZF8xwdhYc9PUAWvwp7Bce21wtyeEEKJHiepAYUCj7ayrorrRSUE7J7hJYZGHFSmcn5XX6rHWms8rD5AdGUNSWCS35k8KSGyv79/O7oZqdtdX4/C42VCxn1mp/QOybn/cvvkjvq+t4PikTG7Im8D/7f6Gl/dsJdxs4blxp3BR9lC+rSnnlPQBODzuTtdk6Cp79+5lyZIlADzwwANkZGTwxRdf8NFHHwG+In/Tpk077H3PPPMMhYWF7Ny5k6eeeqrNdZ900kls3bqVvLy8w6rzT5gwgeOPPx6r1cqIESOIjo4mLCyMhISEdjsufP/991x33XWYTCaWL19OVlaWX99jRkYGaWlpFBUVYbfbSUtL4/e//z2VlZUt9RHaYrPZeOSRR2hoaCA6OrrVa0VFRTidTpxOJ/v3729JEGitW01ZyMjIYMWKFX7FGQiXXXYZ8+fPP2LiQ3Qf3eu/gRDHyOPRNDRo3G7fiX7zVX2rVbVc8U9MNDNokJWUFDNpaWaSk03Ex5tJTfU9TkoyY7EQ8HllQgghRHdWWFPO+6VFnJzWv1sPo9da82n5Pu7+di1erbkhb0KbIwL88bfd3/BC0RbirOE8O3YuFj/mYn9avo8Gj5upye2fCJ6XNQQLJnKj4kmPiGJcQudHJNS5XWyoOMCIuBRirf7VLNK0rjHWnPiJMFswK8U5WUNweNxc/cXblDjruS1/crcaSbB7927q6upa7mdkZJCfn09ubi5ut5vhw4e3+b4JEyawbdu2I87Hz8nJYfny5W2+FhkZyQ033NDyOC8vjxdeeAGz2dzucWFZWVlLi8Dy8nK/EwRRUVE89dRTOJ3OlpoM4eHhrUYEtMdisRyWHABf4uTiiy/GZrO1TBt4+umnWblyJRdddBHz58/3K7au0Fa8Xam6upq9e/cSHR1NRkZGULcd6iRBIEKS1r5OAI2NvkRAc0Kgvt7L4ME20tPNJCWZSErynfBnZlrIzraQmmoOzlB/o0iRQiGE6BJbqsu485uP6WeP5Y6hU/w6kewuPi7bw6PbNjIpMYOrBh7X7nLLvvuEvQ21fF9bwT2daA/o9noxKYWpixPsT+/4kr8Xfcuu+moGRyfgbupg0BkurweARu1pdxm319vy8y6sKeeOb9YAYG6j7kGzSUmZTOpk0uLH/vDdp3xSvo/B0QksG3GCX++5Pf94NlWXMSbedwX5rMzB5EUnkB4RhdXkG9140NVAcUMN4Ku/cGiCwOlxc/eWtVQ1Orl5yERSw+0B+V6Oxuv18tJLL+HxeDj//PNRSjF+/HgA3n33XdxuNxdeeGG7Q/nPOecc5s+ff8wXeaqqqoiJiUEpddRCiuPHj+eqq65qGXXQEUopwsLCyM3NbWmp2FmrV6/m6aefZtasWVx++eUtz69btw6tNevXrzc0QRBMzz33HE8++SQVFRXk5eXx+OOP+5V4ET6SIBAhwevVlJV5UcqXHHC7ISLC1wkgPt5MYqKJ5GQz/ftbOO+8KLn6L4QQIqA+Ld9PjdvF11WllDrrO1Rh32jvlxZR3ejkzQM7WJwzqt3PyIFR8extqGVgUxeAjthVV8UNX79HhNnCgyNmEmcL9+t9bq+Xr6tKGRQd3+70BofHzXO7NpFgi+CszMHsc9QRbrZQEJvMDXkTGJuQ3uF4wZf0SQqL4JeDRpMXnYjFZKLe3cj9W9fj1l6uHzyeb6oPcs+36xgUHc9P0nNYd3AvWoNJKaKDNB2jOeHSkcRLnC38sFEVP25/mBERzZU5oyhuqOGUHxVk/L62go2VBwD4pHwf8/oM7EzoHfbpp5/y/PPPA3DLLbcwYcKEltdeeOEFamtrefXVV4/Yzu9YjwFXrFjByy+/zNSpU7nuuuuOurxSitmzZ3dqWxUVFSxZsgSHw8F9993n9+iDtrz//vvU19fzzjvvtEoQ/PznP+ett97itNNO6/S6Q80333yDx+OhpqaGxsZGGhsbjQ4ppEiCQBhGa01trcbp9I0G8Hg0SvnqASilmpIBPxQCHD8+jJ//PIaUFDPx8WbCwiQJIIQQIjjmpg+guKGGbHtsSCUHwHf1uNbdyITEPkc8ebo2dxw/7TecpLD2q5+357vacurcjdS5G9ldX+13guCxbZ+z+sBOBkbF8+DImW0us/rATlbu/R6Agthkrso5jreidzIuIZ3+9rgOxwpNLRU3fUij18OCrCEt9QG+qirhs4r9AGyoOMB3teW4tZePy4p5p2Q3qWGRTEnOYkHWkKC1OVySO5aNFQcY3gXdJX7STqeGwdGJTEvOoqrRyeSk4A3PzsrKwm63t9z/8Wtr1qxps/ZAIH377betbrvS7t27KSsrA3xFC48lQXD++edjMpmYMWNGq+fHjh3bKqGitWbv3r2kpaUd86iFQ9fZnS7OXXnllWRmZhITE8OoUaNkikEHSYJAdJnmNn+Njb4EgNvtuzWbwWJReDyQkWFm+HBb00gAEzExJux2E1FRvsJ/MTEmYmNNREebevbUACGEEN1aUlgkNw3xv894d5IbncDdw6cedTmlVLvJgR11lbxUtJXjkzLaHDo/Lbkvu+qqibRYO3Qi2+Bxt7ptS250POFmCzEWG2nhdqKtYZybdWy91K3KRJTFSoXL0yqZMTw2mYLYFDzay/DYZIbFJlHqqOe1vYWUOutAw/iE9KAlBwAizNaATVfwl8Vk4trB4zv0nn0Ntdy2+SMiLRbuGja1UwUv+/Tpw1/+8hfgh+4FAPv372fLli0kJCRQUlLS4fV2xKJFi1i1alXAEhHFxcX87//+LyNGjGjVuhCgoKCAc845h4aGBqZOPfrf6JHk5+dzxx13HHW5xx57jDfeeINJkyZx0003HdM2AV599VWeeeYZTjrpJK666qpjXl8gZGdnd5tYQpEkCEQLrTWNjVBfr6mv983nU8r3BeCbfqdQSgOq5fXW6/jhvsejycjwzf1PTDSRkOCbChAdbSI93UJmppmUlPaLvgghhBCie1ixcxMbKvbzeeX+Nk9WbSYzlw/oeC/1/xl4HKPiUo9YIG9wdCJ/HT8Ps1KYVWBqP4SZLTwyahYljjoGRf8wn91usXH38Kl8Ur6Xyz97HZNSTEnKoNbjxuHxMD05ixkp2S3LN3o93PnNx+xz1HLzkImdHtHQE3xZVcI+Ry0A22or2/yZejyeo161PjQx0CwhIYHs7Gz27t3L0KFDAxNwO/r27cuVV14ZsPW99NJLfPzxx6xdu5aZM2cSFvZDoUmlFBdddFHAttWezz//nP/+97/MmzePoqIigJbbzqqqquLzzz/nww8/xOv1sm7dOjkp7yEkQdCLuVyaqiovWv8wlD8uzkR+vpXjjrORkOAr6Gex+FoAWq2+2+bHFotvJEDziIC2lktNNWMySQIgaM45x+gIhBBCBMjDhZ/xQWkRi3JGMTO1n6GxjE1I5/OKA4yN79x8//bYLTZOSjt6+z+bqfVJ5caKAxxw1jErtV+7SYO1B4vZVFXKWZmDSbBFHPZ6rDWs3a4AX1WWUu9p5IvKEurcLqItNlLDIrFbra2W29tQ2zJXf/3Bvb06QTAlKZOvKkuxW6wMjUk67PXbb7+djRs3cvXVVx82DP5omlv7NTY2YrMFrxVnVVUVK1euZPjw4YwcObJT6xg/fjwffvghI0aMaJUc6Aoff/wxn332GfPnzyc9/Ye/1SeeeIJ9+/ZRUlLC9ddfz1tvvcWUKVOOaVt33303W7ZsoW/fvkyaNInpzYWyRciTBEEI09rXws/t9l2t9w3j/+F+89x9rZvn9YPJ5Jvb7/VCZKRixoxw5s2zk5trJS5OhvGHvMWLjY5ACCFEgHxQWoTT62HNwWLDEwQ/Sc9hdlr/gF3BPxb7Hb6h7BpNo9fbZgE9l9fDvd+ux6O9uLzeI3ZvaMuZmblUNTqxKBNWk5lL+xVQ43YeNme/b2QMp6QPZJ+jlhMN/hltqirlnm/XkRudwK1DJnV5N4kfs1tsXJ/X9rQEt9vNxo0b8Xq9fP755x1OEIDvanswkwPgK1i4evVqXnnlFV588cVWHQ0OHDjA9u3bGTdu3BFHRUycOJF//OMfXR6r1pr7778ft9uN0+lsVWBxwoQJvPLKK4wfP5709PSAjFqwNiXLUlNTAzJVQXQfkiAIEc1t/Zrb+dXUeGnusBQV5Ru2HxPTPG/fTHS0IirKhN2usNsV4eEmwsMVYWGK8HBFfLyJ3FyrXN3vaerrfbeRHS8wJYQQontZlDOKNQeLOb9vvtGhAHSL5AD45uRHWizUuRtJaKcYolWZGGCP5fvaSnKj/evK4PJ6+LismMFN7QCXDh7H1bljcHo8RFqsbb5HKcXPczp3ZbkjNlTsR2vNmCN0bPj4YDFVjU4+Ld9HZaOjzVETHVXiqOOWTR9gUSZ+P3ya38Unf8xisXD11Vfz+eefc9555x1zXMGSne2bTpKZmdkqOeDxeFi6dClVVVWcffbZXHLJJUaF2EIpRUFBARs3bmT48OGtXrvsssv46U9/GtBpvTfffDObNm2ioKAgYOsU3YMkCLqJ5gSAy6Wpr/cV9rNaFVr7RgR4vWC3+4r2paSYyMkJ5+c/j6FPH5nDLw7RXPzmvfcMDUMIIcSxm5naz/CRA91RrDWMx447iepGV7vFApVS3D9iBnXuRmLamUbwY09v/5LX928nwRbBinE/AXxJEZPy8nHZHobGJrc7JaErfV1Vyu2bPwLgrmFT263XMC99IPsaasmNTghIcgBgc3UZ+x11gK9TxbiEPp1e14wZM/weObB27Vq+++47zjrrLKKijOsactpppzFx4kTi4tqfOuL1eoMY0ZHdfvvtOJ3ONus4HMv5QlVVFXa7vVWSxG63M368/4Usy8rK+Ne//sWoUaMYM2ZMp2MRXU8SBEHk8WhcLt8IgOaRAA6HF5vNhNeriYxUJCSYGTvWytixYWRkWEhJMZOUZCYqSsnVfiGEEEL0es/v2szHB4u5vH/BEbsJmJXJ7+QAgLVpaKblRydSj3y/gQ9Kixhgj+OhUSd2LugjqHQ5eKdkF6Pj08hu4/sJM5lRTcWhw48wlD09IorZaQM46GrAo70BGfExMTGDmSklWE1mRsWlHvP6/FFTU8M999yD1+vF7XazcOHCoGy3PSkphydkzGYzy5Yta5liAPDee++xevVqzjnnHEaM6HjBzkO53e5WJ+P+Ukq1mRwA38XINWvWkJSURF5ent/rfPfdd3nwwQfJzs5m+fLlnW6NuGLFCt577z3eeOMNXn75ZbnA2Y1JgsAPzXP5mxOEvnn9uqmwHy1F/nxf+rDnGhs1ZrPCZIKUFDMJCSYSEkwkJZlJSzMzc2YEffpYsFrlD0UIIYQQ4khe3rMVj/ayat92jotPC9h6f9qvgJFxqeRExfFK8Xd8UFrEJf2G421q0eRFH2UNnfPYto2sPVjMc7s288fjZpEREd3q9dzoBB4aNROtYUBU+1eyi+qruXvLWnRTnHN/VC+hM8LNFq7OHXvM6+mIiIgI+vTpQ3FxMQMGDAjqtjsiLS2NtLQ0vvrqK2JiYnj22WcpLy+nsbGxwwmC0tJSNm7cyMSJE3nsscdYs2YNF198MRUVFQwaNCggBQDffPNN/vjHP2I2m3nyySdJTW2d8CkvLyc6OrqltkCzwsJCtNbs3r0bh8OB3W7v1PZzc3N57733GDhwoCQHurlenSCorPxhHn8zl8t3Mu8r5Ocb9m8yQViYwmJR2GwKmw2sVhNWq69Sv9Xqe95qpen11o8zMszMnWsnKckkfxBCCCGEEMfg3Kw8Pj5YzCl9jv0E+FAWk4mxTXP8n9+1GafXw7+Kv+OGvPFMTMxgWOzhlfkDISksgjJnA6XOen658S2eGj2bxLDWUwT86Y5gt/hqM9S73SSHhW4tIovFwkMPPURtbS0JCQlHf4OBPvroI+69914sFgszZszgvffeY/PmzVx11VXcfffdR5yacKg77riDnTt38sknn/Dll1+iteb555/H4/GglOK4444jJibmmGLsH9MmAAAgAElEQVRtHllgNpsPG53w9ttvs3z5cvr27ctDDz3U6vUFCxZgNpvJy8vrdHIAYN68eUyZMoXo6OijLywM1WsTBJmZFk4/PRKPp/XzKSlmJk0KJzHRRGys7ys8XMmJvRBCCCFEN3Be33zO6+LCjadlDOL90iJOTutPhNnK1OSsLtvWz/qPwILiH8Xf4dEaj+7cnPYEWwSPH3cy9Z7Gw0YhhBqbzdbtkwPgK1YIvjoEZ599NiNGjGDZsmXs3r2brVu3HnWOflFRESaTiYgIX0IoIiKCq6++mrVr19K/f39WrFhBdnY2kQEoPj1t2jSSk5OJjY0lMTGx1Wvbtm0DYM+ePTidzlYJgpiYmIBN8/A3YSKM1WsTBOnpFn7/+8SjLyhEKLn0UqMjEEIIIULeRdnDuCh7WFC2pZTip/0LyItJJDEsgpTwzl+ljbeFE0/nOg2Ijps2bRqRkZHExsbSp08fEhISmDFjBmazmVGjRh3xvd9++y3XX389JpOJu+++G5fLxbBhw7BarUyePBmA2bNnEx4e3ul5/z+Wn992Yu28884jLCzsmEcJdLWtW7fy6aefMnv2bJKSfCN6nnvuOdatW8cVV1xxzLUfhE+vTRAI0SNJgkAIIYQIOUopJiVlGh2G6ISxY3+o0RAeHs6SJUv8el9tbW1TFzMPWuvDEgper5enn36a/fv3c80117RZLDFQoqOjj9qq8ZtvvmHTpk3MmTPnqNMECgsLiYqKIj29/bacnXHXXXdRWVnJrl27uOWWW9Ba89JLL6G1ZtWqVZIgCJBemyCor69n7dq13ao1iRDHylpVBUBjbPtVnUXHeL1eBg8eTL9+/YwORQghhAE+KtvD87s2c1JqP87MHGx0OOIIPB4Pv/3tbyksLOSmm26ioKDA6JDaNWbMGG644QYsFgvDhh0+WmXXrl289dZbgK+TwLnnnhu02BwOB6+//jo5OTkUFBTgdrv5zW9+g9PppLS0lKuuuqrd965bt467774bm83GE088QXJycsDiysrKorKykr59+wK+xNr8+fNZv349c5tbfYtj1msTBJs3b2bx4sUyF0b0KI9t2QLA4iFDDI6k5zhw4AC33norl19+udGhCCFEr6G15g/ffUphbQVLcseSG23cfPTX9n5PcUMN/youDJkEQVF9Ncu2fkJmZDRLc8dh6iW1tKqqqti4cSMAn3zySbdLELjdbv76179isVg4//zzOf7449tdNisri/Hjx3PgwIGWKQeBiuGdd94hMzOz3SkHL774Ii+//DIWi4XnnnsOu91OSkoKRUVFpKUduXNIXV0dAI2NjTidzoDFDfDb3/6WkpISMjIyWp676KKLuOiiiwK6nd6u1yYIABISElrmrwjRE9i+/x5ou2ev6Ljq6moGDRrEWWedZXQoQggRUrTWfFdbTt/IGCLM1qO/4UfKXQ7eK90NwPulu4OWIPimuoz7t64nNyqBG/MmoJTijIxB1HsaOSm1f1BiCIT3S4vYXlfJ9rpKzssaQmZk2xXwtdb8o3grHq2Zn5nXLRMJ27dv59e//jVJSUncc889LQX92pKQkMBFF11EYWEhp556ahCj9M+aNWt4+eWXAcjLy2P06NHtLmuxWLj11lsDHsMrr7zCihUrsFgsPPvss21eLG1ugRgXF4fNZkMpxR/+8AdKS0vJyjpywc4TTjgBi8VCfHw8mZmBnTZjtVpbJQdE1+jVCQIhhGhLbW0tdXV1LYWD4uPjjQ5JCCFCyp93fMWrewsZFBXPH0bO7PD7E8MiOLXPQAprKzg5bUCr19xeL5Yf96kOkI/K9lDmbKDMWUxFo4MEWwQTEjOYkJiB2+tlT301GRHR3b671YyUvnxReYDMiGj6HKGjwYaK/azYuQmAzIhoJnfDOghffvkl1dXVVFdXs2fPHgYNGnTE5c8555wgRdZxOTk52O12LBYL2dnZhsTQ3C4xIiICq7Xt5N3s2bMZMmQIiYmJ2Gw2wFdf4WjJAfAN+582bVrgAhZBJwkCIYQ4RG1tLdXV1SxZsoSTTz5ZRhkJIUQnlLscrW4742cDRrZ67PJ6uO7Ld9nTUMNv8iczIi7wo+V+kp5DUX01udEJJNhaX6m+d+s61h3cy9z0HBblHLlCvdEyIqJZNuIEv5azW6x4taZvO6MMjHbiiSeyY8cOEhMTGThwIOCbI//4449jtVq58sorW7Xl6wiHw4FSirCwsECG3K7MzEyee+45lFKdjvlYnXTSSZjNZh5//HFuvPFG7r333jbbKBqVwBDGkwSBEELgK0ZYVlZGZGQkd9xxB3Pnzu32V4iEEKK7WpQzksHRCYwM4El8pcvB9rpKAL6qKumSBEFGRDR3Dpva5mtF9TVNt9UAVDU6+e3mjwC4bejxxFqDc5IZSOkRUfxl7E/Q6E5NBQmG6OjowzoDrF27lnfeeQeA8ePHt+ok4K9du3Zx3XXXYbFYWL58edCmZ7Z31f5YlJSUUF9f73dB5erqapxOJzt37qS4uPioozJEay6Xiy+//JL8/Pxu3RaysyRBIEQPskoq7XeK0+mkrKyMUaNGcdNNN7VcoRBCCNG2Mmc975TsYkJiRptXnqOtYZyWEdiTjpRwO5f3H8Gu+ipO7RP8E5ob8ybwUdkeTkz1XVn9uqqUwtqKlvvHd8Ph+f4IN4fe6cDQoUNJS0vDarWSm5vbqXXs2rWLhoYGAPbs2ROy9ZtKSkpYvHgxLpeL2267jdGjR+N2uzGbze1e6Jg1axY7d+5sNSrDHx6PB7PZHKjQA2b79u1YrVa/pkAEwoMPPshHH33EkCFDuO+++4KyzWAKvf8IQoh2fdSnj9EhhByXy8XBgwe5+eabOfvss40ORwghQsLDhRvYWHmAd0p288Tok4O23UAnHTqinz2WfvYf2giPjk9lYmJGy30RPCkpKfzpT386pnVMnjyZ4uJirFYro0Z17ykjR1JfX4/L5UJrTWVlJRs2bOCuu+4iOzubZcuWtTmVISoqimuuucbvbXi9Xm6++Wa2bt3KjTfeyPjx4wMS+44dO1i2bBn9+vVj6dKlmDpRW2TTpk3cfPPNmEwmli9fHpS21M3dGVwuV5dvywiSIBCiB0lqyoSXHaHCr/hBSUkJLpeLSy65RJIDQgjRAanh9qbbw+cu9xYRZis3D5nY8rjC5eDOb9ZgMZn49ZBJRIfglIOusn37dqKjo0lOTjY6lBZms5nzzjvP6DA6RGtNXV0dUVFRLc/169eP2267jcrKSk444QRWrFiB2+1m27ZtVFZWBqSWUl1dHZs3bwZg48aNAUsQfPDBB+zevZvdu3dz4YUXkp6e3uF1NDQ0oLXG4/HgcHS+5klHLFmyhPXr1zNy5MijLxyCJEEgRA+ypKn3782TJhkcSffn9Xpxu9386U9/YsSIEUaHI4QQIWVRzijmpA0gK7L9Cvm9zReVB1qmHHxTfZDxiT+M6nN5PVS6HKSEd3y+cr27EYfXfVjRxFCxZs2alvaETzzxBAkJwWlZaaTy8nKeeeYZBgwYwJlnnhmw9S5btowPPviACy64gAULFrQ8f2i7xNNPP53q6mpycnICVmg5OjqaxYsXs2XLloBeUJk5cyabNm2iX79+pKWldWodY8eO5ZZbbsFqtZKXlxew2I4kKiqKmTM73p0lVEiCQAjR62itOXDgAIMGDWLMmDFGhyOEECHHpBQDog7vn96bjU1IZ2xCOlZlOqyA4vVfvcu22kou7z+iQ9MkahqdXLVxNVWNTn6TP5nR8Z07iTJSVVUV4OsY0Dw0u6dbuXIl77//Pu+//z5Tp04N2In6pk2bWt22JS4ujl/+8pcB2d6h5syZw5w5cwK6zszMTO6///5jXs+ECRMCEI1oJgkCIUSv4na72b9/P6NHj+aRRx4xOhwhhBA9RJTFxm/yJx/2vEd7Wzog7Kyv6tA6q90uKppaRe6urw7JBMHs2bMJCwsjKSmpU0PIQ9Fxxx3Hf/7zH/r3709cXOASaUuXLuXDDz9k3rx5AVunED8mCQIhRK9SVlbGmWeeyQ033IDNZjM6HCGEED2cWZn4Tf5kvqoq6XD3hYyIaJbmjuOAs46fpOd0UYRdy2Qy9ejh2G0pKCjg73//e8DbJRcUFFBQUBDQdQrxY5IgEEL0Cl6vl3379pGens4vfvELSQ4IIYQImhFxKYdNO/DX9JS+AY5GdIUVK1awfv16rrjiCkaOHBnw5IAQwdLxXhJCiG7rXzk5/CsnNK8wdCWtNfv372fEiBE89dRTAR3uJ4QQwn9a66Bv06O9rNxbyIelRR1+7z/3bOXC9a/xanFhF0TWuzQ2NrJ//36jw+gSWmv+8Y9/UFRUxBtvvGF0OAFRVVXFM888w/r1640ORQSZjCAQogf5NFX6MLelrKyM/v37s3z5cmJjY4/+BiGEEAG39mAx9327nmGxSdwxdEqXX2HVWvP6/u18UVnC2oPFAGRGRtPf7n+S+M0DO6lqdPJWyc4OFRcUh7vlllvYsmULF154Ieeee67R4QSUUopzzz2XdevWMXfuXKPDCYi//e1vrFq1ipUrV/LCCy8QHh5udEgiSCRBIEQPklFbC0DxIf1xe7va2locDgdXX321JAeEEMJAn5Xvx629fFlZisPrJsJs7dLtrS/fy+PbNlLV6MSkFGnhdmKtYR1ax4XZQ/nPvm2c1mdgF0XZe+zevRuAXbt2GRxJ17jgggu44IILWj1XWFiI3W6nT58+7byr+xo40Pc737dvX5mW2ctIgkCIHuSqr74C4OZJkwyOxHgNDQ1UVVVhMpm4/vrrpQWOEEIYbH7WYBo8bobHJnV5cgAgJcyO1WQmOSySW4dMZEBUfIcTBMcnZXJ8UmYXRdi7/PrXv2bDhg2ccsopXbJ+l8vFK6+8QlpaGlOnTu2SbXTE+vXrueuuu7DZbDz++OOkpHSuBoVRZs2axdixY4mKisJkklnpvYkkCIQQPUpjYyNlZWVERUVx/fXXM23atJD7UBZCiJ4oLTyK6/PGB217A6LieHrMbBSKeJt/w6P/XrSFtQf3srB/AcNik7s4wt5l6NChDB06tMvW/5///IfnnnsOgJycHDIyMrpsW/6oq6sDfMclTqfT0Fg6S2o29U6SIBBC9Agej4eamhrq6upYuHAhl1xyCVEy1UIIIXq1BFuE38tqrfnr7m/was3Kvd8fU4Kg3NVAvDVcKtkHUVZWFkop4uLiiImJMTocZsyYgdVqJTY2lqysLL/eU1ZWRmlpKUOGDOni6IRonyQIhBAhz+FwsG/fPsaNG8eCBQuYNWuWHJQJIYToEKUUZ2Tk8nFZMSen9e/0ep7d8RX/LP6OKUlZQR0x0duNGTOGZ599loiICCIjI40OB6UUU6ZM8Xv5+vp6fvnLX1JTU8OiRYt6TLFDEXokQSCECFnNowYqKiq4/fbbOfvss40OSQghRAi7tN9wLu03/JjW8V1tRdNteSBCEh2QmJiI1hqtdUhdKCgvL+fqq6/mo48+YvDgwdQ2FZ0WwgiSIBCiB3lxUM9vweT1eiktLUUphclkYujQocyaNYszzzzT6NCEEEIIFueM4vX925ma5N+wchE4+/bt47rrrsNisbBs2TKSkpKMDskv27dvp6KigpycHGbPnt2lxzTFxcU88MADpKamsnTpUiwWOR0UrclvhBA9yJfJPbugktaa3bt3M3nyZP7nf/6HvLw8+WATQgjRrWRFxnDFgJFGh9ErFRYWUlVVBfhOukMlQTBq1ChOP/10XC4XCxcu7NJjmw8//JDCwkIKCws555xz6N+/89NpRM8kR9ZC9CD9mz4Ud8TGGhxJ4Hm9Xvbt20d+fj733nsvsT3wexRCCNH7rCnbw+PbNjIxMYOrBh5ndDgh6+uvv8br9XLKKadgtVoZPXq00SH5zWw2s3DhwqBsa9q0aXz22WekpaXRt2/foGxThBZJEAjRg/xs82YAbp40yeBIAkdrTWlpKR6Ph2nTpnHrrbdKckAIIUSP8X5pEVWNTlYf2CkJgk4qKirilltuQWvNkiVLmDFjhtEhdVvp6eksW7bM6DBENyYJAiFEt1VRUUFdXR1DhgxhyZIlHHfccZhMJqPDEkIIIQLm7MzB1LkbmZjYx+hQQpbNZsNisdDY2NgtOhj0RGvXrqWiooLZs2cf07HYhg0b2LZtG/PmzSMiwv82pCJ4JEEghOh2tNaUlJSQkpLCvffey+jRowkPDzc6LCGEECLgcqMTuHv4VKPDCGmpqak88sgj1NXVkZuba3Q4Pc6uXbv43e9+B/imQ5x88smdWk9NTQ133nknHo+HhoYGLrnkkkCGeVRFRUU88sgj5OTkcMUVV4RUp4tgkktxQohupa6ujuLiYoYOHcrDDz/M5MmTJTkghBBCiCPKyMiQ5EAHvPjii/zud7+jpKTkqMtGRUURGRmJUqpDhR8dDgdPPvkkL7zwAlprwsLCSExMBHw/r2BbvXo1W7Zs4d///jelpaVB336okBEEQohuwe12U1paSnx8PDfccAMLFiwwOiQhhBBCiB6nrKyM559/HoC0tDQuu+yyIy6fmJjIE088QUNDA336+D8V5u233+bf//43ACNGjGDIkCE88sgjVFVVkZ6e3vlvoJOmTZvGp59+yoABA0ju4Z2/jkXIJQjeeOMNfvWrX+HxeLj88su58cYbjQ5JiG7jf/PyjA6hw7xeL2VlZXi9XhYuXMjPfvYzaV0ohBBd6OOyPWyoOMD8rMGkhUcZHU67vq4q5Y3925mTNoBhsXIwfzRaaw4460gNs8vQaXFE8fHxjBw5km3btjFu3Di/3xMfH9+h7QwZMoTIyEiioqLIzMwEIDIy0rA6ETk5OTz++OOGbDuUhNRRuMfj4aqrrmL16tVkZmYyduxYTj31VPLz840OTYhu4duEBKND6BCtNXv37iUvL4+77rqLnJwco0MSQogeTWvN/Vs/wa29OLxurhs83uiQ2vXkti/YVV/F7vpqHhk1y+hwur2HCj/j7ZJdzErtxy8HjTE6HNGNmc1m7rzzzi7fzoABA/jrX/+K2WyWpFUICakaBJ988gkDBw5kwIAB2Gw2FixYwKuvvmp0WEJ0G3nl5eSVlxsdxlFprTlw4AB79uwhLy+P22+/XZIDQggRBEophsUmoVAM7+ZX5cckpPlu49MMjiQ07KiranUrRHdgsVgkORBiQmoEQXFxMVlZWS2PMzMzWb9+vYERCdG9XPzttwDcPGmSwZG0rbq6mtraWtxuN/379+faa69l9OjR0uZGCCGC6I6hU3B6PYSbu/dh4KX9hnNh36FYpL2tX5bkjuXd0t3MSO5rdChCiBDWvT8ZhBAhT2uNy+WisrISu93OokWL6Nu3LyNHjiQlJcXo8IQQIUYptRRYBiRrrcuMjicUKaW6fXKgmSQH/Jdtj+VS+3CjwxACAJfLxe9+9zsOHjzITTfd1KHihsJYofHp0CQjI4OioqKWx3v27DGkRYYQ4ui8Xi8lJSV4vV4SEhKYMGECV111FYMHDzY6NCFEiFJKZQEnAbuNjkUIIUT7du7cyYYNGwBYv349Z5xxhsERCX+FVIJg7NixFBYWsmPHDjIyMnjhhRf429/+ZnRYQogfcTqdlJWVMXnyZO666y5iY2ONDkkI0TM8CFwPSAEiIUSPU1dXh9PpJCHEik63ZcCAAZxwwgkcPHiQKVOmGB2O6ICQShBYLBb++Mc/cvLJJ+PxeLjssssYOnSo0WEJ0etprWlsbMThcFBfX4/X6+Xaa6/l7LPPxmazGR2eEKIHUEqdBhRrrb88UsErpdQVwBUAffvKXOzubkddJZ+W7+PE1H4k2KQejei9qqurWbx4MTU1Ndx+++2MGjXK6JCOicVi4ZprrjE6DNEJIZUgAJg7dy5z5841OgwhuqU/GZAw01qzb98+oqOjGTBgAHl5eZx88smMHDky6LEIIUKbUuotoK2S9bcAN+ObXnBEWuungKcAxowZowMaoAi4O75ZQ5mzgcLaCm4Z0j0L7Iqe7csvv2TNmjWcdtpphk5drqqqoqrK14GiqKgo5BMEInSFXIJACNG+HQYM5d+/fz+TJk1i+fLlmM3moG9fCNFzaK1PbOt5pdRwoD/QPHogE/hcKTVOa70/iCGKAEsNs1PmbCA1zB60ba4/uJdIi7Xbt3kUwXH//fdTVVVFSUkJt99+u2FxZGVlsXTpUkpKSpgzZ45hcQghCQIhepARpaUAfJnc9Qc9LpeLiooKoqKieOCBByQ5IIToMlrrr4GWtidKqZ3AGOliEPruGDaFPfU19LcHJ8G99mAxv9uyFoVi+ciZDIiKC8p2RfeVn5/P2rVryc/PNzoUpk+fbnQIQkiCQIie5NzCQqDrEwROp5PS0lIuuOACLrvsMqkzIIQQolNsJnNQT9JtJl8y26QUVmmhKICbbrqJ2tpaoqOjD3vN7XZTWVlJUlKSAZEJYQxJEAgh/Ka1pqamhurqapYuXcqFF15odEhCiF5Ia93P6BhEaBodn8ayETMIN1nIiowxOhzRDSil2kwOgC958O2337Jw4UJOP/30IEcmhDEkQSCEOKr6+nqqq6sBGDRoEEuWLOHUU081OCohhBCi4wZHJxodgggBWmu2b98O0HIrRG8gCQIhBOAbRudwOGhsbMTtdtPY2AiAyWQiPj6ea665hlNOOYWYGLniIoQQQoieTSnFr3/9az7//HMZPSB6FUkQCNHLOBwOysvLsVgsmEwmtNZ4PB4iIiLIzMwkOTmZlJQUkpOTSUpKIicnh4KCAo7Ud1wIIYQQoqcZOXKktG0WvY4kCIToQR4tKDji6263mwMHDrBo0SJyc3OJi4sjPj6exMREYmJiJAkghBBCCCFELyYJAiF6kOKoqMOea2hooLKyEqUUXq+Xyy67jEWLFhkQnRBCCCGEEKI7kwSBED3I2AMHAPg0NbUlMWA2m1mwYAGDBw+mf//+DBs2zOAohRBCCCFEV3G73VgscponOkd+c4ToIbxeL6d+9x0er5fXtCYqKoqf/vSnTJ8+naFDhxodnhBCCCGE6GL/+c9/ePLJJ5k8eTI33HCDITH861//4p///Cfz58+XrlchSBIEQnRTWuuWjgJerxePx4PH42l132QyYbFYWgoNWq1W4qOiuOOOO5g6dSp2u93ob0MIIYQQQgTJhg0b0FqzYcMGw2J48803qays5M033wz5BMGBAweIjY0lPDzc6FCCRhIEQnQDWmtcLhcOh4OGhgbMZjMej4fo6GhiY2OJiopq+YqOjiYmJoaYmJiWTgNJSUlkZmYSMWcOANlNt0IIIYQQove45JJLsNvtTJw40bAYLrjgAl577TVOO+00w2IIhNWrV/Pwww/Tp08fHn300V4zbaN3fJdCdDP19fVUV1djsVhaRgQkJCQwZMgQ8vPzGT9+PHl5ecTFxRkdqhBCCCGECBHZ2dksXbrU0BiOP/54jj/+eENjCITdu3cDvlEETqdTEgRCiGOjtaampga3293y1SwlJYVFixYxevRoUlJSSEpKwmq1GhitEEIIIYQQotmCBQuIjIwkNze3V03blQSBEAHi8Xiorq7G4XBgsVhwOp1ERkYydepU4uPjSUxMJDY2lvj4eKZMmYLNZgt8EM89F/h1CiGEEEII0cvY7XbOO+88o8MIOkkQCBEAbreb/fv3M3r0aCZNmkT//v3p06cPWVlZREZGBi+QrKzgbUsIIYQQQgjRo0iCQIijaO4QcGj3gOYvt9uN1hqTycT8+fO5/vrrjZ2f9OKLvttzzzUuBiGEEEIIIURIkgSBEE0aGhqora2lsbERk8mE2WwGoLGxkYiICCIjI4mKisJut7d0E4iLi2P69OmMGTOme7Q/efxx360kCIQQQgghhBAdJAkC0WtorXE6nTgcDlwuF42NjVgsFsxmM1prbDYbc+bMISsri9TUVJKSkujTpw+pqaldUy9ACCGEEEIIIboRSRCIHsHj8eByudqdCqCUQilFcnIyAwcOJCsrq1UiIDk5meTk5O4xCkAIIYTo5cqc9dy3dT2x1jCuGzwem8lsdEhCCNErSIJAhAStNY2NjS1fzckAi8XScpuYmEhMTAxRUVEtUwBiY2OJiYkhIyOD6dOnExERYfS3IoQQQoijWHtwL1uqDwJQWFPO0NhkgyMSQojeQRIEotvSWlNeXt4yCiA2Npbk5GRSUlJIS0tj6NChDBs2jNTUVKKiolBKGR2yEEIIIQJgYmIfPigtItYaxqDoBKPDEUKIXkMSBKJbaR4pUF9fT0NDAxkZGVx55ZVMnToVu91udHjd38svGx2BEEIIccySwiK5f8QMo8MQQoheRxIEoku4XC7q6+txOp14PJ6WjgAmk+mwK/1aa4CW2gHx8fHk5eVx7rnnMnPmTBkZ0BFJSUZHIIQQQgghhAhRkiAQAeN2uyktLcVsNlNfX8+YMWPIz88nKyuL6OhobDZbq6+wsLDDnrPb7VIn4Fj85S++20svNTIKIYQQQgghRAiSBIHoNK/XS21tLXV1dS0jBM4++2wmTJhAv3796Nevn7EB9kaSIBBCCCGEEEJ0kiQIhF+01lRUVOB0OrFarXi9XrTW5ObmMmHCBAoKChgxYgSxsbFGhyqEEEIIIYQQohMkQdBLaK1bvppP7pvvA62ea+4a4Ha78Xg8LTUA8vLyOPPMMxk4cCDp6ekkJiZiMpmM/LaEEEIIIYQQQgSIJAi6oeYT9UPvt/fldrtxuVy4XC4sFgsmkwmPx9PqvV6vF6UUVqsVs9mMxWLBarVitVqx2Wytbq1WK+Hh4SQkJBAfH09iYiJxcXEkJiYyadIkLBb5lRFCCCGEEEKInkjO9gJMa43D4aC+vh6Hw9Fy0v7jZX58e2glf/BV+29+b/NJvdlsxmw2Y7VaW16LjY0lOzub/v37k5GRQXp6OqmpqYSFhR22rBBCCCGEEEII0R5JEBwjr9fbcgW/rnhqXUkAABIhSURBVK4OpRSJiYkcf/zx5Ofnk5qaSmJiIvHx8S0n7Uf7aqsVoBB+WbXK6AiEEEIIIYQQIUoSBH7SWlNVVUV9fT1WqxWlVMtQ/uTkZLKzs+nXrx8LFiwgJydHTvCFMSIjjY5ACCGEEEIIEaJ6bYKguUWfUgqn09nqyn3zyf2hc/09Hg95eXnMmjWL3NxckpOTSU5OJiYmRpIBovt47DHf7eLFxsYhhBBCCCGECDk9IkHQXKjP6XTicrloaGigtraWmpoaamtrqa2tpbKykuLiYvbt20dJSQk7d+4kLS2NUaNGMWzYMFJSUggPDyc8PJywsLCW20O/oqKiJBkgure//913KwkCIYQQQgghRAeFVIJg3rx5eL3eo34d2qavuVVf83QA8BUA9Hq9TJs2jfvuu8/A70gIIYQQQgghhOgeQipBcNddd1FSUtLqqr7NZsNsNnfqyn5ycnIXRCmEEEIIIYQQQoSekEoQjBgxwugQhBBCCCGEEEKIHslkdABCCCGEEEIIIYQwntJaB36lStUAWwO+4sBLAsqMDqKHkH0ZOLIvA0f2ZeDIvgycwVrraKOD6A2UUqXALqPj6Ebk7zgwZD8GjuzLwJD9GBi9bT9ma60Pm3PfVVMMtmqtx3TRugNGKfVZKMQZCmRfBo7sy8CRfRk4si8DRyn1mdEx9BZtHfj0ZvJ3HBiyHwNH9mVgyH4MDNmPPjLFQAghhBBCCCGEEJIgEEIIIYQQQgghRNclCJ7qovUGWqjEGQpkXwaO7MvAkX0ZOLIvA0f2pTCK/O4FhuzHwJF9GRiyHwND9iNdVKRQCCGEEEIIIYQQoUWmGAghhBBCCCGEECIwCQKlVIJSarVSqrDpNr6d5d5QSlUqpf4diO36GdtspdRWpdT3Sqkb23g9TCn1YtPr65VS/YIVW6jxY18uUUp9o5T6Sin1tlIq24g4Q8HR9uUhy52llNJKqV5fUbU9/uxLpdQ5Tb+bm5VSfwt2jKHCj7/xvkqpd5VSG5v+zucaEWcoUEo9o5QqUUptaud1pZR6uGlff6WUOi7YMYreTSm1tOnzJcnoWEKRUup+pdS3TX+//1JKxRkdUyjx9zhIHJlSKqvpc7n5GOdXRscUypRS5qZjnKCdq3ZHgRpBcCPwttZ6EPB20+O23A9cFKBtHpVSygw8CswB8oHzlFL5P1psIVChtR4IPAjcG6z4Qomf+3IjMEZrXQC8DNwX3ChDg5/7EqVUNPArYH1wIwwd/uxLpdQg4CZgstZ6KHB10AMNAX7+Xt4K/F1rPQpYADwW3ChDyl+A2Ud4fQ4wqOnrCuDxIMQkBOA7qQBOAnYbHUsIWw0Mazrm+Q7f54zwg7/HQcIvbmCp1jofmABcJfvymPwK2GJ0EEYLVILgNGBF0/0VwOltLaS1fhuoCdA2/TEO+F5rvV1r7QJewBfroQ6N/WVgplJKBTHGUHHUfam1fldrXd/0cB2QGeQYQ4U/v5cAd+JLWDmCGVyI8Wdf/gx4VGtdAaC1LglyjKHCn32pgZim+7HA3iDGF1K01h8A5UdY5DTgf7XPOiBOKZUenOiE4EHgenx/06ITtNZvaq3dTQ/lmKdj/D0OEkehtd6ntf686X4NvpPbDGOjCk1KqUzgJ8DTRsditEAlCFK11vua7u8HUgO03mOVARQd8ngPh//RtCzT9I++CkgMSnShxZ99eaiFwOtdGlHoOuq+bBpunKW1/k8wAwtB/vxe5gK5Sqk1Sql1SqkjXdXtzfzZl7cDFyql9gCrgF8EJ7QeqaP/U4UICKXUaUCx1vpLo2PpQS5Djnk6Qv7/dYGmadKjkJGnnbUcX+LUa3QgRrP4u6BS6i0grY2Xbjn0gdZaK6UkI92LKaUuBMYA04yOJRQppUzAH4BLDQ6lp7DgG8Y9Hd8Vng+UUsO11pWGRhWazgP+orV+QCk1EXhOKTVMa93rP0yF6E6Ocsx2M77pBeIojrQftdavNi1zC75h3n8NZmxCHEopFQX8A7haa11tdDyhRil1ClCitd6glJpudDxG8ztBoLU+sb3XlFIHlFLpWut9TUMku8sQ3mIg65DHmU3PtbXMHqWUBd+w2YPBCS+k+LMvUUqdiO8AZJrW2hmk2ELN0fZlNDAMeK9ptksasFIpdarW+rOgRRka/Pm93AOs11o3AjuUUt/hSxh8GpwQQ4Y/+3IhTfPqtdZrlVLhQBLd539+KPHrf6oQndHeMZtSajjQH/iy6fMlE/hcKTVOa70/iCGGhCMd+wIopS4FTgFmaukb3hHy/y+AlFJWfMmBv2qt/2l0PCFqMnBqU/HlcCBGKfW81vpCg+MyRKCmGKwELmm6fwnwaoDWe6w+BQYppforpWz4imqt/NEyh8Z+NvCO/JNv01H3pVJqFPAkcKrM8z6iI+5LrXWV1jpJa91Pa90P39xGSQ60zZ+/8VfwjR6gqVp3LrA9mEGGCH/25W5gJoBSagi+D9HSoEbZc6wELm7qZjABqDpkqp4QXUJr/bXWOuWQz5c9wHGSHOi4pulq1+P7fK4/2vKiFX8+b4Qfmuqm/RnYorX+g9HxhCqt9U1a68ym/4sL8J0P9srkAAQuQXAPMEspVQic2PQYpdQYpVRLoQel1IfAS/gKAe5RSp0coO23qammwP8A/8VXtOPvWuvNSqk7lFKnNi32ZyBRKfU9sIT2OzD0an7uy/uBKOAlpdQXSin5Z98GP/el8IOf+/K/wEGl1DfAu8B1WmsZJfQjfu7LpcDPlFJfAv8HXCoJ1bYppf4PWAsMbvq8W6iUulIpdWXTIqvwJaq+B/4ELDYoVCFE5/wR34i/1U3HPE8YHVCoaO/zxtioQtZkfB3iTmj6PfxCSQticYyUHNsJIYQQQgghhBAiUCMIhBBCCCGEEEIIEcIkQSCEEEIIIYQQQghJEAghhBBCCCGEEEISBEIIIYQQQgghhEASBEIIIYQQQgghhEASBKKbU0olHtK2Zb9SqrjpfmVT27pAbquPUurlpvvTlVL/brp/u1Lq2kBuq41tn66Uyj/k8aVKqT5duc0jxDJfKbVFKfVu0+P/U0p9pZS6pqnl3YlHeO8YpdTDx7Dtmzv73jbWtVMplRSo9QkhhOi9lFKeQ45HvlBK9evEOlp91vc0SqkpSqnNTfsnopPr+P/2zj3GrqqKw9+PUnm0pQZboBKkpiFWRC2PysOChRhM1PAIxUaLpBEx8AelQdCoWCsQBYugkRBekmqoImpLEAJtHSytBWnBvkHAQNVGBAIItmDlsfzjrEtP75xzH9NpypTfl+zMOvvuvfbae9/JWrPOPme+WZJHS1q7DfaMlfSApM2dxHGSpkvas+azbZpbf8Y3xmxvnCAwb2si4vmIGBcR44DrgKtTHge82c9j/TMiJvWnzi44BSgHDVOBHZIgAM4Czo6I4yXtB4yPiI9ExNURMSMifl/XMSIeiohp2zC2Hagxxpi3I6824pEs6/ugo9nXt0XSrn0YZ0cxBfh+rs+r7RrXzK0/44AXgGnAlR22nw5UJgjocm4VdD2vAbb3ZifCCQIzkBkk6cbM6C5oZHQljZF0j6SHJS2RNLa5o6RPlO4CrJA0rE2m+mBJiyQ9KWlaSc8FktZmmZ51W+mRdKGkmXW2SToGOAmYlfZ8HTgCmNPIVEs6XNJ92W++pFEVc9pX0jxJq7IcU2dj1p8haVmOcb2kQZJmABOAn0qaBSwA9s82x0qaLWlS9h8v6f4ca1muYfnkxRBJN+dnKySdnPVTJc3NdXhC0g+y/nJgjxxrTtPczkl7KOm4JuXbc13WSfpKxbp0tR9Zf3qu1ypJi2u+E8YYY97B1PlmSWdLWp4+5LeS9qzw9WMyrjgi+4yQtD7lqZLukHQv0FPnT5tsGSVpcepeK+nYrN8o6er0kT2SRtbZmPV1sUSvmKFp/C8DnwMulTRHBbPSljWSJme7ielv7wAeadJRFQf0OdaLiGcjYjnwWtM4QyTdlfNbK2myitjuvcAflCco6+aWdRfl+q2W9N1S214xSfO82sQliyT9SNJDwPl13zFjtisR4eIyIAowE7gw5dHA68C4vL4NOCPlHuCglI8E7q3Q9Tvg4ykPBXZNnWuzbiJwZ2nc+4HdgBHA88Bg4HBgDTAkdawDDi3ryf4XAjNb2QbMBiaV+iwCjkh5cI4/Mq8nAzdXzOlXwPSUBwHDW9j4wVyDwdn+WuDMirGb5zIbmAS8C3iS4nQBwF65huV1+15pT94NPJ52TM2+w4Hdgb8BB2S7jTV7PxL4a+n6bmBCynvnzz2AtcB78np97ldf9mMNsH/D9h393XdxcXFx2bEFeANYmWVeK9/c8EMpXwacl3IrXz8CWJ/yVGBDyb9V+tMm+74KfCvlQcCwlAOYkvIM4Jo2NlbFErUxQ5MNb80POA1YmDr2Bf4OjKKIEzYB769Z540leTTbEOuV9Mwk48eSbTeWrofnz/XAiBod5bmdCNwAiOJm653AcflZXUzSPK+6uGQRcG3KHcV/Li79XXx0xQxknoqIlSk/DIyWNBQ4Bvi1pEa73Sr6LgWuykzw3IjYUGpfxV0RsRnYLOlZCmc3AZgXEZsAJM0FjgXuqFLQhW3NfAA4BFiY/QYBT1e0OwE4EyAi3gBeklRn45sUyYPlqXMP4NkObCnb9HQUmXki4uXUX25zInCStjz3tzvwvpR7IuKl7PMIcCDwj7rBIuI5Fac3jgKeAMZS7CHANEmnpnwAcBBFEqclbfZjKTBb0m3A3Ha6jDHG7PS8GsUjjgBIOoR633yIpMso/pgfCszvw3gLI+KFlOv86aOl9suBmyUNBm4vxUdvUvzRD3ALW3xanY1VscQX6T5mmAD8MnU8I+k+YDzwMrAsIp7qbBm2KdarYw3wQ0lXUNzUWNJFXyj240RgRV4PpYg9FtPHmKSJxn51Gv8Z0684QWAGMptL8hsUDmsX4N9lJ15FRFwu6S7g08BSSZ8C/tvFWK1+d15n68d3ds+fHdlWgYB1EXF0l/3a6fxZRHyjH3VWjXFaRDy2VaV0JN2tZ4NbKY74/YUi6RGSJgKfBI6OiFckLWLLejfoej8i4py08zPAw5IOj4huHbwxxpidl1a+eTZwSkSskjSV4q55FWX/1Oy7NjWN1cuflomIxZKOo/BbsyVdFRE/r2rapY2N8fszZtjUvslb9DnWqyMiHpd0GEUMeJmknoi4pAsVongfwfVbVXYWk0B9XNKgsT7bI/4zpi1+B4HZqcg72U9JOh0gn4H7aHM7SWMiYk1EXEGRde/17FoHLAFOUfFs4RDg1Kx7BthHxX9g2A34bAe2/QcYVtJdvn4MGCnp6Ow3WNKHKuzpAc7NNoMkDW9hYw8wSdI+2X5vSQd2MffHgFGSxmf/Yer9Mp35wHnKtLekQzvQ+1re/ahiHnAy8HmKZAEURx9fTEc8Fjiqol/X+5HfjwcjYgbwHMVdAGOMMaZBK988DHg6/dmUUp9mX7+e4s48FI/v1dHWn6YPfyYibgRuAg7Lj3Yp6f4C8Mc2NlbFEn2JGZYAk1PHSOA4YFmbPtA6DgA6j/XqUPFfol6JiFuAWWxZq+b9qWM+8KU8yYCk/XNtWsUk5XlVxiUVdBr/GdOvOEFgdkamAGdJWkXxzH2vl/kA01W8mGY1xctr7u52kIj4M0UGfhnwIHBTRKyIiNeAS7J+IcUd73a23QpcpOLlQ2NS73WSVlIcKZsEXJH9VlIcrWvmfOB4SWsojuEd3MLGR4CLgQW5Bgspng3sdO7/o3gW7idp00J6Z8AvpXh+brWkdXndjhuy/ZzmDyLiRYrjlAdGRCPIuAfYVdKjwOXAnyr69WU/Zql4qdJaiuf/VnVguzHGmHcI6QfrfPO3KXzuUrb2Oc2+/krgXEkrKN5BUEcn/nQisCp1TQZ+nPWbgI+lPzuBwh+2srEqluhLzDAPWE3hP+8FvhYR/2rTB1rEAU20jfUk7SdpA3ABcLGkDZL2Aj4MLMsY6zsU72BojH2Pml5S2ExELAB+ATyQ6/QbisRCq5jkrXm1iUvK47T6jhmz3VBEtG9ljDHGGGOMGVBI2hgRQ3e0HcaYgYNPEBhjjDHGGGOMMcYnCIwxxhhjjDHGGOMTBMYYY4wxxhhjjMEJAmOMMcYYY4wxxuAEgTHGGGOMMcYYY3CCwBhjjDHGGGOMMThBYIwxxhhjjDHGGJwgMMYYY4wxxhhjDPB/DHbqPXFJ5aMAAAAASUVORK5CYII=\n", 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\n", 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" ] }, "metadata": { "tags": [], "needs_background": "light" } } ] }, { "cell_type": "markdown", "metadata": { "id": "2oO-LUUBIzF1" }, "source": [ "## Example 2: *k*-means for color compression\n", "\n", "This example was extracted from this [link](https://colab.research.google.com/github/jakevdp/PythonDataScienceHandbook/blob/master/notebooks/05.11-K-Means.ipynb#scrollTo=KOp3NJVEC4T8). It is just an interesting illustration about *k* means. You don't need to understand all steps.\n", "\n", "One interesting application of clustering is in color compression within images.\n", "For example, imagine you have an image with millions of colors.\n", "In most images, a large number of the colors will be unused, and many of the pixels in the image will have similar or even identical colors.\n", "\n", "For example, consider the image shown in the following figure, which is from the Scikit-Learn ``datasets`` module (for this to work, you'll have to have the ``pillow`` Python package installed)." ] }, { "cell_type": "code", "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 270 }, "id": "G52LAIfeOncQ", "outputId": "b0d15ffb-f98f-4e4a-cdce-e711beeae1e6" }, "source": [ "# Note: this requires the ``pillow`` package to be installed\n", "from sklearn.datasets import load_sample_image\n", "china = load_sample_image(\"china.jpg\")\n", "ax = plt.axes(xticks=[], yticks=[])\n", "ax.imshow(china)" ], "execution_count": 29, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ "" ] }, "metadata": { "tags": [] }, "execution_count": 29 }, { "output_type": "display_data", "data": { "image/png": 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\n", 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" ] }, "metadata": { "tags": [] } } ] }, { "cell_type": "markdown", "metadata": { "id": "El2kUh-IOtOJ" }, "source": [ "The image itself is stored in a three-dimensional array of size `(height, width, RGB)`, containing red / blue / green contributions as integers from 0 to 255:" ] }, { "cell_type": "code", "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "FUAGskpZOscZ", "outputId": "9e3c64b3-bbf1-460e-8677-fab21d18eabc" }, "source": [ "china.shape" ], "execution_count": 30, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ "(427, 640, 3)" ] }, "metadata": { "tags": [] }, "execution_count": 30 } ] }, { "cell_type": "markdown", "metadata": { "id": "9sEs6c2oO34s" }, "source": [ "One way we can view this set of pixels is as a cloud of points in a three-dimensional color space.\n", "We will reshape the data to `[n_samples x n_features]`, and rescale the colors so that they lie between 0 and 1:" ] }, { "cell_type": "code", "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "f92OqcsTOyTq", "outputId": "dd871461-6cb3-440b-be45-fcec5c691e08" }, "source": [ "data = china / 255.0 # use 0...1 scale\n", "data = data.reshape(427 * 640, 3)\n", "data.shape" ], "execution_count": 31, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ "(273280, 3)" ] }, "metadata": { "tags": [] }, "execution_count": 31 } ] }, { "cell_type": "markdown", "metadata": { "id": "Rs3BN5RlPSi9" }, "source": [ "We can visualize these pixels in this color space, using a subset of 10,000 pixels for efficiency:" ] }, { "cell_type": "code", "metadata": { "id": "0aYuE1ViPYsZ" }, "source": [ "def plot_pixels(data, title, colors=None, N=10000):\n", " if colors is None:\n", " colors = data\n", " \n", " # choose a random subset\n", " rng = np.random.RandomState(0)\n", " i = rng.permutation(data.shape[0])[:N]\n", " colors = colors[i]\n", " R, G, B = data[i].T\n", " \n", " fig, ax = plt.subplots(1, 2, figsize=(16, 6))\n", " ax[0].scatter(R, G, color=colors, marker='.')\n", " ax[0].set(xlabel='Red', ylabel='Green', xlim=(0, 1), ylim=(0, 1))\n", "\n", " ax[1].scatter(R, B, color=colors, marker='.')\n", " ax[1].set(xlabel='Red', ylabel='Blue', xlim=(0, 1), ylim=(0, 1))\n", "\n", " fig.suptitle(title, size=20);" ], "execution_count": 32, "outputs": [] }, { "cell_type": "code", "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 431 }, "id": "X5BPyp3jPeo7", "outputId": "717be925-8faf-4798-b386-47d292116289" }, "source": [ "plot_pixels(data, title='Input color space: 16 million possible colors')" ], "execution_count": 33, "outputs": [ { "output_type": "display_data", "data": { "image/png": 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\n", 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" ] }, "metadata": { "tags": [], "needs_background": "light" } } ] }, { "cell_type": "markdown", "metadata": { "id": "ktlXOh17Pc_l" }, "source": [ "Now let's reduce these 16 million colors to just 16 colors, using a *k*-means clustering across the pixel space.\n", "\n", "Because we are dealing with a very large dataset, we will use the mini batch *k*-means.\n", "\n", "The `MiniBatchKMeans` is a variant of the `KMeans` algorithm which uses mini-batches to reduce the computation time, while still attempting to optimise the same objective function. Mini-batches are subsets of the input data, randomly sampled in each training iteration. These mini-batches drastically reduce the amount of computation required to converge to a local solution. In contrast to other algorithms that reduce the convergence time of *k*-means, mini-batch *k*-means produces results that are generally only slightly worse than the standard algorithm." ] }, { "cell_type": "code", "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 431 }, "id": "skqMm98LPm_p", "outputId": "3ef00018-555c-401a-902d-632bd71bf928" }, "source": [ "import warnings; warnings.simplefilter('ignore') # Fix NumPy issues.\n", "\n", "from sklearn.cluster import MiniBatchKMeans\n", "kmeans = MiniBatchKMeans(16)\n", "kmeans.fit(data)\n", "new_colors = kmeans.cluster_centers_[kmeans.predict(data)]\n", "\n", "plot_pixels(data, colors=new_colors,\n", " title=\"Reduced color space: 16 colors\")" ], "execution_count": 34, "outputs": [ { "output_type": "display_data", "data": { "image/png": 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\n", 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" ] }, "metadata": { "tags": [], "needs_background": "light" } } ] }, { "cell_type": "markdown", "metadata": { "id": "F20Rn7i6PxfM" }, "source": [ "The result is a re-coloring of the original pixels, where each pixel is assigned the color of its closest cluster center.\n", "Plotting these new colors in the image space rather than the pixel space shows us the effect of this:" ] }, { "cell_type": "code", "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 343 }, "id": "ooOO5AaIPyEL", "outputId": "5dab34ae-0d6b-424e-81d9-ea05a6dbe1bd" }, "source": [ "china_recolored = new_colors.reshape(china.shape)\n", "\n", "fig, ax = plt.subplots(1, 2, figsize=(16, 6),\n", " subplot_kw=dict(xticks=[], yticks=[]))\n", "fig.subplots_adjust(wspace=0.05)\n", "ax[0].imshow(china)\n", "ax[0].set_title('Original Image', size=16)\n", "ax[1].imshow(china_recolored)\n", "ax[1].set_title('16-color Image', size=16);" ], "execution_count": 35, "outputs": [ { "output_type": "display_data", "data": { "image/png": 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pyvQPg6GSMUAIXR31v7L3bFYtATp5Jhm6s/8JtndJ+yuLnuk0LiEUwsfLlMtlHafNIBuP2VRIyTqb0tjvOqSB8OzADo3MIxPnH4L7YbbwmVgAdmV3ibDpl5ySwTw9PpAvy6qc3LRPUkYOybH9Xymy46gdv5UmUtIY5iWVSCYsvhALBVbm+Tf9yGCO+7lrbT0pUw6Zo7K/2eXj2oDdFMW+EwmmvIoARQC5ByLRQLzukz8pm/+14tbb78QP/vQ7rkvaBQUOpBTquofZdIq6rjEcjbC7s42Tp8+AVHEkey6DANyyQVAAZtrMl4O6KE4Ljh9b6/WDueuH31WVOSaIHSYnspJCpIROBO5VNuZZRjRXRU6AY82h2KkctgIJkvdWJY1d8V08rQPhichjh2RJZAhGJ+EGIZadaCXlPwlhP8W1GA9cmVe/nido1NUWQqptke8MusJIZUBX2RYpFdIwXfdz95Q2gj8h6X/3JzLCLmgPxHFbY8iRVyn8u+CS9HXSmvbDb+orx7AT3uN6U5T+AjBZwiAUFC5hO0bJMRgW/WDjZpLLjl8mn1y7eiuAQ6amKLIcGWhLKl2/ZYrawqKhHJRHTgMdVAyH5cGB0B/+KfeEH4Ew2jt+bMi0W3MWc6wcsdfMWCV/jcS4IgCk3D2CUo40ipHr82Gs8NopKLjpQKQwWl/DZDzB2toa6l4Ply9dxGA0AhGhPxge6ZktePZhPAPW+8ClA4ZmQyTr0vUFNwiHJo5S4++15YngzE448L+TNIRQ3mWp6dRIrzgxttIIcpUhtFoH1bUVJZdZIBeRgLhc3faDRcSCOVghc1atXHx3rZOMyWJYiVl1lruLzHuTwkI5PyVhi/oxF6Ydvrsdc+m4MpjfK0VbmuaitnVweeaIZpcCwj8bubHmLCwMkJLCr2h+L5zb31VIN0rLpgcVwpId93Js+Gs+fS0eGNmei/s0UiaJMjoh3oXpIo0ubItPuHzdGGTbPzDzETNa1ladY9NsIotk4lIQeRJHHIiJLzhzdkSaZMlawEKpDVdK5w2AZVuvMFaNEWHZODThpALlqEoe1weHUs5FSkHR70l/Zi2eYuDExNEMHOeN4dJxVmhSPpQfDyENp4CRmVK4VlBwk0KpClobj5vhaA3jg32AgH5/gEpVqPv91rxS93rH8+IruKnBAMYNY6jNDLfWAyoC5gxsjxmnR+b6tAF6VolWUHCcODxxJO0nJ/lCDu5pQS+sFKCF1jlHKpwAKYVvGSYSwFe0VPk4wgLgygYA0IxY+ktJhyDG1C3gMzOUUnaCD/GcTJyTr5k5Em4g6meELNUKb8IuIDEM5MXZ7rbJ3cvlCxiiyUKiN3/a+SmVL3s2v4wQfhhLQLdA7GnDymkuskyuelxNmsbCeM4az3ZspmPFkQ/LtoTRxpNH+7RAkedCEREicsTHXFPO1MYAKfZhvMevfW5DDABQEWGMIce8YCm2IK1xpwCyBfWPV+tZj5rHGhXFs8c+V/M/M5SnB6sh2NvjsRfVPSJdUg0mc6KoSUgnc4cNkyVJlrV65YGbp0TdDn9MUtx+NqMozUWQlvr498JYNqxj2oH0acBrEZzVWRiJ00whe1CSRrIDVYm0fV7Ubl+lXNtxKJdPP6RQrI4FNzMGwyEmkzF00xjSaDGdTNA0Dep+H5PJxE5JjMl0Cq01BoNBIY/PYfQUsNYj7M8YF621cX8GAIyZBuYauDoxcvdcA8OasNE3s95MhzQKCq4Fh3dVFS5DkfnDCj8hHKwLpfLCXQjOIrq7R4Go2XxM0Lz1jeAsMu21YmwJCdk1L6GUYQ1Sav1JpS5P/pAX4gwBdESKgmXHFy5tNkFGPZOOBSEfLkMEyUeWwphrQZcKR6FTHNWNJV1DeRShy40a9lVw0rkTuE1O7nvq8ri0jD4dhaPYWVKlQct66kjuAuXFshy90oAITARj1RODYMUiR70sHkVHREiQn1aRhQDvIpIYXWmkdl/HFwwHSp4lhPaTyqHccwERXuqGnMXKmQZJFkT0jY7se3HyJBRSgVRrKKpE33JH3PhRBTkFlHwQwleF+PmSPMyts4u4mZ8yOerILsK4QG/WjcM/Bq28lrl7R0oNOe7kBArRjqIRYrJu3hVmHFOUpLG6s1+zyAjvA1c0Ob3G02GqzFpdyVBQ8ExhfHDQORf0+30AwGw6Ra/XQ38wMNZGoJDG5zgaDexNGY2YxxjA3iyE2ZkyKgLOrhGujA2B1GwskICYMwHUHSRyWBPWe9epEgXPehxhjaNK3tJBMEqlFGYNIwa4rSA4FgAz+vCcEBsLL+zkDAAM4nTkWzIHp5EWlKtrUmU2T5YNwzohCSKad190iXoygFiKauXlyhLyEol6YuWILbMguq5czF4Qd0TLW0MTopBaSRe5BeeQupC6ZkrjrWwZkWzFkwpLEhHqFShQnHdIZnF+ZizGzCi2cOXboEs5IMvrSrYwf5FmtsxiTFm7iP/tbtXGzOL726Xn1m/ZItnY7GurQN5Kl2s/pdgSMucFQGIsyXobUptr6WDl8YM0jiuqGLwIEMJxfhx5CpFmyrCuu7mWp9YvV3Xz7HDUH+TbNbSfZXZxBVqpU6LgaIMpuOTHz11INPaEyNUghtmUZrU1ed56nG3bFfLzVQzPtXs+u+pMQukRkWK4J7g9OCS1DtHtJjzEIG07UImxaZUbsSKQvYdDvJYSosDp3BHXsaDgZoWRndJrjNl0imo0ChftQ6Kq6gaWruCZgkZbfMyhYWBvxhj1CFfHjGFt4o1qoK4I45mxVvasH+ugBgaZITRtjKtrF8EseH7i8MQxC2flcdp9BWPZkC/oWIgD2kJiagUMQmh83QksqZDUSg9GmNYib1+ahBTlvvv1mRTIq7eidJTbV2yB5i9uFVtX6b6YWBLj9GMzwkLCg+UWg1bZKCYscXqL812ScEghESCN4HicdgBZXzM22RLXQFCPH6u0s6d0Las7B2tzYwhwlJonik4kdwoEpyihwIE4FtmD8O+IyKIxwYkSJB/El1+J/Fz+SXxXr3yi0pVdxAGB7WJP0kj3vhGhQpFCDQMhyRQcjjDHw5pafRJScs9hez4C2s9C7JJt8m21d9AfdDZ1SkCXbdgV1cmnIbJbMjzj+NT5TKZt7ihi1yMsaZwn91654SJpgMMOriS2ayVydsOwIRsz2yUCmUp5cuie+eT2UVwmCgpuMPzaRgdmzGZTMDP6TfPMFazgWQFmQwbPrhF6ypDJigwRbLRxXR31jHvr9sSsjayS6bSWW5oXFFhcE3FsExr5nbICY0zOcmnCG6dicmG/CU7WZdWRVsac3SQVHLy3WK5eSV7eimLLKt12HSlKc8xazVzbCFKaK2dw92sT3JzAmlsruoqgtJowFawuy4LnyLSpdirSOzKTP/LhsMS3DR0pMHJJHZcgKcu6qNyCioi45tiBUEbTLkF5kKRBoo3T8ZX91VaKdCHaFbTDGivrwgS/VtM9B9FssITwhHAiXYpHSMgsiQP3HCZlaqfeyssrEcQcJfslVXDlCK5E28rvHvMkPbT7P5dGaqhOn7tuj4B2n0vkDODp70PrhXTIkWA0454osiTdQXHjbLTKboFKgN8R1hBHN0HGZXfPR66d4roUiafg2YuINAIAEeq6h9FohLrfx2w2y0csKAAwa4CL+4xBDZwaxuc9DmvCdMIYz8PvdLbUMBbH4TGZlwqeOzjkkCDEm7dY4dZrkNvhQQRFKrgtLRBIYjlYbEuRErmM4BOEuuC+lCOAnfmKNJVSwk0xjsu2PCQyNWfiqSRonGhkqSQsLI+0+KU7dTJ1E51VBfRl9xfG9YQlDpOS+BzpzREWjhpNjq1Q/8hdcwmRad9jOyZIfG/3y8J6i/Lnb7cJe97VV0rAiJowWJkB72oZdBIxabF9kCRhkw3kPiYagq6sIlCTI/SLSWPrl1P6LBinC7N0pXXkNehXgv3P1Z/jODmEMjg33XCOqnF1dHU0Y0PmEXJN01h8TEtUBwbIuxcHl2cAYffcVju0x7jW8v6qiiGOv+lYIeDK6NLMlT9fvUSR174cxoEl5STyNOsVzbtEzvnm4wrk0vEHl/j8pFV00RBjjsek67+Fk29BwU0KIvLrGwGjcJnP5phNJphOJuj1++gPh89gCQtuFpweEvp1mJ81x7urzuym6bUCrozNmslpAwwqwv6csVYT1vvFRbUgj0MSxyBE+fV6HgRmjbDuJWiL5QYVIEqEWYj0ZE5SXPRZ2Jt2A5CWO6wIKkiK2ywnlTK6hD5JelLh3glAMUFISSPEvbZk41fLrSBcp+T3sCLPqmsRo7bieP2Qz9z/zyulG5P3rpKn0mZMJlNrcCgroyVxhxBoi+Sr9X16r6t+y8jXSpZSnYSxFScxyQeSZMoRrXxhNufXJToZaZXJ19u1cxdRdkG85B+TY1PKRBm0Qn07yEkukHPKje5wHKatNArFCQSQWnFM34T5hTJu9UCXW3O7Euk6zTZCmzslgLbHrJB9gadd0fV8RXMTwpwEardl+ttPy7DzK8PP1zmSuFS/wCFNR4JdlMoRfgVvOCRiKMCSRrsDqotjEyJn7mbZb/JIJ4ZZOp8rXNqHkoQuJpkFBc8WzGYz1P0+1jY2oZsGezs7UFWFvd1d9Pp9kCrS/vMZfWXWLFZ2Qp5pYHcGbPbDDNloQxYnDWMkWMCcGX0FVCoQy4KCFMdohBaCI0sRIkhz7KQmd51kPCnu5QQ+uS3+As4g4qYWnuAqxv6+s545AT1TrazAG52Bly1FWLsVLA1SkF9t04vcmkdJOFchOV2WyMXWkgWEUP6gTH+QIzNBOG3tEpsRdOOGtHHa3Mffbwu6rt9diRaTvlXayxUra5mMxkC7jkjiRflniKX7rUyGojyuFEmm7dyiMPnqLSGNMosFa9yMkkjmmQmXaedQrfheLizLIiTZ5OoWuWBi8fhepkgIa2LjMkv3yGXW71w+zoLqoAkLvQi6yhflIJQMS4vT+TyJbpeBqW11jogyCxdrOEWH/W09LEgZ11NlSW6lQllNHDlPkxjv5qWhhd8rc4el3T/zXSisseDZj15/AK3D+kYiwmh9HYA5wqO4ZxdoNh+CWbs4ccPFviimjTm6o1bAyUEZLwWHx6GIo6ODYRdMRxrInk3mjlzImYn8fxbuHDiTQkD8nUKgSO9sbucGfdgIJc6ePQl0spPXZVPs3+1c1wAK5+SZG3BHcLQEEUcSA7eL4bbCElYbX7bMZJ9b25i6bMpradw0zmHh5UthzXHNaowCuXStlRLwO2FGW+t7MsdgNm6CTgx0FpBQgGQDIpeGIKTdJpG0bPFvJ/S3YiXtTenfhCi4nlzIf1dA/mWf11iQ0Mn4DXE8ueEQJk1tqWB9OPgxyOH3UdPJX3dfYLvb2VoTd+YuIkTt/oziyYCynQWhcX1g1t8udtvN1sGOdWIx6WirGGAx57j+WzV5BohJzEvtWnUUKPyh7vDu0WKRbjo/EgxhdK1nmtkwPOXmaxvJEEWrnMvlx04RYffB5VRZAjsGcusaTelS0iyt0de+Trqg4JkDEUFVNXTTYD6bAgCmXZvj1GVB2vMdczYb3jx1YNY39u1uqQ1bEslm3WKtCNMG6FWHl1kKnt84wixjCZ+S9EuD2Yp0ZERpYhnOvdhjIc1rphOBXK5l67IESMjwck1TW1gI5ER5yUIK2iGudPeLuW23eNZyIRPCekQ4KI7TRQKPIuyka6+61u/l2rVFBiLNvxUQbR8upmxWmHMs0xOayNYSymKjxMJpVw1FOy60uuoO0p264AYom/HKRJ7a5ZQkM5eGy7sliHvlSODG7SQ40CbO/42tgPHY63bNTvOKn0WZhi/HMbpDdRKyiM+plP4DxFAquCDmN4uJ5wvjhp1bayv6lmzkrmJl2jGoTGQ4+7zYR4ARdgdNq7mMk0ZjxD06Lg6JT5K/H1F+SDj2FtQezhPCkTXJYaNfYj5zJNDN+c5jw7m+GpdUJcoRjt9gTreUJ7DrX267lDpSGM/v5rrWYnfhDPwcLqykxWW14NkEIoWNzU3sbm9jf2+3dV/Oc71+vyhJCjw2+xQds+Gsj+7a1YlR7MndVHenwEZYSltQ0MKhiaNbUyMolj/82om+lTlRDk5mirFYiAe3oaEAACAASURBVPWhvGZZhk8tBd1CflfZV4UTgiIyGNWgnW5rwwopuC0Imyvfcez0edg8Qj1zHSd3Re0yj8yDFddkFnbotIqDRX2Ta+tlSImyQfsMrNRFN+eOumpeMk7XmHA4bD+21SLyTndmQYjOKEsWptfRH4sKiRtpxbGkpuNuvs42ZrQ+U4vvQZnhSEU7Dav08KTUXe7qoUCo3G+5ftCkweDUu2HBAJJWs3DNHt3SLm07vnOvaJWynUdIQ8y3nMZwm9wAyhLOyl5w+0957s2u/eV8k8zgnhCa3OXRdXItJyNuQ1nisBa7XaegDMvMzQUFzyKoqoKqKpw4eTK6rrXG3s4O5vMZ+oNBIY0FESaNUdL1K0MOZxoAB+J4YtB+d6wX0liwBIczG7SEDPc3/gUCWPrUJZHzVsTFCJbGNmnJrj/rqsIKE2t3GJO/JJWubCnRbcXLCqeI4qQa9a6yrN5e3fdapBGxMiDAHqJHDFL2b0go2hmSwNZKqUBE0CDoStm1rSaUQmVDa7BIyx3pkBfiYywK03JxOwRWyTuTGVyOEWnuSh/wbbZamVY/49KQCrQUNocXJiSbEeRLXI0JAbc+y9Edtsv62Wq0jHIjSSlROMk5aXH5OXoKOPnbBlFabuN26WOw6B///+J0A6mKy+n1OoS4Sq34HLrQfsQsHCuBmM2aRGsNN3/D801sFIQVMRRrSyDNTU8a4acKuP6NZxZXJ0q+U6ue8i9gdpB0HyL3NyaJWuSmAWgQGnYbQTAardEwQ3O3IqKg4MYjnpNG6xvo9YL0rlljOplgOBqFicYO/P29XczncwCE6WRSlCLPc7gZfW9qxsHeNPGwSJV3HWkUFCzCsZ3jyFItnLEqLpzQLCf0GnKG2VDBu1BxCBdFyn1fVM5ugpkjs12byizKJ14jt5z05dplmXY86yonjxARcXMuhVkrLVJrTEwaRKpwlkSQ2xCGoABoViBVWw3/DIoIrCto1KgqBniKhjXIuhcSFBynlC6yy8qa1rEdRyGsoV2uVDiM1Xpp/EXDUq/Wl8HFcFm+7e9Erj3to2SF9KxFLZPOwvxa32IBf3lfATpxNUzrmQ61NH/yrqlk9TGWhEmGFglirU6QqS0sL8R8ZMqWPkuhHbJzRWQGc8TRljUXZlWQS89nn61KaMv88x7zVvtcy+uu3DBlVyTWZ9q5hZQbZ3FEIjcfxtV0z2M4XiT/TLj5V+7uTET2vWCjyXnSKfEgCbd79q3V0TLuyOBcUHADUdc9EBHm87n1giCM1tYwGY8xWlvD3u4OJgcH/uFVVeWfhbrXi9JqmgbD0RrWN4MYVyyOz2+cXTPKMgBYs9d6KhzHMW3iTSYLCo6CayCO9kVNFGmmwYjX8KH7HR3WjZmQXshwqXtWgUTASkgewoR5GI1bzmUxxWFd8laxlh23G2rXusb0fo4Mtwk0ABCM31gcNrIKpG5wGiCqoNEAaMDUQJECMaNCDbMOls31xE5tEwxCdabsqyBYlxYTtK72T+Xv5X0JH8N7NXI3CW6nmwZalczJp0ruLmtfCfaZWtSWy4agT93rbBJGnCUq7fMsFyFei9gZypcmHoMcaU9TpQdz2s7LyG1oz5Czm8y62OwShZUMJSY3pvY4W9ZecX8mZfVKAwqDEIA349s2jOZijqmzd08nisYeQxwNw8FDQCl7BiP7aIjHoo3PufNMV1U2tC2R5Ky4bKqm7TmP+V6R8x4CMS4ouIHo9frQWkNV4fxYahqr1GNMxmPzHIj3tNuDoT8YYD6d+d/z2cwoiTVjd2cbVV1j48SJZ6ReBTcfNAP7M8aoJkzmjPEcOLPWnvUYwP4MWO+10ygoWIbDr3FUQbMLBLKYCklOS90lYOa+s5WOmNz+fAhyoyNHNv1gBbDCBUlNcyJ4e4np8IRtVeJyPTR9Oauo0dbrhfkFQr56mYIgBySmCJdqCAu2bqYKaIAGDNUjcA2wnkNBG4uEbtAngHUD0jXmug8Qg5W1U4psvO1yiQIgtcYuI4SHUiQk8VZqPzf4IMYm8uNheXodpqNsuJhMuLEfpbBIa3MEeKuPLUJKgJa5R+es+ocbozZjyL8BMXlxZJHstTh8aKeYhEVz06rdAbvZVqTxissYnWtvw7XXIObGb1wvcjqdBN7iDAhPB2PZI2q3GcFYEMnGjZV4Mu+wIZMi4zKayzfuG7nLadhoLJ6b80qDsC4xpCGeLmhhtfdqAjsW2ys/2VfQpcUiXkHBjcBsPjPPm1LGTZoZa/YIjfH4AFVVYzIe+/CkCKqq0DRzjA8OAAam0wnqnrFWKqUABVR11ZWlx97ODtY3N69b3QpuPkznZg3jeG7muUsHjNMj81Y4OQyz6ahswFtwRByeOGpJMACItSWwBzorZQmgjBcU33CSUyRj+YAmTbJpt/JnAkPDmTX9RhFWux4RCeuXRFAwemkVZXc9N/jo0qiv6nqaC5NaC2X5maXYJM+MDGw6IuKhQNG9WOQN66AirzsGeprQAJgRo14jPH3lMTzxkT/C/MrTmB/sol9VODEa4pbTp3D65AlsnLod48E5zHiEPTWCYqBmQBsaCn8OYnLEitZNpn3Yl80IhFIgdrtEJu2XqXp6z7Wcl+wFE/NCLyCsMqsQQfFLkoCMmCvjeHdMJEqQJL2IAjmhnn0qpk/ZPVarWHkCorNKfbkDQWJ7WFSX63P0O6MEETVJlEnt1PzRFr6zusZESJ+1GNtQPkpoWntgDCNYVDmXvyPMknLE5deOgaW0hN2xFexNd35XVGqz77wHgEiO23NBKA/7ZN2TUEWMFSGMzSuQ57z3gXNR9bNt0j7x5kSBfEolXlifHtN1Dk0eikgUyCBza46OHU9Cj/jrHYzQGnfQOvanoOA6QCmzmc18NgWY0R8OsbdzER/98Ptw9eJT4OkuBoM+tk6sYWtQ40VbGzjAqzGsNzGeN9DuuA07sN36Rd1o1H1jJmrmJszB3h5Ga2sAEXTTYDw+AAD0e330B4MbX/mCGwYprxGA8Zxxwp7NeEKc0eh2TZV6P9V6zxUUrIYjnOPI5sBn99J3wpgiv9VOMAhKQcaJfxwLZ1I4hRWKgCxpdBEIKsnDfaQQJgTcNMwSHFbAdnGO6tKarsNb7raW7PgaafbJC3xG+GpiSS8hjSzKkhKu9OgKT1LBmCpgrgiqT/jd3/wV/Px//EGszS7ilrUeNhQw7CmcWO+jecFp8KkRmvN3or794zDaegn0xt2Y0Cicbxftgrq6VBd2zYzjyVq4MRcLyinZDFlHhJAdIZfnk5K36iy3Zso1XmH8yW1TZJs7V9us1Twpd+o6rIPsHgRxdqPePLNHUpJw+BLOMA3EwKxDo9YY9oEQ55sjAikZcXD9Gix/LmCONLXTCAoByRgdiw6XDbnueEbERUp/C4WCFtnEZSB7zEtIRcZznRQUEkkuybzgqp+2IYFBypB5k0emvOB4bvAVZTBrKAoWDJe8tEp60ueUEVkCT94qKF3opUeDtPxJxEuAA2nU4QnOtLF8DjLKBAp32Bb+EE4IBQVHgtZmacZwbR2sNf7kve/EL/zMD2I6OcCpzQFqBVSVwrlzW7j7xAib8wanXnkfdm97Nc6duxNXqrPQTNg4cQI729vQzRxN0wAMswZSYHywj9l0al1hjUdSMzdLRYZra/kCFjyr4eZlRUCtzLmNp4aE7Qnj1PCZLl3Bcx1HMlY7IdULMwgaXSPfCeEMIay5tTrB6nZbTHfFCyKiZUIIP5zgo5Bas2TaR117KON3ueAuwiprIldKBwosNoS5Fsh1ajlrnwZj2mPMFWP3qcfwc9//77A134Oq5zhoGHVdYU4N9q7uYg0E2t/HbH8HW7tj7PQ+inOf9AWYjO5CA3NMgt/MhcOmNtk6JgJotuwInCAQmMVpAXl1QkTO0W7XZWMmBDcCu3ezI0dFcxVIiZEMl8+LYHQ2upWkSWvFTVnzCYt85XiQBKQrWi7bdEwFjqmtoiKkL90fCdzKP7R9yNGRGUkmIr0Ju42dHBVxTFuMhZyFm9i7z/t1n9aSZtYkOYdOSqMFjuoIn/sh2VPH/tbZOaVFkDko25Sx4kdj05bDCBuhbdxIU9baSBBnuYq0XdI+e3Z94xQd8bm3nmCKASCtjxpxOAmO2iWzdtE2plHk5J+h+LEPYyQau9mYBQXHBfNczCYTXL70BH7gu74do5G588T4AOdObaCqCE89+jCqyRr2mwavff8ct+8/hYMHTqD+lC8H+icwGY/Bdiep9Y1NNE2D/d2ddm7MGK2toaprzKZT7O20wxQ8d+CO19ibmSM2+iqvjCsouB44FHHsHJRC1nWyQ9eLORVM5HUgY93KCuZ5q0vOoLiqgHAY0ngtm9ssW+eVc0ftiuevM6IwUqDuIpG566vuIksA0GjUVYXHH7oPanaA3ngPqBlaV5jXChsnT2A+n2Nvdw97/TlG9Rzr1YPoD65gdvlB0OhuEBoonsOvoiKdHWSujVaxxK7aN6vvBJpPbzFhbFthzPXucIvKkWa1umLAWZTRTVQPgU6XwZXCL2pvuQbRERXy9wzJEmSbnaOvOaokKDra+Qcy01Y1ScLoeRvZYzKEWTCiOFEywaJGrXutKspUZHRkC78EGWqLiCQHpubL78tIoR+co4gCQFbhJ+kaI1gCQxHjNcrsPBf8ZjzdYBapy7AuLd/t+WfIhY1UK175IPOJox3HhmQFBUfBU08+hLW1GrP9Hai6BlUVLm/v45YzmwCG2Lv4GKrzd2K30Xj8o4+iHl7Eba/8EHZvfR22twMBbOZzHBzsZ/PQusHe7g42T5xEXdeo6sq8D7UGZXZWL3h2Y2pOYPFgAJO5mPYBNFYHX5fuLzhmHMniKF2QAHghwhtLnMVRhvPK8tiKI4+RWCT4y23ZndtfywUOAKzm3+QZrwOUrpdHtTDm2mFVrLK+UdYzFzbdtbKLAMp1R4utKXmSnuYl4ykQ1hsFPWlwdjQCqTlmwwZq3gCzKbgeoO4x6l4N4gaqrrE7rzGazDGc72Ew12BtLBwVMebOyEBu2HQTaXkt7lthUeio52KEdlrURovKJb87t9OudNK/mWLkS7lIoE5gjDbW1dYxyGvANUa3aaQkOrNxjbBuOcuTuAsA0M4DW0UBvZUyjJWQTwgXa5hSrmLtaHHLtkipKH+mnnHeQGfzi2srj9nM7jhm10UKa9CdHdIm6Wy55O6xUyjELQNOT3Gl1ikyziVe5A7fYitMqdq/MOLr/ul1nL3Vd+n3QyBl9scwlgsKlkGRsQ7p8YFxI2cGmga9QQ9KEXo8AxhQdQ8fWRvhxQdjnNENFIC9vb0orf29XfuNzJmOMEdyzKYTAMBgOLKbFxI2t04CAHa3t8uuq89BaCCazrSdTtd65H8/ucdQBNy6UXaTLjheHMu+SpFGPrFuRO9/K8d4DTWFMEbmkGbLtmDhsyASBFLmZPMgSyqsfCg3ZyCSpV0ipcvUW25xoSzmfhB4vSvYEm13zvVR/Gqlf1RHBEm4UrKVhusijwFuDZ5CpYHTm2dQ132QVmBuMNNzNKgxno2xPqwxGigMSKOnCFNdY+vkefT6myDW4Mask9RECE6K3eVNd1SV5bxWRYAjCovcUtN80+sthcqSPjuM5dCEb6XQChMzkTSZdGBmwizE4dp5tXBpmORIB09u7EpltkSY0vZoE/9FbvFyBrChEyrJWDQ9eOLlwmTCRdXIKmeS0NzRHZSkRm1BgOwzZEIGS6ubW4ndc+IqYOdp7zoatwBCsGyluHUpnvMXwVsnM9fjIZM8g9bC3DVoc5bHrjAFBTcCmoFTp89hxhUqNQcAcKMxnc6gNaNRZqOb2yczbE1mOFAVtm49i4kaZp7HoBwdra0DBEzGY08cx/v70e6sg2FZ7PZ8gCLg9IgwqMxax117zMa5NfLKwYKC48Q1EcdlQjaQCBFSIW15odtVE1aw8TtsdglRIg+ttd0ePmM94PDXC08UXFtjS0SXpJETzMP1nICSXsuuASMVpefWC60SN07Hxsm4u17rOsc0H/ELIMacCEAPw63T6A/XMZrsYzLVqHoVDsZz9PZm6FcV5opQcx+j5gDDahMTqlAPN6BYA1SjURU0NSDNIFZmNCRW1WVohT9E3Y9COI+7fVfL0/yNs80pM1ZggyzP9DtcPa51TbBUrKwaPlLzaDIbpEZWyrC2UV4Lv01YpcKz5v4nEdz3a2ZK6HK7dXGoY2muV4pJpYfLV1j9FjYJx/0eEcCokHa9oqi622HVEz5BeP1zI+JnkVz3RzIFXV27yAs7Od77WPZSe51uqAdR2H85N18uQ/ACOLqCqaDgsDhz/i6c3NqCmm/j6sEMVCnMGo3L2wc4e3KEqj/Eem+Ac7MZAOCJS1Osr90BAKjqHqqqwnQyBinCaLSG/b09TMYHYJgdVR20bowrhgXrPpgZ89kMda8c2PdcxYm+IY2AnUO1mVP7y09rKSg4Eg6/q2qHa6QPk5JIIN6F1V70ghM7QYqCkdFKN5FoyG0pSwnf/SjfltBn/mpurPLeCh82rawt0RUwByc4+t0k44jebdb67jr33ADtraveegInNMWCjUnBilld5gjlHdNMHykArD0R94Jy4r5qhN5Qe7nzp9msxN1yPcToscbEnsOodAV14iTWzpwFHr+EQTWH5goHcwIdNODZFWyc3cQOA/P5AGvTfQxOnMRseB49bc7rnBKhBoEUmzVWrn3ZHILs1mf4uhGJGrX7xIVNybS5FCs62hbWKHQU15yd2co0a71lltt/OAkeYVwgWFND3iG+P60BWig8dHhOnEXJjt/Gs8p22QkwZ4fZX0SI9ohyz2a27tFGPe57njCuTvLD37bFUJZdMh0RSuzc7EJru+GNojB+AQJVSf/LasicCP4MWfeYteY5p6Bx3206xHbeWsC//bTFYRMZlaTv5yVySpDu8ajin3DPpk/IH4fECAsRY/JoxlW4F7uGLkbYGXYxOeyOD5g5cDX4WT7pNw0Wa1OTnNmNAltZSzwPq7goKLgWMBij9VM4ff48Hnto2+x8qhTmBwcYT3p46uIcW2fmeEQxxr0e7p7Pce6O2zHrb2LeMOq6xnw+R78/8GdADtcMeQQYdd3DyJ4JmUIphV6/f8OVnAU3FrszxqhHqMisZ1zL6Ah2pmY+3Ojf8OIVPAdx3ZbNRuvN0g9bwmTFYOXFYfNdLRA6gHAURe7j8o7WnXnxnZ3DGzj5bSN6KY/ICRrh4y0b7mPTiMKQED69s0mIS1aq8cm4a05yszdcer58UjBycQi+HjI+EYGU32txASJq7gVVV0YAfsMMt5ViQwQFZTbU0HOsV8CLX3gPdravYqoZB5MpKq5AM435dIaDyRRPXLyMy/v72NvZR39wHk1vHZOaQWqMHlvyYpiVaJeYkLlrRGQIZdLnPgywcPQsQ2rNkX3WvibjUCuuDJs+A6vAj9KUFJNz2zQZxHQpzZNEPN+r8IM83wrZ753rMo8F+TQDucsdVRE2bgkumBQeZyxpcxakmtiQR/u9C558ysItgBwrbuwqCkfmkO+s9rjrLINmc0ZlNDWQrbs7asMV1DqBe9LIYGj7l8UckZ2pOz6OfLXvSTdtrdmHi/YRJtGOhFAOCpv0EHPYtMe1h52H3Nyq7NyrCKhgdhmsyPDmSsHchzmHUqlQSkVlzU/BjYFuGkymY9xx+xmM9/ahpxPMdnbRG61BM2N/Zw/NfIYnHv8oHtg7wF6lMFxfB6kaTTPH+GAfw+HQEE5mHOzvoa5qDIZD9AdDKKVQ93rZj6oqVHVtj+koeK6iEXsKEuLNcBhm59VRD1gvpLHgmHBk4riIvLU3/CAv4KZpSMFXfpBLz1qiOPk4SJfFVNj2NpeobF1ipRO4wsfs8kgZgUklv5cLJcsF71QgM3m44wpcWXLdl3PzbLdX1NKttkytcIoBsxKKMVUmX40GFTH4YI6/8Imvxwx99HgNAzVEpQgMjUoD/Tljbc44UWuo4Sb6J+/BvCIwEbiaADBrUYmVEQqTfr9RuyGSq+wR0LXu0UnIXW3bKkPEHHL3XX5HKmY7aZEOC91DLoZbG7x07GYK1zkvrIT2851m488adB8mbwnMTy6OQDAqBZByv9tDwD8b1iwb1SUherlPUgXB1x15dEop83yt0kRpW0p1mNYM3bDxWNMAu49tMKXInrsZRA22DZrOE+GD5JOZTyypixUsjgwzWCjBFNgQPJhPRYSKKJpJHcGOlETuvm1DtyOsIYsmXQU23wlQFYn6hjFcUHCjMByNAAZe9brPBQD0RmuoR0O456Q3GnqlyscPKqw3GldOvQTMjMEgXqM4XFtDr99H3auxtrGB9c3Nck5jwUJoBq6MGfOmzHwFx4dj2RwnxaLNYLo2OGmFdR5GUpVi5RPPmyLBNxZY3DX/PSlH+L68LF11Eb8OFTeFcWF0NqM0za72knUg2xy53WJ15lpYY5nbDKe1kQdbOkxW1GMGVYQ5E+Yzwh2veA3qU7fh6vaj6PMBNvsVoBv0RjV6WwMMhz1s9Puotm7D4PaXYU9XGGmCrghTBQztpKZXIN3HidZaRXabNq1eCrlDb7wpThvxuEva+GaBH3bJA/YMIn0y4jsG5H+akAv2UIlVRcx+fWKYKULdvYu4c1NNyWWOHLpwopiOLMbPc6ZGtt0XraPNrQP0/gUE5/QAzTCeB8zWEsmhoXzeHP2RlXOl7dAlhPk4E0DqTnwGSx4rsmkqtwbcKVvc/87VXCmh6DGE1KnQlJsJkwHg+y4uVEHBdcX4wGxWc/sLPxabp85gd+cqMJ+j0g0aVeHOMw3qfg+nB+vY0IzHt07hljtfhQmAXq+H8QEwn5tNdeq6xkxVIFJo5nNUdY2qvi4iXMFzBARgVBsPjIKC48KxDye/jsz+PoqVwWuXGZG7UnBbMta3sMYwsMuccG5/RMJ6l3UyrUtqjSMiKKUWW1CW1Dm/RswKaR3Wq65yessH5dvalVX+9UJxpq3SujmSTkzQxKhYA2jAABoC5lUFGq3hrhe9CHRhG7doxse/4FacnM8xuLqP6qkrONs0qJseTt75MZj3h+g1FWpNID0EQFbIM8erL+qP64WUxOWs2YvQHkvdipPctdxYcgJuGHcrFcWWo12H2EIVMmnVtbv4UVqt8h7hOe9uX1t7aod1Fixv1VMw7tTsA0aksOtj5her6xfurea7Sc/c9/Z+X7LImpiU2n8SC2f3UPI2NrAld+a87+72zOXNFPrFeqxCE6FhoGGCRjhaQzOZ7/bDjg1HlnLyDz8rtD/utq+v2+7GXWSQCpbUuLCmPZX8kOsLDbcWkWDdUMlaJZVCrZS1MIZlDhWlLsDWGklsa+dcWhlKmc8RnQsKCg4Ft85wbW0dd73047C/s4utgcZnvvQ8zg8muHhhAkUK92ycwbyuce6Vr8d+MwApharXQ38wwPjgAMyM8cEBADMXTuz3gucn3Ey7bM2i23G1V4hjwTHi2NRVXYIjM0eb2LgNQoxGPD1v0KcG6djKQNjjAQhupyJvo6EXF43pCJF2PVb4R3GvtZ4uS/fFWxgWWA6AWCCWAm8wAORdNjMU0mr/WQiADE7OfJMk23Ec31Qu3YxlU4EwZ42KNbRiaGZURJirBhceuQ8vesFJvOqzX4eX3baBT3jty7Fx8jQ0KuxeuoD9S4/g6kGFU/fchd35Hqr+OmZcATxCX898uXIbALm6d1lgjoNkSmVHLp+j5iFTyRHRYIVKIjnjypLD1GO4jVcEQRREz40LcmHpMLaXtvnuMG3i2zRJJucZsJiAujVznuXFmi9LSNzcIZ8bcnNBqx7klVGxUSzz7LqpJH08GHAeA0lwH9YRXv+dwzyWlil4QXS1QkzawrNv7nollEiZ2azz88+9HXvsK9UeCzIfUSP/7TDcy/eviEgU6ujSMoorVzyVKA9CPEPsQ1spWRgiOE8LF8+3v3+mbqxyquD5CUf8nn76Ptx1x1nc9lmfhDeM+rjjVa/G5+sJeHQGVUXYffA+8GALZz7mlXjCKkkIwHC0hrru2c1wuo/YYK3NM15MS88L9JRbopERagsKrjOumTi2h62RDCTxaVk9yG0bw0KSkGSwdfx2R34inpS2vOQhSiaJJORm8Fk+mbX8LSWZVhKK0s4I8t1xTWFiga8dx92PiImshJUMmRA2t4G4DwYorCgyWdt24Thlt9Mp200pdKWgrVMpzTUuXLoPf/COn8DdvW2s37mGC7tPQm99DNTGDIOzp7B+9wmMt0/ino0XYMan8fT+Lp5q1jDub6BuGMNmhqmys2Cmea6L9TGxirs2ERtPmvsZApm1DNp+Z/s9N3JjBYmsUzLOOuN1gZOBYP6L2s0PKAbsDqRmM5hMWu0nYXHe7puQ6lfrM+fim29Xk2b47sLG+YqHhd1oNnU0vC9XDjc/cbuxbfk9HVPJbqNuitGIDHTRzNXWucD0BzmultQhbos8fTPXydbJdDFFd9Ns01HoSJpcm+lVB8RCR2Eak0XdoupnSGbolmAJZqBdH9mfdg7xhC9RZCTOIvZvmBlJyMdBURDKH81hPh4JJnwY2ltQcDSMD/axfeVJ/N67fhR1NcNoY4SnxhPcpmusnbsd1cs/E7x7Af1mgvo1bwZ6Q2wcaFza2Ua/P0BV15iMx6it9bGqKhAB/YRANvM5Gq0xqMrZjc8HTK09YNx0ScoFBdcPhyaOlPluZK0gwkQyIAehiZnFNvTsN6WILCvsDpCoIvLp8pMyMAnLCdgJP3bNEnn50cfTEJYPa9ZxQh85IRSWthLF0tiC67LsLpwnqFnBPxYGYzJBon72qpf17P/WxY5IHLbBOkQSSA/aNmk6K4uG302SI5Ha1MKS7SB2MaDNDobQhP3pLj78vnsxGj8KgsJ4zhioClWvj0op8HSMplLorW+g2RwBGOO29QPQfo3HxjWU6mNCfRDPrTCe25V0MRFJ769kuRLN1OLUnPDoCwAAIABJREFUEP2M1YirMeSEFOV+tm58BQHcDTK3rjUUwsekeA1q2NTDpUKA3RnT9IY9/oODtc3pC3yxtFGouBMqpLXZ15uFkO7/D09Pmy7kzk+U6bE9Z9U1Tbufcn0n4dzWu9InUeAwX9g+hAagMl4NkmiEK8Rxebq6PhDekFb29W3bONh5E6WBI1mJsilNQpJUP/+kZfMcWjxDgcsvBcGsnZSEOspiRf1NSpyDQg9hbqfgourmNvPsmx1fozmRALC0PC4rSKqUiUlkQcGNgFtOM5vu44PvuxcVTTDoGYX5blWBzr0EmD0FzA6A/gjVK94E9AYAgK2RsTZePpiiqmuM1tYwPjjAbDIBBgO/a2pBgSJjfSwzXMGNxJEsjunaOIZ0hwwmAHKkg9svb2bt16RE16343DLMIIgBkXLcCelOsGLYtTXRihvPFVPel3vgJIlMC7D6A7qKpGXLaVi1uCza1+UrLZ5s18Wx0aZ7N12oDNGxhFpq9D0b1cE4G9ipP6Ig3GvXZaJnuHxwFRcefwDnqcFB04PWhKvjOR57ch87/QlOvqBGb22AnlbozedQ/RrVdBvrvZPoTaZQXGPKFWpldsdxRwwcfQdO22ZLSGM2zlHzSvOMiEJqsZGDWifXIcZ87jR5zwBFGuzDKkH6wMGFU5YlrSMxzHo1+31ZG8QulIKZLhzqzlLWlaYj+iEP6ZK4qEztDaqsysYeHdMdNyXA4dvyNmi1YpxkhtDFpt123l1utEDg2pG1LU1mBXQ/E+wVCHZqiYrpThhiEdyTPV+uEMGTXHtZCQUUSKxBtOPCDSGyhDHuDZd0gzCOugZbl4teEakKngkQSCkcHOzj6Uc/hI1aA1yh0RqP70+xd/E+zJ6+HxtE2Dn7sSACtkan/LExWyOFvbnZIKdpGvSHQ1RVhflsCt005YiNAgCGNJ5bK3NcwY3F4S2OGfe98G5uUzJyavV2Sh3fV9QQp0GscEPOwtEhX9wMu1hm3fL8F0EnUtOBT8BafzwLFEKlt+SEeK0W9cQs6QOW57qFy8qmZ+Q/hXnTQI8U3vNr9+K+D3wIFydXsDMDDpoK1Bzgvku/i7VhjTk12Dq9hq2Rwnpd4c677sDrX/1yrJ05hTPqBJ48IOjBEI3WdiOLqrN9jgPZUZhpL4cua1i66VKKWLEhgwgJXErXmfyWwwnh5N0XW5QmKqelmBTIiNvgpLWUMlVkCIp7+MfHeBzkyhQIIvn6pOnLerm4WndMKRJJ84Z1sjKAfAa0v74o6dStltJ+zMxL8n403pLGb9WJnZUSIQ6QbaeUZLfa0SnNokQQtVOkGJD3EqWCW1tIZM5blBb6sNmTSciNUelaCllWAoz13P2Q6+HhC+esvNF6dpuAmDKN2tEvjVBibfEzP+8XPH/ArFFVfbz/ve/Eh//szzCsgUtX98Fao9INHr5wFWgY1Xv+HIOz78bZTUK/Yrz0zGn8hXteiPoVn4XTwxGe2NnB+uYmJvv7mLJGXdeFOBZE2J4C6z14byIA2JkCm+XcxoLrhCOvcYx3aRRvbi/s2MXaUsiClJvbgnOUPmJJyLm5ElvXSu0IDUNq7FOCZGSPwwkNRyUukftdF9GwvyM9vdPI+3LGZDBcs/UkABRbF9NNcERuph0kB3VmBIRz2shq9QHTZ74k7A6bd/mb1UkffvjP8Wvv+M8YPv0YLuwfYJsIChXWKsJ9kyfBwwGmsyn6NWOtpzDADHfeeQEHlw5w9vZLOHfPHGrj5aibObiqQdDGXVWJNkSeIOSE9/SYF98XmRYkIu+6KfOJicziPKM05bNAgXdF6+icUAv2GXWNs64dS+NhbPrC9xO1R0wc2pyT50kCQp+yGFa+UkzWcm/r0loQaRuMWld9fyglhXxbXlF3CoM/IUOLN5SSBCiyTsvHR5BCF1bJBohnI8gjahYhX66FVDP7200RZJn8orWezt3fxc/ZUmO7n7hI7PNy7cvOIu2VQbZA0KLVjFbBnTGXGlbNMgOyFhJyifgwSrm52B2yw61nEd4bwlcTuvUMUlRQN82Zed0Rb7fuE76s4Rm0ZWsv6C0ouG5QSuGRhz6MX3r7f8R8/wpm+wfY2Z9gbVBjuL6GD370MdSDgRmbDz+N0aBGH2M8cOedaGZ7WNsjnH7Jp0JXpzGdjFHbYzfGB/vo9wfPcO0KbgaMamBUk7dSSxTSWHA9cSy7qjriJsmG1F4bYSQmik6sZ267q0KEjAmq+Sip4JdCI7UfoChNd38FHrlol9hg+WjghFxzSdm4izOQxDLQMb86LS2J/+sEfcXuCAuHNml05aSMqt9tex/WYjpiICwHrohEaLQ2axY1Q+sZZs0MP/tjPwl9+TLGuxPoeQ2ugRHNsN7r4dRggJ3xFFzVwFxhOic0rNHMh/jII2Pc99ifYvDBR/GqTz+NzfNbIG2UAS1r5yGQI49ecYD2uIh3pTycbqFTwHf3YSkdwWwqFLlqs+XyTkQXSoaM5TDvGpmahAJNWqj0WGAdFTRcXFWtKKadNZjNrpWODLs2cUREpudJkmAg5NvfMN5wNqupm9UNBc4QlSJ/pExchTiWs3xpe9KfDyLiEBCf/5iMidV2fl0MV6xk2loUw/915C/apRa5PnQXYgVUa/2m7ydG4za8ghxLJqA59sjN4WamV37eI9GXMflmS8j98gNR2mjlNLMJ13oG47k/JE2iWdrvB+KgDOnC0WeagoJFcM9Eg1/6me/H5GAHfHAAMGNt2EddKSgiDNfXobVGVRG0BqazBlPqg4jwgaevoL/9XtQP3o9Xvv6LUPfuRF0TqqoGqbxLdt3roSqD+nmDQQWcGBAuj41i8GxxVy24gTgycYyP2QgbqoDCpgcAhJAmpRxlhRoVkSx5Hp50w5P3wlo/lzoAxL5rLXda8d1ZMiOrlDyUzCRgBdbMLppRPrIMTqu/6uydExmd0EyI6gb4OnuK7iWjdn7SCuM33pCSl02/7a4qhWNTN9MGyrskN2BUNeFEBYyJgLUtXN6dYXMAMAao1ke44+678PAjj4IGG5jOFOZ6jlv6Q7zs/K34wGMXcWI4wzpX2FgbmTISIz26LrVId7qKZsoe2qu1HcmxQgrZHil5hRta2of2PU9BsdIaN50W0+TKESpHloG4dbKuLnEg+cU9e/Fz6OrYekZsYGl4D/JO5tkUspAzIkUWpHwtAEFYc/elUsDV2Vck5B6NNUM8zH8+3hEhj3mJb8S1iHUHizrUlJNAKSdcoAARxG5JXQhApZQZG3DzCKPya8bjmZThzlsMZQtW6ECy47marHeE8tcYJLrGjau0ZCm4+z4B4CW7+xYhu+A6QCkFpRSapkGv6qHX74Gxhp0rO9jc2gQzY23Uw4s/5oV4+MGHcfrECAeTGXb3pzg17OGuM7fg/gvbONm7jNnmOl7dG0Fr8w5utMZwOMq7qVJeAV/w3AQRsDtlTBv5hi4ouDE4Bouj2/xAiGoUrcwxlyINOwtteBttN1YO2nHS1jomwvi0jAS6yCJkBNKYjJo0YirnFdoZV8a4Xl2zdZqaDOe2fTX3AqdLhaG4jeKs4rbrmjz8fp6kRB7dhNP9ldp7EkJ0pWo0TYPXvurj8K4//QNU/QpVtYu6pzDoKZzdWMPdt57F7SdHmOsKu7sT1H0FGl/AbVtr2Dh7O+578EM4d8td2Dh5BruNJXiKnDklboVkLOTWHWbXIjL7ZvfNxvEXWmReWgEuhjaiL9w+qQqJHoKdNdUK4JaYhI2IM86HLaHXHWYOuCeNOOTjqnLYNbyK3SY9jtTaZ21JMmnbBytYvKaxXZ2QsOEoImxCFCn5K/NehRT4EO5Rg2+keHaR48fNUCJA+vR2mqdz5VpQzPA85+vjCXj7qklajO3cplgmersvIp2ADVeR8lSOyAyAisLzR2KUuFht1QZancVpX9jUgonZz4Ad9ViEtG4cXefI7FhEq4LrD60bs+Mp9XHHS16Bj374D1HVwGR/jHo0BDNj6/wp3H7n3dgYKdQVQWuG1g2GV57Aa+oGG698DR56+CO4/fQI506eQlObeIPBALPpFAd7e1jfPLFIq1bwHIHz4WDx22GzT5g2nFsxUlBwXXEE4igPVm781Wh1YfqOFgKI+WgRMLYSxYk40mPSD+QzHA2QXQuz6DFqWS7ZCpZBOPKb47e03okIlxPKvPDInUSPfOJhZ01p3YjdRtvugqlrKslPy7dQxPHmjbSs3QImEaNpGihSZl2pqqCoj97mKYzrEdaaKU5uDbCvNajRaDY28NCVA1SjPq42+xj2CcNBjd7mORysDXHHiR4GvRdi866XYaYrNKQMgWga1JVC44iIKHrLgrzEVdTrE4QgSZFAKrWzGdKZQaciwrapLzUBjQ2qmEGNIwBGa+xGEbkx0lF+Rxpy5XDd6KzJzG0n31UsZWG0BxF+oQuuIH/Uev7seuZDqr2dxyVpMVQtcW0Rtihe8jxmCEf8lLB3vfTjY1F/O42DZEqLuEdnQROyRUDqJ+0PBWqlQTJYTGZJFMlZ1kn0n51DvMu6SNHvH0au7815imJbmqg80WlJsnTJemQTx11z9Uqf3ahGaYUzCrrD41rjFxRcC6aTMaq6xrnb74Sq+5hqjfUzp6DnczPye+t44LHLGNZrOJiYp25joKFuOYmnz9+Kl52osFbfjfU7XgVUtT96Y29nB6P1dfT6fYCA+XSKutcvrOE5jF4FNAzM7ctsUJvu1gBqBdyyXjq/4MbjGNc4rhQyEY6E9jxDYJzYFNmFrHlTChhMYefPxeImvGTSslYlJM/m0irfInRt0JLCrdF04jd7IThIqiGus4AwutZOOsKYtVoI+Tq2GcTl9u6t1uonc1dUGWKrFBpF2NsfYwbCviKM98YgrXGgAOYpTp88hauVwoWLlzHq9TDfWMfV7V30K4UTW1MMTswxOLkJhsZcT4F6gLluUFcVtCVC8sAJlfZTUu48pAXp8BNrtK52Qb+T3JFGmP/kak0iZxlScOu9Qk/k044pbnxN1iasKTzCy8M9B5nMTbqWVmbr78aoIy6Hz96kHSWXreuitcaO6Ha6hEYldoVtK4AA1xyZFGx7qHy0xZCPNVx9XKJxsPSbKRNnXTbdXCeN67587jqb+SWQQ7vi0Lq0MdjEsXOnsuxdOPhGRH5xJePnJaShWu7iLW/hBKG+qzT4Cs+/aKOCguuNqqqhlMJ0fAm6MXsgMDO0ZswnU9B8hvOnRkBzBduXtjGrtzAYrePqHLi616C/CeyNNlAPRhjPNPbGDdaqBvP5HIPhEE3TeCI5GY8xm80wWl9/ZitdcN0waeLfhSYW3Aw4FuKYYrErWdjkJQgHGUEO5LXmXlUfETPAuTsFCx7gbSc5EiWk3IgsdWi5Y/IYCGs33E0dlSG/U6IT0AlmfYKGdN9qpSy37e/IO5tNJIi1b0qbhrdgae37UKFCAwUmjQYau7MJdvUE9z/wAHr9Aa42jLrqocEcNBrixa/+WMy2NvDIe94NqBGuNhqshhjuAc1Te1C3nsNmw1i7chGb+5eA9T5U1YfZ01UZAZftsSDOouFqwOEA8WjJGhapC9qUa6nF8hAILqImL3/UBWKrlTDWIRCHNq31rp+uxKlLKMWxCPE4O6yCY7mAHluT/NEGZJ1o7G1lrVrat+0SBY7I3vG5zrGaFi/n5i5+UvI3fA9EO22nvP7IsDBXG5Wl72IGy7mLkgxv20SJn61S21+UkivR5946m8wJUunmtk2VpJUDeXVj03ql+lSk+2xaSDkySezq7KyIjnyzLUtoF7Tm2O5hGubZo5G9+Nl2BNuttbwZjmMqeG6g7vUxn80gn5GmmaNpgEYD933ofajrPvYvXcTOZI6KGRvrI9zy4tfi1Brw++/976gUYXawi52dbfQGQ1y6uI6TW5sgnmN9vA/WU+zvEwaDAcbjA6xvbIK1BjOj0dqTyIKCgoIbha5TkzuxbGfB3H1p3QsvbkZ8mHmaJoePPT6Ck7CkAOfTZjxOjUATCCEBirxQS1aIb1kbLYlztE3SN7ZEhrQhLsRGOy8/pnjsP4oJFREqm7f7VPbjymW4McPsUunyCoKcF/bYUCpF8Gml5ewS/uXOhzlPQuOmRr6ZnTXWbX6koKCpASvCtJnh8vgyfvynfgz3P/wgmBXmmlD3+0DTYGNthK3bb8HTly/hsacfx+NXLmHv6h6AGpfHU/zRRx/Fe/7sfqiNLTx15Squbl9Af1hjMh9DoTGklYEKQGUFX900pp/8cLC7lLr2tvXw67NaVrQ2Ge9yMfYtyew/of3iD2BInEayXo6cnsMpPdiPD19GwJw7IPJZWg5zAaw5ur6KICzLLBGs9yquV4tYAkZzHkWOf7esn24eiMdc3IZijpCk0R0D0SpzTslEgh+RWZPLaY+HaJJoR3NMVAYLFcpAcghG/0yaSn4I/lmtyLmBunFpJyvhqkz2vvy4uSaqqWvLsK+MiS8GFpFZO+rIEpE536siQq2AihjKjkXFDGINPw8zgXVKigkMBc3WYs4mM/NIBsUXyA5pGOWB1oxGMzSH3+m41RzvxB3lm/xuPYPI7ADrW0Sm4z6rPSsFBauCtTlXcX1jE0QKg8EQVd1DM9vFf/6p78LFS48DSkEzcOLEOlS/j3ptHWfPncfFXY3HH3kSuzt70M0UW6dOYX93Bx983+/jQx/4ALbO3Im9S/djd/tJDEdDTCcTDIYjEBEO9vcBAMPRCFVVYW9n22tZdNNgb2cHrLuO5xLld+/VgoKCgkPgmnZVBboJ5LFCGC8coYmFXEcwASd4+rWYTjixwo0XxoRG27tqIa/l9kYDyluIKITy5SBHxsSdnKWDRPWIlQjvT1DzxFY2R5QGUSvtHHEXpfYClbvlS0/hvtbAHA0IwL4+wP58B+/6rXfikUf/HP1xgyceexzzyRjT7W1Ueoy7X3wPtoY9bKHCqb0a62DQeI4ntx/Eww8/inprC2MGXvbiV+KeF9+NP/6TP8C57QPc89KXo2m0daOzG5OwE0vF+kQKrRJk/7z1sGkav8Nd2i5dbbWqxS5u/MW3QxsHIuX1FStYPmWYPLET14H2mYw+jCmDPzbDP7/5dNvjRx7ALtINia9Up/TWKq0dnUFqCY6BihJQIrDZtFnUJ8osHCxhCw1vqXLPbFJPl0h77Lh0MsoIm7YvrXzYbBQ3NNwttv87i6A3Tlohz1L92AOBQtW8odERyWh2Is+AHcn302HUh+TDuDI5N3LQ/8/emz/JlV13fp/7Xm6Vte8LCkBVYd8aQO/sZrPJJiVK8li2ZmSPpPAPjpiwHWFH+Af/Bf7Bnoj5yWGHY8IhjzSiLEojkWyKTYps9s7uxtINoFEACkAVUPu+ZS25Z77l+oe33ZeZVQC6m5rWME/3RWa99+59dzn35vnec+45TizFapwmQ3OywudRDRKhO144Hu0xNnnC760gD5Or7/cr9o/wW1Wn3xiyLBMAM2cSjycoFYsUCzkuf/hTVpYXye5usTA1RzqTIxHVsWzJqROHaWtrZ3N9DT2iYSMplgw255dYX1om0ZhEiHGGTzxNS3M/k3c/ZmtrmyPHn6JUKPjaxnK5jGWamKZBPJ7w66TpOo1NTdULbSVJye7WFsmmJmLxelzIOtWpTo9PT6xxfBTtpQl5nBh9Ic2IEP7vvCr07aUtCp8JVB1+hCqBF3lDegX72WRtgduvi2t65W/5u0k4SWgamqYjNB0hFJXAfu316+X2mWpL5rXErasadbGm9msPwLOXmWzw6gqwIL0zSRKpaUhNx8AgU9rlkzufIuIWu+lNZKlAcyRCzLI52N1DeyTOwcO9CCy6OxqJl0qIzTztyQgx3aS9NYmdN9hZy/Hmu5dYTqeZXp7jF2+8ztTEHfQ4lK2SWz1Hc6S5pruVLQsrugJQpTKzrutVoPFRtN+zgeZCURj5tdk7X3X3VzpN2r8Oe2kL93xfjXyq51P1U50z1eBaATNKe/fqolpj5M2xqnuPMSR7lodECBshglAQgf7Jrb//qd4JNphExRoRaLHCs1YoySsPKucfSqrUTAdgUeVTb4o7a4uy6aWUE4BJBeBrniZTht7r4CSJJqR/XxOOptHTfgY9EKxljoZQYCOwpKN3dBwxSExJKNkITAmG5ThqMG2JJR2TPMuWWDaudtF51mlQSA/rr4uqVjqs9Kjm80otZfj3peYqv+fSq45Tner0xcjhoUgkiq5HKBULlPIpbl77JRollmdnkbZNMqqTiOgcGuwmEdU5dOQU0UiUltYWSoU85UKOZCJKIqrR3duBaZqsLK5y5f2fsLu1ytzEZ7zxt/+WOzfeRdelq3lMEI1GiUQiRCIRotEoIaZ/LP4WNDY1EYnUTV2/qqQJSNaHp05fQfpcwLE2ePO+yYpPApOkQF7Ac/u/X5mh8vEEQa94Gezm+zKhdy0QkIXwLLuchxzT0sDc0QdtIeOzIAUu791ypURiB0lIpHACokssPLMvH+Ap9VclZu+6hiDiasYq4aYjILtCstKnnpZTFZrD3xUtQw3EU2no5WltpbQR0nbqIQS2BsVCll0rzZ37n7K5s8zKwgyDA53sbq1gbq/Q3QA7sw8Y7utk4MQQJlHSO2nMzCZD3XDr+hWs3U2K6SzdsThki6wuLvHO2x/R3tPL1k6KH/yH/8An16+gx2wMWUJqFrqmo7kmi16neP1TqSXxtEC+r16pxhjdn2rzncebgUBfO7NTE9Vk2ROTRYjhPZPsylQN5p6cFEDkmjd6fFr9nj2SYq7oYJbKZ2wcD8rBc95xXFsE2iXpCuYqXBBKFwq8KaAI/3s2WwGzMjBLVueRh7k0Zbh8W29l+NW9KL+N/rWw6awH+GqSAtbUcvF4VIS3EQLwHO5RiwBkSRukXduUU2UJ1YlX5Url9L26yRIAQ/89OKDQcoGgJSWWlJiWxLKc81I+GJQOkJRSeBbVTj29KvhA1J+J4c4R/khVkLfOKDxb8dij50GYr9X3++Bac0zdNT8J3ymQY+r/iFfUqU77kBDOmUMQ6JGIo/kzSozdvkp6Z53FpUUOHR4gl0qxlc7R2JRkam6Vo8eHaGrrJpfLUi4blPMG7YkG7t+5x+7ODhsbO7Q1N1DK5ZmfnuPa5Us09xwju7vDP7z+l9y4/A/ouiSfzQIQTySIRKJh2eqxGwHReBxN/9J1B3X6kkhKKBjV16P653H5V6c6fXn0uU1VfWHdtt0ffy/ijCc7eDEVXUFHunl8JCUQSrBph4L83j566J3evzVlC++iE1UvEICFu/ft1EHzV9kAzErAVk3zlM+gDOnUuXLG+n/bSr28c4jCNfHam7zyNBfQaW7NpFt/TwYLCZKhrpG+0FvZHXuaDQocKV8G73EGyAGv0rJA0yiZBgXN4M61y2xpW2S2VugSGg3NTUSjgmRznHh3AjvSxuChTtq72rAKeXqFwYhV4F9cbMF8EOHggW5+tDVFa7MgY0nKuQK7q7vcuz3ByJkzXP34Cj/78es0JRo5e/Y85XKRiObErkLovvmlX3kR7oJaWrraHmZF1fNVpoead7bR4xA7lLeii10wKwIw49XK27DQHME9yKHk38M0VL1feb2qDS4y8xw/BU/bAf7FQQ61tc8OBPHOZAq37tK95886VXPmYwPhOwfyEb37qQsXj3rAUYAddJNbVtAnwU+hB3Sd+yFw6fKo1x4pg1XHd2Hj1QvnPKjmogR3OQrPX3WOhMCg+pDHbNX85OMf3OmkAiFlnas07Q3MMt2M6prm87oLDWVQMWmH61EFuhChNcI3Z5VBLwdwT+lxdSFUaipR+M294u3HqOtlJYTzaq/O2UoPsTXnp/K+quvKX0Ef1/ohCAbFeUwL39p7p6JOdaqg0A+PT1JKSqUiAKZpgIBbN94lvbPG+sa6c/axsQM9sURXZyvJ9i7aO1vo6O2kq7ubYjFPuVigReT4Z08fxtha5WuHevh3l8eJJpPEommMQoHN9XUejo9x5MRpxm5+yvu//DG9/QMMDj9NLpMh2dSEaZrOnIlEqheEOn1lSeBoE3M1gKFHlZzXGHWuNcVguwB5AxLusHsjnzOc5+pUp18nfWGvqo5mp3IH2CFPu4AkcMCiPmmrHhird7QraW+zzDDIDGkCcGUvKVxNWvie3w7ffCsQOjzTTe95Xz5WhMUAzHrtULSgAl+bISvLrai+5noptPGcoYiKjlD0iBUC06OAUiVJpBODzZZoQmALDYlEtwWSiBNmopwnzTbjo1cRRpqdlQU6I1FiWoGB8i75ODSNdDO9uUGisZFkYxK7VCTRACf6YKXVoD2b5mJPCycGYjxYTLKjlehslGStCEY+y9psmWg0wrkzp1mZm+Xv/uavWf3uOi+/9CqZskFbtAlL07Bt6eFFhO1G3Aw1LQxuQgjmUX2hjK/XrzX7c7/fZEfC9vU9Ptv75QWbKo+qj8rjteqhOnYRmgewhHeTvYSd6jnicVM1OMQHwqIqn9reQOOv6J5CwEXBfO49TQFm3voggrCsfiGeoyRnPrm8r4UNTwEnPGklGnTzCkQQzNFXEwZ961kEqPEPpVtmuLygiKpp5k12Ed4FDm3yVCIrEdzyQb2XR3mJ+m8wxsIBb8LL44BLVfvnPWrbagBp4XWXXw2lZXiOuUJ95dZJbZfjc0O4/z8uCAuDxkpz0YAXa639zuabLhztoddet9ig/ytzKWPl8E6oOnWq076k6TqxWJxiIV/zfiQaQ9M0dlJL3Lz2DmY5x+LCHBKNqC5pao7SfrgFM9bP/fElWluSJFv7KZsWHSLHs505dg43EjczjPTAgUPtDM93kjYl3Qd6MApFkJKF6UmKZZOBoWNsLM/xN//+/+Zbv/MHnHvmOxTygoZkI3okQrlcRhOuo7o6/ZOgWtrEiPAcAzpUtpzlShdOaI5kRLBTdKyrElHn6EC6JOloEOgCGn4tcRLqVKcwfW6vquHve0nVwS90YJ5E6Foe/leZAAAgAElEQVTYVM9JnnatNkAMwFits361q+CAMKGaUoXa4VfIl+tqtc3fmQ+1wXuNrPG8DH3uRb5mJXQtEK4DQL33Dqh3/3HOxAmckBu6J7BJkFKjLDSKwiZPiTW7yOil99C2V3g4NUvCKNNklTnVovHtp88w0JxkK71FW6KZTDbLiQtPkTMtdkuCjcUN+o4c5uHsBodPHGB5fZlXLg7TVEjRIwu0aTGkbZHZyrB4e4JWWzAwOMDy1jLvv/Umlz/+FYZmkJEFbKuMEI4pnS0dEOadb1N6gCBEgyqxh/uysls8r7xOeTYCq2b/7kWKQsU9OyuqpsJ+Y7+/A6P9r1e/w4MZe70v6B8R6qtK0EhoHlTzuwyeqexyr87eJZ8XnVR5dtK9WlvLpAATdT6qVte1KHSWUAfpJd+eGITiLVW6ZdqWYy5q254JqPOfrZiNeh5tq7t4rzFyAJljzu6kwMjdsY1wzgQ65quWd0042lm/szQRnM0Wrvmp7dQtSI4Zqmfd4SXLTxLLLdsCLOGcRbQR/vss91NNEvX8q4p6Vdip3gkzhN8ExWy01rpdmzecjYaIEO5GQnhuqxrrqn6XyjOVw1O1ftSpTmHShEapWNjzvmmUKWQ3uX3zYyin2Nl24jbG43FeGOrk2VPDtMRsFmZXaG5JksuWOH7mAtFonJyWYGN9m6Ndw6wupTnWM8zS0i6vnT9K3MoQ0SR6NIJZKrG7k2buwTixeJyu/oNsb67x9s9+wNUP/x5plzFNA9s0kbZNuVzee2Gs01eKJBX7ky4lY4LupJM6k4LWuKAtLmhvcD6b48EQa0BEg7aEAxq9covmP04b6vSbS782A/dKz4O+QCCcc33B7nINRzrSOW8XFgpk1ZpYKyzBF3V8EAaNe4uEEGAVaddarGUoBX2gti0Ayn6Z+wC/R5k21qbqOgjpOM/wFBy2C3gszSBfzrKUXufyp29iW0Xu3V1EN02wI3QYmxxOxBkbHWOjvI1saCCVznDwzGn0oV6IaOyuZ7hz9S7Hjp/k7vI2vYdamVzLcPr0EToFXDzQhZFNEdFtR1uULrJwa4xENMqFZ85SzKW58dEHXHr/LTKlHYQoYdklhI4jQOO583DPfmpu8uOY2LixU9z7+Pekq6VzkjImwh3MJ2SdGpjJHRv1ifAGyeOSqql+PPC51yaKB4w9OBdWhSknQyuSV6oSAkbR0jmsrAA73C5UgMD+7audaj4EPnjz+FgT7jhWAXV883j/fJ6/ueMBReGf1rQ9UIh3ahD/m29F6v0oC0eT6QG10BlC6ZjGOknpQlEjKb3rbTb4oFAEJ0l9kCnVa975ROcsokRz6iVEACqloxmsHu2gTl77fEdh7uaaY0arPB8amzB/SOmdPbURPp95WNd11oMMOenxzr46oYnwkxOGxOU3tbuk511ZhvrU8z+21yaiEJ6TshB3uHWsC9d12p9M0/DX3URDkmgsTiQSJdGQBCCzs8ynl3+OWdplemqWnXSGeEMjLTJFi11idXGC7ewu8WQDmUyBgUP9NDQ0YFkWxUKB9+99RltfJzfWlujvb2F2e5HhzmZ6WuJcPH6AfK5IJBqhMR4hISw2psfp6e7h7NPPU8xnuH/zMjc/+Tmp9SXMcgGjXCaeSIAQlIvFxwrHUaevNmk4ZqlNMUjorllqxTO2dByU+XkExPR/zFrW6TeRngg47v0jXX2/8iWVAkPgoCDQevjPK+E2KgXKJxHA1bqo+WoK454mIYxVq6hWOA1PaEbim9JV1sP79EJEfFmk9nW1R9vqBqjnTKWUWJpAYlO0SpjCYGZ9nImpK6Qz24w/eEhbR5IGadMXzdOdK5AgRmF2kayUWEIjLuMcePo0kWiMpFVgpLzFzuIsXRFnAYvqWeLJGLaRZairhRdPHuXMQAu9MUjGJHoiQi6XZmV6lqgNF546B2aJT95/l1+8/ndMTt1Dj9oYdtHnVs0DQVVdLRVhEg/deDDAT0LUcFYjBUgdKWub/VbCKhUX1OKTQKMVFrS/PKqlSqk1B0XVPbV+zvfHfKMCHHFxurCD2KMObv98bazUInpgKLgQtESoi4I6+ZyMofK8ZNtekr6W0ZnyXsB6B4XWcjzjFOvylh5ekPw+lf5K4L/ffeCRSQrNNccNPDV734WPjkVQ1xr6PdVBkfeIWn8N0BHoEjcJd/xQYtM6MR51KdFxUmDeL6uqrglnU0a4z3jruw8AFcDp/e3EmNyP4RRmEpVzN+jS2ls2NcryHVNVovk61Wl/EppGJBpzeFBKLMvCtopsrk0yM3mDYiHH4uwEXd3daHqEzpYYJxqasBu72EylWMs2gmUTicY5eeEZmptbEbZJa26RtVSWI/0dYCdosnSwmmm1bfob2nmhpYlj7UkSiUbH/LSxkd1ciempKaQUXHjuJSzb5ldvv8mbb/w5sxNXEUJSyOVASmIJJzyHaexzgK5O/+RIAoUKbWJUcwClR946W6c6/TrpCyMY1WlLrXNZVXu+yqEZ4aspLFeCCdJ+skWlhnEvwFoJpPYyB1Uy4Jvgga993M8E9HHAgPr+StD6WOa2n5uED8LDZ+dcEUrTsEyTAiUMvcTV2x+T2llhKbPKbm6Tgc52otktXj3YxosJeO65c6ynVsjYJt2xFrQdg8FTQzT3t5HIpGnW4oxEd0Evkk8t09nYxPz0MseOdrFx/wGnTvWyufyQ3zo7zLBtc6gtTkYY5CiRX9tk/tY4qVSKA8eHkbLMvUuXefPnbzB2bxRdt8jmdxwdjKSGNmE/0hSJ2qNAg6V61X2y3sWXRX3gpIIfCVUC7qNsLb8UCvOYZ/ZduXnyqDKqdlGUenued30gGgJ2e5e6l/Jtrzw1oHG4lraTHK+kXj2d51QtXQAbRGgeemEdnKZ5IFL4r7FD0MVbc4Jq7GXtUHMuV6BZtQ62xD8TqzZT1ZZWFOb/qx75AxTTWM/cNCjP0+g5mkDH2Y3uagb9DT5FM1jZCiECc1NVC62pvOCDy/C65o1RoJms3oCsyieCza5gfnojErZKqdXlzmZdeDOyTnV6LJIQjUaxDNM5KmGXuDf6PuntZTY3Ntjc3KCt+wDZnQ0uHmrhheYox48cgs01rPQW0UScTCbP4NAg0WQHmcwuwixyghxaUSezukFbQ4Rba3OcGmnj+tIMp0baeLi1yHPHDtDeHKO9qw0jm8Mq5kmvLjJ/f5T11TUOHh5GN3eZ/OwKP3/jr7l/52MiUZ301hK2aSGEQNfrqqevKrXGP59357L15delTnV6Unoi4BgIOjaV7v2dnQ6xp2BYWY4iYgVCrLcDr/wZ7EAHAolSkpJAFSIqTWW9+5XCs39PekKGK/wo7a2ta/LKVoWl/bU8/jUtaItUd8RDAlXwWdF7FQKW19dBp3lma1KAiUSzbV+r4rlwEUJQKpUoxgRbxW1u37vE7s48D+cm0Moa7ckGYvk1Xjvcx4WeVo6O9JLJFmkS0JSIkd7K0NncRNfBg8QTjbSICA/vzZBOrdI90MeDh8scPTPE9MMUI4cOszw7T19XE4uLM5zqiZPIbtIRAV1PEG9tIoJFem2L1PIym6kdhk4epSHawNT9CX76+uv88u1fULJLSGEiDcuJ8SgFwtWcYAfx+SrDGYgq7aQ3Jp4g6/GOEpaCIIyLH+aiIumuGZ3Ervmfc75N+OaAqimig3GqAUeoHrKGZpRAwxOY8RHcr8gT8AWuFqoCgii84udynxWAjvce4Zob+v5LK4oJwcBKpsUDnv6ZwZplKGuHawYZLtIDIG7XSWeQpKPqcvrX7T0XD/rtEN4L3Lr6rqYU9O+YkIdqFFgQ+N3rnXOsAbxlRcgQNRaG0g2V5I2nx6ZqOBWvHzQpQ+acAQAMwJ4uvHXASZoH8nRRtZYEa4gM+sktXOU2R7Po8JHmhQXy+b4ytEmwLmnCicMaFC/QfM1q9e9EULUwZwghfIdhFT2m5ArmfYj3Q+C+ci7VqU57UyQaQ2gahlFG0zQKuW0ejH1IJrPD6OgNDMOgtbWVSHqFlwZaeKWhzMFInrwZpVTYQcYaMEtlhg+1ceLoIZINCTo7ulidf8Dq7ja9fU1cmp3n2cMdLK1nOd87yOR8nrPdA8wul3n12EGs3W3iuklJCiLxOKZlsZrKkEptsrq+Qe/QKWIt7SzOzvDemz/gg7f+FsuyyWUzFAsFx2u9QpZpYlt15PFVoL1AY9mUpMuOI5xKEkBr/PHKr9RM1qlOXyZ9Dh9MUgFcAfdrmlahQVBEAVkjLIT/qw6gK3KYcAQTLSw8eAKerPrddyREITxZLtAKBAJNABIcgSIAqyHZVEWRyrOVtKd2xNsdr9DCqmUHYNjvHFcAcwUq4Z1ts0OCbCUo9TQlvoDpS8hef2hg247gKSLogJQmErBsgSENygmL2/N3MZYXMMpp0qsb9DU3IY0SrZrFa4cP0NPaTCafwo5DzMyjY5FOpUk2t6A1NtM+OAh6kkJ5F93IsbywxsmRo1y/cotzr1zg2kdZonqETDSOLMdoTLYgd3Zp72tjuDnB/NIi+WgLeaNMmijG0iKFkoU92Mnw8SNMzS2wMDPF2uoKsmzw9LMv0t87iG2WiOhRNOkKpMJG2q6nUSTCB8m1NIme0CnDY+6d9xPBc9IFZvpemh/haKX8fD5/KhmqpeOwVtvlg4A/bDerYviszCFVIPZDttQgB5CIQJMVFBY8o/KVCgBQ4yM66FpIb7Njf6qc797c9LtFQZ4hMEO46yrXk5Apq+1V1EMmAmypPCPRK9oVarkIfrwr1wBvDgtBuLEKBlTHonpNUiuuNlcQOHYSfls1EdTBA/paKF+48sHaK4Lxce9p6roLYfBNuL+95UX665HqnTVYNwMeU1pSMR6Vex8BT6vzS+2WfRZRqs3Fq9bPGm0SVeMpKj7rVKfaFE80UCoV8Zww2ZaJputI22L8/kfks9vksmkWF+Zobm7BKmfoam/l231dJIUkU4ojGuJ05JfI2RYbm2UO9ScwiNHQ0klLSxvZrXnyMsZ8eoevHx7kjesP+a1Tx7gy/ZCUXSDZarJczNDVIZnL7dDa1cbRJsny/BZaNIlVKqEJm53FOXK7mwyOnODAwYOsU2JhcoLU0hwxzeDY2Zfp6T9KqVgkFov5ALKudf/qUK5c7bMDoGhB0ZI0xwQ5QxLVBM2fw1FutB6es06/RvpC7LWfudt+1nhC+YVXw1Q4J3vU/ejgPXuZdz5OE2o5lak871X53TuPWLPe+5T/OCa0lWWGTUlrl1GRCx9AekkLNBSalGiWjSYFETOKcGNt2ragLA2kbrBZTPHhg0tM3L/C1MM7bD9YpSWaRNtaozO7RW96iYE2iW6l6IzqNBkFNBljq2wR72hFExFajg6h9XSymcuioXF+uJvJlV2OHO6hGIfcrk3LYB8TU4scOnmMe7NLnDp9nLv3d3j2+Yuwscj/9DvHSezs0t7WikGZKAlKK+ssj8+zuDxLz6EBelqakTs7fPrmm1x+95fcvH8DI2ZgaQamMLA1G8v2hNQI3jlFW1r7jltN02MvCUKaQu9eeNxdTFVxQQ1WH/I86rqqFPtosYNNh3DdquuqOr0JPVjFG/4tL6mbNv4ZxUC75U1cGSqzsu17m4H/umSTSu2W+81JMvyMB3pqIbqwl9BKELi/aXvlfPTm615N9vCWqnnzGMu7tvcyWm3GGbRddZwkfF4MznLim/GqyTvnGXhlDbrJc/Ll1VOE6hGYvDumqmEPqUEfKZsLAmpZlDvKWFf7rF7374d5SU0qcPU1pi6wVX9zvHFRPXTXOipQp990EsQTDZiGQTQaJRKNouk6QtPY3Vri4b3LjN64zOTDCVKpFH09HZQyqwg9TuP2Igkkma0MIp+C9DI6NvkmnVhzgrKlM3D4CI0dh9ne3iJmFni2R+PBzCrNHc0UtAwpo0B7rJG19V0OHjjG1Nw2FwZGeDC7zUunhzHMBP/Dv/gGRr5AvKWJctlAb2ygnMky/+AuG4szHDg4QltHJ7l8mQ//4Ydc//ANxkY/wiznKBYK/llHodXwJlan/yjUGBM0PCLeYkwTRD6nhP5589WpTo9Dn4u9qkwvwQeBqrv+vbbhPVMvoeRVy6qWhRVgRyAYPunuWW3tYTV4DNVTuReYQtlVZVQL8PjhHhTPIdQOWq1keiJTquBsnpSux1AkmrSVd9nkhU7aLIFeokiRj+58wsRnV8lNT1FIbZMQEeJRk+Zsiq8f6OK5RpNvj/QRMQoITaDFLIqlNHHdIJ/dRhMRGnu66Dx/AqlrJGMJpicmaYqayMZWUosLjBzqY2piiaMnTzA5McWp/iZSq8sMDLYzvrlLf4vGaibPgZY4pzqb6Y5Bt2aS381jmga723k2Uynmpqc5eHCQkcODlI0CH37yIT/9hx/z7ju/YHt3HcMuUDTySM01C3W1XZ5wW7PXVHCg9LbAdRJiu0lKvCgOvlCLc37MVhjV2b4Izog5GjvXvC90zwH1DmBw3hyY0Kkn8cLm2oHALEPf92pbJdXqBh/UeupFNSlAzC9tDzBV69rjCepe+4Olopbmr6apd2UfSJTMrsaqon571cPZZFB7Jfx+9e+9aO+NCReASaVr93guqI8KAG0luaFCpHRNdas3q2qRp4x0OMwJyeGE3XDOQKLhmrK63nNdyKj5PLx/290W+EkquyzeDAsDP3X+VZ4vrtwgDMZazb/Xu8N1UA15K/+uS1V1Csg7D2hZjqduTRiMffYu925/xMzUXWzbQtd1CoUs2e0Nvj3YyDcTGV7sbya3naG1u52m9mZsyyLWECO1tIimR0h0HmTw+Eskk40ITWdxcZZuCrQe6CJfLnO2u5+56XWOHRjh6sQ0JzriLGeWaetpYnx5id6YxszGKt2xCAN97SQiGglMits7SNtiZztDemebpYVZugYOM3LiJPmyydXLl/jg7R/y8Xs/JJtOUcylyO5uOZ5W63smXwnKliXGPlbDUkoMW2LaTjgl+Nx+5+pUpy+dnshU1ROQq0Wg6p35x9nZEkL4sQTVsgT4HhV98dDXTHrgyisjEFD87Xshgp1+lPtufukaAQrlHbXr57XUzasF+YO6hHKE2hAI+y7AqNBgqkKSbbvhJTwTS+mcnQubqAblK4U4cr4HcGTgFMOUBoYOVtwml95han2D1Y0FMhsbbC7P0twUI5lMENve5XRS41xPI23NFkJrosksY1kWUaDUVKInGme7VGa3BCIWp+X0MZqbm0itb9OTaGF8bY7FtMWJMyeYuT/KhadP88Y7t/nnJwZBSMo7u7Q0tLO2uc3QqR4WHo5z5vRp7o8v89svP8VHn4wyNNzPT+8uEI0mMC1Jdn2XZLvGw/EJnnrmIskDfUzOzLA0NUN2Y4vy7i7HT57m+IkzlO0CUS1GRIuDdLQqjqakWsgOtLuyAvyJMGvLyj+lct2bB8HZSo/vw15tZZhP1K/KpkWYHEC5t8Du8ZPH3WJvJlZzeI+64NUTqWUNx0HCYyqlDrbr4v1RgGo/J1TVGKfa7P1JSN2nCgGNPTskWL98baGi7a/kl0rg5Gm29i41XDdvQyc0dZUlrLY1QZi/vggFXladcjQPhOHyKgRnZWXwnMezWtVhnEfXSeKa5Hrvt8N3NV0tI1yWZ+XhjIW6WeKNiwcOK95ZA/yHr6u/GZ+P1+r0nyJJioU8kWiUfGad3a1lNtfnSad3mX5wl3hjG03NzWTSGZ7ukQw3xzjcnIRON3trIwB6VKdzsAfLMCHWjC0M2roPI6IN5DMpGuJRxuY3ONylc6K9m9vj0zx37jg/vvwpf3L0EJ/oTegZg572PnKlIheOH2Z1dYVnTx1hbm6G757s5607M4yc7ONXo4s0NcRJRnV2U9sgbbI7Oxw//wLNJ0+ysLBManWJq1ub6Jpk5NhT9A6eJptJE4lEaWhs/I/X3XUCwHhEtJSc7xBXki1DX5NgpyRpT3zO30kcxzrxur+kOn0J9GRbr75yQirJ0ZIEZ/I8qOeEs64ClRU/7P7ZPuU//8dfFaxdIScIhO15DnS8sEpXuyZDmj3nbzXgufTjZtRINfwwSq8s72ySCOpV1Tko2g0qHQgpVKFdUduq1k0oZoeezsCL7uZ9Fy5YFnhAyOmbkl3G0iykXmAqNcdnD0eZe3CH2blxVreW6UnEKZczdBoFTkdtXmpL0BfJ0ZDfIWkUETqIhgRlPYoukuTKWUq6ILuVouXAEN1DQ8R28iRKeZoy27x8/DCrk3Mc7u5gKV2gRYPezg7mp5c4duIkN+8vcOTpU9wanebpk4OM35nnzPEe5mbX6WuPk6TMN4aHOd+V5GhnM+1RkHmT3e1tUuldPrz2CfOrK5w4c4aOji5y6TRXP/6Qd976OW/+8mdYdhmhS8rlnGuiKhSpWQFpXj/5Y6FuK9QWKv3zoxUkfe1gwP/hOaCCQ29jwAM41Rsgtb7XpkDo9nnM0+JXAB/nsWBm+e1RivLCMHhJhDR4ar3218LV1g6GQVeYp736BPf9aj1CYxl+V0i/6P7rflZlrd25e9Wt9rNP/uPtdam/IiivqtQuB0BaINAQ0vUAJB3vwNIfblmzn9TquX6D/BQRzm6hE2ojiLMY0TQ0PQgXpGmiBmj0WlJ9bc/xqlrnwhcrTVEDU211sycAjcF3lH4QfnKWSRmOp+l2uHR/PKRdiy/q9JtHDtNFohHWliaYeXCN5cWHTE9PsbAwT1d3D7ZlQH6FU4kcL3QmHdC4B2U2d1jb3mZhfZaBAz0cHD5FNr1DqZhHGGVeO3OQqdQKI+0tzGxkSBiCwa5OxlYWODLcxkczy1wY6OKjW1NcGOjm1tIWZ3rbGVvc5Eh7M22RKP/Z6ZMM9XfRf6iPmC6wygbbayk2Nre5+elHPJycY3D4CLFYlOz2Olff+Tnvvf0T3vqHv0LaFpqukU2n66E6vqKUjDhrdC3J8Ytud9XDdNTpy6InA457/NjWcnTgnYmpfNLbzw6EgP3f83jmYiKUrbLIYDO6+jlHRql9RkkqeXzg6j5fGcDB99wpHPf2wgV6nmAvhHPmzpZWjW5UAHKobsE7hVB1KIHOU/OArK4hLZuyZWDYBoZms7y1xq2xa0w+uM7dB7eYnZ8hqdm0NEj6ZYyjBRhJL/Fyj6S9sYyQFno0gt6kUdIMMqbBUmYLeydHVOvg9sQyltZC00AfXYkGDugxDvS28Yuf/ogDOkgi5NLbdIwcY3J2iWfOjDA2t8DwxdNsZspQytKpaZi5EvHew8yu73Dw5DHu377PS68+w4Pxu/zRt55HrK9wpk1gxvPIiE7ZtNjd3mV5epHrN27RN3CQw4cPkYhHmZ4a56MP3uP//dN/y7XrHyEiJkgLS1qOgyXpyZIueHI1so5A7nWnBGnvvTD7WqYAenlc73S/hqbpeEHHK80sg7O46htsny+o2GTYT2MXUIWw7qoQKx0B+WEMPFDhRrzRqpmwVrN9DXateuxlIrn3WWCn3tU/h7W1bo9DyvRUANOjG1fLvNaZcZ7mOYDa+wFXISpPZFcVSggHVQCnGo+HbodAZsWemgd2PZDnnfsDHOsITfqWmcIDjy4wFEK4sR1RrDaCt4bBmVRAGj7wUpPfL0pfSOUfoQknVbU/3Ljq9wkf9IX3e6TSQUGS0pnrgRY9vEmy529OnX6jKBKJYttl0tvL3Prkpzy49wl37oyytLSEruu0N0VoatAY0DO0Z7c4c6CZhnhtA63V7RS2bdPU2cr9pR3W9UGaOwdpaW1jMG5wqCnOr37yQ841CnYyZdLZLMM9vcyldnn1xEnuLW3x4sljzO+sk9VMDrclKBoC2djN1PYO508NcGdxmVdeOMOH92f5499+lkImzaFDXZi2JNKQIB6LYuTybG+sMj8zyaHhY4ycuYgdizNx8wpj13/F3/z7f82t6+8jpEGpWKRcLNa9rH7FqGAGpqkq5Q1IRPZ0KfZIEtQd5tTpy6Mn96oqq77gCQZVj3q/0JorEFQEugu89ql5ACGdcAv+lvx+omQYbAlXCvL1S1J5zq2DlO7uiyvUSBnIcyGZ18eCYcnKEwclHnAQ2NIGoblIXHOkK7cJtluO5iAWbGEipO7qE2yQJrbQAc0RWqV0BXvXqY2USA/jC4GODpbE1gW2bZFAI2+WsIVESJ3VjTWmNufIl3fZXZkglSvR2tROMmIhtjYZjkue72mjKzZIQ6SRBr2IKBUgmQTLJKKZSKkzlTaYLWpoZUFnf5JtS9B58Sxdvd20FHbo7WnHNA3OtDayMD7BhafPMXbnFs9+/eu895Of8ocnjhCNJ1iZnOLkU0/x4P5Djp89wt2xhzz/wvO8/7Nf8nt/9Lv88P/7e84/P8JYfouOWInh/j6O9jSzkU+zkCljRyJs2zp6Jk8mnWfKgK7hPvoHeolN58lkCzwYvU0kmyWzk+bo+afp7upHL9s0RhsQSExpIkQUA0kMx8W/JS10LeJ4YxUCROBsxIPpUuCYjWI6gylUDZknpXswPgwhqs3ppM/zXn5ZgRYey3GHwqO1z/o6Js9OAHX3eRnOK9367aVkEx7jVtS/kp7E0UgVPKw5qYPKqpo49V37nzd0wUYFFAqby6oeaoWfz7lJ0DmyOu/eL671t6jZtz6AFo7Zu+ZfC0EugoUqTF74DW/l9J4INIQyeL9brhq2pWrIKnjDGwPVSVAIlLsbL6Ez4G4xIZc6FWupX6dQX1RCVqUXqtbcWhSGqsHYVhgr18HibwzF4gmMchnVK3k80UCpWES4GsZ8epXZ6TGy6RSLS4sU8gX6+wcwDINCdpvhJoOj7VEaOw7QYBZoqKFplLYkndrlQTZPtATtPR1MGzZnLr5AZ1snB7fHyLUMsqU188Lhbu4vzPJbz57g3uQUr5w+yY9uXufAoQ5G2hLcfzDJN84eZ342xVDfIDcm5njt/Fne/Pgj/vi15/jLNy/xx4OHeGiYNEmbgZ42Lh7uYWN1hdVMmZBkty4AACAASURBVEQ8Rtm0wIalyUl0q0BX/yCDBwZZsAzM3BbjN5bI7u6gySIHRy7S1NJJqVSiqbkZITRKxQLxhga3cc76ZJTL6LqOVo8J+Y9OmsA3TY0qfo2EAGzIGlAynYWtLSHQH/Ezpa6tdarTF6HPsQdRYyd3rydVNYBvCupIZoGpK4RNWj0hnMCK9HGq5Qp6YW+ANeokq5Nv5ue9XkkipC5wy/AggvTaZPvOJPzYfwJX++ReceumSS++mUDYAicIHb4TFqctIjiDZmtotkZEaui2QNiOgwsn2oaNaUMOi1wU5qwUH8/9iusPf8nG1hirD24SkWU6WptIrKSIrm7xrC74/aFWBmMp2kWapF2iVC5CLEKDHXG0okaRgoTxHKS0JqzOXu4tbJPsP0778XM0JKK0RATjqytc+snbfOOZEe5NT9PdmiRXNLBTKXr7uxm/94CnTw9z99ZDTp0dYWnLoKmtBYlOdHeJzo5O1sdnOfPU09y6NMXzL77Iux9c47XnhlhfmOR//t2nGdIzHOuM0ROxyRsWMibYWV9n9eYMt+5M03BsmO7DA3RokvT8OL/4yV/zo+//Kdc+fY+szFLUSpjlInFTOmEzhKRk5LGsAho2wjTRbZuILRGW5Zju4cXNg4gEXQj0iIYeAV0HzU1C8zSGHucG5qpOsrBtO2S+V8uk70m9PT5yPghX46RooCrvSyWFS/Rmprc1AuLxqvVYtXwUBgtAYm3t0P7azL3fq5a917lMf81hjzbvUXTFkuFo+FS/LBXkaQe9ivsAzC/NqYAa79X/WwsgkRNXU3nG1WBrmvDjbXrlemca9yYZxJ30Yk+6Jp81O8HrL6WZvndeX3Pujou3Qeebj7rrnx/Y1DUftb3DD9VJNUcNJadkAvc6VFyTvtY20NzWxaf/lKlcKiGlja5H/LG2LBNdh1xmnam7H/DZp+8w9fAuM7Mz6JpOT08Py0vzrC1OcTqW5puDrRxsjNKR1Gho2eNMoICxbIGV6AHs3oOML6zRPHCO1u5BkslGmkSZqeVVJt76C5450c2DhXlaoglWttNs5LJc7O9na3uHroZOrs8ucPRADwu5FB1NCRIJm3YrS2+imbXtNM+fPsbD2VnOnDzMm9c+43dODHH7/kP+1bdfpk2DAwe6aW1rJmKbJJobmZ1b4e6t29y9PUpnzwAHDg0T0TU2l6Z4/ft/yn/483/N9Ss/wyhlyOeylIoFp7+AUrFIIbOLUSo589wFkNJ+xMG8On1hSkTwAaC6SuUMJ0mgNS4o25AvO16xzccYFomjtaxTnb4M+hzAMfhpru2evkrNgmfa6cjtgdAgbAcgeWZI0pO6PNHI/aGXNf6rsHAKm3Np4fyh56j+3FOjIHDDuCtluH0QUhB4t6XrJTNsU4UAdPdltmWjSd3ZsRcCNA3buYsPoIXnnMR1RSR0bFOioxEROsI2KZWySFmCqM3O7jr3rn7Ayq1r7EyMk5xf52xGcLS/l2QxQsvCAr87pPGd9g1eGtZpjts0RHRImBCziUZ0hAVWaRe7WMSydHTRxLVr45TMBiYsmw2RYOTsU+hlaNShFG+jL5LAXlxEz6aJtbeyvLDM6afOc3P0DhfOHuPe3BYH+5sREcH28hRHh/qYuTHFiTNHuDs9w6nnTnH97jQnz11kbnGdlvYEDS3tICTRtg7y21u8fPEo/aU8h6IWhmViALoeZXc7S3p1m4e3H7K4tc3QM08xcvIUdrnA2t073HjnLb7/d99jdO4uhYRNKWphmyU0s0ghnSIiDKxyHmGX0W2DiJREtQgxTSeiaeia5gBGTSOiae7YyerkCsPSFk7aBwRWeulVv9f2+FvNj17az0Ow967HwXvBxgmo08rRKj2+5+Lwc57+qQIoUzU19ugrF+oo/VIJsiu/fzEs4KObmtti1Watj/IWG7QhiOkCwgVNTts8DON5NIXgDKz0QaFzBlESEY5ZacRva+3RrQTeoVq5a214LVNar66VbmHBuc9gTBxkXN1itblquTYBFnXxKJabgtPkAluAJWXNZBPub0nluUpPSSIqrgf3gzp9rp2QOv0TIE2PEIk6AMgysmhIItEohcwa0xNXmZ64ysLCDPl8jsHBIY6MHKVcLpHZmOWbPYIXIhnOtycfvZ5IKJsW796ewCwX+KyY5H60g1Pnn6WhoQkr1sSD6GGGIwXy6wuUTQMZa2J+YYPTB4cYnZ5i6MABPru7yPHhAQ63NxEtSw519zK2OMvR/kEmFhd4/tQQH44+5JnjB3m4tctQayPdrY1AgYPdrRhWlm+cG4BykbZklGyhjFUq0dLSiGVarK+u8XDsJmsrG5x4+nlOnRwhn9lleWaC6x/9nF/85M9Zmb+DUcpiWib5TAakJJdZp1TMUioVKebzddD4j0RFxVTVkpAqSFIFSaYsyZaD37q2uKC9QaBrQczf/UgAjY8I/1GnOj0ufU7gWE1hEyVP2PPuuRo1ZT/Zk6Qq94krtY9hBzOP/sF/Es3NflRpyuaXK8K1cARA6QNQIZx22e65NSEhIh1NobRthB7BtDUM28CSJUzbQBO6W6iFjYmF5YBKobkmwDZEoIxBUZYoCYNsvMx8apbr41cYnb7C3MJd7l7+lOLcBp3tPaQok52Z4bW2PP/js70831bipeOtNFHAMMoU7TKaZmCWckQMi3yxwE5JkjOi7BoRZLyJra0siw9mMKPNdI4cY0UzmUmvURA2V6YmufnuO5w8PMTl+0s8d/E0o3fuc7y9jZytI3MFOns7mZ1Z48Tpc3z2yTjnzg4xs7JGY7zMZllHkwUa+/p4+PASJ587xfsfXuXrLz3LlUsPeOmlV7h8bYqXTg8RM7b4/WeO8dxghJOxKJ1xMKJFInGT3GqKzfllrt65z83NLCfPfI0jTz3L/ekZRt+9xI//7C/4/l/9GTMb0xiRAnkzw//2b/53Hk6OUzJz7GY2iTXomNLAAgzbxrRtTCkxpU3ZMimbJpZlO8KvmxxBONAxu9xApdv/z+XBMbRh4jpD8gPHV/P3nvwe0mSFwZcHEivLCM6OBZ+P46AmfH/v+VezP5RXhl8T1ujuR9IFZKrlb3WVH1EvgWtOH34+0A563nor8qJq/fwK+eo2t2YOGNeCMVGtLgQSzXXkpQt8YKmJsNswIHReMGS+JDzeVHYBwAdOHlizbIHlunlXebpypfWS2q4AgAm/0RKwhQhpsT3XYh4Xqz1qucmsSJYMP1cJCqUMYlDKKjk2tCrXSLX4oU5fRfLOjH8esi0LaUuisSiWbbGzvcL0vV8xfudj7t68xOjV99lauk9HWwubG0vMPrzNy91l/tW5bp4ZbOOVi8dp7WjZs/x8OkcpVyCd2kEIjdRumQdTqxgySnPPcTLZLCtzY+i64N78ClOf3WCg/xB3xha4ePQQ15dnOdXXx1baIpvOMnSojbXUJoMHB3jr/l3O9fYwOrVJc0OcybUMeXJ09fZx88E0I/3t/OizcX7n+YvcmF7lu998jStj83z7qRPopTR/8MwQZ4b66exqJxaLkkrtkkw2kMsWmJ2d5f7oDZY2C7z4re9y4uJL3L9znyvv/Zwfff//4Wev/ynzM/cwzCL5TIp/87/+L0xOjGGWd8lnloklEr5X7Tr9+qhB0ThWUltcYEvYKkiKpiSqOdc6GwSGDSXL8ZxaiySP9uRapzo9Ln3uOI6hMBFSBJIL3g++L64qO+pqqgSKwfdgR73y/qPB414aCbXu6rN7tc/94mhEg6ZUgcZAMHJMExHgub/xBH7DMrCkiS0kJdugZJcQeol4XCJMA2EJdHAd50j8aGoaWMKiaJWwhEEpYZAVBWY3Fxi9+xk3Jm4wOzvBzN277KR3aGxpxtRjTKwuYK/P8a3OKKcbc+j5VaLZMnZRoOsQI48eyYOZc/pbh1hMRzTEmcmXuZs3eHt6krbeHoydXZKGgTAKbK0s09rYSCZfosmc4969KY4dPcLKyjpxTaeps4vNlXmOnzzBp/fnOX9skOtjDxk6eph0pIG1rW0GL57i1o0JXnn2a9y7fIfXnjvK5K1pjg4NkslDsZAm2RFjfW2DoaERJh5M8bVvPsvq5D3+u+88TVdxi/PdLbQnNWxhYUgbWTYpb+ywfH+am7duMbm8wKmnX+T08bOI7V3GL3/C333ve/ztz19nYXONjGXwF9/7Hg8eTFA2S5StMmUsJwmbsmZjChtLCGxNw/bNDh1/tqrJm/AYw03O3ND8DQZbBhsh3vnGR21shAFBbX5VnYPUciAlpWtmKB0GVgXx4B3V2hm/UPez5jvZf4dzvxiM3nm5wLGMj5JrkqqVrJzbFU+G8nhavXB8zKrS8dYbUXUVF+jtPR5ePSQVEMVVr3lmrxo2mnA0hzqgS/dTODPd0Ww7a6Tuzn6thrbXXxFtJzlA0N9aCK2WId++ShcHK6gCXaUIoSpfG4oKXMN9JAhAoO31gwwsXb0aS8XiJKwlDHWij1wd7b0MqygrUa2SLaiNOgeCpGmE+K1OX33yxkpKiEZjCKERjcZqgElBLJ4IXZFILCPLyvwYk/cu8fDeZcbGRpmdm6GQSxNr6sSItDP78Dbx7Wle6xVc7G4hrrsOoyL7A9ZkSyNzhsVDGz6aWaGjswXTKGEbBbCKrM6P0dhxkNJuiuHcPO+PTXJ6oIvPllMcSLYSjcSZ39nkaycOcnluldO9B/j5vQcMdHYzs7rDfDbPM2eGuDI+x+9dPMHk2jKvnR7k/twCF4eHKWZzpNI5utsaGJ9JcWSohwdzq7x24QjTq8v8t98+h8xvM3Swi472ZgSQzxewLJtSPsf8/btcv/wr1uemee6VVzh66gz53S3uXHmfX77xF3z07o/YWZ9C0yVvfP//ZG5qDMuyMEolivn8o8SvOn1B8pzjeCtaXA+c2hRMxzQ1rju/53kT0iVJuuRoJTfzks2CpGDWLrseB7JOXxZ9zjOOTnJiDrrk7a77P84KlwpXY0KFgEWFMCK8uHv2PqYinuAYfuBxBYNaQHJPU0HnATxXKZ7+x9eQuAKWFAIpNGxXS6QBmi3RbIldNtAjOmVhk5cGu0YBGmD0zif86v03idgWtlXGjEikDhHbRtg2eVkiaxbZyWeQSYutQoqxO6O89/HbjI1fY3J2nOX5KYrZFH2JRobauoiXt/nOYJw/6Y3wB0ONHGkpY6Mj9Qh2M5gyS5QimjRo1HQsS5CMtyJLFnZUZy1d5t6W5PYG3N8pQbyJld1tmvUYmyvrDEQSHLBNxq/doHV5jeGDPUzcuc7zL1zkysdjnH/mPJfHHnCgv5P1rQJGMUvv4RFuXPqUl1/8Or/61U1OHx1hqySxzRyRnl6WFucYOX2B61dGefW3XuPKBx/z6gsnmBi7zpmzJ5mcWaGnt5dIvJHC4gKvvXSGZGaNZ/uiNJUNDnf10WKXaMDENIqIrQ2Si4us3bzByvoc0e4WjhwZIr+8yvWfvs33//YH7GYzTC9P8xff+3e8/uMfUMhkiAgN27YQtiSChpAiEHbBDbruAQeP/z3EEUi1tm0hpQkeQKopcgfpSc431uTvkDZIeg9W3fPzV4AI75mwhl2ZnUJUFkO4xU9GNc1vqQSGUr1Z3ZCqQnG1baoZu9PIkGMrWVlf5V1CLYwArFDD+7P7PhWgBO0LmyFr3jUvmww+nfp5m0xe8oCgkyw3qbYZfiUU4FTJPoF5sMSWTvKAcDD+Xn/ZvqDuVcbXcFYANXWcPO2fZYNp21iWxLZAWq5DL6kAWOU4QhARSfh97CVXT4+O5iThJE0IRdO6X6rsh4qxq5qPdfqqkW1baJpkavwS1y79PdGohmkaNTVe0rYxy2k0zSaf3WZ94Raj19/i/p2rTE1NMj05TiGzRgO7tHV2EbWyvNpn8c97dH7/ZD+netqfyMz94VaGq8s7jK7tMp3JY2tRdjZWaWpsIr0+SVNrH8lEgrE71zFyy5w/2cbU8gL/7PRhfnrzLt995ikuj81ysLeXpe0sa/ksJ9u7uXztHv/F88/w4a1xRvr7WCgZZCwbK60zO73ImaGj3H2wzu/+4X/F5fG7vDw0wtLMTc4cHuaz9R1Gurop7Fpsr2zz3fMn0fObPHNsAA2bkaF+GmO6I6NYFvmdbbK768xO3CG9sUyyvYuR0+fYWJ7n8ntv8OPXv085v8tWapW/+bP/g/d+8QOK+TRCOGNTp18fNcUEEc0xK41qjvbRY8+iCZt5x2xVAgndAZo5A7oaBH1NjvaxaFYb43sgtE51+jLoCznoDQQ1TxoI3cXXwOyRvxI0VpW9pzDt7KlXC5vVz6talep7exRPIF5YrspRuMKL5moyPMHLq6smBZrtGOE6WZz32rrA0Gy0qE4mt8vO7gY3b19hcnIMO7NN1C6DbVG2JGVTUrQMNNeNfqGYZXN7ias3Puba6CUmJkYZv/cZ4+Pj6LJMZ0MCq1giZ27TZ2zxL48N8Hx/hBMHozTrJaIx57xeIhYnagkSegxBBCE07GiUSKwRs1gkkogiEjGmdjJMbBYpa91kVy3OnTrPU996kdXtFaLdbWgJgbW5xZmuOGOXpnj5+bNMTkzS1d1GSUbI7+7SdXiQ6el5nvv6OT64Ocnzpw8wNTOLSJh0Dx/k2tU7nHvhGT69dItzZ4e5/dkCR44OsLW9C+VNBvp7mbs7zumzJ7k3fpOXX3mZ0fc/5flvPcuNsVmOHmynM67z35wc4eu9CQatTYbbY+TkLgVd0tjURJOAA3YBVmYpLMyyMP0QCfT0HiC1ksIoGkQNQXZzkyvvvoddMogIgVkqo0mBUSojLQtME6tYhLKJaZoIofsGgwLCQMXlNc0//uVIrNX6GlmRKjjb1whWM2dI47cH88pqSbmCo1UgVIWkgrmk3nLNEPeiJ9HmBBawFaCtsnvCufYsvyqrVOe1Zy6s1QDwBH8r5pABVlUQdkVdQI3pWqNYgvFxR9OFRIGnT8+UU7goUv3PVsCelBpSathS801NQ1Xy7UMVxd3j2GSGkKw7vm6MQ9sGy5ZYtsSWdlAXZc21JdihxmvuBprr70YKLOloNC2EY57q/i2E8M9w6sLxBuh8lyFtqw+w92pCsGvpJ5X9w99radbr9FUjs5wlt7vM6LW3+OzaB2S3F5GldGi9EELQkGxE0zXy2VW2Nld4ePdDJu9/xPVPP+TOrRuM3RmlXC4R1W1yJY2NtM3B6Ba/f/4IF7qbGTjQTSIaqekNfj9aWtlkdt3EjB9kN29x8pnvcOGFb7KztUa0sYdoNIJW2uR0m82d+QVePnma1eUtBg53Y1FmdXmToaFWRpem+MaRAT57MMmF04d5uJlCJBs41tfFtdGHvHZkgLdvjPG1syPcWl3nYn8Ps7vL6JsTHGzo4c7cGsOHRnj4cJE/eP44746O8+qFo/xyeomnj/eRaOjgW8P9HO3vwLYsuns7KOcLFCyINjQggYaYxtrKGhvL88xNjYMQtHb2YFqm49QNyO5sc+mXP6NZz5NMxCgWCiAlhVwOyzSxLYtCLuen+tz6YlS2nLW1bIfPgYPD/d41cExTve4uWvjrqGnXtYt1+vXSE4bjkCCsCsTlCQ/BdrWUqlMF984ejKwCSw/kPUoIDcoOQKNnnua8SMXDYQ1GYAar3vfyen8Lwk85iyjuYorQXEHLMSuNSEc8KukQN8EQEqFFkKZJTNMpa4Lp7QUuvfMLnmrvZnNjHtGmY2BS1iVEIhiFIpGmKDmjwPT6LObSOiubm4wVNiksz3PKjNPW0kTf0DGKuQzksmjlMrpd4FQky4tDPbTFChTLeUqWINYQd9pqFqBUQiDRNUHJtojqCYSpY5tgWmVoamc33chfvv0+acPmv/+Ti5x76rdpiAhO6z2kV+YoFtM0lEuMvvMRF850cfDkEEvjdzh54Qyjn47y/Dde5NN33uLrrzzPh1fGOdfbR0vbUcanVvjWb/8eVz68yjd/+3le/7sPOHm8m9aWJlan5jh3/hRjl6/wykvP8tmHH/PKt17l7fc+5pvDp1hdTWFbRRJtbazNLXHxmQt88t5HvPTNb3P9g4/5r1/5Oj977xMaW5OUC1GW9AayZZOiadMUKZGTMZKbBQ50NbC9m2J6dZm1UoEmLUEWgVEu8Nor3+DWxgyJzCaDHb1IDDShIfQYuuu4qGza6EJiGmUi0WgAlFwzRdsFiNK2HQ2d0PwNFYnl6ScrtPHBd5WfVYCjhuuoZY5akxQs5n163i6lUARx4Wh8bC08C1TNmxTOTHKhErbrtEXgW+46eR9X9pLeZks4g9ov3mwV/j/7/wJ6j4ROmtoghcQWAcwPrwJV1QoQp6y+7z/1iHbuCebdd6r95G0weaBV0fHho3bXtNm5rGzAKeAx9MrQIIbrW3nu3LvmaAVdvtPcvGrhoSEQridpZ2NMfaWynVKzD4TA9QirYm1lI6RWvlq4XW2uf1PWuB78ltTiorpc9dUioWlsrs5w89q7tLQ0Mz83SXdnB1FdUrY1tIiGbZWJxqLkcxlWF0bZ2U6R3k2xMDdLPp8jEomQbGrm+IlTlAoZ0qlNIkInEpO82Ghyur+buF7+3HXczRX54aUxMkWLC0+d4sKFfwkighweZnNlCi0zz5C5xC8+vsWLwz30NXcxM7nMyZODvDU6ytmDB7kzN8W3Tj3Fx/fHODbUw9RGkmtT0/zhMxd5Z3ScP3r1Av/XG5cYOthGf0+S1XSarw0e4qfX7vCdp8/w7uX7/OcvP8XPbn/GK/2n2DTKLG9mOdzSzsJWllcP9fFXb1/h9144z+Xxe/yXz5zmh5dGOdHcQTqi/f/svWeQXld63/m7+b65c0QHpG5kECBAEAQJxuFQnBEVVvKurPXuh62ytdpaf3OVq3Zra7wfXF5XuXZLK2mVPbbFGcmWNDPiDIfkMIBIBIhExEYHdKNzfnO68eyHN3c3OKTFsWULD+pFv++9557z3HPPOff5P+mALOPmC2Rdh7xecgMuJBOYagvZfIrEwhyZXJFQUMfKFUjlHV574w0mHk6gG4sYoXZkEcP1QJF9ZEVHUWTyuRyGGaCQyxEMh7/CkfF3i6yyQbeyvWZALr3PypuBIUsl4Gi7JZCpyCWQWHQEUV0iawtaA9JWuzg9psf0ldGX38dxE1VFPSpJYqpCSxVLls8/ymrwhYXiiv6+Un8ZNDbwAmWxrFJj9bgkNYo5W99H6frKNxmprL0RyIpU2jKjspG1L+NTSvzjyD6eVMqCKvsCIYpIjoURCCOjMHbrNrNj9ziyfw+HWwPcTdrIepBlu8CSn8DPrpK8PsOq7xCPr+NniyQTGaK6yms7toMuM5fPonir7DQFx7tb6ZLzWL5HMNiO6gjcQpqgIuG5AgUFy7FQTQVXEvi+j+brhIwmLNtFURUcwyEcDJK3ijQF2hna1sO5u5OszS5REDaSKehuiRKQZLZrTXz043f5+nMH+eiDszx/6jhXP73CiWdPMrOUIbeWomP4EDfvLXLg1NPcuHib0688yfd/8CPe6OmhOxhh7c4cp7/2LJc+PMvPvfQM7358iRPPtbOwrFGwBF0HDnHzyn1Of+15Pn7nPC//yquc+cEHnH7lOT46e4nnjh9ioauNkXtj7Hr+FJc+ucyLrx7i8k9u8I+/dozvXr1JWI4xk1jjji1h+hIOPvHECj1KBFmSiaoGQtYoOB69Pb2szs7w7h99m6E9+5hpbmXvnj2k02m0QICu7i7yvkQ+X2SgowMjEESWNTxf1KkmakhNKgurQhLlOMiyk7OoxD7WWxQbhnT53Obx/6j4xS2H78ZRX4fRZLEB4IkaLqk0Xo05rJu+NXVQrd6NPgSbZpPYKm/lF3mT1S0aX+bFV+a31oeV6j6nv6qNVAqX5rxcBtc17CRtuv5RGXC3cpMsI/Sq1rji9o4sSlml/boM0EKqlqnyXe4SWW5UaNVb1SQJNndYRbHhI8tbO5bUlG2N99tQ1QYrdykpTl2RxmDFLduRKsB0A56txLvWvktbrOVfhDarAipjQTSaoB/T3zqS0HQdTdOYmx7l3q0rHD+6j4HuJhJZF1s1sK00ufgi2dQyycQK8XicbDpJLp0klYpjmCF27z1INCCzlkihOAkGCgvs2d1GW0CnkMmjmwaK8jfbAd00NHZ0tXBpbIH51QyKuYrsF4i19aMZIQ6EOvjg4zO88sQAnz4c49SOPbxz8z6/sOsIjpzBkGT2De7g7N0J9g72c2lugueGh/n+lc84un2Q4b4Qow+meOmpfdy4fYdvnnyKH5+9xfNHdiGlJHKZPNt7W7g+N83poYNcuDrKC8d28fbte3x9/x7eHxnlG/v2s1bIcm90gb3DT3NrZJxfOfEk7966zf/42mHeujqNCISJLy6QjKcIaCq+57G2sEQgFkU3VEJCRzVNsjmL/u2DzM+M86ff/l2OHHsaTTUZHtrD/MI8sViMvv5h8o4gn8/Q3jWApj9i65LH9JWQXnZP9YGAAi0BiZQlsMtxjb7Ycuvfx/SYvlKSvoxrwfC+w+L33vwxUlXihIoksEmYqrp4lss0CGm1r9LGY1+AnXohreQuWCfGb7DQ1At+sizXXPTq6qpdS+1aqWL5EPiUHM1c3wO3lJAF30fTDJBlNA+EImErMqYnISkuRT+HhoRJACFrZOUCZ9/6M3Ij19mzI0zREqSzDmuaDt3dIHQWF9aIOw5hWaYrFsNp0oilsuw2g+S9PJafpFnkeG5bCy2qi677uLqOKoI4HqiU9mCUAVH0EbKEbhj4QqCWg4t8yUXSdXK+jZAk5IxPMtzCnRWHS6NxPN/n6WNPMZmJI3yHbDHDUDhE9v4dBns68bNZcrrK4s1rHD/5HJ9e/ZTnT73E2XOXePbVE1z44QWePD7E2IM1QnKR9qYIDyZGOf7ss5w/e43hEzuYmUoS8rO0DA1z5+x5nn72NJfOXeHZV07x0fuXOXx0F6tFG38tzuDQfm5+epXjr77M+29/U6pWsQAAIABJREFUxAuvvcC7P/qAfUf2o1qC1fQDdg4cYPzSJXY+s5+z715jeMcBzq6vs7SQwGxpYSyXwLAMfKVkhS0GDay8RX9/Fx0tYayFJYxoE/OZLLFoE4cPHEJRNXYO9OEpGj/467d4/tQpvv76N3F9BWS1pP0T4OMhyzKe5yGEQFUUJFmqurHKUmmjdFmS6sZiI4KT6s5JFSvPhnlCddhWBPAawJKr10gV41S5eLluISFXTVwbQEIdeKifN9UmKyChDGLkxoC+BhYb5p5Ujykq5TbOzcZ5t6HaBqDdeL7Gg7zFelFx/9zS3VcSpa2AKr+r15QARsWS2mB0q6wZW61zFT7You8aeKtTMEggZAnZEyg+ZW/TzS799fcuy41xjFJD/26lEKu0V+uHR2XjbUxUtKEavxKluBFQbq3Q2EohUr/8l+bNxnFYrenLubpVeNjCn1WWJXy/XmHTeP6Zk8e5du3qVy5i7dl/WPzxv3/nq672v1iSZPlzt3IQvodhmkiyiu+7fPTWH7M8eZn+vk4UIZFJZ0lZYESihFt6WVhcwc0lcBWT5lgTuqEjOQma27cjUg/x7Rx9ks/h3nbMkPnIdr8s5W2Xa9kA126PIqQCR174FZKJFYTwyOUKhAIhlJHzdPc0o4oiqqxye2Sapw4OMDU7x87+7ZwfvckLew8zMjbF0M4+JmdmURWVls5Wbk5N8PX9R/l05B472rsYiWexnCz9rS3Mri1xYsc+3r9yn68d28U7tx+wqzdG0XZQFUF/uJPrU0u88NRe3jt/k5eO7uLPPrnDycPbUVIOCcdl10AnF6/e46kDu/nzSzd47uAOPhpZIV20CQQMVpfWkSTQwiEcx0OWJZxcjm27dqGHYuQzScxghOWFRbp6uhncvQ9VURka3IEvKXz07l9w6OTPc/rV/wZV22LfBwFC+FiWhWEYSI9QZj2mRgppJddTa0NoqaFAa6C0tiWLAk9AiymRKJYsjo/pMX0VFAup14QQxzYe/9LA8fe/8+MG4fRRlgFJqrisAvg1CbQOHMoVDXNVlt5gyWgQQkTVSlJxsaoIJX7DpTXBXCpLaY1gsk6IbQDAta9VwdcvJayR/FKMUsGzkRTwbRtdQNZz6AzESPhFtLyDFTXJzK/S3tZKPpdBNzVyazl6+3eR0T2ihsW3/49/wrMHeiBfxDCDXFifp0WE6Qy1csu3kPUowvLIqQ7NksugKHJ8RyvdEnjxFYyITyAoQcFF15uxFQNHtlBFAeG6qOXsjML1wZdwlQCKJiNZBTRTw8bDcixAJ+vGmPJV/vDdK3wyOs/O7l4Gept47Zde5+0zZ4mmLXr37ybn5vBX47i+Q7fl0doVZvr2fYbb2kkZHpG1POHWJlZnJxg6OsztD2/x5CvP8OH5q5wc3s1SNoWTt+gZ3Mb1S7d47uWn+eTD8+zaswMrb1FYSjK4by83bt/h2Omn+fHb7/Hcq6e5d+M+vc1B9IBBciVJ945BPrtyh2efeZq33vuYUy88w+LsIgEpT6ClmanRCQ6deJIL5y5z9NRRzp2/z3LRw242uTy+QliL4MkF1iQI+mF8XEIBk77WDtKOhRkM4BY9ZE3HEX4pjgaJ1aVlXn7pNL/wS79KINyMpOooQkYqZ9EteD74FpbrEQoGcF0PQ1bwhEBWtdI2C/XgrM42XxnoDSO/TiCW6sqUD9X9Lo31mqdnDThWx7xcsmopPgilMp8aAcOGaVPHYwNTtbkj1aarVKmvhjDLBUQjv3XUkJF5K9vkI6yuNWBSOe+jPNKLYcvD1VYrFtYSx+VY1HKfVgB3g4lW2lxnPS+SqD9Gmd+NLVdiGmvXSH7ZOrYFcKzc88a2HlWmHlxWs9fKm8ttBJJVIL8lcKwfpw23UlV01K/TFT4b43E39oVfztZaO994P3VN1oHKep4bGXqE9uBzwh4eA8efLbl2DlUPUcitEww3YRWyCCQUNcDayjwdXX04hQS6ppLJpmhu3wmAoir8u3/5Dzl2aCdmJk3ADHB5ZgY92kqoqY2FdQvTDOC6Dl4xSWtzlC6lwHB3D9uUAtlEmvDnbKfxH0MPixp/8ZOz3HiwQFdfP+2tEU6/9ve4cfE9CpbL7t3byRVssvF1bE+hJezQo0ssZJIMmT6KGSS+sETHtl4WZmY5NLyL0fEHDHR1c35yhBNDe8mncxSzeaItMa5NT/DqkeN8cGGEHR3NuEGXYqHAnvZtXJwd41jvTj64Ms4zB7YzklikOxjDkFUmUuscautiMpHgyNAO/s2Pz/Lc0Z0k4wWCUZ2grfNgYY1De/r58e27vHR8H5dGZphNOUiSzOTsGoosUSzaKK6NGQmTtz2iIYNt2zpYS+Ywg+Fy/GMpC62iqaiyRnp9haPPvczP/dJvEGtuQ1Ea40dty8Kx8givSCgYxfZlDDNQDf947BWwNdW/ISUgpINVti62BCTyTslltTUgYXulLTci+n8mZh/Tf3X0KOD45dU+5YynJQgm6l7+G7XtJcGrGtReVuNLtT3ua38bQF/pU9vfrBK/VAZz1Iwkgoq8KpCEKGcslKq8QSnFX22/tNqnJPmUzgvfg+q2CYIS0PWRK40gELJACBfbK3L23AckV+ZZW59nbuI+rl/gwchtdNVjdOQ6vp1m9v4tNLfI8sIE8dVxrOICM2uTBLZ1ce1hntvN7VzAR27qIB8OMh/0sOUkfVKCl1skDhQmOWFP8Y1Bg141jqzOEG3NEwkqOEUFxYji+DaKKKB7HoYwMD0FDQOVIIrRhCuZKJKNcIp4mkFGmMSdMCnRxYIY4C8nHf75hze4PDZPamqVhdklAu29vPnmX3Hzwws0NbcyM7vI5MwyfUNPkNTbWendw4+mMziHTvK9hRSL0T6uSgEeKE0sNe/kclKQ33eMs2OLtJ14jrev30bv2s5E3mE9mSCy7ziXLt/hwOlXOHd1hpaeXtZ8wXJ8idhAF6PXb3Lq2VN8+sEnPHniCJPLq6jRGGZrE+lkluEnDzB2b4LnX3mBM+cvMLh9F0uZPLYHO3YcYvTOGMdePM7o2Ru8uH+YblMjki7y+q7tmE6GUz39nGxvhXSalqYm0Ezuzc6zkkgxPzdPLpsil0mSz2RZmlvg4cQD7GKOK5+eo5BLYJoKrmvhehaucBHCQxYOn1w4w+///m9TtPN4uLiyB6qM6/mILRLRSbWhXgIPdb+rX+qPiZreRRIld2hJlCxupRjG8vyoDNlqQ1/whVwGm9XkOlJFSVMHFCntw1rZ4kKqzJXqPpOVfRe9yo00Gk8lCVmWaxauKuAQ1XOPcquUpBIwqnkw+A3nNn4qRSQhlS2MtX+1N7FoWHtqOXRrfUIZfD0KNNbj7q14bnRhrSmuNjbyRZ7SpnusHq9tX7DxWIPCQpKqfVjf31UFwlbsNXDa2H/1cZP1rrMbafMxuRxbWR5RouICW+JPrsucShXQb2V9rk6YhvPVxDqVv6L2qGvJqh7Tz4pc1+bCx98nvjZHLr3E2vI0siwxPnoT09BYnL2F6+SZnryB7BVYmB0jvjZLPrtOYmWM1sE9jK66TAV6uRzPEYyFsYVKsZBD8h2a/DXe2CaxXVqkM/eA53pibFMLIPE3Bo0uMq6s4yoGSd/gu/fi/L9vneOTe9NMTs2zMLdIrH0bP/jOv+bsR+dpjRlMz6wwv7DM8IEniba0YrQNcW4yiRPeyTuTBe5Z7dxzI0y4zcyZXdxO+aS7h7i6liWy5zW+e/YmQjO4kbaxBIS3n+DGyATHDm7n06UptrV0sLrm83Apga638nApxdHDg3wy+4Cn9x5kYt3B1DSiYY1ZyWXP/hPcnZ3il08e49LdRfZt62KtkMUNuOzqbeX22Cw/f/QQI1NjHN/RTrNu43sue4b78F2fPUPb6N3RRyKZpbOjZNUdHXmIU7RILsyTSyawChmK+TSZ+BqLc9MUrCJXzp9BteMYkkMhlyWfSZf31fSxLYurFz/kO3/yr7A9D8dx8DwHqeyt41jWVzT6/uui+hUvakg0GRItgdI+vLYHRVcQ1Eoxjab6GDQ+pv80pHzrW9/6woV/53d/71vf/OVfb7QY1AsngvJvuYxIy4JVRZEtVQSayqVSFbpKGz/1GvZq+a0179WkC/UCR7Wt8v5MWwjQpXNyXblGoVaU9T0VAcSWPVZTy3x24yKtporeZDA3MUYwZjI3M0ZTJMz84gyimMIurJBITdKmF7DiM+SWp5DXltnRFiNRWGdkYRaxnCWadxFSkeZ8iq+3R3muK8hAFHZ3hDjQHcR31hCyS8Qw0AwT19eQtCBF30cxBKpm4wsLW3jIuklBVshrBmkjSE4PsqKGWFHDjKphxswWpiI93HQD/GQ2wUNb4tKfvUN4PUm0RSedWqdveC9zy6tsEzqZYoaQYrI0Nc/aahxf0VlYT9I/tI8H88t07N7PtZujdD9xlMvjs4QPHODWnTXYuY2ppE0WlXDvdt65cYf+Z57h4mdT6Pu2syRM7q2s0HzsST789Ca7X3uddy/fQxneQ1wEWUxZSAcOc+nqXYa+9k3OXLxGbN9epuN5CppGPBpjLROn5+CTnLtwhn2vvsKV2yO0dvWQVQ3mZxfZ+dQznLt5l50vPceD1ThmU4ze08eYGB1n57692GaY5XiK3t5uJN9FExBtaSXreWSsApbj0NzaQqGQx9Akvv7yi1y+dp3JmRlkTcVsCiPpasltWQswPTPLhxcvcW9shB27BlARhDQdVVZwfRe5sqVAHQCsH8kVwLRpDlTGcaWsaLy2AXZsnDOVOSEaT9XGf8VCKTXWtxGZlM/Wsl3Wg5FaxfXu4Y281axmW+HYzVlZ63WslAHpVsCBkjW3AXWLhusfHTMt6vilbr0oHSs9j3qr2YY1ZwNwrHFbf77uburWwIZlTTQeexRV1s7Nx7bu04p184vElX8ubQCjX4a/R1ZZNk1KW3VeNVlQffla+1/kU897Zc7U+r80Iv/oj/+Af/SP/uE/+0IMfwn67d/9vW/9wq/+9191tf9FUXxlkns3L2IGQpiBCEtzo4QMlYcP79MaDTA39xDP8ynkUyzMjiAkhVRikfXVaZLxZdpbY6ytrbG0tIhUiOMqTfiKQVjK8mp/mGd6YsQMheHOLnZ0dKD8DYK6BBJzXgjLaGLdkZlWu1hv3c/9rMb58XmSBYsP3v0Q33ZobomxsLDC8IFDzE9P0hIzsRwVVdGZmxojnVgkV3SZGB9jeN9hVpaX2L3/GJc++YTt+4/zYHyUHfue4tORKVytmfn1NFlHYtuOPbzz6Qg7Dj3BubuThDp2sORFuR9PERl8ios3b9B14nXeu/YZoYEhlqQIdkGg7niSH168zb6X3+CHl66ze+du1vI2Y0mLYqiLpKrTsecQZz6+xMDRl7l0f5qWliBSqIPZtXWGDxzjzM27DJ18nZW1dULhGPuPn+Lh+Ci79h/CDEZZXVyku78PRdWx7SKBphZ818V2XDzPJ9rUQi6VwdQDnHzlVa7f+JSV+VEkWaarowMUg2KhgBkIsDw/zrVPfsLE2B0GduxFxiEcDCEpKq7nISvKF1+X/g6SpoChlkCiAHRFImZI6I+32XhMPyP6F//8/1z81re+9Qcbj395V9U3f7SFoFdzJ62dq7ytfSSpljSn8uIuY8xHJvoouTk0CsGVc/U/KlrpOkc6KGvfNy5BoibDbglAK/dRu7WKDULCQCEpirzz7vcIyA5h38NVoaelg7zn4gBBXSdRzJOcX8YIBIi2BrDScTQEuUKebDKFU8iRVBza3SJf6+pm/44e0sUkASERDCqowsGUDGxhYcgungWe2owVjCAUAU4BT/LxZYWiJ3AVjbQaxpZ0XF9gI1M0TJYKFpJh4lpgOy5+wCBjuWiSTi6R5s1/9VuYkoN4mKQ7EibVLJhfiTN46DDNvZ2sjI2TnF1ie0snLZ2t9B0c5ubEfQa2DRAXDnbRp72nm2i0mdmZOXp3DLA4NcbB3cNcuHaVo089w+y9EQb2HmRuZBRHchns6+faJ1c49dorXL58kcHBfkyhkl6Ls3fPbt4+f46vvfo1Pvn4ApGhbYQSNslEkuOHD/PxmTO8+PMvcePsZfqHB8ispPCsPAMtrVwdH+fQ04eZvnKTpsE+AlmbpWKGtuFhbn54gQPHj3Dv5gihthbCfW1c/+QG+w4+SXw1QWJxlt4Du0ivJIkvJOno68X3XO7fvUdXWyuxUBjfKXLgwG5CrV1cH5mg4Eh0d/axvb+bp448wcDAIB999B7f/cEP8Hyf4V276evp5sVnX2CwZ6AU40hZUVEZ39Qs5qXxuEGI3mj4kuWS651oLFIBflUrfAUMVeaVLCP5pW0ONqasqVlmamO//lxNmK+1WZscjdaemht45VjNIliFxHWNbU44U7E0bl4PPk+YULbMvCrV+rmBrxrvFVd1qb4DyldWXVXLfDbe91Z8iS1dcssMUMkkK9W7TkqULKH+5wPHR7mqNuCjqpW6ehOlsVLOkro5wU+Dm8fm+9pQsnwbDXC+2qTU+HuTumHTe0LUubhuAMKUsvZuFYu5VflNfAs2ehc3zLX6y59+7Kr6MyKJ99/6U0JhCZU8np2nbdt+CoU8rusSa2ohlYyzvLyIqmo0RUys9CJqsI2ltTSKncHPr2E5EiHZ55Wd7UQ7uhG+g+RZtAeMRzQr425M71yZB5LEUmQnqaJLPp8jHI4gyzLpdBLP94mLAJqmEwpFyOdzgCCXy/GHv/X/4IvSlhQtIQPd0JmYXeGJQ/swIjGWZx6QTufoaI7Q3r2NwaHtTNy5Te9gDwVHwbaK9A8Mokc7WJqdYsfufYyP3GLvoSe5fOYnHD/9IqN3b9HTv5uZsZsYpsrOvUf55MyHPP/az3P1wof09g+iyiqra3H2HtjPhTPv8tyLr3H2ow8Y2rufVGKdQtFmaHiYa598zLMvvcbtq5foGtgJboFkIkl7WwsP7t7gwLHj3L8/QXNbB7btIhyHrv5BLn70PgeOHGZydAQt3EZ3dyf373zG0IEnSMfXWZl9yN7Dh1hcTTI3OUFXXx92scjs5CTdfb0EI1H8fIqugV209wwwevs6RjBMc0s7Hb3b2X/gOLt3DvPB+z/kne//CXaxyO6Dx9m+ay/PnPoazR2DPDoK9jFVKGZIhMsWxXhBECpbGl0fgluElT6mx/Q3pa8kxnHPvkPiD77zQwQCWa7AtJpzaI0qfkvlXML4VbX7JkGicuUmbfEGviqAc6PAucEyUHK1KwkQkkRtywBZKaebqvlViXI79clJSk3VbCoeAmQN1YOicFhZm+X3/+//i8FdvbiuTW9TO6uyg5ezkVVBkxHA8CUWizmyvsODhSkChsSJ7dt5bniYoJejODPCjoF2ghEZw/MRmSL4OuumSrMcwZE1ippKRoKQ1kRRNVn2fOLJLOFwE5YJjieRtQS+YVDMF9AlGU8CU9FJOg56KESmkKctFiSbyWIVXTRJ5T/8/rfJLMXJr63TQgHJF1iaytxyEmSf5o42gtEI2WyW/HqKJ/bvY+bhJLv7+yj4Nt/8xjd558pFurv6SVoW4VgrD+fn2TE8TCYVJxgKoIRCJBLrDO87yPlPznHi2NNM35ugvTlMLNjKwwej/Pxrr/Enf/Zdjp9+ivX5NRyvyMCO3Vy5cYmnTp7i4gfnOHbiOA8npoi2NqMpMtNTExw/dpxPLlzk+ImnmZx4SDAUIBiJcP/eXZ4+8RTXb95ix/Z+8nmP5fQ6e3bt5Nan1xjav4+FyWmkUIDutk5u3LjO7qEhbM9mdPQ+nZ09yL7K/Tt30BVojoRRXJ/UegpF1THaogzs2okkFMZGJlGMELGQghkJoTW1kUyuks/liQZMMslS7M4/+Hu/zivPvoInwPX8BtdAAF/4DUkCJKmU0EOR6qws5bFf1rJsmBPl+VcPDOqAowAq6slHA0efjZaz+jlHZaZUQELDPKyPOayVlRFI5aRAG+vbarURQjzSRXUrqgeD8qZ7qvBDlb9KrHNdiw1JdWRJKm2pUlmDRA1oVDKbSsh1/b9JJYW0VZaeclFRK1az/EqlDM2yL7Fp+ayveQvguEnnVUZtPlDLHF15NnJ1fAjhI4RPxbuiUm81+6ioj/Us11Kn2Pip7wrRGMtbu66hUN2jaNRM1FSAtWs39sNW54A64C5qSo8t94kpFXwMHH82pCgqyfgcv/cv/ym79u8jmy/Q1hQgnXOwikUkWcUMBOhsNkgXZdKZDNNj9wmbPkP7nuD49h7CdgaxusRAXwuaqlaHiYdEztcIyw5LXgDDDOB5HqYZQI50cGPdxraKBEOlODxZVigW8gQCQZLpJKqqY1kFAsEQCEFTcxvTDx/Q2dmN6zogwHFs/vI7f8Lq8gqLC6tEI0Ec20VIsLIax/U8OltixCIhsrk8qWyencNDzM/MMdDfhevCN37xG1w+d5bO/u1YuRRKIML6yhKDQ/tJrq8SbWohHImyvjjDzr2HOPPeuxw/+QwzU2N09Q4QjTbxcHyEZ19+g+/929/hxMuvszA7SS6XY9/BI9y69BH7jj3HR+/8iGdfeoXJiUla29sQdoG56UmOnHqJix+f4fRLrzBx5wbBlg6ampsYu36OQ08/z72b1+gb2EUik8fKZ+nvH+D+Z5foGz7I7Mw8Mj7tXV2M37vJ4K69FPI5Hozep3NbL6FAgCsXPiGkK0TbmpGETDaXw7EdQtEmhg8dxbNyPJwcxTRUws2dGGYAPRBi/uEUgaBJNKSztryML2R+7R/8Bi+88gYZV8Pj74bpTMbHUEpvr+IWYSyPoogOmlxaIVNFQcyUSFulfR9jRm0LDk0B7XHuocf0FdBXBhz/8DtvUW/pA+q0wRUBpXIMoD5uSmoQ4mqa6rJwJsmNBo2fQkIIJFmuChvVuqp3VzOl+JJUddvbVE+lWFk6rndrlQS4QsL3fBxFkM6v8ef/9o9QAhDOW+w/foR112J8eoqZhVme6dtFU3MUozlE3lBIzi2zracXT/GIKRKy4hMKBPH9IhIewnGI+groQRLCp8mIsuwVkcMBsrk8rWaUjqYmppIJsjmLplgzhXweXdXJZ4tEQzECioItHDLZHE2BCFnfpZDPk3aLKJ5gcWqW1YVFxi5coZBKw0oCLRLAxWU9kyVbsNDNIMFwiNbONlKFHKFgiEwiSS6ZJmQY9LS3kkrG6Wxrp+g4HH/qGMvJBKmiRVtfL3fGRunpG2R9aRUzGiaby9GzrY9kfB0zHKWrtY2HY2MM7h8mtxgnqCiEBzq5OzbKs8dPcvv2TTp7t6HqKguryxzYtotLN2/wxLHj3B+5x7ZdA+TjSdaTcQ7tP8TVsxc5cvoUo7fu0tXeDrrKyO07vPLaK1y//Ck923oRxSKJbILenh7ufHaL0ydPcW9ilGLRpreti1uf3aG1f4BkJk9qfhHZKRJTZex8lmI+S1N7OxnbZWElgRZsRlE8fu6lk1wdHyWvBIgZHk46iRJup5i18ISGqusEZY9/+pu/yZ69h7BlHRSZYtFGVRSEX7IEKagl5UsZiMkIfElBFh6l6Nqy5as6X7YALRVQ1DBhKhb9spWrfG01Rrg+U2dZs1LK/lqxsFEFT1WjY73ZCar1S1LdPnl1QFcuI5svChxLp7YCHJtLy1UPAwnwtwzSriX88WoujBtMY5XWpEpb1ABsfdu+7zcAyi1Rm+DRwBEQFYWVX7uy3m1Z1PXrpmu3SGgjSxv7q7zxfYPJr7ZG14BjxTpbH2NaQo4VhduWVr0NhzbdaV2zMmUgWt9dlUqk0nugfn2tV2bU4+etrYv1LUuN3zYCxy1vogbCTzz9GDj+LEhVNVLJeb737X+BEQhiW0WGDj+NbVnE11aYmZpg556DtEYkjEg32WyW1cVFdu4aRMglc4osy4SERVByq/XKkkQo1spiIkVPc5TxeIGOjm4SiTXaO7oJGCbxZJxCPktbexeJ+Bq6bpDLZwlHOzADURQvQzyxhh5ooljMIgmPtbUVAoZJJp1iaWmJ8x9+SDadJJPOEjJUZF1nPZEmXygSCQYIGhrNrU3kcwViTRFWl9dYT+dpDpu0draxvpqkr6+DfCbPidPPs766QCGXJtzazcOJSXbsO8DK3BThQIhcPk1HZw/xRIK2zm7CkQgL0w8Y3HOYxOoSrqPQ2d3GzMMH7Dv0BHdvXKZ/xzCmYTK/ME9XTy9jdz5j6MARRu+NsH3nDlwrTza1ztDBp7h28SyHnjzO5IMJ2rt7kXyPK59c5I1f/e+4cfkcXb392K5HMRmne/sObl44w9MvfZ1bn32GIjk0tbTxcHyErt4+1lM54ktzOIUigZBJYj2NZTvE2jrALrKwsEQsFqboePzcL77B+Mhdcpk0kZZ2Cuk4mhEgmUhgGDoBQ0VIKv/L//q/sWffE7hqGNuXyOUtNF3HdRxUVUUz6qzLda5ghrCwJeOLiIh/K0nGR5dBSDKWt1Ht2vimr6xaEhDWJbQ6bK3JJWtjfT9kbUGTKT0Gjo/pK6FHAcf/yH0cN6jIy8JYRW9cw2t106DORat2rP51XjleFpC2sI5sFkRrJWtK7M3WAKTGDcu3orI4VasW8CWQfAHCR8iCguoiwjpjM1NklxY41NVN+NhR0rkCQ0f2MXhwiAga+VwedBNZNQjvDpNxLYai7TR70L9tO5+sxVnJpQi5oOgKZjhG2iqQUWQSroyhq+RzeQw1TLbokFrLkBEyIS1Kpuig2IKCVcTNF1lM58gtLtPd2cH4vRH27j/ARx98yP4nj/Dmm9/h2WOn+NFf/hWmqiByOYLhAI7qY4ZMHs7PE4pE6WhqQZYkLNsmm0/T3NpMOBhhZvwBuqaDZvJwOUFAU7E8H11T+OHb77B9+yBzcwvs6u5FW0uybWeIlcI0hi/Ru72PO9dvcfDoEywuLrK8sk5nezNjn15lYGiI6dk5wvE1JNnnyrnzxEJRRq99RktzM0k7z7wlEfEl7ty4wbbAjf9DAAAgAElEQVTuHsbPX2PviSOsTDxk5t4ou/r6uXH+Ik8cPMyV8xcZOLiPlmCUe5/eorO9m5uf3WHfoQPksx63R6aINHXyVz/5kPaeLlbmlpkcm0Y2VPLjI6ieoKelGWutgGZbGEi0tbUzOj1Nx46dGEET8kl2DrYiiqv8/WPDLI4/4M5KnvVQG5KiE4loCM/D9+Hw3sMMHzhMXi6Bm/t3b7F71zD5XJZoJIrj2UiKgsBD+KV3ou+DLDnIilqyAspyDaM0+F1vtMhsHNQ1600VSFQzl9QL5pXiouHlVDlWqUMqF5Yq6pmqBU7UT+MykKSUpKcCNBsUSJU2RG2uVXmr1N5oYdpS/K/2haiC1Mq6UFsz6hqs9koZPNdb/Tb0Xr3r6eZjtWs2OUZ83sJC4yOoY+hRRsZHUAXwbWi77nwj95trr1f2Va6vLctS3f1tWGu3QoqCxg3DKs9FlLtjIxiuZNktj52KpXMjl7Jc33adMmQTYK+7r8YXwNZlpA06xS1LPaa/KbluDkVWmZ5eZnlhhv5tfew7IlO0C/QP7qCltZ1wJMLa2irtEQiHw4R370bIMoFAkFishaHBIUYejLK8Mo8QPpFIjLa2LvJ2Eb05wLqk0N7RiuMUaW7tJpfLlLKsum7J3TSXpVB0SKXzmIbK3MP7ZNIZ+vr7mZ58wO7de3jvnR9y9OATfO8v3uTJYyf44fe/j6ZrZHNFTF3B9zz0UJSZ2SWCQZPO9haEEPgS+I5DcyyEHomSmpxH11QU02RudgVDU8jl8iiayl//1Q/o7e9mZSXOCy8NYucyhHWFqVwRCY2egSHuX/uU4adOsjo9xTLQ3t3Nnctn2bZriPWlBxSyixQsj8vnz9LWGmX09lXC0VbSmTSu5xEIBZmaGKGnt4uR29c4fPwUC9NTTIzepa+/l+uXz7Ln0DEunz/LsVPP0dXdyf17t+js7eOzKxcYOnCU9XSS1RtXae3p4ydv/4BQJEZqfYUH4w8IhUwmJyZwXZfWWJDFgk3R9mmKhdBVhYmHcwzu7ENdVliPZxjev49MJsuJo/tYvz/C2NISWqSZoC4R7OnCth10VWHowDEG9hynKJsIz+POzQvs3X+CXD5NLBqlULTQJBVHlJStjm0hKwrC9xGa+l/cXoUSoOEApbRylq+iKaDLpbjFaBkjFxzIFh1A0BTU0BSJVMEhpAoUVUWWGhGhugEgmurj1F+P6WdPXyo5zm//zv/3rV/45b8PVF68dYO0zuxQsQlUSKrJJA2Cj1QnXEiV2uo0x9Vy5f8kNn5EVZFdX7hSV+1v+d+WddSuqQhzcv19lS0yiqHw5l9+l+uffko2mWBpdIyArvHp3c+ILy4SCAZp04Kl62RBsUnDcywUV6AoKoZikJUEK1hoqoJdKBBqacbUdRRFYjWxTKCjmdVsCt3UKOg+mcQqTeEQ1z84y/a2Xq68f5btfX289++/T29nF+/94G2aIzHeevPPSSwucvG9D5mZmeH2xauMTYyTmlti4f44sm2hez6KpmL7LkpTlOVEkmhLG4qkYFs2drGI7Vh4nlfqA99DQZDP58mmcyhCxXV9krkMWa+IoqjIskIulcHLW6zOL5DLZLCzGdLLS+iywI4nKOQyxFSV2bH7dPV1sz45jarJSIrAWlqlf6Cfifv36W5qIpNYp5hM0d7RysM79+ju7Sa+uIjs+8gqrM3N0dPVycOxUWTfxbEKjI3cpbWjjZHbN2lujjE/P0d2aYX2zjbWpuaIqgHGH04hZYpohkFqdpH2YBg1U0DO5uhvbcZKrBARAitXINbWysT8DKGWFsxwlGLOws5aSJbFr/3ia1y/eZ/B3m5e2R1juEUl4kk4a0ncokO+mKMtHCPQFOLu4iyLK8vkkwlymRxdHW1cunCBgd5Orl69QV9fJ6Nj43R2tpDL51A1Hc+zkVUVhFd1BS+F+pazBkuN2YZLYKGsnKlLEFNyUy0dq8298jmpfg7WsgzL1Xlas2g1ZCCu1FEFGqK6pUKJxUpW41p5CepcJ2v1I0r3JTXwQLW9ho9U/7uR7xKAaVwn5ApQFZQ8DMo3VsJMJfSwUbe0dbz2Zqr3omBjv7BRYVZfr1TO7lpiQUaqxqDWLKKN1za2Rx1wqq1lDf1aebBV748KX593L48Cl5VKy1/FxjWz3E65DQmQ5dolEuW+l8rPuQ7o10PX2vNqTGxTWYNBKv/dUPeGzxZ3t+GMVOujMv3RH//h4+Q4XzGpmsb3vvNb3Lp2nkR8lakH04RjIUZv3iSRWMEMhAhFYmiahk4OpX6zeAGmGcC2LTK5LKqmk89niMS6aG1tB0kQj68SDsdIZ5LoRgDbzjM3v0A40srFMz+ho7ubjz94n55t23jv7bfp6OnhnR/8B7pbDH74vb8mvjzHuz96m5npKW5evcrDh5OsLi7xYHwMzy+tNZqu4do24YBOOlsgFAqUlg1PYFkOju1i+z4+EgFdR/JcUrkCyVQGv+wOnkxm8F0PU1NRJUEqlUX1i8wtrJNPrZPJO6wvLaGbJvFEing8jm7ITD+YYVt/Pw9GxwkYGrKik0gk6OobYPTOHaJtXeSScexchmhHD3NTU7R1tJNcWkRVIBCJsbQ4T1NHJw/v3sT3C2QyOUZu36a1o4OR69cIRcLE56eIr8zT3b+T+PIcrg+zk5PkMikC4TC5VJLmlmY8K0++YBFr7yQbX0dWZPI2RGJRJh8uEIlFiIVN1laT+K6DBLz2S7/M/TufMdzXyS/t7qDD0DB1mE1mSaczeIU8RlMHZjjCwtIi89OjxFemEE6RztZWzp17m519vdy5fYmethZGRq7T0dJEvryRoWUV0fW/PftAKngERQEVD0/SqiuPjE9Q5NFx0HHQcAhQQMdGw0XBIyA71fOeW/poCpiqQBc2uq4jSRJaeSsCWf7pyYMeg8bH9FXSV5IcZ8++Q+KP3nyrsQKpPsaq0YW10bIobRrV1bJbsSBtFKDqxMYvwXMtiOdzkitsYEGuY9RTSu5qSIJzV8/z3W//G1y7QLMiMZdYIjm/QH9fD+l0hl//lf+WBSfDEwcOkrBzRLd1YRVtbElQLAuaqiQRtDxazCgP7TQxNCbGxzj+5BN87733+Pqx03z41rscPHqEv/zT7/Ds11/h3R/9mJNPPcPF8+fZ1tfD6tQ0gaBJci2OhIzieQhDQrG90ga+VsnVQ1U11rJx2ppipBJJgqEIq+k0riQjfFCFhCwEvmuX4rzK2izDVAmFdAzdJJu1yGfzyLJM0bLwFQXP8wAfSYCmqZimicAnGg7hOAW6O9qIJ+N0tnQws7ZKe3MrmWQKIxwkaxcJGQE820ORZRRVLcVd2R7BaITV+SV6hreTmFnECIeRhITjOvQP7WJ2dJye7f0k5pcoCo8dg4OMjo8zOLST5MIKvqHQEo2yPDvL4P69TN0fp72rC1SFhYez7BkaZuLeXVpjMayijeX6RNtayeTSNEfCxDM5llNpmvu6kXUdqegzO/KAgGrgKS6nDg/R1tRMyrZ46eR+jvapqAsz5NbSpFyJh2mZcw+XeFCASOcO5HCIpnCIsBEkGgjQ1d5JLBbCCEQY3NnP0sIKA9v7uXb1Gs+cPMlH5y7w8osvoqKj6/ojx/mjxrEoj2WpkgWqMu8qY7peYq9+FWzc767m6unXWQurqKgMCDfy0Ki9+bxsnmJDe9Uafloc2yPdFxt5r7YhV87UwMdWa82jeKn1Q6mKUt1iUzkouddVrqlPAEOlfVEBxuX26mJSt1rb6oFOxdO/erxqsSs/W7l2bX1YnxAepWfRGEe7xc3WOYZU2qwp5aQtxqEAkCXqAX0VVApRcs8tD7lqDGWZSuvrButw9Z4bgXu9VfSL01aAuFJfqfLHMY4/G/rs8jt8/83fxXYcTFNnfm6FpaU1hnb3s57M8Pobv4BdzDG87xCZfI629m6EnUVIoOpRLMfGdV1MI4hhaFiWi6LAg/FRjhw+yjtv/xXPPH2ajz/8AXsPP8Wb3/53nDz9PB9/8D7PvvA8F8+eo7e3k7npBRRFoVAolHjRNRzHRVZkdFXFF4KwWRL0V5I5WiIB1tI5YiGTTN7C830s20HXNGzHQQiBoiilv7KMrsqEgwFMXSVdcEimMxi6TsGySvtT13k2aKpKwDQoFC1aIwHynqCrq4315TU6OlpZXUvQ3t5MMpEmaOjkChZBQ8NGJhwywXVB0yjkCoSjIVaW19g2uI21pTWMYJCgJlF0fHq3b2ducpKu3l7SiXVy+QI9/YMsPBina/su0msLGKZJIBwjMTfDtuE9jN0fpbmtDdM0WFlcYfeBA9y/dYvWphC+bZEu2HR2tZFOpQmEgli5AmurCVq7O9EkgarI3B6ZRpNLoUBHjh2hs6uTXDbN60f72dveTn5qEsv1KGTy3Hd8rkwusWb7dPZtR9c19EAYRVEJhUK0dvTT1dFKOBhk+8BOVlbm6erq4/rtOzxz/GneP/MeJ09/E92MlJSs/xlJAqIihVxO7WNh4KEQoFA+/1M8USQJWVHxPRdZUUtjS9VQNR3XsdCN4KZrhPDxPa+0ppcXV1lR8X0PWf67ESP6mP7T0VcW4/jH3/lhg1BUr92uz0a4qaEtBZbPT5ffIOA2AFQavj/i6sa6/UcL3JuAY53A6MoCxS+Bx7wocP7d9zlz9Rwzd+7gWw6+U0THw3Vsgm1NJHM59hw+jLWS4elXXuDaZ1d54vQx7n5yhf59eyjOxbHxMTWN9UKG5OwiuVyeplCYqdUlwrpJIp4gppjk8wV8Rca3bRRVoqC4RGWNYq5ILBTG8wUeEgFNo+AUsTwPQ9NJFQtoXimxT94uoioSgZCJY9lksgV8DzRFRVdkAkGTTC5LJBLBcXxcV9De2oSigu142I6gUCzg+DZWsUBzpJV8toDtO4RCIXzhYzs2QpZQihaoPm3hEKqq4PqCZLaALyloyOhComDK6B6oPrimgm87BE0T3/VKyQ5cD1sHw4VgIETOdtADBpLn4ymgywp+sRQDmstkiTQ1UcimCYeCFAs5mkJB8r6HnvNRQwEKrkMQlaTkE/TADBsU01kkI8R8cp1wMISTy+DLProaJGe57D96mG0DA1w6/wlRI8j4/RGipkpYF/zq6y/y0bmrHHr1G7TvbmV3p0GrlcFcnSFkuyRdwXTaZTqpsqA1c39uhXwhz0BPP7IkI8k6kaYI4VCUkKnh+T6GodPd2cF775/hN//n32BbR29pA+U6JczGsf9FqeQ+Wtuo/YtcW53b4tG57jbVsyG2+POsWfUAC2qg64vw1QjIGq121bYrbfw0nh/RRq0dAAnhl9uRPx84Vsj3/caEP6K8PZEQ1esrcZUb+WpI0FUHoqrAURZlIFcbG6WEuzUlnSj3jRCVxEdfHDjWIaxydeJz3cJqnJTAYANw3Fxd6djnPOqthtXnPbZH3U5jGWnDcfEYOP5MSMKy8nx69q8585O3WJqdwnV93KKF8H1yrktLU4RUKsfhJ48QX17i+HMvcv/2DY4+fZLb169z4OBeZubWEb5EJBZgZSXF2uJDhOtghCIsLy0hAN8uggSFXEklW5lziqIQ0BTytkMoFETxPRzPI6ApFGwXy/HQNJV0roBSfvq2W1rnTEPHcV1yhWJ1PumaRlPIJJUrEgwYyAgKtkdvaxRfCNKFEqjM5AtIgOO6RMMh0tkcnu8TNM2q94jjuFhOyV0xFg4RMHQEgvVkBk1VUWQJQ1OwHA9DU7A9n4CpUyjYBAIGwvMwAyXXTiErCNclGg2Rt1wkWcJQZBxfoErgOS7BaJhMJk9zWGc9mScSNrEth3BzFOG6OK6PpGm4toMqfIQsIzyXcFOstMWGqTE1v0pTNEQmWwQhMFSFvOXw5FNP0LdzmKtnPiLWHOHO3QlUVUU3VL75xte5dOEKL3ztNB3d2xmKKgjhoybWaHeTLK+lWFU1ppfjzMtBFlfSJOMpdg3vQgmUrNChYJBgMEQsGqNoFTHNIIP9A5w58xN+7X/4x8Tat6NqX20q0UfoFT+3fEwkGwCihYHBF9uTUlE1zGCEYiGLGQjjex6ua1eBo6YHsK08mm5WQaHv+3iuXfotldZ9VdXxXAdFfZxa9TF9tfSVAceKxbEBOJa14NX9uUpnao1s+Xqu6akrE7a+XEPShA2gsb79rZJHNDZTS4gjNnHWyErlSlmqOMJJgI/uSbi+ICUV0RAsF9f533/jN1ken8ETHpLm0xIJU5QcWvUg8WwG3TTwXBcfgREN48ZzRENhckULTy65MsgyqJ4Ay0M1QwjXQggHP6CiezJF28Y2JEKOhOO6aLqJbbnkfBtVKp9XFSTHQS442LqM7AqEpiD54HoOGiZCdglFdFRVJZ8tgJARviBgakRbYmTyWVzHIxwKk0kXCQWD+MJFkjW8srVAM3Ry2RSaruLaLr7vEzQC4JU2e8/nC3hA2NQRqsAUEo4kk80WcXwZMxjAsW2MoIlXKOI7Dr4qI2sKvmWjGwZYLq4QuMLDUDUszyFgBHFdG0f4qGVeBD4hzSTjOyiej4pAMRV6W1rwPcFSsUAha+NrKqooAdWiJuP7HqoscFwfFQNdkxDCJah77NrWy0Iij+vLeH5pT6n15RWiLU00tbawtriC47kc2jHAYEcTy4kEB048RS7ShhoN0dfZRCgosLIZUnmHjC8o2j6FgkNyPcXqwiq+L/B88H2BqZsYsoImSYQiIdYTSYRl8c3X3+AbX38d3/NAKm3S7vt+dUxWZ8wXEHk3umeX5qZU94asSOUbrXblv5vm20bPgjoq63nqs3ButB7VW0ChzqpVdXqsgJW6xEDUgGYNHDb8oeKSu+nuN2TVbCzTCD4r9ybXbQNUAnmluVLLJF0HSB8B5hsS6gCSkMpJYyr3+9OBYwnw1VasWixlzWpZKSrXJXwVFROfVNkPsdEVdkvaYPyTysdE1YX5Ue8IaUP52nfkxtjWuupLCaLq+qdxXa9jqw7o1c4/Yp2v52qDgmIzz4+B48+KPNdC+A6JZIJ/9k/+Jx6Mjldd3ztaYhQsi3DAJJ0vEgwGyBdt/n/23vTXtuQ87/tV1ZrXnveZ7rlD9+2JbLJFik1KpChCimlLjqyRVgIpdhJACIIEBpIgyB+Qj/mUTzGMAE7gBFZiRwkMS44dBIgjRaQkipLMUWyyh9t36nvPuOe95qrKh7XHc85tdlMkLcn3Be65e6hVVWvtVbXe533eweqKVrNJmmWEgY81FoPAGENeFCghUFLQCFxmeYWuNK3YxxhLVtY1cvWire/WrGBp6vtrPk/Qxqz2PMuaAZdSoBd7KwhajQgpBKPpDM910Vrjui57nZjzaYrWmt12g5PRjEYUoo3BGINaJOhzHMVknhL4PlobtNE1IFQKrGWeZuRFQafVXN2/SimSxedxGNbzUhKtNWmW4yhF4PvkZUHo+5RlRVlViwzdAl1VhGFAmhWrfWd538dRwDzNMIuM3r7ncthvghAcDWYrEFsbxwyu66x24iwvcR1VJ3RD4LiK525fZ3x6XhushaQyguOTU/Z7TRqdDuPRlDwv+OArH2KnE1LMp7z8Iz/OvDDs7e+z19/Bw5BlKTo9RYQ7PDoboKRiPJ7w8O3XyfOsnosf4AUNgtBfeI84ZPMJQht+7pd+lU/95C+QGmcx+9pl1CCekC7tO4sAfJuRieDSdwr9RPawYWdb382JcSnxKFCOizUGY65Onep4Pn4QkyVTlONhTIVSDo7rr+6PLJniBxFS1eeqdUVVZHhhTFUWOE7tzppn85qtdLzv6vyfylO5Sr43yXEErI3Xaws3LF3hlsrXxuK1bDz3N9JXiAsPeJaKbv2ZtnaLNbzIUlylOAgh6mQ2G8etlE8BWlxwyVoqFWbrVLbITosGJLkxKM/lG29/m+cO9+g1WxwJja5KjC45L3MObx6SlJrpNOF6HFIYcB0fkRQYoynzDN9RzIsM5XtYrUmrEqQhlDnSl0xmBWZSkhUV2gjUTDAypmY9bI6QkqqqEELWrjOlxnEdcqXxpI/xagAfxj7pfI5wXXRRUWQVWuk66YpUFEWFKTQMJjiOJPRjyqLCcSVJnuAqgalSvMBnPK2QpSYKQzwJWjhoYSjzgtD1cJRkMBnRiloUxiAqQ2IsvhegjUU6EmkMoe+hsDi+yzhLCVwfhUWFLq7rYBxFNk8QrsJxHSLh4vguWSGwWY4jBKGnMNYShE2csmIwOsMJPfwgYJRluEjabgyeRDp1YL3fjHCsZjod0W/3mE6mGKPptLok2YydfpdrzzwDjSmvv3EXYTXZOMGRgmQ0xkGws9NjNpvw+t07NMKX2G81eft3f5/OrZvEL73AG8MTTCMk3OnQ6uywGzTJ5imDswHGSnqH++RlHSMzOjpnPpozmY7ptJsYVxN1PNxE8Vc//jHKNF1llBPWrizjK1PLhrr7JOZ9FR9nN8DaEixuNV8qVWtWcpNtw15cs/XnlwCT2Oh2FRS3tuFeTMyy/myxQYi6A7kYZBOrXM4ce/FCLFzDNtlCasCzeW2sZQOArz9f7le1Qmk2risIYVh7Ba2/W/WwOIerjFrLSyFXI9ZZoC/+XFeDoI29ijUwtlccY+2GYc0sfi+7Ni5YW8efKrveCy/Jqghi7Z4stmjGJyhjm0wlm0B+A0By8Vdf/06b75fzvOpS1Alzlt+v9/93Y5BX9+9qqusSUu/J6vJUvgsR+EHIG9/6JgeHt2m1O3iuQ1YUAJwMJjx3rUdaVCRZTqvVxFMVgedBlYMx6LJCSsEsyVBSYozFYNFYUgmx53I0m1Ppmj0sqwrXcSjLCgSMZhrfdSmqCmstgechAcdRJFlO6PsYY1bM4HSeLPYLQZLmSFXfm9oYyoXxbpzUoRx+GDIvNFEYkBc16NLGIFxBWVaYvKQZhXiOICsFFoeiKFFKEbiS8UwTBj5VpbFYyrKiEYWUZYnveSglFwySg+s4pFm+um/r7xVKKYppzXKGQYDRLr7nAILpPMF3HRzHQQloRwHWwnAyJXQcPM9jnlcoKeg2As4nFs9zF78ceI5gOE24tdvmeDhDG0u/HTNJS/b2ujzz/G3OGy1ee+11XCGYpjm+5zGa5Qg5o9cMGJqKN7/5Gv4PfYh2u8XXfu932LnxLK045M7gEdLvANDr7XK4dwM37nDnzlsIKfnUT/41JuMxjx+9w/DsmMloSJkKHDdg5+AQKSV6PuGVj3yc80lK1Giu7jxlKxDO+6oHeXEXuAo0AkQ2waG68ruLEjNfvdZV+S4tWbGIrh9idIUfrGN+l3tbGLe2jlHKQYWN+jh3nXV289in8lS+3/L+gONKx1srJfLCw3n5/3txC3uv7eDJCvLWdxfc0y4pLBd15qsabjawFu1KTAG5L3g0PuG3/sE/5G/96i/T6bZxlKKq6geDEJay0lgLjuPwzqNjOt02k8kAiURYwSzNKCsNSiJnc7TWWFMHPudFSRD4CKWYjidYoZDSQyqHsirwfY+iKIjioGbgyhIla9cYz4twHIkViiyr3WyqqsLzffLKIpVbK79K4CJIsxwhFa7nEzdjhKmQSi3JQyyWQts6g1mhEY6DtpqyKPECF2sNZVXQiEIaXkCaprhS1n1Yg+N6xL6PqQzWaHzl43oOaZrSbDawWuO44PouFsiLnDgISMsMATjSxRpJXmmUp/BchzStCMIIowsQAtfzSdOcwI8X1mEQOAjlkCUFRhtcz8XxfbIio9lq4rt9qrJid2ef+TyhMhaBy2g05/79R4TNLvu7fcbDEaXIcH2XZqOOpahKTRBGNBsxb957gLl+jcNr1yjmM+7+3ue5dvMGjWvXmQ5GnLqK006LVn+H/RsHdOcZo/kUVzroyCHo9zGjOVVRkOmMUmc021323Jjj8Rm3entURqOUgwXUEsSwtJhfXDeX32/f27ViZJexj2yzgcJuNd1eNwu2ats9dINNu7R+axC4zWFudGcvDrBea0s3x6V/4hp2vndZZ1iFq1DIlRDt3Vzer2IUYRsZwQa7+QS0tGr3xKG22y3+LO1uQmwA+Cv6uMzabQPHJ/p7rpIqbYKtNYB71/15o83Fa/gkIP3dyMW5XGKg3+WY79Ucnsp7k8H5Ef/sf/l7/Oyv/Cd0Wm08zyUripUXQak1xlqMsbzz+IR2I+LxOGUzN7q1FmMtjqoVa72I6UqLilYjwvd9hpMpAL7r1s87o4nDAJPVzFnge0znCUVZAZYg8Om1fIw1TOcpFurnoBBUumaEFOC5Hl7kMp0nQG1U6sQ+WVHiOZJKW5JiWeYH8qLCdWpAZ6qSUhuEUPW6NbWraTf2GCc1ePZcF2MsruPQCHyEqPMEhL6HNoYkzei1G9gFe9hs1DUnq0rjeIKsKOprIyVplqO1wXEUrdAjzXJ8z8VVDpXROI7Cdeq4f7ALwCxQrmKaZFS6wjWKZlgDyk4zQroeo6Sgv9NlNJ6jjcWRgsl4xsO33qbd73DzoMdoPCerDNKDVuihpACt2es2MVLy8N495PVdmvuHzKfnfO2LX+DwsMPOjRdJkwn3ZzMmo3M6vR1efvkV5vMZ8/mU+XzO8y+8iL79HMPhkDrZ0AiDJG406BzsMB2c0Hnm5tZ9Vwln4R+xLQKQXGb8AptdAoMaRSrCK/p4b5t2Xbv4MnSV6urYwyUTWRXZUzfTp/IXSt53dLFYgrOVhX9hCX7iAeuX70kZ4QlttljAy222LNxP6P+SKnqFUrg5iBVQAb6U+MryR3/6ZTyt+e//5/+B6ekxru9ApRCei3AFk0mdOUxYSxj4eF5AmubYRfj0PM8IFkWLXT/AMYayLOpNF0VVGSwW1/UwVmJMbWHy/SUhY0nyjCDwkNaQFzmO4zBPMhzXoaxypJSoRfH1sjII66KUi8WgtcWaOsajMJa0yDHjCk/VTIxyPKwQaG2wxuC5Lsr18V2X2WSCkgJbViipoNDoqgDXRRhDHAb1prmkpYxBYWk3QnAcksL8YDcAACAASURBVCLB8VzCwCPPEsLAx3EEeVURRQFh6GC0oDQOKFWzQ57EC1ySJEEpgcHU1lQsUehxep7gOj6LHCDEjRiNwakMyhFYq9FVTr/TQkhJkszY292nLCvSIkMKaDYa9Ds7dHtdRpMpriPwfUXhKZpxA6xlPBqilIfyXQg9om6Ph6MJZ2nK9b1d+vsHTM/HjI+GSN8l7HfoIhlMJpx491Cux25vl/3r+xTzgvFgxMSHKSUiq2hZQU96VHnBF77xJzxzMuTjH/8EVoC7SMiwzAx8EfpsPqjWyVwu3/+bLqabrOIKmHARkC7pyiVwvLD2Nv9uAA4QWLE24FwEtEvS8+Ji3rhtgDXHJa44nTVDeNESdEXHF+S7AaMXj6+v1fY+tJ31lW0AvkDpy9jp1fX/juNsZltl+/QuyUXwd7G3DbZSLJWh9f530TDwPiIYVn3U83yyce/d5CqA/t329aT+Lz0vnsr3VBzX4Uu//y9Jq4p//D/+N5yfnK/KB4SBTxQGjJKSwXhSt1cK33WYUgO2pbtpFPiUZQ0Ei7JCa43vuUgpyIsSretNwnfrGPFmHC3YunqdFGWF77oEvkeW14bd2Twh8H2yolgdZxYG1igIKMoSJSVFVSH12hCSFwVHgylC1AXWPaeOQYR6rTUbESAoypIkyxcupBLfkcyzkshxF+0F7WYDay15kaOUJPAU2cKTB6AsCqIwIHAdCm2IAh8h6r59vwagqSOQUiGlpCgKrIXYU4zm+QIo1rGSZWVoxD6Pz8cEvr8yJrdbYR2q4bq0PZeiqMhKTacdg+OQpXNuXN8hTzOqsmQOtDsNer0W1w93ODsZIF0P1y8Rs4xOM0RKyfl4jrXQ8B0CT9FuNRgOx0xnCd29Pdq7O5wMJhyffwXpxXS7OT1vxOO7jzk/P4Mqw4ta3L59m6qqODs7w3Ed0iQlDENcadnZ3SOZzfnSl36f7oMjfviTnwUcPN+nYadoHDTbIE1g33PMocTg2ndnCd9NXD+gLLIFGbCcgMD1I5wLwLCqihVY9BcM4lN5Kn9R5H0Bx4vKzJbr20WcdxUou+L9RVkdt3TP2gSlG0rm8r3Y+GBTgV1GSS3/CrtQaFeEwMocD1JiFw+4VdcCpIVQ145mblrwyR/+KF/53d9BZS65rfA9B10p3MDHCkGa5AR+RBz5tZVuOlu4pRh838fxfNwgoJwnCCHr+Ec/XLnOaKMX8SCqpjUsdcB0qdFVhRcEaGsoCo3WFuV4NVB0HHRVu7tgDUVR4gYRZVkQKUVaZiDrOAXX9fGUgDzHuh5lkRG6Po6UeJ7LcDpFCkEUhmRJQqkF0lMoC0qDUpJpkpOVOf12m8B1ae3EzLOc47MxfuARxwGxclC2ziI7yVPiKCAMQiLXwa1cVAClMbiLB2jgWoQnsAZKYSm0QSlBK/YQOsNWIB1DkibsRi1kldJueGTFgmEyBl3laErKqsBzfbI8xw9CJpMJRVHgRz6j2ZD5fI7vu3hK0u/GdNsxxeJhrvOSSpcEUYAVljTNEIui8EmSkhUZ46lAKonrKM7GGb4X0Ax9urHHtUbA7PSM5HyA43rsHuzjtJuMzycMnbeJWh2a7Q42N9hKo4RDwwiKx0MeDs75/Bf/gM98/Mf51I/+CI4ScMGCuQI+dhMosKQiL6wm8cR1WR+7BBQLgGjXx4kFAFwziAvF266OqFlCAdZeWJCLOdvNdXYR0KwQ5KKNXUNRIWr3zhVWurS/mHpMay+wb2LLOixXIyzG2uxnMZBYXLcLJN0GylqD5+XprcDjsiMrVu6o66msgfom6hPL67bZ1l6+PIKlke6yccwuXIGX12UTFlor1/3YjXkuX29ucIsON11A4cng7f0a/C56oFyVNfe9xNi/G2H6XmUdE7qY05+tu6dyheiy4KOvfoqvfvG3sY5HpcFzFVHgEyyyRM+SFCXlCkQNpwmW2nMmDHzKsiT0fazNsdTxwlEY4CjFLElXzKVcMIVm0efSiBSFAWmWLTJ/CxxVh3QEvkdZVnVCmgWDFwYeWtfMXF4Uq3Xi+y6+75HlNYidJynNRowUEHqK+XCGFII4DEiy2l0TFm7wC4ZuPEspK81OO8IJQjpxyGyWMBxMCHyPZuASeC5BGFAVBUfDGXHg0W9FCCnJZzlRGCzm59BcsHqVFThKoY2h0po49On02qTViGKeUGlDllc045CsskS+t3LftNYyLzRlWV+3wBFk1K7gw/GMvKzwXJfT8zFpmuO6LkJAp9Ngp9vkfDilEgpMTp5mNQNbadIswVUKKQTTtCAtFON0iBASYQ3D4ZQweEDQiPGikF5PkYxP+dOzgkbo0jwIaIeWo8cTxuMhQjrcunmrNhgLw/n5nJ1em/PH93h8MuALd9/iM//WT/ETn/4MpZBEdoLEIhdlL/51SZlnlxlHaynSGeWF8iE1oyxXG78QEiHAC+KNfdNQZHNAEEQNhPju4jefylP5Xsv7Zxxh46n7Libwd/nqcnbExSFbSsrapF8rUZvttgfajKtcMaD2wkELxXEFHNd0wKLthWkvAKuykkxoXGvxtaV7c4+G73H81h08x6HyPZCSLK8oCo3nCFqNmNFwiOM5RHGErurU3ksA4rgOWVkQRxHz6bwGNUGIch2ksOiqQpclruvVSrQQeEG4Doo3AoFCCsjzAulKrDa1q2hV1anHi4LAD3C1xo0DjJLM5nOUMEjh0PB8JoVGGkGVFXWQflFg8hwlJdpYfKhTkvsSP2rScMBRLoUuCMKQZJbQ2Q3xXEVeCppxzCxLmY7G3Lx9m71uh3v37+K4gmGW0Y5COn5I1OsymMw4nUzQRcZOv0+A4Ua/z8nZOSezBKkkz9w4RJUZO3u7PDw54zzP6O/12I1bUOSIRoPT8RyjFFHUpBlHmGIGlSXXliBs4DkOWZHTbrfp7/Q4OnlMtxnhCkmn1cJx4PT0CIPCcXziuIkxMBqO8IOA2KkTEmlT4TtyYb2eI6ShKCxWa4TJOaHECeFuN6LfanOtu0PfCzi++5BG2EAoQWO/i6kMutLoWYqv6xic48dH3Nq/yQthk+v7h3zu538RJVTt/mgvMH4bbnp1TNs6BmxrjT1hEV406KxqNdoVMcYTDt0CACvGzG7WNlwvzuXhNZO4jDvczAi6vYaXRiI2ulqBnuW8xMI1fsmesmYml4rjVbFzdRcXQLS9YnuyS/ZwAzcuz+Ni22Wfyyu9KF1y2VPiwh50QSSwjC/cTlxUt7eYjdHXv9nqGq03rNWMLmFYWLmrLhXvunvB1gFWYjEbv+fle+fP6vK5vo+3P3+SoXH9/buDx+/EeH4v5v5U3l3KYk6z1WX32h6N1ovcvffPaQUOxtaMWpplFGVJOw7p9Vo8PjpDSslOMyYvSoqqqlm/snYhTJKUKAyYzhOMtYS+TxzVCWRm84S8LHFUHcqQpBmNKKLSdUIaKeuEOUpK0jyn5cQLl9c60ZzvuczTjFYco6Sk1YgxxjCezXEqiee6NMKArCjRpmbrtDbMU0O1mGdV1u6nk9mc/V6LVujhOnWtPWMDXFW7k+41QjwlEMYQupJZUnA+q9i/sc/u/j6P3niDAxpMkgIVhjRaDXYOBOk85fx0wHCe09vpIMqcD9w44OhowPlgggo8XnjpGWxR8Mxhn+NTyTQt6HUaXN/rMJ9n7HVijkYJQgi6zYi9azvMBiOGs5y0ssSBh+sqrJB0GiFhM+bsdESn1UC6Ds3IRxnN23cf1yDcdek2A+IOTB+dstP2aMU+o0lKqQ2OrPNTVKVGLYzgo3nOaJ7D+RQBtJsh+/s99g8P8VzBw3tvcx74BJ4kFDmp9ZmOjpmOzqnSEe0g5P69u1w7uMEzz7TZ3Tnk5z/3t7FWEsliVSnRpURd4Zb6g5IlaJTKwRq9ZThTUq1qTxptMFZTl0sCL4hwvYCqzFeM5TLGfMlK6qrCcZ8mvnkqfz7ke1IIp1ZM1krIJQV08+WKgNi2pF/mSrY/3ShNt3Kxu9iPFUv2ZN3vZmZFscqCs4ESV3NaW4qW8xSmTlFd6Ioz5qTTCebRkPwDB0ymQ/rKYaqrRbZMg7WadF5wrAuM1TTdRp3KXtXB7QhRbxiOQWhLmmWUtiSIQqpSkyQFji+Q+HiBQ57kaMcQuyFlaVCyjmeodE7geWgN/V6D6bRASQdXKZqLB+toMsdaSxy6KN9hlhV4jsSRgsDzMVrQiWu3lnQ6rBPuKIdW2KARhXzghevoEkoR8M7JkE6rRagsZSGwwwzlacIgxxOCZJIySydEjTa97h5KFMzmCSfHR5TzBOlLQi/EFCWD0ZQJFdOsQkQRnUYThcN8MMarIJ/lBE6rri1pHSLp0wxDHOUShg5lboh3m3heSEsbZinMkQyHKXudLq0oBD1impRkeYJwFKZMyCUcPXrMLJlxY/863V6b85Mz4oZPq7VDo93g6OiUt9++j3IUjutjFnGpUoDnOzjGkmU5nVYHqy1FVVLkGUHkM00TQhVSTkvunp9y9+4ZXuDT67bY6Vt2ggbD+8c4rsMwPEMEPtPZjPHpOa/+6I/x7/3ar+G4AaEMqNSy0t2CWdpkBgGW8W51qs5a/79CKbarW33TILOZNdiCNawKym+AqXV21PVCXjFsrIu5r9nKjRIWi76WcUurNWmWgGfJ8G2giM35b3gZ1CyZWK15g7205sUWYKx5RiE2ANLWUl/ykOtai+JCm/p8tt3vn5jAZnlVrsQk6+/XZ7MeSaz+bli02GR3l3NYgh671dOq9w0vjXUK6e0JXQTR25d+fX8JK7BasLoh1r8ym6VEtvb17wD6Vue8OG6dgXt5rNi4Bxe/i1y2Xe7H67jL5X1tzbKe2eI3vQiYhViVaXgKGr//kheW4eCYYj6GRoN0NqVxRXjXNMmZ33+MMZZGHGKBwHcRog6TWBqatDGLBDGsAN9kOgNqd3VXOWhjyPKCRhzVCWqsJfQ9kjQnDGrX1E6zQZLlaGOJPW/lApoVBVlRsNNuIIRglhZEQbCIP/TISl3HCDZaTNI6wZ1YgEw/8PjgB27hqprrevDgiE63hUVgLESjMVKAEwaIqiKZTCnLinYz4uBwn1JrZtOE09NvM51OCTwPISUawdHROdYasjSnHbjsters5eO0gsGYLM1oRB7TrMIgsa5Hs+Ewn9RMaF4ZolYTEQQoYFadUpUlSVEQBB6929fxH58xnSakhUYAZVGSGMM8K0jSnHYjoN1tMhzPiOOIRsenv3fA5Ogd7tx5hBaSdsMnKypmeYWwlnbkoY3LcJ7TDH0qbUgLTVWWdJsh87yiFdblP96++5h794/xA49+v0dvp4Xo7HF0dIIjLW8OHhG1egyHCdPjb/PBVz/Nf/Br/zmu6+K4Ps5i/VvEKlZRvK/UON8/sdZc0meN1us4jAvPEl2VaF1nB0YIjKnA1PuV43o4rk9VZJf6K/I6sZPrBU9B5VP5gcp3CRzF4qGsF89sQ+2sJVi6ka1pdbtaKHKh5F1kFuoev9OIm2+23WXF8t8GNbBSFjZZRyMusZeLxleOaYWsY/Ucyb/8Z/+C//PX/yHSdeiNr6PyChF6OL5HYcFWGqkEVoG2GiUEaZrgeT6NuLaEVpOqzsZmKpQSaA1hECN0SWVygrBBZXJ8x2BsQdSNKCtNls9whU877JBUcwoMGEOn5VBoiZQgxCK+0Gh0XtHwYrRRFOkEW0ocL6TbiLFaU2YFfhARBC5KRMQypt2KUL5kNk95Zq/FZ3/0g5ycTbk/nNOMfIwp6cUhMmzQHSbs9js8fOcbXNu/STIXNJoR33h7yPO3bpPlA/zAZ3Z8n8Nei0mSgR8wOJ/RvhUQy4LcwqNRjqdcpEjJ4hZ5mhE3m/TdgKh1k3kyYzafUJQZ3TikKQX9nR4mLZmPRmS5JvYdOlELbz/AkTkn9x5iHEWz0aLZjRACdF6iZMDN6wfgWnQOjx88pMyneHKf+/feJmj7RHETbSrajQZGW+bzWa2geA5FXmIWtSvTNMMage/FRI2YopjSVj6tqMHZYEQYx8yzgum0TrBwdnKK8hVKSnb7fTrdDnZUf/5X/8pf4z/6j/9TCCK0XVU32aD/1vTbZhIbu2IJL4DK77h+xIW2a6ZmS7e2UK/l9boSV6wVYUGY+oVYtjFLcLesqVh3eHENX/l6+X7T+2Axn5Vrpt2YyybiXcx567hNJsouGDyxOeSy07q/NbTbYPBYd7+82mvQtx7tMjbZ2JBWEPDi9bNbBrU1CNwcZWM0IWoAvjTQrfpZjmLYTlm2liXI3ALty2uz7GCJq9cdrmewaQ1899vt8tiLi2eXBgABWFNnOl2BhXp8uxxXbP8G6+tSXxsh1NrDRCzdlLfP6ylg/P6L47qU+Zx/8U/+Ab/zf/0GvqkI+g9IZinNzuUi5sYalhUK8rwgDjwivzZiFlVdbqLSmsD3AbtIPifIi4IwDKh0zYpLKWkHPkVZMZ0nuI6i2YhJ0qzOilpVNKMQISWuU9VldRaGCa0tjShECsE8K3DdOrN3I6xrOc7ykiD0CaSPVIqdIKDTilCBT5oVdGKPH3n1RQajlNNhwa1nJXlREccR7d4Op8cnNDpdTt95h2vPPEOVjNjphHzz9UfcfuVVpqNzGnHE2fExncCQl5qcgPl4SON2i2YA2SzhfJjguC6iykBJ0rwi7u8SeXC7v8NkMGA6L8iTDLfTJ8hSbu51mM9TRklFmac4jqLbjmj12mRZyYNv30d5Hu1uC6+oCKKAvDhFScHetZ06FlsphifnJGmGg+XR0YDTd46JOy3SUrO738FxFKePz2qDtJKMkzpfQzf2mWUlnqNoRQpXBYySnNh3CKOQo/MJ/U6D8XjG+TCn0paj4zNi5w4FkoNru7Q6HfJkxsP7x/zEZ/86f/vX/jOacYPSCJStVltRnbv2vWU8/UHJVozjQp5UkgPqPBabz6ll6Y3l+6rMMRf6lKo2bmtdbmXAflrP8an8IOR9AcdahxAr47GUstYahQVj2IowsksXq8sgsX5vtwHgVYNd8dBfESibeuciImptcTdccqGrK5ItlCa2WI2LCuKyf43FSImsDJ/77F/nK//vb5NOppQPztjv7qCNxqs0ZVZi6wJ9dc0pUW+kUkrSJGUymRBGEc1mg8hAOh+jXMNkonFwMbbEUlFUBmUVGEvoeBTGJc9AygaIkjzPkFIRBjE6Kcknc0oT0/WaiwQ7hlgJwl6MFzWYpQWdxg4EPoNJQcO3mLIitw65UfRiSRz0KAqD70uiSNOOHRxGOGrIC893ePzVu3zi1Zd4fHZMjObx5B6dlsNHbu/xE5/4KA+OS06HMWEkaB3n9NSU1vM9Pv8nd3j11i1cPaLdP2AyTwi8m3ihpCNnyCBADksi4VHqARx6JGld26tKxwSNNuOxz7XeB5hn50Ruk4eDAdf3uuTTnPjmi9w5PqZ10GQ+0gR+m4dnR7z8iRfRxYwwjnl8/Bg/DEkHBc2mz/M3rjGYSkol6L+0S9iwfPNb9whbezRaPvPJOaIq8aXidDAkjJp4gctwPCT0IhCKLEvrJAPtDrNZXpf78BykUJQlNNs9lCuwQuIFPhiNFeBJSNOM6fmY6WBCI474pV/4HP/Or/774MRUuo6bRLGhly8fJjUU2GTT66X4HpXixVpaAs6aHVz2sQanm5iwzhC3sX5WCOWCIr9YMKv+7BJ7rM+gXm51KYrlQ+7dsnBCvbesxl/hlSUgtdvHCRaeBWuGbKPBViyd2ACNS9ABF/q1y3IeLFixhQvSIg5le66bc9m8LmLr/+VV3pqLZcW02fUPwhJBCTbKh2wZ29avt/DvxjVZspZPTAizcT1WX65eXwC3rOe3taXy7vfgpRjGDeC5BMvW6roOZX22axC9EecjFmUZ6syNi+eGALvJYJo6E+dq5Wxc/6tcuZ/K906sMSAkn/vlX+Xrf/z/kY1H5JMRu3s9PDRBqUnyavEb1i6kUkp818V1FElWcj6e0W3G7LRCQKyykE7nCc04Ii9KjLGkeYHvuQioDXplRZJmNOOoBpxVhaMkXhxSlCVpnuN5Ho04wkb1PRR7NQ0aNBvkszn9gx2UUowHY/w4QicJxtbx/MJ18aI6HEMphSsFzUaIyMZ4ouAzL13n81/+Mp2b1zkbTImjgAdHA3otj48dhLz40U/wrWHOg6mkGSqiyCO2Yw5utvnSH7/Byy/fxEmPyPwbFHlBu9sn8B1EPqRz7VnC4RDl+pCcYYwhSQvc1h5eNcZp7NAOJX5rF5uPEX6Lo0fv8OxhlyyvsG7MyfEJrVYLXeVE7R2OHj7koz/2LNIktGKHh4/OUV6D8+MB3VbISy/eIslK5qWkf/gsriN54+vfoNuMaLSbzKZzsIY48Dg9PqfbivBcxePTCZHv4LuSWVaBlDSaEYPhlLm1hJ6DtZDkFbvdBp7vUeQevX5UM26VQUkokpzhYMz50SmNbpdf/OVf4Rf/5n9IEEYkxsfCnzug+F3JhnG0Kouaba7Kun6lHy1smYKyyCjzlCBuUeQpRtfn7keNBRu5zTQu3WGfylP5fsr7TI5jwVRYBFoLpFILPWYRX7iM09lSwp6gWLwXpfeCxXiZvfWSq5RYW/OXSk6d2XHpJ7NgG1bkglgr0ktlw6xartzEHCEoMYTSwY/b/Hd/9+9j8pzB2RH/2z/+R9y/f4+z4YDi/jt4QqFFXSPRWwDHytaxEVVZW8hGowlpWuAAYSxxpI+1DkJ5tdokPTqBhylzXKEorGSn28JzHUqTEgc+zSCgUiWxCYgcQeZGWC0IowglDbpMqYTGegHpPKPfrMilxG3v4JVn9JoHZF7InXcSnuk7hKGgMAbXbQCS/fZ1zod3mUpFGCuiSKPNkFxPkCoi1xk77T6lq3k0PKJSIUFTEgaCMMrZbxuu327yhT+d0exd4+Wb16m8JvfeeoSWPUQguN3fxyiX2Z1H7CiHvb0eg8kERIDNc8IwRrkujyYhqurwmdu7nCcl3ugZusLFtO6zu+/Q3D+kEE2+8fhrfObjzzP60gk7vRatOCKZn/DC9T555aLzHkokvPJck6OzAMcNqOzbPHurz8s3I+7cSRjOcu5NJuztH1DkJbHj40ofXYCoJN2dmKPjE8IwJoqc2hgQhmAktpIU1hI0Y8r5HCUloavIijmWOjZHIdnbbQOKT/3Yj/M3f/Xf5ebt58hLQLooIRBWL+Ib1GVgdeG1Xdy72yBObL1eMS6b7RZroFamt5Xsi4BIrKws6/W4OZc6lmcBzBbNanPRGoaterwIIjbGuyqBll0hCLF2RRVgN2JYLm8tYuPfeqabzNPa5XNtfdquibj9erMmrbVmA3BfAKgX5FJimMX0Vv1bC3bJ/m7MeXXe6zG3z2/5/wVwJzbaXGQTr5BL5VtWP+oTz+hJX7wnWWYGlnYR6yqo7x0pMHYZV2mQVtYAcOP+tQBSoK1FKoERoBdtFUu31ycBxAtWxqfyPZc6dtDBjff4b//e/844M0wGR/zWP/q7HB0dYx8fMb5/t3arcxyE1niui+s4FGWJ40BZVhSVJskL5km6+j70/Trj9+K2VgvAaXRZ1weWcK27i6MkeV4QBh79Vh3P6CiFCEMQoj7Oc5BSUGlDPpvjhCFVHNBsRgghiNpdytmI5rU+Ku5x9OAB+92AuBkzTQ2RJ4lClzgOGJx4FJXh7nRW6xZlgqxmlKVCZylBo0XW8PlGkmJ98E0T5RqCwOOAkt3eDl+sXqPVCLm28xJ5+5BsdI+stFgZ0O0/h+9HfOu1r9MIPT5w6wbfejzA7jvYynDN7bB32OG184CklHy4e8DUZHhRk37Hx5YFtxoub+/vIdyIb3z5D/nhV5qMj+DwxgGe0owGI37yI02mKqYq5lhd8srzz3BSOBRGUA4e8OqtHjfbr3CWWMbThHtv3qGz06XMciJXYpVinBQ4StDf7XL3wTGdZoQn4eh0TK/hU1S6fh4i8cMAmyTIwCdqREzHM4pKE0UByvO41uthDHzqp36Gn/3cr/DS8y+jtSYlpBQeLTv61327f0/EcTyqqgBrazZywUjqqq7RqRwXLBRZAkJgdIWuysXz6Mn72bI25FN5Kt9PeZ91HA2u0FRWglTYpSsbsNDqtmKiLh8Pa8rvOz3OLz/w19bxTa5we6xaiZBbGSIXaBEp7eqjFT+x1eeSkVwqyAZHS4wEJeoaTkp59A5v8Hf+i/8Koyvu3Hubr/zxn/Cbv/lPePjgHlQlVloqY0BKjNYIJZmnGUWhkVbSDQN6nYiy8mh0u4Sxy9e+8qd0Ox06nktvdxdXWoZJgqckCA+tJbIqCRRYDzpuQBQVvJM7BE6M57tYXVtb+3EEKHYjy/X2CSmSWRnREiGdKOKMivsnGlFqtGPRykfRoqoEKthhUgz50tcn7O8UJKWHHc7pdm7yJ1/8Kjs7e3Qbh8TeDs1elywXHJ8WxC0XG055OE0RwzGh6xIHffLCgqpwVUDoO5TK4HoB81KQW4d2v8dub4LvS9K8QDQU/VYHr9Eieaw5fZTCvKyT1kwNgVNgcdm/0cL159w/Vbhhxs2DjE6rpNV0iXsxYV/QVDOs20K+EzM+GSHEiGdvO+z0d3nn/pzD/X0ceQ2Lzw1t+MDt5ynLGXfv32U8nzGZpwynE67tdRFlgWMloRszz1PiuIXnCeazlDhuU1nDeDIg8BzQFbeuHzKaTSmtIc8Kenv7/MxP/wyf/OSnufnMbXA8igqsrFkWac0qi+Yqn6hY3ZGXWKB3U/RXmY832K7aCLMEamsw9J5Jy03GaeOz9edijX3EBnh8D1SPWdQs267TtxplG4Bemtdiz1lhqW1QCFcwX0vu9QnA9aI8qU7h+3GDXDF1CyBvl0AWgV2CpCcfuRz10rw258PSFWTFvl5od4kpXRrgxHqCVwCvd/sN3991sBhRJ0gSdsmkruuLnp+e0NndAwRq0zBoTB3nQM2kaqOxSmGlRZcGJeTCgLGdfQ9fdgAAIABJREFUR/fSKf8AxJpq7UH9b5hYYF5JHEeye3CLv/Nf/tcInfHgnYf80R/9Af/3P/+n3HnjTYSuL05WFASeR5JlWGxdl3ARk9qMPPp7O1R5QbPdpBH5fPnrb9JpN2iHPnv7PRzfY3g+Rnkuru+hswxpDVIITBzTaUcILFmhiQIXFmWqsrwkvvEsgScx6Zi+P6OUTXJC3CjFiSLSsoCFoWg6zxFBG9lokGRTGvEhqSx47c6AnW7BOHUw44ywvce/+vIb7PSadDoNhN/hIy3F0LjY8QQRXUM6jznJChg9JnQNnjIoz0dUs5pdR2B0ju9AkqYIIbhxcMBNOea0NFTCoqzltrHsd5rcq3qcPTrh2ugI2Wjiu5LIszjK0Oj06HPO6TylSgsOQpeWo1B+C0eV7PdzrKjLRYRxk/H5Ke1ySqvb4ZqQfHUy53rzJicHCmX67KSn3Lj1LK6d8/prrzOd+cwnM2bzlINrO4tMtuAEAfPZnEYzwnUERWXwmg10VnB2MqDfDNBZyv7Nm0RhTFrkzNKM3s4en/2Fv8UnPvYxnnv+A0gsWldYJIXwCWz6l8YEVJU5Ujl1XG+1zgSrHA/XDwDI5tPV53mWIAAvalKV7628yFP5yyXWWo4HE3bb0bu6I9d1cGsTvpRXh638WeV9Accir7M+KS9E2zowmQU7UGcHXLZcWslFXdMClnrwtkuYWMccLtnCpVK3TOi/beFfKIqbSgVcuDB2rf+YpVIjF1buxSgX3acEK/enzX7r2dQb9brEgAJTl5Q1jssLL73M8x96hf1nbvIb/+uv89rXv4Kj6jo9tRFJIoSl0gYpFR7w4z/6AfrdgNPBjLjTxkiBzW6RJpbdRhMVNoh8yengmOeeu8WjszEH/YhuUOI6isr0aMQhuXqTIt1jB9jrNjgbTSlKl93dHuM0ZzyZo3wXIRyEcKlKQYmiFAYZeIzKOZ12k2lZkk/HTM40r712B+FCqSve/NY9POZ8+kc/waOHM7KRz0gKvnD2bbLyGwSxR1VmuF6E8gOycUazHxOEB2SzN/mDr73JNEsQpPSb1xGOwY09vvqNu7Q61zm2Lmky45sPCoyMKU2IIyH2PKxjSHRdr3IQdrk/GJOLBhrBABd31iAfVXjNXTIZcv9kSKolMjQox0WVDfqNiIlxabUPGB4PeO2NY57/0AG+holwOEsEUaPL87clXlhwflKilM9zzzVIMsMsETw+HTIaj3n44G2u7ewxSyrQAuU6FFkOSKbzEYHnEPuS/YNdpoMB6XzGfq+PF8b8lc/+NH/j538BJwhIypIcCVJeYOcNYvPeXd6bcp0p88padJvrY6WwXgQAF9gvqzeU26vYxotsoFi5ba6PqIGesBbMRqKZjYZbwFJsf7bZVsoN4LNsu3Q5Z2NcsQQZS/vTEiAvatcIwaqODXXbi6Bv/dpuzWlzjhdfb855cz7LvafeVZ68PW99s3B7WMZ6G+zC1U+srkm98bOIf7x8XXlSEogttHI55rLue2Nv3tw9V6B7c8aXrRPfVXmOxR5b/8KLeqymLkiOqC3ks7MBn/+d3+Unf/HnCD0fISTSWKStU15YbSnKnPPBKa/ffYu40+a5516gEzRW9/Im+N6CyD9A9FgUKbqc4njNH9iYfx5FG0NCiJARt57rceOFV7l9+xl+49f/Pl//yms4SpHmOVlRsy6OUnX8P5bA9/j0pz+GH7iMJ3PcuItE88G0IM8yOp02KooJo4j7D054/nCH0SShu9NB6YRm5KHdNq1OGzt8i0nYod2KaHb7HJ9OaJVzerttiqJkrOeEgUdlfNCCotJIC0oaoshjOEnY2+0wTxOStCKdTfj2t9/GdSTGGF5//QFSSj7y8R/i0YMxo+GUKHD56tfukCXf5PebEfO8wvMcrBMynyco02D/g69S6df4+jcfMTj7KtZa+gc36qzprstrb/4rev0dppMp52d/yutRgRPvU6bnKNfjPOoj3poi3AaxU/Ctax9hcHqXTnePQknm2SmiiJhlJ/h+hO/AveNHTMuKHaAVGIzyaPs+Y2cPL3yATjN++40xH3qlxdj3qFo9vqFbBPt99tMx3d1DpuPHdLwWu70fxlhLmhU8eDRkNBzx9v1zbhzukOR1BtpG06dIU1CSk9MRnbBOOrR3uMdsULszH17fw/XbfOonf5qf+bc/h+d6GKMxVmCwVHgYJKFN3nM9xr8I4ng+UirKYvucyjyl3EiE4wUxjudhjSFP5+TJFG00jus/daT4N0CqqkApByEko9E5f/JHv8tPf/ZvoLgaOGpdcXp+wut3vkXc3OPF2y/Sivzv+bzeF3CUUqGkg7EWS52YQOjaSlZbhGtlZKUQb7qFLcprXKXIbXKUG67fV0itDK15lMsrZ8WmWMs6P8+msrSew6ZdfitpDxvNV2VBFkXHRd2fXIxVGUuZFXz0E5/kzTff4tWPvUqv0+S3fus3efOtO1QmR0kQxiBsiRCC2XzC4aFDuxdydPKIaZJgUfzQh36Ipmd4NLNEDR/3HHoHLe6fHuGF0OxarNUUZcqkMPQPrnE+j7DdgIGEeRhQ4FBNUqaVZjArOZ8XzKqUMpszGz2iSI7IbM4LH/4o9K7zlbe+TTkdk4wSOm6AV+Vo30OqAElFkWcMzmecv3NCi4pgPiZ0JaXWiLHGkyXlPCctLYOjAbbX4eUXXyI8GxLFDkI5+GSY+bcoRUyqNI0i5eTePSrfZ4plaCWFdhCOg6MNWmuMcqisxcdy5w9SShES+Yp3sikzzyMTFiUsueuBKTlOBb1r+/zeH36VOPLQZUGvBbOsolJ9+rt97h6d0uykNAOHpnOLZnAb37vByfnbaDGltS/odRpkMx9dBIzGsNffZzZL+OEPv8RwPGU0mTJPCwbjCfffeUQvajJIBjjSJZCWfrPNMwfX2T88pNfZ4Wd/7hfp7h+QVYYkqxCOW9+5GwBGLkBYjYnMKhPw0kiycovcBDZr1MLaBfIKRuqSMl2vzy0jyeZ63FoprJTyjcZY6mLYwtitY7hw7Heu01fvE2u2zK4/Xs71okvlhtFpaY26XN9KXJ7U1nzeP5DYBpJL4HpV39vvxfIAyxXnstH28hmsgfEV/dfdrgHvpvf+cg9dl+C4MKKti7CILRb7qv10E0gvx1uD7fcCHJcux8LamlGRdaIT61he/+a3uXbjGnGrhVION/cPkcJibcVoPCVuxETCI3csoXE5evCIP/zjL2ACyb4Hg9GA5kFdX09RZ7NcTlaweV+vd/rvd7Icx3GRKvi+jvEXSay1zAoQouKFD3+aD37ky7z8kU/S6d3gn/4f/xMnDx+S5jlmYy/Ji4rHp2NeefkGACenJ0wGI5Tj8uIrL+NIS5pk+M0+vvc2uwfXOD/5JrIVcb0LyjGcZwWTwYB+exeRuNiwz6wQ4DcRVjMYZcymU2aTORMqsmpImpWcD0dU+oS8KPjwy8/S3e9x584j0qxkeDaiFa0VNicIKWZzhBSUk3MGj0+I3LqWo6sECYJZkrAf5zwcOxT5iJOzMcPziMObt5iNJigBzdCp94fRW+SyQVJaIpFw//htpOMRuIp7Z5ZZ8pBWM2Jeasrq7uZV5o++8EVUEOIrB6xGOD7CfhGdF2ilUNYyYYf2nuQrv/d5upEgLSr6gccYD+nCwfU9jo4e0mrDredewGvfIu5ep9W9xtH9b5EO3+KgEfKx3Q5fnPloC+PS0j+E+eA+H37FMJ+MSJOUcSKZDoe8/eZd4jjAVDOM6xOHika7ybPPHNC59hL9vWv81E//Etf2DiiLHGsqlnuMxOJR/GBu1B+wVEVex/xzee9f6qFCSlyvVvq1rjBGE8atRW3Hp/KXXYwx3Ln7Bgf7N2g121hrabW7GK3RumI4SWg1Y1wlV8+8h8dnfPEP/h+kktz0IrJkTDPafVfD9v/P3nv/anakd36fqjrxzTff25lNNslphiE5nKyZUdo1ZBmC5F1oBe9iISzgAP9J/smABcMyFoZsrSzbihM4HA6HOTU7x5vDm98TKviHc950bzdnqCG1wohP4/R73/PWqVNVp6rO833iP4Q+FXBUSuEJDy1UwTxOfHRmQJibAYwlk3YcDE4YWldqFOUnd2r6sh9rTgDsRArvsFNtpZNMowqW5ctQ7hNoO+WgZpji44lby75IOUkWJ0rN47iesYWckh5hEPA7v/N73L51A19JltfOsLy6znDQ5cP338WkGdYKnDDkDnLpMXAp/TRllOVIWcNTMRMzNq+CIGZ3d5eo0kKrmOubCRYJFQeDlDvbbXZ7Fuv7DJKcXBtEkiLyBFwR/lnhqEqFEznWj1EIWiYgu3OLPIzw2wl1KjT8hMDP6VtRhPYcHRJXm5gs4MM3r/DY8ipJNqJVj9kcdDFeADkMsyJCLGEMvo9IHT/9u9eIwiqVWNPe28TKGCxkNsUojSeALMMNe6igiMYrUUgnCKzBCYsQHs44KkaQRQ6ZZajE4okMRcCyqGCFz/3t2wzbOb3VFVZbi+ztJUSRJnWGw7200IaR0xmO2D1qc3TY472ru/zmb/0mf/In/xery0/yzAsXaUQRyo9wsooM+ijleGxpieEwx9kaR50+p8622NvdQzgfR0y3n/PDn77GTnuPr33tZUadQ77+9V/j4qVLLJ05xZmzF0iNo2ccTiqkEmCLeSQnmpixH+IUCE20UrMqRaY5EGeBxtTPbwyIpjN/avI5n35hLizUeLmOv89WN1kXpQ8z47iVcibNzTwQG/uyFetyFoxMP6eAZVZ0c6yOiYbt+N7gjpX5dPQogDdPkvG+Mi4z7dtMq8ZaOgdOztcxTTfB+GGUdU1BvpgZ/LEgYfb/adlZkDiO6j4FQici4k7mkaXIzTjLnoz7MuvUDUI6HumPzliAMBVoPLzMw38onrIDKXHO4mxOniUcHW1ykO+xsLrKmeYpFhaa/PBv/4pvf+2bvPrKKyycWScwDndmkS8vXyTv97l//Rbnnr/Ezu4ep86cpz9o06otoK2czNJJn5idVf84JKVCqi+iGh4n5xxhZYn/6r/+Yx7cvYKnPE6vrnDh1DrZ8JDX37oy0UIqJXE6x5MCnWWkaYYRCmcMQRgiwzoV2QY/QCjFzuYmUTVGqyq32oCQWJ0hlM/W1j7tzgAVRQz6I3qdPkqCJwVZnuMc6FwTRQE4iAOFB4Se4GBzl04YYIZDkD4LtQAlBaZMKzTsD4h9xSDVvPfOdRaWWgipqNVDNrfbGKcYaUE/i1E6IQgDfCWpCMfbP/kZQaOBF0Uc7R+CVPhBFZMPGY1yqMVYrWkfHlCJS/BgHXvDEcIvUnfUqyH9YcpilKGakKoAYTJiOvRdC+X5hFHIg/s79LtDzpw/wG82SXvvceiqYDSbOidJ28g8QxvLzn6Xo8M2H125x/d+5/f48//tf2Fp4zzPfvkFdO0c3YVlHnga22gS5X3Ox5I7rkm1uU6apvjKsXn/Jhd8RRA36Oze5JVX3mPnoMNvfucbHG5v8+y3/iXPPPsSZzY22FhZpzMq0nYMaRCSEJL+Z83H+I9FQRgXuUBL/0Y/iHDOorwAozOkVIUZ6+z7WUqEUFhrimisX9CvLI3SnKODXTpH+2xsnKOxsMr50+f40es/5MvPvMDrb7xCs7VMHMV48SJPnTtNp9dj88ENLj31ZdqHOyQrK6SjClFc+0zb9umC4yiFlQprNEp5WAFOFJPelepCIcUcK3j85W0nJp8FIyrkPGv4cOZjPkJroWGYTfcxA1ZFafI3Y653kh06qZk5oWyccIbz4f0nuelK5r9gJh0uz1lfXSUOQu7cucXv/8G/Jk16/Nmf/inf/tp3qS8u8LM3Xmfrzi3ubx2xcnaNxCic8LFGU4lirt66RTLoYVSIwPDMc5f4+ON3QYa89foN7DBCBQK8EaETeFbgPAiNoYmPdobcWhLhSh9Uiecspj/Cqwc44+GcoFqR5L0jzGFApIpExRKfQZKxdu4iUaWKSUZs3t9ESI/Yk+A0oZSMkh6PPXaRjUtPk2WWLB3w9qs/wkcgnSF0loqCzEqSYcaFx57izKXnqdYWSJIhvXTAQqXO0f4+777zNpeffpK4XqfdH9Bo1TnYO6JSC+nv7XHzxg1aj19E1uvkSQ5CgjEkyYCjB1s0wwzPZsTKsnn9Jt14n1ZVocgY5ZbMOcg0Vc+yUKtw2O7S1D6nnE/36k0urS+xt32V//fPXqe+EvPMV79O78PbnD29TLNeQcc+YatFHHjkdhslUhYrLSyG9iAnqkZ893vfpPFBhRdfPMvCwjN8+zf+FbkNkNWI1Fqspxib4znrUKKIAIywJVYszRFntTszYGxOyzOZk2IyqWdg4gQvIASzrsYTM9YT8x6mapr5leJwpTynXAOFhKcETWayfl2BhVEz2vxCS1+mvZi099gCm9P8fRJg+fmaokcBlpPyKDe3zueuK9Hg2BR2qlaUc1pKO9ee6QYzC4bdDKCcagynmt+pgtRNn8mssG1GzTsGhuNk0fNddXOAbnxu3J3i2/HgOkWjxmPjgIlZ8MPG2E1rmxf+Te910n90/FtxOMAKWQhMKMDV7dubvPbjV9nXeyy2mjz5xIucaZxjoVane3jI4PCQe3t36e7vos80WfntP6BzsMvTl57ENpp4QYxJLdGCT25zlArAgGenTZjYmYjZdn2+JMQXwSkeRXmeUV88xzkh2N+9w+//u39Pp93m7//T/853f+s3CaOAN1/7CQ82D9jfO2SvfQ6rDUYbtNasrrS49sHH9DJHxRdo4fHUk0/w0QcfUfEVN24+wKQ51dBjmGoqocJ6PlLnuG6RfL7qF1uesRZfFc9KCRglKdU4IjOO3MHqSots0KfTHVKJi8iVzsEwNaydP08jMPQHCYOjDsY5Yn+c3N0w6HZ55kvn2Th7ir2+wpfw7k9eQ+txvkGHF8fkCHrDlPWzGzx+6TGqixcY9fZxaRe/cYbu3k1+8tMrfOmFZ1haqLPbHlGt1kiOHiBkQNrb5cadI9YuPM7QRkTGoTwPnee4TpftrQcs1D1MUqTCuHntQ7xqlXqzBp5Pv50ikbgsQ3kKGUaEqkcUBjRqMQebNzl3dondrdv8xZ++y9raAk8+/yLvdzWnHzvPujzitneZxkITb2GZ/b1tnM24vNpkPVI86A8Qa4/x/MsBrWaVxy89wcsvv8Q3vvOHCOnTrARYUzyv1AUI8U8vtcbnSeloXnM4NlHV+VTLqjxv6toxOevI0xGq8s/bHP5Xne5t3uOV177Pwf4e506tcv6pb3JmYx3fD+gd7XC0e5Obt66R9XYhXKD2+39MOjriqSefxgsCatV6OXeKiL3S8z+zt+CnFlloDJ4q/FSck6XKojBDkq7gvuyspkGIGe0E4MDOMlyP7Mqj4edE0zjWWE51iQhnkcJO2KcJG1NW80kS6DHTPRsIxB0zM5Njtl5MmUhweAic1jRqVV768gsMB30+uvYR//7f/TFSKO62D6ktL3Pr3XcYdI5ANtnfu01nu4u0cOPBNSqVFr4AZ44wwnC418SMPPJkgBhlLNVCcqPBejiXkzhB6HxGMiPHI643qVhHvVWnWWugrSZrd3j2uS/TG+U0W0voNMUTGX//t3+L8SBzGQiNsxpPRiwuLNFaXuOofYjY3AIShIFM+yinyLQmrNTxq3VGnkHUYkQcYAcJCL9QcuQZAh88qFZqyHoNuVBneJDQWjmPyQsQSr2Bv7ZGVqmyeOkJDna2OP3yE7SHHRq1BvreA5afuMjaqXO0eynaGJbqVW5tb3Ezdej2Ni4PsWT4LsMXhjzLWd5Y5kuXX8bi6He6fPTjvyG3CUYaAqtohRGj3oBe95Ba4LOXC1qmTrjfxXZzbt19h44eouMVKosrLG+0WFxtcmahTqQ1vkvwdEZDRqyunGP7/i3u33mXWvMyfhyRZT5GeghbMgrWFOaoskxU4eZ994oZVM45d+yH8RwsgUXx5wx3PJ7RblYTdhKkCQppJTOm4bPAphSHTMpYN25VkaNVTPwHZ1ZLiV8VpXaMcTsFhd/hpEETq4MxE1+UNcy0+mSfx3c65ns4NQE9dpGYr2k+Dcex8SovmGj05lpRiofcWHAkxqWZQ+TTxjKJLF3KsGb97SbaXqZa0lkr/pPtKku742M+hynnrhvj3HkD/FnBwvhzHv0Vj6Po58PAuXOPDu/+Sf6ObiJ0s4z9ynWW0m7v4wLJIB3SUBEDXUSqPH12g1oWs7+/yX19l6WFKt3dAwLf0t1+wE9/9gpPLT9O50GPc0sXOL1yGh/BvWvX+eDedV76+tc5vXQWaad79LT/TNbE557X8YTZ9Bc0S3mWE9Y3uLy0SpJ0uXnzCr//b/9bHNDvdTh15hxvv/kWg/YBhDW2b99m76ADUvL221dZrFfwPUk3t+TOMVqtEuBI+wPIcxYbhaauUfEZ5g5pwUpFnuXUanWiyEMJSRSGNJaaJGnGoNvj0vPPI3ROUFtEUAjG/+4v/pJK6DEYpiAyfCWIA8XqUo3q0hr13gHXjjrk2hL5qhQgCQadASZcJKosUMVRjxRYjU6mvmtJmiN9n9BzNJqLGNVE+RFSBjTPXGbUP6BRCwnjCo3lU+RCcOnpx2nv3eLcl7/GQWeA7te5cvs1FtY3uLRxATM6xOmEaOkSV69dJU9TpO7iqWJO5tqwWI1Iel1WV5p87eXLOJuR0+D173+fbpJhrEPZjFYVkt4hJukQRh65NgRxXAgNTYcrb/2QN4YJQfgh9YVV1k5fYHFhkbjWoBJWiP2cA+MTVJd56rl19nd3+Oit17n88vdQXgDO0Tc+FXIUmgoa3EMNN/9ZkpASZwu3HVwhEIiqDQSCIKoWaTqylDwb4fkhfhj/I4nGvqDPixwUrmGHu3heiDY51cgjqwR4ynH21GnCwCdJRjw4OKS+fAHn7THQh2weHnD1nb+mvvY4nV6fL1+4zOLiOg7J3Xs3uXn3Fs89/2ucWln4TNr66TSODoS15AIQPsL5CGFAGKSbTVM9zuk4Nu0a6yeK4TmuhTyZvHz8kh/Xd+zXSXExYUhhakY2I+ef3qEEelNmblbDw4z2cJ7NknO1TP+WE6Z0HO6n+K4Aqw1xXOWll16md3TEgwcPaIqcv/r/3ubgwU1Obaxz+84dBr0+LnVIJKvNBZSEYZIhlMTHcu/qx+jcEAcRsQpQytFaXGTt7AUkEMQxnufR7nbpH/V55vlnSIcj0kpMJAI2tx/QNRItfOoLS+z32lSrFdrtIRof6UYoUzL5TiKEIc0y8lyT5prcgV9m5JauCGISS0066tAfDVBRnaPDI6xOCGUOaKxTGJNhjEL6jjQZkSYZ3f1tFpcXwXkcdg4JbI4xKcloiAxCbKo5u3GKo04fi0QKH6RH4EUc9gdUK1V84TMajIgqMUrZQqtlcrASOzZPtjmZ0CQqQJKThgE2rGCMw1hHbiyDUcLXvv5NXn/zZ5i8AMZLYYjqD4mGkkpUZaUaYf0aZjRicGWL69c8PtYGGHLp0gXqrVWcCqiGIedPneXu3TfIrMAJHycs1uREKHJXBPgY+5y58Zw+plmawX/HVkc538rT4/U08WObymdOKPXG83ziR/wwzdyMDetkfpeAovCdGwfUmV1P40uKVT4BJ24MHh9WdnyPWe3VdGXNAqqxFu24meZ8hSfH6bgQanZfmZq2js/NM/iyVLjNanvn96zj5qCzNxYzPqfuxG/Fx6xJ7Nh0Xp6o83hE2YfcitkgOifJzTb/2LWzIH08eWYQvZu29+Hd/LSsSdEQ5SRZNuLurY/5yduvcETC5TNPUakEPL76OLnLuHr9CpGtMTzssK4WuXrzConLuHvvLk5JXjn8CbdX7hN7ivrhFstxwP17Wxzu7HP96C7BYkw1alKLi5y2yoG00wBOk5E/ibw/Y3IYnaK8zz4gwa8GOax1HCWCQLV4+vI3SAe7PNjeJMkEH7z1H3lw8zZnz57mwc1b9Lp98kwTxyEbSw2E7zPoDwEIpOD21dukuaEaeigpkXGFaqg4t7GIqizhe5owEPQ6Aw47OU89ewlpMga2SrMacu/WNYT0EEGN1kLI4cEetWpEv9ObCIalKFLB4ARJbugOc6otzSjJOBpkE8EcgF+rsh4NML0tDo5iFtYvcevWTRIt8KIIKLRMOklR1uEJQ64NtSBnb3ebxy4+wXA45LBnqJemiGa4h1+po5RkZe0M7X6O1QlaVFB+lciH7OgGfnUF4dXJu/dphBo/8MlSQ5YblBL4FGmYfJHiixztNahwRD44QEpBNQ7YTDWjXNBJPX79O9/kjZ/+jGSwTxh41GoRw84eCkujFtKohUjls+x6jD78MdeqEYPUw2jB4089SX2hhXCGWn2Zi08+w4OPXgGTUokjdJoARTTRWYHdFzTe32VhLVLOQaM1eToiiGsIIQjCGABnDXlagMdH5XA0RlPks/3CGuKfMiWjPtdvXeO9t7/PQc/xpWdexguqPPbEKll/j2sf/hgnA7ROifzHuHn1AxCS3fv3yXP46Rs/o7GyQ+g57m1tEvgBO4dtdjZvsbl9n2bkiP1v02ou/tIC1E8XVTVPQAwLqaoEYWURcZRSi1jyIXIS+XCW8bQTUCbK3wqTNvdw15pHgEYBiNIMbsofFeHdp2Mh5j7G0viphVhx34cxYHNS9Ifce8JWunH/ZphfWSYhcEWkRG2gUm9x6VKTZrrKyo9amHaA8B2HO4fERFjj4/sSTIY08O2vfwXtK9CGN1/9KQE+wkl8CWhLFFdptRZwwsOg8EIf+iOkp9hrd2hUG+AEB902ubbkxtHvDaiENU6dPcvmg02sKPJcOl1oh611YC2yUkHJIumsdRrlSVziQBZSfOVAOUtTVYidT248YhFSkRVU1iHIHTIYM2yKxlKLtcVVHAphLKEMkSjEKKdeq9AII5arLfaGKYQplXqVgR0yag9YbdQJopAgqnLQ7dFotlAyoHeItu1QAAAgAElEQVR0VADrICZzBmMtOIUxFs9KMiGxxmF1DmEIMsO6QhvsWwVWIKRiOMzJtKGqFCECmxrWvv5VPK/G2z/6a5bDmFGao/tD1rGIIMDFMTc2B/ztBz8kaDV5+tmXuJF/yLA94rkvfZ3nnv0mwywH6SOEw7hCA+5csV7mQeE8A1v4Lc6hxzk6qUEpv7vpvHwUfVKQmnkAJ7Bji0UxzsgoOZHegam4ZIpgZ87PAtrZK2cW1MncjSWwngQGcpPN4kQk2eN1Mdb+C6bNKv6ei8BcanqLdo6jr04rGQfZGeeFFc5NtLtTsdhEUnUSgLhJVdNTwk2umeuFm6ZHOT4Oc99nwe+kHw954u7kHBBOzJg3j6+d9amlHKCxwGy6qc5FkP0F+LnZfdBiUVi0EHjOw+WG/Xvb3L5xhXS0z+1bV9jvbLNzd49La+fYuXGbi88+y+oLZ2l4AfVqxNbhNsJpVpdX6PZGJBoO9vZYbtbRSZfXfvzXvP3e+zy+cgH8nKvXPyT2a3zrxW9hEQTOnwD6sTF46WJ87Fl8tpSlA0w+KOaY9BBfMGuPpMw4MgOev8ry6SXqy4/x5o/+kv7hAaGyHG5t40mB7ymEUphMg4Jvfe+rjFyVPMu48vprVKPCp7QSeuT9PqtLGzRPnSdNhviVDSLP0BkphN+jOzS0qh75yHDQT7EObJZhBweY6lnOnl5lc7eDkmMzcoGnBEYX6yYOFJHIsFmf0SjFk0X+0OMTKvAUrdjgKUc1sNQjxSibmmGqIAABqxunOHtujYQ6tgwE4yuHT0J14SytxgMWls+wd3SAzlPiagO/fZXMwkIjJvAVge/RGUnWWjFetMDW1j1qcUCtWmVrX5MZSzgTNFBnGs/3CKRGeE1itYhSHzHKLLXIR5V27J2jXfqDBOEcge+R5Y6nL3+bZnORK6/+H6ggpjNwbKYjAtcjCuvUqooHmwf87Z//GV6twROXn6Hie+wfHPL0My/y7HPfQid9fM9jDBy/oHlyzuHMvMmu8jy8ICLpd/CCcPJONzovIqyWqWNOBoqb5nbMswQ/+CJw1z9Fcs6ytd/lxs0rjJKcneuvY4f73L1znScurHL7zgOefOYlHnvqZfr9Lo1alUFnH0XC8tpZ9nZ3MFmPg/1dGhWBTtr8zd/9OfdufsyFsyt42ZDr11JsdIqvvtCamOn/Q+lT2dWk6ZD33vkhd+9+yPWP3wEzQgqDoDAPLbQPtvTnmfrvTJjWGWm5KEEjjPN6lf4v5TGJcjpzfk4y5abXFdqRad3lrea0i2Mb8bEmRUo5KVvU/bB/k1sVjhHOIV2RnkOWbS+Sgo8LTW86uVZIrBToPGd7d5cER1xrIDKNzHIkZVLrPEcJhRUSo3z6OXhxA2e9IjS1KMMQKUmSarwwxqtGtLsd8lGCTVLS4QglFdW4Qp6mREFAGDgkOQiN1gnOZoSew3dF4JyCgVVFi61jNBghpY+vApy2ZZ8lygqUEyADUhwqihFK4oU+Riq08gvzZeuQziCtIx300aMEX0pazSbGCqxQ1BdWSHRhajRIE2r1Kl4gwRaBdmQtoJ32yfKUPEmoVmtIL5gwYlIWSZCVKLU2JfBVQuJJReiHCAfSSTwEgVBECJQ1eMKR65zcaEyeEQUeIrdIFPnAIIMGYW2JpdOP8cy3fw2xuoJcX6N66Sz3uzsoKahanydqKzQPu7RGKVs3b/H2m+/zJ//zn7K3tQ+iBIzWllFRAUuRXsAW2i0sYBzClocrf3NTMCgRSFEck7mLmzvk+FOIE2DsUTQPIm0JjiyF6ajBlYEJpphjhtF24zXhxs5CE0ZcMDYfL38rg0iI8fqxZd9mDuzM4UqwNjMGhZXDeGwEoqxDOjE5Jhpxx8zhkNYgnEFQ7FFKOKRwpWZxCgePj+24DjFe/DP71NgndHyNPHaIuUEq8bebqWfc73KsrLXYMnfd3ACLElgKOzmEHJ9/yECOD+kQ5eHk+NrZwS73LDE/2Y5jw9lUKsfPPewY96EYqgKYWlFaeQhBliS88vff5+oH72NGPd788Q/odvcY+Zp4bZGllXWq2iNWATc/vkYtqHKwtcf1WzfobO8xGHb47je+SiNuoIzio7feYmASFh9bR8QBL3zpWeIgIB1lBBRRJKUpPDxl+cCNG2vqT9q4fFZk8oS7H/0ND269zv1rP8LoX82okJ8laesAhdQjdrZ2MHhUWssMtcMLAnwlsFojKASXIxsR2j4ubdNoVCb1WFsIbJVXvCOj2gLaGA7bPcywg81y8v4R2koWK5q8f4DGI4p9dDai2+3xYH+EyUYEylAJS43fjB94og39UfFMK3GIcQ41p8kvKLeKuHUGsjaVah3kfMAkk2fgYNDe4+ioTxjXWFhYoNvtYpzCryySdu6Tp0Ns3mejCcoWmtaotoTw6xjrcHkPl/dYXVnBixdBCCJfIrwIaXNaUU7gSdSMNioXMRlhkXPUb2CsLvzUlWQWA4twAZN0aDSqZJlGa40nHcqPoLpBbf05nvvmf4HfOkV86hJLp59m5zDHGYMUjsfPLxLbQ4ad+2zfuc6Vj6/xZ//xf2Kn3f1M5s0/Jyo0jgnWmjLCarHfqjJQktZ5kd7oITTmf78Ajf90yVqLTQ+59s4PuHflNfI05Y0f/R39oUZEyyyuX6C++jSeH9JoLPLeOz9AhjE7Owdc/ehjuu0uo84B3/36y6w2A7TWPPj4p6TDAZXlJxHRChe+9B0kKc7+8oGnPhVwFNLx/vuvkvf2GezvoGyGE5PYgwA4O2Y4ysNOReETcz03W2aWxmBsPnrhJI+aOyHYQ+BOMl2Pav8nMdZzzN0MkzcBwGOwOhHSF4dlLsCIm01RIBzKWoR11FuL/Iv/8vcYasGNj2+yXKkTC4E2KbnJUWWqk2SUgxeSGEuaaqwxxU1KgFqJaySZRniKIAhI04RatYKnJL4CpMG4nDDy0XlG2h/gS4mHRAqFdOC0wfO9IlBROdbWFcae9XqNMI6oRhFeyXBZIchxaGExssgD6fkCa4aEocNKU8gOpZr4xnlYTNonTfpYPaDVCOl3dxkMD2k2Q7RLMJ7DBiAjSdyscG97i2qrSdCs4sURnhcQhRHrK8uYLKF7tM+ptRUwhlolLoAtAmcNEln4cuQ5npHUowqe5xNHVYwofHNxBVBXxqK0xXMCm2ucs0jP4ZIMDw+TQudwiF9pYsIKOqqx9PTT1M+u07cZFoVUHkf9A7bu36GiFHUV8x/+w//A4vJyod9wBcM6Fm4UoYoKLZBwAunkhG+fgB3GgKUAjRPgNOHv3fx8PHGcZPgfBQBmvjE3qSfAqtCATjR/HBPGuOn3Cf4o18ds6Yflcpxfk0xNYccYbfb3EnQ6W47d+NzMOp3sC+P7u/mKij2pBGfj9TqzxsdCqIet/xlDilJz5aZ/OVto7GeOaQmOfZtIC2bGe/xSB+ZqmKBo3Ewt0yf2kGc/9wwphXQcKzN+cHamTeN5c3xeTKfHzNNgfhY8iqZlHBYhwBOQpxnNpSVC5bOifOpW8+HtK6w+fpFv/fpvcXb5NL3OgDiq88LTL+JGUK+1ePal5/nG158nigSVuI4YCkaDlMGgz8HuDqPekLPrF7j82JdohDFoQzlhirF0THJlOuv4fFIiF2Sd5b2f/YAkTegNuhjzhVblFyEpwY8X+eZv/x794YirV6/TXGhgjWaUFmBEiCKQjU26yOoiuXb0+iN6o8JcNNMW31fUKjG93oBK4FitZrh8hDuWV1NbSaUSocjIR0P8qEKj2eD0ckwgLaO8eB8PU02mCw6nO8oQQhI3V5Bxi0olJA5UCSzn104cFoLpTi8limOsMUxzqILyfRDguyFx/gBvdJdaKOge3Ef37rOyskQnC9AWUldh5Bo4v8mt27eI6mv4foARFVTQQIUNaq01PDtgZ+s+zYUlDrsJYeAxzBXWOvQMqPDdCJcNqbY2iKOISmMV4wSjNGeY6cIsF7CjPTzfQ2tDmmt0rlF2RJIk9BNLlvRo1BvIMIbKOhsXnmGhVaE7SMGBFhHtXsrW9hEiKPIz/tF/89+x0vps/Kz+OVERJKd4htZoPL/wEzV5Njmszj83gdgX9PmSUh5KKjrtNq1WnUY9prXYQJkhH7//LhfPneW3vv09Lp1/gv39A6rNDb761V8n15aFquPJy8/y+AvfBS9CVE/hBTGDPMBkI/a379E/2mJl9TzPPPksvvfLR/3+lKaqRWjsOzduc/niS7jUQlBow2TJbBb+UQJmNskiYgqMmYmxO03xZZbJPW4XdfwFXzJzE2arODVmkKZmd2OmbJ4RnTKpv8jyOllmwvjOMNJurnjJcAqJE2PNm0FID5NZ4miBRCtqSYYMHcZYlBAYa0rmV6KkAmsJPUEgC7CjnMMYjRfEjAYjastrOGuxWhPHMf1OG60UfljFoMhSQxhXyRJNUKnjx1VkGLCzv8/yxgaD/V20LSMdWoMzGuEsRmvaR4ekzhWO/NZhrS7s7Z0BCT4Rrt1l6923UYFH5jKaCBInwUqcp3B4pfYKbJ7RvvuAtNNGW4O2FlutIdIhtTQh2dyiIgTbm1ss1ltsv/8h1eVF0nYbkeZ0jw7w4hqH3Q61uEq70yXNMgaDLsZZpO9h00ICrDyFlAKtDUoYwCEChRUOTwmELFhzlGBjbZn7d+ooqdE2xQpLGCmMzIjjCGdACR/PgBumBDaEoaEmI0b08Kzg3DPP8MYrP8JzINIMjMXzFAhZaLocODlOYj4OFuNm5vUYjjxinh0/Pzfj7Iy+jPKlUurRPpX9+hi0zYiax00sbzVNsTF71fznSZr2arY5c2t/XMrZufpnU21MmjXZTz5h7YrpaM6O8rgBbgK+p1YJszXOdX92n5jbRJi33HVjQPZwUDxTsLzB1Pd7fMP5TLbM/D3WaY7zEk6LPGoU5hNviIc1i8m8G+9Zjxj7maIPad9JmjLGpdm1K8CaNhmdo32ee/kr7KZ77B0cUI9iqmFAs9rk7No58EJWn9zg11aWeetnr1MNfB4/8ySv33qPg/09Gqdq9C8MeOz8S7Rv7xKrOhfPbNBqtehkhmZjGZQPzoBXaDptCZhN+ZJwrsiR6sbvkc+BdJZxOJJc+fgjXnrxqziTANXP52a/IuQrQTUQdLSlFnrkoxEGS8WrT1JfOGtBKTxPoSoLgKBZ9an4ilEJiqxzGOmxP1ScPtNglAu0UAi/CAgD4MV1giDC5kP8uEUQjQgqQ8IgQOG4v91mZe0c3cNdRrkp6rQOKQXGgfR9Rp1dDrMOOklwDrqjnEroYdIMLy60OjZpc+W9N6lVQrKOYLmuOTyYBscRUk72l8FIM3iwRdjOcHjcP9ik2RshkyNCN+Bo+xbLSw3u7O1Sr9f48O1XWVw9jUnaOD3koDOkseGxuT+gUavQP9pF5xlJf49EC6LAK8xkyzlfCD59lF8h7dxGeyso6bHU9Onte6UGFVbPPcvC7U3iYBzErCApBQs1n7RzF2efJ3Id8l7pu4kiqjU43D3E5kPOnb/A1u37EMY4Zwj9EG3hCw/gT0dGT01XnbWM+h2U5xcCCArhqNE5XhA99F0EYEtN0zjNh3OuAKBf0H92MkZz2G3z5PNfJe0+oNu7j3Ow2IwIGxusnn+OuFJhaWmF3/qN3+W1n/4tqytrPP3EGV7/6TvsHPyY1tIi5F1OP/4y9+/fIQoDvIUVllbW2bWO1YUWQn02z/tTAccoiPnKC9/i7tY+t+5u8vgTXyG1rggkN6NZGEvbpZhk1pox4RJTsDfWMjBmcqa+RIXU6+GR/piyXtMzE4ZnFogeu2rCKJ2Urp8MrPHwu0rkHNgVU3XHhBkUwpb9c1hRAGs/t2RHfc6ePU/3oyv0RiMi5aEceDi0c4VZlyuib0opULIMuCMVUiqcc/ieIooirINBb0RrYYVBp09uLLV6rXTid/iBT3OhweGWZrHV4ObefaJKhVvXr1ATIEuwqIRA4opw540aetjlYNRBGVDCkPoCbYvxMR50RiOygwO8vT2E72GkoCJ8RlmheXJonIvxfEWvn6L8NulhDyUcnidJTM6u8vF9iCy0N+8w6O6irWV7OCIOI7pbPmaUcKoKhx+/TffmO1gJifLQOsMKaJqMrNFgt7tbJA23ham074VETnD/3TfJncUKxYJSDKQqpKClJuLu7euQJIg4Ak8irMSLKhBZwkaAGVq0UkjfRyQZyg8I/Rq+9FBosJpBZ4CPIrcp0hoC3y+FJKrULI4VXHYag6ac9BMf33KyjSHkWNM3nV/lpGIaYqoUi8xO3ukEL02ajws5xjNUlHPWjddWOecmKUEma3N+BZzUWs41cAZIzgqMyvUwFrSUvnWT5oqyV+My43aIKfiR5Zot2mTm7/co1HoMAM/5JY5PH7vWzfRxLhrrzO9zNz6RXmT8Oa1j2ufxT6Jsz/H9ZawinKnMzaT+gCK36/i3h3a+ZLDFDCg6htLnfbofBnTHAHt2D50PCvSJiYQFCFfENJWuMNN22nLvylVe/ckrvHH3fbwA6gtLnDuzwda9u5y+/DTWC0n3ewy8AD9QqChieXmDSmWB9VPnQGSsLjUhd4h6SJBqXKNOEgRcvPg4q41V/uov/xMrZ09Ta7a4/PTTxH3HQaeLs5qt7iEXzl1gubGAxlGA8c8HOYZxjctf/gb93Wvcuv4Bq2df/Fzu86tExkI3caR5Tm/Q56mnzrN5+x4mTefKOeuwWuOMRXjhxPxzrCHDgcgz4kBSrVUJPEWifZY3lhkNPqLbs6iohlMVhilEUUhUbbF5d5tms87B7k38sM7Vjz6kWY1QWHKgFhWBdzLjqDdr9I+69NuF+ay1jmrkFSvYK97R24eGjhkQB30euABtJa24QpL1Cn/IGbq/o+mQYd02gh2qlYBuP6G5s4cnLfVQc7h9j6Pd4rpDqcBZ2tv3qMoui60qB3evMNq6QpaltAO/NBW1xB4sL9a5uX9YJgkvx1uEZEZw9e0fY02KkneoxJDkgmFmqNrC1WLn5psk3Q7V1UJbK6QiqJ8q3EW8GLwBUoXI6jp0D5BSUQkEwYz7lMlH1BsV+sPiWQZRTDX4NILNL+hhJJWHVF4BBl3B/zgcybA3KaM8Hz8IJ36PhQKgfKdIVXAapcB5Llfx5xo87As6TtZa7t+/xYdv/Q0ff/A+zhkqjRZPPf8Y9+/c5vLll/D8gIPDA0TLUA19vKBCWD+NH9VYPX0aKz3WF0IwKUIIQteDsIHyfC5efJIzZy7ygx/9P1QqDc6cOc/jFy7hUBx2ungu4cHuFhfOnKdWbyGlnGC3R9Gn0zgmGXFQZfVUyHplA9/zycZatvJFXLySp7EWx39N2Z4xMzQ9OzEdcjBmq6ScZICbuxpOAsIxAzxheh9C4+AjE77qOJN07Lo5BqlkpCfnJpqEcV9KIFu2w5VaR1GCPSugEcT82z/8N1y7d503334HGfnkGKwxCC0xwmDQxHGEVR6iWkMbiy99nJNY67AuB0aEakS338YJydHuHqEbkOk+3c1bHB61QUh6gz46zyFJ+P5f/jlJ6duHdpBmhb+ZLZItIHwcir2dA6wCg0VkDjwfKwrTykhLSC25FiT5CIUhxZAJ8FyAkwGVSoDLEqSQOKPRORzud8ApFAIlFcJT5DbHlo9fOrB0kZ7AE5KEUWmwJ5BKIYTBGQtKIGzp1ygAYUnzjEj4OOEVj1/B0Fhcpw2DItl4rouIv71+AtLHR6AyS8PzWL98mc3dg8IX0vi4zKDSEd5wxGJjhSxPaK0sko6GeFIQBgHWGUQA1uW4sjFSQjYaom2h45BFCN+JoGEcqGWquSuFIjPzaSrzOAnQpvy/mwcijIUZs/Ny5tpx3TNnJktsVsAyU+H8+pn9MgNYyjmtZmse7wEzwWBm19FsAvv5BpZ/uIKhF+UYyEk/x/1z85qimXGYYOTx+IpxeTsxbz02qieA76THj3qBzj2Ih4uVHjZqhb/feCcTU3A3d7+yhXMgH8ba6Tkx2bG9Z77xx1rk3FywhGmfTo7Io+gkwP4kxmIiAcBYg0Shc8sHb73NzuEOqU0ZHfUJAsV23iOVsPtgh7ProHVGu73PemuNVnOB/b0DMm0YdPqICjRaa9SGlgf37+D322yZlO+ce45bV++ifYXZafO//vn/ydrXnmfx9Br1nZRuMuLmtat0fc2Zc6f54MN3aCwusrS+fhL4f0aUJkPq9QaRd5Faa4NqqMge7nr0BZU0FpAEYY1/9Uf/Ix9++D5H711lqTmvqR3lhrgaIcr0EiIo/Bur4dT0ShuL0H3EcJsjHaFcwrAdovEIPYU+uMPHV/uFCexwiLWWUX/A9//vLaSnGPSGEAToUYKxhXCtn2gWaiGhEnT2Dgk8ydEgw+EIPUWmDS7ykUph0gzwae916HoeVneLen0fvIhmFbJcM/Y2S1JLtn0AgPQU7eJPekedmZ4X2jwhBH6tiPTtS0gyQ1DTdIc+2lji0Kc/SnEO1qopw1zRTSR+EExTQ0lJ7gUcdYf0eoOyvcVucHTYoRn7CCwi61MxA/7g0joflEulUg1JRz2aS6exwuex9QskyYiFZo2d7gFxXCGstMhlBxVEBbDWIzwl8YKAzAgybRnljtj/Apz8UlTu5Up5GJ1NtInzeXsLU9YgqqA8v/Q1H6D8AM8LMCZn1O/hh/EkSqs1uuS7vkgr9I9Fmda8/rMfcOvObXqZhHSACg3D7hGeghs3rrCyfp6DgUVyxOrKGivrT9A9vEWSGXq9Ab6vCJ98AWkPODg4wGnNqNfmxS9/l3u330cTMzy6z89efZWnX/oOf/hH/z1SKtq9Lh+8/yo4w5mNs1y78RFrK+ssLqx8Yps/FXAcDPu88+arnH7yaVJRJc8zrAqQTgKmCODiwE2UcnPi7pNaPlkwMwVDOGZ+xxLugsE5KZmfZ3LdI3ioh8vUZ/jOSbNKZs4d/2WWyZ+tdII8Z5i4oqQtI8eOmWvnQGFxEqT02O+N6OUGz1FEXZXglCwc04VASMizIcO9Ho5Cu2hIwEqksVS9gNH2Hh/uHWIcZKkGYbEY8jxn8+7twsnWOYwuXnq+KySy1oGUEpxFSq80vym1cAaQAVo4jARjFa2VRRIgS4Z0rGNJKQIk3dgR+DGq3ye0EikdMlBoa/EDRZoWUXKN1WQ6xQ8CpJTkFowDZQvJl+f55HmOlaU5nRDkziJKX08lJJ5XBFGyCqQqwLMUhU+jZy1BEBEsetwb3EWWSHSUZwRhhLIKZy0eCgMsL22QCY900OPx1S9R9UL6eYaPRBlHJAW967dItgVN5aPSBHt0QJSlSM9D5imtRpVNT4BSGGOohSFKeMVWbU2RZLUMjFNM32JenzSN+2Tp3nG2fgzK5iJdFj+cmOPThPEn02scXyeTZeaYrs/5JTtXeAxjxnU9DERM21j2caYyB3N7wPRaMb9YxViCKkogelyANE+zFqUzCT+Y7B/HhULjMXpIjSciLB8Hjw/p63FNnZstWzZ+PoHz8VQjx8dRMMmD+ZB2fZJE+BOjRM9qLcvfnHNzgcIeVf+j6py/dykScRZkIejxpeLSU0/z0Y33aO8dElc9rrx3jdPnWtSqFVr4NHyfvaMdTrfOkAvHQqvJ/jDh137926xcabI/OiAbadqjnMH2Dq1qxDcuvMTv/ovfJcoEOwf71OOI3n6Xd6/dY5gmeN0eR70OfjWiqjOG3T6DNMFLElpa8/BQ3r88DfsD3vnZazz15HlCZbCf031+VandTxBC4vsegySfREwFiAOFzTU6GZHlXYw2ZLrQuPieQgjwA5/9nUPa+21yCzpNp8yAMeze0nRG+YllPdasa+PQvYRKoNDW0aoEEx9HbRzWWVJtcM6xvLaExHFw0CXRjlgI/EqMTVP8qE46GADlXmbs5F5JbmjM9NlZA24mvzXgRREqCMh6fbw4xhqNHxfMvYpjlCcJwqJOYy2ekihVhO6uxgF7I0Hdz1hbrFCNAw4e7JT3d+jhEFmN8H2FmhmHjfVFtigS07+00eK8FWxHIS5JEUZTDRXdzffo7l1nIRugDwx5dZls1MMr9zi/ukrVv05UiwrNR+MsQjxAj0aMVMCw12Nl9bOaLf98yVpDlgw/sYxSPtIrrLSk8jBGY3SO0TlapRPXAj+YGg6rz8D/7Qv6dOQpyeMXv8TVj9+jt3+Dauxz5a13WNtYot6oUVPDIl7J6AhRW8QJwWI9YHcgeP5b/5rl1R/T7rSRtl9YHWzfZ6G1wOXnl/nu934PKRy9bhsnFft7He7e+AiTDznq9xkMetSrFXw7Amcw1tAdWmqV0USY8NA2f5oORrHP4cENTucrjIwitwOkDBDGTbQmZUgNJnFJS+br5/oVzppYzTCMc9fNOC2KmVNjcnP+Y640hRMzv81qLI7X+7A22TlwWDB4chIAZ3Lfsp3j5OnFKEiEs0X0IWvIjSVoNvCiGKsNgV/Yc1hri7LWEUnFu2+8jlYChILcFHe2DryInfYATynGulhjHVZYrDMoKRFIitx6qlQ1O3TJhCuhwIIVjhyBcZrIOaS1qNLk1EkwRqBqNbzHzpKPRtQ9n3qzQe/uLugR6UYLFTdIrt4m6mX4VpNLgfUEIpMII8CAROIsWG1xIiu1RjnGFVIx64Li2epSS6dF4bRrC8bTCkGufXw/LHxEc401haeglBIrZRG83FfgyRJ7FKZMxjqsEggvAJujhMQ4y8bpdaorT7Dgamwstui0ahwdDfhKLIg7A1JfFGZToy5VP6Vzs4snFS3f495HH+KMpl6tcaB8stwibBHV0xkDxkyiok7nhJ2R3Lk5U5FZ5v0Esz+eXz/HZKRYH1MAN56qM3BsMtUfqWMap6goTQwnlQKzsbOmYpwpWHqY2eIJ4dCnNXuZafRcKoopCmY6drP3+cVvcRwESSl//v70CfV8knnPw57vz2sTlPvWI7RivyiI/KRrx5/yEbm/Pqltn1ROCEHrCIcAACAASURBVIGQomBmRbkPeT79Tp9GGDMwGUZ4rJ15iuX1FdaaqyT397m+s82Htz4iN5rFoEbQbPDSS1/h33ztZV79wQ/Z6XVINnfp7N5l7bef48LSaYTzyX2PqLpArVnnmy9+C3frPTZv3AFC3nzzp6xfOI8nPfY2twgqFZwQmOyXjyr3KIoqEe2jXZy4SGeQMhh0CStfBAP5RSmMIqy15Lmm0azM/dYZaTaqFa6++QZKFtqr6Xw2NGKfo0FCb5Die4Xv9iAtzEmlFAReIXwEiPwp65MbyzAtoqi6Mq1BIdyxJJnBL9GV5wlwgu4oZ6Ees3bqFINuj+X1dULPcHTUB6loLFeoVULu39XkgyHOWLyoTCmS50R+8SmVV7wndDkfzXRe2izHr1VRYUDW6xbA01pEGUa/1B/iRWGRdgtLUqb7GJRRXzupj28yWvUKba+0H3UOWwLuKPSo1CoMRzmBr+j2E1ZPr7K8vMxqJWF1YYGD5UvUe7t88zdD/MNdwnabQT2jn2UkcQj33wAcFyOPO9feQOgBcSDLYEAOhMWvVXGHXUw6AmcJ1Kd8J3xB/yCy1mCSHCEEybBbBlostM5CFIeUHo8SyH5B/zjkKY8gCNHDI3xfkWuLX405/8QTVFcucubMOUajNu++dY2PZU5YWSDXlo2VZZ5+7jt8+6UX+eFrP2TQ3uZgd5P25l3Wn/kyp05dJPAURoT4saIawkvf/A2uvP9j7ty9wWKzzms//gtWT10iCAK2drdwDnKd/lyN86fO42jyLgc7m0SrLVTgk7q8kDZRMNECMRdxcQKqxLwd9eznhKUtGUPn3CQ39bwVXgkG3YzmY2zjN1/FvHmXO/HHHEgVM/eZA5fjM2LaJ1f6kc2SAKRSk9Dz1okyh5/DE0WKEik8MmsxptAEWsow9qIAe1hBp91FC1OEsUeWeTIlRls0Bus7MqGRuoy7KAWSIt2ENQWAlBSJY2XpH2mERo7v5Ry2zMsnAO0MDofWOUmWYzyJED65NhwNB8StBUbW0paOIPIRuWWYakLfUT9zhqoI0CYrwqUDsbV0Dw4wnocfeARpgoGifwbyXOPKfIZSFqkzJpsZkFCkIHDjqJdYAgHKFqCxiDhagGznQEsBxpFqS5YaXC5Q1idLS+97ZxHGkOcJPZ3RaqxSu3AK2YWdUY9bySHU/n/23jPIkiy77/vd9M+/V95XV9tp3zM93g/WzKwBdhegQBEQI8ggFdRHCSIZ+jiKkCghtCSgEBiEGKAgBkCAcMQugPV+zE5Pz7Q3Vd1d3vvn02defXivql5Vd8907w4oaXdOxOuuyrx582bWvfed//kfk8XPGxzp6eIPrl7iieOnyIaCfOgTxC6ukITCILBrKJpKf1s7SzNz6EJBjSJGhoe4drtC5AeIKGp66jVK0sgtl8ltYCG5a3JtzaF7xJfdtZ3fQ4HftmtsMWj3/A5oGnLE7m5Ey1wWYis3cmtylb3rpQWVttpgWpnDB3SBbIxjLwDa/exb/J3cej65A3TuF3PZ2s9HEatxL9D0k4K1B7u2OWe2PR4+vO/WPj8I5O3NcNvKOP4kwLm1n+YNGoYMETeTfDWeJghDTp06gz6lcXFylECEBJrGgYPH6dHS/M2ffpVMTydRZZ3Z8ZtkOjpYt1T6ThyhkOzgxHMvcDSIWL58g3BUYXVxjYG+EbLJDFIoJHNZEkGMZSUghvk7k/QcOsLQ0AB1Yo4fOIhhmuS7OxsxVnqCh5mnDyO+66H76yxNXmXg8GPkEhruh1/2cysCSJsKVW8nsZKqqui6tm2v3dIhkrpCrVqn7AQoAoJIYmgKKVNDiAZIVIQgjGJcJ0ZVxHYpjYSuUvNCDFXBj2KCyCehayDA9hqAKwhj/KhxXSwlcQxOEKKpCqW6DwKippHcCyOKmxukcwWEEJQqNfwwxjBVbLeRSbd3aAip7kkDE8dUN1cwdQXTMihbRtO4zg4QbjU2CYGZy7XsvzvGeGgYaRpFtWmxb8uW20ls18cOYqw4bnzfRlEjiVMYYegajuejhAGBF9DWP0ihZwg9XqNWt5mvjZPNJGjTNY71tvP716Y5fvoM7WKTIb+RzXbL0Omv3AJF4Xh7hpm5NRQhUL11+nsKrMwsEnneQxn4PpafTqLw3hmdFUXFsJJNY/vHf5D/t6XB/EpGjj6Nql/j5o1reEGEkujk2LHTaJrOd7/1V7R3dhNENS6/+yaZXJprUYLOviO0ZyyeOPs8MnS4NT6K1N+nWilBT0Q6lcEOJOmEgaYIspksqgiZvHOBzJmXGNp/AiEU+rr7MBJt9He2oTVjY6Po/gbWhwKOhqnT1dlJysyTMNuIpNbcwCJESxWzxr8xe6t97Lb0786SuOP2tbPv3aXLtLpaNbVkQZOh2caPOxqt3HNJo6xFy0LZYknlzqh3BrjVgdzVh2iml290ozTY1FgSByGN1LKikT1UgCYkURShqhpx3EhyE8QRDmAZOugGQSyIHR+1CTikaJYUUCSxjJBqjCUFShRiiEb9yFgKEApRM9NcgCRWlMYxGjDBb/q/g4Ki64RSomgqum4QBDFCqAhdQ9M1dN1Ei2NUwyAMY/SERmdvF91DI1ybnyXyQhQrSUVGOLEk9l3WNI3ZpKDuC4QboaOAIug8sJ9ASBzPIVYaiQ/COCZtpYjjmHrNxjDMBksnY3L5PI7jEAQBhm6goKCqKpph4DguiqIiiCAGS9fxXRshRCOLXRyiaQb7jh7Cq5ZYFBIxPES9WidwHVIpE9PUaE+m6E0lcSKfqc0KfqzTnTGxuvoQmRRGexrfU5leWKOy9g6/8YVf4oiQGG6ZDaeGIzSqoYfv+oQRPD48SL3u0JNLIvIZVjaXcdYrhL4PMqLhm9zKOO7UumsAH3HXfPvAoPSHw2P3vHx7Tm91t9cNs7V96xLZZZgR97KrfKDsBU33Z9+2tZ7tXxtKkdhWpLb6+yCgc6/SHx9UDgQarP9PAzIfhmV9YBC5tZe1tLvfu7u/6+jd/d/LJfWnAY17DrCVAEnKqPkMCr0jgxSLK4xPj1HIZEhlFULfxowjVmdn8FKCU48fZVhL8bX5ORY3N7H6u/m9f/Nv+MKrX+S5x57G3tjkdnWdX/n1v8/UwjRtfQNohooqFHzPp07E4acfwysY3Fya4Ht//TV6enuYU0OGC134YciVyds888xzmJFCrVr7iZ75wySRMBge7CJO5hF6ATu2UH66Wss/kxKFLqpmIQE/2j3/oigiCELqqkLK1FEE1NyWrJLAlkoThDHlyCeXNHCDaNutVFUElq4SywhDVXD8CE0RjeQ0Eeiqsq0rJKyd7JQmjZjJuhfQnjDww4h00kCqjRrCum5guyGmGtLW00vX0H7WFmbwfJeUYeI5DnEcYwOOV8RKpnHtRoyibpogJYW+fcRuGc+1SbZ3Ib0aNduja2iAeqWEU6+SyhZw7SpmIk0qm0cGNtK3UVLtSLeKsBoJa+L6OsLMND2hGhncY6cIioaZyhHYJaRqcuh0D4QumojY//gByptrRE6F9vYCXqTQ09mGZliU6j5rKytcTgra2wt0ZDO4pBBdXSwX8ix/6z3q5bf4b3/1NfZlDYRbp7yyCUA/UC/XkXHMp450s2mXeEpX8ZMZ/OEe5moOiv5xPtX/HKKoGnG0E9eK3NG5ozDArhZRNR0r2ZxHcdRkIT8Gkv+5JZaCrp59dPctszAzTlshT61WZ215Ft/3WVmcRAKPnjwDimRjZYFisUS+kObP//C3eenTX+Spx59no7TJ1Ow8X/jiP2RtbZGBri4QkEnoRGFI3bE5c/JxVCPF1O13+fbf/Hu6uruoBhapZJq66zJ+5zLPPPkCUsa8896b9x3zQwHHKIpIJnLoWp7TZ54jVhJERGjsWJqbajJbSuBWMoYt6/YO8yigJZB3K8Zgy01krzQw3B4GpJXoeFDZcj+VDUao0Y3SBL4tXW1ROQK2YtV23biZTVZCIxGEbDxjGEXUXAdPRvyHf/d7/OO/9+tkOzsw9SS1KMKNAkJTI9Pfy/zqKoqhIWwPQwJSoChqI95x29oqQDWJdRVXNgCfqqkouoGPRNNN4jhuxAxKSRiFDb922awNEwswdZw4IEKiqzrIhl+10A1CJJtODcNKkMnmEApsllaZu/A+J1SVTE8n/nqVuhSEaQUrgs5cB6lEGjQdP5bghViKgatJfNdG03UM0yMEdFUFIfB9j2QigUgFCMDQGzGOrgAjmSKwbUJFwbIs/DAkQKCnUjiuiwRMTceNQrSEia4K6oGHVJLEEVTCiExXD1EcU3VDzIJJKqHTO9hHf283vuexUtxgcXoK1wE/oTCzsopza4q69NjX3Ubu9ONEqsF4cYPf+f7f8JlHD/OJkX60VZUOxaRT0xGBJI4E1bYcS2vr9HfksNJ5ugb7+Oof/2WjgLKqNDM3bs2dRj3HIGhY/1RVRSCa7LSya13cU4HfotCbrtwfBjx2smC2AKd7LZVtqvIeIlva7B3Tdmf3WnQfDkDuD/hA7HIf3w2mZeuYWuSDwM/drOT9AeSHgcvWt7i37W62tCVDbcuzbOPhVsbvAVnF+z3P/xdkbyjBDvvYmPfn3z9POajjV+vISKIKOHvsAGpkMnrtfbySzeL6HJfGrmAePIFjmmi64DNPv8ji3BLu5hoLt2+ysVni2RefwUxbHD18FMxG5uW5mRlMIZgJ6gy0ddOWTGHaAZ/65V/i3He+z9DBYbB0MkqCaiXE1DRmJsa3QflHLUEkMdN5PLOLI8efRFE/jhnaK1JKYr+MV9vgT/7o3/Nrf++/JNe5H10VhMhtxrG3t4PZuVX2RIa0bD+7V0/S1LaZRENXSaQsEkFEKpuiVqljppKoAup1h2QqQVSvoVoWSDCzGeqlCjU3QCiCbD5DMpUgKSWaqrCxukkqZaFZJu3ZLBsL81y/eJln0ll6B/chVI3YreB7LknDIN/djxQKiVQG166BBN20GjFmUQhmBstqRjomUlj5xo/pfBvpfBsgSGa2IiElQk+gGMnGPmnt1KRUUh07+1DzmJppBBEqVgJVMbdLaqUKA8jQJYwFhc4eTK2PgeER2jt6iOOQ0uYGS6M3MCKbipumeGeMcrmO58X0j+yn8NQLaKrK1PQy/+orb/O5Z4/w6lBbw31WSrJtWTKFLHEck/N95mcCBnrbMZIWqX3H+U/f/SugaahrGgVbtarNekzCECQ/TpzzkYtmmASes+eoJAz8RnKdKGpxYRUNRvJj+VsXKSUXr5yjUqvjuTZhYONFCmcePY6qwO3rb7FZqrM+O8F77yY5eOQRYs9H1w2eevFTzMwvsLm5weTMOOVKnRee/xT5dJJsYgRFVfE9h5mFReI4pFav0dYxRDqZwZcmr7z2a7zzw68weHA/uUIPfiQwfQ9NUZmbm8ALvPuO++EYR8Xkscc/S3vnMTyhoKguOhpIjUYGw2Y2zBaWBZosXYMXB2Sz3Q4WuzvBBo24yb0HtxTJJuO31+1qd/N7bT5NBlRujaPRRo8FjgFmCGGTEBKNqg2oUsFTJYEGyaBZckJKIk1BjyMChUY9RdWirEfMrq0R1B1+5//8Pyhfusk//MznCXva8atlYquAZRoEZoKNqofjSmQQkym043o+hpUgUBSEqqBrGvlcDt8L8GSME7iNUhIoaJqxXVYiAJKGgVAUQtdF1ZJ4YYjQdGq+RyqhN1xzpETRdOwwwkgk8N2ANbeGUAVqKAgdn6Rio1gKOQQDZ08yPztFf08ntVoFIXV0VDThs1Fd5/rsFBmtgJ5OUAslweomvhoRiQhD6JDMkMknqG06aIaGosWg+qR1UGxwYr/BkJoaqhrTnclQthXCao3YV1BFjKrVyLanqdkhnuOhiQjDBzUhUVUFO9BQ4yrEBiuVKolUmmokKVga+fZ2lp2AzZl5PMcnpZtgZUlFPko+wdrsAtO3pyjFVabmCrz1g2sEsUegK9yYWeHogaNUjz2J37VCh1AJ61WCSgktiJBeRHUlxPd8PMqYQqGvI40fR/zBt/6CJx8/y0hhCFVNgAgI44bBIIpirEiSVA0QMVKRCEU0Ga8dFk1tdbekWWdRNMFlLEAqzeWwG8DEbH0hs0sx3jLRbHsztbJOW+thi4FsUfz3AkG57SoFQsQ7wE7uatT0Hm8BffCB8Gj7fGs/Yg+kavnlQRK1fCCD+wByTyApdtzp9r7hnWa7AWTz7E5LZXe73X3sNqbtHcu95P7GgwfdE38KaVqwpVCbv4bbhpLi6gZLt8e5euUSq26ZhGHhpZIU3DZCkoz0dnD79i3qtTpCddHsDd5/7zuQ1/js05/F3ahjGhbX3/wxK/uWeOL5F0kYjRhJEcUkopi5GzeZXptn4PAI4cIqN2YmmL8zxtWZ29hWjYXVBTq6Mzyae5TyxCzllVG+vniBqcUFnHCvEvXRiK4q7Dv5ado6B9F/Tmuk6aog2Pv93RRTV1hfGadWrfH7v/svmb5zhy998XNkgwpl1yCTphmqorBWtrH9qFE3MJOg5vikEgamAqGiYiSTtGUtbD8mCgMC2yFhNthDPZkkdBw0UxD5Ptn2PIqmEdRt8p1thLaDls+zsVGho6sNzwsI/IBkKkHo2Oi6Qa1SIw5CVNNANQxq5RqabhJ6Hmoiw9knBhkdHePUU3lqpU1kHKEoCqGUVIobrC0uk+/sAEUncOv4fsD66iamaaAogs6e9nsajnTTRDct7Ep51/FCVy9h4FMtbuwcVHS6+gd2tQv8AE3TcOo2qqYSxRD4HkGwgW5oBH6AaZnkM13YtTp25Q5+EAKSVCJBSBJFUalW64xdv4wfSYrrq7z9gx/i2B5xHLM0PcH0yZOUjn+ROH+NbFQjUgTr86tobpX2fJKsbhEhWIstsv4qXQmNIPD46tf/lDOnHiffdZCMIdEUQc2LIawRCR1XJBrluxRBGMvtGNOP5cFli20EkHFM4N/tMC+bLtJRGDQAo6JgmEk856P1xthymf048c6OxHHE6toSyyuLjF7+LqsbFfRkO1q6g66OKoGSp727ndXpy/ilKhDjxzHTo2+SSEqee+nXKJYr5LMZbl07R61W5bHHnqaQ1BvJj3wPVde5M3WHqblZjhw8RqWyQbG0xsSNt7k5egcl8lhZnCaby3HixBMsLk6xtjrHX/7Zv6a0NkW6bfC+438o4KjrBuVynb7+FEIziAgRROzouVtIkCbh0qIAb5kJWxmTViJv69ge5WabpdzpZNe5+8mHMwg7x6OtbLDNMcdRo3C1bGby1OOGEqgqKpKIQDZAp4sgCCUGGk5C49byHH/653/O7PXbLNfWaDM1rHSSTCHLwvo073ztTZZnZsh1tjO/uIwQKplsHk03UTONLxxV0/FDHxSFlWoV3TDxowg9kUQICANJJCAOokYMh4wp1WsNq6wUCD9oZlZ1G5kNdYMojgmimNCro6gagedSLVVAQiRDdFPHlIJPHD7J8Jn9LBXnyJlJzlWqSD3AT6ZoT6bosMu4Wg4pFJRcDivQ8QWkEibS0gilj+draMIlsLK053LYap1QbeSwCdBIpBRK63VCH0yhIIlQkgmCdAIZ1PAUDVX1UQKNQNRRZBYljklIjxCdUHikPZWgmb3OdzyE6mEIHaEFdGQsclqC5fUiuhfSZmhs+pJS5JM0YhQzSVB1mSuWCAwNw9bZsKv0mgl036Qe1Rno6eHoCy/w12Nj7O/pYdL36d63n7SqoPseSQQD+/ehmymCKMavFBk+epDa+gbv/NXXGEqanH31MMWKg4wDzITFt7/9fUYnJ/iv/8l/QxDaGGojc6yIGjE9OyBsi3kXu8NZtgAkDWZuK4Z3O5K3Jftoa+LfbeJzD77btb62+mh1X205tLP09hp47v+Ffhc45QPW5D3cZlvfx08q9wOP94sLfHDXTbmn3e6yF43O2P3CP1T3udsI9iDjudczftQA8V57csOusHdcjUyqxdIGV997j1uTt3FjH0sKNqpF4iikUq5h2Rk2FsvEgcrSRhnXC/C9CNdxaC/0cWdqhhNHznBAWLhlj1PPPs/c1RsUVAhTBlLo5BNZwtAntMu89+6PII4JpaQwPMip9hx9HT3Io5KREyexpMb80galpRWWyjNshg5B4H+k72hLVN1gc3Wa7v4jqNr9s9L9rEp7UiGSUHbuzekuTt/gP/7B/8XC1HU8x8a0DDTdoJBrY2lyjh9/7y+oFVdo7+lkZnoBBUFbW460pWOmZaNGoFCI/YgoiqiUaqimQRxJFNNE1zVUw8CpVKm5LTFeTmnn56rd+O4LAoIwJvJcSqU61UodijV0QyNvWmyulbbjfExdJQbOvnia/sEuSsUNMtk8m8W3cO06hmWRKXQQ+B5ISSKdJVPoYGfhtwOC9h4HhQj8GgE6mXz7zrha9ox6tYRQFApdvVQ318g00+PrpkVbTz+eXUcClWKJcM9c9lwPaeoEfoDwoVYuI1SDKHBo7+5BUzW6OjoYGxsjkTDJZ7IsLq+gKIJU0iLT3kXs25TWlhG6gYHP6lqJ9kKG2PexfUlbZ4HHz57m7ffPMzg4zEZFYd++A4h2gRVUqAR1kh1nWNUVVkSGR+qjPHroDMvFKl//yl9gWAk+u/8ExYpNLCW5lMl3vvOXjN++xT/6J/8MRTSSedR9SdrgY/D408o9vkPiKMKzawhFwUykGplXw4A4jghDH03bMXxFUYig4QL7ULeFbRfZDzMg/7xIHEdslCpcuHqB2dlJ1DAGI0sU+ojQp1yLKLTb1CsSRUC1VMZxwPFDXNumrXuImYmbHDz6BElDp1wu8uSjT3Lz9g00VWAYJiDI5XrwPRfXrnD+vR+iqg1yIt91gDOJDjp7hzl86mmOnHwZTVWZnxtneXGG8twNqoFF/15XjxZ5qFnguFVCWURRfAQWkRRA1FRiVbZduXbUWWCPYrNXGdzt6bTnd7Hr/13XCFrcXu8vDxJTFAtQo8b5OIoxFQ1PRvhRgCIURNgooeHQCJAPNRUljFCikIQUmIZFIAQX3j3PjbfP4ckIRVVwFJU/+9rfcO33pllZWqFUd4hRSGqNGCDDsvBlRBSFKLFKEIVEntNkFiW6buCVa0hVwYwbZS1cNyQKJTKOSCTNRmFit7EwTdNClY1zqiLQVQ3dsIi1GF31iaOGm0zG1DDbM2gRICLQBHgh8zOT9JzsJHLLsF7j848/w3pWYWXBJVhaI694jC/McHw4z+qmi+8L8h0WU5M19nd2UfPLpHyLzvYEY+VlTK+KDELsKGCgp5P5jQ3a6wLphRRUnc50ltValbYgpLI4h6Ga9MeCclihW8/ioRFvlkjqgqpdpbfQxYq3QUHN4wcOsSxhpVKUaxU60glMqZE2EphRDS2VpCcZUXN9BtICp+YRAcmgTKlcp0cKylLgWil0avhuHVSTrJnh2NGTjC4ucfXiReaPHiDpxwQX75DvKGAkNJKWjgw9hrpMtFSSRL6f/MgAa+WIU08/weLGCt+58Ba5Qhf7unpIJyxQVd65dAHxx3/I5199jZH2LgxNIwojiOMGy9iMtduZstsc4c7E32IaxZZitgO6toGjaNmgdy29HZfxLVG4GxTsWi9bAHL72P2xXOvy+iDo9bBZOh/0+odxQf2wGMm7f5d7se2uPlvjJO/F9n24IYtdf5sHBbEPAxIf5r19yE2biZWak0E2jRaykdV4c2GJVDaFpsHo+C162rtxVzcgl+HgY4+xb3iQZLHK1SujjC0tcGRghFvXR0l2Z8l29WP7AZV6ne62LF09PYy+fxUlqvLdb/wnCgeGCPQUXbkOhpIppiauUFF8OroHWFktIa0kWSMDFQ+ZUejq7mCoMMDkO+8zMTGDa3mYuRzW31Ksle9UCRwXzUijqD+7jKOlRgRhgB9KFNVsxFEBJaeRhG1rpsWRT0ZzkHoeqRi89+6b3Bm9iFuvoRsG9brLN772VWanvsz8zDyVchEFSVvaQlMUTE2hWqmhKWkUVWVzo4LTLIwpRKNEh+2F6GYjycyWcuQ6HlEsSSVNDEXghjFh1IgxF0hkFGGZBoWOLKph0Nam0t7VRuAHFNdLJCyD7r6ORpkPRSGOYvxqhZWpmwzuG6RuB8Sywidf+yT1eo33VucpL89iZdqYu3ObgaEe5hfXSSct2jty3L49x8hIH5HjEciYjo4CcwurCCHwHAeJZHDkICtzUyiqgut4aKaJZah4SgyhQ71ex0xmEDIiqJfIdg2iKBpeeY1Etp3S2jLt/fuori2Sye4DKVlfnMe0dFy7EfMvoxgjYeB6DtlcjkJ7O7Vyib6BHqIoJggagLy6toKuQi5l4tRCwihmfbNKLCWJhMWpM2eYX17nvXfOsXLkKGEcMXb1Ar2Dw0SxxDAMQOHAwcPoisK0dgyloBFVqzzy6JNUqnV+/O6b9Hb10t5WQFctkpbF+NVz/Ic/+B1e+9zfRe/oIGcZd+27H8tHKzKOce0qhpVCUVUUpfGRUuLUyrR60SQyufuGV4RBo+xHa6ZuAc1wqojQd9EN657X/jyJ6wWsr82Ty/egzC1xZ/Qd8l2D1NbnSaVMjh4/Rv/QIcLQ58LtMW5NrLJ/fw83L56jtyNNoZAl1iR+4NLZ2UN//wijE7ep123e/OFf0z90ECl0UpklUgmD4ux5gsAn03mQ9fUV+kdO0tbVgx9G6Ml22jIJOjt7UfU0i1N3UIROLmsxeOD0fZ9Bff311x/4gf+3L7/+eqFQpj3fT0d7H6A3HKuabEQrWGxolx+sTG1f2nLZNvVHC9u4V+m768IHU37umzJfsF3vMIhDoiDAkxHVeg1L19ARhAkNTVXJaQlCVRCqkrSisB5U8KWPoajsP7wfy9CZvDlGGMeEisKtmRlWyiUCy6AmYiypkkqm2SxV0fQkVcfDDmMiVUOqjXqIiqKgKhq6bmAkkmiWSdIySZsWpmGgayqGJkiaBoaqoOkKCVNHiQNSpoIuIkxVVR9oegAAIABJREFUEvp1FNdB1mskZEhsV6BeRnNqKKGDgY/i19EDHy0I6B0Z4tCRfXRaaQrdPWR7O3GDGLdYZPXiebo1UAIXtbREj5nBXy+yLyVR66DWiqQVh2htnbyIKFU3GNBUsvjYK/NkTJ/yRpG2+jpJEWCv1ugt1Kls+nR7NsmoSnGzyL6ohmMXSdZrZKOAjfklcqrL4sI03aFNVFuntL7GIA7Lk+OczmcRpSJ9SkSPrrJy6wovH2rnwjd/xJMdFtW1OZylVZ7sSnDl3Ls8e6Sfa+cvkY/Atm3KtSpdyRSx1AnDCBHGrM4vMXrjJoaEudu32NfTy+LsIidPnML1I0bHJlG1BN//7luUapK1esTY8jqLARipHFIqfOONt/neO+dZXS+ytlnmztQMy6USM/MLnHvjLfB9jj9ylCgMicOwZTI23bil3Jrp28lgGmthewXcc27fPcdbKMM9gYJ7yEXuWlTbfd/v2A6gvRfo2SsfdP5+1+xlBh+U5fxJzn9g2+Z7fxAGc+/1P8ne9JOyhg97XStAfSgQCk3wCI3iO0AcMzF2i1q9Srm0ycz0OBW/zsiRA2h1n6WNddoHBxjo6CUZw+ziDLmBbrrTOZbXlnD0kL6BQU6dOI2paPQO99NfKDA/Psmau4EX1Onq7ISaj0xorCxMMzUzStVz2DdylEyqQBRJ8iiMXn6XWXuBRCrLxq1Frr39HlohS//+gxh6mnPnLvJP/+k/+x8f6mU9gHz5N/+n1wczJTLtHWTbh5rp7n/2xHEq+H4N315H0RLbIFlTBbmEghs21npKj1hbm8PSwFAlQwcOY1omd25eawC9OGJhYZZKuUQun8R1POJYkmvPsbpWRNc0bMfDdnw0QyeSAt/3MVQFK5VAVQSpXJp8IUsqnSCXS5NOJVBUBcvQ6Ohqx9RVUgkTK2GiqCrJpIkqBEbSwndc/DDCsx3CKMa2XQI/IPQDKlUbXVWwazae7eCHksFHjtLbP0RfdzeFfIZsoZu6G1CrOoxeuU4uCTLycW2fdNqitlEkkzbxw4jQttEVWF4rg2ZR2tjESibRREStVEbTNUqrqySVCE0JqFddFBnh2A4pU0FTYyqlGm2GzdpalTiKCL0qm2ubKATMzy2jIanVqpRXl0mpHotzy+wbGaFSrZNL66QNyfSdCV442MY7713h0a4M7uwE67Uyxwsa771/mZeODXDh6k00TaNYqlKte/S0Z1GEwPFCTMtkeWmF0auXSaiC6TsT9A4OsLE0w/ChM3iuz8zUbcyExY++8208t8bq5gZLK8u4rkc+n8cwdH70zT/j0oW3Wa9UmJ2fYXZmkkqtRml1jrd/9G0CoXPikaNICXYgPy7j8bcsW7GOMo6IogBV0xGKgqrpqJqOlFHDmy1seLWpe9hHKeO7agJvSRxFaB8nRiIMfO7MTGO7LnF9mfmp61Rtl31HTkFQYWWtSM/ACF3dAwgEC/PjZDt76O1MsrZeouZGdA4e5cAjZ7CsBG2FTtoKbSzOXKVWXkHxV8kU+vCCEEUobC6Nsro8T7EGXX37KLR1gqISOiXGrr7L6uoKVjpLeXOeixffpT2v09V/ADWRo7w+w4/euLT0+uuv/9u9z/FQwPG3//d/8fqnPnWAO6Oz9PXsJ5UqNMpJiEYSf8GOstsqe8HfgygoihDbVsx7XnefLn4S5VCJJVIRBEISBSF+Usd3XRK6SeR6WJkkE+U10qHC+zeu0p7OMbY8y9zYLcz+An/4J3/Esf2HsFSd929e5ebNmxRSBcxsFnSdUAr8Zlpv6XgooUQXChqQTiRJGiYJyySpKaihS8bUEYGPpapI30GTAVGtRCLycErrZAgRdo28KvCKaySlT1K6mIED9RIJGWBGLnroYDp1cmqM7tkUNEiELu2WRkoGJJUIxXfICB3X89lUA5bvTPHc2acp+Q6e6lIplhmql0k5NtXiBq+d6efK7SVOdieoOpv41QojHTkm5yY52mYR1gP8yhIHMinmppc43q1h+D5W1eFQQrAyt8ChNotwvUiivkmforI2M8FA2iDaWMWwN+lLGCzMz3I4p1OrbKDVqhzsLrAyN8vR7g688gqHsxZnhwapLszxD159hqvnLvHCkR66fZfy9Cq/+tJRLr19nr/7+CN4q/N06pJDbTnmb93kyZFulmbWSGohaVycisC0dOq1EoGIUOIAXVeJqzZ+vc7M7dtUayXGb91iY22d6clpRKxy7foYzz7xDPsGBxB6jIdKeXODXNpkYnySiZlpZudmmZ6eZXRiAtcPMIVCdzbH5z77GvlCnrpjk0gl0ZpZ/RRFabKKjRjCIAjwfa9hJZetpT3uAb5gp1LM9lK8H8hsgtIPcR7ZxUAqW3fZMgTt9C8UgfIhoO7DPAQedO1+FO1+oj7uY6y6F7h92P3up223dc8HAfD3koeNo9zyLWnQ2woCge85rK2vUlrfZHx0DFt69A32YYYxdbtONQg4e/oscRRz/fw51t0Sg4P9eMUqldAmikOEHxHFgsBxmB6/xbl33mCjuMrF9y8SpRKcOn6SjbEJzl++xOTUHYp2CTWZpa9nP5piIW0fXY25efMcmW6Tzr4DpBJ5ujs7iHWV4ydPs7g4x8XL1/iN/+6//8iB47/68v/6+osvneX2nWm6+wZIZTrvdmP+/7l49iqqqhPGEsNIoEQ1jESO4vosCI2piev0taWYGr/CzOR1OrsH+PM//ncMjxwlZelcee8tbt28TntngUQq0Yh98j2KpRqqqhCEEboi0GmU2+joKpBQIZVNk8mmcR2P9kIaL4wp5JLUKjaaqrC+uoluGiwvrmMISRCE6LpGrVKFMCCU4Dkese9jqoIgihvxf46LpSnYtkNKF4RhTNpUsTSBgsS2PVK6Qt0L8V2b5YU5Tj35PBulGqqQVKsVeqINUmGIV7P57IkeLk0u8ehIgnLVo1qtcLC/k9sTS+zvUZCOpFIscqTXYnpulUeHVWJfEvouw2mF2dUahfY8Ya2KEVcppJJMTsyRy5iUV9dIaR6FtGB8apUDvSalqk/s+XT2dLAwt8SBwW4qlRqHkir79vXhrqzwj14+xRuX7vDpE4N0K4LxpRl+/fkTvHttlL/z/EnWFzdIWj7H+noYvT3J6d4C4wtrmEpMLqXhehGaplCsOsRhiCYjpKpiV0pUSiVmJycplYpMj15jvbjO5NgthKZz5+Z1Tjz6LL19/WTSCYIgYH5+DsM0mJmeY3riDkvzUywuzDEzeavBfKmQKXTxyie/RHs+g+3YJBMWKOp2gsTtPVYIqh7U/ZjEx0l1fmrZdiuVspFcUdUbDKSqoRkmoe82PNdCnzDwdjGMYeATBT5SNpIk6sYOUFRaUksHvnsX6Px5kTD0WVjbZH1tgfGxy/hhQHt3I5YwCEKqlSrHzjwDxFy9/B5rK6t09g0jwiq1mkschY19V9g41VUWlmb58Q+/w+byHS5cvoNlGBw4dpblqSvcuPgGi7MTrK0VCUSC7r4hDKuRrCthwOLom3R2ZOnqP0wm30lHZw9RGHD49KdYmLpKoXM/3/r6d+4JHB/uG02o1G2Hvr5uLEsFIhShNOzNIkaIuGmAjmhkl4mbLqV3KyZbcYuC3Upli1PethJ014f7HL+HwtR6btd9WtpoQsGXcaOQvYQLU2N885vfxK/V+bOvf4VyrczS8gIzt8aoi5Dv/uAH9PX28X//wR+yOrXI4swC/8v//C/417/7u3zrq19HExob5RLF9XUqm5vgOuSCiA4/JiVD7NV5LL+OqKyTcisk7A0StVUStTUKfpV8rUS3X6fdLtFWL9PpVOn0a3RGLr3SI+fVaItc0kGNXiVkAJ+ewGVAkfQj6YklGdehA0lBF+RUSVaNSYmInCZIEJEXgrzQyRsmtlNBKAJnbQOj7lJdWyfrhaiTMxyXHouXrvKJ48fJmIKDQz2cPDBIv6XyuacfwSlXePnUQYZ7u0l4Pp9//iB+rcJnj+7jSH+CpFvhtRMH8FeW+dwTw3S3J9CcNV59upNgrcrnn+ghnY6QXpnPv3iUYrXM48MDHBjK4xfXePXkfuKNDTqwySUMRK3MP37tOVZnp3jhcIGurMb85bf49HOnGTv3Ji891k9pYw1ZHOfY0WEuvP0un3tqkMtjY+zvayMtItoCn2cO9aLXlvnFZ47Tl1Tp1ySfPv0Iml2hIAPi1WWKdp1KFEOk4lTqLC0ucePqNVzH5tyFd5B6xNtvfZPS+Huk12fJVZY5XDDoVRyGrYjBlE5CBsShjWnqJAyN0K7zpc98itOnjnHz9k1ujd9hdXODW+NjhFHAnYlxpIwJPB9N05BCoOs6QjSBWTN+UYotZNhirJHN+d7qmy5F88Nd62Tv+rh7vUOjekjTNVbGNCqIxkiihpuzaNbelCGxbBaDaVlfW/0+zFr9MLlXu/sxgffr88PGstNulxPEh/bf+tytz773utb2e69pHc+DPtcHjeHDQOGHAfr77sPNqSdlTCQjtISBXavh+R6Pv/g8g4VuxkdvU1lcZmJmknxvJ7ev3WBteZVEMs3IsWO8+Niz+HaA1A2MSGUg38fy3DIykkzcuEkyn6BWXadu2yTb+yivlpm+M871q5e5PTHBxOQMm6Ua66UKlVqFqz8+x/XxG3hGjIZkYX6Bo2cf5ewnXuLVX/wSBzuGiZdK2NXqfZ/3pxGhKNRWZxjZN4iVzMHPGGgEEIrJ3OwtfvStP0YTEV/7+l8S2StsrM0zPnqOWmWT73//K/QN7ecv/uMfMbe4wNTkBL/5+m/wb//1l/n+N75KytJZX9mgXiwzN71IzQ3RVYV0ysKyDBZXijh+xGrZxqnUqPox5Y0S1c0SliZwXR9DRoSu22CinDopXUEJPNJGo5oxUhLWa1iagiIEehySNVVSpoaqCBKKJKU10tUblkk2oSNg+39FCIxkgmzKpOYG6ALqlQq+a7O0tEhSD6gtX+OAVuTylds8/9RRDDNiX+8QB/YPk5UF/s7zxylXQl49OMjxfT3oAn756cNU7TrPHh5isDOH6up88uAIbqnGLz9+lK6cRlhd5dXHhylWfL50Yh+dlkVSlnn18SHmV3xePDjEwd48xRWb1w50Uq3UScgavXlQymv8g888xkytyCdGusgmBLemJ/n1V07wxuVrPH9yCN8V4PscHu7kB9dv8fdfPs3CSpnjA13oVkRXPsFLI70IJeaLLzyCnkogDIsnn368UTpLU9hcL1KyfWpugO/YbK6VmJ+f5/rFi8R+jXPf+Rb4Nu9+56/YnL+JXV1HkzYjw70kDYWOgkkiaREGPq5Tx1AlupWk5sW88guf4czxo1y9dYfr4xOsrC5z9eZlqnadWxNj1F2XSq1KjMBQArKW2Ga5P5aPRjynjlMv49TLeHa1EbubymIk0uhmAiEUPKeG7zn4nkMcBghFQVFVtGZisDDwts9vyc+zu6puWFTLy0TeJs+9/Dm6evoZv3UNd3OCqbFr9A0OMjV2gaXFBVKqx5GjJ3nmmRcIQwilwBCCjs5Olpc3CKOY0cvnybQX2Cg5xPUiicI+imuLTI3f4cqVca5dn2FqfI56rY5jV/Fdj6vnf8T4+AzlII0Xwp3xcfaPnOTkiSd45dO/zpHhAUQccu4HX7/vczwU4/hbv/Wbrz/3wjHSeieWmqe9bRBfCGJNNjOnNjbomCaAbKb2FbLpJncvd6x7uaHuatTavnlgq1YFOzFdWz8rexTR3dKqSG0pZ6BFMZEq8ABhKPzJ977O1TfOcerkKW5vLnPjG2+QG+rju9//IZlcgW+e+yE3Ll5iplTizfPvs1mrU/J8bo6O4bgufhgglZi4XiOyaySikEwYkIhDpFdHlxGmlKSaX14isEmpEiv2GmxhHJA2VPTQJ0WEJQNyloZFiB76mEDGUMhoYMmIpK6jKqDrgoCAUJNEUqIiUKIASxeYKuiikeQniiN0Q8H3QvBVSoZCrGocOzDMf/GFz7OuOCxUNhGug704jZ5LEqyu8fgTp/jO98/xqy8/ybVzlzm1f4i27k7Gr1zhmcfPcPvaBC8dzKLmu9gcm+ITzxzk7fM3eeb4CGZGZ2FihS+8eIZblyZ4Zv8QFRHirK3w8nNPMnFtkldODZHKZFkdn+WXP/ckVy9O8cyBbjAM1laq/OJrz3Hh/E1O7+vFTCZYvDrKC889yZtvXeexw90ErkJxeYnTJ4Z4+51bPPXoQa5MLpKMNfr7h3njzYt86pPP8dZ7tzh7YpBaLKlXfV5+9DBjt6d4ariDQipJbbPEa08+y/zmBo4dEhOyGbmAStJIEjs+Whhixi6HBjp5oi/HMTViIArpDl2sjRW6UCjoJmkVTCnx3DqKAodGRohdl5s3r3F74g4jBw9z4cIl9u8b4uaNm0hF4HoOruOwsDhPuVqlUqtSrVfJZLM7hha2DC+N0i07q2HPWtmzju52idyz3HYxbA1QuHdB7mKb9t7grnHcx3WW+4OirXG1tNx1/m42r9XTQfxk3gii5XOfCM29r/SB+r3H+Y8yec1Pw1I+KFD/gF5RmhuwBISqoKkavb19tHe0Yzoh6wvLuKbCK6+8wujVUWQIJ06eplBoQ5gWF773FmtOmcy+Xp49cJJ0JsPU+CShIjl4YISoZuPFHkPD+1lcLvLkE2cYvXyVRa9E6HlYlkE1DMl3dCAE+GtrvHP7Cp6MsSt1ctluFheXSHTkSUQqU+9f59b4KJfHb/PP//n/8JEzjr/1W//y9RdeegJUDVU3yXfu/5liHEO/RsYQ/OWf/T6jVy5w+PgpikvTnP/xW/T39/Dj732D9u5ufvTdr3H5/Xcol9a59O7beG6demmTsevX8f2Iat3FdgNs199mynOWRuwH+H6A2lQZMolGaEbV9shaOiqNLJtCSjS1UUNZbc5BTVWQUYSmKiiKwNBUjFSKOAgwUkniKMRIp4n9nWQyggbY31rbu9aDlPh+I8FOEEsQCgeOHeFzv/JrlCtlahuzSKfExvIUar4DtVjl+VOH+PqFK/zSE48wtjDO0Y4u+rs7ePv2HJ96+ijXJtb4hSPDxKbFymqRLxwf4atXpnju5AG6kxa3Fjb4xaePcmN2hbPdvUSRYN2v8PLZk1ybWuezxw6TzincnqrwX71ylvO3Fnj62H7cuMZGqcwvv3CWN8dWeKq7jVx7G5Mri3zx7Gn+4r1b7O9LU61IVqsun3hkH1+5dIOnjgzz5tUFQt+jP5fl69dH+cJTJ/jRzUmeP3EI3/apBg6vPX6Am1NLfPpEN92ZDNObNV78hRdZmFtEiUO8MMYNAkxNI5s0sN2IWCjoSIYOH+TVg22cTMM+3WVYdWgrr5APHdRMkkLKQsYRtuvjex69Q/sRms77F95maXmewweOcOXauwz0D3Pl+mViNYVnV3B9n7W1ZUqlTTYrJeq1MvlcoVFB/GPy8SMVKSVR2HRfFYLAd5FxhJSSOAqJoxBV07bLekRh2Ih51LTG+tr2HvzwvCQ/i9Ko6d149lQiSVt7Fx1t3dS8iKWlBdxQ4dOvfpHxG+fwsTh+8ixdvftJZDs4971vs765QdfgQQ4dGsZMd7A2P04cevQOHUZXQnw/onewn821FU4cO8mtmxcpVeqEdh0tkcD3XLp7+5AyolwscvPS+zi+j+t4dHT3sL48jpkdJJaCO3euMD9xkTgWXLh06yNwVf3tL7/+xLMHWN9cJqxIDgw/SqCqhIoPKChSawJIbTsRPbDNgNzP0n5PaTKW28raFsZs0Qu3XGPFtrK385Et54RotJUt55XtfiSeKjEjgSpUri/P8N3vfY+UbvHu6A0Wy0WWPZcr18eYXVjm7XfOE4uYjdImthDYNQdDgLDrmKFLh66RETGaDJDVKmkBGVXBiHxk4KKpDUU3oWnoMgbfQxeShK4jXRedRnkPgSCMokatSBGjqRICDx0FVVEIRYTn1ckYBjKMMBRBQoQoxCgxaFJFjQSZdBrT1EkSUa+VUTWDtFTI6TpaKgPJLjaliq+EjX6sNJ7UmFtYZdF1EW3dpPt7mS5uYHkCiYoVbJBq62Vs7A6vfeJJ3r58k+F8irbhXsav3uCXnj7JpakpDuV1soU2llY3eP7FR3nrxzc52inoG+jhwvuTvPD8Qd6/OsvJff3EWYNLV27wuZef493RO7TpEcNHjvP+W+/yC089ysT0Am1RldOnH+GNt87zyVee4ty1GbraEnQMDnD5/AU+9eLT/PjCJfYf6iYSBUbHbvDMs2f50dvjPPHYCOsbVTbLNqfOnOSNb77FJ195gfcu38REcGh/H5Nj13np1CGKtsfywgzPPPc4xXIZIpuOzn7SmTxLa+tk8nmOHTnKwsIchx55hKMjg6S9MmnhkcCjTZfkLZ3BjMHRrjT7C0n6cyn0yGNxZoryyhJuZZPNjTXeu3qFWhQwOT/P1PQUqqpye3Ya1TR45/336Brq4/b8LD98600ePXMaTdHQFRUZy0bipr2YqcUNlV3rowUTtXw+qI6g2D7bZC1RdhZjyyoU9zx+D7DSZC63f94e3zaq3V7jsLXZNga9PZIdN4XtvaDBgu5e72ylk917f9nyTlqB4l0MbusOdnd/DxKT+SDy08RmfxT337rmQWM3d12HRMiYjY0NllZWsDIpcrkslmWRTKewEgky+RxKwiKf72RyfIYvfeFXWF5d4sCpU7iz61y/cB51OMXho0eIVuq8f/4dlLxAGHB4335uXL1C+3A7+XSWi++8z2qlyNJ6EUPRUIIIu2Y3rN2aRHdjrO4CA0P7aTMKdHX0IBTBxOQ4ye52BpLtqEJno1L6f9h7syBLsvO+75d73rz7Vvva3dXV+97TGAx2kABJgCBDJik+SArbETYs2xGmQn7wgyM8ITlogpJlLaTDDzIpikFDpGlRhLAK+wxmpqdnet+quva9bt19y5v78cPt7ume6Z4FGBACha8i41ZlnpN58t57sr7/+f7f/+PK3B1+67f+3vsPHP/pP3n+2QtH6Ha7tHsRhw6fIUR5544/JSYrOitri7z03a9hmQp37t6iXK3SblW5e/1VNre3uPjiC0gy2N02nm3T6fTVU30vwJAEyWQMWVVRibAdH8vQiOtKX6PND4hpCn4QkbY0DE1Fgj4IVBWCsO8TyLIMQuAGEarydGAe3a+fG4UBsqqBiBBB+PC4JEnoySTyfVbHg3zzdFwmk9IJYzmMhIUM9NwAVYFEIkEQBmzuVGl2fPT0IKlslnu7FawgAs9DFz6yHOPyxia/ce4437i2yGjBZEC3+Pr1eX7tzAFeXl1lZnSQQj5GpdPh3MlZ/uL1e4zHFArpFDd2d/ncB47w7avrnBwtYkgy/+HGPX7tw+d4ZXOX8YTJ7EiO1+ZX+czJI9xZq2GZLh+bnuYrt5b46IVZfnB9i8mBLLlcmpeuL/E3npnlW3fmmBkuIlSZm3d2+JWzh/jW3UV+7vRBqr0Obivi7IEp/vX3rvKZjxzg25fXMfWImYFBrtxa5z87N8vmbo3y3irPXDhOt9sj8HwmJofJ5gssr++QyaQ4ePoMu5ub7J89zv7RHJlODTWKUHyfQjFFUgiO5ZMczyYYjmlMjhZQZUGtvMHWZonQqdKoVbh25WVanRZbW2tsbG6SiSmsbq3T6Xa4dPkVBgdHWFme59LFFzlw9BkUWf6ZCuuPw4Qg8FwCz31IaX3Uoijs7xcCRVUfzlEhon5JENd5mDf5n5JFUUi5vEOlViYes0gkkiSsODErTtKyyOby6LE4ZjzB2soyv/CZX2d1fYXZw2epl5a4eelbDI4MMTU1QdMOuXf1FVTDQLPSDI/PcOfaRcYnxslkC7z0witU6mX2ynUsUyMSfaEwz3FQRJfIrWCl0oztO0S+WGSgkMX2IjaWb5MvjlLIJgkFtDotDhw+zpf+4qs/OnD8vX/6e8//+m/8XUJTEEsLJAxMPY6q9h1LGRlEiCQpDwVsHjqrT8j7eUfg+IY2Gw9WKqQHDuND5/IplDXxwIl8g2cmP3BMH1p/fyADocCTJUJD4dL3X8TfqtCs1Aj9kF7oU+42CSIfSfi49Tr4LrnAJhPYxHodjF4P3C5Ou04uHsdtd0kpGhag+D4pK4aqKggJQtFXZFUCH0uX0VUJWQqQCYgZKjFDR1NlkpaJhkCNPOKyIKkomAKEkDCSCXo9j5imoSoCTfJRfZ+YYmDKMVRZx4rHiVsKtu1h+z6ppMFYDD5x9jC5fIamafFavUpzu4zV6XD2A8epeh2uv36JpASHDx6gvF6iZqooU6NsLu8xNr2PyzfmOXP0GPPbOxjJGJl4gR+8dpVzn3iW7/xgnqzqMDRc5N7dRS48e5RSQiOSJBK5FDsLC5w6e5I7mxtYpsX4wZO8+tplTp05yvzSDt1WjUOz01y8dJPjxybZbffYa7c5eXiaq3dXOH/2BI1ynbWdOieeO8E3XrjE8XPHKNVb7LYaTB48yKVLVzl59jjzi2VkCUYGxrl+7RoXPniGH1ye4+DEIL6eZml1iRMnjvL9y3eZmRygbaS4trTFufPnWdyo07IDJk4cYmmnxV63w74jhxgYKLK+usLQ0CADI8M4QmZzp8SJ/RMkFA9FDfGUCCkOqhSghxHpmMxAJs7sgMWJwRj7c3FCJ6BSbrGzvcfOzh6tVofdeoObyyt02zb3FpeptVrcnV9kZ69Mp9NmMJtjcmScKAhQVIVIiDfA3RMiio86/j+8cMxbAeHjx974/QEl/akRNukJ3foj5VGA+6TxSG8Zxptouk+7j7fi3IcPJemp43n6dZ+m0vw0Ia93sjef44n38JR973S+92JPA4lPPZ8kARFREFKvVNjc2iRmmmiaxm5pl1qzzpWluwyMjeDtNRmcmubDH/8k9k6Nlb1NhsfHGRsbJvQ6lDeX0IIAJdJoOy6O7DI+MsS1q5fxJIdqdQ09m2JIzSHls3zq058lr1hsVqpousnhY7NEIsQKZa7cvsNQlu6AAAAgAElEQVTU0aN88OwFYp7M4vwcucECI1NT5AZGKBaGUdoef/b1L/P3//7/+L4Dx3/x+//n83/7v/ofiFDQdZVYzARJRZZVAr+Lov70CkTI9yPLYRhy+ZXvUquU6VYruI5Nt2331U91FafnUqs0CHsOZsyAMCRyHOTAp9l1qDY65PIZIs/HMjVkScINIuKWiW5oiCjCCyJ0VXk4px6AQwkJWVFQdB1ZUzGSKaQoRER9R1ZW1f4mgZVNE3o+siIjwogoDJFFSDGnkU4o+IqFZhoUUoJ220cjIqlrZBMqnzw6xonxMaqKxsrSJqVyDdd1OX/hPM1mkysvv4xixDl87CRbO7u4wiI/PMntzTKDh09w5e4Kv3RmliurZTIZnZlclq9cv8cvPXOYb97aYCwZI2fGuLm1xefOnKLsugwbJoW8xmZtj48eOcRquYwf6hwbzPHV23f42Kl93N3ZZate48OHp/nGa3c5Pz3GctNmcWOPzx6b5sZGg587OcN6o0Rps8Enz8zy7y7f4FOnD1CrdFjpVHn2yH6+fXmBj06NMb9XJ55XmRjMcfHGOp89c4Sv3V7gwFiWrqRzZ3mNZyZG+PatTU4MZGkkkrx6a5nnjs4wX/dotx0OHT/E1laZZrPD7JEZktkiGxub7J8okBkcodttsVOvMzQ1w6AlMOMmzXKD9ECOTr2FbhpkLYN8FHFsYoBJVWK/KhCWzl6pwurKBqVSGb/XpLa3w9ztqzQ6PTaWbtFzPNbWlylX9qhVyxQLBfaNP73+3M/sx29CRIRh8HDrM/2ivniOooL8IIzz5J/HFpP/GlgYBNjdFus7O2iagaHrbJe26LZb3L13i8mxSWq1KmOjU3zoQ59it7xLvbTE9OQBBobGCMM2G6srKFEXIo+u7aFLHkMFiyuXr4EICGsLuEqeXCZBIV/gwz//qximyebmBjErxaFTZ5FEQCQZ3Lq1xKHjpzhx+gMYusLKwm1ywzMMj4ySzRYYHxkjdB2u3bjGD164+KMDx9//vX/+/Of/67+Lq8j4wmV5YQnJUyjmhpAkFSE9+OClN5wt8XRH6B2pYw9/ecP5lXgz+Hv71f83aEJv7ffAFAExNDqBh6Qr3Jq7xc7GBpKhsOd26La7+M0WXuBit5posorleGQ8m7QaEUcgeV3SmkLckPF6XXRZoMqC0Hf6RYUlgR35+IQoUoiBIKWrGIQYsiBmKqRTKWJWnDCIiJsmvuchIVAlAUSEALqJYlhIqoksa8iqhiN8AkXGU3VaikZLVnBFhISP062TjRn88qc+ztmZaUbGx2mPDvPdrsdXX3wd4bjkopCMFtKKHC58+ueYe/0KZs/B0xQWVldJxgvMLW9S2L+f9c06Q8dPcPH6VQ6eOs2Lr9/gwOlnuLNcIhYZjM3OcvnqPPtPH2Sj3MHuqlSTGpVWj3MHjnJrpUStXOXQqeO88updpg/MsNmEtbUdPvSB07zw8gpHJ3KIeIorVxaZPX2euaV19k8N0SbNjZs3OXP6BLfWa4yPDuMkM7z8yg0ufPhjfPXV2xQGxhDCot5tcvTZ5/jexZscPXmAkqtR6jTJ7DvAt6+tcubCMea2y7QVnanDM/zg+j3Gzj7LWsdmo7TH4JHjvDw/x3a3yfELH6a6u0ujWSWbMEgbGuXSNnfvzuEpMnqugCFJDOkyMSI0TSNOiB55qJqGSUTMiJCEQHgBGVnmUM7izESe4xM5BlWPVNDFdD28WpO10h6VZoNWt4uhqFR3tpECn//i7/wdRBChKMpjiydPi4S9F4GWx4+/QQV/N/Psre3evEM8leb5zmN5720fUN/ezfne2/vyYPHqXQ/vh7rmk9o9ek8/7D/V99rvba8nBEKCwO1x58Z1NldW2NnY4Mr1KywvLfH6919kcX0Zx7bpleqUA5vZs6exIgVdUalU9qg1ahSHCgzocYTtst6t48kSdr3B0r15ujg0W1VSiRi+gIFEke16lX0HZlDqXdqRz6Hjh5Fdj0q5TLla5/j5D3Dh3AViLiSUGI1OncGD08SSaWaG91HIDSCQ+eL/+0V+6++9/xHH3/sX/+z53/jbn8ePwA9hc+47qKpGKj/Zj5QpP71FsBOGTM91UBWFjbnXKO+VUDWVZrlG6Ps0ag0arS627RC3DHzHRY4iDMvs09c8j3jCQldkIs/rl3bQFEIhSMV0ZFUlvE8NNTQF703RREmSSKcN9GQcr+dhJJOEjkP4CPVURFFfUdVUsUwZ3xfEUwk8x0NWFAQSTqAQoiNkGSGgXukwUEzztz55js/NjDI5NU7ZyHBpq8p3vvM6ke8jqxppyyRwXZ79+C9w98olvDAkCCLWV1bIpGJsbu4wOjnFyuo6o0fO8B+u3uPAiWO8eGORQ6dP8er8DoYZI3PgBNfnrnP4xFHWqw3SvoMvw1K7wbmxUS5ttmj1mpwdm+BLV67zgSMzLHQkbq2s8sljR/nujQ3ODaZwtDjfv3mPQ6dOc2dri+nhFN1A4trSChfGxrhUqTA8kGaXItdu3+DcsRN8+coaY8UcQSSx43c5/sxZvnZpkfP7Jlj0TJY2y2RHB/jGlRV+7uxBVtZrNOJphqf28+riBrOnz1Pu2CzX6ozv38eta3eotDwOnzlLpVylWq2QyaWxDIWNjV1u37xLEETE0nkczSAv+WQtHTMR6z/TIkEynwJJQlZkYoZO2LJJ6hoTqszpXJyZ6SFyuowVBnRFgN1oUi7t0u10Ke/uEjMUWpUSkqTxN//mf45AQf0ZV/UnYpIkISvqYxHJx1MiBCKKHtJbn7hFYV8w66+JRVHI1Zuvs7g8x8baHW5ev8Ty2gqvX/ouawuXqHfatFo1Oj2HY8fOIxtZ4nGLndI2u3u75AYnSWdSICnUKiV6gUKr1WJ5cQPfc+m0OmSTOnaokxmaYK+0x+FjJ2k1dlAlwZHZUQhdGtU2e7sljpw+x7lnPoLv9gglDdftMDY2TtKUmZg6QjZTQBDS6XX48l++DxHHL/zuP3j+yJEkQkQEgUvaUsgmCqTT44RCQlaASEaSH3ceH0K3R8DiG+y0p61ov9H+YZ8H7aU3fNB3K+7wUDCCt/qvSgRhEOLoCnJM5c//zRfpdtrYvouqaiiSghy3cBUQISQUjXw2hWxqdJoddFVDEhIxw8TSNNJWHEmJMAwZVVMwYwaSruIRUe+08QNB5EWYikbMtPqhe0UB3WK32kYy4vgo1JsdFNUkFDI9Ab4Zh1SBdqhSatvYyPiKTi43TNcVNEJBS0jEiwMUskk+fOEshclRTjxzEkf0EJMjLCcK/MnXXmFtvYoot4h3XPKjQ+z5bdzAxjIt3NDh0Og41y9ep15p8KHz56ls7qLJBjW7TuHgflbWtxjbN8Vmu8Naz2bs5BleuHKNxP4CW3KSTa9BYfYE37vXJH7yCBfvrrLTdskdPsyVezvIY7OEVpLLO23iR48zt76IPD5IkMpwc3GBxLGz3Nyr0VAtsvtmeXFhldFnzjFf71C1EowePMxLV+5SPH2E3XKbeiJNcXaGe0s7TJ09x43VZaT8JFFc4/biKrmDh9hot1EGRtDTA1zd3WZ09gS3lrYozB6l7EWstWwmjh/jpas3cQoJpmYOsnR5AdvpktUUJLtNc3cDOQrYPzFFs+PQ83q0Ox10VaaYTyEMC1fKIlzQRYiqa0QIFAw0RSeZSKDoGg3Pp2HbyKHPcDbJYDJO6AWkM1lELouSiDE4OoRMQEKTmJ05wMGDhzBUve+A0s8djnhQ0+zJkcYnTq13BBCiH/EXT5lXUp+m+DC58rGQ532xnEfpoA9n3tvn070T/fNp0cynAZz3ApzfTZuHtN6nBuHe3TXebrw/rmjjD0thfeL++69CRGiyjHA9AtclcFy+8d1vEUUhquOjxA3GJyfY3tyiHXk4vk8qlkAKQnRJYWzfJNlCkTgme5UaL998jcGRHMcPHaGyt4dPQCadoWv7tCo16vUqS+tLGIaBEQoWVxbZau4ymM4yOjQGhTS/+Wu/yeTQFGO5YTrNHlt7a7Rcm/PPPcdEcYIwVMjGU/zRn/xr/tv//r9734Hj737hHz5/aHYY3UjgeS6yZpHKjZPMDKOoxsNcl59GcwNBFPnEtYi//Is/odft0Gq0sRIWRBGJbJpWo42EhBkzSOfSqJpKu9FGFgLN7EdbFV0nl08/BHyaIqNZMR5Uf642bRw/xA8jLENDVlUUQ4cwQjVNatU2RswkCnzCnvPQL5BluR+FTKUIUKiUGogwAEWhOJSn5wWEfkAgycSzabK5NJ87P0t6dJBPnJqh1HFoJIfYi4/w77/5CqXdMu1Wh57nMzZcoNroIDyXZKKf7zU5McjVK9eplmt85GPPUdtaRTKT9FpN9h08xN1bt5icOUqp2mKr0uDAwVm+f/Ey0/smaNoR66UqB47s58W5DWLjx7i1sMZyI2Rg9hQvXb0Lg9PEckNcW9omOXGYzbVtYoOjKIk4N1a3GDt1gfmVNTxkRg+e4tUb8xz/4IdY2NqgpcbJHDjN5btLTM0cYmOzQpDIMjo9yr3NKqPHTnN9YRNraAZZuLx2Y4mpowdZaTqY+XGsRIp7m1vsOzTD/L0NpmcOYnsBqysbHDx+mtdfeQ1JVpmcOczcjRuEvksqZdFrNtje3kOWFQ4c3NcvMxK6BIFLFHlYqTgTmSQREiESiqmjylK/rmbCwrBMjJhJIpPEczzCICQlBBOWwWgqxpYsYxVGSOfzWIkEidwgURQiKxpDYxOcPHEG0zB/luP4kzSJJ6vJ8eB/6AOhPQCBJEtoZgxF0VA0DVXVfuRF0v+YLBIRvZ6NJCuoqsL3v/1V5KiHEtlEKExMzbC3s4oIbZxIxjBTBGGIZpgcmJwmmRlBSArV0irXr92mODTOsRNnqFe2EUDCMmn2BLVag16jzNrcPLrqgGKxtrRApd4ik42TH9mHkczwm7/5X7J/cj+5XAEngE7pDq1Wh+PP/DLjI6NIgJXIMFAc5vf/+T/70YHjb3/h+efTqSqNnS6TQzOUdu7SsCvYvYBibpQQ0JDwpRCQUCSZUBJIkowk9bUY+7jvDQdM4tHowCPRRfnBF+fxFccn/f6kvx/d/1i/J7TxJehIEV/+wbf5xle/yty9OaJmF9ftEdcMBKCpOpIbkLLiyJpOs2fT6IXImSxKJoduxpBkHV8IbEAWMq4X4QcyXqBQbbQJUHFCGTmeRjZiaIk0HUXDtxKUeyFbHYcOGr4Zpx6Ab8RxVBNhJZHNNKGRoo2KWiiy53k0DQUvHafqeajJFEdOHOf02TNkBvLMnj+JUsggD4yxpUWo0wf47vdv02zDvas3Udc3yMR0CuND3FpZotmxSagxSnu72H7InYVFGi2fc+eOc+OVS3SW1pk5cxA1k6C7WyKXLHJldYHRfft4+dodMjPTdD3Yq5WxDh7h1fk5Rvef516tTc0V7J89xqVrcxSmp6l7EsvlJkOHD3H59hp+Oo6Zy/LC9XlmTp9gaavOumMzdegZrt1ZYHz2ECtlm91eh9ToNC/eWGRg3yTbvYC57U2mTp3nB9eukxmfpOoI1qo1hmaO8o0rr3Hw9DNs1WwWaxUK+47y/VdvMXj+OBu7dbqoWOOjvHr5FtPnzzF/7S51p83IzCEW5u6gJROorkB220iNGvl0gmNHZ9nbKSErEvVWE8kLeGb/DPdW7pE6cAA/V2RPT7GpKKxIBg2tQEPEKfnQy2Qp2x5CmHhGkpYwIDRwHI1GqOFPzFBOZtCViESqgCIk5G6L/YMFdBSGB0cwdRNVVe+vnr+R+/foHPjRAMTjYcwntxf3F4fuUwqAR/MXnx6Vey/Rvbfuf9rxd0MTfT/yBB8Hwu+tf/8ZJ/VzRZ+yaPbmSKn8Q+SC/LjzIR+YkCTU+yoU2aFBCCL2trcwTJOe7zIwMUSj3eDo6VNIqsRHPvAcSdnAc1y2a1XGJsbZruwxNjqFJeJsLq2xublCJPu0ey66oWHIMvlMAbcTkC0UaDRq1HsOcV1j9d4coezT6DRohz7njp5hcGAQkDGMOEga67dv08BlJJ0nls8zMDSKGsoYssof/Mm/4vOf//z7Dhy/8NvPPz+s77JXbZIbmqC2NUevtYnj2ORzg/i+i6L+dKoKisjnxmtf52tf+lMWb9+k02zjuj5WzCCUFTRdRwp9hoaLfXXZVocggng6RSyZwNA10HUkIfA9H0lWiHwfL4yQgoC9ehffDwiApKGiqzKxVIJQ7YOLTqdHt+MAEM+k6LY6fcVpVUVLxEml48iWRRSEpOIx2q0OhhVDM03qzS4x3eD4M89y+uxRUrlh9h85DokEuYkT7HYdsmMHeOnqPI1mj8X5OWrlKpm4ycBAhjv31nE9D8OKUd+r0OwFzM+v0W13OXXqMBdfukSl0mB8eppEKsnW+jr5QoGVuzcYnRjn8mtX2Xf4CK4X0mzUmZya4PVrc0wdeYatjRLNns++o+e4fPUq+aFRXF9QLm2TH5nk9twCA8UcmhHn4us3OHbyKEtrVcoNm/0H93H79gL7Dx5hs95hq9JkYGSaF165wtD4BNVynaXFdWZOneHa1auk8wN0uj2qe5sMTh7m9ZdeYPLQSUqNNltbJfYfPMT1117nwOFj7FVa9HyJTHGAW1dfZ/b4Se5cv4XjdCmOjlPd2eyXrRIhugrtvTKpfJZjxw9S2i4hIo9Go4MQEQePHGN+YYWBmVNU4qMsB0mWgyT32i6GprPXDim1fLx4mq2yTdkWkDZpBjK2quGYcdZ1hcTAIE6ooGgWheIAru+juA0GxvZhGgbZ/CDJRAJd++sTsfqps7cRXOurvvdzHjXdQJIVJFnGd3t4TrdPJ5dVep0Gge+hGT+dz8rHTaKQL2L3epQqFVJaG7vnUxw7QrXWYebos6h6jBMnn0VWTaTQplTeZmRojEbHZqhYZCifZ31znfWVZeK6R71WQdckNFUjVRzEdRxGikmqtSaO62HGE6zcvU7PD+jUGggEJ0+eJDc8jZAVJC1B2jJYXbhMp2eTzhXJpDMMDY0hAYqikEym+Z3f/gc/OnD8R1/4h8+fOpJmfHSWKDJp2y067RZ+T2Z06ACKYRIJQaRF/VyE6EGJDem+qKryWNDhrcIc0sNNkt6afPukHMkH24+yQiFkCUeGld1Nvv21ryMkQdaIoesKvXabbrWGpakEIsAhotPtEU8n8SUJocjoRpydVpdKFNGJFJoo1DxBIwBHjdFTdRzTRCsMEplJAtmgZ5jYRozdIKQj6VRDhSCWoqfoiHgKGxU5ncVRNVxNoy0EPUXBtUxCZHzPY3x8hGc+9AzZwRwHD+9ncmKIgWKBRqdLVwguz88hpWJ87yvfxWuEzF27wd2XL2K2qxSLcYSpsL5XwfdDpsb2gWmh6hKu6yPpMaIoQk8lWd/cZnJogI2dbbbWV+msbnL0xAmuz9/DiBQajR6tWoWBbIH1xWX0mI7XtGm2OgwMWqzcWCA/MU2jabNZqjA9c4RbN+dw43ESisnS4gK5iX1sLS0QRqBYWZZuzpGfnqTb6rJX2mNg5gCL12+THxqlVK+xt1dmYHKIu9duYxWGQPhsrm6TnRxifXUFOZ1E1gwWF9aYOnSAWwuLJAeHkTSZu/cWmNq3nxt37zA8Osx2tUzVc7CyKbZX11EigdrsIlfL0OlSjJsMjAzRdGwiRcYPVW7cnMdzfWQPTp44QDxp0FFVOsJES1hUhUSJODUjTcVIsBNpbPVkKlqKvVSWtUAmzAzQSWTxMikamkJbgkCVSRYGcGUD23VJWBrjI0VWN7b4zvdfZGhwmNHRUYQQbwEWbzyvHwC3d0Y6/YWZJ3BenzDnHtl7/3pvN+f6OcqS9KDd0+tPvrtrPvn4+wEW/yrO8RiYfpePqKcpnv44weG7v99+fKifsw25fB5Fktjb3saIx6jsbNHyu+SHiowPjxJTNBbuLVDa2cKwFFQ1ZK9Rw4inKBaGyWWSKIogknQ6ts+HnvsQG4uLBF0boejsVivE9ARoJr/6mc9haRp+4NHqddh38gRjhTGGRyc5cegkdtdGNRREu8taq8LIxDiKbrJveIJQkiEM+L//6A9+LMDxH//u//r8yQNJcqMzKDL03AinXSYIPbLDs5jxPIHXBSQk+adHNEcCQr/F6tIiL3zrS/i+j2HFUHWDeq3JXrlOPB6j13Po9lx6tkMml8K2XUQUoesq3XaHVruHJCsIIeh1unTdEENTcO7nNMaTceKm3i8Yrmtoukat2kRWFdpdF8U06dgumWwKZAUjYaHoBrKi4keiz94RAj8SqDIMjw9z/PxHGJucYnpmkrGxYdKD+6lVyij+HrduLWFacb77re/RbtvM3b7D6xdfIfI9sskYsqazs1vBjyIOH5wgZugokkSv5yBLoCsy8VSSleUNhsbGaZa22FjfpryzxfFTR7l94y6xhIXbatKqlckPD7N66zohEoHTpVWvkR8bZ+3uLbJDw+ztVmg1K4xOTXPnxm20WIxUtsDCresUxqfYXlvB8SKsTJ6F61cYnZrGbrUp7W4xMTPLjdcukR8axOm0qG5vkh8dZ+nWDQojYyAitjdWGZ/ez/bKCqEko+sqa8ur7D80y8KdObLFAqquc/Pya0wdnGFp7hbF0Qmq1RZ7pR3i6Rzl9RVUWeC3W3R7PUQYkE6lyY2OY9sdZAGO63Lj1hLQr2F96NQpslaIjI9QLAzTpNvr4UcKdSVFXU9TVuKstCPc3AidZIEKJt3MEJ1kkU5qENe3kZBQ5YjC8H6EpNBzHCxDZmykwMrCMi+/+E3GxycYGZnknRguP7OfrIWB/3BTFBXNiPXZjPfrQ2pmjCgK8RybwPeQZOWHWkz9SVsURSBJ5DJ5kCVKW/dIFA+wu3qLXqdMKj/CQLGIosisri2xtb2KqYQgInZLW2SSKQr5Qaz0MJIagBTQaNo8c+ECK2vb+K6Nrkhsbe5h6BqekPjsr/wmptZGiIiuG3D42AlywwcYKAxybPYIURTihCq23WVtc42xqSNEQjA5Ng30600qivr+AMf/45/8zvP7J7KIoEetUUGJspw8/kkOH/ogCStFIAsiSb5PORGoQkJEErKkIMQDhyS6v/VNkh9VWnxw/EFtuLendj3JfhiBilgoI3sh+eEBqhvbVBpVYrpGbiCHXangtRroiozbbBITgiByCaQQuecRUyQ26w3MZAphanRNC9dQ6Ckqci5PV1WJEnFcQ6MrZELVJJnL4ikqgaTiKiqRZhKZOoau44YeZtwiRMIJA1p2B6FJoCp4YYikG3QqVQoJi8FknI89+0Guv/QKYwODfPkvv8KRI8f4t//flxBOxNbdFS5+7TuImsv6jbvIdp2Y75IdzFIWMk4k8CSZ4vAY7XYLgi4D6RiJVB7fFXSqZTrdOtV2DyuTYme7QiqWRnN7bGxv0St3SMZk0tkinfVNxicLrJVK+JU2Y2aRUmmd3EAMP4io1XaI6zLtnRIYAaYmsbWyQmHAolupgRAYlsbu3DKJXAZZlZGDkPxIhs31dQpWAkmOaJT3mB4YpLa+yr58kRQaYafBSHYYZ3uLkUwaZI3q5hIHx/ZR3iyBa5PPZKhsbnJi+jCVnV2QI1K6SXd5h6GJaSrLC3jNCgNanPbWCsOpOClM4gMxypUq6/UtUnmLbGaAUrVOOlOg2+oSiJCe3eTg+AB7C3WK8TS7m0t0A4meCLF7Tdr1FoGi0hDQEDItD9xIxTNNSrrGjhTiZ/KYVg41NGkHXYLQJ6lLjGRSpGNx7tyaZ2Jsmk9/+tPomo6qqffVRB//7j/AivcJIf259LYT5j7tFHgynfSt6qRvLdHx1rn5OK30jdd3O5/fLzD3TrTdH+5aTyhRIr0B3N8aSXwUZD/e752v+TTw+NQRP9bn3b1VD8mn79j+4T1GAlmSWJibY3HpHo12ne1amaDnMjU2gb1dYn5tEdtxKC0tcW91AVlViQyVm6+8zPr6MpIT8vr8XYyRAhPjYwznBpC1GNPTB7C7XZxuG6fbJorr2L7L8MAoG1t7jBQHadeq2K6Ni89AIUu3WWO7usvQQBbPs7EMk0Quj+SGaJkkpw8cZmN1nSimYRk6f/iHf8DnP//fvO/A8X//x7/z/NRIloSl0KiV8ZU4x8//AjPHPoKZGOwzbmQdSZKJQg9Z/ukohB3XJXzPJpnJU6+UqVaqxE2V4uAgjXqDXs9BFRHtrossBJEA1/UIPJ+EqVEp17EsE1XX0Q0DLwgJhUxuIIdmxTATFrFkHLvnYiUT6FYMI24RSRK+H6AqColUgmQyhut6xOMmtu0iyTK1aoNIor+QJ0mYhsZeqUoum0QzU5y48AkuvvhtRscn+fqXv8mBmVm+9G//HY4XsbS8wYvf/i6dRoOVpRVcu4sIQ0aycXpuQCQihIDRsSHaLZue62FYJolkHEVEVBstqtUGrueTTRmUSxWshIHkumxt79BqtYlJHol0nHqlxthQnM1Sk06rTa6YZ2d7l3QqRtcOqO3tkM0maVUrBJFMImmxvbJMIpWkUa4gKyqpTIqtpUUSmRSoOkJSKIyOsba4SCxmEgYOdrNKbmCQeqXM5GiKTMKk1rQpFhL0Om1UK0MsmaK8ucqhYyeo7u1AFJAbGGZreYVDx/v7FEUmrkKjXCI/NES7UsLutIjFY2xvlUhm02iKRraQZ2dnj82NLdKJOPmhAZrNFrlMgmq9haZpdFo1xsaHWd9uks3nWFtdwfE87K7N5sYavucgKSoiEriui+M4eIHA9UJ0M07PcVHNPLH0EGZqkL1yBc/zCKOQ/OAEppVjeXGVwaExPvWZX8eNVMyfjqn1M6OfBxgG3n1l1n5UMvQ9RBgiy/LD3ElJ6gNOSVHe7frrT9SEECwu3GJp8Sa1epVqpYzTa5EpjOK091hdXMaLBKW122yuzxEKCU2Vmb/+IivrW/hhxOLSPRLZIaaGBygOThJP5ikOj+EEEV67jNvrIouLuX4AACAASURBVLQEvZ7NwECa3Z0qg8ODNOpV6i2HwO0xPGBRbXQo720yPDSI7bpkkmkKuRwBEnErwYnDJ9ncXEbXDcxYAgmeChyl91LHa2DQFM89W2Q0nWKgMMsHzv4GQ/tncdHRZAg08IRAVQQry0tYocz0vgMEISBUkAVC6qssvSHt/0Aa+wHgexRgwhsZkm8a+DvQ2h794J5mDxxL+b7qa132URSZP//3f8GX/vj/oduo4/Z6SFHI9OQk6xsb5HIFmo5DFDNQfYmYJlFXTVLpFF63TRjPELSrWIqO4/vETAPf7aHK/UT9VCoHmsBxHGTbQ0lZ+K6HE3mkhYJLiBxJmFqMVrNBMqbS7bZJJ1P0ui66buLbbbSUgW33KBaGqOzuYKbiON0umqH2I4YCNLk/ydRQkNTUfr6dqtNwbYSq4nd9fNXHtyNG0ya/+MljlNotLi2WiKkWQ5qg5/rc3ayiykl8p0ssZSH7PQYsi1QyQcPuIMcMwqaDGTdxowC35jI6Ncnm9irJgSFUSaLtVNFUC60DbbnN+OQ0WwvrGEkF4esEvRbp4VFErUdgCLBMmptlhmbHqG+XSSkGflym1WyTTGcIWzYWESJu4TZbaPkiRiSoOk0GpifYuDXP5MgEpWoNQxVgqXT32gwUx2hETfxAJpXK4Fb2iEyLhOzSa9UpjM5QrpaJZwqs3lshnpKYPTFNuROQNBWknuDi1UV0QydjJmn3PAjafOKDx3FqNopuMHFgkiiZQVgJdMui0+1hplPYroeqG3iuSxT6qHJfITeUBb4QxHQTWcjQa2LICnoYMDU0wgc/8BFk1UTVdGRZeVik6tGv+qMLJn0Fs0dKStynez94fXxOPApo3k2E8v2LYL0f0bxHQehfCVW1f9UnHH38OfXGOd4Mxh8Fdo+Kd72Xaz3d/qqEcxAyKoLN+Xm+99L3ePG1H7Dl2fyj/+V/g57H2qWrfPPmRS58/MOUFubZqe3RaXhc+Pmf5+tf/FMy+SyFQpFeQuXCcx/k549f4OaVq2zv7bCytoxGwOLCLZY3l1ETJslUClNNsrK+w3i+yPT4ENu7mwSRz8TYMCWvRTKRJAoF4xP7GZo+ykc+8GkSnYBe5LG5tMLFq69x+Nln2D88wW/8jV/n2vXr77vvMVBIiLOnDnKw6JAf28+RD/8thseP4kegGnkefJ4i8lldfJ1UusDE6ARtl//oKaxCRPhOnZSp8Bd//qd85d/8Szo9l2anh6bKTE8MM7+yzWghTbPrEoQRmqqgyBKSopJMxQkdB9WKUa80SCdiOEFETFOwvYC4odJxAorFDCIMCXwfx/FI5dJUy3Vc1yebTdLpOphqXxfAcz2iqP9/Kpm06PVcDE3B9UNilkmrbZPMZmlVaySTJnbXQdM1XMdFAIauIcK+r2FqCkbcQgo8bNvBj8AJIohCkGRSSYvPfuYDbKyVWFjcQovFMDQZu9Vla6+OqSn0vADTNPA9j1wxRyoVp16pE7dihEGAomlIoU+13mHf7H42VtYZKGQQQUjH7mHEDIJI0Oz6HDt6gIW799B1Dc/1iaKQsfFB7HaXQDEwVIlqucbEvknqpT08oaCrgkanx2A2Qb3jYmkKsZhOq94km02hGTpbe10OHt7HzcvXGZ8ap1wqk7E0HNmkUa8zOjJMq2Pjug6FQo52u42p68giwO72GBwpsrVdJV/MsrK0QTqmMbl/HMfxSKbieEHI1SvzqIpMOpOk22zTCyKe+9AZuq0msmoxtX+URDKNnhxCRP3oivRQOEqi2WzQbDaJG2BaKYT0BvU0n8/TbVUQUYgcdhgcP8xzH/wUum6CCDGMOKos/SzP8a+BSbKMEUs8/FuICNfuoBkmumH9BEf2ztZXlIXFhdu8fPFbXL54kWarxf/0P3+BCMH8/G1ef/VFLnzo4yzP38Bu7tBpt/noJ36VP/viH5FMZ8iOTKIpMqdOn+fZZz7K3OI96pVtNhav0PNcFubvsbezhy6DasWImzo7m3uMjheZmBxjcWUXlX4+dqtt90XLQomhsSnGpw7z7Id+hdDr9MvALc5x5cZlnjn/QcZGJsgk0wwP5C4LIc69+d7e05pMEEYk4zoTE8NMDe1neOoQIlLQNIEsQvzAZ6u8DVGbrdI6qUhlYjIDkoksJ4iEjIToC3pEat/Zk8X9Vez7dFYeVO94+1n/JED45hyhp9FYH/z94DWSICBks1FmbWGR0vwKOT1BPaz2hWyCgLmlBVJxi0wuSW2pQjZu0uq0UCwFxfbwnTamLHC6PqZfQ1U1pDBAtmVMIYhEiBKC3a73aV6qguqHSIEOPRtDVRAtFyNl4fUchGZgBB7CV4hFAaLtI/Vc1CCOJDzkpo0VCezdLWKRS8wLEYGDqRnE1D49JBaLIXsQCJ9A86g5AUrPRhFxROChxWPETQUrH+tHnUyFqcI+vLaBmorRCkpoTpEPD0/SsWNoZptms0ynqiAZAU2vhuqruMLGTMepNDtMFXNsuA51r4JtgemFNGpVUoUMrXqHYjqO7nhUSzvIcZMosAkil3RBpdJaJ2ZkkXBwWzWy2QTNvTISAlf1EB2fuAI9XLpRj1QiQc2pEMtaNKs75AoDuIS0SmV6+DQrZYTdoZc00V2BYZnYShcz7JIzFfB7xMeSyGFIIpnB7mRIpC3GJk+xvVdneKxAy60yNDRCsumjSDJ6xsGTjlGr1rBbe8TjMqGc49rcJkcmBwkDh9XlZcykiSKDjEYowFZ0NEVFNgxiVowgjMgmMyBATSQQksCIBJLwcUJBt9Xm0LHjfOQjHycSMsEDsWJFIgojZEl+WOYGcV/I+rEp8Wi078H3/tFj4rF2bxx7d9H9d8sCeLt275aK+XYKqW8WBXq3x97pem8dr3iHc7yp9RMjjP3zPKnd4+N4p2u9M5B+p3ZP6/eu+0gRkSRRLA5wbOYwr770IinT5O7iHE7XIWVoPPfcR+m0eyT0BJKzw1qzQvTqa/ziZz/H9OgIf/zFP2b/wWnufPPr3Hnhm2hJC8n2qVZKhI7TlygfmySSIG5ZaLLOriLjOx08r42hwlBuiM3lFeIzQyR1jb3NDbbsLteXFxjJjzJsFglDn3bYYXpykF6zTCueoGfb7/q9eU8WhezLeyQLwxzbd5iB8XP4wkdRTXynhterU63soigKW6u3aSbSDGbTuI5DLDXxI+Wd/thNCJr1XW4szrGxfJtkJkW5uYvj+fRcuDm/RiJhkRsqUppbJWHFcB0XWVPxXY/ynosiy4QtG0WWqbdsBNCjPyt6toPtuLiu238fRP+ZZvdcem5fbbXRaOMHEd0wxNT7dcqCMERTFRy7R8d2kCwTkOh2eqgIOtUKMU1FivoqraokMEwNLxSkYhq9AJz7Qj31ehsQREJgqAqWLqMoOpZlEgQhjuMxuX+CTqj2I3n1BplsirF9o7iuTxQEeJ0u5VqbpC4T2jaqEDiOSyIRo9boMjxcoGV7lHb3cFwfJEG51iBXyNKoNkhl0ySMkK2NLXRNhcDHDQKKhQzlShNDBikIKdc9CskYu1s7fcdREiihIGMZdNyQTreHkUnQbPf6n1W5QaaYRfFttldX8IKQSq2O4zj0VAnDcMkmTFynixAhCUuHwCEZN5FVhXw2S7MbkEgnOD+1j/LuDqMjRdrVOtMz03TaNr6QSQddTpycwel02au0ME0dMwy5dX2eAwdGAY/lhWXymQSyvPTYV0wyEkiahaWFSIFEYWSyf0DW4D6wVPCxDIl2ZZeJo5/kYx/7JWIqb5tb9zP76TQRRTh2f04C/bmYzOL2OniOjWaYRGH4ln796ORP9lkqKyoIQaEwyIHZU7z+4jfRNIX1zRU63RayBKfPnKDbaZJOZ6hXdtmpdHjt0gv84i9/ltGp4/zZn/xfDI9N8voPvsKNa68zkAppt3vslKp4ATQqNXK5JIamoltJTFVQr7VwXR/PtUnFFJLZPCsr6xSLeVRVYa9SJXA6rCyvMzg2SyGTIYgi6u0mwyOjtNotOp0Wt+/eeOq9vbdgvpDQNQ0rkafXDZEVQRip+EJCFhG+4tPqVbHbO5iqh+K3uXn9ZY4e/xiRFCAk8z59TqYvy9uXX5WE/JB2J8T9WpDqAwLdW2lhTx3emxy+t3NMH4JHIJQiJAShiPhX//IPcfbqWAkLYZkIx0dSNETo03Md9qp7xIwIvC6WIRByREoCx20RRqDhI/k2akxHl2WC0CfwfQxNx9R0XDfAUHVCJHTZR5JUJFXgBT1yiTi21n8fEgkNxxa4vksmlyH0XFB0kGVCNyDSZCIUhCeQNQs3Aj8CwggRQbvj4kUSeiShmAq+62OqcTRLh1AnputEaoIo6qGpMYQUcfHVewxm0uTUJAPFJLc2tunaTfT4KLKiY0sKupkjm7VoOD6OpiCFPq6s4vbsfpK7B73EII7TI/r/2XvPJ0uu9Mzvd9Kb6015077RjXbwAwyA4Qw4jlpxSZHcDX7gUgxJG8GIVaxWHzZC+q4/YBXyio0lGRvkktQySA5nx2E4MAPvGmiD6mpXXd7ce+v69Ofow61GN4DuRmMMqaDmjeiuqpt5MvOczJP3vO/zvM+rLJrba8zNTNFs93BjjU5kYzljJHFKJC0qhqIrQnpuDl0rsB0rjABKpkO7ryE9i1i3SbMhtTjBQKcfAF6Jga4zTBVyGKIrk2YvA7PObiPEyvL0ex2OHZhnaWMd6XhI0yXVNAxVxlWSgTJpxzVymcPuesx81cTWA1LbwquWGaqE0kCSbocc3FdlECmGkc7ktMN0bZZut8Uw3KDRhDCKCZSBaSh8q0Da75FYCVFigTLI6EGWoisDpenoRkrD99EThea6aKZGmkksdPKWy6NPPsNTzzxHKgwylaHrAvZqIQkh9oRx9ubDXV+Q93pxij3H8w5zRLGnivrZc+nzOJD3+yK/176f5zg/jd39PHfSZf6ZnZVbjv5nB8Z+Lldw3+OrSNDQ/TyaMPnlLzzL8xfe5vLCApXJSR458wiNZpPh5SvMTO9jc2ONIEt48Ngxut0uV2TEl776FXqXrvPe2+8z8BX7ZmfIhkPSOGIYRxiWoOjaDIOYuB+w1d3h+ANHuXD+fZK4gGEprq2vMjk2RRRqJEqQd6rs7u7w4OPHWLl4gVcWVzA9k8iMqJoG0/P7ePP9LfR7FI3/aUwqCDMdMz/O5YFNBQ3DKoLK9sZXkmYJ7d0tPMcgCVq89eaLnHj0q6RxD9Mu/Fyu62dhadIHzeXP/v0f0NjepFrOfxSclUqSScVwELC+l2ujaSNVcdM2MZKEfpiiCYWpC5I0xTZv5iwJwijGNDRyjkm6x9RJJSiZ4ZoGMtMYBBFuzsHWNaIEiuU8YRjT7Q8olvKkQYht6qMcxFSipBqtNIRA0wRJBr1BQM73UFlKdxCSZtlHqP8gTXEtHcsY5Z66lo7p2Mgsw8qNqFtn313E9vKUyx71iSmajRaDKKZeLyGlAtNAF1AzTIIkQ0sTPEsnUBr9/hBHU6RRiGcZDAdDpFQsr+wwP1Njp9EBpRBJjGvqhMPBSPjHdbDiPjLL0E2TRCkG7S6O79HuDrE9F2kaJEHIMEkxrdEYlkp5TF0Q9wd0GSGqg0GEWcjT7w2wLZOw3+fAvkm2tloYmcK0LRACXdMo+A6ZVEgh0HWdzc1dKmN1LMvEcn3K4zOoNKFScNlpdtg3VWAYpARqnDFhoqbnKU8P6e2s02730WU6qgUqBL5rMux3ESiGyW0y/Koz+gHYlkHS2QAEwjARxigHzjUlEo3Hn/gyz/3SV9F19Yt0xn/IphSargMCKVPiaLj38YhGLuWn9VA0/ef5PX1/NiJxCYqlCirLePyZ5zj7zutcW3id6sRhTp55grXNNTZunGN85gCtnVXiYcD+44/S6u6gb1znma98g521Rd578zJSLnL62AyD/pDdgSAZ9HBMwcRYiSCI6Pc6NIYRR0+e5NL77xMMI3JWxI1r6+ybKRIpg1galPMu/cGA2aP7ef/cW+xuruDlSsh4QKFcxzYt3nnrRfYfOX3Xvn0ux1ETgn3zB9hpZihfESZdMAUpDsp02O2u4HoRq1eWGO5sM13yeODwU+iZR6rb6OhkQkMKtVfwHpRKkYw4zEIBIgVNY/Qs7N14cVNG59P5Vp+0e0Xc74hSAoKRg3W0NM3/+C//NW+9/w4bzW0G77xBp9sjkxJl6KBp7DR2OX5ohkKuSLvXZXWrgYqaFPI+pUIekQTY9jixEhhSMQh6hK6JxESlGSodkhiSTiegVvTRtQxpWTi6QZQohG0jZEavNyCTI8nqrU4fQYqFYKgkntBGNagyQZIppFSYmo6m+2goatUKumwiAVHMY+gSjzwaOlEqsCsupAbTFrSkwKvkcNIhOX2SvBUSZhmekeO4P0kyLbnWqaCGKVrmYOiKI9Mmq32fjayKkTaQwmQqXqNagEtDG1vzEXFALe0we7BCkCYcHC9gKpPFZIwo7ePFMVZS5HilzUDo3OgZJFHEVNHBLmg8UBpjremyHXYIlYZfKFDrd5iZqHElDmltDxmkCnNiilNOleYgZguJFWv49RK+3iDRLdx6nmPFI+yKgK1GgIwtDLvE9LjPrjAI+n2EHZB3DCbKEs13eHezRz7zKBQmeOhImdW1NmR5ZmszvLK0TVn1iTQbkXjMje8jCm5w5tQR4qFFr93Gqzi0djSUZTJIe7iuDdIiGATEcUwQ9pmqe2i6zli5gFeuYfoOL7/8Akf2H+S//Oe/T75SJ5ZyL4qqo6Tcmx+3nDoFI4rPPRCzO9FSb86NT6qyfmxS7LW9X0fik/PuTu3uBw272e5ezIH7QSo/2f9PHuN+ruvTCCbc7QV092N8MsfxXu1vCeiMdr+3s34nu1+U9X7a3fPe76UVaJbFocNHWfzwAvsn59hpdZg6eJBQCHL5EscOHKa1s8H11TV02+KBo0eweyGXV65hFgrUDxziWHeAXS9Scl3Ovvs6nW6IXbAZBLsYpqBomGiaQyeKWLxyBcM26KUhqIzN3QYPP/vL5COLi5c/ZGNzmyyNKF9tYs5XaPV2aF1ZYSdu8fSZM5z77ll2hUmURvc9Np/HdE0wu38//WGCne8wbF/DcvI4uSkMK0evdQOVKbZWVwh2r1EuOMyfegDLclGadcdjyixG0627/v13ZYaVpzZe4Pf/1f/Awvm3WbtxmXZvSBQnBGE4otELweZOi+OHZ/FLRYb9IUtLawRhTLmYp1r00JVE6DphGGP5Pske+msZGv0wRaEI44RhGFHM+bBXusFxbII4w7V0MgXNVm8vN0rS2u2NFphCEMUxjm2NlgtCQ5ERxCm2oXBtG00pKhM12N7F0ASmLsjZJkIbvSOCVJFzTGSWYnseaZKQy/tEYUyh4DGZj+ikYNPn8L4KwrBp9SSuVSbrbYNtM1v2GCQ6upNj2G4gUPhxl3pF8GHDAd3ALRaYJqJcrWDGTcarVRA63SxHFIXYexTafaUh0ewEm12dqNvFKuQolQuMVfPsdgaE/QHoBprvY5EwOTdJd7fL9k5nJFxTKTI1VWMQJkR7ZU6mJioMO10M06Q6XiNfraHSiM2NBmQZ+YJPtV4hyEzajc2Rk+87TNdcMnRWV9YoFzxKE7PMuhGrzV2S2GNu9jAfXFnBc02SbEgaB+w/MM3lD69x5OhBMgzW1rbJF4skgGlZdJodxqt5BsOIKJXEYUQyGOBM1EE38YsVqgUdtzzPi9/9DkeOHOU3f/e/ZW5qFl3/RSLjP0TTdeOjfEfgU6iiphskcUiWdj767KZCK+x9339CSEdmKUJoGObf7btTNywePv0YN66eZXZumo2dDhPzeVKpqBTL6AdO0966ysryCpqVY27+CFm2j52tVSzHZWJ8khPHj1As5inm87z97gcQ9bBNQbOdopTCNAwKZZ9EtVn8cAFpGDTbA3KuQa/doPr0c7ieydXzr7O03BjVuy1scdj1aG2tcfGDdwiDiIcff5h3XvoB6BbjE/N37dPnmnW6oTM+U0FP91P0Z7m6cpH6wcMYRoGrqzd45+1vE7dXaG51eezIUdJMYlsuhhjRQTMywEBTKbomybIYNIFAopS2h0aO0L+Pr89uR1U+vcC5fZH4yQXQ/Sx6DQWaFLjC4JFjpzj5+EOsb63z/vkPqJbzDNttgkyQAZbl0h+kSNUlX8jjdgNSGVLIF7A8HzFM6MQpynCwZIjQNdI4w/LzaDIib2louRyDaAMpfEgFqZnh6wKdlDRQ5DVvVNLEM+m0uvi5ApAwZns0sggbSA2Ja9tEpkGYpuRcEy0dUi7YWIZCKzigmQwdE9vIcFMTT3foJzpOziWRCUVTMEzy6JaPpVkIM4/rJihSHN9AeWMElobhG3jYqGGGVrTI5xOqqUcsfFQaIHSD4jBHsWhQ8mzsNIdSZfKRgVMwKXpiJO7TlRTjOsPYwzYikiSHa2UEps5krgr1AOwi/V6CnTNhYFGvzZBpBoaMiaMAM1fAp0wuZ6DRYztu4Zgerm8xqymcGJK0hNQVetTh0IF5biw3Gdcr5Ks6maYhBwNSx8BVPvOlMprhk7X7uEaI0g0O7M9jZCbDOKLf1SgVYqZn8niuycSgQGEo6IU60nMplwzq5R6TlQJdG1q7CcIpMsx6TOWr9DpdxuoVdhpr7J+eYnenRXFygsmZKtdXN/Fth+ZOl6puc3j+EL/2q7+GV51gkCQYOmhCIZTaQwFHSP1nURU/S3X05mef/PnJeXW39vdjPykCeTcH736coLs7zJ/tbN2Ps3TTCbzL2bmzU/lx2um9+g23R08/W6jmfu0nRWnv+S5VAlSGFAJh6Tz5ta9RPX+BjbDD6eOn0YWJ5xq0Wj2aO03KM5M4ORvf9ZgamyIVAn+iztzj05x55CnCXoBrW/TWW7y0/gpb3S00M6Pd7+MLQbvbIIwyguGAsXoBwzHQhcnk3ATdoIeX5EiTiHzJJ00dOlstFldeYqycI9QyLNMhjTNy+QKbW1u02q2fxdDeYczgUK1Mp3CEfG0fO+uLjM0/hho02Fo5x8Jb/4n+7g5bzYjjpx9EZUMsy0bTNOQd8l3TuL8Xcb/dcUz+XhzHm8jcg6e+yJEHH6O3fY233vg9CsUcSikyKTF0HSGg3Q9JlaBW8vA8B6WgVs6RKxUIW7u0gxhbgBaHpFJ+JIRXcE00w8HL57i2tIZrjZYotqGP0ETLIg5C8s4I0TNcl91WB9uwCeOMciWPiiISKZFS4bs2/ThFpBkFzyJMJflyAc00qVcKWLoYKbi6DpZloesadhBheC6OBrbnEMYpjmNiCChWq2gOaO0BbqGGayZEepn2oIWjAgZmDsNIsD2DJFSkQserTCCzDC+x0RyoVE3CZHS/fX1AqTqGGTuUizbtgcLNfAaDASoKwSuism10zaXiFkiLVXTbJOg2sR2LQiYp18ZIMciylOHWOlKzcCsTjLkVkBlxZxu/XEX0OljCgSzBzRVxLYMgCJmamWBpM8DSYdwpYxkCVwSkRgFNWOimiWXqSAWG56BpDnNWF8cyaUU2aRhSKfhUxsY5U0jZLJn4Vo7OQJJpPn6pxNhUj9rEJK3AQG10MAoT7HauUqtNQjvEKo7R6i4zMzPJznaDwtw0k2MFrlzbZsLJaPZNKl7G7MF9/Npv/jMmJuYZRgkF7xeO4z84EyMhHKluBs4/bml8K+j3SfUA7SMdB0kWx6RJ/LG2tuv/PK74rpYmEbppE8QJv/Tcb3Fp4W3WtxqcPP4g+XyRVBYJ05RWu09lYo5cRWJaLoemDuNYFvlCibmJX+bEw18lSRWebbDR+F94+7XXiMOIOJXEcYIQGu2dbZLBkKAfUqoU8V0LYecYm8wYDHpoegEUTNTyxEFI2G3w8ovLTIzlSZWBIEaXEaVqnq2tBn/+x//nXfv1uWZdJhPWdy9zav8DFMtjrK1eZ3HlHB+cfZ1MBkT9JY7NTDBeqlOvTtI3JBeWFjlplcmPzQEWCmtES80EAhMlRxFGzRgJegh1K3drFHQfRbblTV9SfBqRuNei8NPbPr2vhiDWFJnKsFOF6kTM5Cr8d7//L/jWH/8hveYOjz31JR569An+1//533DlymUMOeTZLzxKUB2nXC3R7oUkYcpUsULSjFGajaUy6lM1Vhu7JELDyARzY2W6OlSLJSwzj4WBUTTwVUaYBiSZRBgmbgKu5xHGiur4JJqMyZsmw2GfYsHDNCQaOt12iJsl1Ko5SGyiKKA4Oclutoll5RgvVvDyDlkcEHRiRCoReg7fkcS6ZMzPo3kO3SggVQ4bWwvMz1ToipjFfpfucp7HnvaIYo8xz6cRRGiZz3Q1YxzIxAGyNEbLamhYnCluAkV2A5tU1Hn5R+/xhVN1Nlt9yoxzsOrjGEXCSCE9j6JVxxc2umkzyNoMh+NUyzVcb5Nj4z6JSpBaDldA9EAOIQVm4mNmHocNg0QNCdKMgmWSUxKnaBN1M3ruLC++8BbDnOBKe8DTR5/EmwpIu31Kbp2NRFFWOZRpkgUm9twEfZVgADPFATvdgHrpAN/5/gUKBcWMdHAK0zx1ykEIEy1t0AraCKtKeXIKPety5ECJg7M5qvUxNue76EaBWnWSUsVmcrKIZTn4eR9N6ozP76ebOvh5h0BLyeVrJFFKmpmQWhjyZnJ/jK7pIwr3Hr1UfQYv5275v3fa/nkdis869t32+Tz73Yty/nlynzVNu+/3xJ2OcSeE8e590+66z93yHz9OTR31bUTdu3OO4/3Qgu93TD9Pu5vnvL1eplISTSikgGEaUZ4c54v1MdpRj9WVNab378fMIPRcLp47SzBm8qtf+ya24bAZBjz0hSexNBPdNKgUashByOL5c+QdF8/3WdtucGjuAH6pjhskLLd3yOd8zKKPY1j0ttp4OZ9yvsyw3eTa9hVyjo4aBriuINjdYGJymvl9B9iNp3jmC1+ErTZvvv02uWSXLEnvOhY/jSmluLG9DTRCbwAAIABJREFURb12mlK5QqsRsX39Nc6+8TKWkRE1r5OvjmG4JQqVCdKww8q19yjl8uAUsLw6mm7v5fdJdMNDyoQsHeX9abqFYfkjQRFxd3Gln6cNE4VSOnZpjn/x3/9rvv1nf0irM+DBR77A409/nf/j3/xPLF+9ysZmg8mnzzAzP43KMoaDgDQIKVaKDBodHFNHQzExPsbWZmMUYFaKUqWAnkaUSwUM28YWGSXPQ7dMBoMQS1M4lkkJQWKYyCRlbv80QX+AnfPptXvkfBfHHuXEic4AS2XYhTwFXTDsB1Tq46ThMpbrkS8VKZUKqLhPfxghjBFyYVgmumFS8X1sv0iz2SLBYHHhOmOTVYb9XZaX+0SknD5aJkhNPFPSDRQ5VyMJQdNMUkMwSGwcPUYpOGkOUOhs9w0yKbjw+qscOz7LlY2YXHmaYsllckoxDDOSVFHzS8TSYqByIFMQGlk2R9kKkDKlG1sI3aTgaDBfopPkiDOFU1RMVw1UPMl2X2NqfJ6yl2Llxhn2GmTqAG+98EMM02ZzZZFnv/oNXH2IjLqYToFo2EIzHDJZYphoVGvjqHQIUmKYM0SdFSbqJ3nhe9+j6MOsUFy15jn+6Gl8z6fbadPZuYZbnmW8VqAbCk7M1NhX0bFLM3Tn5xBAuTpGqVxmspZHs8vYtodpWRQmDlKN8xQmxtE6LYqeTlgdp5cZSCn+XoInv7C/A1OKJA7vutmwbIQY1X4csRFH30cyS5F7gjS262NYDro5UrAWQiPLEuJwiJQSw7SJgt4IrbNclMwwHffODKzPsCQOkVn2KadUKYWmG2RJzHDYZ6xSp/zEVwnilLXtLSqGgWHk0M0uC+/+GCdf55e/+ZuUfIt2r8uJ449i6WDbDoVSjTgccn7hA6xciVK5wLWF6xw7dQSnMo2RdLi0cINKrUTJtPBsk14/xIwy/JxDr7tDb+c6wvIx4hBsg3a3zUS9yKEHH6bWDTh95jGG7VXOvfsamVR01lbufg8+1wgJxdLyBZzUIhZvMlapktkG/d2LkGUoo0OzLfDNKarzFQadHQZbW1xZe5MjNZvdRo9iYYxcwUfIHKmEte1lNtauU/JMjh86BeRINY0R8ii4vVSHUuIzb+y9c5Nu//nxLVIoblYMsRRoseRLjz7BZC7HWKnI5NQMgyjh937vv+E7P/5b3nn+e+QcB+wMV3nIio6RN9GNCDsc4OdzaMJBGDrjVRuvWCLTEoLhDrV8jtW1gGK5QMlJsHwdIQtkFKiJjFToCGGjawb5ShlTd7H0EQ2nYEwRpANyOZ0MRb6qMEyFLmPQSny4eAMVQ+gUqNdnsOOUopkjtsDxTKoVH2SCaUAjMMmlDr6tk9JF1wRx6uE6FoamMz5ZI2hr1PJlWomgmAvRHWgMTaaqdWyZ0YtcHFtnkGX0mwH1Up8gE3iWQBbyXCy5WJbD2JSFGZlMz2gYyidNwHIc4lQwlDqG5dJr7YIRMuxIUqmjZX10TTAIe4SaTocAx3CRKqUz2GUp1Sl4GeXpIqawcVSMIRVGTpLzMg5OQBqHPHJ0lkpOkhoZlufS6gacvb7Mgfo+lMjQEg2GGYNYI+oP+crjM3iWwpNDju7LMdjt0ttqUKzPMF4yubI5wFQZtlai5Bdx5lw2VlfwxgrsOzpNFjtMHlYk0uGhOE+ihahkl6i/i+4d4McvvEu14lMsnKBSLBILHV0XXDwXjfJJhIZUYAqDTCUjyigSlDYKnNzBmfnJ8/7uLcRyu90LzbtfOuue5sV97H/zHOKjoOO9c/zUxxw9pRRZ9mka7+39+PT1fxw1vHWum5/dq5+KOzucnxQt+uT5P+7Y3qSofh4n727CQ/cn+vPZlFRx235qjw6oYFTIWdco12ojNNxUiEGXNI7Z3d3l8Mw8TQFBEHL0+CmarQZRM+TgoUMoTbFw4TyFyQmma2Ps9lsk8RC/mMMydaoTdYpeHpHCemOXYZgSBG0Sx+TYwWMsvHeWdjdmfD7P2tKH6FmIZ+lkIsLxDPLVHHgJGxs3WFhZGQmKtBW2W0VFq6js55cU1dxcIjN/zO7GZYRQeLkcUb9FljSwtAxkSr1WwMpPkkZdgn6bywuvM/vA0zS23sPxy+TzRQq+SyAdNm+cpbG2SK5YYt/xr6KbI2dSaMbfi+MIo0BJKjMeefrXqdcmqFeLFOtzxHHEf/3P/yU//MHf8NpLPyKfd0miGN1x8GwDz3fJkoR8InFclyyOsB2T2ekapXKBIEoY9vtUai5b7ZBSwSXvO1ieC0Cp4KHrOpquo+mCNJVMVEbUzTDOoYTB+Mwc6WAX3zFRpket3ME0deIkw/KKXDi3QJammLqgPD5NwYrQHB9l6JScjLJhjzqp6ZClGK6PpaX02xJbjpTLLVPH1KE+Mc56o49fmcON2hh2Acfr0g8Fh+amKDuS5cREt/MAxP1NkmETZMqMEWKVDtBYqZPLuSjDxXRcpsoKKzdBGuxiuCXi3iaGcjC0IumwBZpOrxuw020j09ECW+g2ba9K3N9FtxI63ZAsyyCp4BiKgm/hORKdBDncRMpR+keuVmUQ65w4NofKIjQxQAjJxlaH1aXr1Kb2fXTPO+1ryDSFNOXoyaMYXgXLsjl49AE6m0tsbXRxaxHlXIn11WV800BzJ6lUJ8j5Obj+HnXXYO7Ul1BCI01TTMsHv0wYBqjhAQg6JA+e4fxrf0m5VKFSn2RmYoY0S8kUiEvn4A5iKL+w///Y7YijYERJvamMfNOiYPDR75qmo5vWLeqrUkRBb5QzbJgomY0cVcFPpNSq6QaGOXpnJPGoRJBhmGRpPCodoulMjk2OKLJKEQRbBMNd1ncSHjhQQmQDhC44eOIROt1dgmDI4QNHMDXJBxfPMT0xQ218mka3x7DXpJzTMQyD2lgZL1/EpceV5S2klOxstdBcn+m5CW5cWaEfRWgz4yxdXMDIEnTLxDUzHD1lsuChWQZXFhZYvnYZW8UMgxC7PINa3iDaEyS7k30+qqrQsUWVXqdJlG1gaWMEWwljuQJXF5cR4ynnLl3m4QfqvHv5ZTRDMObmSPUhl1cvsrm+CgOJLywefuQfodWrXNxeZPP6BapayoFylVzlKIFQGOho3BLIGa3FJCDuibjcWgDdWrjd+ncHU6CQmEIjkxmZkEgBuhIQxhw4eAxTSqJhiFSCJ59+hkHe5L2XXwRDYzcNmC1UqPoWxXqFXtDk5MQslhmiNI2gn2JqOTJl00kkncgmIaJQreLkfEqVBJ2QSHhYUpLzNJr9BGF6mLqFoSQykhiWRppmKHS0FJIkIQpD8m4eqSdoaYiuZ8xN1xC2yWCnT0ENwLeIkw6ZsFne2uTNd85h6RoqTInR+NLDZxg2+gghmRqbJE5gZ2mbaGVANQ+/8uwZhFJsL68TZRkT0/t46aWX2dpqogubTEiUlMg45de/cormsqSbuRTFFuVqxKGazs7yLl//8uP0djskaLxzcR3XcdAV6KpNfqzCH/3bPyZNY4QmEXjIBJAhlmWQZpCkKbHMUCpBaWA6gizReWBunH8y/zXePLdIIZ9jfWOb+XKJE0fKTDuClXNbPHX6CHq2y4vfucDxo4c5f22Z984v8GpyFkvPMA2DTBOQCEjgwZlfY31jnaHp8uB8geffusErb+zwVaeCs0/wJ3/4pyxtRni25F/9zm/SHrZ4+8dvIL/xSwS1lNXVXX7w6o8Rfp6a5pLZMFm0+eozD7PbbDLo9bh47gPOnHqMxYWLOAWHuckJiragtbrM7tQ8fq5AKjM0TR85WgjUnYRsbj7Gn+FM3D0H79OJ5fdzjLud/7MRwfu93o9tvecx+UhY6xa6d+twPwnKeHvbmw7lrf3u7HzdPo6fdkLvfK5PvqPulV/5s0EZ77Xv7Yji7T25fQg+2i5HaEooM3QEWipRpoZn24zNTJKrVkBlBIMBG1s73Pjhizz01JP8F1/8JmvnP+T1v32ed68u8hu/87sUHJfzb79DkkVMzs+hXoUkianlcwTtDn0VMz0zx1ZjlxOPP0rJcOj2I7KSx77DR1m6ukouM4gkTB3aj0pDep0m61sNarlxZioeH154A0NVeOLx53jw9MN8/8XX7zqePwsbNlforl0iP7GPYUtRHa/x3vttZoqw8O51HnqyQu/Sa2gyxM95DHoN1m4sMGheo9vrY9kuT3zptxBmytb2BpcuXqDqahws5ZHTX0TTTISm/1z78FlmWCNka/rokwB0kwSZSk488kUkCe++9jJKKjYbXfbP1slX8rjFOmGvxfzBObqJR9HNaLeHaMZITMeWGcNohcQqU61GFD2D6lj5Y+eVdokkDBCajoki8xSJTND80miloI3UDHuxhhb18XJFkmCArmkIlTI7U8OyNHalwrJ1pFTIQROFYHl5i43N1q15oiQnH30II+0SRwnjE7Ns7oY0OxnhcJNxS/LVU0fpSZMrawG+kzA/N8frL3yP/7j8HSzrVhkJJRVPP3mERBqgEjQkk8MB9aLJ6uaQf/LsaS71UlLD59LCEnnPQoY7xElCdeIAf/Yn/440Gi2ahTai2KZJimNbBFFMurd4zvbUY4UQaMDc/n184z//FT48+w6lcp715XVK1SJHDnSoOgmrN5Z59OGjxErnhR++wwMPHuX6jR3ee+t9htFbGLqGZVkjGjIKmaVM1XW2NjuU7WUeOTrNf/xwhwtn3+O3SgaapvMn/+6PaDZ3cFyH3/293yYMhrz24o8ZPv0ckyLHxvo6rz3/XexcgUrRQRMapVKZ0489SWfzBsNhyOUri5x5+AtcuPg+nhlTmTxCnKasr19jbOogk5W/W9rhL+z/e6aU/JTT+EmTMkNGwUd/345myizFtByUkiRRSJbcxVm6jd1hWja6cWte67oxAp9khm4YHwW4pcwwLIc0iTAMa1SWz7TxcwUOTM9jWyNHMomGbGy32fn+X3Pmsaf56tf+MSvry7zx479m8doa//Sf/h6W6/PBuTeJgj4z+0/x/Pdfoh9LcjmLRqNDJhX7902ys9PjyOmTlEoF3n7rInnfZXr+CEvXXsAwDTzLJlcsYWiKNG5x9eINiuU8U+Nl3nn7LWwvx2Nf/DInv/AV3nj+u3cd08/lOCopELFHJzHo9Qa4po6h+YStEC11KToldMcgCrqkSUScBOj1cXqNNuPBgFRLub60xLGJfUTpDtmgT8F1mDz6BO31qzSbTfLVDE1ZoATqpuMoRgVBhSZHtNaPakDuUbxGxQhG1/iphdEtGtjHUnQ+gjFG/2V74hRKsaf8NVqs61KRCdAkSG1UjDiRGaVSCYVO1fMQbkLOMjGCCFNKFq+vILKAZK8G1MHZabIkxPMcZscs2q0MMdimPm5hawV6A51UjzBdh9ffX2R7s41uOEiVjWpIoREn4ehvDDQpEVqAgc1zv/QMSSBp7GpM1fN49oBBLyTd7qHXWwyVgabbaKZgt7HL2o0tDMPCEhDHA64WfQ7MTiPDkH5zCzMJ2bi0imflKe6rIBtNsryDnURYrkev3efi2QsgBHGYjkpcjeYV771t84++/iW6nQFRJ6Ju5dlK1tlZvsHSez71/dP4KqHuB7glHZUljFVqfPvF98iSjELeR4oQQ7chU5iMFkap0ImTlN6gTxgpbMMCqZMzHJavr7Fw7QYz01WavRYPHpun7OcwSzZuoUbjzTcJZ/czsW+KU6dO0trp8eH5D3EtD5FFuKYgSCRRHJJ3LOqVAovn3mdu/gAzU+MUiwY2ihOlKk9Mz/Lh5iZKxozVi1hWSru1yeHpcTYNOJSr0BokLFxbZuH8VfBscokitg3qOYdHjz1IEgeY/YDceBWlCb743Dc5//57DJs9CpFg/coF9h9/CNfPo8NeAWrxUQjl5rP7WUja3RzFO4vG3Dk/8CehtN6vcMvd2t2pDMZe67vQZO8vl/H23MlP7nM7pfVuNNPPQmXvPPb3hwzefq67jcP90n9/mnt4p1zxUYT21nalFBKFEgozlWBqZFKRJAFRkrJy6TItEfPI5BhKCVSiMTu7j/KJOU4dPsOls5dI+h1WLi0yc3iCd95/maKhGARdNrpNWpvr5Io5av2E3Z0OgVJUx+bImn2OnDpDyfJ48fnnSUydIAp559XXsfMeshtQGRtH0xxEJtDJ42gaxfE6hgZYOl/7yq9xZPo0cXvI//5//8E9x+KntRSb9WaXg9UMy7Hp7e4QZRp+ocgRPaK5uYlpKmTQhrFJ2mmeWZmiFFxZvM7Bo0fYbTex7RAhNB448xT9ToP1QZ9pXZCkIYbm71FYNTTdJI0H6Kb3U7APfjLL5OgB0TQDqWmk2agfxYKHEDrFQgHbMtA1gaOFJJbDhUsbDKMUlMLK+szs2zeiV1o645PTdHa26bc7lIsTZFLRH44cJsfzufzBBZqbWx9Fl8IkwzF1wj3hF9Mw0bQ9pVZT5ytffpQgkgz7XSpjDp5j0R3E7PYjJoNdQgWYHsKw6A8jdrZ3kFKiaRphHFO5comp6TGyOGZ7YxNHVyxdv07RMZibK6JHAT4NhEzxjYydnW3Of3ABQwjCKPpoPikFZz8w+c9+/VeJ2jcItrvknSLLWZvN9XUWV/L4+TquobMT9xgbK9HVXc5USvz7H7xK0OtTzjkgBKbnkUURllCESYZruIRJRpik9PrDUUqEGFF6V5eWWFxYZGxmH61Wl/lDB6hOTuH5NtVEcPGFN+kemmZ8fpbTjz5Cu9Xj/LtvU/IspIKcY5IgCIYhhiYYqxVZ/OAyM/sPUZmapGgLhJQ8PlfmmbkJXukN8PQMf7qGEhrbO02OTYxR0zLmxqps72ywdvkCVy5dwjQMhK5jOA665XH45CnypkR0+zhjLmgWzzz7TS6fe4FBZxtD07m2eI6jDz5OmPjk7L/TR/0X9g/AhDYKqshshECOyn2Mvt/0OwnnKEWWJej6aD0qsxTNMD5ifmVZSpbEZFmK4+VQUpJl6SjoL+UInFKKDJ1OP2b5+gV6/S6PnX4UhMAQigMH9lGf3M/+Yw/xwYUP6HWbLF1bYWZ2njfeeokTD2k0N5cZhhHtnSW8fA5UQrM5IM106pMzBO0tjpw8husXefVvf4Rr6fQHAWffehs/nycNBkyPFcgXfdIkoysrOLkBc9M1pGYiHcGXv/IcDxx/nO3mNq3GNt95/s4B1s9ZjiNl31ydpZUtlKZYXrnBobk5uq0NyoU8vUaHvGtBGlC2HKQr6LYa7Kx20IcN7PoM+w88Rq7gsdR5i971bWamTpCrjbHZ3mUlTtFWPSbHTpDZCqGrkYq5MBFoo5xIJfdWcwqQtxCGTy0sP0kzu/k9c4fF2926KxQjedcRDS4TI1lgpSmOnniQrfUbdK+tUHzkAbJgh+1uh9QzOfvBRYJoAFKhq4y84zI5XiHo97FyHs2tJfSwhxFAohnsdvvUJ4pkQmd5o0k0kJgywrYECSlCM0eIW5LiOga6rqHhIDLJ1cXrFKtVJqcmKbuCKEhZW1mkaKSUHAcrX+LSpWs0dq+zs9tB03WEUChNYToW11dWWF/foFQtM/XwSeIkIxsmJLakL2NmSjlaaczZD6+wutZkolJjspqDTKfPkDhKRvxyKVlYuMLyzhZBrHjuqceZzE8wMWuzunCdxtYa0ycOsNPpsbXeZPmdBWSqM1EGwpATMyWEJkkBpIYuIJMpEh0pJAqd0HcIQojjmDiLSOIhmlD8p+//AFPYtAd9hOFwfN8cv/PPfotuJ6UmfZJuwlq7wxtvvYGKBTPjY8RKENoCQ1dcXd4gChP0gY7pFdGUybUry2ysb/LkF04ThykHxyfRhzHn37tAv90niAfkCzp/+6MfUv/Vf8zDs4eJGz3+6Dt/yfrWgPFCiUKpgJ1KmnHIzk6DP/7Tv+bMg0eZGZtkujZBIV+hWJ7gkSe+xNsvfQ/X0njwyDxTk9NEQiClQtPEJ0Gvz233KxrzWYji31UZjJt265rh5gD8NNfwWXl8P2+7k5jX3a7j89F/745U/qT20bVy69GTe6JlmcxGOSHCQIYh168vsbi4gLR0yvkiH1xdJFf0mZicZpBFfPO3f4tyKU+zP2TqwAHOvvQSWysrbG0skJ8ew45Txsw8L7/yEgcPHeKRLzzFWy+/wvryJrkDM+RsF6/u8uxTz/LSt77L8SeeoL26xitrF6nKjLqXpzo3Rxj02F7dQotidNeg4OTobOzSH3SROvzVX/0FX356SMHy8Xz3ZzJOnzQhBPn6HO3tVXwblpY3OHRwluXlFtPVIstbQzwFhVwHP1ck01ySOIb2Ih3Rwq3OcuzEMVy/wMrVs8TdNfLjx5ic3s/i5nkaDUm48Cqz+08TxYMRVVHTcXLTCM3gs9H5n68JNBAapqlz4tQhNjdbbK+tMzP+AL3ugEarh2WbXPjgPN3eAE2MSj9Y+Sr1eplw0MF0MlqNFsMkI5aCIMrodofUpqYxiFhd3aTT7aFrGr7rEEQxmbIIo5gkTfEdsG0Lx7ZIs4wLH15nfGqKqdkZagWD7UbK2vISMFIj1HN1rixcYbfRGOUxpumoaJhSeI7N0o0NVtZ3KBVyPP7EGUwrJhyG5L0imenilEps9QKWLn/IC9fXqZbyjBVcdMtip9EmzUb5qpqmcePGOv/2//ojUAlffOI0Vd2kOnuChYvLnF/Y4Mlf2k+ruclOo8GHC5dIs4xFz0GTGvv2T32EKgJgW+iaQJcSTQjyQJakhHtK8O1hTBLEKCX44feeR9dgMIxwHIsHDu3nm7/xG6xu9REyYxjpbK5t8Obrr+JZBjPzk8RJiuEGaIbBjeVNhkGEpgnqkzUyx2ZpdYmVnU30Rx8lG/Q4eXiMdNDng7feodXaRUqF59n8+Eev8PA3H+cbB6dodzp86y/+hnazQb1axC0WEEKj0x2wvbPNX/yHP+eh08eZf+A4D9QUA69IrVyj9MTXef7F72ObGs/MFZgdn+DeONMv7Bd2Z7tJV73T51ka36HFSNU1zgI0Xce0XZS8BVbByHnUDYM4HCKEhmTkYOqaziAMWFo+x+rKdWIp8PJjLF87j+d57Js/RGcw5Cvf+G1sL0ej1WD/oVMsnH+FTqvJ2tI1CpUapgooVOd56Ud/zsy+Qzz7lV/htb/9Dlubm+RKdQpOnnyhzzNffJYXfvg3nDx1hO1Gl/PnF9E0gZdzmT48SRTErGx0yIYDpK5TK/ns7vbo7HYZxBnf+es2/WGKbho8+sQzwP92x/H4XI6j7VikxAzDAMPQ8UwN04w5eWYf65stsr5GpeJjoQg6ASrJaIdtwliy0WxS7ikef/YZVjvrXHztJaKdG6yNL6AVirRa10lm58jrPjPTDyCljsIEdIQUgESqkXrQaFFz+43/OJp487OPPxQfj+h/bM87RPeVUqCBgT7CM5UEYdDpd3n3pVe4du0adqNBVTcomTrkxjl25CE+XLlGob5GuLlCznEJ+wPeO7/I5WsOJ48fJ68XiToJrsxRr00Q2Dpa2OWll14l0wyG3SEmOgagZQrbEGQqQzEquxF2OwzIQBnoekr30kU0ZWC6NqdOPMCDhx4kzJZQWkKan+bKlUWWr6/TandIBWQqI1MC2/PAMAjSjDiR7NxYw7d9KgUfdEFqC5Z7IV4j5eLFVRYXVqiO5dBlQLcfkcYJQglGWkaCVCl6MsEQGc12j//nW9+jm36RWq4IqUHQFqw2m7x6dpWr566hOxLDsti5NBzVvjIKZHqIVAG20An6bfycSSYsNAxkJsmUQa8vsK0imsywhCQV0Av77J/M09rdRZOKq5eu8Kd//ld0OlucND3ePvsGF1+PINZJg4CC7yOVQRQOmJoao5YvsxW28XWTnOMTJTo7zV2iNGRtdQMvltimwdL1Gyyv7tDY6XB8/z5q4zV2Ww2+/fp7fH1inJVLCyRhgBoMqNYraEqRMwxUpLE9jNlp9HEKNZo7m3yh9jDTR47RUwLXKzP/wAm+8yd/wNdOPEgURWC76LpGlqV7lLT7Q9Y++Uz/pGI2d0Im78cp+UkolXdr9/H97037/Kxj3or6379jdT/lO+7nGPfb/rPoxZ/3XvwsbI+IsZf/PUoZ2Fpfp9NoUJkeJ+32efG73+ZKY5VCpcTkoQMcmZjgxe9/n+O//CWefu4p+utbbHebbA+71It1SqUy9VKF9nabxvo63168RtHx2Wy1aPY7LL75HtfXVjh49DBhp0theoba+ASvvfYq/U6HJ557guUoxdu4ynavi6002sMurm1T9XJ0wwa5Qp5CucLVhesE3QDdN9jNtvnBS9+i6OcI4uHPZbwM20O3XTqxg2dl5PUQmSY8+tRD9HdWWF0NGa8WsXNl4qBLMuzRDzoMEoMgaeB2Ax76+n9Fp7XGudd/hBiskqst8KFZQe9fJ5k9iFJgHzrFII6wvPpIhl6AyuJRrd+/R+dRN116nW1eefGHLC1t0mt1cEyDQsHDyk0xO3uEDxcXqVTXSaIY33PpD0M+PPs+6wWfk2eOkC/kaPeH6JrGvpkqkVmh073MKz96BVsXBHvlO0zDIEkzDF0fpXHsIZ+DMGQQ3qKjdS8PWLy8jGUYnDxxmCMnHhwphAL5YpEL778/utbB6LjZnrKx4zhYpkGaZsgoZW19h+uXFimXCmiGgVJwcauLuZlw7doVLi0sUcx7CA12eyEQ7s0YSZpJdAVBGOGYOju7Pf7yWy/QGShKpTy6adAbDFhvtPng3ctcunAZhEYh77G80UIYJo5jI9NRzrum6wwHATnfGaEn2qjOXZZm9IME0zZwTZ0oSUikJMsyJifqXB9ukcTp/8vem/5Ylpxnfr9YznrX3Cqzsvaqrqqu3tikuEkWpZE0ojSy5NGMrIEHMDAef7C/2IBhfzH8PxgGDBvwwMbY0kjyUCtFCqBEDrcm2STFJtkbu7u6a8+qyj3z5l3OPVtE+EOcm5nV7CbZkgjJAAMoIOvec885ESdOxPu8z/O+L2/euEPwqT/AmMi2AAAgAElEQVRleDBksau58def5e5miQGyrCBtxQRhSJ7l9Bf69Lspk2xKr9Ol204pjCIbTRg/3GXzwSYrUnCxO8/2xi5b2wdsDyZcuXiSztIKo71t/vCl+/z8pS73rr+MGe9S1yVxa54w0OhAYV3C1sY2o62HhOnH2B485H1XrnLticd9jdCwy6lT5/iLP/1dHn/mJGVlSOO/n/jen7T/nzf37sFuby/78U7fF9n4+z4PohhrDKau0GHM3fVNRoMN5nt9sBXf/Mqfc/f2DZZWzrJ65iKnT67yjee/gFaaj37oY2zsDdjauk+RT0h0TafTY77fZrC1web9e/zZ9Tfo9FrsrO9wsD/gxivf4u6tNc5dvYotp3TSmMVT1/jWX3+Fg719PvoLv8z0jQeE8T3294doDGu3M1QYEHXmyYucEws9ut2EN956yMHWHlGvx3Bvn89/6vfpzC1y5sJj7zoO7wk4VrXh+q2HmCLgiSeuURcHrG8+ZGE1IkhTdm49xGpJdrBPO4+Z6y4h2wvs7G3QG8DVx9tsrj/P+s46clIR6oTd0SYHW7c5v9KhF0Gr73jt3pdIwzOcWr2MRONQTcU5B848EojknHxXQHh0zMxofGfq5p28+4eGc5P0QgBYRyA1j505x+tf/ApR6UEYMuDJa+/nZ3/lt/mVwCKW/5BP/M//C6lKmVZT9ospu8MhO4N9/vHHfhpR50yqgGGtuXH3Nm/cvAlOMpkM0VVFqDRCCnQYUuWFp7OdwjlLFEDc6iNkilM5tsropn2Mq7h35xZbd9bRzgIVn//ylxlOJrSihEgHaCzG+liLVAeMygIlBaiAujR87807LHUjVqRGV5a8sPzev/sTnjj3Pk5ELTSSWMf0eieIA83O9g5WW5JWG+Mse7s7tEXEwGYEueMbn3uBi+fPsVpWiKzi+vfusL9nuXRpmbqXsDeALLvDXKvF0tIyQSpBCsZ7hq3K0p1rEbXnSMOAuq7Z3z8AoUjbbdJQk8SS3UFFvbNFq5UQyQBXx8SJIywltgiQYYRDc+bUGWxdsHX/Hq1uh7nFJTbW15Ba0UpCAudIAkUUSDr9Oe4/3MZISTbISYQkiALSTkqrN89k+hb9OGCundJPLvDVb3+H90chWyUkIqQVKOY7KZNxQVFNMVVBJ4yIgoDzF6/wbz/9Kf75r/0TjDNYvBw5jmM+/Zef45euPEUQhJRAXZu3AYYf/V390YHF9zOO71YO493K3rzTdf8m2Vp/UBkMOAJ+P44xeaf7/pv25e3nfS8y3x82rm//+8fdZiJp0QBHV1ckgebbr77G9uvf5emTp1i7f5uN0Qa6o3n+hef58JnHefOt11GLPU6lczAYE2jB1eUVOosdLn/kWc6fXeaP//QTfPXWy0wPhoSrijDWfOjZD/DGV7/FwrlVrjx1hYc3bjDa3yQrR+ysbVDbkj//808yubeJyivkuROsXHiMcjzi/LlztGzFC3s7FM6ws7uNKQqEFUinEFIzmfhsnn8bBv8HtbqYMli/Q15GXH7mMcpsSLa3jqlLrBPs7U0xFrKbOySRYGE+JmglDNcGlK7HuStnWL/+HAcP36Q2MaEOKQfrDCbrnJiTFOMB54OK6y/9B/onzjOfrjTOVIsKW7w9VvbvowVhyrnzl3nhuS8SKIkVkKQx157+KL/wj/8ZHy8K5pb+Db/zb/4PpJSUVUVeluyNMrb2x/z8z77vUN6V1Yq1O2/x6ouvonXAw8Hw8DplVdFtt8jy4jAWd5a4ydd/9Ocoq5rFXsp4WnH37joPNnahrgglfOYvn6fIMpT2Sh4hhE8qgyCOPIuppERKgSksL752h8V+h347RWAYTEr+39//Iy5cPken7RNrSCFZ6KUEUcj2zgFxIOkkLYrasrU3bLImSrK85mtf+RrXrp5nPi5BBNy7/gbZNOfK4+dRSjGeluyPpnRbCQtLc8Ra0kpCdg4yNh5u0+ukRJ02C/0242nJ3sY2ERFJOyVIEoQQFNmUew+20HGEEH49i8IQpSWVBRnHBNKxeHqJQAhu37zN4nyXucU57tzbQGqFiiIv90dgnWN+LmV3Z5eyMhRFxVLXa0aXVpfo3dikKEvm+i3mF1JWFs/y3Je/y6XgsncIhAGqtPQW5yiGIyyOIsuJowgdx6ycf4bf/d8+wVM//etcBKSARBla3ZN86Qtf4aPv+284r+V7Wvt/0n7SfpzN14f0tSdNVTLfTvn6c99ASsmVc+d5cOcmDx/u0E5CvnH3Dpef/ihrN9/g2+0+3Vab7YN9wniOs6cVS3OL2EvP0G8nuOoPePGlt9jf2aeVBKStFk994EO8+M3nWVpa4KlnnubBjVfY3d2hnIZsbmyBk3zu059mczdDljnp/AqnH3+CcvCA81eeoDSCb3/9OYqyYnu3pqoMKoxACIqy9nijKA9DEN6pvbdyHM4RpyknTqyS51OEckyrEhdIXnnjLtVQc9+Ome8m5NOIYL5PktYkboeOcagwZjDMoBhR2H2UsrQ7c3Tm2ozrEdu7A27e/GPCbsnVyx9l62CelROX0XKJhfkLYCNAvG1f/GFZIWexPvLw7x8ea9TERTablxMOhEPiaIcJVx6/iraGWgjywjDYz/iVf/KbbJSKUEWIdhtXVSTC0tGSSW0oG+b0hee+xVyrz46Z8om/+guoLa0gRMcaLSVShYQ6wrgSHUaUtWWh28dZwWC4TxALup0ERQtsgIsVUgW4oE1VTKlGYyISlItBFYSxAFejwZeykCECiIWmkDVhFGKM84uzhkiHyEqQOjDS0QkMQWIJYoVwAWEU0zcQBRFl5AFdGgeIICDLp8y3UnbDAaKESAVEUQijCVbktHtt4j1JIAyxkFRBRB0mJIEkTQS18n2OogglBWmgSAKNtD7GtRtFTMWYxU4fS06vFzK1mva0RRA6IuWwGlRgaVlIZYDDkSQpRS6wKkQZaCcditridAIyIlaKSBoiWZKIitHeLq6aUmOYS9vI0ZCWAF3mlPmUIAwItaPdUkz2S1IhsNMhQbJAV8WUIvblRWpfG0trCGOFcjWhcRijMJUDpXBGEBhLhMRV4CZeE49zvrab8+DxRzF033EOH4vre2cW8t0ByfG4wHf6/ke5l/cCun7w+d9ZjvnuMXyeof++sxwblx/tuj9anOAPO+ZHYX7fftyjcah/eyb3bxJ/ehit6Xy8trJAUdHvdHnltRf49O/9DioWEArGr41ZXjnFK2+8ishL8oMDnnv+OT5w+iJrd24SR5rf/8M/4LEnn6afG/LaIgtBGKfs7m1z8uwpvvbFr5CJmv/kF36dnTevIwPDvfs3KCc1dWG5+Oyz/NyVa8zplE//3p+xl3T5+Md/k4P1hzz57FPsfO8N7t68y629NUxVoIDOQo+sLMlHJUpIVs+eIxt/+13H4m/TjDEY2ebM2R7FeJ8gbmPKHJ3O89ffeouDseCgMFw9FWLqmjJaAVMRqT3aYU1dTgmExNYVopzSiWukCml3Q2xdURcZn//SnxK0eixd+Vke3HyR+ROnSDonaPdXkDomiPpIFfzwm/0xtThpc+3aU2gpKCqDVoJ79yf8l//db7M+drSSPmHSoaxqlvuKPE0ZTnwWRAF85Wsvc6LfYjgu+KM/+gwCQRholJrJpwVRGGCsoR1pirKi2/IgaZzlKKVY6qYIAVorprVDC0eUJOTTAmtqwkChpSQC9krtk8k0a4zWGq0UUkCgJFIprPXlwpQKCLWmqmv6iWZoNGkUEEeNKSUDup02CkMYBtiiIDfQ6qS0pcRYCIIApRVhGJCmKQjIsoqk49BJjFAZWV7R7fr9s52GtNOIbjv24QtaEcchQkrSToswiaitxTqHTlPkNCdstZHaS9F2BgHdcU4aaeJAE4Ye5AlrCQNNaSRJEpNIgVYSGQSk7fSIeQ0DtFKkcUQvDUlDzWRSkE8LnLXM9duMMp98pLaQ114BFkcBcajYGUuEChlOK8Jul05WkdeWdqvFwe4YZWsvp0sjZKBZSCCvBNY9uialUURdVfSHd3HWklfqJzGOP2n/IFpV+GRdzjmkVBRFRq/f5+YrX+HPfvffkiQhVmleeelNVi+c582XX6CcjrD5Pl987nM8dvECb772Ip3uIp/65B9y9tJjiCrD2poyz+nPdTnYHTB3YoGvfvYzOGP4jX/x26zduk5pLHt3blFNpzgcT73/gzx2+SJB0ucv/v3vE7R6/Ppv/BY3b9/gqaee5f7aLdbvXefu7QeIusJKRdrvUo4nSCzF1HL2yhIvfvOr79rf9wQcbWWoRgUbdpfQTUk7MTbtkm8a+mkLE8HW9IAiKzlxok/mxpyLLjP/Mxc5eHgD9AJ3tzZYXVxGTix7GxsIMaDdmudgOMXmm6RxSBREfO/N5whdjztvvcSTl3+ZE71zOCmorS9JYDAIJ1CIRw1rJ4/lzZkl1fFJNCwCZXyMpAGcEEh75KWcNed8Gn+H88fgMMKhgALLKMvIrSHGYpzFVQKEwkiH1YIoigmlIgw1QglULQhRhFoTAMJUhNZBZYmTlDgKwdYESCqMzyRa14QqYCpKrJS+3raAJEhxxhF1NMW0QtHCAqEOqcrCh2QKixMOKRSuqFBRgBSCQCuMcQitQEkCCxWWQAUEztfKrKoaR4BB44QmcCFSlMROYqsxxiXIoE+lKqYyIKJGxglGBkgREGpJGAdMpoaWNCTOInQIViKmFVpoSpUQDDN6seAAS2AMTkickT5rXOSfoS0dUmvqskRHEeOyQtU1wkywrZAsg3acsGkskdCEUUxZWFo2RguIXIUVGiccURJTAMqFOGqiVpto2sG5EYEWgETLiMgpVFGihcSUNUsnuuyUU8raoIua3a0tElfjipKothhriZRDZZY4McRx5J9n6aimY4JIk3b69FWAzEpUPcVWNYxH4CyBAyNrVBAR65C6mqCE8dnrhPKgwQmQxpc/cLNkLt7Yt9YeAQvhjR9fN9c2IimDw9cHnB37KCA5Lvt2+MxhM6BIUz+1SaADh0l67AxMNq5+OSPzm89l8wOfbXQWiHz4YjYqgUcZw1kCCf/+Hf3/KDGO4/uS4RxLfnUUC+kOx+Pd2hGIaszFd5DmzsbgaGyOxvvomMZxJQJw+GyHzpfVEIclQjgag0fu4WgsjsZcHJUhEkfPyznr0447B64pdOw4jLPwfVAI55DNtexMKSF8sq8j5tBfTnC0xlnn17mjDvt7t86hmnhbrMZax3RaE8cRd2/cQMQRw/GAZ559gjfefJPg5GlOXzxHUEasXHqSS1ev8qRs8dlP/DHfu/cGW+WI93/ofeyvb/PS9esorbDCkI8M0yrkn/6n/5JJMWW+00b0B+yMFNcWz/CFz36Z5VMrnF1Zopzscfp9T3Du4hUGkwcs9zvko5BsesBbr77MaDJlVFjaUUR7sc+ZpbPYumZ9e4vd3V0m1qDkj0fmZiyIYgcZGCbDDKV3MRY2tw6Y70gWuzFr25b17ZpLjy0j3Zi5M49x6tJT7K3fIOqd5ebteywvnIfxA67fHXPhtCSS3pNt6z1UECFVwOZrX8SZmgdJm3PPfpzuwm8SRD3q4gAVtqnyAUIqwmTxBzoe6nKCkAqlYz/XTIlzBhV4Bu0o3vXtTtt3blVxwN7BHllZ001CRllOMRljqjHWhFgXNuc9+k0SRRRl2YDC8HBJcs7Ra6dEgSKv7SHr1W6lTLLscJ0ItAd6tTHMd1NyY5lPQyalIdReyivCyIMd5/VLWVmThhqEoBVphpPDXgKgpEQFkrIBe7KZM1lZs5wkDMoI0SS2ddbRijVFWeOqnLDVIgwUWbWHlALdlBORQUDY6yK3D6CsD68lwsRfWwi/dirFtKjptFOkEEjnqGtHZQxRoEi0JJGO6WhCp9chy0u6rZjxOKeoDT3p1/zhpEBK5ddwBHEUkeUlrTT2iTvwa84krxAq9OPU7Be9dsK01wJxJAsGR5qEDAdjHA6T58zNrTBtpMHldMrgwX2SMMQ5h61LUlEz1/IDJYVARSkyKKAuyLIJURzS67dIWgnZcMLW7hYmz1kY3AB+9nCO9BJJJL1T5e+ZVP9J+0l7pDlANOuKDkJG2ZgT8wt87sZ9RBwzHk+4+v4P8sa3/5pW4Dh1cZG6WuTc+Sucu/JhTrQ1z/3VJ7l5c43B3g6XH7/Kwajg9Zdv+ARSzjEcT5k7EfBb//m/Js+GzM+lDHspOTFXT3V57i8/w8lTJzi70mI8LXnq8kXOX32Se/ce0u32WVpcQiDYXnuFKsu8IyyK6Lcils9coLCSfP8B2w+3kfWEuLP4rv19T8AxCVKoJLqG3Z0h+4OKve0CPTdHq3sGU1ecX7rIcG2NfnsRHc/xsY/8JvvzLV77zjc4tdKl7N0nEkM+9RcvMN9T2H3NtBoz2XOkJyQnzi6yt72Hq7vsF0O6iWR0sMZw/ya9uccRMsBZH3uItQjhENIv9sdjH10jbrXOoZBYZxsD2BvWqJnR5XBWgPx+GZxs4veOUKUAKYmTBB926RPnWOvw1rrBOoMWGq1ChNI46YP/tRQo6c+JcCjn0E5QVxWlhDgI/ARBeCBjFVEQIpn4fuBQWmMqw/z8AqWp0HFIdjBhrtdnWhVorSmtAA1CwXA0IW63DzcOJQRSK5z0N6KEQEQBMRGVmqKCEKU1tjIgPRgIhIIqJ7CaII5pxTHULVwISVIR1I52OkeFph1PwOUESiCFIpQS5fDgujaEaFYW51HdiHJnh8XVVbYebBPiWFk5SVZm1HWGjufZvH2bRGsunD3FxuYm1jrmgzkm9zbot1oEq4scrO+wfGKB9fUNtIUgiCiKKVEQUlEjmymeRiE29Maxco5QSaSASIXYqsTWta+9owKcsYSNTRlKTbvVZj87oDKGJI558skn2NwZUOQle+u75LmlLkpsBSvtHlv5lHg4ITCOSAhiIdFOEiOhNlCXqFD5orGAcJJKWkQQo4OQvJweLkTGeZG2xGJNMzcRWHvkLPEGoTwEchyCsRmoEYfn87jqUfbwCLxIb0jMCtAfz2aKAycOHSoSD0SMdVjh6/qZBrAo5WOCTWNkWnuUwkAei0WevapCyCZzrPNgqDnS36uXl3vQ40HNoaHlb/rw/mf98oaPfMQonbVHpLjMasK6QwDrceCRE2kGDP3x8pFrG2sOjVZ/nw2rezie/jwz1vNR9rYB1c25pPTOMHfsM1/dw9eoagYDifdoOgvW+eciG8vVHX9mzh7NAY/+DueAEMLjaTfLWe3XFgsoNyvHcVR70gK1bc5n/bO5cPESWw9vkbZisp0CpODhxgYnV1Z49dVXKJ3jmSc+yIULpzk114dxwfxim+zmHo9dOMcbb77OYP0AAVRUCFEQtxSr509RB5auTliZ67NlCh6/epmvfOMFPvaLv8DJlRNMJuvotuRb3/o8D7ceMMx2+Xe/9zssLs8zHmwyyg+YTIYMsiH91iKBjBlnFZ1WymK7R6kFlz/wFK0//eL3T5C/g5aEmv2JJhUV40FGkgS8etdw8ZIhWX6Mqphwvq8ZrK8hg4hW5xQf+9AvkfXP88a3P0Nr/gxVfJKWGPKZz75IOwm4vSXopYa9ieLqKUnamSPb3yRI2tR5gY4SxsMdNu5/jzNnHkOoLjhH1FpmenCH0hpU2PLZtdUMtDlMNUaqiHK6Q9RaxtQ51pTosI3AUzm2LqjLEQiJjrpI4U0Ga3y+gXcqCaLDHnF7lco4tGreh8ab62xNPt3HIggCRRjHMMoJtCLQ6Tuy4uNpThB0CLRkodc9jEUEgWzYQWt9HeYkjhhmBSdXT1DUFTrWlJMJcbdLVZa0Oi22tvdJAk0aag6ykihQPgkZ0EpjpBBM86NacXGgDp1QWgoirRhOK5bnNM45Ai0pa0OgJJ1uQBhqWqnPctrvtZiUBql1M+6Weur7W+ujsctyQ6AqQmlYPbmEChO2N7fon1il/2CTMFQsnDqPqDKoMqaihRHrhHHC6fPn2NtcxxrD6qmTlPu7zPU7xK02+/sDVlZPsbW5h05iwiRmOJnSSwJc7Yulx9qw0NG4sEVVG+LQrzNZYUjbXYYjLw/utlPSUFNWNVHgbYqw0yGKAmzg+xKEAY89fo6NnQP298fMdQQ7e46DsQeW8wvzbGU5k0g074siSSPCMCDPM5ypqU1FOw6IyiNZsn/aHGa2TAOBUD9Bjz9p/0Cac03VA19n8rELV3hhfxfdXaK8vYYpS9bXbrF8eoVvf+c6RS25+sT7uHDhGnOdDjoQdDotdrc3OXv+JBu3XmDvoKCsDLUMAUO7nXDm4mVcXdBuKcLOKoV4yBPXFnn+a9/kp3/x4/SXFtkePKQdDfnqlwbcX7vL3u4+n/i//1fStmbl7BUe3L3N1sYOB7sHLJ1aIUjbFEYQaksVtekuGp545gNcc45P/sln3rG77wk4CgndTofdvQlXzl6ilJITcylJmRKfWgJrGBcOuo7Vc5cIgxaZUcShptvv0mqdpzUuub+2xcJKl5OLJ1g93WZ/cJ+DfUEcnuL2qwPSdpdsAAd1TnJWsrlznUDBT334AlOj0UjPCFmLVA2L4SzCgfG5/w49rLM6eM6CVKqhOWYOK4MvqO4Lrh8Hjsc9/Q2H0cyPxktnvSkpGkPTA1WLwhJqdci+BFrjap8dU1A3hUFrpJBI4QjCgCgMiQJNlecIvGzUOYuSoJQkDH3NrnI6ZTQaUVuDERCGEflownh4gAoDhJZ+o3YWkGgl6c/NUUxzpBRI2YyL8vGSWitqAaFSyMawVdLHyzjhC9GHSuNMjZYC6QSBEOAqsOCsr0UlbEUcBVhbE2qFRnjGVSkPynAEWuGMYTI6IFAJnTRma2uzkQBZhvsDKkqkrBnne2gpqIop6+v3CQJNhWU0HCOFoC4N471d5roJ29sPcaZAiRjlvFEspDiaA9YgbI0zOQ6JFAaFBVsjnPdGq6BhagRejscRW1QLS6BDqqLC1jXbG+tIYDTJufzkSey0YsmWHFSGpKqYjka0jCPAstTrU9W5L6lS1V5yiyBMUmonME5SO0FtLFZKtA6pqwpjnGevhZ+TChBKela2WaScPQICxlgPQpXFNomkhAB1DKUJZ48VbncN6GhqEwmBs87XVTZ+NlscSkl8UiZfTxIczlgE8pBZM84hZ8wY/p5q67P2ztjDo8XGNUzkkWxWIbD4KWuaOq2PICgcSHkIimw9k6C6w+sJ6euV+TmukA0IFsI29/BofUJrvepg5mw6zqT68ZoZuw3okwI7y+Hn3CFglMKPgbUW0SSwOq5+cDN02DicZqyolI+WBfGOr+a9m0HUBhiqJi+ScyCkf+iztYqGU/ZfNs9NHDnNZqSate5QhDF7xxEexBtrmvkjiJT0te5mCgwBFokzDkSNsIbpNOdzX/4Cr7z4PMPRAcZVlKZkZ38PIRxJK2FtbY3zV55gb2+HbHOP/dv32BztUSvIJ1NefvF7BK0uT3/gGe6tvcXtzW36811efeWbRGHEldXzfOfrz3Pz1hvsjrfI8gMe7m8xOjhgOn6IOdfmYKdgc2fA3Z1drKmYX0t4RcGTp84yHI1JOwmB08wnPZLWHE9++P3cf+kl7m9MeezSNaLgx6Nxkypgsa/Y2Bpw7sJJsknGs+87hwgSTpw6SehGjDJLpAULj72PRIwYtk+jgWT+IidOX8WYl7n/5lv0FnrM9TucO9Wn2ltjOK5Jess82BzQ7p6gKqfs7xtOtyHbu8/9177IqdXzoI6DryNOui5HqKBFXQwI4vnZjCBqLXsAmW0RtZZn0xyAqhzirCFM5hEI8vEGYbKAqTKkClDy+wtmHzmufItCXx5DhW1EWRK4EQrzyDHMfuKg3cg+lZSEQUAahcSBQinBOK+PXcczeWI0JdASnSTk1QHjSc7G+jbWOoJAezZsf0waBRjksd/7cywu9Kin02M34eWZUjZMvBBEoWpUDNCKNNPqKIlGGmpmscA1glYrZpjXuGaN9H0RxJFnLXUck0QR0yynFfnf9uMa0GTTknFe0us6OqlmvLNOXVcYoBrvEojav5/FmFakwZQ8uL9OFGomFUwPtgDB4GCEznLac4uMdx+CrQ/XvNlaqNOU1E4w0ymiFzHKCuLoeN3JGldmSOnjKh8UJZAwmhTM9VvN+gB1XdOKNPezAcvVAttb+9S1YTQYEz55gUVyJicXPaPsHPV0ShppauvoLc6BMZTTgnwwxFQ1Ogzo9jvN7PUOyqz0a2urmRtF3dhgjV8sDo6Y4uO+h9kWuJ9ZSvP9TolOLEn0sXkoDqfh4R50fJYeuVNhmFvakY+1PJhaeols9pSjg5yD7bGhn0iiY9c5yC3t0DuwAcalJZAC46AV/u0AsXOwP7VUx/rbSyTRzInzDqd/u/rneB/eaRx+0t69jbIxz3/xr/jmN77MaG+vwR+Orc1dTizPk7ZTHt65w6mzF1nbeMjtB2vUg9uMRnsUxpFlOS+/fJNuv89TH3ya+/d2eOv16ywtdHn568/hbMHlpz/AKy98lTu3bjHeX6Se7HP/bs3kYJNqvEdvvstweI/BxkPurW1jx/t0F+e48eprPHbtAtnUq/giYUk6fZbmW5y/8mGuv/EiZfEm5678DPuD3Xft43sCjtOiIAxjZGKZ7I+YW+0xjUqKnYyTcym379xivnOBn/q1X2Kx3+bua7fZHK8xuH6f/f0DylLQbS2h1EkuX/p55hM4tRKxtXOPC2cv0V88wyiMyLItnCwAzTQr2cp3OTHnGZhxVhNKSRTgjTmjEdagFI2US1E7MJXB2gqBREm/+LvSoJ1nKJ0G19SHZGZAN20mSZMNM+eMPXTcz14oz/OIhm2Byjq/STiDUg6pfKFcKfCskRBgLVrOFjh/MgUogTd8hZfeyoYdFA5CpQmkws74EWNYWlykspY4jtkqK0Id0FuYo8Yy3R3gKosCAgR1XWOd30CV9YapaspgOqFAKpQQBMovgGrGOMzL8/QAACAASURBVLmmFERt0UAoJUJKkjRi4gQqCkmjGDEe0QpjCANaaYxwUyKlmLqKoJHYzBacIPCZ4Yyt6PXmyQ6GRFGEyKeEWuGcIIlD7FShpSJQGiUs7VbEtKhI4pCxEGgVEClBOw2ZlIooCoiUJtYBY/DPQDTgz1qEtcSBIAwDdlwNtsaUOYHSREJjHB6cWYurCs6dusLmaMKlixcZZmPKukYpiVawPNfje7UBpalliBTQiRLG1YTAgStLbFmgjeXEfJ9pPkHJGGsNB9sDysogdUQxrSnyisJUlLJGWhBKUeQ507ykCkKMtJ5ttHgg0QAhyVGpDiEkpgE/dTkzZtwh0PN6Uw96tDrGDjjXsPVHcspDJrOZ4c55MGOsjxFyCKzPruTPLyUGh7HeMLJIqP1G72ZyTo7OaQSHoG82KWprfGZed8RKeIDlAdGMaZztY8Z4xcDsfXUCXG0O55hSHsg6Z5HCNQydl3n6mFGfNXHGWM4YWiElYmZUNk6fGeCUjsMxBh6ROXqMK5HNl/KR7xpw22y+no0UuNoc4WIhEDMb+hjbKUXjlLJH56IxBOwhDJzdbgMUhWycDf5r62aQ+LAiLhKBaZ6zB/94E174RBn1ISh3jT/OEWof46WkwmCpXM1oOiEINQLHeDKiqAPGowFp2qbTnuPrX/0aSycvsNw5wamVs3xma0RVJeyNDVcunWVta5P3//LPMf6DbV4TIR2VIEZj8vEEay13b9+jqGo2trfRgWb1sfO0q4jbb+S88dY69bhkPJpy5Zkn+a//9b/irde/R5Boqo0Bor1AR9YkuoUDRlsbfPVrX8RODnjm6iWKrXXyYwWh/y5bURYULqI9HzEYTmmHDqMcLXVAUMUcrN+ktfo0H/1Hv0qrO8/amy8w2L3P/tZd8oP7lKN1gnSOMOnwvmeuMbewAAjWNm9z7eoi7aWzSAzTg23q2lEQUo4HFNmE8x98imlZIOvtR+agdyAJzxLKgiCaw5oKEBSTDYSQ6KjvQWU5wZoCITVShdT54LDMh5AKHfikMzrqUuUDEAqlHwXh1pQcmdhHzZnKrx3CHs5HU1WPHiog1L42qLGWqqqQSUxeGebCR2usORy2Yc1CLdHaKy/KquLCuZMEdYVKE9bubyJ1wOnlOUrr2NvZx1hDEoYESpBPvGyrnaZH77hSvnSVkpjaIpSi32nhTE1Rm0fuOStrksa1nIaaoN0iIieOAibjFtP9Ea00Jggj5toR0tlGZQGB9mEZQ5OQUtOJJXll2d074PyF06zvZM0+LdHUVE7RbwU4l1MYR6IiWklEKw0xrqDOFALodxKEUsStDkU5ohMHtJOQOAqIwsA7C5Xf+21dEQQabIAMEqwxKFtTVoogilCuQjjrQzAEuLrmsUurjIYZl598mmK4zlaRUVpDRwhOdhJeF5IojdFa00ojWp2UOs9xdQ44sqImrAwL8x3yLMeJDllpqXd2vUIqiHDOMcwte5kfq47wmf1xjvF0ysh4p0Unlgymll4sqaxjLztyVs6nkkAKJqV7R+CYleYRRNQOJZGGvIaydgQKOtHRmp7XMzeMX47zyjEqLJPSNeoR2Jn466eBIA39taeVZaktibUHvbsTe3ifSgg8Hna0wqNrHW+1dZQ1KMkhAC1rR22//7jdZrx0s75b5w77KRAsNvehG9RaGcfmyLLckQRKYKxjY2TRErqxZJQ74sD//ZP2w5sxNcaWUA3pxJZtpRjlNYnNuPPWmF6vjep1eOHb32bp/LOsLi8ilq9w5+HnaaUhdVGxcvkKm/fX+I9+8VcZ7H8Kay1xHLA/tqAC8vE+t2+8ibIV471Nojjk/KULOKHZLGrWNkdMRyOGk5JrTz/Lf/av/gtuv/ldWkmLnYOMuP2Alp0SRiHdsGRz7TYPN/dx1ZTHnv4g+1s3uHHj+rv28T0Bx9o6vndjk9pCa0FT7B2wUVY8uXyJ6ze/y2BvgJtGLJ28ytbmJlu31jgTKyZ2h6pw7OQ3uNh5ml/8R7/Od176HPde/ybrN4esXH6KlROP83B7Sqe7hBHzTMo3OHVinjQRmLzD3MKz5JXGOkONX8ydM4D1TFrtwAkE2gdoV4V/URwooQi0l2bWdU2Sxsygn5QSZx1VXXkjsTEwRaNdc43hVZcVOIPQ3iPnpVsOIRRVbRlNcjLnWT9rQAsvMJU4pANhHE5YGszmgYpzKOnZHjnb4KX0AFKAqWtf4wsPGJXyL66pa6Iooiqrw2cjpcTUFbaxNAXQShKysvDhUg0rK4UfB1N7sG2FJArDxrtqfTKbaeEZJyHRCExRgpFoAYF0SFGQpjG4HEkOdkISKrBewoIxSOepEVt7MOMEhGmMmEI7ibF1SRj5LFTCWi8fVQGBMmglwVicMQRKgzNIAVoLysqzp7FWYCp0GFIbRyAVylg/5g5sWUFtkMEMjDjqugDhGbROt8V+UWKt8QBeSpypkcaQDQ5wdcV0MsYGHmwURUE2HnH21ArSGV//KwwRU0O722E8HiHjgHSxT1YZivGEdL5L6ARxECCtAVM3tX0kVVFQlyWVCam0JcDPhbrIqcqaSmhKV6GFReNj22yDcpQKvLywNjhbgwCt9GEWLB8HJBs2F4TwsqKqQTBHim6HMLWXnM1kmXCIPKytm/NJjPOsnxNeiuqdJIJDpah1SNH8DnlMsjlj/2esnW1An3fOOFxDmgkcniWcfTfb0P3PG7DkxOykfkwcXj7XgFJnGiDsZhJQD+ywDXATgFCHLAwzgtCCEM0a4mYj4d/NR7zIx7nJY2DSzVi6Y89gRpwe/cC7f2bA7shHfnRW29yjahjvGaq3bjbmTYzrEfT04wY4FE3wNjPWmNkRjUvZg/SGBVGNM8w2vJQUHMY94sGrFpIqn3LrznXmFhe8gysKyI1hfX2DMstoJymdfpsin5KPx3TThHpS8dnPf5J/+qu/xenOAo9fu8RBucfKpfMM9/bIx3tsbD0k7S6w1L+AEfD+J59mc32L16fX2dwdkJVDVAxBGBGs3+PD7/85PvLRX6YcbvP//M7vkE9uk+3scOPOXTKj+aWP/AL3r99h6fJTFHu7vPD1L7OXZZwKW9x8uEGpKjpr99kPE78W/BiatZbr98aA5dmLCVlWMCgesvj4ZQb3r7O5X7Is32S3f4KH92/z4M5NZJhg6ynOGaYHa3SXLvDzH/+XvPC1P+fG9dfZ3drj7JUPs3z6HIPRGNuPSJJlxg9f58R8hA4tTkUsnDx/5HQ51qrigKo4AGjkqSGmzpt51+xv1eSR30TpCYTUhK0TeLbSM4/gMHWGClKCuI+tc++bMgV1MfDnlMH3SU6rumZv/yGFEYgwpjLHZOeCI8n525o79m/W4qgBqs5RN0lZoihkWpQkWjEAqiwjikPMdOrfN+sdUVVekJWGQCnK2hIoeahwaMQQaCUJlaSord+n4oQgSTDDDAm0ooBRfrT3pqGmGo2xVYVox5iiYJqXtNJwthwwzgpaMqCqLb04INSKJJ71w/dPRylRu4/OBiz2WwxHOcdRjYy7aASFObo2zTqhqJE2R0RdpuV9jHWEgYRihIxaTGpYaNbMvCzBOSYHI2xV0+8mCKAbK/aHg0YNAb2FJYYb97HGzXxpTAtDZA2bWwOUMxTjTcrarzQPswEXdvZ46swyX/nuzebh+n/9hSXswzX6/Tb9MCIzEx9ntbBEGFpkEB46GIXUFMSUxjEujmTzCIFOEoY7A2pjDufEMPfz/TgLPGu7kx9c7fHR9RlGhWV0bGkoDUzK7z/vrA2Pqr7ggEF2dL+T0jEpZ+u6Y3NkSIJjDr/mOK1guaMOf7M9tqShIAnE4f1XxpHXDi3F4Tny2j3CKr69icb+Pd5Ph2NrZIi1IHib1Hcv86qko98L4sD/KyrHzsQyn8omHARGhSNUMMwd3VgwzI/upZ8IaotXIDb3spD6/biqHcZ5lnh2XfsOj0kKD/zfTnWWhDgkEfk/GBa0qmtur90iaZ8AO0FKSW0Md9e2KCYZaaRpz/VIy5LRtCRNK6bjMV/+zJ/wi7/6H3Ph0pM89dQFXi4HnF5dYHd/g3ywy+bmHnF7nuVTyzgl+dDP/BSjnTXuFnsMB2OKwR5Ru4URiqS1zpM/9TP86m/8C0Z7u/xf/+f/zrTYZjQesbO7hbNw7YMf52D/Adee+QgHW3f45le/wP5BgQ5bbD+8RxhoNu+8QTcsqAb33rW/7wk4OuMQqcDsDhDJPLod0RmV6EDgVEw+EehWh4X5M7x68w12BgOemJ9j960bmKpiMt3iO+sHxCuvs7HzEmdOzvH0T/8ab+6O6XeXufXwDqsrF6kqw/zFHv20JB/fY/X8M6ikx/rOBnGcULk+QgcE2hv7pvZGq7M1SkMQarSOkIGC2iHBxxJWBf1W2yeRcY3x2Ei3pJJUVUWd13Q6Ha/xn049SI4iqqpCOAlSkWXZkeE9Y3ucYlo5RGEwVnq5mbVoJbFag7W+eKjW1LlnQrX00gbdSMSs8cyJKSuscSipCKPIxz5KizWeBQ10QLvdZjQeo5TGWksYxygRku8NEICta+K0hYsTysInO7DWAzBnmutHAbV1HlwjEEr5MiBKeValAX+mKBE2RDiLFg6FRSGaTK0OLSxKegZMCoWtLcI6XF1T5Dmp1EilUFojhCGQPr6FqkIqiatrTF3R6STEiWA4GftYudribOORCzVVVSKVoDYlkUhYXV5hd+0+QRChpUJYD1htWTTeTYMIBFIKwigmiAOf8EBK0iRlEkE9sQ2rZjDWUOcFaRgQ4AijEBdI4iSmKEufuKmStOLIs7Q6QAYlsgaTV/TTFmnaIhd7SCTr9x+glGM8LYiwKGvAeHmsKXMEvr6WjjSB1P7zqgAETkhM7Yii8JDpsc5Q5CVBIFBaUVYOX9/UIqTyi1VV4ZzwZVcO2fGGPXqncjTOoLWXdx5P9iKF9zzOHAhCcMgi+qt6dt0zk34O+cnlN8lDOeYMfM0AZJPwxzlHbW3znXgbQ2YbQ04cfu8aA0lrD4hnjKCbOV4OZaizd9KDXNxRdlVP+h9tjodKXo6xfzNLpxk8ay3Majs1sgMPJI/GUQhBJcXh3zRSsFnspphdwB2d5pGLz74WM8DqMAKkcFROHHsusz64Q+A5g64++ZHx6vsZJPVeABwNyyoFuCbBTlMP93hSIWM8vJ/hc1N7SfeDO7e5dfMG2WuvYJ0lGw0ZjMfUxjKdTOn2ukRBwJmTK/Tbbe5v3MG6iuHeTT77l/+e79iAew9u4bRge+sOo4Oc+bkOr33nBS5efJqfP3WJ9uoiPWf57je+xO7GNus7u6yszmMomBQF5XjIWxt3WVl+mpZe5L/67/9HvvC7f8Jnv/s5KlMxt7LK3kFGsrzMlZWzuMGIfDxlFE549sxlePkNTj9ziVPG8vKr36S2R5LHv8tWVOBUSra7zbBYYK4XE+UZ+cE2U5uwPXHEdYsPXXyal1/6LoPhmCidY//2W4xLw/7+hK3dz3Lj9UXGG2+xutzjfT/9K+zuH9BbPMXaxstcu/osd9/8a6ILP8dSu2K8eZsTl34KGbaZDHeJW/3DWLDjLQxC7w2vcz9HVIAKWphyhJAhtvYgLI4SimJAXY6QKkSFbZyt0GGbqhhiqglx0qfINqjKKUIIwtYydTVBCo1QhmKy/si1tdK00xbZ3g6linAI0sTHEy71UgaTkrJhD2tjqRpHaRT4xG5azmKGrWfHmiaUAqrDxE7TsiaKQpIoIOx2fKbA5t0MoxChJINhhlK+xEYaRVjrMFXtHVHWUdVQ1X7vBijKip6pPINjQGp/zVkbZiU9pZBKopwjCUKg8Al7jq0LvVbIMNI4aymqqgGsjnI04tzJAOM0oXPEoe9f2koR9S5KSSZFRZUNmZ9r0e52eeutAVoCpsLVBZM8Ik477O+tEwSavKiQcZfzJ/vcvLdPJ25iU60lbphbW1bemdSMuw4Uy4s9dtZ8fgYVpqikixvsU5QlVV1TGo0tSpYXEtbugtPzRG7Xj7WtMLVBhj3SOPQqJx0gZZtguklW1ZwT8PL8KtUYpJ2yefsW7VRRGUWkaibAzs46WnkZahoIivporbXOMR5mTE3s81Q0eSZ6icJYQ15rzNucFrMWB56BK+t3/v5v2yoDPximQqAEowbohsrnvWhHgu2xJQl8Xokk9Ov3tGEzj7faOkbFu9+/koJEC8al/YGgMq/dIXs6ax4fH31W1F4i7D/1+8+48PtwLxbsZ5Z+IhvG9dBnCsCkFIe/mbXx4X3P3J5HTtF3a+/c1yk+wMzRawDqD5L3VsYRakGsBZU5YmlD5fsshWdxN0fmEVY1VFA7SaD8mhQqgUFhTY1WPu9BWVu0dNy4d5Mbt96iKF5G2YzJ4CH7B1OEtUzyin43RYQhSws9rq2eYuP2LfLaMti4wwtf+iQvf+0veOvGGgLL+lrN3qRkYaHH3Rsvceb8JeZXTrO6ehqB5MWvbbG+PeXh/Q1WTi6As0yynOk0Z21tjZXTVwmU5L/9H/4nPvXHv8fzX/sGw4MBcycfI5+O6PYWWZxfwlw4Tz4dM8wKLjz2OK+/9gpnTp8lTUJuvPRldrb33nVM3xNwxDlWoi43xZgsq1iZ71O0Ybg7ZXs7YzpxVHlGVZVUdsxcL+SVN7/NdG2L1XOnMHJIKlt0Tqxy8/rnKeYtuRyiO32GoyGrq12q8QhFxYXHn+L+a69wYfEjBB0Yqpd4eNtw7cwztLststyA8iyYxBFqSTtuIZQhp0QK5eVlrvbgJkxxosbhaEUR/x97b9ZkWXZf9/323me687051jx0VU/oiT1gIEGKIkGTkmjZkmW/+MEPtiMc4c/gj2I/SXY4ZFmURAIgARAACQLE0CAaPVV3V3dNmVk53rzzGffgh33uraweQCEEKkIh746q6sw7nbPvGfb6r/Vf6zidU1WGVhwTBopSl944BkG6SGm1moSBIl3kNKIYKRRlWaECmE7ntbbeoITwbIMTVM5XjEoncdi690l4wEZ9kVvKZmtJmAoUjVYDqY1neKxAW4c22oMnawmjkFAKGknCfDKpWUpLFEbeqMR5cGxF3UtYlT6XCg9uhBPMlstMa7DGAQFOxnWVdelW5y8Kpg5TFtL3gFIZnKnqyq0jCCKcFgRhiNEeaFoNYRQhhV6xN9JqdFUgA4EwliorCZQkm8/Y3L6Amc2IkiZyPPMAazLF2ND3izmNtAHWWCqtccZX26ywIBxVXjE8HlMUFVIohPHgbylNpdKoGlAIZym1Yz6dI53AOUOaFpS6wuqKQCqQDqc98zc+fohM53x0+zZXnnkaURsBOOPAGsoiQzrPBispCFXEkXAYk4MFJQKcztG6RDR8aHNTgrUGW1lUGKCLEqcdxnkpsAwCgiBE5yXWOtKiQltFICp06CiLogZucsW+uVr6iBFUpUFK3y/p2UbtjzXnjxVHDWrkkllcMmv+Eq61eUxmaW2FcV6OY2UtP61fR036eaBTHzsOz4DizZCEqwEeZ0x16ufB0hl2CRx9VdGs6L/lRriVRNJa30Oo6+JKrTL1x7Kr38O5lbOZEI/6Ek0tNV/2OyqlalGqN4UR9dzYGkh5X5qzPTN+owJR93nCqgrqrO+DNs6zqHI5vzVQtvZML2MNKKnn8mzvpRR+vqz1IFUJUb8nq5vskgUUwtb/+mKAEH4e3FLau5w+f7Qglr2xesn4+vPTWed7Z7EoJwGNkpZSVyzKiriVgDY8vH+PdDFnPBuTxBFpsWCeZ7TbbS5f/wJHD/cxeUYgYb3fYVH2KKhYa/ZZi9Y43T1kOM+48fRNzvW3+On4bYIw4ODuDoOtJ/jtL/42O++9j1tPWO+2uP3mu1TK4KRFm5xWO0FVDhk3aW2t8eEPX+fa9k2eeeFJvv7Xf8LB9JTffOpZhtMRz770Cl3Zpdlb59d/4zcZy4KLV26i1RbPf/nz/OD//OfcP50i1S936/v3HkKwPQjZz5ssRkds9M9jg4BxmXB0MmE2SbGXBPPZmERkbPSbvPfuG0yPhly+vE4nrlBJh/Wtizz42bfptSCSBa1EkmdTrly5wiJdgGrywguvsXPnTS5+7ndYNyNODj/gw9MZz/3al2l3emc3CnAEShElPZTLmS4WCBFQ5SOkipCBd2rVxZQoikmSFtPZKZXO0OUcqUKsLuoCjkRnh0Rhh2YkmcymOFuhgibWFKigwWw6oREq8pqt8ZeeR9eXtbX1MwUc8aiQgi+kCiEoqhLnHEGg6HSaUFWPWkjq/YqiiCCoCBsNBk1BnheMZ3NU0sBq7c+dMATr0HVhqhkHzLKKja5C1T35Lo5wabGSlwOUtbInAHL9iL8XZ0C5DAIIAv9ZBooiIgQaDR9ztdyrZiOi0M73ZCr1WOHJF+r8+RjUv8+Kku2GJZ84wnaTRpqjJIwnC7LK+xdo61+7yEo2kgjjStrNiPvaX+NcOef0RBC5HFPP7yLLP8EGB40maV7iTOn/dQ6kopoP6+KdfWxenNXsfnCLdFJx98NbXLqwjhCC6+11nxftcqZpRqdooI1XMkTNLseTD1ikGVVhcEjsYowKJJgGxsJGo2C/MigMsfRRH1anWOMjx4TAF0y1XTlG+yKjZbQosbogTPqfeWrm1d8NYFyOj4O8TxtLdhTw0lnjAaJ//X/4NhjrmJe/uv38OKhbql5OU//7UWbr3//i133a7xx/+3Z+Nqh0GB5tx1nm9+MjVIJG6IFrVj1iaZuhIK38GrEdC7LqEbucBII4EMwrL9MtKw/shVI0FYzTnCyf41SPbqLY27uPme8yPM2JAkVu2mSLOUGzzbOvPsH0dEg2GyHXNzi30WQy2aTrCsJGh243YXiSMh9PePbXnqOZKCYfPESGEbv37rK+fYVf/83f4f33b4GM6QzW+fDt7xMHvn3MZDmDQRdnDOfObXPp4gV+9MPvsfby53nm+Vf5i29/h8loyCsvv8LJ8V0+98o/opnE9BPJS6/+JmlRcf7CTdqtLq+8+lv88b/63zk8mdPt9T5zTn+5HEfjODwaMej2GJ2kDNYdlS159/5HdNb6VM6SMuHk9H3y4ZDj0QE9HZLOR8hxiWtMEaFhsrPLha0W7U6b3dFHHJyUPH39FaIIjqs79C60+Kvv/zv6MuCh1rTpcLB4yGJc8fL56zRtTqVaaAFxEPiej3xOQ1l6iaLSXjapTMRMV1RpTrfXxhpBPhmxsdklbwsWRewZPqupKkE7CHFSk+eWXsPiAom1grTwBhLCScJAESU+NwnpWSFtDU5bhG+cRCmFlT76whrjWVH8Ys0472LoaumccJDlBQ3pDUeWMkJrvDmOM5W/6SpFpUuEAG0rgjAgr5lEZ7VnAlXgZWdC1tI5izMWXVWe0ayjR6wBlO/VslpjI4lBIaqKPMuInUFKhxIWi0Fa7+RpjKLKDbqCSkJWaUJjcQa0iijLCpf4vjkrLDhBKGo3SgOJalCWp3S7PXYPpqiWo8xLlBU4WWARzBYVjVYCskLbkFa3yzwfEzsPrArrAXa/s8bx5JStfp+Th6e+X0v5xXKFQxrf41aYgiaKSoU04hBQ3vU2jAkjQzE2KCTOCZSBS82YJy9e4N7RhEDEKAcxEmVDMCG3br1HSIRcVFS6BCzaWaZVTuygVAJhHZ/f3uLd8Qkbgy32szkiCImExFYVOlKkWmMrRy40Qnt3UqFCTCkwhSZPJE4oyqrCx894FBdI76zrHGhvr4mwQGkx4pGhjhMgnQDnGVUP9tSqX3fJ6IGgKnXNEtoVeDJLthBq9tLUktbl6/yF37I0vHnE2nmDl0fAyNZOPtJ5ACRXLJcHdfDos5aGMq7Wji0ZRG21X1hJRRAENUh1K7mqkB+PAHGEFm88Uy9YhQRrJDgfx2OsQTi3ymyDZRyIZ1RX8QP1hOkzURx+/8EJVzOgZ4Di6rVnTXDEiiUVS3kcnuETQqCdrp/in2PwYHK5PFoiVVFLza2nPVeLQL8tdWX40RIXVvLf+ntzfjuUqBe1K7bWQTXj+HSft99/hw8fPmT7iWt8+Uu/xeWbT/PgpyMuXruJfrDDt3/wPa5/7imO9g6YjGdIHDaMiUSTn/3sDdiM6SRdekmfra1trl55mt6dS+SLU+7evsUT157g+Rde40d/9TqbG+eIjOGdn/yAe/N97GzKPEsJE0EQOdbWtzi/cZnD9/YZP3jID7//ddSiYiM7x/OvvoIg5vThEV//869x8eoNxMmMyy88x0dvvEE2H3Ht2c9x8MF95sMRP3/7DWQrYW3zIurvyBzHGcvsZJ9OZ8DBLGN9PCQMJA/u3uHquYiJLNDZgt37dxkdPmRn74Qnzk/Jcs3o4QMaMkPYgrk9YnO9SaO3yXDvFuNUcP3pzyP0iMVkl363xQ++9n+z3tGc6ieYo5nlD5lMc+IXXsToFqp28oySAbqckeYZsYVOt8tkPsNo705qTYmzmri5TVVMmMxGXNw8x1yK1blv6paDKFnDOEtWZFzob2FtyHg2oUyPz0yCo9VqU2hDpxGSlZpKO0aLcvWUbrfrZWvGMppln8oSCSkJ6v7aqiiJlCAIzixZBARRhJQZ1hjCVpOilitaXRF2+piiRFnj77uVRkURlTY0Y39/dllBu9dGZznGWLQxK7Y2CANkEFBkOb1mxEwI34aQ+VXqRqNiWIia9fKWajZQTMuCsqiwSUS1SDFFQSMQXtY3zdjY7IHzKoBlTzFAbB1NY5lnJd1Omzs7p/QaCvIc4SxKSYpSk82nxI0WofRz1O8PmC1maCuIQoXVFcZaBoMuw9Gcjc0Nqo8OcMZnAp9lbMEznslgi0pJOs2YYyFwVUESD6hEgq0eZ49vXEh46dwl9k53aESP54VOtOG7H+7QiRSdIEM4w2SyoB36776nDc4YpIQvXOtyPHQ8ubXB65MZc92nMlNkmCAbW8xnc8RkgrEWFbYoA+37M50jn+0RNAYEURfrNAKJCpurLl7XcQAAIABJREFUe85yWFM9lmlqTYVzBilDnLOrx6zVvqVDiE+85v8f/2mPyny6pDetAbt17jGZLUBhHIX2K5xFLThqhILQTNndf8AHt9/lwd33uHD9ZV5+7StcuPIibxyfcP7SeabDXb7/nW/y7NMXePBQMZ2MEdLSbDZQSYMf/egdomaXblMSJB16gy5XbjxHq99mMRlzd2eX85dv8OLLn+f173+Hc+fOkQjLBz/9Ng8enlAsUsaLwjOlSUR7+xyDjXVO9h5w5/YHaAtFnmN0ziuvfoFABSymM7799X/FhSee492f/BEXb36Zb/38e+SzY556/kvs773PZHTIz9/4AY1WzNVrl+hsXAP+9afO6S/nqhoEfHQw4eqVNht92Ohu0Sh67Ns3CTF87tnL7OxM+eY3vsV/+Yd/yP7OA8aTMaGdI4OI1nbC6HCfdBzQEDnV+CKFkJzs7ZJNKprtiM1zMacnh2z1DZc6lzje8ag9Yp3+VoODh/dxKBqXnmK2iJGmiRQFEm9bL61Aaw9apLOUhBBYtMyxQiBs6NkvbcmKgNxUJJHDGoWrLFZprJNIUxJEXv6VpSUqcATO9xdKJf2CV3oGx2KJcARYMJpQWJzwGX+42oAH4WV13vbTR3M431sZtmIPFmuGEut7I531F1itS0xReibQ+WX5bD6nLCuWDohFlpObCmMsxq+9yfOMHOmr6ytZml/U6vpGHQcRMggRYYzSjkBFOFXVpgpulXUZK0Va+d6IpBFTBgFxM8JJQyMOmUtH0mzi7AwlJMZZjBW+P69mb1zlaLdbbG1vc3IyJe52OEwynNF0O30IQybjOZubG3wgNNYaer0u1hY18FQEFpSxREnMvJAE+MiKssjrqpd4FC3gLFY5n5uIQxuHdt4FzgGFKTDaEUiJRRLKgK1WwqCR+KgU581EAiWhKpC6otv2+VxbnQ6J8KDSuJCwqNjudWlNpvSThH5g+MK1C2gb0QwEQ7Mg1AaXaRQSXcwpyxk2DJA68Nb1QUhucmQNCg2WyFmqsvRgxCm0rQALxs9xIAKU8326FuOBoxRgfe+EdDWYURJtHdZqAukZNw+6lmykZ/wesYRemiqE9O9rl0zV8mrgFzyi7rd7LP9QeGnHo5v4EiSJGqh4R2Gt6xiOYMnk1e9TSyd9T57EGeMXebU002iD0bp+f+kZtVpOuoz/kEJQ6RpC1dsmpUT6MwvjfC6mcEuTgNoIR9amGLIGWbiVSy/20aJkyRT6P968yst3l4B5+blLdviR5GcpfRVLVnNlGOTqntFaQYAD9GOyVi9DXrKNPPoseIy1Wf68ZERdrXOV0md9mjordOkOnRc5H77/I95++3U0mhyo9BqVXTCbnvDqa18gacd85+23OX/tGrNZxtbN53n5wg1+/jffR3RCFuMhC+WI84zZvMJmhju332Nr4zrtqEk6GbG12ac16NPe3OSFF19gdHTI9452uPfwNi4ypLpAJpI4Ejz99DO8eesdYjNmmg4Z/vQu2ckOqYuompL9qWOt0eb9H/6E57/4IucvbjL7YJcffPMW/ZZCCMvezvuMZ5rT2zvc+f4J1y+cY3x8Ui/Yf/VDKsntBwuee0Kw3ZE0Bxew+RRdzakqzYvXYw4mR3z3W9/i9/+r/5o7D/+K/b1D2rElkRFxZ0AxO+UwE8SuQhcphoj9ewcMhxMGvYR2IyCd3Of8wHJ5fYt76QK5dgVrCtbPB3x07za9TcP5i1fr40CdOYY+o1/LOR+78bcMozOc9TLNceZIagfXs32VZXayMl5afqyxFUU+/sT7aWMJA5+Z+4njd7Vpjkoboo+zxM6hsxr8VhXlZFoXonyrRpVlK7YMB6bwLQxCKvLKEAX+vWfjGUkdyaGcoihL4igiywvveh6q1Xkfh4pASsAwzEJ6Tcvharsdo3nOGopeJ/RSz1YbM8/rVo2Qbrfl+y5xpHlBoJTPkCwC1mr1VKMRMVjv4yY5USQJOl2mx6e0WgmbmzHD4Yxzly7w9pvvIStHe/My5uFtQhUh697VJApJGg16xqBcQSQ0VZqupi4rNU1qLtpZ8lIjEyhqya7fHYNJF1ij4czch4FgrSFoR2Z172g2vPxVGcNWq8EtJFuNFoEIudIwdX89tNd6bGRzWDjiUPHiuR7nujEze8Isa/EB0JscIqTiZPeIKJ8QJWvgLHMTYmSMsZYw7lGkxwip0MXMGyEKgVQJZ40Ojc5odC+vframwJoSEbUfA4jOlIjAe19YU/xnBxxNlWJNuWJsjc4w5eITz5MqJog7/7E37z/6+DSicziZsHfvDe688wOyvGBeWJqjI2KmzOf3eOnzv08r1Hz1373P5oWL7JyU9M9d5x/+4y/y05/+NQ5LOtzDVBW6WDDLNUZrvndrwtUbV+gkksNcc+3GJZLBNpub27z04rPsPLjD8OABO3ceYKXCpgvakSRHcePJp7n18zeIRcH4ZMSduw+Znp5QGegmAUqGdJoRP/7+X/H5V55irdtm73jMex/8c9b7CXmWsnP7JyzKgOPdD7i/c8i1Jy5zPJxzic/+nn8p4Kik44uvbrK24QhdRqeVUxQll7c26bR77O0e4HTE1vp5vva1b7DIhrTDBdcurhPHAQd7M2bTOcPdlOev3mSztc3RaURg13jiWoesHKLznK1+E2lbzIYjblx7hqi9QSkhTjo0laW/1ibuxMxndbO+8P050ioqLCrI0DrBKocopY/Po8A5ibYWA6ggwhQGqfyCT0iFxVKZCiFDBD6XSUmJ1nYlB7PW1Zl6XusM3vpfYlDOstZp0msEtUSszmFb9kwtGSLxSM4WRSFKKoR1y7U4tTk/1mqM0b5HEUkcxUyNQ5cOoXyuo7V+AV5qg3NemuqKDKd8XEkYhl7eJwXaeuMYJb37nAOqsqTRBmNLjNbg/EJYoQisQDrPelhrCGvAW+QLVDuiyBYEzpCXGaqRkOYZxB6sCCRSqBrQUMeRVExnBdru0mg2GA0LinxBiGY6ytBiQTOJ2bnvH+9ECXv7e3SkwiQRi8mCUDsCJEcnRwzWesxOJ96Frc4TdMbiAg8opCeeCFVAbjVJFCPDACkdVBWNOGYhpQcRArSrsK6iJxWtUHL+/CY28oZKRpRIk9ONFb1OQr/bJAkEG42EqXYoa0nLOS0BFwcd8vSIm9e3OT6Z0Bo06SRtPgxvUVlNo9nA6dJXSWmic0e73aDVauAoKcuMoNlFCIkpSwg8k2ZxuNpdVdRXNmM0jpoJlBKlBNpoLI7KWu90WsswnRAYlseBj4qpKuN7JIWofWfqRVBN4wn5qCIusRhja0aNMx12S+lp/ZPwMQ7Usrblv7KOjjDUrHTNpFlja1npEmDi/995mbHDA1iBr+5rW9VaVendZWu32SVjB94jZgn8liyiQiCFd2v05Zcl2INlP6XE+H4pW7uaiprRZWmU4/uhwa5uLlKemeMzIJXlHn1MqroEtx+vjvsnPeo7FMJhrXxMQuzffGkctGQX6+uJhSWiXP52yejaeuEmlQ88l9i67iVBl2Ay3vj568yzEScnhzz9uec4uXObPzs5oBpVzGea7atXGFHx2pd/m43WOg/mGc9cuM6tt39O0o4xRU57axMxOaGcp2Qo8nzB4cF9DkpHHDkWixG7t+7xw3ff53J7jUW64O7+PaIqox+1mS4ykjCkMo633vyQ4ahitPsBzW5Jr60gT7n41E2ePH+Zr37t/+K0nCJDy+HBPn/5p39Ke5FTmgVWFTSDkFb/HLR6iLam2j1Bb6zRvrBNGP7dLAylFHzh+U3WO56C76xtMjvKePJKRBQI7j6sKFWbzbU23/nqV8mrCiEztjsKWznS0wOGM8uDo5QXn+4TNrvozGLDAVeuXUekDyhLTXcwwBnNhJBLl59Ax2u0OzPizjmEkERxg0ApbyLi9KevhM4Mb5Az/1v3z+hHbrRCQDMSfHYnzCeHQBCowLdDW+fNaUJFXn52z6kUgjhUWOcoitIbuJ0ZeV7gXAtnLb1mxHjmmd9qkT46d+p7sbBeyVNp42OQnKPTWLJODmMNZVkR132AQvo+puUoKuPVRkCkLO2grAvDdc6jkkirmaaatTBAL+YIrbHGoMuM6WxBv+WNYFqNhG7TSzBnZUC/3q3ZPEeJY0TcI12klNMZoiwYDucs0hIRd7h/5w6DbpOk0WL08CMakSII4GicIoSP5To+OqGztsVifupjdvDXnDwvHzNBAYgjRWEtSXuAUA/9d20cMn4ciC1HIHzc1uZml1JFFIUHpQ0pudqNacaKtagJRnCpKTnM/edlswXxYsTLVwKKOTy53uPObMiF7gAbSL4XB5yW05VcOQjbBFEHozOiOKHR7hMGJWV2QtAYALJuEfFBbNaU3pzJlCvlRzq5R9TY8JLs+k+Vj1ZFEBU2ETLw8SOAVFHtDOxHmZ089jOwAqjOGaLGOtaUqwxUXc4+UYQRQtaM/mj5DgRx97G5FTKsFULmzM+++uLvGxrOFGiECGolkMJhkbLOCrXG37s/oxADUOXj1bYDdbxOtHqtlDGijj6p8lENKB+XlP/nNCLlQBjeeet15ke7HO8fc+OlVzg+3OXf/L//B64ck+oWl68+QSAcX/zN32XQW+fh4UOuXP8cP3vrZzRVjumdozXPqeZzZtqRuxRjLffv7lLX+8lmiunrt3jv9Z+wda7L8Tjj/ocPCIWj0++yKDRRFIA2fPDWOxyfLjg+9fE8g16Lqiw4f+UaGxsD/s3/8y85HU9oKMXe/inf/sZXqbwfJDvVlCAI2Otv0e92KWzMbJpSuZAL57c4f/7cZ87HLwUcG7HilRc2eefd+xzuZFz83QbdjQaHwxlpNmf7XJ+HD8eMxw+ZjmfEDcmlCz0uXl1HRwHHxzMm0wWD7jpx0MBZycXr2wwuB9x670/Jdc7xQcZrL99EKYUQCYVZMD8W3HzmJbYvnCMA2q1NxqUjYox1C7QAp7ys8zSbcHRyi63zL1PoiMiBcQJMhLIFCItRiiorkNqumAXrHKV2yCikMhrjvMW+0Q6kwjgNeBni8tyVUuG0NxEpqgwpY/qtmPVOyz9WV7Ut3iBDOi/hq70tsNZSVhWhMTjn4wAEdc6b8dbOgVK0Wx0qbdGFl2Q0kyYaQ6/fYToaYq2i2WxTGE1gHNk880wTgiSJyfLcy+OERaB8j2TNJvrt0ATKoaXPowukJLCOSEoCoJKGSISAIwojIhERJxGdVodUnCCCCAV02i10foysoxSs8YDEANqUBKEhDLugCtq9FqlZkHRiqqFFqoBWrOh1mwxnOdeffJKbV7d5684+zTihTCLsdIaqK5+tRpN+o4GJS5BzgjhAKG/y4vs9BUoo/10Zi04XuMr3QzhTIssSURl0VdFoJB7o12CmlyQ8e+UiVa/Not1gkbTI5hUYy5VzW/zEvUmsPJBCWggkKg7AVnSUREmDcoL+oAORRIcN0vEclwgWes6NrS0GcQNXGoxaUArLwhrW1zfYCqAsM2wR4aTEakMYxeR5jnHGy1mFN2wJpMTUsksP9n1Rw2iNcd5gZclSLd0Wl0Yzzjqk9iZOS3nqWSDjj0Nvd7+SpjrPMIo6xkYKsXq9xa2KEQJRS39EbdriMyGNoGYAeHTDrPs0rTMI6ZYtmCsg5o9P4U03xLIPd9nDWL/F8r+PsUi+C+LR48YanApq9tbLWAFsfQ1wNXyVj0Iy68xL64sgRgAGrDlz//SRM66211+aAvG4Yz8gz8yjWc0nLCWkfjtXN/ul9Nc/AXjUu+nc4xbynH3eGYCwVNkKIWtXVqD+XpaRNQpJenrED//y6ywWU2bplMtXL3P94gU++OAWu7cfcGnjKic797hzcIcv/+7vIVsdTCFplBW7x3c5nB6w1d+m3W0RHCocCcZWGBOQZY5xcUqEQimL0RWzWUnSXWd3tEvmKmIZkIQxx2mKEglhQxAGEc6F/MFX/jHz+ZA03ed0doKMBly//iTVKGXz6hWuvvIMX//qHzNY3+b61iWO7j/AdTv806/8Ae//8IfcGe3RmmfcG55QhQE6Nzw4uEu6+GQ1/VcxkgieevE5dt5/m6PTgv4VQxC3kGrKLK24fD5id5hT5BGz2ZwoDti+sEZr3Vd3j04mHJzO2F5TEDSp1IC1Cz2SfsnhW19jPp2zc2T5wuevA1AlTc53TzjUmovXX6TT36Lb6tBrd8iKnJPxKVU+emwb0+kxx7u32Lz07N/JHPzCISS9ZkIcCIy1jBcFrfiTwAT8/bHSxgPGytCKg0+ARoBGkiCbLUxREDX9iaGSGLSmt7XG/nCCkJKw2cRZQ6xCVD6iESkmWUXcbmOLYiUTj87ILwMlvclePeJQESqJDeFcu0BGMSqKWNqiCCmIW01KVyDjLlG7Q1h4xq4iYrDWg8I7vWptqLSFj+1SFCgKE7AWWcY6xsUJ5SJDNTu4KGbQhMOp46lnrrFx8ToP7nyETNoEgUSoKTJQFJVhvZVwri+5OzbIcOkGL0iST86hkpKiMLTUfMVK50WB0+ZTwcJ20uGZzT5rznJvcAVhSuaZIRgEXO1GNOqvNCYDYqQQdBsxVhta7SZhmFIA7V6HZ5OE9lqHO4cj+h2FDQWXL2zQDAt0NfcuvkGTUgX0B226cYGzGp2PcZHGWfPI4ddWBFHHR8U472nhTEk+92A4iPx5tgR2RXr0qcfe3zbOAsmzILHMTlBBs+7f98UQpRKcc5TZ8LHiTFU8zsCHyQCri5WEPIz7OKsRUiFkiC6nj31uELbruWn4NVzUIYx7HjyrECEeLe91OcMab3AFS+dlQZn5so/ROVU5RZZTomQdozOEkIRJvwbW0S/EjFU+RqoYFTZ+6bn8T2EcHu3zxl//W07HM2azigs3n+XqtRu8/+4b3HmQcW0rYP/uO3zw7pt86Xf+Ea12j9JUxEmD4+Exi5M9ZL9PtxUzCRUmCDBZiggCytmcUluENYRxRAocDaeQdFjc3ccaw6DXRBclVbogiiOCRkJTCbQM+MP/7p+RziYc7e+Snh7TbSXcuH6RLC+5+uTTPPfcM3zjj79Bs7/Njevn+OjDO7igzT/9Z/8DP/7RD9ndPyI0c/aPJjQCg8yOeeejBaPTX5U5jjSczmcM+lvkkxHHBzmb62ts9brc39+l10h44ulzSNegLNYYHu1y/eplbKQ5Ho0Ynxac37rKWthBFxBEgu9+919zPN4j7hZsbKyzvtli73CfqGkwRczO/h6//co/wBYZwsQEjQbjNGCUzzHOgHJUIVhX8eBgB9mbMhtPaXbucTLOGTS3Ce0A6xoIKzAYrPAGG1ESY8iprMa6gEAGaCo0kooA5xSlUEhtIFAIn6GBxRuwGCnAVj5kwElKZyjyitJ4Z0wrfX/Wkn10xvoLMUvnSulzGoMAk+d+pWlrZZFzJGFIHAe+l87KVWNymecEDUWRTrmw1mdveMo8TwmUotA+F8t3fmrKMqfXaTIbHfuFtayDxYFIBmQ6A+2lqc5YokChtGF70KYnE+6Ph0gDItRgFMI5ytkCpUJ0nhMYSZBbwoaFPCdE4qQCUVeVnSZ0CZ1GRGAssTMkcYxA0xQCWWqMMURBQGA1s+mEdjPC5RlWG9pxhNUFxSSj22hwYgy6rDBZwXB/SFoUoAtwMULVPW9C+MpcnQ4cCIGbz5nkR0TWYiYLTso9pqUh0SWxaBMav+g3zhBXhi9dvc4HYs6do1Nmh8fkTcXRZMyTz79EKL7rAX0QEVcljcDx8sVrtIhRek6kHcWiRCRN4rwkaTVpneZshjHZ8Sm2KgmvXOL4ndcRQYteKLGdLl+6uIk6fEgriVg4QxIHtJKIaZESJ/6CXJQVSgiUiiiLDGSAFYKiyAFLKARBGPj+DSeA2q1XgrC+wr7MKKuMxgp1xnET1DJrUIJ13vVVCbWaV2F1jU8sVnhjJCegqrx8TdRSyDpsEa01j4Jp3MoEBmHr3kBR9xmbuk9RPgZivURW+gbJOjYiUN6BVhclWnsZsqcbvYRzxcYJ+xgYds73Pnk+HIz1cTtWezc7BAiDh4+CRz0v1uGEWTGT1rgV6FyaX7ka1NnamW4pj/MAt5b11tK9JUC0tWy8Ro31Xri6L3PZb+nddIUQK7Ms59wncWMNqlnKV2tHSM+W+tq7NxowtZzYm0EJAXv7DwnDiPlswel0gnOC4d73aDVCQmeZz0ZMZqcsAsGDO7dZa69RWMXdt3/KH334OvNixrw8xhmYzyegLFWhaA269HoRx0eHVK5gY/sc80mOyMeoynBweoKJFOtxxMZgm+P9+5xb32Q4P2K90SMMGnTaCagu6xtryMN9vviV3yM7zfn2N79D5+oaV65do0gN41xzOlnQXLvAK//w99geXOGt775NtzEgzMZ0mgmvfv63uH7+JqN/8S8pi/LjM/grG4vhQ9bOX8boe2TjQ/oXbyJUiNu7QyAcT19fxzW3uXb+lHI+5NyVi5SLCaPRjLwwXL52gU5DsBZqLoUZf/wn3+F0NKPZSljr9rlxJef0cI9QOlTU5FsPpzz7a6+uDCpajSbzUjKbTR/bLmste3t3SeKEeZrTL3PGo2PWNs6vCnLLYazvow7jLrpKV4vgIGqv2BVn9Uoa+vFhzeOS2KWzsXOGspjVxSSFc5ZF/ohtTLMc2/dZkUIsHc8VSasBuqKs+/WVUuAgjgJvamMtwhh0HV9lK40SsDidsNnvMF4UlAtvk2+ysmblJKGS6KIgbjYRwi/k4zN5kUoqSuPIS10XiA3GupV8dbMh6ceW+vKHrAvEeV6ipmOvCKnXAFHgqNKUQPmzXtWfjwAlHGEgiOyCJBI02wFJJGmVOVEAOGiHGoGlSC2ddsJslrJdnRJJQ7GYoZWimQQ4rZmnFSoWFPcOybISU+QQtxEC8ryk2YhpBnoFBmI7pVjEjA58HNR4OKbIC+Z5hTSGuN0iXPWCe4D8+cvnyLTh9vA2Dw/GxK2K1iDkd195jeb3fQZcp93AVSVhGHDlyjnfv109coFp9TsUaR3pUmmaYcLkaEjiCtqDHuLu9ziVfV5pZhy3b/L3bl5h/fjOSlGxBEtldooK20gZUKRHSKkI43WK9PSMLgasLvh4Se/sEELV966lUkbhnFlJsVf5we7Tj3sAZ8vHmEFbS7vtL3gN8IkCz8eB5cfHEoQuo3TKrECX3gZRSEXU3KLMhjhTYq3v7dTFBBBY++nXP2M1hanqDHSBLqZYWyHlp4MIoSKixoY30AoqqvyUqLlNlZ8iVeyLlrYijHsIqer5MQi5NIhaGjYWqLANLO3gl2ohrwb8RewpQJEeEzXWP5Ud/w8ZPgfasL/zNkmjSTXZR2dzTg93+dHEZ9yGxSlHwx5Hh6eIMOTee39Dq9VkfWOL22/+kD958x3mWcrm5gBbGSbjiV9r5jnnLmyi2zE7eyeIsmRw4SLp6SmNKCWUmtPDU6+46HborvfZ3Tng0taA09GccHONJExoNyKKIuHajSc4aTV4/vO/xyJd8OPv/Bm9zfNsXH+W1PwZwpWMh2MG6+s898U/ZO3SdcTrP+fceoMyz4kbDZ77rd9le2uDh3/0L/jwnVufOS+/FHCUQtJstgiU5opUtJgSyAgRTQk7kkVRAlN6zYjp0S6XN/vkxQibwKIYYnTEaHSAaAy5eeU5Dg/fY6OracR9dg+HHJVHbG8NWCwMQsVU5YhOa43R/JSkW7E/zbGppTBDpARJwsJZFqVG2zEnk1twOkbOI3YP72KTgvDiizSjpyGVVA6QEfvjjNQIqkpgpMUZTeh8v1OhDUZLDk5TSlGR24TQOW+fjSCzmvHMV5hM3eStjSY1JblpsHt0ymhWoLUHllHdX2JrtqaqNJ6fW1p/W4pCEznpzxcnVnlZQlgG3Q6LdIFQEVmZYUOJEZbQSRZpytXtbcZpitUlpRXoqkBIgxWaSATMygXtXtO7XrI0IPFZi2hDVZWkizmuLBHGMp+kbMcRa82QjgwYdLqMswlGhlhdojRk6YxZllGNZ0hrGc2m2GxKOZ2hegIbgJE+Y1M5yyA0PLO1xiJX7N+5TbDZI1EBLnRU45xYK3Y+ukW/08eimLuSYjRi8fCQSoVE/SZSw7wyhEHE8HjI9a0NlC1oSoktjXdR1RJU7SAp/CIlUQbKOZcvb3O1c5nvfPN7VLnl7738RXbmM95++69xrkPDgTYVOIVKFNZZtttdPto5QM0Lgs4a/UaXQZzw4s3rDOKQK30fWt4JIoowoCNjnr3+BFGZo8yThO0tti9cJtTQ3LzMc597nv1Q0cocp+//nEtXzjOREbooMCrgySef4P7wIel8RtFuI+KCXFvfH1SVhCokMIYwUIRRRJU5yrKiAkpbZ1jGAYnyOYpV4QO3IyVx1tCKE4yxxI0GWVnQafcYTRc1oLLeeEJ4e3Zv8uKPW12bq3jPmeUNtDbRqReOVVXWTKAHR+pML6ADrDkDooSsIyWWElxWeZDGGX8OuLMRHg5jqxowOQpTUpTZ6v1XwJGaXa0v+LaW1K5u1/VHKuQjOo7akbSWm+Lcym1WOM+UIvwNVcqlgzJ4dxr/sdIJrAhWQG9pOrSU9Na3xxpMitVZuAS1qu6pdDWwF0u2sWZArF32MdoVK7IcnoUVKzX8cj+lf7CWHtVzUu+zXjlTilo6GGKRbGxf4Hg4pBV0UIlk9+Edrl05z50P71JZTb7IGe3tcDtucO7cdbQsmBw/pAg19ycnYEPkeodeAZSWmIhGqOjfuIRwBVYIFtMFnU6Mi+HqhfPsHx/RWxvQbHd5Sl7FOoeJziN1xPq5TQ6P90gzzVPPv8QL61cJVYs7d97j3nu36OuL3HnzFs4KdGH4b/+n/5n333iPbP+UB2PH+as3eOtbb5Nmh1x6/gaTsiLZvMhXvvz7/Pitv/llbn3/3kMGEY3+FvnslE5TorMp6XCf9GSXsA7uLmanNFRAenpAFCoWJ3s0+lvEbp+Fk+TDHTqDgMWaqYNCAAAgAElEQVT2s+wOD7i2UXJ1oHhnpyKfpqxtRRwtItYbFYvxjN5mG1stSOcTev1NDk6O6qXxmQWzMUymIw7vvo6M1wiU5d0f/VtMOSO9+hoXrz5HcEa+ezA88a83j4NPXT5iTNLZAdlntEUenxwAkNdmNZP00UL1dDomLTKK0ksmu0nAKC3RlXcSX2WJOm88ZY2hSHOa0dnYIK/k0SpkMOixGE9RUnA69dcFZ3yxd5YVbF/YYvbgiKLURIGkLD1g0sbSjAMms4ytTvtTF6dSCuaZZ7jKSq+iMVrtmFYj5KXBefZ7cPvEL/LbxrBZaR5kKUoXZPMFsiw4eHhEuxkznmds9JoeLEqJqitWFzolv3Fti7FR7N7dpdlbeMdjY8lOxyROc/DgPq22dzqcpyXTRUGWZkhnCQNFVhmyrKTXblCOT4nXByjnaEWCQxmgwpA4jKgSf0Wc575w1W2CRPPM9W0q1eUb33ydWBd8+e+/zM7ekDffusN60xKHchXT1Oq3mWWO7SjhwuGI+0XKM1fO8WzvHCoMeO3SFutxyPlWTFhUrCUd3r77gLi/xZcudjDWUnTXiJoxnQ2/T/LiDf63F18iNSnrumD08ASaPTpxi1QmtKohL18e8N6wIqxBR5mdIIRaMWROhaggQaBphIpSBqueXGAFmIKw5a+F9fHsHYFzwmSAqRZ0Outk6YSwdZ5surOSaEsZ1SzmZ1ugLvOPl+ORwuSz8yB/VcMut8uAntzj4yDZ2uoTr/nEe9TPcdRO8fi17qcOk9eMq1sxpXpy98znClQQ+wifziVAYKqUIO54abDVqLCBVCHOGkzNGnvpsMFUc4QMiZpbv5DxNNWCSkiixjpGF1j9qJ9XqMh/37/EsLoAqbBVhnOOUBqqKmd7q8vB8YjeWos4cDzY3efJyx1uf3SHMApJZwsWwwPuffAWWX6TrILj4SlVmrIY+WtEf2sDUxZkVlDSACm4eGnLZ4nLkEwJ+v02MooYbG0zHx7T7zbpdJvIm08SUtGRAVaEdLa3ODo8ZLbIeO6l19g4f4NLly7wF9/+M+598BEbi5KPPriNAGbTgv/xf/1fODk5ZD6fs7d3j+3rT/Ldr79DPhlz5eZ1ZpNjXnn1VX77H/w37N1/m+//6J1PnZ9fCjgmYQNVVIyH+0RRg7mYcuf+DkFzg53DEb1Gm7BdcjDa49L2RRqhRLYEt48+QsmIaxe3ybMxkaoYjo4ZPZwSBYaqgsQlmDykXJQ0moBzxHET6wxzPaNSklQoUlswTd+k4RoMmk+S2RYzXfDXP/4OPTmmms546twNKr0gXUx54+2v8cz1gkT9PbQNkIEknc7RdZ9fIBzCCbStKI2jUg7nFFVVelCp/IIc55AW8qpCBZHvcyoqlAqYLuY8PDkkjfsUSjI8HmKMwVYSp0TtZOkX1WEY4TJvUNJIYgpdYqrAL1ydA+vd08BhjKVyFhkkRMuei7pXst1osMi8aQ7OoMKAZrPNaJ77zCvhUEFIIP3NR0i/eJR4CSyVRTlHFEVsbG7y8P6Or4wqiU4XmNkc0YLznRaTbEQYCHRlqCz0e31e/rXn+e5f/CUHh/tcalzg+Ree5a9+/Dcoa1BWYENBKSQYQaQNDQRHBydsBvDUE09BNUfHFT+9d8o8Tdks21xrd3BGcWpz3jm6y9Q4Xnv+Sfq9TeZZTmwqjlxOx8XY8RgZWmxZ0RaOppA0Q0USCtpJDCLEWL+97TBg0GrxsNT8/S98EVnklHlJgOUrr/06lZVc2bhBUOVcHCSMM0MjaZAKwfnNi3z01p7PPrM52eyY3//Kb0BWMI9iuue3MLlflMt+j2NXcPHGDd565z0WeU43hmiyILl4jtnogB/vHfKb559CyZDJvOKhSpi6mKZocqGKUC6mzEp0YvyiAIGKJUVRYStDK4kQEqazqe93dKCtRQWhrypa3yNRliW6MjSSFkkcU+QpWZZ7cycpKYqcNMvReJmwNpoyr1YOmw7njZyWshZBLaT2j1uHNx+ynsEKJHjE9cjExuO5pSTVgztjvdutdXWvrXWYGiTaJcryL1gBO0ntEHwGTC4ri7aWjkspVyweZ96CmrV83LzHYpeglGX2Y90DVcto/bLE+OJQHfWx8n+tM1cd4A0Ya8sdZ1cztCwMSeX7Txz4oobz3Z++T7qey9rt0C+Wz0hYWe7rcjsfVawft/N/tC9LoO6Wf9XbfjbC09WA0kcEGXr9PpmxDHoDLp+/SqPZpqRifW2DRhgTlJpZNiVuNhkeHlEuDO2gR4alH7Q5MjOCQNFcW+Mgn3Czt41tAKU/HmeLE9Y3WiilqLIFWlu2zvXp6YCYCpkEtLox1y7f4Ps/ep3/4g/+CcODY27de5/O9eskgx43n3+Ok3fvcHD3Lk4Znn7tBS5eeYrFdEp6Oufe7Xv8+c9+ypdeeBl5OGb/wR5hN2at1+PczU0m5HzxxjOk8xnXf+1zqF9xZXo5mkKSjI6ZZJPVcTI7vEdeOu4+1HTXWlxec9y7d8LFyxcI44gwDJkc7mCM4+KFDbLxEc5a5of3OVzktBPDcGJxKmJcwGZlOd8u/PGXSMhPsGVOWWRekqxzDvY+pJUkdDevAoIsXfAXf/5nrDVyxqcfcfnJF7H5FGsNe2//OdYJrt188Qx4+sU9kcvn/G3PSgvDoBUxm8843N/DAZ12l93dHdK8oN1I/Hl1RmEAjrT051cjicmK0juG44O2y6qi12kDUNYNOyoIiCKFFCkOmBcVm502NsvJ89LHeDQSkk4TlZ8gtKDQlmYUEEhBXujV3pzNN3XWEQQBvc118oNhHd8kKPMSU1n2sjGNSCGCwN87nSNfpGx3W7zy/HP80V/8hNFwwvlmk6de+XVG3/3z1dRa55hlFUkthb3UHHDv/h5RFPDc89fqKXb89IdzTmc5vXnGtcsDStFGNSp2D+8xOhnx/LNX6K516AHFomTn7r6/T6RzKqtxzjCIFEmoaCchVZrR6zYJpMCYR9fFJ+Mub2eGP/idlwmkIE193NR//+oNsiDk6OlLrOF4OhEs5jkDF5CmKVtXLxAcjDgoxqTpBod39vgnv/MFCl1SLjK2nnwSa0FkY2Svyf9H3ps9SZbd932fc+5+c8/K2rp67+nu6dkaM5gBMAOSoEAKtLiZlKiQ5JAi/Ox/wA4/wU92yH60IxwOy5uCCpOSSDEkUoQJEiCAAWbFrD29L9W1V1buefd7zvHDzaqeIQCJsCmHZZ+I6s7KvJX3Zt7t/H7f7VEmWTt9jXsf32Y6D+kYh43ZLvnTzzLc+TY3jyJ+47lzWI5NUWQ8KhsntMvauGTVCslPGpKfoowWc6RykLaPkDVGk59MQ62Ko8X9xfJww2Wy+S5lNsEYXc3/dEE53frMOo4LqX8/xl/mHP53sR7zmcfHubFVtmv1nX9GTy3EZ9BWISwsy0GVMcZoVD7DCbpPusuLUWQTjC5wgx5usFyhmFqhFghskQxACPz6qZMGavX+x6hxtX3HDCcQT4rThaeCtD2MMXR6Z3j4eBuvuc7l8wlWYx1T5nQaUxzfx1gOyWyKG4bMZgmTmzdxwjaBK6g1axylGfXQo9Vts7vb58xGj0bXxdIJEs14MCRsd7AcSRbHJEnG0tkLeLLEsqvou6VOk7OtFu/98BZf+aVf4ehgl/u3P6EbGhrNFc5eeJadzY/Zuvcu0pJce/5FOqdOI4RgPJyws/WITz58i+df+Rr16T5373xCo9Gg0WrRWz1FXqQ8c/1LzOYJZy6/wOHgJ58/P1XhWCpFI2xSqzeIM0Vhw1ai2RuluF4PW5ec3ehSazSQtmZvM6YcG7Y3DRudOn47RSjBbGowakBpMowKMLLGSrtGlA2p2Ta5zjg6iNAmpdsF6UfMogFOY59B9Baz9A3c7AyzwWMyIWgun6PrubgscebqWW599AFBKBjNh4hAsTSIeWrJx4gCVOVwhl3d1FVZ0fukKUEYnAqSqIosU+mhEAqUoTQWFhUVxehqkmiU4mg44B//b/8rn/trX+GtH7zFC6+8tMiQclCirCiuVA6WtuOi8wp5kWgC26FTD4jjGGkt3BSNRkibUoGRNpYCTwtcz6V0BHUtMaVC2xbakpWbWg7aFSAcPO0iFKSWwpYevhOijKxC5Y3BElXxaNkQ2CFRkmJ5Dr7joEyKNgpp+fiOxXIoeWy7SGFh1ds4tsDf6nPz9bdoKENn/RTBNOPB999jDU2r0YMVn9XlApOUlOMhxglJJFzqdVGrK0z6E3zHphzO+fyzTyE+/xx+qrGLnFJrltp1fuG1V3G1AzomSaOKzpbBtZ95Fa8W4Pg+s/EMaRTPKkOzXWNtaZn5OCUXELSa3PzgPTwyVto+Ha1YvXCRmzdusLzUovf0VUbbu8SjI1rPPMV4HPODP/029Y2ryCvnOT2ak5ucx4mmWQg8xyfGwjt9imno8Qd/+CesXL5GO81YDz0avo0Tl9x+fIvQctj75CHtgxh3tYnEUBQGkaSsljbx0SGOgtqd26xJizUJnnRxoohUK0Seo5WhyEq0qbS0WlXHzHw2w7ItpLBAV7EZyhhQBoGiyBSjPANRmVBMk5hJElXdTmWQEuajQTWpXdQV0nqSHWi0qqiaVqXnOy6aLCS5UlVxJY9pPBohzAL9P3Z2rSZexSK/0BZ2RU9SqtIJmqoje6yXtKRVGQBJ8YT+uaCHHhvuaFjQnqtistIrLrR6iwmelOZk2WP666c9ZT5TWIkFCmgqynr1ngph7MW6FWaRGSpMhaoKaZ8Ue08cTw1ogeUIVpq1hf6y2uYTrSMLgx0hThBcpZ7QdPOiIM8KlNEY8SkgU8jPFPGf+iQVmmue3PgWrOCqeSGOaYELlBiJMFU8jmUqOyaDIhSGyajPztEhrUaDa88+x/tvf49W2GBeKi68fB1rb5tb9z6k2WwSBjZB2OLsxat86akXeOP1HzCbHdFZWmU2hSiaIlWKozJiNUcXGpnnOEGd9uoGwZLL3tYuYWuJIs2wyxLLhqefeYqP7txjd2+O0T26S202b9+gf7iHoGD78DG1lbMoHTPe3+bW45usvXCFX/jK32T+KGVjvUdLwn//e/87t+7c5Fd/9ueIo4xT66tYRqGYMxhntJdXuX/zXfYOdnnp6evH85e/8lEYTb3RhY2LxLMhthsw2bvPLC4pwwauzKgvn+FCK12c1zlFnPBgJ2WpV8edjxdmK6CyOcIYhnMXt17nYm3C0UwgFmGoo6kiTjUrXciiCWk0ZHB0QP/x+6STHYwq8Zcuo7Sgd+oSnudRWg6Xn7/Ah++8iW9LinhCUA+xDo84/9Rf4RfxqUM2yRWzZMI/+8f/iJde+yofv/Vtrr30xZPGyDTOyRdh9HKB1oeuRaEE47ykFgbUax5pmmFbEq0tyrLEsZ8gpIGs3LG7DZ9pFFP3HMzCCMe1JHXfwbcrh3FbSgIPXFsyTwuagUOn4bOzOCiyvMD3XGwBKk/xfQfyDM93KDNDpgyWElxrrFOKhGbNouYrPM9Dlzm+7+ANZtx+620uWIrz51apUzJ55ztcDm163TprtmQ6jRghSdKqGDnK5lxdbVI4IZO9Eb7WkGa8euUsk8/52EazkR8xtiKcVoe/9nPXqWPIJn20HSGE4ELb4vrPP4vjhzSbIYf9KVmSYq87uF2XccvFZJpHWuC1a3z04X2goOuGnJES59QqR5sPWWn7JBeuM9rbIZps073wDNnuIe+88y7mpadh/TKr+5vU1prs7gzRquBia40wDGhevcZW7Qq/9/u/zaUrFzm1lxIsrbPaaCGExZ3NTS40QnYPtnDyhN65BgMVs7HzNnah6HsWW4MJnlI0+o94pryP7T1pnE89BzsbEYXLP3LYaV2i8/m/9fT+dDGoVU46ffyZ62w0P46X+X+q+Pr/9rDcGr3uqZP7cFoaPOu4UBNQ+zHayHrVHJrOxidazB8dgjwZ/Mizttc6oddXqPL8hDpruRW7wOjixBxJFTHS9k4aFKqMEcJiPn5MHEcU2uf551/h9e99k7DRQRVDzl77Mu3eGo9v/5CldlitN2xx6cIlLj97nXe+/2ckacbKSo9SwfhogN9UVSSe1qTTGdEsxq/5nDq7jqitsPfgDo2lDmI0pUaEGzR4+vlnuHPrDvc2D9lYzejUXR7cvsHw6BBRFmztHNLqOUiTMu7vsvXwLmvnrvD53/y7DEdDzp09g13E/PZv/w4P7j/iCz/fJZoNOX/+IqIsKOOIdD5mZXWFeze+z+NHj3npC18ksH6yD8BPWThKHm7PQSkCr0ZnOeRnXniF+48T3nn7bdaWWzi2R6mHDEYT3F4dRzS5dP4MTRkwn2wz6GfYbot26OB1ViiM4fbHD3n+3BnqNY+wW6efl9iDAa1am+W6SyBKHt39YyZTn2Apwy8VRhyw07+LY3cJnCktK+ej9z8mfypAO302Hyd0PI9Ta+c4e+YasSqJHAuZCyQ2pjSgM0SZo4VNubDYFmWlazDKUBiDsA2aElWUJ1b5WZlRGoOFhacNNcBNStLRkJbrM7y3SbfVRhQK2wZbWlUuo5CospoKamPw/BBlUZny2B6epwgsF6E0JZoiM9gSYpUzTzLc0nDGb5IUOdF+hCMNh5OUSAjcdM58PqbQCg+JNBKUppin7OYH1JwabrMSaQfSoaTAYNGttyhLTdDuYgF5FFeZX2VBkRrOtRt4y+tkto+dFZgQVl/sEGYQ6Qy3VYNSM905IgzrOMsbtPb3mE8mLF2/zHde/zaxBjvXhK5irV2nff4SN/7kdaQuufjKM0Rtl9vf+C5OmdF97inOvHadd//Vn8PmlJHSvPYf/wZlXvD6P/pdmkrSfO1ZXvjqz/LP/9v/kW5/hmnV+ev/yd/nj3/398jubVN6kt/8jV/H/egTVlzJRtgmFjZ7RvP9mzc411vjF198iTdu3oTJlEvryxwdDbm/tUXD0bz23BfY+eSHrKz2WMZhIDOE0LhoAktT7O5ST0suSJtiNGLN95nOZxip+JVLV7Fdh1PPPEfXsSutQFmSD4f4WcGziURPjpDZHC9xGEQpWBa50QidodwSSY7SOdoKiLUimyfYRoKwMIBUBqFLtNYLV9UniPIx4ielpJAao6u4GMexMEJjC4Gsuh9Vx1YLlFILeqTAsmVVJJkSUBhRFXfaUCGglo3tupXdfmV7VOkQEUgkQlho8cRVtCiKE3TsGA1Ux2H1poogWTjgVMgglSHUoq6qsh8Fi1gJAwtksULRjjPUTqotWDgcCikxpkJXLavKgjt+/+N/qgKrmoibY1Sz+goxWmLkMcIPchEvogVIYSpnXgyubdFuNfBdSZEXCBTSthas10U65TGaApXG2BIc574FnkQHTkWLWRS0+pjSKp6gl4sPuChcnxgBGahqxAWlF7NAdRdZdKba1RRS4ymBZSSZULhpwtvvv8HU1nz88YSNsMNgOuOlz7+E7fh0uh3e/+5buO0eaSq5unEBUsNKZ4WD/X3OXjzDB+/v07x8nq/aT/Onf/ZN0lmJ1BZb+RGdIMQxBjdoMhhN0UGPr/zMr3P7ozsk2Yh4csDAEoySnExX2aSN3NBd7jA4OCAtI7QlcR3J01cukk4jOmurtI4eMxkdcuvme4gjm9HoLvW2RSd0cSYDPnzzu7z17e/xuWc+x91bN3k42GGt1yYwsLfzkPnwiFm7TZo/cQf9qxylkGzNh+jJAQZBa/0i1688j9kasX9jE0sC0sGoOclshO2HICyeunIa35Gk431Gc4VdX6YVzmnX2xi7wbs/vMdTa4ZzPZta7wzz/jajqeL0qkNjeQNpWezf+DNGjz8kaHYWDRHJ4c0/wwlbSD0n9B0ef/wm9tinaSYc7CbUfE3n9ApnNtYqtoIQJw0bYwzz2ZS8yFhaWvkMyg1UqOh8SqPZJksTJpMnqIGuxL7UfRvHkqSFxDYl2XSPWuiy/fAu60stci1AKxo1n6yo0EbXsYizglIbPNepDGqkRNoOQSDoNipNcmEqWr1vS6apwlIFShl6rTpxaZgPZ9Q8i629YUXVihLkNCaKEmzbxrctfNciLUruPdqnGXokpYM0mmboExcOjmXTbrhIwHNsBDXG8xRdKu7N+pzt1vjyuXUun13hsRNyOYlIrZBwpYdPxDwVNDsVNXiyc4/SXaLe7tBs7/N43+OZp87xvTdvADmutOh5dWZOgt64ygff+g55krF++RyytsQnb79JP0rYeP4yF55+mTe//S0Ot7cRUvDLf+c/IooT/skf/C62tLlw5TKvvPwq/+zP/yfK+YSwXufX/t7f5Vvv/D79vV2U5fI3/85vEd55zDOrAS92zxDWAkon5J9+sMnqUsAvP/2LvPfuNyl1ytMtzWiYcPfBEa71kFcvPcUHg0d82TtHbaErXZDmsUyJv/dDLpkjXgwv0J9NOK89jo4mLK33+NWnz7EUuvy9l8/RtH3Gh0OMhmlcFQBXJRQHQ0qqBv14/7OFgZSSbrxDFCyfXPpPUGJdIdUnrtZakyQxcTynt1y5RGZpChg8P1gc5/rkfT91dP/Y8/vHOmF/6rXpZESr3f3xF4f/nw7LDmkvnWO5bpgkmqQwNDxJ6AoKVTkzzzONa1W/B67gaK5ONNu218YPoeVX+2eaadJFBqMtBd1QMog1ng11t1qmsrcIkaIqUqepwbOhFUjSwjBONGstHyl9EuMRCIujucZ3BKEjmFl1Qkfz7hsfURQFe3u7nD5zlslgn/MvfhHLUvRWz3P3wzdod3sc7OVcunKNpBT01jYYj4acu3SVD9/8Pt2VDc5dvc6f/8t/wWwwwpeG4cEAv90Go/Edm/5oTk15fPVrX+PBg/tMpzMGwzF2NsObJ0/mUNjUu8sMjg6IkxzHkgjjcOWZ5xiNj1haP8/O3j7D4ZCbn7yPUiVpPKXerNGohSTjXT5484945wff4qUv/iwfvP0mw8GAVqeJskK2HjxgPBgw2d9kZ2fvR3fm8T79+te//pc+AP6b//q//PrLL19k/6DP5GiCL3PS+R4ryyGWW1LkmjxR1Fo1kizk1t1Nth5PmA0S5qMh66c7pMUcpS2WG0skWU6UKgJlaDrgNXz8bshEzRAqZ319jVxrhukehYixZYnUKWUSUsgZ0/QQW9k8+OATTBmRZSndhotw4XA4wBaatueC7ZA4gjzfwRUFtjLoPEehKYQgQZCpKvQzLQ1ppohzTZFrdFpSJjFBqfC0xi4V0/mYmz94A9dUMQKpJQibbbylHqPZjKPhhLjMePnVL3J/+zFPPfcMXqOFcmyCWp18Oq0mkLbN09df5Made7RX13jhlS9y8/49nFrAK3/95+lPRuzvHnDtxRdZu3aRvYebzLKML/361yiNIp3HtC6dY+XiJeaPtzl9qk6z22A6SrBsmzKJOPf8M6SejYPFa1/7Gu/fuUOvt8Yrv/hV3r9xA6de46UvvMI777/P5YvnSeYpokw536mx7vkIXDh1im8/uMPrH7zHxvVXENee5vd+7xt8uNfn+b/9t/jgaMAf/R/fZdQJeeZv/jK//61v8uH9Bzz96pc4uLfJkk55eqVLw5Yk6z0ehjW+993vszUakXt13OVl3v3ee0TTgpu7+1x45kXe+vZbzMcjJnkEQjLuH7G5u0NpS7aHA851l9n55AYySsmUYqPeov9wFztNKaOIpmVjjRPqocOZRoPAWIyTAkZjnKSkYbnkB4esSo8wU3QKWG43eareoDtPWQPsMmev3+cgHbFWC1kLHJqOREcznvKadPOClWkC/SHFeIRnNExGTAf75PGEMpkwjAZk0Qxd5KRljioNWihKUwW4RlmORVUA5cKQ2Q5Fs8k8CFGyonHlJkdpwzTN0Xnl7orSi8INHLtyT7BtG8fzKQpFkZeUpaYo1CL3UKFVpdGRCx1oVmTkpaIoNHmhSLOcQitKpRZ0yoJSK3IN8zitUE9dBVdXKGJZIZLYaMVJgLY2FcXzOC9Tqyc5kBVqeKyPVGitkJZEWAJhySc0kmOqq1yghCfawSc0TbPQSVYopsYYXem0TIXuY/QJTbVCAaus1yeUzwoVNMckbrFwNbYkCIMUdpXjKavcScuqisbqYq1xLIktwbYErlP9TWUAVGmjyrKoYmhEFTli2dZikqKr/EyjF2Y41XMSjZQGa5FzKUVFpZeLG6ElKhMNKY4dlwW2FFiVtBdLVtpTW4JjCZzFc7asKLWuBB+BY0tm+9v87u/8L4zyKT//Mz/L2eYKtfUVnnnti5xrr9K0HL71jW8gmk0uv/gyf+Nrv0rHbTKcjrn/+D5zo9m4cInPP/8yySRlY+0089GcSRSjDdTqIUHgM41m2L5LnMPl85/DxqG/c5/5bIzXaDGYZVhBm7DeZXw04Ki/Q1qWzNMMY9ucOrUBWjA4mLF/OKZbDwlrgk7gcbi5zSefvMut2zcqSmx/j7sfv0cQ2rz+zvfZ23xEpHPqtRpvff8t0tkELzOURc6dhzv8Z//pf/5f/KVvfn/J8Q//4X/19evPnCGNZvQPJ6jokMOjXTprp1gKEkZTTZ4mLJ8+AxgO9sc8eDwhmQ7Z2xmxvNxAGQ26YOXcZUbTnHmiaTgxNQ+8RhvbDcmjMZ2GhRcEWLbF7PAxZTqnTKaUWYQT1CmSOcloHykF051bmPk2WqU02l3QBVGmCF2DKOcIr850NmZ0tIPr14njiMHRwaJ5IYjmU/r9PSbj4ZOfyYg4iZmMh8znUyzLXrihC6L5nI/ffZu81CexF7XQp7G8RjzpMxyMSLKMl179Eo/uP+LKtaeot1uEgY0dhBRxUlFVXZurz17h5q2HnDq9ytUXnufu3QcEQcCXf+7zRFHC451Drn3uOc6eP83jR9tM5gm/8mtfIUsSkjhl6dQGl65d5nD/kDPrHbq9DmkUY1uSOFNcvHIeYVk4rs3P/eJX+OSTu7RX13j1tet8/MkDau0mz794jfc+usfpy1eIk5wyS5DsiikAACAASURBVFlekizXA1puQNRq8a339/lXb95g4/Nfwl65wL/4o29xa2fMy7/0W9w5iPmn//r7xGGPF7/6K/zOH/45Nx7tcu2Vn+Pw8QNqbskraxtYQtJqr/FeEvL6G2+x2R9RNNZot1d447uvcxRlfPJgn+uff5k3vvMdsnnEZJZQFIrpPOPe3YdYUnJwNKS35PPg9k3KPEabgtX1JXa2tshLkDpmtVGQpRkrDZ+rrS6WbdEfjzBRTB14qanY7Q841xI4ysKTfc6vGnp1zVpWcjFoo/OSw/k+dw9mXOq2WKnVcaXBL1MurSxTF4p6kjLb2kUoQzaN0dOEqD8mH8fMhlPyNKfIis/8aKXQSpPOf7TBY4Rg1FpjqBzCoAYC+od7OI7L7u5jRqMj6rUmlmUxGQ8RQtJud0+oirZtU5YlaZowHPYZHB0wGY8qIyZpVcZLi1EUOUkSndw/hoNDpGVRFuVnNMEA49GAWq2BZVmkaVI1Rf/CyNIE23L+nTEe/t8yLDvAaFX9bxRIn4ZvM0mqe7dnCzxbMIo1jhTkJRiVUg9c8rK6I08zQ7kwOFca4twQ59Vzx0Ob6nltoFBPlrGkYJ4ZGn61HtcG1xYYI5hlhtCV2Ba4lmCelNQ9QVZWemDfFigkk+Ee/+R//u/QRcbnX3qRemOJteUGz77yK6ytX8B3bX7wnW9g/BYvXn+On/nqb9Bst5kOt9i5+0PyQvLU00/zzAsvUSZjOuunSGcjRqMZiRbU2w2CMCCJ0ypfPMu49PzL2LLgYOeAZDbB8TyS8ZR6q4lnWfSPhgz2DsjzgjJN0crQ29jAZcbm7pDhcEAY1mg3a7QaAXubd/nhmz/gzq07WLqkv3fIo3s3qQeSH3zvdfa3txjPYpqtBm/94B1GwzFWWZIZ0GXKjZube1//+tf/h7+4f38qxNF1QpZbT+PKHsl8wHj+kLOrXdIswpUBK2fWCYMag+mIm/duM5sYltoNkumczloH33PxAodoOmcSzWg0lnjw6BatwCb2JVrEJIMJ435E6HrU68us99ocxR+zvzNG7zaonznHztEdJuWQJA9okNGp2Xi2Zm9nxNneCtr1SLJNOqUkqNeY51tsvv8ITyo2uhe5fO5VShGS45MKm3keIXJdmceIhSNpXiwc0iqnVTu0sF0bVVYTD601pVFVd1ZIkiJlb3uHKMkpVcF0MuHh5iNmccxwOuPocMB8Omejt4QtqzB227U5ONgnyVL6gyHh/h7zJMFRhr3RkOlsjjaG0WiE7xhq7Ra7gwF7m9uorODUqVPsDMdMJgm9bodey6YfF5RYeLoADIXSDMYj7FnO/c2HjOcRm+Ue4d4Ow8mcRCmW9naZximbe30Cx6mkYYCvSyCn8OH23h4ZFm/+8Ie81m4xKjICaTH68C57H92m220z2dqjuPGAVlEQdlvcefNNlhwLN9G4RZXx5E5jmoN9fvbiFWw0NiVLu31+7toFahagSk7dvssvnV3DyDVKyxAUMWg4/8IlpBGYIifcvMPPnl4jXK+uKsW923yxHXCk6sxcC7O1gzQF0gi8MsHVCrWzzYtrq8R5wejOTS42QixtSI/6pAI6vkdYKAY7mxRtjyCBRpbia4nAwmCzv3vAJMmwlE07qBHFEQkFjifxZIEocgIMWA4t6WLnirQsEZYhzXMQBdICg2ap06E2T7GFh5CCuEwZT0Y0pCadHZHFleZUKIWlXKg3weQUhcJyRZXlIyRKK5I0x5IKyMnSyllXWg5CWAgDhTJVZmmsqULloVBPirGquyfQucKSJUJZFSXUVE7ESikcx8F1BFoV5IXBKINwHYQEtWgPVkjfQqer9YmoXi40xcdDiOoGbkwVHyIkCwpudVOXssqjtI1VnWPHiOOC5lFlJ8oqV3LRBZYLTZnSiifRFQua7AJFOdZIyk9r/wAhNFIuXAN1iYXAsiv3NykXiMfCmMO2q/eqijaBbR9nulZoqRCgVIE2VddUaiiLAksKjq1xWCC8ABh5YnBzzFWVC8qrkMfGOHBs3HNMk1ULtuxC5IjAQiKqc2ThZWBLqzIcKhXKtlDGkMUJezs7gCBOYm699x6HO4ecf+0L6BRE6DK8fZvVyxfQrRA38Li39ZDVlWW6wynT1bP88m/9h9il5sY3v89wFHH1Sy/TO3+GweMtvvf9b1NqQSEl8XwCjiEaj3n3ve/Ra3TISkFn5Rz7gyPGccT5S2ssN7vc3d8iCJtMZhGZEeRxhiU9xv0Rwso5ffoMk61txoNdBmFINhfcvrdHnscIo1FFSug57PZHlJZDHY98mnJ38pCzKxtYogqlj60nLsB/1cN1XVYuPMt0eECtvk2RxdSXNpC2g5QWp86fod3pUJYZn9w6ZDKec3rdJ01huWMRdlYp84cYVZDOxrhhkwcffMJy01Dakmw+ZjYaMo00vZaFGzZprJ5HWg7xaB+DwW8uMdt/RBaNSVJNrBVN38EJW9y/s8XKuiGmwdE0ot41tNYuovMpO/d28UVMkc44ffkLLK+s43k+eZaxu7t5Qo1+cg6LT81/K4S82WwzmY5ZAPWL5aulijRlsL/DaBwznWeMhhN2791hFkWMphHzWcRsPOJUr4XnWOQL463BwYA0z9nbPSCoBcRxClpzOCqZjGdgDNFwgCoymu0GB4MxDzYPEcbQW+kyno7p53MurPkE7RqDQURWqBPzxqQ0HPTHGFXy+NEmUZywt7XF6qlTDEcTlBG0e2tMZzGHuzvUHMg+NfHfjkf0LI/tB/fJC8U7P/gen//yV0miFKTkYOsRDz/8IavdJvHhLod7O/jSsLTU5u7H79BrmkXw7GJEY5rREb/+7BkoSupOxEq2T/36pUVOr2F97xZ/99kzFEVZfde1EmUNuf7q03iOzcNowNJ0my9eDTHKQ0iJ6t/k2TMOh7WA4dBwsLVFlmgOjA0bMJzPGE0P+IUrKzyYD7i5dYuzvWrfUjwmzuNF9qtgkiXYCNpuiBCwtrTQoGYFh4/2fgSdPh4/6flPH1Mn13Pbond6heHuEbbnoJXGDTymoxlSwGw+RalKspBlKYeHu5RldV4PBgfUGy3anaUFrV/TP9w7OXqzNDlZdrFlHB0d4Loea2unybKUeTSjKHJqYZ2yKBhnA/I8w7YdsjzF8xfUSwNlWRBFMxqN1uJsgCSOiOOIpd7Kpz/gv/Hz//syqvvVk8/iBj2EfFJOSNtHlynS9hcuqi6Hc02uDKdbFXOqH2niopK8eLZgkmhqgabUhvmPMX39SUeO+QuPA0eQFBWjapwYCmXIyidLWQtJzNFc41iCpl8VmaV68h7zOOLmvZu4jmQ6GXHnkw8Z9nc5/9yXK2aWU6O/d5fTFy7j+5KgfYr9w12a7S6Dow5rFz/HF77yW4Dho7e/weFwwuWnn2VtbY3tzS0+eveNk3v38GhEs90gSzPe+8HrNJZ6JPMJtdYS88mI6Txl+Uwdx3UZDYe4zQZlkoA2zOOMmucziUCrKadOdRiNI/Z2t4maIUUSs79zSBKnFGVJkmYspQXbO4cUpV7MXTR37jzi7MYyhTbYjo1lCfa3jn7i/v+pCkeBJKx3sWstasHTfPDRIQfTPo1Og6VekyJJuPvoIWHzNMYolsIONUeQ2RmWbREnBUrb9FZX2N/cJc8NZ9bOocopOoDmWpvdu/foeR0C26e/NWT70TZeJ6cuAlaW2hxtHWFqOb3eGe7cGBPWfaZqwubBFqWQDCZ9/FBz5cw1zGzG5GDGmreBTg85dfYCwrgISxOkJURDhGvT9ANKWVltayShJfBqNSwqvaF2LEwakc6yyhhHVxQ2B4EsFL4QTPYOaHWX0JMZFCWNUpNtH9AzDtHmHk5Z0jbAdA4Lg4wiyxgd9lmq1SFXDB5usebUCY1g571P8JUicEPm23tkR0PUfM7ZWov5x3cRlmTHaPJSkckKkZhnBbNY4SgfIcERksGdR/g2+Knm6OZdTrsBdSzmt+5zzq8hsBjdvMe5sAHDIZaxCLWoNHe2h42gfjjiH1x/GZFntD2L+OYP+fsvXiHQ0N56QKfuoa6exggLXn+Hv7F8hpyMo0nK3nxG5igiW9N0XQ4fPSIb5DRDi3kao7KQvd3HKKFQnkcyj9mZDInLAoRLERe4YZOsSJjrHL8eYs8y7IOITOeUrqSIU9qdHvF0ynw8wAQ+qqiy9kpTok2GdB1cWzGOh2RCEjqSJJthWeA4mq5XYzeOyXGp93xSU6CFBbLAMx4YG4ODURLXDkhUgZIWSkhEYaqcTwWuF5CrklTAzJUoXDynWdH4Ww5qQR0dbO/SFBZR3Sd3XILVDtQkTessl688w/XuGklqk6KJJhn9nYh7WYGRAkNBWpaY1AJhobUgzypUaREWA6aKhpAL+qa0BGWu0VZ1JpdaY4RT5URZVcEnRZW96UkblMbgoHVVeFjCxlBSKo1n2UhhoSyBETZVomWBUrpyLDWgVFl1dnU1sbHMAjk70f4ZbMuhXLQPtdJY8knIsTYCXSiUBRq1cGld0EoXBaARVcFaqqrQtIzElYJjzFIsCr0K7VxoHKWo3FIlCCOQsqKMWrasmkY22LaLbdk41sIpFYG0bKBC+ASLwpTFthxfHaVEL2ikBrDs6vIqLYGlrSoeQUhq9SpLCyEx+pjgdUy/PaZLCUCj1HFkx/GzoqLvLgrNYzrPsRrymN9abXcVsaONQWnAqpylpeOxdvYsFy4+hezVOdrZZffgDvn9Bhsb53G8OqM84mf++i/wh3/yh3TGAfMi4tzVdSZHQ5auXcLCZ763wwsvvcj5Z6/y9u0P+fJrX2Be7/Jnf/anrJ8/y+hoD9utkSUlpsyYTO7RCDaorbS5eOYK5u4NJg8/YX/zYybCw5SaMOgQRQlOKXBDn3t3bjEeRqye2qB/tEV8OKK56lCqlP2tOSunLtKsu9z48D2U5aGlpN7p8rVf/02syPC9P/oj+tN9juIJgakxSnPOtrscHyV/1UNISVBvo4WLf/ZF9m78MdGwmkj7zS5OUTB8+C5u9yyhq/C7Fq4r2TuSrK020GVBqSDXHvc+2mT1VI/V0+u03ZigFiJth72bj1hdsjFI+oOIvZ23aHQ6+H4NaTmk0wHZfITfWubeKKMBGFUy3nqMUYKD/SF1N2N5bRnPT6v4kM5Z5vGQpXPnqtD7LKv0h9MxGMPy8jpJEjGbTRALd/V2Z+mkKeO5PpPpkH5/H9f1SNOEQi1QeatC9AfDMUsbKWlaQD7HtW2G/SMaYci8f0iUlggjmM8TLCmqbDNgNBgQeB4Y2Hu0TaMWIoD7H33ALMlwXJfdnQPq/pBxnNNtNdl/8Ai5aBLFWUm/KAlci/ogoz+tqIquLavXHm8jy6qxs3P3Ac0wwHctdh/cpdWoYxvN/r3btGoBs+EYu+bSChw6bkjbCThfX6Kfzvn7X3sBYducLzXZ+BO6/8ELiHnJheg+Z843ca/UMUD+4G3+wefW2InHTOMxb+8nnF1+co5/b/cmsS4RjkE4EOkJB7s7sACw9kclw82jk3n74bCkqyykhMOBYq1no4zh8eH4U+wMTTodoJVhazsFy0YrRVJKem7V9DLGMM4TfpA8+pHoiNB2OVfrcnt6gBCCc/XuiXM2VOyHaaRxTjm4gUc0nvPjhhACN/DI4krX6YU+QgrSeYLjuWS2ZlYYXN8hm86ozWJs12YUNvFrPTLHYbhu88rlZ9joXWcyOaiM0aRke+cRh4cVvS6Oo0UT01DkOUEQMo9mx8LwnzjyPGN7++Fn3KuLIj/pf3TaS8xmE1zX46i/T7PZQeuqWdnp9CjKArOgwWLA98PPvL/n+T+yTq01aRIThLXP0GCzLP2xy/9fHapc5Eraf7lpv7Uo+qTl/chr0vJwgg5SVIyXUosfXcatLx5U6ys1rNYtClXRTePcUPckoVMhgkXp8mh3Dy0k6701hrGm6QsG0b85xuQvjqQwdAJJ4AiUgYNZ9ffWwqCy5go6oSQpDLkyDKIn6tajqHpkWQFnz13l6lPreJ7D7ijh7v3HuI11hod3kE6TKIl57bW/xh/+698naBwxHo+59uwrjAe7dFYuAZDOD7j23Oc5d/Fp7t+9yZde/UUerd3io3feoLO0zORghzCo9Lu6LDnc3aQelKycPs3yqXM8vH2LZHqPzVt3sKxKDtPsthhNp+R5QasRcvfuHQ4PBpw6c5r+3ibJfE5nqYXWhp3NPVZXezRCj49u3EeGklLD8lqXX/tbfxvKiG/8wR9zcHjEeDjBCwO2jkbU6gHWX3AH/vT4qQpHZQwH85g4Sxn1d7GlZmWlx3g+YTSKmE8V8TzjcDCl12hhpgkNr0Hq54wmBakqcWtt+gcZQX0FLEU0GXGm3WFpaZVG18ecq8xf9nYGHBzu4/lLJJlHkWesPO1h1VL6BwneyMfMcgbZgHmSouY5Z5ZXWF1rYcwAk1mcvvIU/fiI+fSACyurhNoC23Dn/gec71zi7Oo54lIjbIfMNwxHYyQC31L0Gh6u1DjCQToWs8OMzPKJspxkNMFZ5L05GoQNZZYiVcnju7e5/tzzHMYx09kcaUmyMq3cFKUkiVKaroPQFZ0uSWMsYaHygiSN8YRFphTFrLLZFgryIsdJYjKVVRPYWJGpEum56LKgsDWT1GDpkKJQtFUKEkrHJk1mKNvClFCOYhxpUZY52cEUywiEliRFhlEaTImx3QoRM4bUF3guDPrbGK9BOo2IhEZHOVbNRxUlORbTKMJfalPoCWUsqZuAMpozmiUoBJYBq8ipOTZ16bLnlLh5ieU4xLqK2HBZ5OU5FgQBZSbIc4XfDMl1SRlIAq9GmeZ4gY3TDJExlCicTpP9bM44jbG8Gk7Nx8pyilxR4GBpB4PAFhZWXuJLi8BYxKKksAxWoUlMjrQ9rEJSFHmFPjk2ha0QGKRQpElEd7nJPE3wA5/Q9RENHxyLaHMHEo3e6BFFMapQFJZkqlK0b2h0lskbPnY9xFtqcjH8Mq2VNTbqLbwwwPEFTpkiTE4ZTUim2+is0teK0mOkc4ywEI6H0FQaxBIKDEUp0MZCl8fFxKKqwmChMJQ40sGy7Mr4RZtFrqJEWm71+wLwCoM6rTCgXDg0xou4GMuxkVoiTFkVR6YE4ZCXRWWMIxSWVe3DypxGoEqB0RKlFEZWhaFatPXEQp+odWXWJARVRIwBy6rop55TuRdXTqTiGFjD6MpFMStKoiipPuci6kCVZZWLqhT1RhOtNXmeUZaKIAiqjrFl0ex28D0PbZ7Y/h/rIh3LwrM9ZpMxhSpRpqLn1mt1kiTCErC83MPoarvEImOyKEtsx0YuuuYneY9CYlkO9aa7KOIqEx+BftK1NSwmK8cFctUEABZmRJyglcdU22OjHxaval0VmYqF8+sCmdW62g6lFbawFq5BlcFQgEEXc6SbkQ4PiXd3Oeh1Ea7NN//1n7Jx+hR2rklDw8raKpeeuQTn18iOjhjv7jDvNRhu7/H4h+9jkhn5eEqj0aQZNpmIPp50SbKMmhfiCsXR4QO85inu3f+IQX+flU6d6XRIpkq8oE6Sz6iHNhYl62td7t6/XzXJNm/TaXUJLY/5fIIlfVrdGmefusLkYMQtYRGZhF6jzVK7RjTuIxMoyph6O+Ts81dZ713i2tXrfPLum7z752/8NLe+v/TQWrF/OEDolHu3bwI1zqz1GG/fRpUFhRIkpcWsv8Va1yaOSuqOYmNJsjV2ydI9EBa7Y4dWbxXfg72DMd1TIStr52jbAsvxyKMJ6eSoapbZG8hSMJ3lnLu0SjYb8Liv6RYjTALjDHaiHFsXnNlosHFmhXh0wEbTor3yVOX6evSAM6c6SGmjy4y7H36XjUvXOXvu8sln8zyf+XzKcYSMJS08z0cKSbvRREiB7wUUZfEjVLxSa5K4oCxK7t99wPPPX2LvYEQW5SAE8+MsRyGYpWUVIWQqd9XqHBDM46TKY16cM9MoJcuriXqaQXbMYROCUZQt9kdFn7cti9GsoFTmhPkwiipYI5tnCCqznMGsKmiSXJH0RyfritMCbaq4rmKRd+xIC1tW8SHvj7axGl2YTJlRzZUatkeRWnwwHDCcFZxu19iJJ0SJphFWcoF7eznKfLaJcabW4eZk/yceY72ORBmN1nA0Llnp2CSZoiih15WU+tgY67NjXlgcDgpqgWRt1UMXBY8OnizVcHxW/QYP5z9qNmIJwaPoyfPTPKn2uxt8ijlRIY5eGGA5Nqoo6az3FkwtxXCnj5CC5nKb/uODalfZFjdnh5R4XLUCgnado94ziLBJx/dphC2aS13O+A1M0K3QIq1Q979La/s7tARIaZMIl/tZlZ99LImIojm2ZZMkMbP55N9aNNqOQ6fTYzQ8+gwaeWxWhakKy+XlNTw/+EyRt7P9iG53uZJGfKqbJz51ff9J9FRjDEqrE+aIUoo0TbDk//3mltGawcIdU0qLRqNFPJ3QaFbIqO02UUWE0YrpdESz1TnZVifoVY1K2z/eUMp8CghsrwFIiqSPokISARy/zXS0g+P61FsbJ9vR9CtZR5RX6GLoCNLCLLSNEscIXMem011HL2ipxsA8+zfvs580RolmnouTxioseqqior0eRfokW7bhS6apPv6INBdaytxxiE2LwAHyPoHnMBkP2dvbphbWKJXij//VP+f02bMVU0mVrK8scebSdZrtDVQ+ZTyqULvt7S1uvvc6o8mEIp3TaNbptmpMDwVurUYRxXj1GrXAYfPxAetry9y/e4dpfx+v3SKazCAvaTQbZFGCcD1sJL3VJW7dfITj2Gzdu8/G6WVsx+For0/QahI262xcusLkoGqoFEXBUqtGo1Gjv7eFsX2mcUKv4bN64SLnzq1z9fnX+PiDt7j5zps/8fv96RBHy0XWN4iyfUq7yaBfsLQUMI9q7GyP2DsYUg8aWCLFZDmr7Tqu7aGVzVyVuI0VPvnwkCIrUVnB+Y0eLz53GXs+Yd23OdjfplnzKOcG2XK5sHyBvDxFq1bj/qNt/uWffMTyuoXnNmnXewRLHuMk5cadAWHp0LESxnuHrK21WFryiKZjustdnDTncLRDHPbZH0yJCptyeUirXSNXLkYLHNuhs+TjGkHhChqtgDKbo/OMUVqAMMRlySCa0x+OiJXCtgVYhoSSl1/9ItuDPkE94ObdmygLbNem0GXlfKkVgpLAdtBlUZl8GI0wqtJFmWqCmaqsCgOWdnVTtKruYVFWnd1CKaRrUyIRRQFCY8oSIT1m8xzfEQjKSo9m2ZVttdYU6Mp+W+coS2ILWWX/CYOWIGzJcneVaDSkjqhoiTWbwoWw3mE8ixirEe2lHo7vkZc5Bih9i+7qBnvjIb1mg6FTMoxSiqIkChxEVOAoCxuNMiW2lCS2hZwZ2o0AoXKM0liOJF+YmbhK4NsehckwdkXJM8aQawWugyohK1Ms2yAVpFmCdCRBXRJKD+EFTNMSiSFMCzwj0BKUygnCkLy00VrjBT6FVWBLh8J2saSNKRS5a9OwA5zQQ4mCjAFpniGdHqbWwoQBmVIMVc5hHJP5Dp2NNWw3xL58mlro0+ktUe82CXwf4XhY2BRG/Z+0veeTpdd95/c54Uk339t5evIMAIIAJJISRa200soq2yVvuWTXvnGV/8Z9t2W5rK1dr6hEigEUQCEPMKnjzemJJ/jFudMACXK93JLOVE933+rb/YTzPM/vd74J11TUmzViu6Up5+SbS7ZNTWMMNCX5dkFeLJEiwltBaUpqWmyzu4jurZ2nikSJCKRGegjYg6Sqg+ZQi0CflEpgjQmaRBEade1lcDA0foe4yeCEah3WewpfUucFkYA4lqRxRGNE0D16jZUxeIvEgLB4YzHOB1dUrVEy6D+EiolUTCQsXljiWFObhp3FMFJK0rRFXdfYuka/0pUIcUN3BcA5BMFKW+sIqRSJTKgbQ1FUOEL+ZKDEeuJ2gneeqi7pK01erFivN3h2mZeNQe8clYXwlFVwoPUuuEYLHL1Oh4PhAU+fneOECAgukMRrPB7nLK1On143o6lKYhVR5BXOO6TWIY9Oql0DKSiNoTYG5z1xkux2U+yiTHb1hH9F4woN/yvY8BUVavcj4UN+hS548z6omwatdciE3FFzvFA7d0m1QxGCeU6r06Hb7fPJz95jMj9n784+omh49713+e7vfJt8vuTk9i26acTF2QvOr874T9V/YFsWfPeNE7bPL3jy9BMunmx55+Q+fR3z07/5e3onexwcH/APf/V9jm4fBWpt4zk4OaLX9qyWlywm54wvlsRxxCjOeHDvFovCcnk558HBIcoIkiRis5gDjrSdMGx3cWWDd5YsAlPm7A1G1Nsxi+mUzXpDOkwpq5Lp+Qs+rEvu3npA0ok4vX1EZ9jize+9xaPOEeLyFln69VX0f46hdMpgMOTJizFWdVhffEpf90iHt/jk03OePF9yPFDUVuEbz+2jGNk5YDFZUduSZTLg5YtryqZifG3YPx7xnbcekriS07LhY1sQZ11MsQUhuP/afdbqmEEn5YtnV/zH739Mt9ci1W2S3pBH0TUvZo73nk/I4giZZuy1n5CmHd6JU55NL+gc3WNvteT5xeekoxMunj+njoYYJ0mzL/PPlFLcu/el9erBaJ+ryTXOOy7LHOccVVVycfGS6fiapmkQRGysQwrBv/rDP2R8cUY7jXny6Yuv1fGvaO1KSWrr6CSaTRXoVVkS77TchO/TBIQIQdo25K02xtw4FkZRoDYKKYi1pqgqsiRhvs5RUpLsXDpfDU/InLzRQn9lOO8pjUVHiv29Ps02uA2etgb0o5StqXl7cIufLc6DnstDlLaZVluEhLvJiK42PMkN/ahLbgq2tWO9sXgUUiu+ylUdRG2qxpNEgqrxaBVQnbxytJIvt00K2OtrisqTxJJf2qWvjVZkuXsgESJBSMezScyDoxq1owVuTMXW1Ownna+9t7ANqYro6hQpBHljKSuD6AoO2rBDXwAAIABJREFU9ADFDJ0ZttLQ66eMFyu0VhQby8yVzG3Fg8NbJCpimg4Z/cE3aHX34fa3+BMlcVKRCImo15yWW+qiRilFLSwfP39JKx8zyM/QSQQepldXeA+DXpuqKBmXkuXemyG2YHTIdHpNkqR0e4OAOjY1RAl1XRHHMXVdA544Dk1R09QIQh14eHjC+fnzX3kMt9s1RRHOf683ZDjcBwFK6UBV7Q2Ik+RGgqG1ZjafUJUFUin6vVHIYK6rgEaKsNgUsnzlbv4rWq02Uih00sI25deyIf9rQ8oIITV1uaasShrT0O30dvl9K05v36OpaxaLKbfuDKjrivOzL5BSUTc1282KVqtDtywBwWIxDTFy3mFMszuu+6RZh+df/BPeO9qdHtvNmuOTO9TFlvHVkneGh/RbCXlVk+qE6TpHSU+kWiyKIPWorWdTeeqmYVXUCKlDpuPu3mB+M7DxF0Zjf/EGY3aN4i+/vq5+8Y8oEfxOWu0+rcjys/efMr844+B4j8oY/vFnP+Gdd34bW8559OabCCGYXV2yXs75q//sMNWCNx+/ydX1M559+A9cT5fcf+O3UGmXn//k7zm+dYvR3iF//V/+jju39hHO4pqaoztH6CSinG95eX7N+HJCK9H0ui0O7h+z2RRMx3NO7xzTEVAVNXVRoryj3U7pdzJMWWGtQycp1TanP+pjqw3r1YbFas2o1yYvKtTFNe83P+Xkzm3SOGL/6IDD4xFvfOt77B+ecmf9mM3yGn748a88tr9R4+i9REd7tEeWVlcg4iPOZ9dUm5h8a4mTmOl6QxqnGF8jfMWImvW6xCpFp1Y8vPcGl+dP0O0+R/u3qJuK1qjFYjkh2YuoYvj8gyf09ocMuhHPxhdMPl2zrmsODvap7YL9vmexeUpXj6CBLHHoyLCpamj2yFXExYvPeO3gIVcvtzRbjxsOeXJ1wcUnH/L2m9/l7bt3GKQJjcsw0iDLMGkTJ/lkviCpHbau6LTbfDydMHt6TVk5xusVH3z0MbrXQWw2GOnRSP7+b/8OJ8PKiZTBdr9pGqz3GB+obXiwzmJlQGGsEBjCqqjbuSVKEUwSG2vDo8QEx0onPdLtAsjxePvK5VUgvKKSlsiCcjGVFGhA1xYc2B2FrXIuUPl2PD8vQui5w6K0ZrJaknmJFBonNNfTOXo/pegn+LkgzfoUmxonFe1U7miHNYv8goPjAfW2YT2e0lYZSqdUqzmZdTTC46QgjwU+t/Q1iF4CStDTGdIJrBJo5/DekMQKLySRjcNqly3DypFOcEIgjMXp4IZWNzbQhqXj4PSYTGaAZL5f8rOff4jD88lyQUd38L0uUyUprSbyAt1rkaURtRZ02gM6/T4R8MX1BCPh7fsPaG3XPLrzkMNWm/7xKfVen7SX0j8akqqUR50OrV6PJEmJZATOY7zDu5JyOyMfXzA9u0Q6SVFsMcWWpioQ2hOnAutLmqIkN56k1QMl0DgKZ4lFREdplsZi8NiGsAIvPFo6GiVICciVliDjgDg5ZxAEjS4ChFJY47DUJHFEtDOnaRqD3cVgqN28qpsm5O15T1NYVBmQOLyhsBVKR0hr6USaTEUo3+B8aJC8EwgvSHRKu9vGmoZWkmCbJjRbrdaXBqACut0OeV6Qi0CzlQiQGustOtK7mA2Bkm5nWCCp6oY4ztiWS/K8QGoVXGGFwDvPZpvvUE3BZDrDEzJO67reoROSTtqiaQzCGiIhUEIGvbIK865uDNP5grz24diJsBrauNDsOSd49uKCvb0eVbGh223jbdgp42G1WtJrd7BNgxCC6/GU2nqEVoGmKiy9Xn9n+R80BiFTMZww/xXtmBSBjvzKPTZkVYZcWcFukXr3LwKEl5g6ICxid88WLnjeeuEw3uEkJJ0Bf/SHf4o3Bav3F9x5+A4/+fEHPDrOMMZy585tPn7/A37y4cdstjN06nh/+hnpaJ8vPuiSzwytXpuDuMvh0Skf6Q9451//K7J1xY+f/gCvJBdnF3QHXYSC5XpBlTuc8eg4od3Zh8RzemeP2eSc0kiK0jCbbGnJiHmTM7+aUEWaBIOU4aM96OJsSb89ZHw+D5qnokAnKaKOKUxJ1o1QUrLebrhz/wF7xwOsrzl7712+mHyfjz/6KU7+txdiv9EQgmxwmxOb4fxtxrKiWJ+xWOSsckEiJdezhqylWawNItXIWrAtGpyOsF7w1luP+PizM5TSDPYPod4SxwnPllfoo3u4piKfX9IaHRMlKW4152I8ZzM3HB4MWG9L7u2VLK9eMBy0iLI2WToj1TI4GjtPMjrmp5OX9E8esxlfcbat6Q33uLha8tmTCd/63T2+t99mOMjYJsMbvVZZFRy7BV+UEcYanLWouMvF2Wc8/eIJAOvNmk9//i6dLLlBAa33fP+vvo9SQTO8I2dTVjVKhes6oP6Cdhroi9vKvCo82BYBCYy03kV2sDPBCk2jC8GyRFF0o3t23iGcuEHoa2NoZb+e+vdVeuIvvL77L1GCxXRJOwllkwCebmfBw6szDFlxwGxl0aJFz29Dk1NtKdeaTt8z0AmT1RKpBId7MctthckLGH3Z9TnnMTY0jkPdoRIVgyTltmrT76qvAVfLjUXEDcZbIp3x0bZCeEvqVzgUVsREvsCJhM7hIUMp2TOGA7Xlbz6/pKMrfr4MiEQ7SnBoKtkldltMss+wl7K1Bd3+Ka2ki3WWD84/JU9HpG/cZTxec/vWt0k6mk2/Tbl/RHIa0R/2kXGfk+6QdqtDv9MB75GvzGE8uKuPyJ9/xtXzM47unODWF5QvniKVRCpFZ9TjcL5mM19xsc659fpdpJS09vqspktMY+jtD5hfBxMd0zRcXZ2Fr01w9I6iGCEkOoowpiGKkp1xm9/lY4f7elWVnJ+/4PT0Hu12l+32l+m2fqeZD/NpvpjuNJaSfn/IxcVLttsNnU4XhKDT7qK0RquI3sGAvNjSNEG2VTcNnX4PU6+IopgoCudfR22crUKjKHZ0Udv8VxtHHXexTY7SGVIn2HqLkBGb7ZrpJCC7Rb7d0V4F89mEsixwznF59vGuAT5gPp+wWs5RSpMkGXUVrrlW1iKKY9jVtFnWoqk2VEXQmL4yDRoO93fmewrvDBfnnzFJOihp6bTaGAs6EkzWgqZa0krabLYFUliK7YxiuyBt9Wl3RhTFlk6nH1DPf2FZ6C9f8vMinN/DTsbv//GfU4r/zGa14MFr7/D+zz/izp27KKXoHT7g/Iv3ePL5M1bzJY31bFYTkkTT7f8QW29Q7QNaLmM4HBElLb79vT8iVoKffP//oTaOZy/HDFoxMstYzFd4ITFSkUSKvWEXieP49IByPSVfFhTbktlig4oiqvWa6XjBpjJUZkGn10bYwKwSAkYHQ8ZXM3CWcrWgnaUYH/LYBTWHkWSx2HL/tdfZ2x9RI/jkw/f5xx/9lM8+eo87R78iImU3frPGEUtTNWRqD9W2VK1TzqcLtJHMxjmqpeh1E9KWQvgY00+4Kta0sh4ycUTOsFpfsD9osVg1XK+vGSZ9GhGxtBXbF1NSnTJI2pilYTr5lO5on+FexvNlwa2Ht1kUXZ59/im3RntsKoWMuxyd3qO/38WbDV8UV7zu77PSKdd5ivBDjG/oHt9nuy3Yv/U6h3sPOTh8BK09VmXN8fEB66sx9x7coxYS++lHNCQU3vDw4WNSDFcfPsfWnkorOv0Bi8kYNg3SGIzwxCpG6ZidAT+xBuMMwlv0DvUT1qOFoNnR4pzzxDoO+W3IUEDqV+YYEEm3K6QdkZAI61DCIYVG610sgZBY59BK4mlASGoPTiokoFUckE0RYhi8dYgdJbRxFUiBVIKT00OmV2Ny20Cny7wxCA9ZLKFvaGmNvW7IRAuvBE41IArSROIrT3RgKacJJ+oOjY2wRJz2u7y8eIkua8qiodKaQsAcw0pJmsghY0VCvMvpk7imZhRLclPTSKirNRpHFKe4YSc0rVIFMXEUk7S7RN4xGrR4cOsEayVIRdJP+X00w1TTszXZoANJjBWASkFneO9o/AYlJXUlQLcR0vItPHVVI7ynlURIarwpMJXF1QZXlkw//Yyll9x9dJ/l4px8M6EpcoQ1FNsttnGU1ZokjahLi5IxSaTxokK1Jbm11DrGNorKAU6QNA3KCLpeMjGWKhYQgd3FcGROYkWExiO8BtOgtELs6DESUMIhlEaq0OwASKXJyxwtBJ1WTNTNAIVWCdZDWVVsNzlip/cTUmBNQ6okkVYIJfEyo6oDegkSnUQkWYotKpyTwbUVdkCZJ9/kGNtQ5uzmn981OermZ9arV455AqXDw1tFDqU1dWV3DyuQQgeNpZTMl0sWy0uipIVF4736Soi1wtRBz6eEoN5WRLEi1jronZRCSsWo3SNyNcqZHRPAI0USnMS0xliBrT2RSqjxWKCszY4+Ggpvlzdsiine1kwW+U2uZNbKqMuC2WJFJENESWM8zltoLOvVEu8821VBlEaM9gd0kjY3SslX8CNyp7/0O0qvQxI0lIiAPTofqEg3qKQQGGPYbLf0er1QnKtAh7U+aNSdCCRl6z2d/pAkzmh3+rSOb/Nn/+5NzGLJD37yA/73f/u/EjWQ6AzR7tNuOZ49+ZChk/zgr/8K28ScX1xw/7feYS9KqbXgtUeP+f6//wtGx7e5rQyz+YRNvqHXS1kvl8h+i23RwLZgMSvonbY4ONxjnV+S0XAwaLNa1uhuAjJkDgoHvnIUzZqTx7ewNBRbi1RQOMXnn36KVJ4kMzgXmve4k1E3hs8+fsLbb77Farzixz/7KcdHR2RScTWZY5qvupH884+9vT3quqLsdng+iTHGs5wvkK02feVpZRGDLEYrw7Io6fdTGpmSRJr5fMlhP2G5KpH5Fau0R5bGTPMl7rOf0B7dAqBcTqg2cxAD9vZHLIslrz2+xdV4ydNnT7l9kHG2bWG84vhwwMHRHkoKnl1dke1X1FZjnUdnPWgqOqff4ovLH7J3+5Th3h53792l2rtLsdlwfHjKdD7m4d1HRBKef/gx7Tjhar7it157jen4gnpzxboK+bAqSZFRROQbtBQUjUVrTSdRWLdzBZYC7xSN9URa3xSI1jlwjk4asSnDPU7tiju1o7CaV3otqdBafdnwCUEU6RuzrFeftVL8/1Wgv4w0/vLYP9pjPp6xrgzDNOGD9RV3BxkPugd80eqQ9veR2w2vHx1yPWxTl4p8dsmyLrjdPmS/1eUsivjOfpuLOEJ7jzla8XMz4/llzvRBzijNeFbM0HHM800LZxRRknJWKpQBlhYEJHF6Q33clkFrPuq2kbWk8Q6hFL3Dt7EORp0MgaPVbnFy/5tEcQvtPR3reCNp025lRFpweniCUoqiqogFxMKSN57EV9jGUqoYudPsveUMjYW6yPlmlhHHMU1VgHdga7QxbF68z1CUVMffohkb5Pm7REkUXKuBcluwOLtgcDIksQ2bf3rK6GSPeD+ghIVMAEvWbTG/nGKNZXE5pX80oqUiqsYiMtjMVrh29+YcShnu885ZjAmNjsdTVSHDu6rD5yRJGQz2dmd3xHh8SavVJklSDg9PQEQ3c8Y7y2x6iZShSQRYrRb0+nvgLTpucf9B+yY78OZ9skWrHWionXaXxjQ7indCU62o65IoimmamiiKybfzXaMbaLHeT2jq+kZzGumIxjQ3GaZSKWyTE7f2kTIgdZPlGYvp2Vfcw8Ood1rNqvrSqXa5nFPVFUeHt9hu1yRJjzhO6XR7v/IaeNVKKK2x1tDrDXZSEMNyOWe9Xt44mV9fvwjGd0Kwt3/EbEeZvX3nEZv1nE3SCtemVsRaoHuD4LberMLCeDnH1GuS9hEqav3K7fnvGc7W1MWUpHW4q3m+HEoKdEiyY7qFrH+LbqJotTJObt/jzqO3KKqSd3/0A/6n//nP0VGLRNT0+y1qkXL+2UeMDvr88Pt/SSMT5udnPHjjDV60Wphyw+HJA/7mL/89x/cfs609s6trlpuCrlRcTw17B0OqxRITR8ymS/aO9rl//5hPfz6l19MQ77NabOh0W2SRomxeZXBDvt7y4NFttpWhWq3ZRBFZpPjwg6c460iTKNxrlWS4PyA3nsmnn/GNd95gsY74yQ9+xN3jETKJOX95hTN7v+rwAb9pjqOp8bXF6TXPnv+M+fiMTHeIdc6914acXV/z8OE+7bZF6n0WdcF67sg3W+4P7yDrjEYZ4sQwHEXUdYlRA7LuEeNZziefL9FFwd5BiyjxDDpdcm/pDRJOe7dYLiqMSYnifW6ffoOqUTx5csUb3/wGZVJx9fxD+q0O48stg+N3GAwek0mIlOVCe3pxxqO3/gDVOqDojqiNYbVZ0SkzpnnN0Hg+OnvG+XJLXVYhNuHDj1g1azabFcPuAB1FvP3NNzgatalnCxpXg5Y4ITDGBs0TAtM0GBMQR+ddWOFqDN5YIjxSKhrrMDcaq2Bk8srOXysVClQrwqzYLXt6EfIjnQ0FoQfsju4qYJc7F3L5EJAIhcPjCDScEP1g0Vqyn8Y77pvj4NYJKtK0oojT/pDNaoPwsKwr9vsZ2ShlE/d5eVVyMuqwf5BR1RVapWzna+LDA3q3hjSNYi9OsXgshsda045i7iSKYZzQS9scGo/XGWnWJs4UUQSpjkFFxP2YrrQ4AUnUAmNxrsYJRepTauFxtiL1hq015HmNcuB8BRjquqFyiu0qx27WfP7xCxLTUDuJ8WCrkqrYUpQFUnjqYk5dVpRWUuuIakcLiaREWkPiGmLfUJuSbDCizAtSLaiqnO6t2+D/gG2xxbsaJdlRoDyR0ujU0/gNF7Mxrz/+bbZNhctiiu0W7SRZo6hLhTXBgMb4GicFE51SpxHSK5TylEah0jbah5uaRuDw6DgY4wTNmkMJtSuQvjRUsdZhTI2wIuheqwYVh+XeogqrhVhDrINBjPOh+NYqIov0DgEPyJvzBlsZrPMsNzXz9QaQeAdxnOBsiNZQSobGM01pdg9pgcc1lla7zWazQQhBlCThayWQTlEUBVobvAiFYRxHOGeJdxRV4z2L5QYrJHXV4ByoXczHq+tDKolz4fgoKWgai7M+NKCE/X95dk2a7IpmNAKPoQ7IpRS4xqO9wOBxWvBKgiRUQGykkDQ2xIxorcBKIERtlFWD1gl5VaKV/LIZx4c8Vw8oReMcxWZDnEX0211cY5Aq5NMFTaLHmvrGydW5L91VvQvXflgMUjt6naBpGqq6ptsNRZR1dmcBEzSNUgisrYnSGCz0ul1+9zu/w/XkHLPJ+ebb36BIIsbFkGk54+z6jPFyweNHt3n66XuA4OXLF7RGRzx8/BbCw+XZGffv3eP3/tV3+Ie//T6lWVFpQbrf51+/803e/8mP6bSCVnWxniF0TLGu0KqmFXdpqhwtg5tvO4mxmWa+WrKqCqRMSKMIqpokUcRJwmy2Aie5GM/AJAHZtiVWaKrakmYR/VGPYl0QRZo3Xr/Px59+yGDQYTq9RhmwNuin/yVGXVUURYGUkn96711WVy8ZpIp41CJWt3jy5IKH9xKytmBwdIfV5TPyRU6+zjm5c4xPYoQpaPcE7SRmunScDnN6rQNWaZurs0teTl6QScuwCwftAbWtELHk5GjIZLJEWgPZkPTWa5zWG16ej3nn936fuiq4PD8jy7pcX89JD18j3btNP0nYR2KIGXZTjk6/QTroct5/g2a2YD694vROynK5YFsLxuNnzMbPmY1Ds/be+z8CoVmVkmEr0K8H3/19hvsHLBfr8KzajbKuUTv9rXWOXy5Pfb3Fm+rm+68m4m3yCiHCe7WSpEnEtqiJo6/HHsBOc7yLB/lvGc12+wuIY9Ru3cQDARwdDtFSEsea0f6AmoIXtedyesYovkfWPyCPOry7chy5ms7BI1r7j9mTFU9ngvzghDjrsDKek1YHZy1734BvEnrAdE/TzTr8adTi08IRxxE665GKnCjO0En/Jkc3S9Jf6INfRRK9GtpV7JcXWJmw8BF7Pqfc5Mxa+/jpOTOtAMViPmY5vgIPk88APLPlgnJyTbnYUEVt7mUrxucz1lmESBXOeeZrS6Ia6trQbqckSTgHrqkpluOb7Tg8usO/e3uCEILxy2ta/Q6tXjCBSbKEo3uHLDYFnz6/5Ltv3Nvti2c1WXDt27xxK2gJlQ4Ffl3WTJ5fkd65zfngLg/cDGsNH9cprVFnF4EkieIErfXOqM0ihSRLv958fDV7NI6TmwaoPxiSlzWvpm6sBWmWEUUx1lniOGE42qesQkGOiDG2CqZOdRUkItbQmAntVof1eslgsEdZFMiWpCzy8BwxEqUcjRFAw2x2zemdb+DMNqB7rSHr9Rmr1YJ2u8uiLBBS0ml3Wa0WjPYOQpZqVeyaNhsMrX7F8L/USL4aZZFzfX1OVVc32tC6rn7lz74axjRYZ6l2yOWr8Sq/9VV+8ivUcrNZkqQZ282K9XpOrzfg6uqcfm+AUilVWRAn6c3ijdzdI/LtHBVl9NpttvV/n97xa9teb4jS4deaRikEvUTQVCuk6lI2nsHgkLd/90+ZTa8pNhPefPgG6zxnOp1gheP582cs1wV7tx4y/eQ9rLOcn08YjHrcf/SYSMJsfMn+yX3+6I//iB/93f9FU65ZTwt6/Q6/9Vtv8A8/fJe9fovGC6rFEiEFRVGRKAEiYras6cSW66VGxxFZu81yuabJc9pZjNQaW9ekWYITElvXICRX1zPSSDHshnZ/ttxirCWLFb1XFOJWymuvPeKTjz5kb9jlejynch7hPLPx7Ncew99M4ygEkXc01QVCXqHSFU3lsKZApxV37x3SSRsOuwlxMmL1+XM2qzntQYatcnwV87vf+jbXy8+QssA3PXIn+MGnH7BcTomjB3R7e8j0guFxyvz6iv2jWwwGmsnlgvff+4B23Oe3fud7jC+3nDx8m7e+9Q1GR/s8X31Os9iwev4ZD76xj9cO42a0Bn1c06MxktfvvY7Jc/Jqzt/++C+5e/8ttiuBVxHT2YLyi6e8nM/IjWNdOZJMsSm2zJbXTK9eUE6vcApaUjGUoG/tI7QkjqLwgJKhgVRaB0G+1rS7HeI40Ge0lKRRjPSGqm5orAMZoZWm2nHutdbEWiLcTrvlXAhCjzRSqWA84EM0gGlCDh7esMm3KKlglw2ntQortS6En2dpShwHcw6/25Y4iWh3umSdFl56lIFEeE7unCC9J0ZiVI7TCyIjEeoWXmhktEE4h2g8VBaTNyAFhXPUGpLa4a1jZWrcqmC8GHNuN6wKgavnrKxFlp68LFHCUjUVxbqm3FrSNIHtCufBOkm+3eLrTZjkgwHzxQJRb2mJGu8McZZRLreY2iFUWKHcNB5f1WRphGq1qZVlsS7RKgEkVni8DjrAfhKhVYRLNOgQzu69pHSWJAJTWeqyQPRHLK3HIcgazzavqRvLxoITcTCGEcH1VHuJdgJRBW1enwRfVHRUSlWUSCvwtiRrdyhridERlRDUUYJDBWTIa7TVYBTap8hasd9OWHobth+JxeLlzkHTe5CayjW7vEJHXbvgHukVYhfLUDaOKJYUVRXmlg0GKh6oKosXYKxDeCjLkAPovMfLoP9wIhgaKKnQUuLtq4dFQMuFd0SRpjYepQQ1nm6/y3azIUsTsnbCOl+yt7+PlIK83nB0dECeVyAUo709rq4u2N87oKwKmrpBqZjNNkdojfMhJNjvFlOEhziKQyFqbTBY8gIp2eVRhgUMJTVSaYwXIIKe0yHBgRYS5yDd6Y+lgF6viy3XO1fecDykjBHeY5sGLxVSScyOuhQKVIVpPMZYhIiojMFhUJFEiVexIGElXElFr9un02oHu3IcQsgbeq5zLpgjiNCgKilRUuxW6/XudQciFMiO0Pi3VBYMh9SrGJFw7/ZeYExN3dTEcRSCO4RgPJnQShOK5Yx//NHf8fTnP0fe61MXC26d7HNV51zNlrQ7Q5R0LCZXXC2mqMszlmfXVFrxF//xLzjdHxIBq+qS2sPx3dd5+523yOcTXF0wnk7JyybMXeG4c/uYgzv7XJ0vWG8UnfSQysJgFLOWG+rGk7RbPLh/n/nFOcZXTK+nLIuSdrtP2ZTcO7lDvslZzKdIIpQKboyT6RXDfpfTo2Muzj5jsxzTNBuSRBDFiqqQN3q5f+7xyryoqTYou0ELw2TluMWEUVrRfZySRAFhTzpDZHTFarHgYKjx9ZJGpLz25iOKyTMquSJrdZm7Fp/+4ws2qy297hGtUQspHf2jjPn5E9r7t0m6Q/zqmh//6EPaacTv/PGfcD2Z8vjeiP7pNzk4Oub66oLaeMaff8DD1++TJRa3vUJkjxBSkSZ9Hr39XTbjJ5SrLe/+7X/gzuvfoTGGyfULNpsFX3z+Hnm+4ZXwVukIU6+ZTsbU6wnXswKkRKYVada+0Ujutw1afr3wi3unRFl/N0fDouegP2Sx/HrRYmqz0wNCpNUuK/XLolUIODg4YbNZkefbXzovHmNCTFC4XuXXGspI66BZ2w23M1qJo5jbh8esa+jGQYPW6Q9v0BSBJY0jYlOhd2Yxy7rAC4mQmhaWP3aA1JQ+PBPm6yVZkjJdzCirksV8yqyGjhvzxGUYoZnPK9z2+Q0F1lrHYlnQ7nRwzpJEgqbYsJmeI4W7uQ94D+NJxd2RwXtBg0BYy5NnJS6KeXDkeD6xbArHwUDQSy0euJwYTvbDdXGdxyTSkciGdRoRtYeoJCPOMtazJVkrZbO2aMCsrzFrqEUH4jZflVout4bLyjDRIx50NkghiJL4pumdnY1JWinHVY3azSkhJZ1hj+psDJxSCE2TJVwgoLcXtHaFJ2/vMfY97qYblO8TxwntdpfZbBwcSdMMv0O/2F2X/cGIzXpJrzdgtV7+QjM1GOxhrKHdCQtvsf6SuiylZFtVITcSwfXVOR5Pp9Mjt5LN5hxrmhBhE6f42FHkW7KsTZwkFEWOdZY0zYjimH40Yrmc0e0NWS6mDPcBs1NIAAAgAElEQVTvgSs5vvUYHXcpqhXdwSlSCrKsRbd3GJ6Xmxnt/jHVdsbJnW9SbsZBnuIdCEW702a73dzkGr8a/cGI1XL+a+NQiiIHQGca6wzrzfJm0VJKSafbZ7Wc7xZSRIgdOjrl8uIpVfn1rE3nwv6/GtvNhna7w9HRKXVTs1zMyNKM8TiYQLVa7d0ct3Q6PayzeO/IsjYqavPLBJFIicBcEF9qF6UI7qwH7S8XeybbELmxKh1KeDJtUEmPRfl1doHznmUJpijp97vstwWr9Yzl2Xso5bkaTynf+xlP3v8Jg/0hVy8SRr2IzSKmXFzQGe4RRTEXL85ZzFacpVcsx1M2RcXL8/+bk5NDWu2EbVGRFxUP7x1z/7U3mE2mWBTT8wvyvAh1gLEc3z7i5PSAi6fP2FaKvVEHayxZLMA2rJqGYTfj9LXHjK/GuGLL5eUU01iGoy5+uqB7+hp2OyVfrm60nVkaMx7PGe4POTw+4PrqgtV8haxLWlrSyjLW8yWdfvdXzhX4DRtH5wz/9P7/S9bbku1JlnrDbLykZRJO7nTJy4J8XlOpATI37MUHZHeGFNUENjnd/i3GyytEUtKSAi8Ul6s1LxYL2KT86b/5NzTS4JM2m+oFeVyxqSa0nECpNY/udLk9PGZ8/ZymzKjqGplkLGYTetJhIji+t8/xoebpxTlffPaC7ne+jYq6pFGXLz59l+tn7/Pwzh1iUeNOD9HJXdaLiso5nl1dII0ndp6q8fS7PQ72h7woJ8xmYz558RyLoa0iKGucEuB8iC+QHq0jPKFArOoapXSg2xHcHqWQKCFQWIyxGCHwO4qq3l30UgRqn9rRz1QUUVuLkxIvZUAUpQyaJSmxzqA0FHkeaF02GJGkcUQURfgo/H5vwwqvBwxBDxZJRTvLQmC7b3BYRlHCn/wPf8h2uyIuLaWrUMrjx1s2q4ZaaoxyKBxUa1qyIhaBniGUxRVFiH+wCtcIKm+IMzCupis1Fs9KgSolCTVGeNYuBdXCNBaDRQpHGWscklhrvDNIFTEpcqQwdOKaSkgambGOFQxjhnGCdY71rqHOageuxmYpLkmRsqYlLMp7KhVjkghbBo1q5U2gK5YO6XO8M6RpEpqqxBPpmKJZM+gMWOYFWRJjpKHrStJ6uSvia4TwKBvE6bVraKRDJxF1K6UQCuXASkUdRZg4RSQ98qZAxJq4LkgqQTEvmFcVYtjn4PEjKhljRMIqtyRRQxRrIimIpEYpiYpCoxmaR3GzIu9xoQnZRT68MljRMlBPsyTG4TCNQ/hghlTVAXVrRRprDHGkiSIdYjWsDe6qu5zCSOlgwCNCPmNVVfhdg+WsIWonmKYiSSK2m3WgMjVVoN8px2I5IU5ihLDM5pMQKdI0rFYzvDdU5SaY7CBompo4ilFJgnEeYTx5Ve/+tqN2BVEUgbc7J1EVrh0hQ+yGUHgfnB299LSThCQKzZf1we0VI4m1QMqMxjiStia2AuNEMCLyr8xqPOiAADofCkdrDYIYXmkV8Qi1oyoJ8MaBDEyCndoQgWB/NKTfThEmUNKl3GVPwk3mo3WGNAtGLt45cJ4QuwHeu19AcxbLRaBaRcnORl3d5F86F3Si7bi9M+PxATlYLpkt5iSZZu/hQ0b9HtfzK2afPOfyiys6gxHeW55/cc02n7K1FatyxXSWE1tFXtfYVOLKNd988zWWS88wTRkoydWLZ7w8e8rdW0fcun2L6/WSbn9AXW6pbcVkOiUTivG8Jo0TphcTHvz2W/wvf/a/8YP/9Ne8nF7w8uVzEiEYr+a02xnCKfK8YdAfcXA4YuJqhr3bXF5PeHl5ibMRvX5Kr6sZ9DWxkMymc9CCNFO0Y83K5Fj7L6Nx9N7zD3/3Vxx0oJdFaDnnOi95VrR5816GdMGtMenthciMdofffielWs/RSYzst9mugu6pNThg0O7z7HLLZLZFWcvbf/o7aL+l2G7Ix08wzlLXBbrK6eiKu0cd7t8d4OafYNcOKfaIEsF0MibyWw47lvTOPu0s5sXzSxJR86CzT9QagS15+fG7fPHFU95+44RIeYrVCT4aMt+5A04mF1/ZWYd0NYcHj1guF0yuJjz/9LMQPRIpyq+guq0kzO+vHqdXGsaoHYpGZwOlT36lqW92z82qqYnxjEZ9itrSSn81ylg1DcmvQCCd98yWW7rtlLIytLOYLNGkkcLYcE0ZG1D9xjiSSLHOK9pJRBSpm+y3qrGkacr3/uR/pNleowj70BaGwfqap883OOe5jGN8EuOM4VbsuJ2EG/DzfEZhfn2G6CTtMqu3GOdI6g5V/Is6O20Tni5qcluz19c3x7K1c4JsnKS2gl5s+eVEjOMjgIKqgaN++Hg1jMg43g8xJQCjtsSSkHgDztCsx0HOgCPyBR5o/+KvJ/Yb0iSl/ApYlbgVA2M4kHPm66D57B8Gqud2scYai44j0vaX2lPvHKYxrHuHHAMTG7PMUh5HmsRteVY0nDWSdQGDR9/iWp7cbIvHc3h0i6augkPoV4YJLN8bqmm3N/i15wFCzvBXx2jv4Obrw6NAFw9GNOqm8flyhGZLCEmUDjk+HdGUAd2M0iGm2dIfjMjzLZ1Oj/nkGf3BiLpaY6o1xhrK4jntTpeqLNE6wjaO6XSMlIq82KAqg1aBgmutxaGRUtPrDcjzDdUO7QNYLn49etTvj6iqkrLM2WxWSKnoD4Z02j0aE/wJpJDcvv2A1XpDq91BCJC6xfHxHVZfWeRZrRa/5t7q2W7XbLfrX7kNy2VNnm85ODwJGZqbFWnWYu/oHv1dIx8pQbx7rmoV5ChahTzGWAvasbjJg3w1jIWiCd/H0jJbrYjS0a9lITjv6fcPsc5TmID4LfOGajVBdU9pd3p86/d+l3z8KevZOecvz0iSDBt1eP7xe7h8TVNVXF1XTCchyigvarJYoUzJ3Xe+hVKaLJZ0Om2urxZcv7zg5O4ht+/ss5zN6fbbFJVltcqJohnee5briqZ2LMdTHrz5Ov/Hn/+f/PV/+UsmVxecffEMEUds1gVprFluSraThuHeHke3TlhdVPRGI3R8zmfPrqiFImsl4f7XbhNrwXS2JHKWKImJswRRRMHJ9deM36hx3GyXPHnyYx4/fMzp/Td5ejYm1imxbbjV38cONrhKoeMYoQ3dVPH5x1+gtON0uMfBIfzVD3/Ig8cHxEJzsN+F5YrHJ/c5OP4WUtaoaMVVZXn64YzXDo8ZJCPG52vWpSOJW+TznE5rQHxrD1MtaJzh2dOPeDiwfOcbRyxyy7haMJ9a/uC17zEaZkQdkMWWF8012/US9EOqxlCUBcOBploGamTRlNwWGb1enzz2xKZmMpsy3mzJvWe1zZHaUcsKaRxWSJSQFApiqRA7uhtCYLXA+gbRmF14uMDZmqaq0N5SWwORxkmF8AKNYrUOVAfTNERSBARRSpra4JAIHaEQOLGjvgJxpNFKst1uw9/xnlTHFFGg4DXeBXMSE2h8xnpEFO249oI0jnG2wtoKhadotfjk3Z+SNTmxCppOH6fExrJVS4q8YhANyN0ahSPJNDkVpAl5I/FERLEiEQqNYoNnZTzKOLZe4BLNsmpoRZo0NnjZYGTMtqjReNoqolqvGHQzSucxTYnWMYV0qMbsgncVNi+wqqEwlsg1dOlQGEfuFeWmoaMsri4QTrFebkmkQHuLlBpPQ6wyPBUZUDqBraHdypA2Aq1ZFyW1s+heRuUc+Jh6XRPrFtMqx8QRFonUmtrWrKuKTn9IbhztlqZpaqzwJDh6vR5aBa1jlOigM5WK7WJNOcnJtyvmxZaN7vDjD54j/Jg//rd/xmj/NqgO2ktuHUXYIsf5EJ2Rqiig2zsHsqouEdKjtMS6XSQHIedQyOALKndInNbBst0i0SoKOjk8nUwjhN5FXgT+Z5JEwYFWx7SSmKqqEFLQymKssWw3K+IoYtDOdg8MAcSBqrJzGA2NrMe6BCEkZrdSb4xBqwghw/YmSYyQkiTuBaOctiCKYqqqxtiw4GFNg/SCVKmdmYYDPM42KBkaLrVDR72xaCWx3tL40ExHURys/TebsK1SgrN00pjG2ODQKzR1USFjhSamNgJvLEIJnDWBEiyCi6NQIGx4XRIadecczoKOd0553tOJIrSvkcKi0oSs3aUVKXxZk8QxxlhePHtBd9BjtL+PMZa6bpBAVZYkUfwVw5xAJ5aA3/mLOzyDwYBI6Z3+K2RyCnaB2hKsaxBS41y4t1R1xWAwxDUN08szsu/+Pnfe/jb6Bz/lxdPPmBvD6d4eomr4/tOXiMjQSMfe3hGL6QqRRbTj4MRXFQYnEx698W1e/NNHfPLue3zsDV5DYSrG/x91b/YkV3bf+X3OctfcK2svFIBGo7vRK3dSokSOlpFmQgrPjCP87mdH+GX+Jj84YmRPOEYj0ZZlcUbDrbu5dJPsDWgADRRqz6zc867nHD+crAIgsWlR0osPXpBVlZk378177+/3+24nJ5yeDejWin6/i80n5HmNdTWT2QLRSinLnM8ODxBaUS9yBmcDSlcRhpLtm3s0hSZ7dMpyXjApJtzL7lLnC/q9NVxloDaMRwMaaY9G2Of48QmTYYYxISjvJttpt0hlyAd3J7/Jre8fvJbTKccff4B66Ra7N1/h3v1j0k6LuqhRcRulA+L2OiqKEQhU1OLuLz5isxego5RGu8X3/8tPeenlXVI59wY41SG3b+9x/cXXEfkRFkdhA+4dVLzywjpJd5PZxTkXWcBmTyLMEqINXn6lz3yeEZpzPvroE7Y3O3xro8Gs2eVJMccWC9bf/D3C5ia3opIHixnj8YgyK0CGnI2XROM5N27fumocwTtIdjo95vMpUaAZjs6Yz2fURcEsK7EOlkXthzx4JLC2lm4j8sOKRUE78detWV5BNqYZayKtWBT1lW4HuKKlagkT45gvfRF2mtc044BQr6zza4NzoCVkK5g9K310RjsJPJowL7BZzqKoMWlAphSBltQrM51ZXtOMNdOsopMEjBYlaaRJQu+QPFmWaCVppwGH7/8lgfDGPgCzMOFUaUZugAOarT2Wo8co5xhVsChW3gX6Vze8S1okLJhWOWaFCqm0hL9Tg8vAsLkhqK1/nXnmYzme7jBDaUIiZdHS68qNdassTb+mhUIKRzN8+kRXl1wJSQHtcjQ5zy7/WFzpsVdbBDgEltoJltMRwocncdmEehNAxdJAe3uT98cFt1sRLkoQcolzlvZ619cnReU9H+KQlrKMlwXu9IjSWN51mvFkyc8+ekBVlvz+n/4b2p01dBAgVUiYrFMsz3C2Jkmep6UKqQnEymna/X/T1IVQqyHs5zf5l68rZYAhJwjbSB1TLM+80WK6SZkNmU1O0Tqg0dnzur3KI3FxY4ekpbG2IozOVzE3AeCIVu7jzllabT+8kzpga3sfrQPCKPG6yDAhSrrU5RwhvSnNfOEjM7zWU15Fi3j66NOSv93uMh4PKavCu86u1vr6FmVZcHp2tGIBPEVsrak4OTr3BkVpk2bTZ1QvV0ZCz9JWpVQrwymLUt75/JIJY0x99bdxnHi0uNmmLAviOKHf30BFazTiGFxNNw2ZF4YHD3/J+uZNeq0Ww2VFIB3SZEwWGXm6ieOpa6oQvrlUQnjHeKMJkz5rqeRi+fl2rZcuq5tNwZNxSau3Tm0c09MnfPFr32Zn/9t8+sF/4fHjh1gRsXPjDiD47n/+jo8WA3Z31xkOJ2il/JDLWqaLDEzJ66/f5u6HD3j/53ep8l8gpCTLSobDKQcnQ3qlYWdvk/nFiPlkhtCa0XCCXeswzWoePzmlrHLqvODs+Jw8K9BhyK1bO0RaMV/kzMua5fmIrHqPIs9Z31yj8lUVR0dn7O/vEKcJx/cf8OEsR5oKlCK3gu1ei6lWhJWBTw5/5T76jamqUklu3nyVo8PP2Fpvcjo7Ikk0WT6l09B8OjjB2QX722uc2BwRWDpRn0VdcTp6QqsjiOKA0XlBEI5446V9RP4yg7DN3U+/z1o04/7xBJEHVEmbdz76FBclbL92h7PDj/nmF7/AzNUMsgE7/ZRcVOyuhex2FY8HA86Oj5glgrPxkmmZw3zB/OIIadvc2G2xEX+ZF9/4LR6fTinVDucXF+haU0mJcApbO+IgoJAVsywjdw6hNEGrgQoUPstYILQkcKCRREIjV45wWEApaldRX9EALVJLbFVjTeXD1pXEeIEixlhkIBGhonSW2imccGhboBAQaHCO2uY+hgOH1IKyLsldhRaaStcIJFpqCmWxVEghyIWnC6rAO3kJKQkU6DjBWl9Q46zPdxSO3FgWCsJek3k+J2w2sJk36KjyAe1A4eolSRqjgoggjKkKQ1UuSXSbcbb0mkMdUSGIooigXJJqha4MQoKrMnQcICuNlBbrcupRwVqrhakrQi2ZzYeULmAzbVJUBk3I0dk5680WHTQLKamVYjgesddfp6gMshVRXywgL6HdwcSKQGkWiyV12iQ3Bi0CKqeQhUO5GFMHiCDGCUG+irhwSGyUEkeSwhiy2mCEzzicLhe4pIMxcwaVYCwCSueogi6Bi4kihRIeBcypKDOIRMI4yzi9GIOqKKuc09GMWnUJ0ja9rU3iVBLTYj9LmE1CTk9mTBfvc/vWG3Q6ayxtThwpfvrTH/HC7dsEnT4KjTTeSVDKADQ46W/l1vobvNIr11UtfeQLApwhSWPysvC0ZhUgsJiqJlCayWTiLzHOo5ZRFJHnC4SSRIGkqisW85JOp4NWKcI5lPLNaVmWRHFEVhTIuiCOPD0YIbDOO6WmcYx1q7wrcemyKq4eY70zcVn5XK40boAQjOcLbxglFKFSSBVeuc1J6bVMz9JzpNY+E7IyaHmpCXQUdYkINUpqAhUibE1ZFURxQNqMscbnslaVfy9beKprsHJXNRZ/8w7AmBqnHNZWNOKEXqtJWRYssgWVrQlDRSAE/WZKK+4gpaBwhuPhkCTQRELSiCKMs2xvbXj9oTM46ynSnVabenW98BpF766qhA+9ljgfgWIu8zntqgC5NM8SOGNX5grSmygJ38xOZlOGwyFBnLC3v8nRp484OrtgDUUQJ7S21jk/OeXG9jVarQ6EjnmZUS1rWo0e11+5xWI2ZfDkiChpoVVKL+nz7vEPkFFNO9FkVUaRZyzmUwIpiZRGoAjSLlmVYSrJzuYtFI6y3UEFAe+8+zYHZ8ckaUq1nLKsKkaTC6wO2N26xngyY3t7gxde2ObtH/4tjx9/Ql17Wq4KArQKGY/ndBotpuOSsjRIF9LtrDNb5qx3u1fW9//sSwjSNOH6S29x/7MjtjdbDA4fo4VgkXfoNpuMn3iL83RtmzLPQEumYp35xYi6/JjtDY1aHlIA2eScGy/fQUctplXA4wfHNM0ph5OAwgimecCDd99jGazxyu09PjqKePPWm0hTcXw65Mb+BmU5YaMT0+/EvD9bkJ98TO4ShsOc3XLG8nzILwEVd3jl5T02tre59foXOL4oaK/1n2saAarsAtFdo9Fs+9+557WB8Ax9TAq0FDRXCKGUglYSrNySnzYgi7xGpxIpnnsZr3VyUBo/MElCRVZ6auUsr0hD70DoUUMwDmzlddhxqChqx7zwmnUhpf+/koRaURtL4ARZ6ZtVJSWDmYfLpllFHCqsc8yyGiVBr9xb89qRyw6NpkMJQ9ToUizGCCGfxmUsjklDgOc/UNjokk/PrxggV/u0yIhDR26eNirLuuTvrvIZd00HOBXSTp7+7HxkaDcL9Or7XdQwnAn2VmLRSiRIu0BJKIwv/yJlORkZ0kaEcjW1k0RRQKIKyhqCMEZiKEQLSYUUFkNAQE7Y6FLOR2iXsawUjf41ssUSTUZkZ9RI7iWbHC0KXG+XF1rbJMLwYDGkIUN6WpMvctJWyunpBfcHEyopOQkD5sNTljZmc/cGYSMhaG6ydi3mumhx+vgBh4ePKZzmxvWb9HdeIp8fY6ziw5//mJdeeY34meZR65S69HFK/5AldUSYrJNND/Da+QilE+piggpS8uwZmmsg0GGbqpxCOfXHxtZU+QUqaJBK7SmezqDDFtaU6LBJPjtEBSlh0idu7mJN6fORAaVThAoo5seE6SZ1MSZMNwnrpXejNQVhAjiLChpY20PKgNnoM7QKiOOELF+SJCmjiyFC+Iaw2ewwnY5WESUVvd46aaP1HGoYRj62pNFokSbpirlima+YQ73eOkEYMp9NV3pK/1phGNLpPEVxozjFmtpHnQjJYjFjc3OXOGmyWC6YTQYYU9Nf38IYQ5KkJEmKkopGknJ08oiAJTpsstnaJCCjt7ZLGgXEWpCLHGsqgqhHKFrI1Ry4WiHLGw1FMxKra4BjsspqvCRCKClohk/Pz1nxNOP18gzLl2MWg/uoKGVzfYPTwweMzg9pJIp2Z4NsvuDw8SP29q+zvt5BOEe5WDKazIk6fV58+UWmFwPG5xckETRCR9LeZXj8fVQYkjRiitmcoqxZjsa004TuWhvtDI3+JqLKyMuKWy/sURqHqkvSSHHvg3c4f/KYtbUOo7MhWVkyG81YhgG7N3eZjGbs7/XZ3V3n7R9+wOGDA+ZFhTGWRhITaslgMKbb75LbCeXMILWiv9kjmy/or3WYjKafe378Ro2jFIqihAdPHuKiI2Q95Nb1TZStiJKYYlQQNjtkRxP2O3ucTSfY5Snz+YKqURLrJoltUBYRg+mUtfUNVNVlXkh0q0nQXqfOSoJZRWety6OTASqMqI1EN7eZL+7h0j5KW6bjA9rLEUfnD9jrpbS7uzw4PUOamFQIbr3QZa5A2X0ym3P25KcsFkdcW3uBOstRYZ/BUqKrAuFKkCE2LzmVFaPjJ6CgcjVaBjSikKgVg/EonQoCKmGoyxrLSou0mqw44a6c37xGyRfrxjhMbVEyQAYaa2qsk2gUgRRUpkY7gasFwmkCLIGqvSbI4NEZrdFIauE1TMoYhIU6rwiExnMmBZU1xGniDTesRdQWHUU46TxiYg2y9i6WaaOBESCtQZra6zXLijT3pkYhChWlWAzrjRBdK6wWnC9nNHsBUlgSrUmV4f5oSEcnpKpGoIlQHJRLmp2AugQTtFB1hl3UFEpSiohWHFCPMzIjmQaCaQGtuIXIptSkLETEhV2iAk3Y22BWFNjSAiGLoqK1fY2iFuhIkllL3OggZMWZVVTa0SwNvY0+s7IkDhLyuiaTKZQFHaUhbFEEmrryIu8gTHAWtJRMR2e0woS2TJkVGVbX6NrSUiF5tiBVEbGZkgSKwSJlUhsW0wuqeQkMCdIY5WKfrRmlmE4fFxkiadlad5yODa3+LjrZIFsI6qwk1DOIG4TdPj/+6Tus726xs7NOUCtC4bj7059RL+b0/8XvU1OTmwKsopkkKJz3aUGglTdQclLgXI2UmnCFRuV5Tl4WJGmCtL5JardaLGuLw1MBR6ML4lCzu+ud9qI48hdVIZCR19JORkM63a7X5BmL0pJYRRjnSNLYU5YvKSFCIKzX5E2nF8RxTJIkq4JzlVe4cltVoVzZqMc461bDGgmE1J2UvKy8zb/g0mfUT7idw09u4DJM2eHNBwIhENIhqSmkQYeSWApC7ahrh5WK2pRYVwESEYJyEowjDAVhoEjiaGXbXoIw3nRKWO+oKiFbzrHFkjjQhCujJK0EjVARScNyUWKso7CGKE6QWpHEMRYfg2KtRQqJdBApTa0D6lU8ils5oTrhsMZnhHlHZIX3yvGTf+t8A+/NdORKn3nZoMsVGuBdnnf3djk42ObsJ99nt/8Gelozujjns/uf8YsPfs7m9h6TEn7r27/Hn/zbf8cvfvIuay/doGkDPvjFR9y68RLXXrnN2cOH3P34A8plxt2Dn2Oo2H/hBRbDUxIBk8EFqQpphRHlfM64Lunv9Pn9b/8rzo/GrLfWePft/0a312aeZ3z28FMu8rHXsFqHwSCNpVI1Zpnz2p07VNWMo9MP6W5rmq0dzFJxdHiOVoJQSYbjc+pmQdRMmOYz2s0Wo9GCovBmLf88Ngt/fwkpKPKC00cfk2dz2sGAV25vkU8vSBJHsRiRhdvExQW3mut8uDygqKAcjVgLlwTJDrI0hA24f/+EO5tgTUWRL0mbXTprG2iTUF4c0Wg3uX84oxt4JL+1fpPFTz+l2d3GiICDwwFZXnL/3hP2r2/RWd/l4aNTlFCEWrK+u4U0M5L+Gywnxzy6e5eoPiNp9ZhPzuj1bnxOIRAyHJ7hrMFWCxCKJE1Z297GfXLf0wHTkLwy5JXBWMc89wPB5apqa0aaeV5dIZLOQVb6hg8gDb1j4PMB3sLfL4wjDryRlFiZRCWhYppVCAFJqClrSzMKyEv//jjrjaecPzemWUWv4WUkUaBYlobGMy6FxjoaWjLPPdpxiV4Y54hCjXYlNs+oqowgafom4tfNIoSXETy4f8xmTz2HAAJ0Is8gsk4gxdMPfanjEgJORo6tnmCQxawnHg3UCoxTDLOAflqy0Q+xFh9b5SyDcUWr16WmQooagSVJNNZYrLxUI+Z0em0mS8NGXFEjKFWH8XJJPzVUqokL29hi4bX1MvTZtiJhOcvo4PVx7bCmrnIiN0WsrsMCy3o+pasqflEFDJcl9cU9JpM5iVgStbcwtSPILZXT5P19pE4ITMFG/yWyiwck7S1c0MTgJT86aRNGIWubu3z4k3fY2d3H2cpHboRNPvnofaaTEb/7rT+kMoaqrqnKkjBK4NegjVKGSB1RlzNsnVMuB1x2+NZUBHEPyhkqbFJNBwwHpyRJysbmNYK0h6nmq0PtdYAqaK5iMmJ01KHMng5gqnxE3NwBIRHSI6ZCKvxk3XJx9ilx3CRu9lefq+1Rx9UxkyrAO6AH/rtJgrU1aXuXtdXA4Yo+uyaYTccsFnMWC09hvWygyzIky5dX29VstFFKU9UVa2vraB340YcQrIWRbxSFI9UBQRDSaLZYLuaEYU5/fRP9KxD1LFtcxYIMBqdIOUApzSjA7FcAACAASURBVFp/E4F3aH12GWuYLmY0W22cjFBRH+tgttJu1qyhJARRk9HFIcpInGrj7MpwfHXUJrllmj99fLnmK0TROkfxDKJ/pWcVnvY6yR0v3bjF8PgOwx/8hLdeeA0LZHnOpx9/wnvv/oyt/X3G4wm//a0/4E/+zZ/y3ns/Y/PaS+AMh3d/wc7WNn/4R3/Cp/c+5pNf/pTcxtz75c+okOzevEV2cYJNU85OBuhGg7SsuTgfUcWa1uY2X/v9f0U2OqLR3+Pt7/4NabtFkeXcv/eYbLFkOVmQlT6Srs5zVBiQFxVvfvXrzCYXHB0NSFsNwkbCNSl4+OgIIRVREjMajNBhSNpqkOcl7V6T+WTGfFlQ1z4i8PPWb9Q4lmVJGEaEoWL/1qs8PngfLVtIs+Tk/hmpjniUTbhue6B6nB+eIqewdrOH6pSYWUl37QYq2sBIy4OTc9ThKdgDboSwf73LyeETdm62uPvRMb2t27TWJL2kxVoa85VvfgPd62DyKXfe/DLVuGAvaVHMjzkbD5jPCsys5ObGTWbZObPFANd+lQcH5xzefx9pHYOTGpfsEK3fRipP6TKVwRQZOlBktsYgWM4XZHlOVzeoOxFpt09mHMqBKSsqvEW+EQrpFFVZ4pwlCCRVlvugduuIwhRTWySKSGvK5YxFNsFqTRDGaAl1WSGDgLL23qheu2gQlcWYChmEIJVHtoTXbtWVoaotWnnTHOt8ZIAUjlBL8rJCOIsLAiAiW1ETndSY2kGZ+xOkKX0ECTVSOnAVTgtyV+OaEVNRs1wOCAJHq5kyHS4RqkEWBZSVYJplYCxRO0WnKWejCX0bkEmLrCHZ2SCbTimsRWLRVtPr7TCpR9ROUmUFIrT09zcxizGtsEFW1bhwg1IoplZS6hAhIpy2JFELEypEuUDZmvHS0ktSms0Qa3IqJynzjPVEIGRFICVlKbGVoFFlNEzBVAXYAJoiQxc1ro6oqDF1jM0FShrSKCVfOpYXp2gS0BJT1UwmczIdEMcNFrbJz++OKaQhVps8uDigGTqs7vHKSzcIwy6RjmmmHTKrEaJGUbGYjpgXAkLH6WhOORAYEdDtS27+9i6/lbzE2dmQ/m6Hk/yYm9Umooak12OxuODn7/+UrC559Y3XuHb9NmVlsPgmTQCBVGCdbx6dwwlFXVTYwBc/7WYLi8OsrrSmtgynI9K0SV0bgjRkI9nE1CUEEif9zfDKH9RZhNToZhOsn9IJ4VsSiyWQeGRLebsD5/x0D+kzyPr9tZUW0SNo8/mcIAhoNRqe2rJ6HwChBcp5ikWsAjqtBmqxRBSFn5NoVtrDy6u/4NJSWKzsVp17eusQKGIC73RsCpyp0FojtSBYOaMifS6ldzcFqcDagmWe+abMudUEWRBohXYKK63P4FQSqSUIC8rhpGNRVZS1p7VLoQiiCBUo6rrGOE/jTdPk6gbnnN9/l5RerfXq526137xK0gmPeCLwBkhCeMhZ+MgQrnLpvIuQVL4oMXjaJkIQNXr8u3/7PxBp+M7f/iW7X3kVGQW89pUvcvrwiGRzi4Er+f1/+UecfHKfVrPH+sYGrhAc/fwelbP8i2/+Fvfe+xkfHTygG8U44PH9h2z1Orz6xut896+/y/b2DuttzWi+YDYbE3cjVCC5dm2H2dmY+WzCIhvjFISmBlvSa/WwlWU5WjAfFdBMMNWId3/8fWxds3ktYOt6G1oNJodT/uh3v8TxySOORgNkEHCRVaRBjJWC6XRJq9Xk9ddeYWd9i3fe+ew3ufX9g1ddVhQyBlfxpbde4PDTgqoGnOX0yRPiUHJ2PmB7LcFECWejAlfM2NpaI3CSbHxKM93Grd1CDyWHhyOS02OmYoPXXoX1nWuc3P0JL+7GfPJgTNRZJ1rbY7sBShp+53e/RKfXYzSe8vWvvUUxH7L/8ivMBqc0RqdMJhOyeYeXX9pDTs4py5IsW3D/yYzDDz9GK0eULnHNfXbaN/hVpcMiq2i1YoanD6lcjBCSMIoIwojFMidNYibL59EyIQSTZXVVwI1MSaikRwZXjZsQglAL6tIwXRZ/L0LDWMfFvMBYH7lzeV2ZZRWtFaJZGUed+fc5nWRPC0YBkVZklcE4RwgsitoT67W/Lj27zbV1jObl1fOt8/pGAK1XFMzSm4LMTj9D6ejXothSKoJGm/3IcHZyQb/z1NHRhR20KFkuC2oraARPm5vZwpDGkjAQvPDCFtn4jE6qEA5mpWacRbSbijDWDE2PqqqJZUUqBJqc7T6cLmtkI34GhTTMRhOu9fOr3RuEmmtqgcQCJdPy3LMhRImrl8zLOcs6JNISoSxlVdNup7hsyeHIR66oMCCoZpwNc9qRodFqYk3Ej8dDnBMUrsm9+z9jzcxx3XWCnRuIxoZvxFafN8ajdfPZiPnSolSXwfED6nCDNG2htebll1/ljVdfYTgckPbWefzkCb21LWqn2e7VXJwPWA4PyZZLvvTlL7Jz88vU5QypYury81EUayts6bdE6QQVNACHqTPyfEFVPiZO29TFhCRJ6HZ73jfCVoBDBSnOWcJknXJxhjXFVTNoqjlKp6ggwdQZSier6I6nLY1UT22F+tuvgTOYOsNUC6wpQQjCZP1z9XlSanSQEMXP5+9FcUKv9/nRCr9qba00nHmeoaTyXh1CPKcbbbW9SLbZantkczz83NdrNJ76J4dh+Pf0p5+3qipH1SWLMmatt02sYVF6JD0rHVaEpFqTu6csh8tV1L9+POgc5L/ib6xzzApPyC6thLDPH//pf4cRKW//lz9n99ZbJLriza9+hcMHn7K/v4s1lm//4X/P44MntFope9dvIaoZp0/uEscpv/O73+bRhz/m4XvvEnTWsM5x8PGH9HZ2ePOtG3z3r95m7+Yuji75YMT5aIGOp6RBRHPnNhejAbPxBSbPrmqjrDS0Ow2aacRwNGeU1TSDknw4ZXz81xih2O9Ldq/tU1aGi5MRf/wvv8r56QX3HpwQ4BgPLmh12qi6ZDIcE3a6fPmrt9jb7vLRBw8/d9/9Ro1j2tDceXOHZtKmKiLKLOKTx+/xpVdfZGYNJ9WSPDeodo+HZ2MWkzGv729wMhvTixIC3SRqNBnnFhVf4/7BL1iPHV98ZQ1TTKizgEZjndNBiVENtvf2EeGC+eCc4uMlb3zxd8miBo0kJF9mzIuFjytwIcQxa13NLx/OOfqv9/j6W33ShqNkgeGMRtRCigBTJEjdBCco84xQe851SY21Pqh4tJgTac1f/sV3+PLubV7/g28SRik1GlNfFsHOz9SkpLQWh3emNFbg8JbV1hi0wVPvhMDVXrOkwsg3gZeNqPPoUC4sQnvL3ToriJWmxlKaDNBIqxDaoWu3EidHlGWNvZyqKkVVezt0JX0hXxnHsqxwKE+JXRnrKHwhW9c+FLzGN3rNIEC6gKzI/IRWWhSSRCcsx2OSsM28MLja5wYmQYjTkixzTAUMpSAhpFQBzgmyRYGQjk2pKG3FQNQssjntWNFTEOmQeaYwGbRo0ECwqAWZDQikwUlLWwkwBS7P6ISaWGjqqqI0gg0RUgwnlCc52IooSrBLw8nJiIWUjBcWFRfMVY3NBGlQM3HnyAgaZUVJwNLFWFdTaYWSGi0UgTpHmJzFaEojWrJ/c4c4TJikJVJJ2p2IrZfu0L12jWVdsRZeZ9nfIDQTjF5HrznKYJOLEvLMMJjMWS5nREKghSVp9AnjmM1GQpIEdBoRiZQEwiFli3bvGmKtz/HxMf/nX/4VnfYa1pVUdU4cSX7yo+9x74MP+J/+539Pv92lqmvyKl+5/AlwvnFS0utzwjDyv5PC63ClN8wRAm/jvDJdUYGk020jlYcBpBTU1qya0kuDmNX3ecWZ92Cfp0mC72O0kphL9E96FYynSXp7GPB6CCEErVYLJYXX4K3Qh0vtkMAbQgkhCJRHShpphFSO2hqMfd5u/1nKnNdX+A30rCKfp+h1D74Zlk6s6ONPEQzrs3E8hXbVPCoEUmrAG9T4GIwVlc44rPIUZSV89uUl+8DnLgY46aNOwjBCBRqkJAj0FWXPWb+9l3RbKSXNZvPp52BluiPE6jipVaamuLrZXcmKrmQpT10BxcqYR0hB7V2TMAjuvPklKGYM7n/CxfCCn/2n/8zWepc3vvAmH71/lztf+zrNVpvyfMbtV17j3uiE3t4eL965Qz9p8e4vf8knP/sJ9XTC9d1d9na2+dEPvreKKon57LMnCBVwPrigrC1Geu336GLAf/yz/8D17euU0yV1lRMEAVmVczY4QyFZ5ktcDYqQbO4YDs65vr9Ov9/G1JYwMnQaAbv9bX5+PuWjDz7mxovblFpzNJ37a3yVEYaCVrvDxsYG7W6Xmy/eodH81Tll/9QVRZo7r94kbvdZlIJxFvPp/UPeeus6cnFA7SSzKqRnDB8fH3ByXvD6fsTFsmQtFVS6Q9rdYz6dkzZi7n18RDsyvPGFbUBQZlO2dzc4OLigrsa8cnMTYwzngyEXow/5yrf+GB212NhqMRgMGMwm/rsvpKeJdtcYPHnC93/wAV+/vU3n0kipWqDDGBOkLGRE2NlDiOft6svZCZlNqOuahw8fEuiQv/4//jeuvXyHb3zzdwjSJkrrKxTRrq4LAq6McK7WpVkVjqwyCKARabJyZbQm/HDDWksUBlch3WVtr9C/yzNdCFiW9dVjx+ry9kxNaJx/n8tVW0e52iZdmWcUeU/Jpc+WlEVlPH01kDSScIWE+sEUzjs4q+ee8fyypqaYXjCsuzzjZ7V6bUfpBI3Al4SFCTgYGHZ7hm7LHwMlJONpRgSEbuG9Cpylo2c0hMQiiUVI7kq0qfliusuwqLmwki+tRTxZjnwkE77om9QVHz/y15PhLCeIau91UJmr6Ash4LPLbaznVFYSB4IsN6SRR6IkhvPxnLVmwsZOm1bYoFQhY+cIgiZb27ukG68C0Ik7FKT0GFG1rhOszGmM8cflyZMneL9wiCNN0uwSpFvs3HiDTm+dJE4oyxIhvfZ9Y/sm/c19Rhdn/M13/oy02UDIlMV0RNyJ+cU73+PkwUf8j//+LaJkg1gsGFfPN/fPShsuj3gYr1EVE0ydIaQvkeNVM2bqnCDuEcQ9lE5XKKCmyi4wJkcISTE/ARxB2MPU+VUGoW8AC0y18IZ/OsYUM4Ik4Hm4eqUblQodNp/ZVkddTNFRh7oYE8S/3tznn2PF8eeHwD+7lNasr2/9s72vQICQKN1A6ZBWJKmsd7VPQz9E6jck1q2DAlE9+1z/3V1LYFoISvOP45c4YJo7vvyFr3Exe5Xh2UNm4wl/8+f/kZ3dPnfe+gofv/9zXv3SdRwwmk25/epbXJwdga158bWvMTn5Jb98/3v87Effo64y9vY32bz1Jj/86/8bKSRxHPDws1MiLTk/Pmc8L0hDRVlbJhcj/vf/9X9hf3+T2TyjLkp0nFBnGY+fnPtrZl1j/WSS5TJnNJ6yv7NO0mhi65oogbWkJt7dZnIx48fvfsQbb95me88wOvaxOeVi4evAdpv9m7uk3U22XniD3t5b/If/9MNfuW9+o8bR2JLBxcfEuzEPHyw5ODzk5k6bwWBEKQzd/WukmWE4XHD05BRRW9LNlPWFpBe2aPR3WSC4GBTEzS3aGzcpp48xteLaKy9zeHHOWhiz9+XX2LkxZTmd0mht8uTojFdf2acwmunCUVWCctmkljFaJ7T7AXWkyE/ukQcBJ+Mp9t0Jv/17d7hY/Ihifk4r2eGlV76EVF2QMXkhcUpQGKC2SOlpfCoKOD854pfv/oSjo2PuJOuoomZva5drey9SjkeIwDIbnVIWGUEYkdsCU/lg7UAqnIBlWRAnCbbOqauKOAg8rc7UhNaiMOgowDmDEj4rT+Y1oQhgkRNRo50jRmEkZBJKAaI0qJUwuqrKFR1WogOFuTLB8JNX4cCUNYGTVNYSSk0chmipKPMcKRRSaGwNtXFo58jyknlZ0mlEmKz0yIepsXVFXMRIt6SFYFlaYhmgrEMqgZIRyTKjW0g62YISb0gQuZgkCmAxRSnFJhGiUuSDGZUdI7VCyoCJqjiZziCvOXcBToReQK1CFnWFExLpLMLWPjMz8hlbQV1SCoGOm2ipMbMh7WabZZJQ9TZ5/OAjvtJy7Oz0+cGPTvnGN96kE5T0Y42tHDPZYTwq2W4Jkk6PSXYBZo1GJ8PYnM/uTVgsHyHXUvr729zo3mA6viAMBc3dNeKNNXQVQBagkw4ut0xLGH46Q4UGg8XFKVHa4cWtPbZ6LSJtyPMpOgyprfM3HgN1IZiOMz5ZnlFpi5hP2Y8a/F/vvIdd1tzc6hPNcmRRsdHs8I3f+RbzxZThfIISgt31DZZlidKaOAqpa0tR5H6qHgXe1ReFkhInLhE4VvEsKyH7KgZC4DCXNgjymYxQAZJVBojwTohCiivHRGe98c9kcoEFWu0WznqapUB6ipOUq+zBp82hz6FcNavq0hjgEi27vJA7H2MgNYiI2liMcd4ghhUVc0Vd833UygzBrkqCFX1VWAPSrfaBH6L47bBPG+NVY2ist7k3dqUTlXIl9r+Mu/DmVfUK8Q20RgqfY2msfUrvlV6/JQNNGIU4IAqCq0bVrYpkd9nNI6+ou0L6AlXgqZDZMmc6m9FfX8eTdFf/nG/uL2taIQTCeRDW4Rt1J1bxKk6s4kokoZW8/9Ofc3o+QLdDXnzpJY6PTljb3mVr7xq//eoXOP/bn3JwcsoidmgDL37hNbLdLZ6cH/DeB/cZLC4IBkeMzgdcu36Tx0cH3H18wGIy9Ugylqq2WAlFVVJMDbodsZzPqPIlWZkzni1wSiACTWEN2tYIFEJpwiBB64Rmo81kckGv18Y5y2g4ZT0esrfd4PBgwHffuUt/fwsnJarIcc5RWktNxsZml/OLAT/68TsU1a83vfhHL2e5OHnCZhjx2ck5Tx4ecG0nYTStcSrFJX1eeckymhUsT8YkgSVIW6yJOUmrT3v3JfK8ZGIqmhs32ZnnTEcXpGlCa/NlGB6gdZPXdt5k89oDJvOCdjMkn1hefOmFq/iVxWJBnudYQtrtEBNtI6MAXR+S1ZbBYMx/LSu+2W6zGH7CeDgi7m7w6p1dGp0+gjHjUUScNAiCgLKqCNMNzGRCq9nk4uyQ7//ghxw8OaaztY0QsLO7x97uBibPCMOAw9Mx8+WSNImfOZ+5+v9imZPEEa0kZFnWDCYePS+fidiIA4UWjspaqstIq1ABjmVZEychgfR+AeNFjhSSMNC04oBFXrIs6+dyHqu6JtDaR2GtlnkGqRBAM/aGc5Olv7/KZwZTRWVZ5BVLF9MMG1DNV/EXOS9vt5mK6jmdVJi2KZdPUa6umpA3QyaLiqryf9eJSwKpWA/7KOFF6jYZc3ThDZwiqelHMafZcBVTAAcnNYH2g2IVJ5giJ5Ce8ZCVNe/ee+TJF0KQxjUXkyXNZpNAC8qipN1uUGFp9/qcPP6IW7uWjb19vv+jj/idb30V6Ur6vSbLrMDJiNFoxNZGF9XoY7IpLurh6hybT+gdDxmfnRPGIbvX97ihA5bzGe1WxMb1N2i2ejgVed3Z1g7Lic8OPDk9I2000EqTJClxHLO5ucn+/i2cc1xcnNHprPlcwSLHWUtRFsznc4bDMx8bMJvRii0/f+dtCgs3rm14vzPr6PV7fPX3/jXzyYDl8iGhFmzuvsRy6ZHiMAyoir+feViXM8J0gyobeqTv7yxbF9TFBKkinK0wpnxGO+l5xTpoUuVjpIrIZ08Ioi5ChV6KETRROmY++gxrKhCSOn+6HUGyBgikCp9rHIUQ6KiDEKCjz2kahUSpGGPyX/37/x8sISRhuokOWzyrEQ6k4HBirgxwIi1IVxpFLX2TBxAHgqIsufvwEWtbt/9J22KsY5I7+qngh+/9DSdPjhFSsbN/jYODA3avbdBZ6/P6l/6ATz58hydPDhB4RtLt175CtrfPyeEZ7733CefDGQcHJ1wfzrjxym2ePHzMwSf3OR0vaacRUJEVNXnhGROTZUlXB0ymS/LcG49Nzr3hzuW3zZQ1Re0rtXY7pSgCknaTajYnbjeZ2pBHI8mdTsXtvZjvHZ/z/e+9T29jDRGGlJUhMLUfsglJe32PYnrGe29/l7Vu83P3y2/UOCqpCXTMR3d/yNkgY72/xiJTPPjolK997RbD8ylCKnq7+5xeXLChYmg2MbMZnaiBFZrxeEAUt+ivbdFaT0jqfbpr6xwNZ5w+PmJtc40ZFSaM+PCjD9jYuka7tU1JyHwBy8pgKxCugQgqalsTx1s8Pv2U3U6XztYthuO7HB5MOBvNyWROK3mBrd0NRLSJpUFtwFnl6XoWzLJCSouLFCcPHvD//MVfsFhROR+cPiH48Tv88tO7bLc3ae7tcnx2QFTNabUSJJLxeOYpN3GMwqMMjUaCqbzuUQcBOQ4DZHlNQ2qcVmTTBYH2ER01BoVCUIF0YCq0W0VpaIdxAlAgIZsvV45fvmi/dK6yFpwQSOnQQmGqGhX4oHOLPyGzpUQKt7I+F8wWM2xdA5YkcESdNmfjOZOLnGy8wJqaKNHEOmB6usQFNYUMKUWIlJay9miNkAG1BFE5ZJhTGEPoHNPjgvk4Z6stiDe73H94xvbmJqJYI20HLPM5KmlhXINWo8f+Wo3UHQokbTkiCguq2qCDCGmgmbSwQjNyDVxmuBYL8iBi4lI0mqY5Z3cz4fx8zrh5ncHolN29Bt1b64iPK7o710EMaGhLbSSl2KCTQi/NvA6w3abMOuikwomI5toap5NPOTyeMiuOeOtLr1KakGbS5cmjCYOJZpxLmipEhZYbvZj1ZJ0ouEazn2KUY2kURVaQRDFxA5zQBLrBbGwZDCsmywFLM6S1lhBGLfbTDs1OgpvGBGcj+rFjgUNoi9WaME64/uKLlHVOq5Hwwds/5stf+Qo/fPuH7O9fZ3hxwZ1XX+Xe3fu8+uqrzOczmq3GlSMqK6RPANL6aAjM01B5cKvcQnk1iRf46axHvC51hB5ZFKwyE6X0ETDOeT2J8G2ZYJVF+kxj55s7f/nTwjeOQvgLrnMO7KU8eOXiJ8CJVbMpBEHgZY9OS/93znlURayyD63DrGi1nnIqrm5Bvuy0oH02mlIKYUE4i7XG39yVoqprlAAVBlgcQsqr7Q60utqHKhIIpXzDu9q3VslnKLcrIxDpTXUC7c2TtPINt8MjsUiBWzW9XO331fmNu0Joozikpzo++sTZKxrrJYR8icA64Y+tf+gRX//3PvdLKMBAVRmkDnn9rbfIQsvZ6Tlr/T5lmZE2W5zefchHn97leDTk9hffoN1s8d/+6q9pdpuIoqRcrIyAnOLoySFHp6c01jq4IGTn+k2WkxlFVfphWhoThTHzrOL0dMh8MmOz10FEEZOTEdIJwnaIDhWFqel3ujRlwNb6NpKQR48/osgNYbgksALjoKEmkDsaa1t8ePQZzEtu7W9RXpyhYoGqKopyzseffoAx8OabX0Sp59G0f64VaB89ce/9XzCbLuh1EpZVyP0PHvLbb/U5nC3Ybluu7+9ydDgiihK6uzeYHN+n0dsG4OxsjErX2exqWi/uoIN9Wv1dpsMDDh895PqNfUZnj3BBl0efvUun26O9tseSFnp6SkbB2dkZYhVGPp3kbHYE959M2WqnbO1doygNo/Mho4spUNPq9tnf69JZ2yZobDG8GKJWKHheFBw8fkQUeS3l+ZP7fOfPv8N8nqGV4vGnn/L2336Xzz57QrvbodHYYXRxgRBjtnotKivIioKyrIhXQxMpBO2mR2LyyjMaLqlmi2VGFAYopRiM5yjlUfyy8k3gaOYjN/KyZLLwTYB3aTZI6Yc3s4XXSlnrKPXTIUFV12h9Sbp/ivI/u8rSU1eL2qCkIMsy70JtIQoDjA0YnQyY2IKi8C6toZa4MufT8wuCIGCR5QRao6ISZZ82Hw5BaSR1WVPWjkakmeVzFsucfrdJf6PH40fHbKz3qCqBTlPq5YKHaQUkBFrRTEN2b3iavHeudcR2hFMNhE5pt1Py2mFUwnw2Y7Mbk5cWlXYJtKSYDrmxv87h8QUuXqN9/xHXNkJ6W12iUJN0NwkDgXRzdBwi0j6bzR4hOVEkMEGHZa3oRBLR6jNaOiaPj+FkBEHK62+9hZ0vUXGPk4NPGQ8bzJYOHac0Gg22NraJGn2QmmajuXLfLn0zmDbR2ruSJ2mT6XSMtZZ79z7BmJrNzU2CMGZzY5skiYnCkHJ2QhIGhFr7PSxABwE7t16nXJzRTr7IvbsPeOP1L/LBj/+K3s5LDIcXvPzK6zx4cI/XX3md84sBvfUbVMUIayuKxcmvOctXPOlnHEelDL1Zm8nRYZO69HrHupx5fSKOanmGjjooFQOCqLHpM3d1gGo+RfbESvdo7d9vWp+xDPj8tWKX/EONgP4x6x/y+mLVRD+P6j79OTyP+EoZEKYbq8b7+XgTh39KOxZYB5NVdGRlHJXhOVQxqxwOTae//0/4hE+XdTDJDSJqsX/ndSIWjIYjWv1diqJkc/sG48FjPvnFjzh78oCvfP0bbGzt8pO//TO669cRUpLnlY/pKyyPHh7x6OCM3qoxu3lji2wyW7EyHM3YMyzmecWj/5e2NwuyNDvsvH5n+fa739wza++uXtVqt2RZ0hjJlsDyIIxNWDiIMMxAQATMTPDAOw8MDwQPRPDKGwFhIGAGyzP2eCwsS9bSarV6UW9V3dVd1V2ZVbln3n35tnMOD9/NrKq2Wh457BNRkVmZee/9vu8u5/zPf9s74vh0yNZKk0bsc9QbklEFDAohGKUFy0stOhLaq0uUImLn/VuIsrKqlX7VcX3vwz6ZCWkutbl3cwcvCLhydZPTox7KDyHLSUcj3n/7BrZIeeGFq9Q6W594TX6xHkcD9+6eILRBEzIeOg7vHeMT8NZrH9HpNEgDxXAE9aTDU48/SxlPcPKEehwzFTmNdp08DxkPjhllTmIchQAAIABJREFUc5YuPMFeKRhPT0nHA+5MDlm7/stYreiubbG29hSGksOiZDAt0UVEICXWy8AaXC6YSZ/DvWOeeW6FS/7T6HiVO+pFMtmhu3IZlaxjrWNeatK8QEkPYQucKxFCM89zamGAs4KwXuO5X/ksP/nBD8FZtkcH3P3OHmVuufjFi+z0+6SBh4gTtIRG0sCoGDNKaXa6OGsIQ9BiVL3iREhhPYwMyY3jRBzSCSW1RsDR6TGtZptAOjKTIWSI1AohS8q0xBcJAsW8GAEOX8QYl2GdQPuasjQLiVuO9gR5AcPxnCDwqccJw34fv9ZAKklellhnsCZHSYd1HkZotJEo6ePKnJX1NpubW7x+8w4ajXAB89Ky1GkSxHW8uqYTWGoiZ2q75FbRUA4pDNNRge7G1FxCUt9nnNfxMXww0hy/+TaPX6mz+fRljgZvc+2ZC7RtjeXliGHvmELUmcqIRiBYUWOCacTUq3G1MUB7c6zSjGcpod9AyZAcRZAHmAGsN9vcHw9YTerUrGA0l8yVQtUCmrUQL24zMZamiGnETXyRYLRHGVpm6ZS59pkLxbZV2BKMgTIrUDOLyw39gcHqTXZGGcuJz539PqvtLtYqNjYv4IKAb/+zP+If/Ef/JUsrEuNK/LhJZic4CwEJVkiMEPT2RwyKOT2TMRoN2epuEUjB9QtdErUEeUo5HxGcvo/9qIcY9tBZzj/67BUmWF6+s8d2GWLimNQV3L63w+l0QhLUuH37Flk6JY4jdnczesMBH3z0PrmyvPTjl/lP/5N/iKdkFahytmiissQ9ZBDEiTNwWDGMaiFPrVLPIkxZVrLWc9awClrxtcc8nTMYDGk0W1UXkBMLAKrPJZYPj2rBdhajIBGWh8J0HjCNZ1EmTjicePC4QjycgraQlooFY+iqe3ZnPr8F+KruWiCRCBTSAyeqYnBhHdpViY9OVEDRGoOxdiF/qSY8Kar0Yq01OHseK+4WbKlSCpQG4xaVGVSgU1USXCEdQlQyU7sAP06ISj0AGBZe5zPGdyENPnsMsehgpSrpASpftBNn5+jOry1iARbP1jgL2atUVLdVjjSbocOAzeuPsX+8y0dv3OLalcdxNuXy1cvs/Ohtpg2Pr3ztNygXDJKXZXz/X3+fTqtOstKk6BsSHXKcZTxx4XEGkwGz+QgZSYoSysJSlgVpCnEcEQYRo16f1GUM9AQZ1fkv/qt/zK2fvMHuyT7Igloz4dL6ZTa2LnF/d4drV59g69JFXvvJ95nOjghQnBwodu+NePKpa7x7611aUUAANJsr3Nk9RZspm1tLzGYlw+mAaZpy73CH0n5MOvm3NKyF+9vHoD3wfPqzkv2TA3wtefH1Uzotn/kkJtvfZanT4LHHtrBliihLHhMed4VgZbWNtSUnvRGyyLhw5TOkuWGvd5ciy7l/5z22Ll9ikg7otLt0L15nMhlz1E85Hgjg0ZTT3AhyvUJv/yU22xe4fGmNuLnE+6++xFw2ubDkUXgtrDNMM8n+/dtVN+niNRTHEWmasrS0TK1W4+50yC/9yhf4iz/7Fr722D84Zu/P/gIBfP03v8BJb4JzjnrkE/uauFln77CPlpL1Tg2DwPM9RFl5+5215wEZDtjeOyWJPJqtBkeHPZabMUoKJmmxWFQ9AHtCa3DQG80ARz2JKIsq0TwJqk3TwthFHkBVQzScpPieotOssXc8oB6HKE9jy2rnvTAWX0li57AO9EJNUVrHxlKd1c1VXnvjfbTn4WmNLQ3Lyw32MsHS5iW0NHSdxYgAhEQojStzSmPRWrHUaaHMBEPlGzs5GfLm27f51OMNljfW2Nk75uK1S9TqdeLYZzLo4YRC6BA/ivHNmGlqKP0Wa52AVmSZz3P2jmZc2GhSoiiMoDdTNJccm13NUS8lc1WgShw2yaXBbwZY6dOohYzEEqt+wOZKi3bimOaSOA4oZpbJomph7mTlLQccOXMcLu1TzGc0mjUm8wx9fMz9D2+ytPUYtpyzuXkREa3y3T/4A373P/7PaDSbhH5V53J8clipY8KITAh8P6Lf7zMeDxmNRoxGI1ZW1ojikMtXrhCFMUU+g3IOh+9jyj4JjtX+kP/6+Suceh4/uX8CsU/gScr5MR/eizgd/jGtpVXu3/+QWV7wWOQ4LUcMj3f44IP3gIB33/oRv/nbv8/HMouQ0sc5g3MGgUCqAFNWbN4Zq+f5DYxJsbZgqdWlN5kvqjEqCa7yYopsSNy8SjY9ZDTaptG+hMAQhI1F0M1fHZ/08583pNT48SrZZG/hvfzbG0qFWJMhdYDy6pTZ4OfWlUgvxo+WSEc7D+ZeRCX1jbpVPd38gS/Sj5d/9jk76M8qiXqgBQroJtUTNUwtWj1ISj0bkSexOvwby1Q/PqbTKWEY8PRzL7B9b4cPXn6Rz1+4gmWdza0L3H33e3SaEZe+9jtoSpAxVoR86w//L6LuGs1uG5QiDDQnvQnXL18iSyeczjISz6e0lqwwFEVJryjZ6FSg8nRQEng+42lGXIv4J//k93n7rZvs7RyA8ggjnwsXr3Dlapf37xzw9HOfYXVzkztvvkb/uEekPYb399krDY8/+wwffXiHMKi8tLXuGruHY0ResrW5wniaUaRTZsMRd+8PWRP9T7wevxBwLAuHFl3WV1oMjgdc3Fxhb/cu0CLNTgkjn06zRmEianGbqN5mqgKOTuCQEWuXV8jqHnvHQ8a9XQzL9KclmVcFttRX2lDsYMwO5Szglz/3WY6OJVluya0BmSC1Ii1LPCp/kvI8nM0JooDSb+MVbTabddY+36IWhQSiRW9qmUqLT4lCUwsCemmfuhbs945pN7t8cO8OWxe2eO+td/jl55/n1k/fwksiRvmM2ckxkROMsyl7xyfUlurMjWA6S+mNjilzR1LrgErQgY8X+0g6eFpirEA6iXGKQEqms4zSzRFRQtAweEmj+gAxPnHcwCCwLsf5Ak8n4EDlMUpUYN06h3UFShYYYbEigHJGFArmORg8hHDUmxFFmVGrtdC+R5pnVOvcGZ62ZFZgTIQsfTLtIJ2w1OrQXV9hc3REQ0sUEfv9Y2r1gLDRZCWu0w7mYKYM8wZeWCMyOaLMMF3NaWGIgxVa9QLPtPDclCURs1OGZCJg4iS59OgsX0ZajWv5uJmhFiwThy1G4xFD3WGiJshkie2Jj7EeKYbClOAkRVZgHCgf0vGEeyNDmpcsdTx2J33Gkwm5Z8lkSdwrqDW7nKiU4c4AfyXhrbt3sZ6PL2ek1jFmislBaQN+UHlXxxnIAu0gL0vmpQQt8LRkNp2QxzVEkhC0OozmGce9Pn/8r77Jb/8HX2JpaZm0KOjPcj7s9yikx1Q5ilnKWuDTDBM2O6uodELNmzMbnSD35rjpHG82ohs5YuWjiiqp2AaSxFMMx2NYDbm8HHPUG1Gc7nIyz9k9vEurvUzjoEaz1eJPv/3nYAR7e8eYeo2X3nyT0XTCm2+9yede+CwPOraABSMFDxgrecYEnvn3Fou0vCwYHgxptFqLqoeKATNnbJhzWFEBT4vBs8HCA1OZnaRc5J+KB2zl2Tfu7GcC7IINOwM41c8fdIctsFsF7tzZzueDIRbnBYt8qrOfK7mwI9kFkgMhFoFCi3OWsgKFw8GAZrt5zm5WrCDn4UOCCuQJKcBVtzELL5cU1RVGLFJcFwtcuQDoYpGausBwWAEFDuEqkCkEFfpwZ+fNefDQme9TnW12Awh5fv5WfGyStBVwPmtaQ4KwVfyFXbCTSgjCMMAJOD46ZFxkbDxxnWKa8fpbr/Ppr/8a65e3qBUZN9+9gRtNee87f8Znn3oaJSX98ZgnnnmWt26+hT8rieYF9U6H2A9QxoDUjGczlHV4RjMdzCkNBH6EQFAqjcks65fXcM5SW23z+QtrXLp6gT/5zp+zv7PPaJbjRT61RoNmvctwf5e790uGeR/t+cxKy8nxkDAMGI4meFnEeNqndHOKWYHIA1xeVaNsrG2xvFLFyf9djLxwlNpndX0JPRhzYa3B6d4+uddgMppwYVkSRI5eGVJvtog6l9Ei58aNj+g0esh4kyj0GQ6nDE9OUH6Nw6NTSmspSke908Ub3wFgOsv59Gc+TW+UM55UW0Efr8U4G0dHR9SbNYL2RQaH+4RxwK997avoqIGUkt3DHmnpwfiEIAxZX19nd2+XRr3BqHdEs73Enfdv0uqucPvmTT77uRd469UmvvaopSFHJwOkEPSHM3buHbC83AHtcTKewWROmpWsLbeJmzHWWPxaQplli/nbIj3vfDOr1h+joxDP07RrAXGzjikKGkri1x6STwlR9SIKWK8v5krfw+QFzpgqQdwPACimE6TWVfqp1mhrCGoJtWnG6kpVA1OmKToMmfRH+EpgncNYV224Ufkc680aG5tL7O+fohcy29ODY5JWnUYtIqnV8KRFFBPKYAkvTAhkxmw0xgs8ZrMCr7VOW/XpZxEO0HNBlhccpwl+kaCUZuvyNVIraQQpJpvgJW2mJkIqh9YBkZ6Ry4TcWI4mAmNjRK3G/mDOwX7FlsX1Jnk6Z3iqKPMZQa3DZFQtBo8cuDJD6IC41cAIzb3DAWG7xd3tQzAph9Yxz4pHgHoY17DGkGfz86fB5Dmj4RgVBLQbdQpTebR0UCfuXuP4+JCDg0O+/a/+kK/85tdZ39hiOOwzm07Z2dkmDEOsMZWtQgi63SWuXXuCweCUIAiZz8bY8T3UvT7BbEytoVj3dbXYnqfoZoJaauIfnPD311rsA7eGx6TpmN7pEQfbBY1mk1pnmXpg+bOdD0iNYnf/gCSOef+91xnP5ty+fZtnnv4UQnkUaf/8NVbJXXgw+XxslPm4AlM65rh3BIDyEpQfUeZjssk+CEE+P0bq4Pw96gWtBSh9cLcPf//xcfbW/rlsI9V84UVdTDGlzD+5xP0XZiWFQOqQIFklneyjgyZF2uesF1MgzgGhVN4i8VURJGsVk1tmi8m7UusoHaDqG3/twzo4r9L4eSP2qzRUXPX9LHfkVuA/JC4Zp+5nBuL8dSMKA6bTKadHB7gi5dpjVzBFzq033+Krv/FbNJYfp7sm+eD2e+SjfT741rd4/oVnEH5MMTzmU89e4cY7dxBZSj30iFstVBZRZhlFUdCb5EBVrTaeTulPczwtz0FeaR3d5TZzGxM1OnzuVzdprD7G9/7sTznYu0dZTkH6aM/jqScew4wPKYxlNp4QxDHj0xHjYY8wjjk5HVIkAVn/EDcdMi0dYnMZXFVhdPFTj1HrbLCx/sme1V8MOJaG2WxK79TgC0EiHZ998ika65/iJ7de5vholytRgE+JNT0Oph6uDAhqbRwRK82ID3u73HjjLteTLq2VNnOn8YxG6IQ43ELmc7LBmM1uk9l4iHB1grBGmRdExuDcHOdJlPTwcAhRRXM//cRTnM5KirkjVgkyaSDUHIo5OlYYbdm+sU3oecyiGq4VkI1nqEBx6/23yaXl9dd26R8d8y+++U2MUsggwHeWWq1GHJRYO8d3ktnBgPksxdqSxI9QWpGVhmI+w5JhR9VCXOHQC4bE9xRVsqECFZKaKta6N5khrEUBs7LASoGTAoHGRyKEh/JjSpEzdQJUSGkmBKpiEqRKsFMQpiB3giBZojAzdNKgToinWmgvwMicMPARIkPaDE9Baj0oNYNywtjOWS4hyCwH0sO6APDpFY7psMS3hgura0RxQVbO0WaZQnt4wpBmY4owQOSSaaoJ8pC0kMwspEg6V65gE5/cLtHqXGF/b05/MiUvJkTWIOWYueeRIUhTA0Yj9IzRdEBm5ugoxiGYz2eVT0xJnDMEQYSKmszmM+R0nzAWFHlBUISIRLPXHyMLw8BIhLSIbsJ+VqJMyXIYMkwtmYXVWoKxMyLfJ/QC8qgk1AHOU8znM9oWAl/R0YqgKdk5GZLN4M7xi1y5dAWdG+5/eIcffi/mM7/6RXqzCWEUE0VNloOQZjMgsAUBhjwr6Q/7mINthtMTWolm3VeEYk4QlaTzIYiYKI5wArT2Ea6kpSKe1YLrWUoWKURUZ1J4vPTuHve2t5GNhNsfTNjPQ4jq+KqgFXpIEeByy6WLlxc9ia5K7F3Y6Fj44s58QEVRxZrzkDTSWEMQhvhBsPD4VcilAlqi2l3FEkchURiitYdyUJYFxla1NHYxQT4sh62Gg0UwjwEeyMYe+nB3j05w8izg54ycPAeV4pG/OQdN5zMusIiwsOLMpumQVGydkhJrLfVGvbqPxYLRysqFqRDIM8+iEAvvoaqSThePey4BXvz+LOxGLE5JugUQFHIRyFOF/7iFH1G4B497JlF9cB0eJM6eLzTEQwE4Z5ris3N2lWz+7FpgF5sBQCkW4NkYEj+gs7bME8t1JmlGluZcbi2ju22arSaXr2zhFQY7mfLeK69RD31ufHCT42zKb3/t6+zeuo1wgt5szNxC49IWW4XHeDiiNxxhS8cgnVMXPtqPadQ7LHVaxDqk9CVf+PznuPHqG7z84o/44pe/iDse8O5b77C+ts5ae4XT6ZTL166RlyW+sSx3VzG25PT2GyhnMVbheTFhNMFIyWyWcv/eDkIUpFnO4UGf44Ndli8kiK5PakZ/Z4xjVliy6Yzh/gE6CogCePzpyzTXH+ftm9vcPbrLtYshLT0hnfoM9m8jtI9X7zD1G/xaq8b3759w8/1dLi171DZWMSYlippgS2Kt0bXrmDxlbaVNPt4jm0lqtSbpPD0v+67VamR5TpHnBEFAHPpcWw856R+TlYL19VWazQb9k11Ie8S+xAvrfHj7DrVahJ2NENJj0jtGap+D7Q9xUnLzjde5f/ce7928VXX9JRHZPGW53UAImKc5Ugju7xxgrSXNcsIgIPA9RuMZk+m86iM9fHQ3W1BVeFQhWLKyYrhK3t476WMsRL4i64+qbmFjqh7TjzMK6ULeJyQo74F/MYwxQDmfEycJosyJkpiNC7ryMWpd/fM86lIipKpsIAv/cWks48MeLecxngpYfF4OZznDeYE77mFdl/raVeqJxJOW3sxDKtBeSJ56ZNZifTBpyjzySUuw6QgvCHnysQs0mw2CwOPS5gpH/TEn+/ewZZUzIOTJI9UkZwgjnab0jnusXVxnMpoym86wC/+mkILuchutq/C92d1dao0YHrmbCUcHp9Qbc+aBRxAnzKZjnHMEUUKUhPR7I1bWulhTSX+TpIZSD1Ixh4Mx17qreGFCFAUo7bG/u0ccJ+wffZsnnngKAdy99R4vRSFf+urXOD6pCu83NjYJgpB2e4ksz8A5yiJj0D/A698mn44InOOXOjEFM+KVmHFvyGwK3a0VgjQ8V4K0VjoMj/tcBjZbSzghyWKPn/Qn7N7fIbJzdgYjjmYlYa2Fyd+hXQ/xgpDcSK5eulgxxOJBUI01WeVlxBDEKwgzIbX6zBWAtSU6aFAWU6Qz6KDyXluTgxEoL8GvVyWappwjdUhntYWvJYWFMptg8hPC+gZlNsa5sqr9+BmjyPoLxu7nh+JI5YOQ5LOjn/M3VU9lPjtaWFCqNZXUEbacPyIhFQiE8gFHkKxR5mOE1EgVnOcJACi/htThovMyrBJlAanqKD95MKX/NcD346MZykeYw0ZYhTQB5KXD14vNWSr//snUEniCWvDAtpKbKmU10IJG+OD5neSWWf7XSW6rz6aV1XW01mTpDKeeZqUd0mg00Fpx/cnPIVxBVuS8/uNtfM/yxmuvMRr2+fpv/w47d+4ghOCwP8GguHD5OnV/zivjEwa9ygM9nswIg4AwCPCThI1OjA4TyiLnS1/6Am++/hqvvfwSv/JvfRkz2eXO2y+zvt6iu7KGLQouPv48aZoh4pCV5S6jVHDjjbep2YzIl8RKoJylU4+YzQu2P9qlcFU41e69Q/YPTri4vsS8nqCSnNPhX5VKn41frMdRgh9awpqknOYUImPuQopBTpG3aNQVo/ERQa2klvj0RxOCOKHWaJIkdfLSEYo6bqRZ3WqzuhVwODVMjUAkHoGOsabGaLbNxmbMZJCinE+iA3xZEmuJkz5CBaSznDzNqddrhKqSmmWxwkiLmUyxBEShJo4V0he8+c47vP797/PC3/siL737FuvXLrFz7x6NKGb77kcIqZhMZyjlEdWaJO0WaTan40U0IoMIcpyvwGWk4zFoiJIIkPiej0AtPBpV6pepNC6VLwvHpJhjbbV7p3KPcV6Q5oazbjUlgDxfxPODUh7WzqvJE4U1Y7QfYIWPcAXazUBKLCXKOgJZYp0CofHDmIPBnCwtse4UpQJKq1DkVaCPEjhhcN6cuFRADs5wqb7C7/39b/Df/+//Gye9Ke0kob10iVGaI4Rj+/CE+yYnM1B4PoPpGN8WCGHJlYdM5xjt8JhSCB+bzjCqQRkpbh5PML0ppdHkhyeIOGacg18YmjXop2NEGNJYbmMLhyFD1zzm0yFh4ONJjXUGoX3CMKYscxr1OtpTBLEmaiR4vsaTPknURIUOJUPW44CyUNgypd5sYKTA1ymhH1HkVU+fEgrmE+IgJC9zUmsgUBTGIP2A7aMDTg7GzPOM0VRgJbz0o1eZMudF+wOMceReyXdf/AGFMnzjG9/Azw1lkVGaAXJawnjI7LRHVziWvBzf5ui6R69/Stxs4NuSUEIS1+jNLJNpn3biExmJEIoSgYxDJoXFeAFFPiUw8BtXa6SLievwJOAtsc4rc0OaZ6zU6/SsRroc3xi0rFJFpaqAmxTVzl+apvT7fZaXlx/9wDxny+RDiZ/u/P+V5LXyTEIFSKWQDIY9ojBG+x460DhXVfmcSTH/Kke4YPTkGRP3wB3oHvk7HgAxIc4XTx8nWR4GkH81unzBGlZk4TmQqwAtVXDQQiXr7OI6wflXIRahO+LB8YgqjeGcjTy7P6j8l2Lx5w/LXXEOV1R1KFLK898DOOMWstOPH79YHINY4G1bLeYWk/wZK3smzxU8kMk+mq6qkDikBM+BdpY3brzJlS99nq899hy6VDhf8Zz5PEWgCa0mVPCFz30Ofzzj9OUTXrtxk85zT/HZL38Jczjk0miDnxweEbQ6fP5rXyW526M/GnD37l1GgwFuJSYelxD7XLh4iV/7tS8xP+jx6gfv8g//0T/mzndf5p//0Td57/V3GN27T38y5IlfeYHpZIApDel0wjTr886rrzMcjnj608/xzJOfZv/gPoO9XQpTMk+nZFlJGDcQpvLjT8sp/ekEHQQUsykHxylXN7bOA1v+toeQgiDwSVp1pMkJ7Ygg2GI6zYlUSbC8xHQ8IPFL/GDCyahFo9PgwkaXlW6d9GRAWRqy6Yxy7SLtRKLDhOmkT6MZoP026WBK7+5Nlh77HGkO9cCSNDTjCRBuIoSk2+2yu7vLaDTk8uXLRIsydL/Wg+Mh+/t79Ad9tlab+LpO0zq++71X+OmPf8wLv/xpPtjbY+3CJXbu7tBeWuHurfcIopDBcEyWFzSbNZZXukwHQ1aWWjz8TnXWMZtVATlRGCKAWuhRGEteGpSS5+AGwFOSyFf0JumD9/K8oJzNmeYlRVFUvsGzZNbRA7YL+NjnxM8fcvH8KKXIj3qYvFocKd/H5DnK9ynTFKk1QkmcsYQKBtMMh6DdbfP13/0HvP8//Y/MZwMa7Sar60tkhcFaS+9wn/7PqOWYDvtVdc5i7C++lvMUHQYordnfuc/R4THOGPY+ev+RY/aVYp5VmwKNzvL5pl6cGKQrwRpq9Yg8y4gaSdWjC7SX18mzOel0wuWtyw8dkSOKYrrdbvV55irmMGl3CDyfsqgSHM+ejyiq0nQHwwHWGPwFY+9MAdbS750yHo+YjodIIYlCzdsv/5giy/nxd79DlmaoQPPaD39ALQz5jd/5vaqTz5TYYs7p0d0qLKm3w6VujW6W0SzneKFk0hshch+tFcrTtNeXGJ8MOd45wBpLY6m5sLhLmsttBoe9hW++ClT5SrcO3Woz8HSzzV8ODfsnGanJ6Sy1yUuFnc0p0ilR0iCfP1rZIZWPVAGD3i7L3SVEni8+1CVSySqVG4G1Vb1LWUwJaxukk33C+gamnOGsxZRzyEZ4UYfhyS466uBHbXztEXiC/mhYefw+YfifACh/1hBCorzkExlHL2xXslAhkVKhdCWnldJDRzGPoDshUTo8/5n26wjpof2EfAZnc6rJJ0jpnyfRfvx4flHAeDaGqaUeSBqhIFiAxMI4yrNKnofuVwnBav0BxWgdHE0s8+JvJlkNtKAeSMrccfvdN7n2zBd47tnPEPkaITV5njIuApIoIvIFv/Tc58hHJ/zo9JD33rnJ+rXHeeozX+GoP2R5pc3d7QPiRsILX/x3SEcHHB738e/f56j3AUutGkYqgsDn2pVNfvXXv8xpf8QHN9/i9//z/4YnPvXn/Ot/8U1++vKPGJ+ecnQy5LO//BTTyRjnNKPeCdPpkFtvv8182OfZzzyD99xjnB4ec/LRPvMsJysMs7T6PJVSokKfYjpk0BtRj0LKLGN/e5dPra7w/PMvfOJ1+YWAo+9r2ss15nPDfJoxTKeI0PHRjW/TXr3MhaXr1Nhglp+wvnkVF15jMLHkkeT1Gz/meFBjFi3RrDUYT49o0yCqtxCFJGOGsSV+tETh7XHYn+AFS7gC/MCibYEnBXle4qkSr6aYagtMwItIJzleHNBuQqo0RSHJc0NgFKN5zo2fvotV8Oprr6KQ3Ds4QErBcVEtqqWUbLRbhJ0uIojp9QYIU2KlIK63MZ7mFIGqNxDTDBF46CCiFsYUeY4VFq19PE9jyoLM2MqLqKqFdRiG5EX1AVOmJcYJhJJ4oYdEUhQZSntIa/C8arFdFAW1KCadzfC8BOF8DAIpVOWBEgJjFVZUPYClqRJOx/MMlVuMNVCm+EEB0iPPSqSAzEoCX2GLgmHmmFHS6TYZ+R4/3rlNvLVB6k45mc2hcEjtIZzkoDdFKofwFNJLUaGtisiVQuGTSIn1HJlqIHNLo7aGBSY2pxV2iWmWAAAgAElEQVStkuYZUsByrclpMUOWPi0domxJqBVhvUVWlPieJK4HTKYZOt+ipkOaYVLVMcQR/ekIfIX1JBpB4AytIGRwOgDnMc0zsukMGdUY9I7ZOzyhlmfsOUcgPRr1BsfjEaPBmMIKJsojLAuura4xy+Z4nocINFIravUGZj6lHQeshQl39k852d9nkpaMJjMuLsdEvk9vMqXZ6vLs9ceZ3/+QtL9PpKGFJMpmJNMR9YammA0QoSYMOszJ2VhJGJ0e4aIQG9TIjMNvKYJc4osCTEFhSozyKLQk6TSIVMTgpE9vNsLEHjVgniqi5csc9UukFlxffxI1mTDu3+PahUsoWaKkIy0ytApRViKMo3QGrTVhGFIskiblAjwtdJOPrMqEqHbhhVuAFNw5cBELNDYajAiWQ3CCnXv3aTQaRFFUBczwkMzSPQoghV0kfvJAQnsGLM8O4iwI6jxA5mMs2xm4ffh7ay3egiEoz+pqFguLKtipSok9k+tW9RjuQRG3qCCbXDClYgGeK4bSIQUg5QNp7rnEdKFwWqwjjXVgDVIpPKURqtrtOwvwOU9wdCxQbdUleXaiZyJjKxds4tl5uodAteD8vM88as5a3MLvaUT1vZCiCsXKDd//9l9w4/a7XPr1z6ME+J5HriWxUGjj8I1h/2CPdqfJJJ1y56M7LK+s4VnF//etP8eZnN7JkHajS+exq6RZzrXNDV744uf50ue/yP/zzX/O1mee5vStD4hW2rzxzg3+5I/+GL8UBCttGvUGz11/hvvP3ecHr77Ie0f7CClI37jB6uoyW5trvHfjLX7vG7/LjZdfZO3CMh9s3+VwewcRS7pLXZbWlti5c7cKWcnnDE7mGGtI4ojSKAK/hkQQRzUeu3KdH9pbv8jU9288fN8j6bTIjaV/NCWor9Nmwt7eS7Q2r7B+8RItOWTW36W19SRB53GK6QFlWvLij9/h/uYShBFJPUHPtklHIYmf0OiskQ62ybNF32FzjWLWJ0xaOFuighpJMUXIIbbMsEXIUkPT0A43/gijLpGP9/GSFS5srrNch2kZM+ofsXLhSQ73D/jo1rsoIbjx5k2ssXy0c4BWiuPD4+o1PU9Z7jaJajFJHLC7e4IoK0l9VK/hSrMAhoowrNgIrRXtbhMpBDbPUb6HExWzL6yhnKc4P8CmKStLLQb9EYWxCATzogJa3kOpqKGnKI1FySokozCWVj1kNM0Wc6+hMPa8WkeKSnJ6JsE3zlGWhvk8e/SJm2WPfqWgFVepg5PSkGYFa5uryCDi1u13uXD1Irsf5hRFZYwPtEIpzXjRZaeVJKy1mE/HYKuQnTNFRZLE5FklE+122kzTHBcl+L5PnleStc7qBsV8RpbNSZJapbbxDRcfe4rx4ISw1iIIAmazGZ31LVyZsdTt4gUxQRize3+b5aVllNbV55oxNFodRoM+QkkO9vZI0xSlPQ72dzk93KtSoYMApX1ajYTjvUOO+pPzS6SU5OLlLax9yFDmHJ2VDXqnx0RJg7WtJfa3P2D33pD+cEqaZVxYX0LVQ6aTGcsrq1x6/DF6pwdkB++QBC2acsqFMiebVzkL44NtpFLUOg3Gp0NWLm9wcv+QfJ4hhKDIClprHQYHPeJGgvI0xzsH1LtNsjSj1mkQ12N6+6eU+aMevHarTj5McW7M1SeewbcTekcHrF6+hg6Tnwl6TDHDC5r4nmCWphXbpoOKHc3HOMoqzOYhpi6bHgKObHq4CM3Jz0zmaFOn1z+iozy0X2N0eo8wrjoRhVTYMvuY0sSSTQ8JklWkCshmR9hyXklBpUbpCKkfbISZfEKZjz5Rtg6Qz44XT1/l3XTOof0Y3/OZz/qAI6htIKV3brEAsKbAFLPzzkmpQrwwWXRYGqQK/1op7b/p6MTVY/ZmlnFmmeaCUEMrluSlozdztCPBdv/BJlQ3rtjJ2Kt2Yvuzvxlo1LIK6zIWBrOCH33vT7l54xZPv/BV4qiGpz1OZ5bYD7ncEhSl5c79fdY6TeZG89FHe3S6S4RRzF9865vYYsbx0YCVjRU2L14EYOvCVdLPfpmvfK3JH/7B/8JTL3yJ7Tu3iOKY2zff5k/+6E9R0tGqhbTaqzz13N+j1x/y4ne/w+7eCcY63vjp+2xdWOHi1grvvPMOv/Hv/fu8/dorNNYv8uG9Pvfu3EFrzcpyh+bqJnbnGCEkZVly0K8SoZtxhR1Cr7reYavJxtYG4+nkk6/PL3Q1pWA6M8wnBZ6MWF7vkDRzHg8bdKOYut+h4V3haHjCfGww+SFatJiWMCXF6BX6oxkrmyGOHpnTZIWoAIWWZKkmK0ManScJ4jaOoPISCVdF4StNKBV5kSKVJkk0RVpiywxfK5wxFFYQyqBaQGQ5KhIsJTU2L27y04MDgrwEq8BYVFGQxJqVwMcLNRkFJ4c7GC8EPLTQ9LMZ0kGReexnE3KToVyJlh7zNGV42qcwJUpJlParLrLptOrP05og8MjStKLRpcCLQqwpyecpxhpU7hHHNfIiw6WVbNWGPkJUXXDpLMOUBUEtIS8MpankO1HQwBQFXsBCZlN5ObS2zFKH9iMQOb4JkFphbEm76VGYHImrJl/lk85BUWLmc6JLW4y6CRfsFloY7t7pUwrFhdVV4rhGZgK0kiS1BKQjS6cEnkRonzITJL5HUk/YHY1IZESgJbYsKHTJUtRke/ceUOIJSd0LacQeG90Nevfv0pvPMXaMsyVTIPGWOb23h80UXj4h9kI8DUsrSxwPTrEOSqUhkERastzocHzcq+Lb0aQmo05CrdkkWoG1qE4YKiJP0e6uca3MyNICZz2ktviBIrZV7HuORBvBZD7BFTOaacBsfIjpzVlRHif9Plk6JfFC0tEM1ZTESYvHLl3m1iuv0rx2iXXmJLEk9jVJpEhzj97U0q1fJO0fE6WneEmIUB5L7RVm8wxrqlCXaZbhZQWBBuspSgmjWYYNa1gJnsxZX47pxpLePOVklDJobfHS1DIONXW/jilidkd9nn3iSaQz/MW3v8PVJ67zzKeeW9RqVLSakpV/MI7j85CXSgYqENYuQFMFWJy152zXGeMnzvyH4gETtrK2jlICJyxhGLCAl5yrX87ZrwcMWQXeHrrvMyZyMdlWN3EP35wHATIPkkTPKj7OQ3EWYzAY4Ps+QVAdjzg7GPcg3VUsmES3uA5SiIcmwSrx9YxsFM5WErLFYUl4COxWj2+drUJ8EFhcdXrOYcuSo6NKRtTudtBa44ASu5CrVuckzUMz8ELO6gBRpelUxyzPeizdw4j8/DZn96ClRkgqpkcu5FjO4CvNjfdvMhj2ufHST+iYkKXlNbZaXQInsMoy7/X48ff+krjV4KVXX2Hj6lW2rl7mpb/8Ibfnlqwo+He/8Tt8eOd9ZloRo7j2xBOsXdxivL3Lpc0tnr12nffuHvLB9g6PX7nCr375y/zP//R/oJgP+Zf/xz9jLWywu7/H87/0PPf3d8lDzdUXfol4lPLGK6/z9Gee5wff+x6+L/jg7m3i2lIllaJibm+//yGe7zMdDxAotK48NuNhiueDjDRzawnmjvd++j7z2d9NXL0U1abDcDQlSsIq8S7Jifw2tbZHsyWR0XWmskUmYkIzweoGg6xglmbo2OfgaMTmeofIWKLWGs455qcfIKRHLhuMJyPixhpJZ7XqgstnSB2hgiZBY5MyG5KP9vCSZfylxyhmJ5TzHl6ygjM5Nh+TtLZIB0Pmi0CGbrfL2tYm/d4AygoY+J5XpZB6mlroEfua0hQc7B1jFhsmjchnb/+EpaLEd4b903GVCbd44xR5wZ3bO+RlSRyGxFFIWZqqpiMMcTiUnJEXOZxW9RP1OEJJwXA6X2yASKIwIE0zZvPqvamVxvcrQDlOC/KioFaLKFwVhiOEIParlM2stASeptGuUxjwtGDSH+ElyV99Aj82NJAA81lKOh4TRDWU53P1setk84yDe3dJajFLy8vouPIUAjTrCRbJOIwIfI2nFZNZhtYel65eY/feNkFcRwjBAjLQaDbYv79NOptW17bVJs0irl1/hts33uTo8IT5ySFpWtA7vM3axhp3bn9EXIvwyRgcbFMawdrFq4xODxj0HipkL0vqjSb9kxOk79GIEybDAf3AY2VljSAIaNRrJPUmQgckScKF6ymmfAASpZQsLS0BMJ/PcTiGwyGBdARhyOnRAcWoqo7Z+eg+1hg8z6fXn7DUrdNoJGw9+SRvvvoyn/r0M1zUGfWDd7i0tIJWmiKb07+X01rrcHBnF1MarDHMx1OWL6xyeHcfUxq0rzm9f4xzlt7+CfXFZsZsOEH7Hmax4bB2dYPpYEL/oLoOPad5cWdGbiXNpVXiOOb0/j0ee/Z58mzKi9/9EzYuXObxJ549r4SCClzlaQ8pZcUaAqacPfQqESjpUZrskdtU31iUCnGmwLqyIg7yMa12twKJtqAwApFO0QqyyT7W5A9u/9A42zSVOkTqEK1jpA4wxez8uLDVsX7i69lvnK8VoQKZzpYVgB2eUosKtF8nT/vnnZEVWK9YWKlDvKBFWUwBCBceRWcXAUJ/S6AR4Pb2R8Sew69vVODbOWYFzIYPrs3p7FFQeDSpfpcbcS5B9ZWgFghyA5Psk72SzVBSGMe8dNSCat4uLfjSceedVxgc7vHmS39cHVNjk421i3STqmZr/+QeL3/3/6TT3eL1H77IxSsXWbn4OG+8/CK76QiXTvi3f+u3uX/vI8rSEqk5Tz/+S1zcvMh4sMfW5Qtce/xJBod3Od6/y+Wr1/jSr3+V/+6//af0I4//9//+X9noFmzfeZdnn73O7v0DPOf47Od/lXw65ZVX3uTqU8/yyks/Qoch23fusNRtVuoO50it5P6Hdwh9RW84BgEJ1WbD0SAn8KuqmNA6vOmcD25tMy8/OZzpF0tVtVBaDxV4xJ5G2IJG7DHvC+SsjfJ8ZBSwlKxyNPyQfv8Yk3skXZ9GewljI2qxTxJOWWpuIf0VirHDuZIyF8R+CyOH1KMNcmvITRUZr6ShLEryoiRUCbIUmMKiQ42yllgqamFIp7PEzsmgkn7KAr8V4UlHGoJGVODSapzSKAst67GceNRsjvAhlIoganA4nkMQoLVP3AopMugP5/ieInDgbEk5nxGGMa1Wg9QWgEAIhe97BLJa2CkhCaKAYZ5WPXdCVoE5QmKFQ0uHswXSFXgSbGkBgy2qItn5LEVKhzWWvDBkZQmL1KmsCCmyFCcysA4lY3zfI0t7OHyEV0PqnDCPFjuLCjxJEsc4Smzp0BQILyJSgs1mi+sXNzEoumtdrm9tEGjJ9s4RK92I1ZVVXnn1DonyGY37xHFE77iHEYJMWZzvIzxYGbfZPtimZiTKc/hhhHYC1+gwOT1h5gTKD9GxwlcGx5yo5rFc93FonJOEkcfmhQuEvkeJQwm3aABMWV5eYrVcpa5jyAoKaQnCECcUV7fWyNIJNnekuQfFhMnYsGwLJgcHlKZkZIZ8kAsCz5GNqsCgpp1z4/4Rz2xssn9yQFkqtlaW+On7d/idL3yab/3wDb7y7CUSL+Q7793jcluze/cUHdQIEjgZTFhqh2xv7/Dkkxu8fus2L1xeZvvOHr/1xec5POnRCXwmVhJnKZ1ujSgtCIKI/rCP9gSRNeTzjFIIVpoRZiZwWUFZQo4gridMZ3NaoU8Ti0sniNLgwg55d403p4o9URDlKS1V4/bufepbDbQQfHT7Hjdu7/Afrqzha3+RxFmFqTjEQ8zfGXP14H9nu5Fnf3MGsuw52KpgoXAVsKwkQ4rSCaSFWq258P1JFgUZC3npo8DuHPOwYPvko0Bwwd3xAEQu2LeP7aqeSbgervtwzpFlWeXbCYJFLciD21SLU85vhzg7K7d4lAocSxYa1oeAanUeVN2UwHk+jQOL/f+pe88gSdLDPPNJn1lZvrqrvZ3p8Wbt7M7OYi2wAEFCNBAhHkAeQQlxCvHiGKGLuLgL8Xjc+yHpqP+nOIpnQgwZkkfRCBAFSAQWCyzWzM6O2fEz3dPeVHf5qvTufmR1zyzMHZYi48QvoqJtZWZ92dWZ7/c6iAf+zMH2JUlCEMWUXQiCNKF2MHccyFjT58bJIMRm39u4f3z7gFUQEGPhIJBHEkT201of1QUdTFEMuqoTJelKqoiAIkqYuSy+1Wf3wQqtQ8fZqG0RVydwu21sBXQ3Yre5S+J0sVyXnhNSe/8K5UKR2fl5av1Ouk1Z4tknnyafiLz/4VUMRSZc3mR3b5fL33sbP7I4deQQb1y8xFdbTbRChl/88i8R7XX57d/7A8IgZHRmHFXXOXXhHF/4ypfJ39/jf/3nXd6/egvcLhPjBUzToLa1S7FSYWp0mN2dLbbrTVRdplwpYbcdQEBUFAplHacf0G51GZ/KM1adZOPuOt3Ojw6N+E8ZcRwT+x66aaSLbJIFpEmgrlylpJooisrYzHH629d5cHuFWFQYqRapVKuEiYxeqJA3YnK5kwiCSOSlx9qN8oyMz6EI9zFLE4ROC7+/m8oFB+8ep7WEXpzFjvdw2nVKI7OQJEh6EUnJUCrP0WruIogypWKZgqmh6AaiKFIw9ZShi+OD952uKlTyBrIAkpJWHmh5kZ2dBoWMiqEp5CpFXNen1uw/ogRIGXFNlpgZKdGy/JTplyXyhSyqnFbbiLKEqcm0eoPAKUFA0xQESUILQlzPT6tsSNnc/TURYSBd6Fk2qqrgej5xDJ7vH7zvQ0PD9tI0U1EU2ev0yWZ0en07ldq3+xh6ehPtuCmblcuktQj7bH4qr0/I6QqV4SFOnzmLnskQRRHPvfgy169dodOokSkOoRlZ1na304Vh1yZXrGB1WniPBDH5gsCda1fZ3qoRxzFZQyFbLiIIAp1dHddziIKQJPTpARldZW93m2x5CKNQRhQEcmZCfmiI0dFRUIx0cUoUCYKAOI4oV6sUigVGxmcIwzAFswIQJ0zOHSKOIkRJptzr4lu7NJotBFFgt9lF2t1BiFxaHQtR0fA9N13EEgQ21jY5MlNldbtNnCQsjJa4dH+dz77yOF//1mU+98RhxILJtz5cZKKa5cGDNXKmSdZUabZ65PJZ7l2/zvyRBW5fu4V+aJhbay1KYxN0W10KYYSrKkitHoVqiTiKqc6MsruaCntDP8DuWiiqQmmsQpJAa6ee9gSHIbppYHX6SLKErKl4tovV6SPoBvLIMNc22liqQjWfJ/B9mjur5IYmEcImG4vL3Frc5G9+8UuI4set6kkIgx/OziRJ/BEglzz6u0mMKEiYGQ1JMVG0PL7TgDBlNZPv82EncQCSQhL5RIGDoIMgaUhKBknJHLzvZK3wkf17/a2D9NMotIlDF0UvIslGChyTKO2uVESC0MPQS+jZsYFEN/3b3d/mfuqprH500UUQJaSPPW//70NTZYLIQ4mjNOnuY4xHfYtBnNB1QZX5iIx1f7SdGE0e3E8AJS0iCAOyuooTCsRJutAQhxE7Ow06vS7O5l38/iluWU1IRBIBep0OTr9Lu9tGTnxubm1TyKgsnHicZrOBrGgYmTzHT55FVVWuXL9ElECnsUV9r8sH3/m3WJHG1Pwsb799jVazRVZX+Pwv/9cQdfmd3/l9HD9ibnYMWZF57Oln+PyX/g5xb5N/9tvb3L52jTgMGa7kyRoKy6tbVKsVpidH2VzZYKfeQZZEyqU8QRASRenCdrGQxfd86u0+E9US4xNDrC7e5+bt+z9yfj+ex1GQsG2bKLIxChnabQ9RNFGTCV5+9gJSXicyZFq+hbXcIO7ZCG6PIOhRyRTIqBrFfBlDzaOQ4PoxmaxHs7FBuThJEvURVQddljBVg57n4TguiiCgKgKeGyJEEdXsMPl8nn6/gRV2qGaKVMwsqqqQm50g9nxCKcZ2HFRBZbnXIScbyImMqKgIqowWJLj4qJpMGIVoskQcCBRzZbpeGz8RUM0MbuQQBD6mJhKHPvgW49UCdhLhuC6O3UFXZFw3RNcyWO0+mq4RxwKqquBbFqoEiiIjAL7TI4lBRwJBIoxCQsslFiMSxLRLLkoQJREzZxAEIUIiIkgSipYmzwkJ6T6RicUkrVQIRQxNRkhU4jhlsgQxASNGSCL82ENAxh6kvHquSyaj4rkdTCSys2O88e//jOd+4hXCnIHbs2jUHTKSRq/X5ujcPMXxIVQxwTRUpqYnMdY2ULQ8sSSi6gmSJHK0MkrbmkFLDLqRjaYo6AiUdJFu38JOFDRBwo4DQr9Pxk1wh8t0hAgECc8D17K5v3iXjCgSNpt0fBtF1um1WtS4Sz6fxWn30VTY67XpOT7DhTLrSw946tgkK81dxA4cPVLhz9+5z5c/+TRv3l1Cbtv85Isn+KffvMgXXn2KWtBna3OXr3z+BdbvLfJCZRh9ZppvfOc6/81Lz/D6yhInxBZDL57g1jsf8Aufe433P7xBJshwcnSIetshkgWiKKTn94lthbc+uIupS/QDAafvslDrUTWLXNnqcLO5y2PTw5zLl3HdGoEXopsKUeijKzJ6ItCxbaLYAtUgkUQUUUDVFWJZRJVk5MCl54u05XGamQKLscoWKj1VJBs6iJrKZnuHwzNF/FaDmdnTnDr7LK8lErNT4ylTFQ+A275ulIe+wgN8JnwU2D06DkATHICigU2GWNiHWak0M2Up9z12yUFB+QG+OmDFHrKQwuDm9aNBOT/Yt3aw64QDac/3S1XjOE6lGtUqwEFPI48EIIii8NF9/cBr3+c2IYXS4g/8/EAz+4jCdh9+QpKyk4N9xGFIsVgkilLZqkjaAykgIMQpiI1JvbRi8kPOw2AVkcH290G3sN8v9shc7Z/OfSHtg6VlXN9n+tAcOgmtTjtlOJOE+3duUSyUGJ6a4N3lZUTf5XZtnanRSY6cOU7X8+nstdi6cxtBUbh/7x7d0EPOGrRWTbr9HsXxKroLrWaT8vgot5eWKVQrXLl6icgA+f5tVlc2kerbHD55nLuXLhM2+0zOTlHb2+P61Q+JVYnjfsSVr75B3Ohy/PhJbD+iE2nYQQddMpifncaOIoaGhrDbbRRJIREERsZGKEyZ3L53F7OU59jRSby2xdbuFsOTJfKGijExwfUPt/irGKIoEno+ltUhm8sQOAlirKKb4zx/7lnE8jRhFBL4DhtWjUyvT6GQJUlC8jkDWRaZquQRRZk4sAjdNkblCPX16xQqIqG1g4RPksRoxWlEaxe3tYqsF1Jw2lwi1ApUJk6SzebpdFpIegFVz1MopWxReWj04HhDu0ksZWi1WiRSmviYL2ZRgFgQ8R0HLWMgiSKSruH3epSHytiuj6ar6LpGr2fh9S0MVSaKYxw/olrJIygyVrtH20oVQY7roSsSOzt1SlkDSJAUGWfQ4yiltD22ZRPGIMsyGUMfyDchDMMDOacopp2tuWx6A6sNwJmiPLyl0eQ05CaIIpRB3YciChj6Q1lfMpCC64pCz7bxHwkJi+IYXdNwPQ+EDPOVHN/5+td47oXnyJfHqDcaNHc2iOOIbn2HJ599gU5jl8D3yebyLBw/zaKiMDkzT6vdolQsIYoi2WyWbvejPjqAohHhBAJRLJDTYzquSBwLxG4Xkoi+7RFFCcrA1FXfXEORZPpdizBKCCOf7e0aq4tLVMsa167cxFQFWs1dbMtldCjPylaDJw+NsbS2ixQGzM6N882Lt/nZlx7nvbvriJHN84+d4D+8c5nPfupJXNdjdavOr37+Ff7p+gMeHzd4biTPt+6u8Mvn53mwtcNU4PPFl85y7cP7fPmnzvPG9y4T2SGzE1U6PYcgSrBdH0WycYOI25evoJoZYlGmtesw1+ig5YZZdfe4t2lzbiLPY7oECXT2WmgZnSRJKI0OYeRTZtHuDhgv0yBTMFF1FVEaJF0Dbt/GNorUh0p0FIOlto9QyDFaANd1sB2HodERXKvP6Pg8R868wouhytjo0F/Yi/dxRxQ62N1VIA3hSeIgDZ4RpLT24/uAo/d9YTeeXQfSsJzAbZMkEYpWRJQUAq+DICokcYgoaQfAMYlDElKpqqKXUDPD+PYekpLByBWJIx/P2kYQFbTs2MG+flQ1SByHhF4HRSulqqG/xGEWJv5StpMkECYJoQ/2I70dBT1lCzVZwA8TDEXAkAUWH9wmjAKOHz6OExq4dockskmSmA8vXyObyTI0c4jt3bcIe2ts7VjMLsxz/IlX6Pe7dPsJ925cJRBUlq7dwQrSBWMzn6fd7zM1OYui6txdvMPM9BFuLt+llDf58OptYknmXpKwurxBrbbHyWPz3L51iai3zdj0DFu1Jlev3kMQRXwfvvvt7+L0Njl68hRdO0TwLAI/RJIkDs+O4UcJZr6CbHaQO32kJGZkYpR8Ic+HV29RHalw7Mgkjd0mzbZFuZynUi2jZzNYvsQHl+/80DmVXn/99R/7BPzm67/xetaQGcoPYRomkj6ou++FzA7NUJ0z6UUtFrfv0dndYTJXxNShH4UEgYZuSmiGghTrZOUcGR2s/hbLi7dRZZmsmUESVOJEIEk8dF1GFEAmhihCSBLCKMLttxATh9GhLLPjVcaHC8iqRCJrRIJM4rmESUghVyRSDH7n9/6AK1euoyoG2ZFhenGALElokoIdR0SahpKt0AgFbEUnkFUEVSPwbBTPZVSTOVQ0McM+JVUksXrISYjqWZQ1mZKuIQQ+WVFAT0KyskDiWihhiOh5ZESB2O5Bv0NJFfDsHoYYEVk9TEXCt9pkhITYsdAECK0eUhzj2zZqkpC4HoQeUhIgRC5x6BH5HkIYoSAiRUmaLujZyImAriiQBKiCiKIEyLpIVlfJJgKSJEAQkFdUYiFGSWJOzM2xvbVJeSiL3ajz3JFpEGRGCiUWRnSqRokkCslqGllCslpC3LdQXQ/ZtfBabaJWl6DV5MGNazSXt9hd3eTG0jLe6g6LH17hw7ffwdpr89bFS7Q2NmiurvD2t94hI/v8+ffew11dIuN1ePe779h7AggAACAASURBVPB4toO7t8PmjXu8dnqGr339P/DiRIHRnM7N997mv3r1DLdurXCGDp99+ij3by/x3/6N19haXuOC7vPiuaPUrt3m7/3kEVZW+pw2Il565jiLV27zpSdmKSmgdvb4pc9d4MG165xfqHB2bpzr77zP5547zOLiJrqm8uShCS5ffIefuXCED6+uc2JGxUkCajs9RktDuL7DmflZ3F5Mu91AkSNUz8VOFFqWS4zE5cUVLEHhnau3yU/N8o23rnD29Hm0uE9ODjASh5wegxSAKKAlIpYPtmwSJhJ6IhAGaUx8JzZYjYvc10e5Lpf5IDbYljQ8SURXVPwkoRvaGIZMSZA4OXGI00+cRy+WKJXzSIKEKIhwEKayDzzigYwyrdJIBrRZsm+341Ggl7IqyUO15CD8RfjIAyGVpx6oTgeBNnHMwLf3kLHc90Z+BEx+BCQ+BLf7ktWUBE0GmC05WBU/CJkZgKGDraYHDkIq9U5Zw/3tCw+3x0OvI4kwuLGUBpPwqJT2ox/FAbgUhTTkRxIFBDHFp6IgPgzAGTCPcRwSJ6nXUCBGiNPjEwege/+8CPsrRXAwl/u+RxEe+iL3Z2mQxHOAXwfey9SLmia2apqKrCnIQkLg+Pi+y167Rr3ZotHvUR0dYaJcYvHeHWpWC1HXsV2H6vgkZ+ePsXhnETsJODF3iEa3gedZ1NbWWdvbojxexd5tcuHM49RXN/naW29gTFXxexZ7K6vs+anvqVAqEQYBd27cJpZl9vbqaJJMp9Xm8MljDE1PUjAL3Ll+i3cuXUIQRTRJo9fx2a13sbo96s0Gdxdv0243yRXzWP0ujm8TBRFxIlAol9EVkVZtm+pQiYwh4Thdms0Wyyt1fv3Xf+N//rEvfj/m+M3f/M3XM7pEIW+SKZcIYzAFC0kIGJk8hJwp4touteVL7O1sMjQyxTGlz65lEQtyGvAlS+wnHMqZCv3de3S37qFqCkloo5gjJJFP6DZRMkNIqkkSeoRuG5KE2Lfo9VrYXkImYzI2cYh8sYKu6WiqjirLSAL0+n0K5VFEOcPv/e7/wdWL76PIEtXhEo7lEEYRWS3tKo0kBVVVSKIYQZYRRAlRFLB6NmIUUixkmZkZIwp8DCVNGg6DEC+IMA2NYilPEoYokoiqSOiqRN/xiKMYz3VRFYWO5eB6AcPFLL4fkAC27aJrCt2+nUquPA9NkbFcN5Uxej5RGOIMYu1VWR74HxPcgb9NkqSUdRUF/CD1GxqqRBglB/L7jCaTMzSCQXqjKIqD85C+l48cXWBjcw/DkOh3O5w8eghRlihWqkzNzFDJyxD5+GGMaUiUshKdvoMqOFhOiNXv49gWVmODm9euUt/ZwG3vsbr8ALu5xdKt23zw3kXC1i7vv3+V9bVl6kuLvPHttyjIPt9+8yKtrVUS3+K9dz9gWg0J6tvcv3mDZxcq/PHXv8OF2SKlgsblS9f52y8/xp3VFYalLp978jB312r8+t96mRtLmxyuFvnEsye4eu8+X37tSR5sNDlaMvmJZ09y+d4GP3N8inxGw1Acvvj0We5vbTM3pPLs9BQf3N/kbzx7gutrK4iBwPkzh7h4/y6ffvwwl5bXWciZOG7EWtNlZLiE7Xo8cfYwQRixudtClWWSJCb0A5xuC+KIS/fWcZUcl67fpTI6wte+fYkzZ48g9C0USST0AgojZTJ5E1ESkSSZ1k4DRdeIwhAjl6Fb7xCKMlIuz5ZSZiUzSU0pcatu0Q0SCoUiuXweq9+j0+2myoBEYHL6EM888zJ6rkyhkEvvj5IfLWf8qxxxtJ9imfzYHYxx6BD6PSK/RxTaRIFF4HXSr/0+UWARR94PfW4UOsSBhSCIaV9l0CEMXeIoQFIMJDnzETCYxNFglTYhiSMCt4UgiAROC1nL8Wga7V+HkXqk0+qOKAErAEUSCNBRFIVELpJRRZKgQ4TAXqOO1ethdVuYpSEK5SGW796l3nHRFbCdgGy+yNFjJ3mwdAPXCzm8ME+n3YQkZHN1hY3lVXKVMrXdbZ5+7Ak2NlZ5+40/xxwep9tps76yQbfTw/UCKpUCgeNy/fpt/CBit9bAlAU63T7zCzNMz80wNjbEjSvv8/6lGyiKToxI13JodfvYtsfWdp379xbpdnsUS3nqrR6h7xO6LhIxerFCMavT2muQLxXQVBnBbbK6Y7G5vkVtt739+uuv/7Pvn7uPBRz/0T/+h68fnh9lqGRSHDbIlbMkcUJgW+hJj+XdFf7w63/I8sqH1GvLZAWJw3NH6TsJkRWhGxKaqhB6sLm+jqHD+voqmm4wVKkShgKumyY/SgQgCHhugCCkq/GyphIJkMsa6IZMp1vH92z6jstet8vd1Q3ubW6ztl0jNgzeuX6b96/eoptR6e62iAUR27LRYxkFCSNfQq1USIwcgWbgKRKtXhu71wbfJu63KMQBBcEl7u5RMhQSwDBzBIFPTpaZmRgjcjxEErKaiqnKqGJMVlHSf74yZBTQ5YS8KpPXNAxZJCsrFHUVQ0owFYmhokHg2hRNg7wqM1zMEkcehZyBEvtkFRFTiCnKAkbgU9QUAruPIYlIfsCQrpF4PUq6Rq9eY3I4h723x5Ch0223yYsafqODJiRYToeiGBH1Xc6eXGCvucPxo8c4dHaO/LDJdCZLqVriW//mjxldX6Js9vnaH32Hn5uP+M67FwluXuOpyTz/9598nQtmSHdrkcX3r/OF+Ry37t1Hq23z5ZcWeP/KJX62YnB4Ns+d67f5Bz/3LOt7K5SsHn/3c89w6epNvnLhMaarBuFynf/hS5/k3uIiR0WBn37tPO++dYVPn57EUE0279zny597lfW7W5yWunzqE6e5+L1LfPbcGLvbXdR2nU88dYr3vv0+P/n0LM3dPonf4+UnZ/nOd25w/tQReqFN1F3j/PljfOftJZ47UgQdli8v8cLZWa7cX2dOl1CLBW5/eJefePU53ru2xFwZ5HKWlXtrPHV0huX1Nj/1/Ams9iYZbH7iuTOs3V7i1EiW5YaD5XmIqoQTR8QhrG5u0RAF7mxughqRPTSNLmkEroAoGMRBghOCK0lIWQM1J7LbdXDVEuuxTK08xk19mEtxjhUhx2as0ElkxEwOfJcgtDEUBZIEPZtDDWNOzR/hzNEzuJIMkoCQhKT1iNEBSNqvezgIozkAfiL7qaDwEDQCB5JLUdgHUwPQyMNgG2AQEpBSgmmYTTyQlj4EfAfhMYPv/3+N9LiFR8Br8hGQecDMHWzrYUCOqqRR/2mQz0elnI8+KZWEpi809RmLA9leOi8fkbTy8LUf7OtgngZc4+BC++jzBEFIw3WkVAZHIpBE+2zhQ+D8sDcy9T0mgwnc38c+WD6YHPbPazzooIuJomjQ/ZoyzKIkoRt6yiCJCaZmsr25zs3rV6n1uohIPPHUU8RxzMaDFTKGiaoZfPe7b9PxPaaGxthuNph/9ixf+flf5MbN6xw/fAhVlhkbG0M1TRZGp3j7G9/k//rDf012pMz87Ayry8u0WnVEUyUOY1zPRUEkjCIs18H3XUJiZFVlYmKMsekpnjjxGEPZMmvNDX7lH/wq5+YXiAWBc8+ew+11qDfrJFJCEkU4joUiJChq2utnWX3yuTzEPoWCSbVawXNcRFHl7uIy7U7Ir//6//SXDhz/8T/6h69PTw5TGSpRLWuYhoZIRMcKmQwbrG0t8/Wv/hvs7Rt0W7uUTJkT5SHaokLfDTCzespuxzG9Th9VN9l+cJtMoYKRy6dM/uBGMQ7clFHr1xAVg9jvY46cJg4dzPIMqqrhdrfx7RaJoLC7u019+z7ry7dYW76NZla4c+Myt6++ieO4dFttRFGk1eohawq6oVOoDJEp5FA1JV2EEAXq23V299r4josfBsSCiKwotJsdcpUSEjGSpqespKowNjGM4/jkMhrIEsW8iZ8I5DSFXDGHLAioho6uSBiaipZJpbGGqlDJpbJQVVEYGioS+j4ZXcE0MwwXs0RRzFDBJAE0VSGjKei6hkhMPmtiOS6yKBDEEZVSjr7tUinn2NprUSzmaHd7DJULdPs2WiaDbbuYmkzXcsjqKp4fcOqJs7Q6XY4tzPHY6UlyhsKEKZEZP8o3//T3KfR3MWX4oz/5cz5zJMe7792isbnBM+My//KP3mQuC3vrd7l17RoXDlepLa3R7HT48itn+PalG7yyoDM3WuXSnQf8/c9f4PbiErou8auffYa3bq3wt8+fojJRpdPt8Kufepb1xi5lReYnX36Cb99c4tWFMfKlIhdv3eHvfPoCt2s2R/IJnzk7x5vX1nntzDy1Xg+72+X8iUN8+4N7vDo3SpIE9PyAl49N8+3F+/zkySP4YUQ9bHJhYYZvXt3gqSOj5HSRW/frvPz0UT5Yv8OwUaCg5ri4+YDXzh7h/dsbjOV0hipFbmxt8/TMNEs7db748imcwIFen0+dO8bd1R3mxky2GxZ9xycRJZIkIfRCttbXsTo9VhdX8IIYffYUYbHIsNXCyGbo7rVxLQdRlDByGYxsBs92cVBY7EmIYxOsayO835FwM2V8JCIEcrkcoihhWRaiIBAEAZIo4Xkup888ybETZ/DCiDgOU1/h/0+g8S8+ko/4IdPre8QPLvn+4BBFBUGQiaLUGpU3TWIpO+hhVIljH0kxSJKEKHQI3Gbab5nE+G4dUVKRtRyqUfprBxohveeIErCDhCDav55CIqooWg4QyKgCedPk/tJNrl++SK/ZJpFkjpw4DQhsbm1TLuiIep63vv7v8P2Uya7V9jh29gV++gu/zL3rFzl+6iy66DM+NY2kZTg0PcVbb/wpf/r7/xq9kGd+ZpKt5VWazTaaLBKEEZ7ro2kKRBG9vkMYBMQC6BKMjY8zOjnP6RMnMUsVtleX+NX/7jeYP3oEUQw4e+5ZHNtKE81J7826XQtVUcjpCmIS03MD8oUcSRhQLOUYGSniJTJ+KPJgcR05iak1e//pwPG3fuu3Xs/nFCZnysi6Txj2kWMVSVNR4i6SIdOXYnKySLVSZbicpVGvcffOHSaqI0hiQmOvz8rqNrXGLpbnEosC+UKR0fEpZNlAVkVkBUgi4kTGDyW8IAZRIibBCyO8IMEJQyLS2oGuZ4EioJkaDduiEyUstVpcvnwD1w7StEjHZXh8nDBvkBmrUhkeRpFlfMelG/r0rR5hr4Xa71AVYzS7z0hGZyJn4lstRodK1Hc7lIfHCCMQENFFgcDzUNW0c08URfqOhZkxMDMZyhkdwXeo5E3i0MdUNUzdoJgvIBORyyjoisDwcJ5Oq02xkCcjK5QNDUNIfRWy71OQBXKSQEnTUMOAgmmQODZ5VUaNI4ZNHcFzGClkEHyLqZFh5MhhOKuTTQSUKEZOUhpeUhPyakLOEMnnSmg5mcpQkYVjx2mqIfPj45iKzILicEJW6Vy7zk9dGGVjt83jZYkTx+ao3V7lS8+MYlsixeYOP3tujPt3d3ihGvL8hce4e3uFX3hlltHxMjvX13npk0+zdG+TOb/Oq+cmufn2DR6bHcXQ8zRuXOHzzx/mxsU7nBxOOHtshjffvMQnnzrB1l6bva0tPv3CCd57/z5z02VylQJL71/muSdGubjRoOz6jE+P8eG1W7x85hDrjR7h7g6PP3mC99+6xUvnR7m6ZaMJHidOzfDu24u8fP5J7m3bJPYGF545yvsXb3Fs1kTJmqzdXeWpx2a4fmuL2ek8gaRx78Ymp87McPHKKp84PcbdrRoZQ+KJs49z691rvHiozHa9SymTkMkV6XRtyopMs96mZ3lIkoYiGhiajuAHePUtXj5SYCqvYnsufVHC00p0LAk/0rGkAt7wArfzFT6UJDYtkSAp0o1FpGyGWNexHJe+Y5HNZFGNDHangy4miDGcmD/E/PQ0IgKBOPDMJfvgY98kxCPXlhSeJEnKCKaeuwGYPLj2PAJYhEERx6M+wf1fE/Z9eYPvP0RSBw9RGjCfj8hLH/orP+p/fLQn6lHF5gEr+CN0RSkoTgFfo9Fk6cEynh9gmuYjbOajLKn40WM5ALyP7uOhjPVR/2QaWhPzcLqSg7nYB5SPBvgcSFb3f7YPfgePhEFNyEdmTThgdtk/XnH/Jzzymg7EsQe/m6ZJpmBSkEWiOESI0lVjMUxo1mrcvnaNviigKjr5fJHJsQnCnoupGNy7d4+N7RrkM/S6fR47/wzTh+cJuw6SafDM+Wc5e/wUCzOHiQWRspbhjW/9ObYp8uVf+iKbN++y19qjEfbRw9RHIiEgSiLZYoFWo4HrOQRJiGFmaNRqPPv0s/zHr/57XGIiMcLMZ1Bdm8XF20xNTLKyvEajXSeOYzRRRBQTFE2mZOZIkogo9tEllWxOodnpYDsevhdhdT0sy6XV8fkf/wqA4z/5J//L6+VchsmZUTQsDCwCMUMo6PhuEzlfIfADxLBHeWgIozjMxl6ND5c2GBkdQgCabYu19T3WNnYh7ONHCnrGpDh2BNUcRslUiPx++jcxSIGM3BaCIBB6XSKvS+ikXydxjGu3sbq7yHoRAbDcGDdU6HeaXHnvLbwgXWCw+33m5sbQMzr5Qo7Zo8dRdQ3P7hNFMU6rQ7fVxQtjylklLaUu5SiUiwSOQ7lawmp1KYyMI4oJkgBiHBEmCRkzLbtWJRHLSVlJVVPJFnKQJGQ0BVEUMDMauiRSKmQRRcgXTBQZRqplOh2LQjGHIolkciaKrpMxNIhjZFFAVSQMTUlTXWUJO4jJ6QqaqlDM6NheRGWoSBQEDA+XEOOYQrmAJoImS8hS2iGpiCBJAqamkC/lMU2DcqXK3LFjRFFEdWqBMFPlMB1GtIidvS0+e+IQu402U+NZzh4aYXGzzmtPHSaKXRQfXjsyyeW1Oi/NjfLcMye5srTJq4dGqU5VuX93i888foRrm02Krscnzx3hw3vLHCsVKZbybNXX+anjs9xY3ODpiQrHqkW+/uE9XjgxzY4v4O+1eO3cAm/dWuGZqRHUjM7le6s8NzbCla0aI9UMx0sVvnlriZdPzNJu2zi2wxMnZvmPV+7y2adOsbTWIJAdRqsF3rm+xadOHeFG3aLT6nDh5AK3ayscmhjDzGS4sbbM6YVprixu8cTYKG0v4frKDi/OjPLmnQ2ePjHG4naHUi7DK2cX+Or7dzg/PkQzsMgYMFo2qXV88hmV3WaPnuWiyDIZXSU/VEIIfDqdJj99eppqXqPX7KJqCkohT7fn4rghWj7HVmaMjcwYd/sxyx0fOVt8+D85Sej1euzt7ZHNZomiiFptB103KJXLHFk4zuTUzA/aH/4aDkUrpGwgHxf0pjcBilak1dxga3s1TZCVJfZZz1TqqkISI8n64GEgqzlEJYNv7RD6vTTVdXDtFIT9Rd6Q788DgP1rejxQIf3nAzgTIHhkCkVBoGfb6HKE1d3l7s3LBAMJvZYtMn/4KGLQQdF1Vm7dobazhyiL9C2LJ5/5BLPzs/ieDZLAuQuvcujEGeaPnQWvgWFofOtbb6LK8Le+9BU21hdpNxv0O10UKQ3pEcX0XimXUam3ewRhRBRG6IpEvdHi8ace51t/9m+xXB+VGN3USZwaq4t3mZg5xNbqA2q1OoIgoMoysixjajI5Qx0kxibkNJlcPkNtu54mTjsuVqdHq2sTAc12/4cCx4951hIkXSUJwWn0yYgaiiqSBCGYJQRFZqo6gqaWKeaqCKqMIAeUKwbt7hatRodGx8VXZKR8gbbtoWllsoVhbCfAcmwgQdVklIxKkMTYXkgQicTIeEFM33OwA5dOr4ftePRdHy+MCcKIJHD4xNwsf+8Lv4DvhCiFPI4aUXcaqOUsdugyrBhI/S717Qd0tu9hdrYZaTVIlhYpN/Z4abzCnOBzZrTMibEReu0GWcNgr7ZNJqMQeA5i5DNkGhAFZDQVgYhixkCXYLRUpmTmScKAyOlhSBFa7JKXE0xZQCBASnpoOAh+n5yqYDU98kYJXdAp6VlymkEhY2KIEllNRoojsrkcHcfGrBTp+g6F8Sq+nFAcKSMJMaV8FhmBkWoVNQwxVYFKNkMixJiqCklEqVRE9X2mshmSVp+CnrAwVmDu2Dhu3OXQ3Bil0Qo5LWHnvRscz0XIZR1aq/wXT1Zpb7b5zHyFhekS7bVlfub5MXY6FlP5mE9emGZxZY+Tms9QSefupds8XVXo9faImh2ee/Y0H9xZZ0b0qYzluXp7hxdOHeFBz8bp9Zg7Mc33rt5jfjyLWcqxsbTM8xfm8Bq7HKLL4ckca/dXeOLkPBu+QKfrMz92mOsrNsePHKWXyNj1Rc49UWKj3WFmQiJX0mlv25w7M0lreZ1DRR05p7F06S0++fw0l+/vIVgxY1MLXL76gGNzY9zdTYhDneH5Wa7fe8Azj81T6/pMzkwwOjbE5vImn3j6KNeuLjM2VKI4VObB8g4/++IJ7L0mf/f8KKfHC2Q1g4npKoqs4IQRfpgQ2BEZQeNzr3ySIVVCjl00M09XrbJsjPBeeZQ/yZb5qjTEG36GFdcEZRTZKOGGHiLQafWwbQfDVCjmFIK9HcLVNZT6HpnA48zMLHPj0whIuIJAFA1qIJI0wEYcBFAIB5rOR8FanEp1BiNOEiQl7XpKQ1zSCPwojgjjgDCOU0CSCtYPwBbxDybCHYx9QJY+gyiJCcKQKI6I4pgwjIiimChOKyqiKCaOowNv4qNBNvsXvjhOBseXVm+kMqT08yiKKRSKzM3NDxIBxYFcNj54RFF647z/MZXZRYOXIQxWcAcM6gGIfQgg05LwNMTqAKTFMVGcykP3Qd9+0ur+ftMEVQ68ofupq5CCyv3tpPUnqYRVTFJjukSSpt4O0uz2HzEJiPvs6MA0JqYeaUEWQUiQJAlVllBQEUSRKApptFpEokBhdoLq1BTnL7zEk8+/wOpOjVOnzjI8P8Ox06d55uVPoOcyzFTGyJgZ8maeqZlDFIwCVqvL6od3+O3f/t+4vnKTrfoK//xf/O+0Wnv07DZhEGB5HrIAiioThgG9TgtkAUXXSBCQBIlQUtjb2WVibJgThyf5lV/5RfJRxPrSEuvrG2xsrNLv7pFEIYkfEYYhxWKejGHgBh45UyOnqpgZmZ3aDseOnyQIBOrNFh27x/j0KJr68QLFf9wRxTHJoM6m60poGRM58SkILcTCMIKqMzFRQs1VkPLjiKKE6nsMZ0Kc1g6dZotGPfW/5UtlGi2bXD5DsZjFa6/gNO4T+RZqbhw1P54GZXhdkjhEzU8SCzodOyL0LVq7KzjtNUK7Tui0iHwLUckwMTXPF3/+v6S+U6OU04g9C9fqMVytpAmkugZxxOb9O9RWV/BaLQLbZnW7DonPudMjFHMSoyNlRseH6bZ7yIpCp95G0VXE0CJ0XTKGRsZUKepJChqzWURVpVIpUKgUQRCQ3DaKLGJKPkIUDuShMZIQEIch7a5DtajgOi4ZPVXxFIo5NCJ0SUCNAlRdR9M1KsNl2pZHsZSn58WMj5QIEcnksuiqzHDRQCOkVCmgDPyVxVwGVRaRVRkvjMjls/S8kHIxhxuBaeiMDOWYnBoGa4tqdRgtO8wYbXr3L/Hs9DChI7Jd3+Ozzxyi1+vy/JEjjFZ06vUWnz52ggftGuNjFT7/7Gku11YZjkLGNIk7jQ2eGyrQC/t0vB6fPnecjVabmVKFcb3Epa1lnpof596GRd91ODyf5Y/fvcnEWBUtV6DVD/ns8Qk2wgY5QeLU2BjfWVzkuWMTNPoBYVbhuaNjvHttnerYECFph9tTj81yrbFNRdapKFk2ajVmZ4bYqPc5Wx0jm5W5tr3NF87Oc7O2jaBKjJqjvHv1LrPlMiubLqVI5vj0ON9dXeXnnjlB2/IxK3myOYXdls2Xzp/i6q01sorKifECTcfi5y48Qaud8JkzRzgxUyVfKjA3M4okivh+iB9EWJaLqKq8+skXGTYV4jjBrBRZjbJcEiZ4L3eEb/jD/EndZCnM0o9l8vkClcoQjuNgWRa1Wo16vY6qqhiGQWNvi26ngWXZ2LbN9NQsY+OTf2HQKCkZ9nUmoqiQy5ZQtdxf2v+QjzsCrzsAaR9vJEnKtPpui2w2z8jIBJmMkS68hQ5R6OA7TZz2Mm5vA7e3gdffxumuEXhtnPZymq4qCHj9Hbz+Dkm8L7eNCZzmRyS3UWAR+f2DzwO3RRz+cBntfw7DVAV0PYOuGUiCQq/eQiRhZLTK6NgUjz12nief+wyrq9ssnDjG1NwE0wsnOPf8K5i5AvnSFHqmQHlonInxeRTVpNmsc39xhd/9P/8Fq/ceUKu1+cM/+Ff0Gju02j2CKKZt+6iyiK5I9PsO7a6NoSoYqpIG7BkZIkGmUd+lMDrB/MICf/Mrfx/X99lYXWZ3c5eNB4u0my3iJKHTs/CCgEIxh6yqdP2YfCGHrmvIqsL2Ro3jZ44SeCHt3Tqe7TA/XeX4sZkfOTcfCzgqssjJI0fptSK6bQEtMXE9GzOroGZlOj0H7IjR8SpNaw/LbdNw+riRh5/4rDUaKIUq2aFxjPwwlZF5ikOTKFIeAR1R0PGDhL7lEgapMV0UUipeUWXCOE1XDSOBBA3bTbCdiCSM8Jw+ltfGThzeu3WVWrNO0G4hthpIzS5OrU1nt8nuzjbdlQ2i5TVGwoAJLaIqdjm/UOWx+Sq9+iZmViMWIzY6e5RHqgR+zFB5hCiKyagiWS0h9DoQxoReRK/bwXcdkihAlQRcu4eQBBiqghinQReqoqOpGpogQqSgGUVKlQkcL6SQ09BlgXIhg+P2kGWRIAzJZfMoQpp62G41GCoV6fS65LJ5WntNyoUidrePrMi4gY+saoixhKHq6EoRy3FxkwBRjCgUMrh2l5nRYSTL5dd+7StMV8sUh0rkFJPi6ChDZhah26EcBiwvr9MPQqYWJlhsh0yOHsLpOriba5yaH2Ptbp2JsoqaL7Gz4XD00Di7fZEwaDM3m2VpZZNSIWR6LkNtfZlTM0M0uj5+r8N4lcXkqAAAIABJREFUVWNrc5WxbIBpZrmyaHP46GFu7jg0NuucPTzL8r11juZUNBSC9WWemy+yfGcV1Qkxhie5+OEGp2eHuNN22anbHDp2jPduPGB+Ok+rH7Gzu83hs5NcfH+JpxfK7DUtvI7NuSePcXdxj7FCCfLjLC6vcuqpSVZqDnogUpie5MZinSNnjrK80aJcMKmMGNz74AZPP32Cq3eaHJuaxxRk4sYiZ8+WWK3vMJovki9P8WFD5pnXXmS118IYG6M4PYojxvQMkfxElX4SsIXINzom38se4+tChe9KBS46IrtSDlctYAlgSz691h5Rq087DKgJIUI2QyzIxF0XsdlB2KmhtWrI9R3G8jovPnOO0fIQQpxKOuOBz1Ak/oFQspiEfUFLCrwABFRVH6TKpSDRcdwBABIOAFIK0JIBqEkOZKNxHO+rUwdAJiYFXPGBfzIiJkrS0vo42e+IFNME0Th5JCVVOJBbxnFCHAmpiigRU0CXCAfg8eGK5r6VMSGJOWBPBUEcFN6mnqVHGbp98PcQeHJQS0Ky3xn5EJTuA7t9AH4whIHfEJBFCVkUkQYsbxRFRPvb+b75SnscB9tPEqIBpI6F/Zl7eIwHL3AwyftS1kHeEdHACxlHIRARJ2G6hThKfZRRjBALiAO5ryhL7DT2uL20iJw18dyAmZMnGJ8/xO5mDcnQ+dwv/Dwj01N88mc+xysvvcqTpx/jyaOnGNcy+J0OCwuHaDUaPFh6wN72Lu1mk/XaFmI+g4nM5vIK7924TKffgSgmFAT6lpN6vlwHPwwOPKCGquGGPo5tE0siYkbh3/3Zn/CN3/9jvva7v883v/cmkiLwxlvfZmtjhygW0Q2dyclxRkdHGRsZw7EcHNvBD2Nsx8PI6ER+QHOvjaZmMEwZWQ8I449/o/XjDFWROXx0lk7Xot93ccmiCu4guEOku71E5LsURyYJW6u4Tp+6JBJHIU57j82dJmphhEx5Ai1XYWykRKWcQxBAzY4hZyqEThOvs5ZWbmSGAAFJyyNpOSK3ieWLRLEwuHYOmPHIx20u4TYfEMcBV69fot7Yo9116Hb6OM0WvWaL2tYe25u7bG3usb62jZDESIaBIsBzZ0aZmRphb7eNIsnoUkS72WVifAjCgGIxS+AHBEFIIsm4rkcQCXTthMj3iX2fJEorFnzLTiW5goQp+WiqgGFoaWdjAmGYUBiuUJ0Ypm1LmDkTQ5PI5U0S36dYKhB5LsVKASEKUDMGnVaPylCJVrNDvmBS22tTKGYJXJcgjIiDYOCDFlEzBmZGJ+hbOI5PEsfkcll8z+Pw/DiSrPDf/9qvcapsMj1extQFctXDaLkxZCFhVnZY7TXodnocmsmzYTc5MTNLEsX0O33OTUywutZiZHKYSnWU2k6b2ZkijVY6P4dm8iwtt1F1hTPDI6w9qDOfM7i21WB9dZusIbO26TChKSiKxOX1OseKo+w4PazA5ZnJYS7eu8NUwSQnZOm2+5w6UmG7ZlFOIrKlPO/eXOX0zBz3dtt4YcxTC4d589ZdZos55FDDcT0WDpX47p11zs9PsbFnsev1uTA3zbt3VzCH8+QrI2yu7zE7W+byRg09EqkU89xt7/Ls9BibWxaiIjI0JPHB7TU+9dhx3r27jDmUoRs7bG7scWJmhsXWHqU4oZLNslj7f8h7sxhJ0sS+7xd3RN6ZlXfdd3dXXzM903PuMUtyl0sRBg+DhAnJJgw/CX60HwQL9tpPsla0/aAnwbBsA5YlUUvTEkUuubuznJmdu++7u+4rqyrvIzIj4/ZDZlX3LLgUl1zCpvUVEpVZmREZGYXIiP/3v7r8wttXODw4IZ0tMDM/BYKAGwok00mGro/lirxXE9jOXuQzP8cjNcdBpz+aaNE0hHEX6N7eHs1mE9tx6PV6aJpGxNAZDi0ax9u4nW28QR2nV6dQKHL9+pskkum//AEehkhK7NTPQBiOZPK+/xfzJP71jL+Az+MvvXz4Z/54jgnjyUnPMfH9IZ5rYvdPcIdtQESL5s9SWUc1VENEScUdtpDkKLKeOtuPo9cwTmb//4ZcuGeP0lbrjWNu3L+HYsTwhjbnLl9ndm6WVuMQhJBf/82/Q7o0y1d/6Tf5+i/9Gucvf5WV828ylZ+g3TxifvECe5VDjg83ONh9QqveoHq4d1YntPP4MZ988hCz2UYAFHEUfjdwRtcGXhCAICJKI7jmOi6+O0QWAiRF5of/9jt87zv/M3/0r/4FP3zvc9wAPn7/R+ztHxEEIbl0grmZAuVylmIuyaA/wLEsHMfF7vfRFBmzb3FYbSGoKqKiEEoSzWrjJ+6bnwo4SqLATLnEzNQMKS1JKVNkOjeFFtGJJjWa9Ra14xoHuxt0zDYPt05oNGG6MIVqGMzMXkQ1ptH0Eqn4NJnYNAQ6nqfS6/v4gYTniUiyjuuOLmuNqIoekfCCIbquIokqluXj+hKOJ+GjMnB9PDFA0RWqzRrNdovJyUmE3pCh6+E4oKQnKJbLIEgMVAV/uohXytIaWCTjaQRRYvewQjxXIFAUTMciEjNoNU/IJA0C36FQzBOKKpY3qoBIJpPoEZ10JoasiyRTMQQCZEEgk0gi6zp6NIGv6IjqiMrXQhE9EEnEUnheSECA43aYSjkIw2OiakDgDBBDj163RSydoDvoMVcuojg2C4Uisu0ymUqiD13KURU99MinIhQyKeK6SixmoOIyU86TUmSuLs2SUUJ+7voFLmQN/pv/9r8kaBzROTogGYkSK+aYnp2mKCok+n2Su09YnhDYefgJV5YMto88lFwBcpNsrh+yNmNQ9UXoyiyem+TOkxNWYzJaVudgfZ+vXcixeeJRfdxm5twym4dtiqkYqakSt9a7XLmyRsfsM2xsc/X8LE/X95grRDAMnZ0HdV5bW2Rzq0bY6DG1lOeDzQar5wv0BYujRoXVV5a4uXVIJiETTencvPOMmeUF7tU8LFOhPFnm5uMaly+tUbddAscntzjPjc9vcfHlGbb6EpWNTb760lVu3N9hesLAEaPs7lW5fH2BG7sVVstxfNtn4/4zrl05x8bdPYpZg3YmwV7TYv7KeW7dvsPC8iJNKcYPTZfB9av873eaDKQkmZl57j/c5fxbr1JeyBPxB5QiUTLRFB987312XIEHTsixGodUnmgki28KmE0bazDSepRLcWR9SES2EfoneMfrxMx98k4Lv1LDObZQ5DSlpVWIRpFkFdH3kRhJU4MQRDEYScbC5xLQgHDsewvOsIggCAyHNgcHBzjOqNh6aNncf/iIar0+Ku0WhBGYCU9vo3WFp+vjuSRyNF5g5cYl9+EZk3gK0k6B6/NC+1Nv4BmQ808ZwhDPG7GSnufje+HYt/n8xPeif1ASGSeNjrwro/vB2bpevI2WHQEYUZSRJXl0sS8AQvCCUPeLbOPZ+4YQ+v5IghkyqsYInzOUQRDgeR6hH3xh+RdvQRAQEOALIwDpCyFeGOCFAf6pTxEIQn8c1R4gCGNhqiiAOPofC4EAgYiANEpkHpV1IIsycggyEuJYgWtaA9auXuXtd36eX/q1X+XLr73F5fllNEkEMWRmcYFYMs18eZbV8ixRZAxDwzk85t1/8wfcX3/EwfY2+ZUFioUi+0eHTOTySIKGhobVs7ClAFcEVVTwHQ8fcMMQL4ROp0ev18f3YDCw6LsDSnPTVE+Oee9P36U6aPDex+9yUDuh1jGpd0wGXoAgi0iyRDSaRBIjHB7UqNfaqJpOs2NiuR6dXpdkTOdg9xkiAdbApdsLePR4F9//67k4EUWRpbUrLC5OYkRj5EtF1PQ0sfwckUwJ1+rRPdmheXKMNehzsrdDr9UiXphFjBWZmp5kIqGQionoukYqk0KSlZEszDweBzxJyHqa0043SUtAGODbPWK5ZRRFZ6+l0LEkjroKjjdmR2QdQZTpVZ/R69ZYXj3PoGcSuC5DPySWTjI7lcPQVWRZIplJIWsqA8shmojR8wx2Kx3S2QS+ZOD4InosQrvaIBsPCQOHbC6KqqkIvkc0ESMW0dEUiWREQJUEZENHEkZl8olMkuxEBE0VGYQJ0jEg8Imm4yQSKsWsjuwPGfoB/U6byQkRyWmjGiqe76DIAp22SSabptXqkc9nUHyb2XKKwLYp5EY1F7Ku4SGQmIhTnpogFpWIRXU0BQrTOVRd5tKlWeKyy9dfXmE+LfAP/ov/DOfoEQ+Om0ixEtFUganZBeLJHE6/RfXgkISs8/nuOq9Pz+L1bRzLRhJF7qw/4/LqPC3PZNDpsmREuVHdYzGWJBszeNiq8JXFZbbqTY7MNsVMhlqvTT5lMJ1Pcrt5yBtXZzEth4475JWFDHvbNRZmppDkKM8eH/LGxWkOjrrYHYtsLs17O9u8UprC8oc8aTb42qvnuL1VRYmoFItJHj/bojAxwZ2dDs1Ol1IpyccH+3zj5asg+MiyxKWZJDcerXNxdRYhFGjtVnl9rsD3nz5lMZFGl3QeNCu8eXmK736+TSIZp+uZPNjZ52vLKzTMDsWIThgK4Ai8vXae7z17yupUimo74IfdAH3pMt99WKGuT5HOF3lw7xHnrrzE5PQksqpSmJ4llojz7vf/lEp1j3sHdSrDkHQ6g6Zr9Ho9XNel1WoxHA4pFotomorT79IzexzvP6PX2CWiqwTukJYZoAg+C/MzpBMGsXjir3R8246N2do/AzeOPeT2nU+x+p2/6lfH35ghIKAaE6iRHIqW+sJzvmfh2p0/I9xHGPmx7Q6qaqAGddTQxLO744lOCAOXQXuTQWcH3/vr6dn9iw5FEoiqo+/Njjngtdfe5ivf/GW+9Mu/xkuvfo0Ll79CIVdEFGSWV64wXUwztzDPyvJFZCWCIECnfsBH3/0OTx7dxOrXKU4uUizNUz86JJNNM6rnU7FsDyXw0GRx1O4QhmchXY7rUm20aXa6hEGA73n0zT7zi7McNzvcfP99zJ7Nh+9/TLPepNcd0BsMcbwAXdeRJREjomMYGpWdw1HCtapRqXWwbId6e0AsEaWytYfie5iOj+V6bGxVGPR/8v/gpwKOYSjwbGcdx+khiR62PaCULdHuCJwcDfB9n4bZZv1+BcWbIpO5giFlScXy6NoEipqjawp0TYHQN/DcEXNoeyJDB8yBy9D26Zk2juVjWy7u0CZwHXzHRUBEUSNo0ThOKOCGIqgaoaxieSHm0KPviviCyvrjZzQtE1+QcOMRjqweB9UTupZHPFPEtESebdYJkjM0iXLYMMkU5jip9nFNKMZyOJUaFyZL+FaPVCpGr2/i+B5DJxz5L10fWZLpm33coUWn2cQdWiiSiGMN6JoWvqCRSpdxPAlVjhAzdJJRD89roilgaAbFTJ7Q9MgnM8hCSCKqIxFQKufottvMlScxLZN0IUW9USWR0LGGA5JJnYgmohsiiYiEGphoQgc56FOKaoStY0ppgwlnwH/3n/823/jSBTJRlds/+oibH37KRCmLFtG4tHqJ/tDHNweYuyccPrpPthynXWuTEHwkJ8Tb/pzcbMBmZ4iUjtBLKuxWOsyszLJrWaj+gNJsju39PvmYgKJIVLYrzOTj+N02fvOAC5enOWk5LMzEiRoKtaeHrM5oqKJNXGxy6XKJp3uHSBqokxF2nm2zUE7wcLuN6tqslOM8vvmMa/MF+lZA7ajL0vIMJzsHFDQPU9N58uSYtatLbD5rI4UO0XKEBzc3ef3lSZ42TeRQpbi2yM7BPivlCJYfpV2psLxc4OlelZXZNL4mcPJ0gytrl/jTj54xfeEi+1KMg60WxeIcNx6vk33pCv+8keSft4ocz13jjx+ckFh5icCQ+e7nn3P+515H8kUO7jwhJSpMJpPsPr7P/n4FNZ7kZKsCfQ9DksB3Me0evhogRSAi+PhHJ5w8eIDbPCbY2SV71MXbPKT6dJvKSQ1P15i9fJHzVy6yXCrT3zvis08/wz+NQhVeiIA5Y9TGiZxjXWQYCPh+eAYeT6U9IaM6GFmRmJ2dIRaLjcHhqSyV50BFGN1GqxS+APrgiyDrNDpmxPiNKiKEcRKqKD4PegkCHz/wx8yc/wVgdfaYUYjWKYv3Z4G5EQh8nmYahs8lqiNJqj+WqPovPB4BPNcbSSD9IBh7BoPnrN94n54aGQVBREJAFiQCb7Ru1/MQJfmLyauiOJbqfnE7T7fplHU8C7M5BflwJgf2CccyVOFs9jcIA0LfG1OsYzAZ+mOfuAvCaUjQ6QSvDwL4vsfs3BzzC0sUi9O89PIrLE0Uibs+vjskPzFBWo/y5rXrXF5aRRJADkNUUaBWrfLo6SM+ufExtz7/jKeVbW7fvoXrB0RzWS6cu0QQSOiSjusGWI5Hp9MjcEaAgnGfZYh4xggbkQiZTIoLl9ZYnZmn32gzJKQve9TCIabp0B+4yLKGqKoIIrRaPe7ff4LZG2LocYJAIgglrKGDIIoMBiaObdMf2BwdtzjYb7OydJVY9K92AfnnnCXZfnIPy7IJXA+zUSGSytHruwy7TTzPpdnxePToEDE+SZheRoiVUIwYkViMRG6G+kClZsrYnsDAFcck80gq7Q1bBG4fd9AgDHys1haBN8R3TIatbcLAJ2kEFPI5eraI7Yu4Sh5BVEbLekNkPYWPxIMHD+ibAwRZIZlJUTtpsr1zxKBvkS9OYNsulf1j4skYnh/QbXYoTubZrgwJ/IByQcfqNFhazNEfQjKVwu5bOO5oYkeWRPwgQI1EMIceQ9vF6Q+wLBsE6DY7HNcdTEclmk7SMEUkVWYq7WFILvWTJoKiYkR0JiaSNDs+6bhIaA9J6T5CGJApZKk2e8xOZRmafdITSY5PmpQnJDrtHqW4QzEekkgaZOISOibT8SETapeFQgiDDhfndKJeg//6t36eX7s4y2RG4t7nf8KNxzeYmU5hSEOuXH0bPwhR6g9R+nvs9RrMxScY9i00Q6Pn29SsHkU1Q7PrElFUVDdCo9phbi5NtWHjez6TpSg7u11iiQixiMTeTp3V+RKi4hL2Ha6vTuK7DtPxDLIqs354wHI8jRy38QWft1an2OjWSKsGSdXg4dE+l9Nxnu61aAZDZgoRdncaXM7G6AUD6sdtLkxP88H6IUUBDFlmp9fk9Zki+4cmjjUExePWk11eWlikMuig6zpLU9M861RZy2fodn12OjVmJmNs77S5UJpCjQQ83jzkSxdX+PDxBtnZIocB9JoDFien+Wz9KaWpAnd2TG61FJTMJPcebLKwtIKm63z8/o949a03ESSBg6dPEEWBZDLCk3t32d7aIxrVOal1CXyfWCyKIIAkSqPvc1EgnU5RrVY52d+g3W4xaGziDpp4Zp2TSoW9/QOGnszU7DJz518nnlvi+GCbm59+cFbB8pcZmqajatrZY0VVWV29gPJCV+ff5DF24/+5rwkJsQdV7P7xFzoqT4ekREY9lOEX97Mo6aiR3Og8JEUIggBJjY06SO0uEKLFiqjGBHb/5IWU2Z/dOPNZvvD4z/q0p5s+dEPiE/NMFqdI5cq89vqXyOWLJDWBdqdJoVgGQq6/9ovMzqwy8BRiqkBMDWg3jtnb2ODRZ+9x88M/oVY75v5nHxIIkEpGOXflMoIio6sSQ9enPXBo9W38ICSqySPFE8/54BCIRA3KhQzzq2ssLJ0fTaQOHRAkOgObbq+PM7BQZfHsU7baJjduP8UcuqQSkdE+EARs20VTRMyBjSOIDLyQ45MG+0cNlpcWeOud13/ifvypwnF+53/6nW9demWZK4vzpBfy6DikU2l8RSfwTEQlQrXfRhN0JmLL5NJlpkuzCEIKVS/jiDHqpoMgqQheCKENkoIXjuScCDIhEr7n4/V9NClKJpVDDiRUUSf0RARPQPBFpEAgFYthCCL66UHry3hSDF9P0K612Xj2FKtaI6tIxGQJJRbHDRwa1QpJUWZ5coZKu8WOZTPM5jjuWkhKFDURo1arU57O0jZNjHgSJ5CQFRkCl4gs4g36KKGPSIguK8RRiMkKCUNHUwU0dQQAU4kYjj0glHxSukjgD3FkDcv3RiXcqozf76ApKlYoIOpRhgMbTdfo9LqomorrQalQoNtuY0QNfD/AiMSI6DoqIal0DN+FQiaN2zKZyktkBJPf+JWvk8zkeX0xi5OK8fG7n1E93Kd7csLE8qusOwEbG7tkZZ10PondGbCQybL5+CavXJjg4dYRxbSGJSfwajVKK3E+vl3j/OwkTVSOtk649vbLfH77GZOyTyQV4+H9Ay6tpmkHKlsb21xbyHNrs0NctplcneYHHz3m+tIEoRTh6NkBV67McH/9mIw6JD+X43sf7HFtuYwjhuxudrj4xjXee7TPrGYys1jiR7crvHV5me7QRulu8vrVaT5/ssurqyXiyShP7z/gS2vzfLZ9xHRok1vN8P6HW3zpwgybBw4iUXKvXeO9733Gm0vn2Q5cdrcPeOWdd/jjT+6RmLpAR1P55NkRl7/xdd67v009M8XASPH+QZvzX/sm//L9Gwhrl6gMJI7bJtkLa7z37gfIiRSpQpqt+0+IiQYMbIb1Q9xqAyOSYCKqst8YcFRvYIQe7eMjJjNxBHsklfKdIW67RjQwMdwA/6SBa/UxG31qexXmFhcpTy9Smp5ldWmRZEzlpLKJ3uuwceMOl7/0FUQ9iSoK+KfJoGPpRxCewkjxhVCc8YE99juGhEiyjDjuwpJlGUWRkWXxzGP3hZyYL5xmRs9L8DzpcyylFE8TQoVxXI3wvLZCIDyrmTjdDhjJL09B5ak08/SxIIZnYHBcZkF4ejtlQ4PwzKNIKIy6UUVpVH8hCGef8Xk4ztjrOd6WgJHMNAhGbOPp5o33KsL4/cYkJm7g4QUBlVqVRxvrnLSbyKo66pcLTis2GNdvfDEk58clr4IgjMNxRj/jTNez/S6d3hdDfGEEpkVACHzAIwiGhAzo9WoMXRPd0PACQBA5rfkQJYEg9BFkCRGZbL5IOV9Cl2T6rRbrG+t0B336vT6SKLBVr5DOppFNi+/+s9/lB598gKMKLJxfYlBt8mx/h1w8yXHjhEtvv8ba9CL37t1H1hRM2yZpxGg0mniuRywRodXpjMN+RBRFwgtcZmenKGYm0FWN2uER7UaTaqPBwLEhEFAkKBWzGJqK1bcZuj6RqM7C3BSZXBoBEcs0URQZz/PwfBfVkMlOlLFtDyfs4Xkh/Z6D2Rvw9/7ef/UzD8f5H/7Hf/Stay+vMr8wR6a8SDIiETdiCLqG6wsMwxjtrgVahGw+S7kQZ6I4g6zHiOaWcIUorfaoVkMc5x8Zsofr+tieiCKNDtruUAJBJJoqo6fnCDwHLTmNN2iAmiT0BriBRCadGTF5AkhKFAQBUTFwA5nQdXl4/yHNZgddEogkYkxkk7iez1Gljq4qrKzOUDuq0exZyJpGfzBEEQUS6RTbh20mklE67R6SHsPzQyQ9gjMcossBgdVDIiCUVGJRCU30UQQfQw0oJEfHcC4lkEgncZ0BoqYznfZQcOmFSfoOhMMhXiDgWn0ySYnjrkwoa5imy0RKpl7tomoagW1Tmi7gDdvEEwaKFCIZSRQthiKFZKIhLUsiVy5hN3vEDZGkIfEffflNIpk53looMbQ9Ptp4SqXTYWu3T6x0kVrfZmNjF10DxYih2XVmEwkeP1tnZXaKZ8cHGJpOUopwdNxgfnmK9zceszYzQ9v3eHByyDcvrXF7e59oWmFey3Br95hrqzMMmza3TnZZS03w+bM66bjKuWye9+4ecH1lGtPpUqs6XH9pmY8f7xD3JGZmMnz3xgarpTTJlMLNJ1V+7pWLfO/JPhO6wWJqgj9+/JQ3F2cYDnxk0WN1OsOdjQqvrU6RSUrcenzCW5eXee/ZOqV0nLyW4Ifr63x5dZmdQxNRVClceYU//OGnvLY0SVdwODqq8fNXr/AHd58Ry2ToGwWqOwesvXyFDx7u0DUm6HtRfrRxyNrXvs7/8W/eJza7imvb7LYt8rNLfPLBJ0i6QSZbYHfzGYpuEDg2vWYD0+yjGRrJRJxGvUWzVkeQFU52nhCJJxAkhSAI6Pf79HodpGEFQVBG1QWWhWW2qVROWFpeoFzOMzW3SmlqjngiTaN6QBgGPL1zgzff+SaaEf3zD+KfckgvTBD+TR+yGjuzaPxlR+jZuHaLcBx+E3g2oW9j949xh006rSP29tZptqoY6uiaxLM7SEoU3zGRlBiqkUEQZH7Wu9VzuiiCR1r36A9tuvUtjKCJEUnihc8NPUEIhiJiuSExTWTgQiKRYHZ6iUDQabeP2Xx6k67ZpdNtY9lDqifb5HKT2Haf737nH/P+e+/iySqLqyu06jV29ipMFuNUd3e59uV3WDp/lbsfvY8gyfT6FhMTKQ5PGqO6qphOvd07m1CPGDogsLgwSSIVIwwFetUd6tUWrVaLVtckDENEUWR6ukjMUOmZQwbWkGQixvJckXg6SSDKtFsdDGWkqHK8kSItmU4Sug624zJ0HPzhAMe22do9+VmE4wj0zSHNmkl/GDKwBtSaVTQ5IJ2UmV6KgKRTr/Xp9B+yt/cJkYgBUoxYLEUhlWSpnCEfU8hqElPZLClDR1MUAhecvkswBI0I5XSRcipHQtKJiBppI0FKi5JSNWYzExT0KKVInISkkpQjLBXmyKYKmG7A7//f/5onm+t4QTAKZXZs3G6H2t4mg26TZDZFXwh5eHxEMJHDyJWw2h5iLMeBFOV2T6SSW+JJmGRHzrDtx6jLGSqOzkBJc2yJ+IkiNVR6ikHNFzG1BKYWo6UY1FUV05AJ5ADXaqM4JklNRNMkJFUkqgqkdYNCKo5hWZSMGJo3JBOP4QPFiQyi4DBdSCBisTaZwxv2QVdQNAVNV0ml4vgDk4l8ikHXIhUzGHZa/NZv/QesTc7xla+9QiGTZWWySFXW2Xm8x8NKBUP1eOuNy4hTRfb2jqnUuwx7FloIP7h7j9/d3eSkNMfNfZFw9VUe7fSYnZ7mcb1KQnSIRXSAj1l0AAAgAElEQVRajQoXL8yyX+sQD+ssvTTD3kmL1fkUppGgUe1SXJygaRsYhkAyH6dTOWJeGxCVZKoPt1iYT3I8CBAHLeYm82w+q7IQd0kU4tx79pj55Swb3SpeZ8DK7DwPHtaZmp5Bjsps7R8yc26NJ/s2YnIZozTLzYf7FC68wd5AYddKkFt7iX97u0568R2UqUX+r6aA8fPv8E/vPGO362NOLvG/Pakgn7vCH1Z9vr/bZ7jwEv/4s6fY869wux/lDw77tOfP88OtI/y189zuD9kOXeSZRTYfbHJlssDmJ58hBC75xWV27mzR7Q1QFIXjW3exzRNU3WPx3AytbpPdowMCOQDbYjGXJWu26N26S7zdJR2EROyAmBXS3T5k484T5CDEbDeYXpghNzOFlo6RK2bI50okEikyqSyippGfmSE3kSUVjyOqCoEQEOIhhuIZqIJTt8JpNUYwBmGMQdspGBvXc4gj5u906bMOxWBUUi+Go3AWIfRHHrpw1JvI2WtHEtGzKo6xn1EIx2xnyDiMxhuzbSNDosCoLFcWpXFHoTj68hQFJFlElEb3T08oAV/0Hv74eO5fZCxvfR6687wXcoQWwzBE8BndxgZDRVDQZB1JUEaBOWPPouf5eO4pWzmqOhFCkYlkhqX5JaanZjGMyOizCi+4SF4IaT1jMMdBOYThCDAG4ZlXVDgD+eEIgMOousMPCL0A0Qc1FFHDEEUI8cM+R7UDOu0OrUab2kmNwBcQQ2nMPI/8Ev64n9L3fARZQI1qhIGH7/skslnWLl3i/IULxOJROu0Wg1oTaWDTbbbY29tlELggiTy+/ZDHu9tUd/apWz3S+RyDfp+IIKPLChNzM0zmywzqXcQgJJRHSXHKmI0Kx0FIXuDhBgGCKJGPJ1ldWKBULnFp9QIT0RS6pJLMpLAGPcQwJBKJ4dku8YhONGZgDQbUGzV8zyX0XUQxxA8EavU2leMq/WGHZCpKJKIzkcng+39OgNNfYYSINNsDGp0hoddn2K7R7w3Bd5FDi2IxQyhF6LV79BonPNs8RjHSyFoSEMjlCszOzBKPxymmFGZnZ4lmF5GMNG4gUDUVXB90JSCaKqHGigiCiGykUIwUxsQikpZkavEqc3PzlMtlFCODkVliYvoq8fx5LE/hD3//93l4987oGBqHZ7VrTZ4+3aNR7xCNRbAdl8dP9hA0nUIpi9kbYER0Bm7A0UmTRCqJI8cZigauH6DHovhBiBox6NoiQnKSgTdatzd08LUUsqZhhlGaTgRfNhgMA1JyB90zmYwPiakBuiYSV31msxKlySyia7E4pRA1RPK5KKLvsjCpMrRhrqwQkxyWF1IokoSnpEBL0g0S5CbiDM0+eiJDtQXZpIHXqfMbX36TxWKWN2dWSfgCF0KLdt/kyOzw6KRLStf57a+8xNR0iaODKn1zgOOECKLMuw+O+c6DKj09yt5RFSmzxsFunWQuzV6vidsyyepRmscNrkxO0Gx4iAisXJhnZ7dNMh2nG/R5tn3E1EwGQx9VkWgxg0fVQ1RVIZkR2agc8vrSEkPZpNvscn5qls1OjbweQxNU3n+8w7QSp+0M6bgWr04XOKk0WJgtk5Rj3NjaorwwxYc7R0QSc2jZST54ssvkyltsNU2O+jbZ+Yu8e/cpF9bmSccn+O5mm9K11/iXn91l86iFMlHgXz08JMhf5sP1Bp/XOhiZPL/72Q4Ts2vc77rcMmPEysts7deZv3CJSqNNrW2RLRTZ295ibj7P3dv3icfiTJTLnBzu4vc7qELI4cYTrE4bFIUL52do1dvs7x+hyBK245IrlZElaB4f4roOnufi+6PvqIP9I3af3kUPWzjtfaamy8zPLxDLLhDNrZIvzlAsTpHLFZG0JBP5KVITSSRJ+Xfwaf9+D88xCf6CHZKjISCrCfRoCVkdVVicTk76bh/bPGJoVhj2j85yD1RFIZcrkMkUUCP5M9DtDOqjpG9RfmHSeHSedIcd3GGboXmM7w5eOHf/dENW4nQ7xzxaf4TZOcC1OxzVq5i2P36v56xkdxic/RZlAyM+SWMgMPQgnZlide0N5peukc8WxmolD99uEZgHHJ408QIIPJv1h3fZ39ll59kzuqbFxMwypg2aphBLxijNlMkUy9RrLRRZHimTXhA3CYKA5/v0+oORHxuZqVyMuYVlSuUsly8ukU4liEcj5NNxOh0TF5GINgqA0w2NaCyC7/kcH9UJxjYNYawBa5tD2vUm5sAmGdWJ6RqZVJy2+ZOlqj8V4/jtb//337p8dQ01jDL0RSZzedK5DIdHu2ze20LTJxCVCNl4hHb3hMmpi6Si84SiDqJMKECn1SKuRZEDQBKQZAnX8rG6fcqFEr1mi6iskdR1dFkmGo2QTCbJZbMIgoAxDu8IRQHLs+k5A5pml6Fl0RlauJrG9uERxyc1Asdhqpij3WnTOq5hhD6GohC4Lr7tkZ7I0u6bDLpdtIiGIAjYikSQSNJyPXqCSK0zZCBq7A5cGrLOxsCiEU+yG4g0tSRVKUpDS3MsG7QjGQaJIi0pxUBOURlAT0xQFyOIRolNV8aT09Rtn2R5nhNXwBAjdD0BwUjjuAGzc1MMzQ7f+Po7DK0+v/j6qzTqu6yurhHRIpQMg+liFkOQuPzSGu7uBv/J3/3bWN0ev/zW6+TSCoVyikx+BvN4A18JWN96QtB1WPuVv8tew+WP1nf4o8/vU4hnePutayxdXOGjzz8hPlGkZ3ko02v83r0t0hcvcX/rBK00R6M1oJiZRU+WODyqcPHqVe7c22A2oiDEJ3n0yQPWzk1zpxpg1RosvXqFp/erJKMOqeklPrq5wfkLk7SFNHceHbPw9tt8tFFFFnSMl69z4/YTyheuMYhkefBsl/Nf/mVuPNvHlCRWX7vE732ygXDhKqam88HGIYlX3+BP1w+4HUrEz1/m927cZ7C8zPEg4ONKjfjXvsz37m3Q1nJ08mW+s3WAsnaZrb0G7b5AbGWVTz67x+TFa2x4Poe1PrNX3+Cz248pzq/SEUSOjuosrl3h448/pzC3iFnv8XjzGZOXLnH/u9/nV956m6OTOrvVKhFRoFc5IGjV0SWIGwrZZJpsfgJHEmgPemiqhKZrxDWFfqvK5NQE1W6Lyt4ezd1D/G6fZq3KTH6abHGWbC7BxZfOY8Ri2L0hOzvrZAp5CjOLCLIKokp6Is2tjz8jhkCyPEkYSSASEoghUqASigGiEI6N7JyxbWdyx7G08VQuOvqiOgWAzxm50XgOLkevD8f3wxfYuDEY5cXgmnGlRjiq/PgC2zl+zVk66Vh6OjYvjpnKM74OCM8u+k/ZxZ/kGXxRjnIKZs8ktHyx//E02EcMQQxGv8NwJOUdOj5BECLLMmMukjB8scpDQJQYgekQZEVG01VkUUIIRywrY3b0x9NshRf3xek2h8+J3dMk3BGIHoPbcU+XEEqIoYAQ+Ai+zfrGQ+49eUw8VcZzNGTJoFyaHqVeyiJh4CKIIbIsEPgBvufje6O/IQv4BIiAb7tUDg+RFZloJEKn2yHiC+w8eMLnd29jR1QisRi7TzbZPq5Qmp2hnC+yeOE8RjrJxdXzTMXTfPLxx7zzt77JKxevcnx0RLPdwFdEjEgEz3GRRBlnaKOoo37cTKHA9bff5LWlS9y/fY+TbptI1KDb6iKICpY1JBlPkMsVOKrUiEYiOM6ARqNJr2siCBAELoqm4YcOkahKNGLQbtokUymyExlUWaVardHtWfz9v/+zr+P4R9/+B9967dXzOGg4nk85lyKfivFoY5fNJ1uks1li8QgRNcC2TEqzKyQLcwiygSjrOFaHYfeETCaHpsoMhg6qHsV3LTqmy/zKFZqNNqIaI6JAPDOFomgk0wUKxakzCbLv2YTegMCzsXp17PYOQ7OK3W8QBgF7OwdUd0cVNfPlCRqdPpWTJqosIQgCruMhEJLLpmi3e/R7Iy+M47g49qj/q9Xs0Df7NNs9HMej3e0jSBKNRgfV0Gi1Osi6geX4BJKG4wXI8QmUSBzbDZAjaUwHOn2Rjq2AEqNpa/QcHdOC7GSZhhlQSAZ03VEgSqcncfniLK5p8qu/8AucuCLfeP06x5UNphfXMHSRfFTl5bSKp8i8NVck8Jv89je+Qt3X+dWX18gWVllM6aSjMQbdPm5U4pPNJ0hqgkvf+I9Z3z/hBw93ee+jm2SzKV574yWmF5Z5dOsj0tlJuu0mE9MX+ZMbDyivvczGwTOycpSOa5HNFEhlU2zW97m+ep67O3ss5FMkUbi5fsAra3NsHNcR3YD55Rnev19hJZcgV4zy6f0K11amiQgaHz2tMHd+lY+e7SMHMvmlab53c525YhEvnWRn+5iXr7/MDx9uoWo6SyvL/J/v3URZfYVeKHJ3s8LM9Z/j09tPOHRgdnmWH916QpCfoe+J3N0+YP7Sq3xy+wmt2DRhIsfdjR2MwiyHR1X6Vo9UYYbPb9xlavUiXcvnsOOycvlVbn32OfliCQ+Zyv42s0urfPjBR8wvLdPrttjc2GR+5Rwf/uCHfPXrv0S1VuNkdxNF1alVKtQbDVRdQ5MEMpkEufwEQRjSavUwNIWYKqEZOs1alcX5EvWjI/bWn9FpHDPojwrYV1bmieWXiMWjLKy9TiRZZNBrsr6xzezsDNlcGUVVkWWVRKrAvVufkJR6FMuzSPr/ewmo/38boqSCFMVxnFHGgiAQjJNVnwfk/dgyojiaHJaks/TWUfWHi6zGRqznjw3XbhL6LiEBgW/ju30EUTwL3/nxEXj286oizyIMfDynx/76R+xtPyWRLqBrOpqRpFSYotWoIMkKgWfhuz10PYYfQOANSKgeqmAjKxqOH6JIAgo2B0dbCHIMQZRotWrYjsPG07vcvf0hui6RjGns7VTY3TuhNDPLTDnB3PJ5UkmdCxevkc/keO+H3+Prv/JbvPn6dY73t2h1eviBTzJmYDkesjSyXciShCzLZDNpXn37Oqtrl3j88C7tRptoLEq/N4AwZGA7lLJJUhNJDio14hGNoe1Rb/Xodftn9htZUbBdl0hEI2Jo9PsW2VxqVIMkS1TrbcQwpPqz6HH89u98+1uvvfUmghDDDTWCQAM9ys7mEwZtD8IsnuwjYZPLXSARv4g9VDBti67dpdFt0W6auK5Ex7RoDSws0yEYQrFQZHFhjnIxTzmXI5NJYiSiWK5D33Fo90wOT04Y2Da1Tpu2PaDrO5ihiyMJCLJEKIiIik6pNE1+Is/SwjyXr14mlkxxdFhBCQPMVgfB9TAEAdfsoPgumXQCy+wR4CJIAkPLIhbREfs2RixO3w9BjeKFIlo0jWl5aPEUtihBLEbbdRA0A9sJ6PjQ9gRaDvTlCIdBwIkss2W71NHZHwocyRF2h1CNRGn0HPxykUMR/sO/85tM5JPMLS+RLpVxFZny+fN4SFz80lc5rNX4pV98h82dDb75K7/Ks/V1vvaLX2dotVmYymMkE/TqDaKFIvXKHp4WxZFitMU4XHmN7580eGq22HhcRXACjIzBzuY2hckiuztHEIg0TItuJsGga+JJaY4Cg93Ag8l5Pt53iK6ucePJEWEqRw9Yb3osvv06P7j/lIPF19CXL/G7N7fpv/JNjiyF7+/WKH3tl7i9Xmev5VG8/Cr/+vYR3dVLtGNx3t3uIb31JT7aa7DtKETOXeGD9ROOlAxONsetp9uoq5e4X3M4MH0SF69z8/EemeIU/VCnst9h+dU3uLt1iBAolObO8cn9exTXrmFacLJbo3z5Kk8/vE1OS6DF43x6/w7laxc53D+i0jOZuHKemx98SqyUw3Zdnj58yKWfe51Pf/ADyivztE8aDHt9Lq5d4c6Dh8xfPE/t6ID1jScQBrS7PYRag3w5TjYUKMUNuhEBVXaJaaN4fkmSicWSlNJFdCFCZiLF7vEhyYksc6sL9ASb0vl5iguzRPUskWwe1zFxrR6O42J1eridFi996asIWgRQCUMZQZH4Z//LP2U6GmP16hUcJQpj35vgS3iCN/YCjgFS+Nw/GIyLg08ZxTNEJwDj4BxemJ99Lul8MQxtDJ5G5r3nzF/4HDCGp37AM03qC+sTxRcUs+P1n/7lhfc4BX/PQWP4wu8v+ggF4UW/5Agsnj53VkfCc3nq83dhPNMX4oc+bhCwsb3DwdEJZr9PJp0i9P1xR/QLy4lj+W0YIgkC0jhURwzDkY9ztKFn23i2PfwY+HyhKuX0M5wmp55JemGEbEMgHDGyghCA4NDpNzHdASvnVokaUVRZYDhs4AcNdncfEfouiizTaFaRZAlRgE67Qb/fJRrRRyf0EPy+Tf2oSqfd4kcff8hRs8pUJseffv9dnhzuUHUHnDt/Dq9l0sfHdl3ymQlagx4XX36JkpHg0w8+5PD4iP29A4r5Ipu721SqxyiKjChJOLYDYYihq6RSCSRZwvbg8rWXufUnH3C4X6E+MJFFiZPjGqqqMT0zw9LiAgf7h8SiCS5fukSr1cIaWGPfqkcIrKwuUSwVcO2A+dk5qictAmE0y6BKGs12i4Hl/bUAx29/+x9+6/obLyGKAqYrEyoR5PQkT56uM3QFDF3DcX0kXLKFPJnpi/S6LUS3TbvTJRxU2KvamL0WvV6PetvC6jVo92xyuSKzC6sUynPEElkyxQVgVK8ShiGDQZ/a3l08q4Xbr2F3DhBEkVq9wcCBqCYhKlHQMkzOzpDJ5ZhbXub81avIepSjg0M0RcK0RjPNuiLRHdiEfkA6Hafd7iEGAYoiYzsj8Og4LplMkl6vjxHRR9J2RabfGxCNGvT7A4xoAtM0EUURx/EZ9ruYvT6uPUSSZUzLZTB0OD5poRkGtUYPy/Y4POki63FO6hZyokC1OeRv/cbfJp4tU55eQc3mUKMp0rMrGIbE6sVXsdoVfv3tN3hS3eXrX/91bj7d5Be/8k2iVp+pYp60KGIdbpCYSDE0LWRVIZVIMNRjJKeuc+vxOpVak+3tfYZDm0TE4Nn2MfnpBXa3d0ZVK1abUE/Q7/XQozGaps+eL+ElJtmxfMoL17j18DEDOYVvhKxXm0y//BYfPXrIQM0ws3yZ3//Rx+TPvcZR1+HG5havfuWXufl0nb1Oj9Kl1/mDj27hFlcQjRQ3dg5JrLzGfuWEA9envLTK45092rEygSJxe+MAqXyOw8MDbMdiYe0qD+7cpTg1haBqHB4dc/n6V9jY2sQNoDxZ5sbntzh/5WUIXHZ29li9fI1bH39MqVTCchzu3XnM7NIKlcoxg1aTuaUlPv3gfTL5HIQB648ecfnVV7n18UcsLi/RbndoNpvML63w7MEdzl26wsFBhcPtpyiCT6tj4rQbZHJpdF1D11QkVUZUNVRVRgwDBEkknYiQKU9hqAKTxTQ7G/vky3lmlhawHZ/VC+coza4SjcZJpnOYAxu3d4Ik+PTNPo5Z5+orb6EZp+AjRJbgf/0n/4S5uMqlSy/hyJGf9WH/7+0IQ59GdZfjyjqBNyAaTf47GEsBUdIQJW0c8PaFWeTRZLGs41pNRElFEEcTWbIaR9biKFpidF+N/0TQCOB7QwLPRpQ1RFFBEGR8p0e7voPvuswvXERQIhAGDIcDPMeisnUDJBVVNWjVtpHUCBFpQL15Qr3VxIgkCJBRJIHe0GVg1ul3Ktz84A9o1fcpFIp8+MPvUjmq0+s7zK++RLtrEroWIh6ZiQQdS2Bp7Q2ScYMPP/oRJ4e7bG9ukkpleLKxRfWkiqaqCIKI7XoQgqGrFLJJFE3F9uDilTXuffIBW7vH9Po2oiRyUm0Q1RTm56eYWlxke3uffCbB3Mp5emaXvjliaf0gQBQEllYXmZzMEAQhiwtlKoc1pDDECQUiikitZaLIEo2f0OP4UzKO//Bbr7z5DpIRIWYkGHoiJ90ulb0nvPWlV3GI0/c1BCFCLDHDwJcRRBHLdXEl8EWJQc/HD2WUaARUFavvMJHKsHJuBSkiEYgBu7vrnDQaVBoN2gOLpjmgZ9k4fkjPGmIFAXYYjDxNPoiChCxIqLJK3EiSjKWZKU9TniyRymRYunCJxctXsESBQBDI5nL4BITukGA4wHWDUUKcpuNYNslMil6nTSSi0mjXkRWR4XCAEVUZ9HsYmsxg0EEUAhx3iBB6YNuElgVSgOu7GJqC6HkkFQV/OGAiO4Fr2yQm0qhWQCoRIxfR+E9/8zeIpFTefuklPMFB9UIEPcnWcYPSygW2ayYziy/z7me3+X+4e7MnSZL8vu/jHnfeR91XV1VfM31Mz87Mzswe2BMkQJGADKTMJKNMND3QpEf9AQDN8CgYXvRGmF5FiKRESkYIBHHt7uzO2T3dM9PH9FVVXfeRmZWVd9zhoYfIqu7ZAxKA5RKEm6VVZVZmZISXR4R//fc9lr/0JT7f3+OlN7/Bx0/XuXT1VRqRR2KUcAuzbDROsBav8Xj/hKgwxU6UY8uYYTAxx81+ytrNu3Sefk7cd/F6x1y4cp7EKdA8btNvtCnnCjj5HP3hkLxQdIZHTM9Osra5R2XxEp+vPWX25Zd4fNTn6cildO4C37u/iVefZ9O32QhtCitz3Nk4wp9eJjc7xb1Hj8hfusLQzvFkY5d0ZZ61FnSkpHD1PJ+9/5jq+UtEeon9J+ssfeWb3H2ywe5hg4lXr/P53Xu41iRmvcTOJ59RunyDg16D3uNNKl96iXsf32Ooa1gTRe7dvMnlV27Q67ZptU9YuX6R99/5HuULSzimwcbDJ7z29ld4+tkjSvkq+WKVvY0dFheX6Ta79E5OmJlZ4GD/iNj1sAyTzcfrLC+tsL75OUO/h+4pOvceUJko0XEHWMMeizMzFHAQmsbe7i6lnOTytXPoKsUQNQyjxlSxwsD3mSwaBIHi2o3XKZSn0HWL+YVZLl4+T6Fcxs4VqM0uUpyZZWZ6kk/f+5Cl+SUsYEqlrH75TXwFQhooIZASPvjeD1gu5Dl/5WX6mjXOkUuQSieR44CH514upyXBsxqeFNkK4I9HTPy0uIuz2Io0o+VlGkKNdFxNTFOem9WcmdY895JRP+Yvc2o+gxhrIaX2AsAUZ993Chrz+fyZQ+l4J1/YXvocePEcjOlj+seLoOyM6jKmgQoxFl1KQSoFiZZRKguVCqVqmUq1gqlnMSUZAM2qjC/qMA0hsxgOLbPO1oSGNq6WCsYgMH0hRmPcKWLcZ6cVR0H2fxUi0xJocvz/GrvSJiQZ4E4zkC+1lGe7G5h5h+XzL2NQwkgtguGQw4NNGo1NFmYnaTVbjFyPk24HJ5+DNKHZOETTyGjASCxpYCiBPxrRbrf44z/7Y/LlIts7O7zz0QfUlxa4+sar/Mrf+/tMVOu0Wy2uXrpMsVhkeXmZfqfLo1ufkKuVidKU1s4+t+7fZWvrGdLSScMI3TSIg5h8zqJUyGXh7aZBpVphcX6J3nGHnZ1dGsctjk/a+J5PqhKmJis0Ww1azRZS6nQ6XbrdNr4fkArQDY3aRJlypcQ3vv5t3nvnA2xd0m53uXrjCqurczh6kWarx8D1+K3f/Gf/ESqOv/Pb1954G6dQYXl5ldFwiOtHrD38nG/80g1iLTP6iJRJoTZJqxcyUdI5arbJyz5RnDCKTXKFCqZdygBhkFAq17h6/TXiJEYKSfvgc/rdE/qNh7j9I0bdQxJh4ccCf9SlP+jTdnWk8ul5Ak1KijkDqzSL5eRxnBxTs3PMzi9QqtS5duM1Ll25AiIb41NT07hRTJIoAt/H9QKkENQnq/QHIwqlPL1On0q1RLvVQdM0lEqxHYthf0S+mGM0csnnc3iui+NYDAcjwsGAUq2CaRpoWjbITaeEigNmFs+RxAF2oYJKYubPLWHp8I/+8T/FtHS+/u1fIYwDLDtHsVRi57DJ6upFuq0tZpZucO/ebZaufZNPNna48Mbf48nmFpff+A5DUloImLrEXhiRLr/K/ZM+zdwUh2aVLVGjq9U56I+4e+tDWo0jPNen1x9x6col0lTn8GCfXqdNIZ/DMHWSVCONfTrtNsX6JIebm0wunefTW3eYWL3Exs4h+8OIybl5Prq7gVWtctSJaUeS2vwijx5tUF68QHVyhk/uPqZ07iJeBM+ebZGbKLF/7KIbJgsrF7hz6zYr5y9gOHl2N3e48urbPLz/gKPGMZevXOXuJ5+RK5WpFAvcv/eI1csv0e122NzcZnZhiYe3b6FZJkLq3L11iyuvvsaw16Oxv8f86kU++ME7LK+cRxg66w8/5Stf/yaPPn9AqVKmXq9z0m4xt7xK56SD3+swvbTK/vYmoT8CYGdjnYWVVXbXHjHqtYnjmI1HD1mcr9FtdRgOPBbmJ5CahmZZHOw2sB2Tt964TBBGIDMn+Nr0LP6gT7Xi0B943PjK1zGLNXQRsbRQZ/HCKxTKU1jCJ1eeYWJyhoXpOe59/GfYlXlkmjCtj5i//s2fOC/ff+f7nKvZXLjy6t9q4CiFJJ/Ln8U8/SKabTuUyzWKpakz1sfPalZuijRNMnq+WcCwa+hWiTQJkdLI7ucqwnAyhmEwaiCkSapiQrdFHA4RQkNqxl+4T6eU29jvZUY9KqbXWmOyWmP2/FfQ7QpC6oRem8bBMw637lKeXGZ4so3bbzDon2BbOlIIWnsPCbEwTBvT0HEsgygKcIdtDg73efd7f06hWGNja4d3f/g+55aWePlLb/G1b/wDZmoax61j5i5cAaPApZeu4rU3eHj/Fk6hDLFPe2+Pu5/eYXt7H9sy8YMQy9SJohjHsagWbOIUcpZGvVLi3MWrtLojGjs7NFsdWsfdzHCMlHwhz8Fhk1azjWlZ9Pt9+t0+w5GHUglSSKZrBaxShW9841f5wfd+gNR1Bv0RF1+5zvnzsziOTe+kh10ocNQ4+esDx9/7vf/1t//Jf/c/ktoRatQjlpJWr0XdMahOzJMYebzUwTImSYRGqMUIkaBISA0NEslUocZXX3+dV1+5hFPJcXjcIk0iOsM+3dDl8OSYk5MT3DBBaZsvCNAAACAASURBVAYYFrESqFSnVKxSLFUzK/ckRRcGljBwNBNd17FsG8N0MHWbLOctRWiSOEzJV2pcfeVV3v7q17nxxpd5+Y3XqE5PE4QRJ8cdtCQhHQ3RkpSg0yOOIuLIR+sNKEUKI44wkggijyTyshBrqWWTvjBGRgqFwND1TAfijbJ8nzAkMiXxyMXKGVyql/mNX/8OvdYm/+hXv8NwdEQpZxNGHnEco+WzAGKZL7LZPmZ2aYknzzZYvPwSzzZ3WJhbYnt3H6s8gS9MuiOFqtS4//Qpyy99lffWH6DNLrFx4DIxM0+v6PDx7Tvc/ZMfwXGbnUfPyI08JvIas3Pn+Mrf+Rb7vTZbD+7jHzepCAPRPOFrb73BvScPMf0EGYW8vbrMs+MjGntdKpdeZm/zkNnzl9jcbVGoTKJV6rTWNph96SJ7nR7ycIfp5fPc+/QW5iDhwspF3rt5h8pEkVJ+igf3P2Z2ZZX9nW0ax3tcevUl3v/D75Gfm6S+VOGzm3dYef0GfrvP/t4GF9++zqOP7pKvO0zWqzx79IjZ1RVOWiPCJGBipkh7bRdLl5SKJY4ePiVXMCkUCwyahxRLJVrHx/hBiG0YnDzbYuLcLL3DffzdfS5fucT+Z58yXSyheS7pUYvCdAWaJ+h+gOm7eAf7VHWJHXroUYg9jKk4RVSugFmZJEhTChK8QZ+FmVmmp+ukZol2Y8ji9AyDVOP8whzl6XNM1GrMnlvCVSGr01PU0OgfnbC8cplSvU6q28RhxL/5F/87O1vbLM7OcKlcwVm5REiKQJKSoGmKmz/4IfOaweVXrtI1HFJdgkrQlEEsM/2gSDOQdwruYBw9ITSyoPjTaIoXgd1zKmf288UK3+lDjgFhOgaiX/zMi+2LL71AE01Utl9kwDTLjXwh13H8uSRRuK6LYejjyqNA/RgT5oxa+wKF9bmL6vPcxOe6SHHKij3THKYiczJlTG/VNYkpxRk39jQyBJ5XWE9BnjgDyFm1UZIBRV1KNJHlPGqnwPaF/X3xMe6tbLsvFF/P6KtoaKTEYcDxcRPDsiiUyww9n+GwS84y0NKYwB8wHLToto9J4ph+b4jrRphmjna7i2naiDTF8z06/T6lShVTN/H6Qz56/z3+w5/+Eet7z9hZf0aj3aITeCycX+HatVdoHzWYWVrg2tIqptRQSYKUgpLUOdjdo+e5REnMw8dPsr5MYsIkJFLxuJIKlqWRpjGObTM5OcGw36N10GJjb5u9/X1EEhOlCbZlYJuCbqdFkiqG7ojBcES30wWh8IIsr1HoUJ8o0+v0uf3RHfzhEMvQ6PcVQRpz5aULOEaOTz57gOuH/LP/CBXHf/57//y3/8k//R/QREI0PCL0h3Sb+1i5PHMzE+ia4thzkFYBlYqMsqmGmHqKpaWceAbTs+d45ZXXeOnlG1hOgcbRHsRDhqMRnu/TbazTbDbxRl0cS8OuLAMpQhoEYUqxNscoADMdUK5NUyyVqdcq2NXln7lKH4UB5XKFG6+/wY03Xudr3/oOq5cusLSygut59LodojBi0BugVEq/NyKOYsIwwnW9jHamElzXJ4piAj8kDCI0FIlKCYOQwA/RZCastmyTKIrpdwekSYhKFJ47xLRMpmcW+Pv/5X/F0d4W3/3VX6c3GlKpThAELonXAs3BDVxsw2Rt/5j6zAW2Nh+zeOnLbO9sMzW/THN/C6c8Qei16Q19hF1j7dFtLlz7Gh/f+j6Vhas02ycUalNEyuSTj9/n5rs/JPBCPn/4FJUklHMW8wuLfPu7v8Tu/iHbj58w6p5gawrPdXn9jVdZ//wBQy9AyJSr116h0zlhZ2uTheXzHB/tM7Vwmcb+LlPTC5QqVQ621ll5+RVGgy6toyYrq+e5/cH7pEnIyoWLfHLzFuVajXypxie3PqJWr9FqHHF4cMDcwiI333mHykSd1fOX+PCdH7B65TqD3oidjXWuffltHtz5BNsycEoVNp88ZHn5HN1+nzgOmZmssbO5hakLCpUSO2trWPkC5ZzFsHuEWSjRbRwSpimFQoHOwS612TmOtndotdpcvHqVR599Sj5vIdMYzw3Il0qM2sf4YYSuQnqdPqWxc6MKI0SqyFfLRCqlPJGBR4nKnHvnF5iq58CZoNVsM7ewSGfocmF1luL0KjNTNZYvXsUPQiZmVzCdEoPOIXPn32ZqchLTskhixf/5+/+C3d0jFlZXuWGZyHNXfmJ83/nwXabNhEs3vvy3GjhCShpHmfM5vxjgeLpAm6oIqVlnVNWf+l5ARR6QZUHqZgFNtzGs8tlDNwtjKY3MKotSzyKyziqNfzFohCx6KFUhIBj02xi6xMpP0B+NGPabmKaJRoSlS9pHGwy6jSz7d3hC4HvoEoIoQZhFpG7heT7dboupWhnb0HAHTd5/73u8+73v82xtnaPtTY7bx0TDATNL57l85SqDfouJmRWWL1wgb0YQu8RJTClvcrB/QL/bI4gSnj7dRKUQRZmbexjFY/dgSSlnkabgFHLMzE5w3O7R3N9kc2OLg6NjPC8kimPyjo1KBe2THkmSMBy4dHoDet0+aZri+QEFx0JIyfTsBL1ul48/vslo5FHOGfieTxwFrF5+CdPJcefOAwI/oD/0/vrA8Xf+59/97a9/9ZdJLZeo38GLIuI0ZGFihv6gjC9kRutUDkoKUk2iywzUCcNGT3U0L8QMXMJhk140pBO56KkikTCKY9wwRhMGUtPRLQfNtNANB9NwsOwCxUodZep4SYzUTTTdRDMthGOiOza6ZiOVRBtPejVAJimakshIQaiyHDM7x+TsAm999RusXFxi+/Etgk6LUpqQukOsMEQb9DBkzMA9QSQ+atRHBC5Ruw3eEDEaIoc9xLAHfh8j9GDYR416yEEf5Y5AxcRDl5KmEe/u8cuv32A0ajGVK5BLUva2D5guVHl2cMDc7CKNvSMmJqu0D4+4cf06D+7f5Y2rL7O+9ZTCRJGDg03sooXQFcNeh3MXzrF2/z7Xv/wGnz6+zcrKZRpHu6xOV9GEwcfvvM+Tjz+jsfaUtHtA2TAolA1ikbK+uw2GRmlxjv5Ok1yacndrHZ2I/naDoDlkYXGKzfUGn93+nOkLy7SOj8nXixzu7lOamyJEY/3RQ+ZfvsynP3qfytIiWq7A2o8+YPX6yySJpL27zcrLl3j8aINcQWdufonHt+9xYeU8wySivXNItWritTzCfp9c7OE1u4THA3JGjf5+E30wQlgOu0+eMl2vMfK6BLsdJi++xNHmA+ZMnXKxzqjZYHVqikGngzo4Yn62Tv/hJkUlMIOQ9tM1atM23s4z0naXsHuM7bm0D7YpyhT/4JDUH2I4BieH28zk8wyah0zpUC0VEWUDt5InCWPmjByUJxhKEyV1TKHzsmUTqQCjWqdSqJCrzqOwWVqcZfr8eRbmJpheXKJkpsjQ5/Fnn9A+2mdmaY7768+4cPk6mmGB0BFJyp/+4R8SuCPu3P6Y7772Ovq5C0RkbEVI0PSUWz94lzlN59KNa/TsPEKTCBJkqqFkOgYvz705xRn98VRb+FNiIMa5j4lKUWfUVjXOYVRZvuI4mzFRWXZj9rfkjOb6/LY1po2m6dj59MeiM4QYg9esNpeoFIUgScbfoxRJogijiGdbm9kCkWGQnjI20y9+T1YZVc81k+kXDXR+nN6aPTIALVJxpifMnGQVhibOsjCl1BCaRGY2pmeV0lRkRi+pGsdniPTMiVZwmlV5ilCzI30eK0Kmv1TP9+8nciPHRjJKKTQliT2XYe+Y4aCLqesMhyOEkBSdIlpikDPznHS6+H6IPwgZ9D2GI59SqcrU1CxXXrqGUpDECcVSCSeXp1yroQmNduuYw8MD7nz2MW4a4feHRIbGtTffYKJSZ76YMTqcUoGZXIlRv8/Thw95uPaYzz64yWGrQeD63H34kPOvXKVi5zg62MeydBJbwzYs4iSiVimSRCHt4xMs00SmCe1Gm2avky0MqASVKgzdoJizIE0wTIPeYIQmjXFhWmHnTDRdA6kYDgKqlSJfe+tNLGGiUsHRcRs/8uj3Bqw/3WB+YYmjxjG/9Zu/9XMHjr/zu7/727/8K38HScyos4NSKW5iMTdh0R3FJEmaRWwAsRqfF8KglDex87WsQhcmaJqg3++hkohOO6PiGSKgWKqwf3iMLmKqRQPDqWA4NTQrm1DZjsPc3CJSQq5Yx8rXsJwCmvn/7SSpVELge6gkIYpCTNNk6dwKb3/tGyytrrD26CHDoUvO0vGCECkESZQZaA1GbhZFEyeEYUSn0ydVKb4f4nk+vhtkMTdhQuB6DHpD/JGH7/oMhx7DoUulWuTwsMVbX77GcbvLTM1Glybr62sUi2Xau58zNbNAp/mMyal5er0TLl55i6ePPub6q2+xu71OsVSmtfeUYk4SC5Ng0OPCyjKfP7jPq29+hwf3bjF//jpHzWOmpuZJU8HHt2/x8N49Dnf36XQ6FBybiZKDAB49fYZtweK5FfrNA4Sm8/DxDkJC8/CI4WDE8upFdjY3+ezOZ8wvLxP0m+i6wej4iNrUDEEYs/HkEbMrF/jovQ84tziD7pS4/d4PuXrtKv2RR7d1wLUvfZmHj5+Qtw3qsws8fvA5F1cXieOExt4ehXIBdzhk0GtjSp9Op08YjDB0wclxG1SmF954ssb0/ByjbodOp83M4hJbT55QrlaoTdbpdDqUaxOcHDcZddosLtVZX9/FMRQyidja2qNWsmgeHRP3O3R7A1JidtbW0QydQfuY2PPJ5S2OG8dMz9RpHTWxTINcuYhtGqRSQ5BiF/IUSnlIUww9c3GcmixBmpJzTGr1KqWCQZAYrCzP8NL1t5heuMDc/AJCt0hjnwd379LY22ZqdpYnTzY4d/FL5OzMAXMUanzvz/+EyBtw68Pb/NovfQlmL/3E2P7o3XeYzcu/9cAxCkOeba3h5PJjTf4vtikVvuCG+vweJqUxNmcLgZRUZXFRSeRmi1mpwh8eEXknRH4XpbL4vcjvIKVOHI4IhkdEfpfI75JELnE0zOioWhaPkiYh/qiR0Vx1i8g/IfD6+G6PFJ1Rv4lKExzHRjds8k6BcNRk6HkM/ZR4uA+JT762Qqm2wMuXrmIbBn7oY5kGecdmamIOhU5v2OO43eLRx+9m7IShj67DS9evMz8/zdT8ErOzCxRKM8xMTNHutHm2sc76w/vcfO8mjYMmwajPw3uPuHL9ItIqcbh/QM62sEwDTdPwg5Dpch4vTGid9EEIdF3nqHFCq90hVSlRHJEohWNZFBwTw9Cze2RvkIF5UuI4wTJNNE1H17TMwXWiyre++ToGKbqusXPYpt8fMTpp8/jxBqurc8RRTKvd/6nA8S81slIp2G7tY5oaRnGeXC5A5vMMwojUggQTx9aQUqBjoKdgaEZm8W9YSMcgMj2aMiIf6AzdBENYKEuhxhM1A4lm6WhSx7CsLB9HaiSpxqPdfaxWj0rJomgViaIITTfHNCWJjgWpnkURSMbr8gK0FCHGWic9czk0U0Gcguu6DMIIM44opgYkMWVHEEcxtgN+nGSZKIlHUTNxUVRVhKtAxhFxnGLoBn7io1AopaFpFmkUoitFpEDqBt22wDI0/rd/+ftIw8A2bJxcnkQp7s0/4WB3l0/n76O8kNp0kaA7YvegwbNnW8R+wKc37/CtX/4ODz59zK/92q/z7//0P/Df/zf/mHd/+C7f/Na3+OEH7/H6jdf5t3/wR1TNIv/qw3+JoSW0Wl1MP6GusjykfhIyEjkGUUp9ss7juw8pbe7RPj6hKzSiBFwh+PjJY1Zmp/ns3bvowoNilaJI+GRzk7phYaUaj28/pDZZJ+iPOHq6RqFos/3J55Tml9HsMmsf/IhKZY5DN+bmux9Rm5/hydM+ujigUK1w9/sfMXHtAs3E4PCj+8ytrtJY30IJl6WZSUZ7e9SulRlZMcneFitXLuO2tkn3t5j3AvzePkKHVS2heecWM8uXaWw8ouG1SXo+sSl4+tER1UKBtcd3mazVEOGIwf4atqOwoiE5FLHMJt6WllI1DHJ2gZORIpQa+wOXgsiTzwsCq0h3lCBMHce0KeRs7JyJbljEFHB8RRiFhLqgVHGYmCiTlKssnbuEYwiECnm8vkVz8wNe/dJV0tjHIeSNl1/hyfouT+4+5Fd/VaGEgRQuSkqEYWJEIWEo8FVKKY1JBCgpspiHRGSr+kmYATspMJMUoYGSKUaaVbgUpzTO57RHlWS5jKfGLWfnOae6x1M9npYBNCWA55mDQkAqQSUpWuYmk0VFyOymfura9Xy7WYVQnhrFjD2dUzEGmonKaKRKZU6kiRpr+CSMaaK5apVYaqRCYyw2HGsMxRmVVpxqK0meV/HE84oiZA6oUkqUygx4kOkZAFRjemkqyIy4To9GSiDTLyJjhFSIVINUIkRMqkGcjo19kozKGwOpeEHHOe6H54hXna3YntJaT4F0iiRBIVDIsVOdJnUEKV44IhUhCBffbdLrD1HouNKgkCvR9nZZ39lg92CHejGHbTsUaxWEHpNGx2w8OeKofUIsJNeuv0LZziNGA3SriEBjamaeC5evcHD7fQIBZqi48+FHvPXtb3BucQGvNyAcumiVMrEfsL2+wYcPP8WLIxzDYeiNKEzUmCpX2Ot0MS2LiIQkjIgIiaMAITSSBAxdJw4C4lgxGgwgSFCJIpIgUkGqEiIVE6QpvX4XQ8+Rt3KEgYdKA6SukHqCriSa0Gk2jjFf0Sg5koePj3CjENvTCYKYQr3C7v7Oj5e/f25NCsHu7hZKKarT18klIcVyC69/RCSLdAYBEFOwFEovUimVqJVsdOd5kLYT+0Shy2ncXLU+nemSvWPSsE+9XiNvKsz8JOKFCmKapuzubHHSPqZWq6EbFn/VloxDuQeDHpqmM+j1iMII29SJFORtOzNXsDXCWFFwLIYjj3Ihh6FJlGWgCTB1ycANM+MtlbkSK6WQmk4UJ2OTrexC8PTJFqZh8K//1R8QJwn1opNRLJVg8/PPOTo4oD7zCAVUajtEgwazG5tsbTwm8HzW7n7EW1//Bmv37/LdX/+v+eDP/g2/8d/+T3zw/p/x5tvf5Efv/jnXbrzFO3/0f6M7E/z++7+HIVJOTrqkgKZp1Es53CBh4Gf6q5nZSe5/vkFus0Wj0UMzs/PPHbrs7RxyYWWOOzc/JByO0ApVDGLWN3a5IB0Sq8intz9kZnGF7kmX3e1NSpUSn3x8h9LkNI5l8M6f/zHlyVl6RyE/+vN/z0StxO72LtKwmZ6s8ej2TaYuXccyJM3dLeaWV9hdf0q1YDM9M0Grccy5lXMYps7hYYuVc7OcNBqcHB5g6TrDXh9Nb1AqODz67C4LqyvsbO6gvAGB72PlLD7++BET9TIPPt+gXikQDgc0d5Js9pQmGBI0lRC4I3TLJF/IYZoG/YGHN3Q5OkzJm5JCuYDUNNqtLvm8jeHY1KoFhOkgdYVmW0xWdNSojUZKvV4iV54gX6wyuzpJoVAkcE94tvaU7Y1HvPb215DKRaYR1268ytrjZzx7eI+/+2unlBiy3GIhwXOxpKJ71Kb8Vx71//k3TdOo1Sb/k4DG0yY1g1TFXzDGkbpFEsZnz9P01KsgxBvs/cQ2lB8S+R0AoqD7hb8JBMLMo5tFNN0miTyE1IijEamK0a3SuGKpEYYRcRKRJkPcUTeLPMsV6Pc6+Dmbnc17bK0/wipMUikVMGSCIUJUEvP00S1a7RYIWDn/KtVylSh00a0CQzdgamqKlStX2f3+jwiiiOEw4P6dT7FyRb5an2J/f5dKeYBbquMPmqw9fMTtO49IlCJnW/RHLpVCjnzOpt05oZSziFRKGGX9lIxZPAAiTUldl2GS4ro+QRh9gdUVhCGaphEEIcnAxbEtCoUcg6E7luJkVNdsATvl+LBJnH4Jy3Z4sraL6wfoUpIkMRPVAns7R1i6xs9qf6nRpRsG9ekplIpJ0wQVa8SpQBChRIQmJZZSaGPXpJQsCw6pIXUTKXSkIUnSEDdVJJqO6WQre0miMm3QmQW/jqEbSE0jTcEyTJYWF7KJp1REkYdpW6jxxMM4dR7kNBw7s+p/PlBfqH+I02qDhDTBcnIUJ6cYDhuEaYJjaBimjaaGeH2XyNBxdAMNE2/kEkcagZSUhCIOQwYqxpBQURqWZhMYGlHsoxsahmEQxAEqTbGNHAM3zPLXVELfGxKrhFGvhdcfcdJpo2KBvaeTjiKePF7DD2M+v/cAGaU8e7JLGsfsrR3SajZprDdoNZp89uljdlpH/MkfvEPX9VDDENPSGLl9ykKgpKQwN0F7dEJo6JlGw3c56TSJYhcpXZxyQorF8c6Ind0YP1KI3jF+L+LySp7dwx2eftBFNob4poEWe/TdhAvf/iYtI0W2dlgqaRw/u4+tQ9lUHO88o5yYlJIY97BBbqqA0z2kuxuSkz2CQ5+eHVHLKYY7u2hJQk7F9Hca+ElE2c6x+dH3mJmp02224X5EdRQTNyMGoy65epHW43ssVwsEsaJz0EI3LdqjESqOsc0cqZbjxE0xa9P0A8VKsUyn18Moz+IkAaXpPAdpjop1DiPtE/fblMpF5pwpQlvHtky6u4fIskGlbFHO11DkSYY9cvqQasEmpxdJtVlyoovnTbH7A5NXikV0U1Ku5XBSix9+/8/47JNb7B00uLI4x3f+i+9w1G6RzzkoL+D9779PzQKRfBFqaZpEhAqVxKgoRBNinKEjESJF1ySCjGomxfj96kXrFrKVvjP31OfVti+I0n+snVblvphP9dxo5sywRimkpgEq0/2NcyJfpF2ennsSgfbcYhSVZsCQOCUlcy6VY61lotRzsxw5pq3oMFGfQNd1UnXqmqrGx6NxCnnTMVHnx8/957TS7D1KZZ8VWkb9VSljrmkmfkzPRKHZD0UmVpeplkVmkIIYa0nUGByO6ayn/XX64ec+P6dU2jFgF8+1l6c+ASo9NcJRZ9cpIUDoJnGcYKCwLYuj3pDtne1MP933KToFdjstcprN/cdPePnGdWbm5iFM8QOPwWAby4Bu02Fubg6lEorlCQZ9j8b+DgW7yOzcAo82PiGJFN/89tfpJz6WbvN0fYNw2MMsFxGJ4F//H/+Wt7/xFXZ3tylKHT9RRCkEKkFEAXOzUxx3u9x8/10mahV0oQjjEFSIk7dJfMFoNGTkBRhSQyEZDIeEkSKOs4qrZVpEUYhh6ShSolihWzbStLEdi27vGKdgo2k6jmWxODtHrzNgYnKCH733IReXZzBMG9Uf0ytHI47aLarVMvrx8GeO/b9O03SNcvn51FVoJmZ+CsOpofoDnKKOpmk4to6QJobxk7QrqdtfeD45OQmASmpIzeRnwUEhBPMLCz93UCw1jcnpGebmp9h6tkMYRlTzNrpuo1KF6wdESYptmuRtg3Z/RBBllGSEIEkSgjAhn7PRhSBn6SSJYugFmIaObRqMgpg4jrF0ged5GLpGd+Chei66JjnpZLrUTn+YgTwp8TwPeW+NIIh49HgXVMzjJ9uoJOXx+v/CoNdhff03aZ50ufXhLQ73D/nj/+dPCEfZeLAMSSeI0Y3M/r9SKXLS7hIphWWaJFFC56SHH4ZUC0NMQyNfcNg56eLuN1ApHDS6dHsDVlfmaTTbPLr9MYNOj/bRAUM/xPNDZpYukK+U6baa1CoFmpsbWLaN1HT2dw4p1ibRSGkeNpmZnaDl+nSah4jQp9nroXY2sSyDg70G5VE2r9jc2keqGMtxuHf7UxaXpmk2O+xtR9llJBrRbrYo1Ss0Np9RLOaIgohOs4EA+t0BoReSmjp5U6N90me6WiKJQ6Zmpxh0+pQn64SBR2WqDiLL+czpglF/iFksUK9OYUqFUahytPaIYqVMPudQX7yAYRjEbh+ZuFj5IqXpCkoJ6o5PnBTY2OujOWVyuTx2YZJcrsAHP3qHTz98j/3DBqvLs/zKP/iHtJo7lPN5ZoYN/t3NW+RNQRz4UPhJynWq/mJypvoFaf5+3s3QDUAQJ18EYz+tSU2jUq3/YnbsZ7Qk9n7itTj8eVxvBVLqpKki8jsk4QBzrJnUZC4DkoaDSiLS2KVgGRwNO3QO7jMqz+MO2pRqCzS2P0Mzcrx7/x6XrlxjevkGadTHH7QYBgOOGwcoc5rpuQVCv0euvECrfcxh84BquUatNsne4x+AZvC1b36bYNAi0EpsPn5Mvz+kUKujKfjjf/d/8Uvf/S5y6z4RFmECuq4RejFeGLI0U6fVGfLhzQfMz2TzmsHARSlFIZ/DVYqeG+L6ATnbRNc1Oj8GGnO2lYE+TSfLcczYU7mchalrHAcheSczvjMMg3PnVxmetCjXSrz3zrtcfWkJw8zuQSnQG/gcHvepFmzOnZvlwfrBT/1P/OWWJcaVDoFGHCs03cYSOomegBXhmAYlJ7Pm7Xkj0LLJlK4ZmemF1ImTsc5KZCjaVkbm9KOpM4MOACl0hNTGr2XmG6aeHV0M6GTB2pahZxNSRGZNP0boL67wv/icU4rcmakFTC7MEluCUMXMzZ9D10ATNmrQZDI/RWhqyMRHiyMcTWGgkWoCYp90BNJ2EDJBD2M0EnquRxomqCSkkE8QMkbTDbr9AYZmYcUJpiYYDF1ytomMFIZMMUXKSIUYvotjmagkwtEMNF0yjEOqhqQb+IyOG5Q1yc72OpZu8OzeXZQhUWGCpknsBEwhKDk6UQqerjgadBjELjoaSQSOqVPIC84tzIPQOGyMSKTipQs1TKXTGhiEIsEplNg+6aLrJrHr4RgmwaCP5w25UJ/i2Ts/olrO0d/aYGJulVx/xHDtPkYYUNZS2msPmK87tAc+YrPDlHLRGiG2HRDaKdrhLidCxyoUGHYOsVSZfDjEzCe0hoJUFjjojFCawWziM1e02fJPEI6JpzTKlQpaTmAWq7hmnlJ9CkWCfXxM3XGIyiVGhQqhEFiRT6N1SE54rF6Z4fHTI87V5rlYEkL4tgAAIABJREFU1YjlAnpygqUVUEpDUcEs11DpiMW5CiIy0LQQdBuEg1YpoCVtyraHSlwC4wSpPFJtxFTVRR902e11+NLcMt7JEY/ufooehegkFIo2y6urrO0dUK/PcXLUprl3xMzFeUCQqIRUJEgMNJkBQ5mmxIGPGN84VKrG2Ylg6gaBO8B1PVAJUuhjquM4t5HniyVKJZwq5k4pq1+Aqi9SSHnuAPoigDwFlXJswqOSaHzeSVKRoskxiDvFXC8AyFRkOZCpStGERBcSK+fghQEqjjjNezyddJ6Zz4iMbmsK44V9zLIoT3/PjkmdUT2FkD91wSh7cgqg1ZgaO65OSpCpHG9XjXWeAk2DlHjcJzpC6JBmldxMhylf6Kv0ea+eVhZPvzsri6JpWR+dTgSy+JBxNXNcOT3TOQpBrBRSgCYFoySg2W5CoJidmMcdjbCdAmtb26RpiFGt0u91uX3nDourF/F6fZIwplZdYHt7gyuXZvE8wfrGHm9+fZVSqYpjWICi3eniRxFJkBBFglKpzoVzywyP+5x/7Tpvvvk27sDljTfe4MLKChtrT3i8ucny+RXubz8lkjA7OYVjafSGXWoTZaYmJ5EixVchx/02aRKhaxkVWeoa/YGLSiWhH2Xadd3IdKYqAZGNYT+MGI4CiCPeeO0VDJmimYogjkhCBbGk1TjBD3o829pkul7Di0L8aIShayilELqBG8ZcXVzkYOuEX1QTmoHQDGp1hyBIkGaRcsHAHfX+Utv5i1wET9upkdLPs0khWDq3jCMlKklYXJrFEqDZFt3uEKuQOVgKAaYE0/UpODZhFBOpbDHLMo1szqBJEqExCkPCWDH0RlSKBaQQFGyT7sjD0DRM08TSJZ2BCyqL7bINA0lKrCBJIuzxhMewLTRd4vqKQt5hOHAZDHqINOXZ9i6mZbH28DFIHVR8RvlSaUqhmMtyVIXAGwwZuhktLfADdF2nYOlcv7qKIGV/t4GWKlZmaxlwDWIilVAv5mgetXEMjWGYoEkN3/cYdYcsr8zx5M5NrLxDY3eP5ZU5YqHROdhmOHIp5S32nz4m75gEoaJx0KRopHidJioRlHKSfqNBL0iwLJNRv49j6iRhgDRNep0+jmNxfNzFSGJkklAt5Wl3hxj5PEEYUSnnMQp5CsUctmVQqi3ieSHipIdVKTNVsPGCmFyxwmgwYDgYoDsWs4vz7D55Sqk2QX2iejaXUuGIKFZoxRqVYraMMfuV1/AiiSUjdMNGz08yGo3QVY96PqHvJ4SxpJiTDEYJ+byJ8PtsrPnceGMKt3fA+p0P0dMIyzCYnChz+fxlNra2ma7naLba7O01uHLpHIqfXgmJ4p9tCKMUHJ8MiYII7J/6lr9xTQiJ1G20NCJXqDD0YyK/8wvTLv5NawLQrTJJNCSJE9TYMEdoBkk0Ig6HmE4dzcgTBQEHhxsEgY9VWiL0++hWkbUnd0mTiJnZHO6gx4NPPmbp4mVGgw4SsMxJDtotzq3kCUYn7O00ef2rVylPnCPyeyil6PY7JEkEqaDT7VMoV7j20mt4Jy2uv3KVN954m3bvhNfffJOZ2QU2nj6mcbDB5SvX2Xi0BrbJ4tIMSZJCZ0itXqNQnWQyDKlUCvT7GdskCARuECOkxnF3gB9li+t+GCKFxLYM/CDE0HV0PaO2jrxMb37lxlVsU0PqGiqMs/NCSo72dnBHPvefbDM7XWfQGTAauWf9a+qC4SjmpZfOEfKz7yV/+Xq2yihsUuhZ7pc0QEiSGAzdJp8rYughvkoI0wRdaOhoaEJHAVLTSVNJShZ6rctsUpxNnMYTRSmyDLTTGaMSZ4cghCCb++pnRQZNatmK/JjWljI2ufhpg+90EqvUGX3Nd12kUpQcC0fLaDjEOla1RCtIKeRzRKmBmQbUJwokKfipJA1CctM53DAhNBTRsE2cppixwaA5pDJRQYqYNA2RholUEbqZQ+gxUQKRrmWrm5aZUbOimI7vk0fDDSLyjsPQ8zEiRaLDYHgMaYTEIgoVuimQmqDo6IRpRLVoc+yNyDkWpgGaP+AoBGnnQOoUpI0WpyB0TCOPrlLiLuRzYAkPO1fCCBxEECMLk4Q5k1jC6KSC7vYJhicou8hJziS1KjwLXUy/Qxh6pLkyjcjFsyV2HKF5MVYxz5Fu09jvIpRGyYEZs8hRp09xVsM0BHVnlmFqEGop+XwVeWJjJgqzkiO0J0GkJKbGoNMl0RRaYDA5N4OfGJjSQGhN0rIgb0q0/BTmcERBd3HmlyGyoddldVJnGMSo4iIb/S4FpbFsagzNGlZ9HsfpohkTxEGEbfSIY51hHxgJEqVx3OkTBz7h0CMIAvrDHgN3gAoCvv3mdVytwEj6aKOQaj2iZh9y+0/usXRhHu3LATc/uMVxY5epfBERx1m2X5zSaXX49Icf8Q+/+mWEAM2wCURWvRZCoOsSU9cRqUITKUkUIM6yCCVSkNGuTZOoH2dRB0KMNYZZ3IY4NXD5YglyfC7IjHb64l9eqM79eMXwxZtymiokAsvUsWyLJEnwg+yCJrKN/8S5l56+pAlUmNBuH3PcbGHnHCamJnFyuTNa6SlwhAzsqlSd3TAzGupzWucYSnMKg1NxSi49XZ1Nx9t5nlUJ2blzekRSyHGl8rnj6inwVGMHHinJ7G5SQZpkVFYlQCERaeZ2eRqumznEjrcvXui7MU03M/dJXwC+kJAZ6iCe72eqsmuVJlI0PWE0GrC+/ZQbL7/Mya5it91h2BnQlUOcYonP73/GrTufYWkOsRdi5Vu0G4f80lffon18yLXrSxwdbZH2YsxcxObOB/j+eeYmLlAsVjjudKjWpvAH2eLXZLVGGifMTU4QTVV588p1VKOPWXQoILCkxquv3eDzT+9y4+rLPNnZxMmbRIFPqBK29/epVKssrizjhi71aJL9zWdYmkEiNAxTQxoRXhARhSFpItB1MrOVMagOkxiRKkzbQpgazzY3MGUCusKPY2Qs0YGJ6QqdUYAwQKkAs5DZsKvEz/pZCXRNxw+CswXKX3RzcjalcpkodJFSGy/k/M1umdlCn5SUSrWMruuUynmSNKWu63heRLlaIhgOkYaBU8yfXTu8IHNYVL6P1HWC4YgwSclZJoEfUikWxvE1AtOQ2JaFJgWmJs8mSkKX6FLLwGEQ4gfhGRWvkLNxfR8ZJwigcdwFlWJYJlEYYugGSZxQzjv0vZBywcH1I6QQ5C0dP8miIhzLIiUl51hoY2p5rWBhaBLP8zPWBlDIWcRhNnaKloVVLJIkMaNOBlSPBy6OY5IGASXHYNjpEYUJnhdg2jb9UUAcJcRRjExiLGkQaQb7jQ6RSilaBlalSLPZppizEWaB4kQO+/S6IjO9dTFnYhSLVMfxRHnbpNE4wSzk0TSN2clpuu3j8UJjSrmYQyUKuzKJ329TKReZWsoqg2rYZGbaYRjpFEsl1p+ukQrQVIBVLFCdmMgW1OxytgCThFRygq7v0xufo1oaEg679AYj0jil3fXwgpAoGPG1r1wlSDRyhRKP9lsUyjWMJODWuzdZmitjfu273PzwI5rtLjlTZnMzQNN1eicDbn//Jr/x9svZmNJN4tiFNNMpCkGWUwxZrMdPue8IISnlLYKTE0I/4D8Fl9W0a0RB74yi+f+nJUnM0dEzfG+AbpjU67PY9l+dfv6fe0tJCb3jH3s1q7CpJACya1UcHNLYucf08pcZDZrs727g+yFu74hi3uTRgw0e3b+PLgUqDSkcbLLX9Pjy22/R/n/Ze68YS7L0zu93TLhr86bPyvKmvRnD7jEcuiUJ7WIparEkBWGXWj1JD9I+LCToRYCgFwHSgwxlAAEyD5IACRIWArVLN9zxprtn2kx3l/eZWekzb+a14c85eoh7M6t6hhR7QLOU9gCVdevmrYi4EXFOfN/3/3///+ERFy9fY3TwgEyUzESKo80fEfc2Of/8F5G6ydHhOrOrrzEcHFEkKa2lS9j0iDPnz+PXZ3j9tS+ws79Ns9VGCsdMA2Zf+yw3r1/nuVde5MmjdUJPM7YlWV6w9vgJi7MNnn/+HONxSn+Us/tkGylqFKbSQPA8j7woyfNKeEiIad4z1YKoiujNWg2H496dB3iy8p7O8xInJNpmnDtzhmPRI/I1SWnAr4OesF4mrCchHL3+iFq79Sdei0+VOFaYQtWDJBFYd9rFJKRmbW2TO8M7XLxwnrARYKzDUxo9UXQUAtS0Y0eq04Bssm3xFMognZsEX7oK4tyUiuDQUp6GhO5UzdE6hzPTiemYyu6fHP+Ewnoi7w/0B32++p2vs33vCfIoxXoBSaiJM8nq4iK/8W/8Nk5GZKrk3R98h9vfeRtnc5RQvPjKKzgnyZ88otGMOK4bBoMBrULh1WPOzTexlBQ2Jwgj3IKisILMgi3Ab3RwAsqiRNcBawjmQdsY6xQKSWBLVOioWVmhGoWH1QG2LBiPUjzfkdkSz9dIU3IYFzTqIUUy4nynidMlqVM0pY9nHLUwYuQswvOwLqV3sEvZ8qk3A1bPzWO6GSboc+SHZL6HyEY02w1mdMJMc46hv8L1rX2UV6f0HEvzizSExwYNyrIgaJ+D3DBbDugEAm9pnsIu40kf03+ELlu0tc+LLy2ytrbPQSFYvHANhkOIHAWacKUJM4u0xjmBMuStiMtzi7Q4RitIlKb0BfMyw4vmMUicqHFczOP3h7QiR98F5LlBqRJPJtSkQ4qUV+c8trccTdPiK2c0stghNj7GbOOhSII23/3O90mGmv6gixdAnpfUo4B8mHFudZX+qM9B7xCpBLe14Wd/6TXS4pD22Q5FGNKN5ml6Y75y+UXK7hFrt24SKFACPCfw4oIn9x7hhCAdJxXqrCXKmKrXTooTtqPWGiGrlKgsCqSgWvBshT4hBfVGg3J3B629iiYpxERopcIbhTOTRWFKMa3mhzFTWw2emSPT8TT6OH09RR/1RB1vPOhR5h4zs/NkWYY7oXj++LYqtH+CgCpJ2KzTkZWQTV6WeGWJUpPF8Gla6QRBdNPESopKWnqyDohpsszp8YnJmlEdwo8HE9UKOV07OEkaT/ROBZPFWDyVbFYWG9LZKlgRhsIBTiJl5SMopWJSt5oo1D61/kCFzIrp+bSTgteziO6UplpRgSt6rzEZH/3ofa5cPUdN5nzwwds0Zzp4rRqyzCmPB2ip0H6NxYWzCKno9o+4d+9jPvvq62T5kI2NO9y6NUYqj2arxpe/8hW8oEaW5fR7mwxGXbLScv7iWQYHR7gsYWMr49vf+gGj0YhLy5+jOD5mmIw5f3GVjR98xPqjhxzONrl/7zYH+9sYk7G7P8AWladiZgy37t9jZX6B/rDPb//23+durcmNW7cZJDFJWYCoLEyE71EIe0JRLYsSIQVZXjA/1yFJCgph0EqQjBMKStoLs/zGb/4r2OGI48Ee713fZHl1lr3dLutbe9RbMzzZOaLRqjHo93GuIM/HRNFfTQC2+WSd/Q/eZfXMKhcvXmY8Hv6VHMenGcfHXb751T/k4cYucRzTiHwO4zFGeZw/u8Lf/Xu/hRfU6Ha73L91nbe/+XXkBA28dPk5JJbDg12ieohWEtcbEEWaNFGcW+6cJgqeZk4qitJgrGVWTmiJkxFnBt0ISIrT4FsqVa2DQM3X5KUlKSp0Ls8Kxkla0V6tIVCCUVpw2BvSrNfoDsaszDYIfB/rHDN1n6wwNBoRWVzR7Yy19Pa7OO3RDBUXzrbZP8oIywGu3mZc+tish67X8bXkxfkQF3W4desRrVYDY6DZqqGjGnFSPbPbM3VUELLsFdSaAbI2y+LSHMKLONzdJQw8OvMdrr5wlb3tHXIrmJlpIG2JrlXBnO9VqFteGChTomaTCzMLdGqVbZEfBrTmX6UlejSadcaTZHecSxYXOhgH8eQ95y2RWYMWKdiMdjOkd3RMozPHBV9RVzFxBlZIciMJhOVr3/iQeDimP64QDnDUwoDhOOHC6iK9/pCD3hAhBK1WjS++8QI2PWB5LiKqS3baTdJhn19+/gr6YI0bH35wEkuWpoQi5vr1d7BWkiQZgdZoJcEUz/Tj10OPViNkApr8xKGDNo35JexwH8/3yH7qmfDTjSLPMaZLrbVMNt77M/8/KSXtVgutqu8bj/uEwcJPfpz9/3RYm2PzgmkUc/tH3+C5lz+H9kMe3/omjZkzNGoR8WiA8DSoBgRtOnM+YRTS29vi1q3HvPLGF6vCz8YtHt7MCAKPsBby5V/8VaKoxqh/yP7OGsYpgrDG3OIFnLO0miXDvVt85xsf0R/FfO6NN4hHRyTjAYtnnuf+ja/x4OEardoO2w+u09/fw9OS7d0jRuOEwK9Egz6+8YDV5Tn6gzG/9Q/+Aet3rnP9/Q8ZpTlxVp7EX1JKMIZ2s0GaZTjnUFIyHMcszrZJ8wIQ1EKPLMnITEGrWePXfvM3MPEeB3tdDg56tGbbmKMB+7u7zNYDer2q5e+gPyLLC8YZfPm1a/yTf/r9n3jePyXiKKqqv7Q4y0RpEJwUIDTzi8u4+RwhPKTzCJXFOYkBUExoWQKHxJlpsvi0abhjCjQIYapEyVqmqaWQVW+SEhIxVUwUk0BvWt2fBrq4SfYsT45cToJaR9VErISg1Wzxt/72r/N/3rlBOdrE1xDWImbPnmdxeZXW7AzGKqLAQzWrxvXSpdSt5B/+w39ENtfkf/nv/mvy/R1as01qsyts312nFURoISmcN6kMeFgcg+GYmt+mXavk2N2EbufJSikzDSxBMWZIStN6ZDM1jM1wRUAsFft7XTqtDn074NzyClgNosCaBC+zzNQbICRe6VFIiY9A1Ws46aF0gFMCkxVEjQ6iMESej/QF40Qw7AfUKDizcJY4m0MHIbWojc0lLj9CNgWpUlx+4wv4QuKVPYqjLbz6DIuuQRTWENKjj0XFj1hoDWhGAX3VwRfzeNZje9Dh4P3rXCgC1gpBXWnOz88TyQyv02AUJjSjGm7uLKqfkpc5Lpoh9MCzHZwZYwtDOYIukqQXUw6HxMddDkcPiUdbOOGYb9V4/cVzHGZwWMyDHDCfHVJ3Es8J+oc9LnfaDL2cVLZoN3x6h/dJjOFw/5CV2UWMcWg/AKdo+iEDNabuG1Snw2F/hCcEoyLgm1+/h3AKI+/ya3/nb3J2ZZX+/hPONULur23hI4jqTTI3QfjSkjTOOB4OyYVBa4X0PZTJ0VlJaSxWlGgqurYsXaU8nDusBIVEyAkd0wq075EWBbbMJ3PHntBQcZP7nqlAy7Sgcko5ffpJ9CyrsmqkfrbPsepHLvIciSXNErI8pjQWz48Q085iN92uO9lmdTyW0lXqqjrwqemqYTvQetJe+CzieaKKOjkEKxyYah2y034P8VSSKuzk+KcMhlNkSVBR5E/SUGGfsSOprDqq0tZUslUqBRMbDeFU1fRPiTFjSldiRYgQIXmeVNvSk2RcSJxRk2R2koAKhTUOZ4sfK5RNAVTrHFpqrDM4YRE4lBQEWnLh3Dx7W/cZxCOCWoPZ5Q73P7rLq6+9zjvf+DYfffgBm8MhgVfnuavXyDHoAJ6sb3C0tYWMQtrzEbPNNkVpuHf7Lp/9/JsUNuVob5f63BJ7BwO0jPBdwfHuBsWwx/bmE3JpODfo8dbb3+a5l17FEznpqMdBd5/t8QGHg0PyMkEHEid8ysJBYTCupL3QolVvUI9C2vUWoYygUBzt9wmaIb7WhF5AOo4phSUMA4qiwPMrFKikQChNZ67OcDzgtVdf4vbNWxwN+njSx1kYDlLu336IQtFsLnB07Njb7oPVKCHI0pyoHtGeaXBmaYHNuwef7tH35zSWl5dptppIIf9aJI0A7XaHf/k3/jX+p63fwRQ5riyodTp0ls4yvzCLH9VRUrG0tMTO5hPWt6rgWCD41//Nf5u5+QX+h9/5z+jtd2nOtlmdaXDr9hr1VhOpNUJrTJrg1RvkoxHDUcJMp4n0PLTnTWjwghmqdaQ1WRfKOMFvNiniuKJs1WrY0pDudmm1G5RpwvlzZyq156JAOocxlmbkkxQW3/fwPA9VOGqBJvT1pCBWFexqnTZSKsrREB1UFPlR4eEFjnpnEScDPFFDz3VICstw7wnzLcnQwps/9xX8MKTMc+KjHcLQJ3UhM3PzVRe2NbjjR9QYkAY+XmMOEbRozy0wHo7oHt8B5+j3hvj1JvOLS6i8z8zSMr3eACEUMpqpAk9bMk6qdKjVzBilkBiPPMsY6pDR/oDjwwOyOGX3cFgp+6YpzVaTV1++wjhOaNYj0rygHkIUVCrG2bDL/NwMx7FAKkPdK+kOR2SuoNvtszxbsa+0UmRZWgkkxSk6DJgXjoPeECkE43HG99+6hZaWNMv5W7/2L3Hu3AXa4z5X5trcu/s+QgrqkY81hrIsKXODRYOLKa3F9xRaCVyZUcSHOGYRCKQXoYLGn3r/mmKMKTPSJD0BK/6yhrWW4aiySEiShEbj0ym6hlGNMPrrqwLrpjoCJwwad/L6px1CSHTQpsz6E2ahI6ovMFuTDFbO8uThR6TpmHqjQ7M1w/r9R7z26hd4551vc/OH32XQ7ePX6ly9eoZh2GRxXrO19pDdx7cJfc38QpvlxSZZVnLn5sd87gu/gJM+3c2PaS1cY2tvfeJDqzh8cp2jgwO2N/cQWpOmCW999//m/LWfQbsxnhkzPj5ksJ+SxjGUVXwnlcLTilGc4JzjzJkF5udnaLTqtBpNPE9QCMne0YAoCKhFFb+6KEuKsqQZemR5UWlkGEua53hK0lzocHw84vVXLnHrxsOJpgr4DNjt9Xn4aAvP08wudEhGcaXQraoiVJJl1KOI+dkZls8sVwKEf8L4lImjo8BSNyElBZk2yFIihUErh8ADqVCuUgN0ViOUBkqckwj0pLJfJYzTwPbp2+gkjHWVguE0qHXYZz4kJknsVGvj9AhPKa/VB097hRwTdqsUWFtWx6p9bJ6g/BAT1Ggvr3Lh8mW+/Df+DsdFSkbVE+ZwiLCix7rcIISkiDOic8u88fO/xPq77yDiIUkS45IM0YpACPLcILRHWWjGWc7tu0+wbh2cIAgC/NBHKYmnPTwdQKBQRQqh4mJnnsj3SdMCoTVt3yNvRQhfoHzBfCNE6QgnSpSrUyQFM6022gtwRUJgC5ZNQaI0uVPIElxaoBrgN9sgHHnso6KU5dBw8XKDeDjHg9sjZi+2aMx3cC7ClTvMLl8j844Yp3PMLqwgkzF16REtzVLkILwmuBwXBBx7GoY58+KIwjaxNkKHGoVjZpBzqA1+6PHq2SVim9PgGCcMR8MU7SzOlKw9uM2ND96jLEzlDYTF5AkmzxjFle+X1AKnC5Q1uFyDUlibAZLjms8rz63QbjTwvIhGM6LhD0iMYzlrMLx3k/SNzzK3sMhgu88f/PHX2Nw5AOeo6YhANJAMaYR1ymyIFpX3nO8pnPBxwhFISUP75MYQC005Tvje73+do0HGL19axfZijnYOCIWHh1/19AqFhyXAcWV5kQ+LHKU1ygk8C8PdXZZrEdQ0Ulm0MmTOYLSgsAXaWTCVZ5ucKINKz6tUUsscKewJigZuokpqYUohnUygyjfRTZDNE4jw9DOOEw/C6nMn5FCgWvw97VOWHnme4fkhUzRzSpuQE5P6E1GaU37CyU8lBNqr/FCfphk9g1Y+hcqdsAiePu7p9uRT2KkQOESVXE7WCyaIpZSV8fhU/MY5gxIaIcGR4pxGoqp+SVvgRA0rcqQoESIHm5BlB/SHferNJVrNBUbDLqM0od6eI4xmcE5gpZksvgookdIhrUA4D2S1BiKrs1Ip10qkVBM1NYmHRLqS3sEht29/xLlzS2gX0mj51Gp1dFwyq2v87//j/0pzbpbtgyNEpJlbbDE716QsMhbnF3nvnXdRvuTacxdIBn2eDA/x6x4vLl3ko/feJqxFLC2fIx3lvHD1ZfqDhN44JjE1bt5+gNcMGMcjjnb36S7tM4oH3PywR3NulmYzZGt4QCYKSgylKXju6nPk/YyNzU3SPMPTHg8frLG4tMB/+Tv/Fa2wzmGvi9CCLEsRhSAZjhFCUG+1kFpw6cpF1tfXsFikrZQaa6Hm+RcvsbuzTpqmSBTj/oj9vT2+8c++Qb2m6Cw3uX13nYWFc1y59hluvPshytdopem0Z3nxhcscbj5mOBjwVzGklDQbzb+Sff+0w1pbKSALgSfh/MUzLJx7jq/8yt/m+LhL/hQq+MkGkbIs8DyPN778JR7duUWSxfQGMYWxhMYgta4q71gocvKyZH1rj8ebuyfbqEfhRDAPmqGHV6tRJhUi2BCSeuATGANFhgprNNuNqhgnNWG9RhQFlfieFGTjGL9eO0HsBLBipjGJIM0KyjimXo+od5qUFsamoF6PkL7H2eU2o9SyvnnI2dU6tfYqQghmXMaFRQ9rBaqQtJcuMBrHyAasLM+Qlppmu4PJKuXi4XCIbDfQw8c0mmcYZFUopooxSliKsgTlcXZ1gdxKvLCGKYb0DvaqYNyLONzb4+57P5jY/ECSl+RlhcaOk/RUDMY9dWXcaSzUaNR49dWXiUJLe+EczWJITaf0BzFzzYi1u2s0Pv8ynZl5uocH/NEff8DW1g7g8DyPsNXC9GPmmiF9e6qYGQYeZnIf+J5HLfCwZUFZONJxxre++g2SLOdXX1/maP+Ihwe71ZXwA5x1RFEKOIrSoz2ziLUGHYUov+rxTZOY0bBPGNWp1Z5NQnbz8seYqErXkMqnzEtM+ZdLDZdSUovqjMdDGvXoL3Xff5XDOcd4NKTfP6bVmqHZalOWJQf7Oywtr/5UrQJKRzhbEtSXyONDgsYKpogxRczhzj0+ePAxjflzGOtoz54hanTIi5JGq8P/9b/9N9Tbq+zt94g8R2duntrCVZbUJlb4vP+D9wiCgKsX64xGMWuPRkSNGueuXOD9H3yHViRpLlwijodcuPwyWZoSxzGl7HD//i7C80gGQ548esCFRY/mRlI+AAAgAElEQVRkeIG7tw9odM4hdVBRt0cxdoIQPv/cZQbHxzzZ2idJc0IluPdwm9m5Wf7b//y/YKZVZ++wR2kMoziGpxD1+XYD4yxXrpzl8eOtkxV3/3hILS249uJV9nZ7FRsB6B4NuHVvnx98/wfUaiGLsw2ePN7Cn1ngy699nps3bsFxH4FgfmmR56+tMtzd5Ds7P652Ox2fLnGcoIuZSPDcAE1EKSOkTJFigPZK8swh9BwlPqgCpQqEc+DMCYWsItA5pnL603TxFOkQk4B3Sq2rkr+qaj/l4VbUu2cUUidbRpz2QDkmHHhXEW2Zii5g8YBOs4Ubl5jCkBYl79+8y8zyeeKsxAiJLWwVQOcOT2issyghKLAIwOSWVz73Bhtbm4xv3UbmJV5haNab1BoN9vs7HPZ2mevM0e0NcdPg2lnSLCPJUnCgVPVdlZS4sqx6KuZTzizOAAWuKGg1Ql6+ep57211UURCWGYkxVa+VA69e5/HWNn4QUfM9Gr6HVprIq6OFR4lB+462p/EDhfEsPW+GcXFMLUuIBxbjtelrx+eudEiVIzMdTL5Jyw1IPB8nOswqTRlp8jRlWBqOBkP68R42SSksDOMEO+riv3iWtOiSqJxAprSkpRmvY80xtr/IS/NzHIy6BOkxezJC1GdpKIvvEh68/UN297co84LQCxFaUpY5vvYpbYGSUPPrlKVBeBorFbYsEBIKYxgkGb/7e9+ublqlWZyb5Ve+9Dqfee5l3tnbx8keSmrGWcg/+8YfMY57WFMQSPB0hlYZURgSKo2nQGtZ9aYVFi+SSOXwtaApYJhn5JGiRBGPMna6XcoLF1Dap9Guk27uMOj2mG238HBgSt763d+naFcKYEiBp71K/rxI+OE3/5jl+RazKxfJhiNUaWkUFpcVGFPgVECJxQqHshbpeRSm6p201iKUrPrknkITLeIpRban6JNKnAQTz7w/yRKlqHrvpj3EVQCncNYhhcMLawS1BmZKQ3VMbCU4EZZ5unBz4kk42Y9yVOIUyKconM/2Vzo52Yrjqfk+WTcmhaHK+XFCvZokhKWZJLDitOJprUXaKnkUQuDEBNk0leKssD7IAmNKlJgkw8QVfdjKysbDesQjgXQNlPXJ45Qy6WFtTH9YInUD31MoZXFOT8pbBiktmgmLQkpKZ5Guui7SiUrGfEL/t2VBkWeYeMSwf0iex6RZVqkfrixzcH+DbemIBwkXrl4i8Bv8090/YPnsIu+//x5rD9e4dPYyt2/dwwrH2QvnsFbQaMzQHw8ocsvHN+/xxqsv8P233qHeOeTnfulLbO/c58n6Lm98/k0eHR8yszRPUfcZ33+IDhTxsMtsTaCt4sn6JseHh9y49SOiRo0szzE4+sd9GqqOySvBtO3NLYQTPHq8htOCURpT2gKnKpEkWVUGCMKQEoPNE3rDYwqT4wcBtixRQL2mCb2Sne1dkqTEOo+jgyP+4Pf/AFtCs9NByhpf+aU3iFozXHzxFX7tF/4m//6/++9hpWE0HPHmG29w/aOS999/+Gd86P10Y0pFlvLZqq0tM0w+xKvN/4Xu/89zLCwskaYJUlZ9hx98/IAvtc5UAjR/BvBgPB7y0mc+z8HhMb1Ht1HWoKVkYa5FWA/Z3jtiPBqzOG/p9YeYT6BCo/hUpbE3BDiV55+JUy4szQIQZyVNrbl0aYXDbh9JJShVJAkojSsMrXadR2u7+J5itl1HRzWMtTRqPkVp8bTCazcJJ6jbOMkpmw1KB9pBajTGixjHe5w7t4z0Q/qpxmWGlsxx0TzjgU/TS/HDhONYk+eOpN+lu/mEfHBIKSP2j/oUecrzL1zFDvargmXk06pJZFIVMG3S58KFJY6Px9jRITiHai7S8nNMkfPOW++zvnOIo0L9pJDkZfHMuYuCgCTLkEIQeB5pfmrOPhrF/NHvf5U4TolqASvLs3zhS1/iykuf58O330K4HnU5YFwu8P3vvs94nJy0GoCjTFNC358U6U5HkhYEk168ehTQaYbsdguiMIQ4JS4su4dDcnEVKQQX6rN8l02G/SGd2TZCCDwX89H3/jHOq0++h4enFdqlCJPww7e+xWy7wdzSeQb9U5GptdEhz3/yBhSCZi1g8FdE8fzrjhr+tCNNE+qNJs1Wu9ISSWPSLOHwYJdWa+ZTnZNpSTuoL2FNjnOWMq2uu7WG4fCYMtnDV2fpj/fx/JDDO9/DOUs8GrF89jIqmGVzY4eLZ2b44O13eHDvIc9fWWZrcxcp4Ny5JZxStFqKo0GJG6fcfO9dXvvyL/GDr/0+9fk93vjSz3K4fZed7V0+88YvMjw+ZGllFqElt3tDosCjP4h5qdUmN4qt3V0G3QNufXwPrRRpmuOsobe3g6xV93anWWN774jSWIaDSn328HhInhUnANl0NGo1DJI4M8jjAXlREAUhRVEprXqeRpQZe/uHjJMMpRTjccLXvvq1al+dJlYHvPmzL6Jby7z8yuf59V//Tf7Rv/NvkWY56XjIF7/8K3zwwTvcvX7zT7wen7LHsUr87hxeJ11/j19481fp0iCOt2jXUorxkEatSWa6KO8MzkUYK9FKIZxAUFbCFVMQUMgJnPCT9iZPerGeDWjFCd3gGQrd08IdT/2s0EuBsxKEonAOqSTSZNSFZV7mzJ1dYK7TZrT+mOHIYs1EZEcJsAJnBMJYfM9HaU1ZgFWVwIXKDYQecZpz+959VpoNnPLoGZhrLHBv7UcoLel2H1eIglCVIub0FEwQFGuZIBxVQiAdHA+HLC7MV2JBnsTTmr0nT4j3E0IhoLSMy5So2aA01Xm9/+DBRDyoQsik8iby/hJpLedn53j56kVy6XAEzOMYJGP8GQ9d83FHhyw2Sw5375Eoj2GRQzlmWETs9A5490e/R1aOKIr8BDcyxmKNxRNQKgXW4gtDOwx4+bkrxP2cVkujjCCst1mMumy8dx3/lWt4s238qEZoNIfbm9x+8oC6Foy6h5U/IApPiSrnV7qiXhqD0AJjcsQkCS+KglCKalI5g0QSjwrqNZ84G/EkyfjdPzji4upD4uGA80GD77x/gwcHX6eMU3xPMXAWgY+QHoHyJklQ1b+hJn2GgfI46HaRwhCoiEApTOgxKCtUfW5hmY3DHibPCRxEUhD6Ei0dGoPvKtTLScH2+jqqKJF5gVeUzDrJilB0Xj/DePOI0eYjBgfbNESIEB5YSc1CJkwVYCuH0B5WuyqRtBZRcTGBp4RX3MTHdIr2n/wA4WRVZDmZP+JZ9qqc9DU7QEwSyOm2qQQMzKSvWMqJaIw7va9Pp6c76f0Tk5T2RPEVqPwhq4TuaaRyinScejFOvRvFyfebLhNPzycBaKkmKGq1Y+eYEHbNJEGrik1OGITOcc6g0VgrAIVxAcIZlEqweYIpErIkoxW1cXmdei3EFBlF1qN7sIcLC9rLHZCqQnJtZU+iACs1CFt1UuqJaq6QFHlWGf7icKas+rVsgpaW3viYtQc3MJSkZsDthz0W5pZI8oTAkxwebBPOz7P3cJetRx9Sq4dgJBCiwjr98ZhLFy+xtb/N47sPWVpcYPnsGc62ZiiLDK9TQ4ZNXnn5Z2gunkHIiI8+/CEvX3uJgyfbpP0+PhJKy4Wzq6zMNNDpEXsb19l7uI2RDd5880029nfY6x+SJDkzC/P0jo8Zmh6lM6TjBGMtrUaLcRyT5BlOVc3+2lV+ubY0lMZS2JRAhVVzaOqoNSLiicqms4IwaBAPcuJBSZY4kCUayXAQ02i1mV9awQsd7/3wB3z2c1/kpSvXuCzavHjlErcf3Wc0HvGN73+bwWgPP/yLlVZce/SAvLfGc5/9RYT0GI0GhKok7T1B+RFTxUTp/fMfUEZRnfbMIo1anY2ipDeMcaJSPJ/6PU6HFJUt1ieTP2sto3HM44ebNGsB1jqGWcmZdp3dvUOMtfSHMTyTgvy/j3FaUGiNcQKvESCBwe4BeweDqtBXGtIkxa9FKFtiiXi8vn1KyZ8Wop7a5sryPFcvrzI2Bh0GLMzU2d07pl1r4AUhYnzMynydfHTMQW+fXNYQxZiucRwf3ePDjx4QJ8kn1iZ30ncOnMQ2jUDwyuvPs3mQUwtapFkPVZ9lvj3i8Z3HFIVgZraJ11qkd3hEvPuYD+9v4Ic+x93jT5yNSlOieOqapFleFaOdI3sqaZyOXn9Eq1FjOIzJ0oLjw6+ytLwAaYzfaPCH31tne/t9irwg+oQwi45C/DhFhyFlb4SnJEoKtBKMjnon4h0A7ahipjgEKytzbO12iUc50bIHJM9cA60USeYYxRnHR11MYareWGupK8l8OWbp8lny3iN21vocbD1hoVnNZ2lLgjIm06fzypn8J373fzH+/EcyHiIwBLU2UBWJx+MhaRKzv7NWsb8WzxCGf/Z1L8tSolrlc1tkfYRQKK9GkfXIs4yHD+9A3qMUEQ/X1lmYnSUrLF5jif3Ne7RbTY4PMzauf5NOw0cGIcob0/INw/GIledepbu1yc0b9zmz0mbp/FUuXgpJ4hHNwGBNxqtf/kUa7Tnas8u8/Z2vcenKVQ4PdykGD8jTmCwvufb8Fc6tzpLmJbsbD9levwm1Vd788t9gY/uAo/0jrHXMd5oMMosddknzknGaU5aGZi1knGaM47SyNgx8fDRJmp+05aRZhq8VeVESx4IoCOkPRzTrEUVpmGuEDMcJgzhlFFf93Z7WJFlGI4qYn23SrAV89N4Nrr3ms3rmLKvzi1x97hKPH26QjGPeeus7HG9tcOnqWT68ufYTr8mnShyr/saUUfcJy52AJH2EVQHJ8QYLukHa3yNJFNu9IRde+EVccY3c1DHOImQOU9qnUxVaONnuJ7PqT5oEPJ0g/iSO+tRA202C8mk/lGCibniyJ4uRquqLVJAXCa4sODzYqZBEDNKByQpMWVAKeUJ1006gQx8/CrFZghUC4yzNWo1ECkIhGWQZdSsIw5CtzQN6o6wyE7cT1FI4Clepv1lc5XXpKhVI4SRSVJQgUVQIUZIX3Lj/ACnBE5rXX7rM4uwK3a371FstWkvLDIYJ9x8/quhtgLAONTnTpXX4nsCUJUpVduJHwy4ps3j4ZP2UMJDsPVknj+eJgib9W/d5/uWXiRPHMPWpLTqidg0/W+Rb7/2IXm8XL/CweaViKZSiKCrBCjmRSzdG4ITgR9fv8+DRBv1xytXFVV5+dZUXPvsqR09GjPePafkR88+/xG73mD/+2j8hiYeospx4Xxqk7yOyqdWDJQoDiswiRXUOlfbxtaSUlfWJsRWqrYVCTdRJZKXpS2ksZeEYdbsgHK5WQ2pFrVZnmBZoNJ7SSOdQQuC5KtHO0xSQ1e+EIFAKNaFxaiHxfZ/Y5DTCGsfJEGnF5CGXU2YZvtAEnmJxfp6sSDDKkec5F69eRfVaPDjYx1lHKQyrcx3uf/AeOSmrF87RXFwkqjUI4pKBLIjLlOTWQ8TqMo3FeUpb4Gclofax1lWVdWsQk6RXCHcCygkc6mke6vTVRB11MpF4OrBxQla1HeumXcbVzDxRJK4KIEpWnpLWlpOksPr0VMwKd0qTmiaVQoiqjbDKJE8mrJCnaM30mKqkcaKaOjXEFad+kgJwp3SFZ2i6MGUYTANFN/mdnb6Bcx5CSJSQ7O5+QLPWZJRJZhdWENZHGp8iibFsEI96hHIVTyuSpMco7YEoGMU9RsMhraWLKCWrXg4hwWRVf41z+LUW0oE2BQ6HsQXDQY+eyenMzNAImygHh/ub1GoRJiuIRyWPNh5Tn5vhwqXnydOS0cExd259TD8f0dw9IlY+519/Eb/T4s6dewghWVheYnN9nXiccPfOHV568WVmZhdxFm58/DFXr14iH+SsDcbcuXGXKy/E1HZ9TJYy6B0x05ghCDWduSYPd9cZHh0ztxxw/uoqB5tbBEHIN773NqPYMcoLXKkQaNIkwRQ5NncITyOc49zKAmmacnR8jDUlQlfMDe35OGsorcCYqnhhcotzJVpKhAPP9/CkorAlo2RIqxnw+muf4Ycf3KQoLWXusFZw5sw56mGdvb0NpHN8/PEHvHn7CyyefYmFdoftVpPjZMDD9XvUGt5JwvAXMZxz9I+7tH1JeryGA7Y3tlieC7CmID7awpnbzFz4LEH7/F/Ycfx5jaIs6A12nkkSkyQmz39cZkRrhe9pkiyf/NtjYWGZLEuxxjAYxxSloRYGbGzuMYqTE0rlT2MzUJQlt+6uA5W4w4svXmNhpQMHA5qtBgvzbQYDzcPH2zhrsJsHp/tz0x/Pjt7xAJPNU4iA7m6XKPTZeLzJqNNC6Ijth/d55ZVVeqMC6xydmQ6eCDHG8tY7H9IbDD4RwfzJ4+69DTZ3Dun3x5w5d4aXri3z6ue/yNbWgGQwIvIM5y8/x5PNXb7/re8yGicURUkY+JTmNBYyxmCAmVaTcZyQl9W1CgMfIZioKxZkeUHgP4s8aq3xtCYvSrLCEPf7RL4GUWlBRIFPkRefOPLp00BUtGHnqAUKT0tmmxE747gqiE3t1aREhxEMUwKt8JR85vw0ogA32yab0OuO+obXvrRKY1aw/nib0SAnt47PXl1m587HNHXK4vnLtGd86jMdMAlZXmCMotx4l2zl8/hhpe5riphGJDkSgk68xZG7cPq8+BfjU4/uzn2i+gzGlDQ7Kyfvx+MRWZow6O2zcjbEOcfx8SE2HxNGNcp0wOBon3qrQ63+E/pST6vIzwxrLfu7azRbHcKojkCQpiPKomA0HnJ0dES8fxe/1uTySy+TxT1MWbB2632Oe0O6UUBqfM5feY6wucj67Y9wztE+c57tR4/wBjmP7z7g2qsvs7iyhDWGmx/+iIvXrjJIfbKjLvdu3OTsi6+zs7WOSfvk6ZAilgTNZebmdtl+ss/RIGZ+tsa5C2fZe3KLWr3Nd7/3LZI4xaQ5037MODdkScU9DTzFMCm4enGZ46MB3SxnqsGQZhmNWoSnFVlRzfVysob6XuXtmRcFjVqE1hopFeM0Z7Hd4HNvfp5333oXJSWD8RgBnDt/lpn2HDsbaxgE92/cYGtrgyhq027VaYY+R8OYGx9dp10PWfhTpsinSxylYxBv8ZmVWQKvwUG+x8baPYr9nPGaR7uZsrg0x7mlizT0HMMsRQqJcQppPaRSk3ujQv8kFoE5WbunqeTTKoOfNBL/JI3tGXsNAFmFrVNbcOzU9LykQjV8rKhsMNLc0nuyjZqpUZjKHkRaR5mXSClRxuJJgZEC3zlaUZ1A+xSykop/sr3JWr/Ho61tfviNb1GWJVZXgj2mLFlcWmD3YBfpBAqJnEhlCiHJrQNTiWZgHUJZ3DSYlRXxDivIjEOLSmnu5uMtisyhRGW3sB+nfHTzNsPBMdKBJyVqgi5aVwX8Lk0RQmJsgZKKUZHz3fduI6XPxbMrdC4v06jXGW4MWd99xEpdU2/XCOt16qXHOzc+5Mb1j9BO0s8LHJJQKbKqWbQS8ZwIiQjpoezEaF4a4nRIlo4QCNa2HrPV2yHVIXH/iEB53H/4mB+Oxty/t85Rd0grVEgNXq1Bkebo3JKXWSW64srKCF5ZhK5Ok+dpnLIoKlVGJCjn0Ek+SZQF0hq0FUhn0JUzItYVBM5HkqOcRkivQqeY9Ny56o9ylkCpSe+dw1MKUxRcPn+B7VEPKx3KGUIniG2leDWMx7jSYG2BLQp85eEJxUK7w/HAMbKV72IRKWabZzGu6sPzpCLAUcZjbvaGvLve5dKlC8jukEh6xM4yshlbOuX229+nHc2ytLjAlcvnWfBqdK6+QOR5JKJKqqQQmOpWQk36FE/WgROA0Z0Kszy1Yk/Fc4ywE/GpicIxVQXZTi1BrD0Jvpx1J9txWJx5Gg2c9jlOUEP7bLI4fV5UNRY3eT2Z9xMVUutOkQEnToM+56bHxinCKSZJq7AnKOlkaUAqNemvdhMEthLDEMZRpBnpcIQnjlBqhuGxRIs6vqIS3Ug9hoc5Oj8ijguCepPOzApCCLo7a2jPUa+FCCzGgHIKScFed51CBnQ8H1/pUyRSCBpBgPIDAk/y8P4tZhoNjg63GQ1jnNUMh32ef/45cglCS65cu8zm7RvMLS5xtnGZrc09jrYOEF6ThZVVDg4PcYMjrj13CU9Ytjef8PM/9wYPN7b5wtU3aViLiTuoGsz4mtIG/Kt/77fY237Mwf4TvvgzL9MfpFy/c5NxMmYU9+n3u6hAY5Xm/p0N4jTj2vlrDEcZ+4MhozgDNHmWkZscKQGhCIIAhGAwrAzXq+KWwhQWLSVZWla9oLbqR3XWEY/TqtilSsrS4GmNFAHWlpROsLNzjDURRZlTliVCCPwgoHvY5WDvCVakKM8jySz/yX/0H3Pt3BX2NjfpD4fkJqdIYoLmDEn84ybVf14jHQ947soqwhWMj7c5XL9D73jAcF0x09AsLJ5DL15gbvVlRqN//gVy9nY3sdZWbRUAOErz471ifhDSbjaohf5J4rj9ZJ3dnW0Otx/zwTvvABB6alJcc8zNzrCz0/2pksZPjqIsefR4g9LkKCUw1tGL4d7tR3QH4z/zdsZJyjsf3EVpxcJ8h5dfuECtXqM/THhw+y7tesDM4gp+bYaitPzo/Y95/0cfY60jnyRYjXqN4Z8i9SmokrJRmjFKqwT80cM19nb2kDqkP6oQywePdtg5/CYPH2xw0D0mCHykFAS+h03tBPU1dNqtE2NwM4kzlJT4nkdRFhhj0UphtcXT+pnEcTqkFCil8PUk2fM8tCwqexT/2VAx8hShp8hLQ6i9Z/r3xuOUi5dXOeyNJ8X8sloTbbUGH/eGFKXBTpJbIQVB6NNs19nd79EHVhY0TrVptCu/zSwzSKXRLmec7PPDvmN064dcfOFVzHiEjKok1fcN66bDxvf+iNbcPK3OKlcuXaY1t8JLL16iH638hRaN/r8+siyld7TPIC5AKJysEkTfD/A8H2MMcWbY2lrHlinKi1g8exXnHPubD1CUtNudH9tu77hLWRbMLyw/876UHrVaiyAI8cMZurv38aMmu5v3Gfb2QUZE9Fl55cuUpnoenL/wPAebN2m0WyxcfI3djbvsr29inWV+rslocQ59eMTV555DhzX2Hj/gCz//JTY2D1g8/xJSisovVZVobZE64Ff/7t+nu7vO7pNHXHvtSyTDLusPbnLQHTAYJhz1xjRqAUmpWX+4RpzmLF95meN+SjHsczRMsK4SoCkmz7XpXdiIInrHQ55eV42tivJxmlGWz7I6SmMwxkyYdiWe1viexjlLVhh2d7ssC0FZliSlIfR9irLkYP+A/b198jzH932MOeI//Q//A65eu8D29j4H/VG1hmU5qubx4Qf3/sT74FMljtbBgwfXmR9tELQjjuQ+0hY8vntIu+n41V9+lXbDo/QK9rau02i+ilY1hDRoMTHORmInxtlVHClO2qCeThanf/8kOuqJ2MZTnzvtm5q856okzJlKGMSUBucKVKAr8qsCEUaVLYVXBS7GSbAFW9ubSOeIwhDtDEdFSn/vmPWtx+S2QFelOLb3d2guLPP5z7zG23/8ewgncEqgnUVrQRB4ldfe5HilBG0tVlSn3THpv5oE6mLK/xMCYao+TTlBe5wzxEnJ7bU1LjRDDg+73NzdJytzJixCFBWt0LjT8yWVQ2so7NSjDorSYmzG/UdPaM816Syfpbu/Tl162NKydP4KOR7//f/8f7B5uE9Z5uR5eVIlVAQoUcFu0kGJQ0uFkxCgyGQOKsDaGCR4UmCdIR8nfP0Pv8lKWOOluRaD8Yg710ckJsNag1EKrUOE0CgFnsywSqJlZcvi+QHOxJRCwsR3T04QRiNLjKluaCEqcRFtLJ6ylCUIDFoYPE9RFBnYqhquZWV3ILVFODfxTASEQQlJ6PtEzkcLKtpyaanXalVhAYESBq09ijxD2Ypv70kF1lFkCbV2gCchijyOewbpCbTvc2PjMVsbu0hrcdpHC0WOYfXsChtCIra6dHcP8JttxmVBUUCQC876Lbyfv8jOcZ87jx6x8+QRB48fcs45yqJACYGlskKwzqKcRFYZdYXsuykSN50qU4ua6TScWHk4V/U3mnLSD6iwzpyU0ad00NNbVp70IsNEkEY8vWE3qfSLUzbsUwUgxFRBdVJMYSJyZQWTCXBCQXduiikCxmLFKW31pA96ss9TX8gqkJqqGAvAOoMSlfWPsAX1UCFXrnF0fMD+3iHaGxNFdYrCUWvUkdYD22Jv/witDK3ODKawSKEJtcZFkoPDPc4sr1JmKcqT5DZD+oqluaVKOEuDVII0q4odeTrGxBk7ozFSCIoiZn39Md1el5VzZ8ncgBIPpzTH/TGBVzIz10KWixTGMHYlly9fZXP7gD2zy8rKPLWZkI1Hj0lGA65ducJgNOb5159n9epZ1t5+F+tytF9QmBSlQYqc1eU249Eu2/8Pd2/aLNlx3vn9MvMsdWq9dfe9VwANgCBBUiAIkhqJ2mLkkK2xFeGwxzGv/NHsCNsx9pi2ZEvUSBQVXERwwd7ovft23/1W3dqrzpqZfpGnbneTIEVYoE07IzoCjaqu5VSezHye/3Z0wIOH+3hhncFkSK93hlaGeDTh7r19mkGFNNNsbPoMZzmFlRSZBgq8ik8rqJFhyIwmG0/J0CSFoRJVqDfrTKdxqWm8+InmvyoGi5QK33eIubWaLM+Rxs3lNEmJE8t0so8fhCUl3+JJn9l0gtY5G1tLDAY9mtUFrBGkRUFvOiHOcnYub7Kzu8hZ5/giB/CzHsYYPnjnx4R2SKvmI/MRsphw/0lCu+Hxh6/ewIiIQ53T3f+AoLGB9H47Esmfj8+B+c3+8ywfYy3d83OCoIKUgmqtQe/8jH6vx+nRY3JzsQEx6HVYbC/y8utv8d3vfB9mkOQaqdwa4XvqYv//LMZkMuXB/X2WW3WGwwl7T378C7TZf25YnE4+15r9w1M2Vtqsbm1x+vgJFc+the3NGxRZzP/63//PHJ10SS2kR8QAACAASURBVH8OkXs2MuKThhCCKAwZz54vLqezmL//+x/RrFZYbkYkk5jHB13SMt4GoFI2ZKKoglKK8dQZS82ppI1axGgyJQwCPE9dII5Jmn5qR8soUDSjgFn8FF0WCKTyKIyhGnp4lQpSP/0e1mja7TqlOgHfxmTGkieAtcSzlEBJirKwjkLJUi3Fbyxw1nWmVUZGHDy8yclRD1NoIt/gK7cvXWm0GVbhyJww7B1QrUfYwqGpXhGzVdU0vvyv6Pb7nJ4ccnb8iOO9W6wLaMSnDOyVz7R4nP/Wn0Xz47d9hGGFzatfZDLs0Dm8RVcnLmNaRIRhSBhGLtN5uI/VBWuXv0gcz5BYtujTi1Y4Pz8liBbwlQNAdFkYLS6tEs+m+H5AXuR4ysOikdLJknrndwmUochzzk6PGXef0FjcIkk19WSA8Gt0TvbxSaGyRGvhHGRCnqVcvbbB8WGXs3Gf1e0dwsYCj+5+xGw64+qrn+f46IRXX7nO1d0N3vnx9/GkQXt1RDEiA6Qes7q6RDw6IZ91uXfrJlG9wWQ0ptfpESjBYDAif/iAhchnUsD2C4J4OiHPCmZlcygKA6JAOTp2VjCNE4QQTIQzklqoRQym86bmL5+j1ahCnrvYIp1lBL7PaDrFak1mDL3RFN/zsNaSFwWB7zEqzxjr68t0On0WGxXyQtOb5JycdMmLgs2tLa7srHJ2cMjicosHT84+8f0/HeJoc1YXl8jyLgwzgqjJg70TLl+/gS/G9M+H6CIlWhwTJ1N8f5lqw2XUWVtBmCrSSgQagXO/RPplSO0c6Xha/j3nyOjcOS4u5S+Gkrvdx5SVugCMNnhCUmjN9vYlGvU6RsDjg31m8cwVpp5PoaQzwsGtJ5PZiNu3PuCg36d7cIBo1ckGU178+hcwyuBh0VKye3mXWrTAJJnicsEtwlqUKHVNRmClB9ZgcOiNldYVg0Kgn/n8otQkAmXxMtee6TIz04IVSKsuyIBog3QWABjrNFNKWArrinwNmNJBUoi5rsyWxbqjzb734W02m3Xa0mJlQYzif/nr73B62qWYzvCtJC8kynoofLTVKBRKFWU8CqgcfCsJpEJhMUIhjEA7uxcU4AnwjCWSkopVCOFR8SShyBDKQ1uH7gqpCKMKihk2yclLBMpah+IGfkCqClfAhVWMdNdHVX3GkxGedIV4gSRQAun5yMJAIfCFxJeK8oriGZcJKoR017mMTfCFIZDQqFeREgLfoyy/QBcUaXph1usJiTQ5qoTxTJ4T+gqb5yjh6M82T5G1Brtr63SPzrBYvvLml+he6vJX/9MBItFYISi0prHQ5MbKBg+ae+RCUtzfI5CgDFBoHv3gx9wyMZdfeZmX1hZYqlX54ucvM/jB+yTxDIzBFI4dYIWL65jr/Ob0nIvCa17I4QovYQVlnD2mpII2Wk2kVEzGEwpjnjtcultSlnvwUwhxfug0xqKUxJTaHlVWqGZ+opjzD7yyQXRxL1icxtmxBSy4+BFTZkTOC8uSci5wh1tbou1QalJF+X1Kjq42pmzkCIR09wpFSpFOSeITBkWP6SQnnSkqqiBLzhlNBavrL6KNxWBoLy9xfpYQz865desDFpbWqFUjbDZjmmeEzZh+7xSZGbQnkL7C81pkiaKYjIjtiNNRB+nVKQpot+rE0zFGC4T0GA1GnHd6XH/1FYznMx3PuHfvIduXd7F49I46+EYzHfdptOpUAxien+FVQlrSpz8+plptMDkfM5vM2Hv4PoVU7Fy7zL0P7nH1ymX6/VNUXCCqIQcnZ9y+s8/61iqNyOfq7mWCoAkoTo4OWKjXqdUbrL68xf7ZIee9LkE14B9/8I9MJzmZyai2IvJpipEKIQXxaEoYRQjPJ88NUvnODMhk1GpVisxgBcRJSru9yGAwLF0vVdlAECjlWBKiNFhSwiNLcyggKWaoQmIK41gcnmCxvUicxngq4I0vv0V/MGRz8xJb62vs7z3BEtPtd1ja8MmtQchfbjX+LxoWlta3mZ0lJLkgTqrsH4+4duMqS9WUh0lMUUyIKtvk0zOkX0UFOdKLEPI3U8z+OkMIwaXdq1SiJTyR8uToCePR4DmdMjjKoUCQjrvcvfkug0lM/+ARlWqV88GI117/CuaCQilYW1umFnmk8QRRUl0rvrowG8t/Ay6XeZ5fZDt+FuP9mw9YaDUQ1lKPfNI05a/+w//OsD9kPP5kVFGUjapni9ZKGBAGAUWhiZPkE/8dONZFFPpuL/IcumiBJHUNvzDwiAKPafoUiXCRvi7/1vO8i8ZI4ElyIVBS0KqGnPScy/GnGaH/iw6YYYkaR2GADHwWCJmbHeosZzScOWfb+X4hIAh8JpMEUeQ0a5WLLSPPNad9zeXqhFeuLXC0f4hB8fobv8NwWPCt//Hf4yuLV7pmv7C7Sxy2KcI1TDZAl/4KlcDHakPn5vf56Tlc/dybXN9coVqp8PrlXfo//ksOtaX2GSOOVkb4QUSenH+mr/vbNIzWdLsnKArG0xk6j/HCJmnnDh6a5u6XmMxGWGtZW9ug8+QUnU3Yv/N9agub2CJlNMvR8SmN1cvMJudgDUVRUKs3aLUWkV4AxPR7HUb9E1RQRXkBrVabLEvJ0ynTwmDMmHHnCS99/k10NuXo6IibH3zA7laLSq3NdOyhrWQ07FFtX6Ieas7OM4J6G6M1w06PSrNNp3uOSRPefftt4jTF6uvc+uh9dq68xHs/ewddSGpRhYOTLk8e3efS7hphpcr61hVsPsWIKgePn1Bt1Kg1aqwvNzg47jM976P8kO/+9d+SpglxHNOoVtDW3aOekgynMUopqpWQSZyUzBrBJCto1mrkRYHnKZI0Y32xRXc4IX+G5ZHnBUHgkxcFc9f7ShAwit26cgFCXfy3ZandwBYaIT2++o03GA8GrK0ts7S8QefJHmmeMxkOmLSrJFbQbvzymJtPtVMV2QyPGntDwUKeslQJaAVVTs5OkYyoeCFe0GR0kjFMeuTp+6TZkKC+TSXadtQ3FSOtRhqHKWhTXKCNz2W48XTBmaMi87/On6e107RdCM+FK5jmrS6BILE5QkruPHhIHKesLLZYaDcpUhylQ0gwxumSlKRIC27fvQ3f/mv+9L/+LwkrHm999Wvs3X1IbbFBM4qYScevvn3rNlL4VNaWyPMcrDvAzv9Mp2NHoTUWYUvll5x/1qdh5eWt6T6LAKQzBjLGIWpWCIeaWg1SIazEVyBt6ro1ZQHnHC8LXDNXlG6rHhiJtPODfnm9MWhryHLDuD+mGYXuswnDg9u30ZlhudGkbx3dDyxY45A3DEp6WFWaj8gcITyk9UBZbJISBB4zjCtmrSsGlBRUlEBK476HgVBJEB5KOmF/NYrQSYxUkqBSwY9TAs9DBiEmS1CVkOksAWnwlO+cHJUAAiSCAFB4rgmgxEWMRuHyD8BoTMk1D7EOdVQ+Slk8wErncikKjS8ltjCQaUTo4yEQVjObjLCFm2+2MCgpSZKYXBiqrSajPCUrLIW2LFXrvLqxw73RCOt5fOnVV9BxzBeu7PCByTBKUXiOextaeLz/kF4QIoKErZ3rNN+rUZyOqEcLyHqNk7jLTKS0J1MuhXUmvqIfT/C8Cl6eUcgEJSoU5SZuERRCUODm4FxzOI+scY2cOfxT3nWiRMiF4N69u1TCCktLS25+WKdTlvNcptJ4/WIuz82uLJTTo9QtcoEaSju/Rd3iZnCuonMTBze0o5JaUWY/KTcF5/RaxFPOqrQIWVKTy/lpEQihEPjOAMgaPGkxtnBFpjaocn7Mkox0FjOdDoiiNufTM3Q+pkgzgjDi9q23WV65weraKjqf0Wo0OHryEITFX9Ikox6DyRiNoEpAM/DZO3xM4AdYqVjduoRCUCQzjJ5wfnJKq22pNRY4OzwAranWW/ih5PjsgCvXdul2Ttm5dI2u1qwsLzMdjbl06SWy2CBmY0QgGSd9rmyvUKwG7A9ifDxCk6ErVd6++0PeevPLVGptoqjgG3/6Fi/tXKfXP2J3Z5lJkhB5Ht/8g28yOh5z595dau0FPvzgHp4K2Nzaotcf0Gg2WdndZWtri7yYMRr2ORsM8EzAf/Fnf8bffPuv6Y0GWKC+2CCZxoAhTWOiIKQWVB2lVAmiWoQpIE0SCm1QyifLclrNJvV6jdOzU3KdOopqWHHW5VagC+sc4nzwhOe6rGmBrxTVKKLVrBHUfOJ8SprO2N97jEFSjcb89Ec/YjKagDH4fkSeGIxxur3fxMiyhIVGwPGDhKafslgT9ELB3t4JpyLlxtUxrZUNRqd7AIjOPvXlbaorN/AqC7+Rz/TrDGstt+/cxFhDNaqyvLyOVOoCDQBX8Iny4HP77hMMf8u//s//LbXA40tv/THHB3eRKqJWr1IUmjTLeHjrfdc8rK8wjh09Msk10nPU5SKJP1Fn+C8ZrtP+2b1emueMJ1MaNWfoobXmzu2HAGwut0jS5BdC5ZVShEGAa3BJ4iS9YHwEvkeW/fLGRVQJSXNNs1XHpClSuEJNCEEjqlCv+IxjlwUbBYrxFHwl8T11UUzOtYVKSnKt3boq5UVm2y99b/+ZYu/nHyvfC+aRSwK/XnMGRJmm4j9tSI4mz1PBrbHkcYLvSRqt+lM2CLBSj3h9q87HZylhvc5bX3kZlZxy6doX2bt/j0J69J9hCHz08CH9xgayGLOwdpWo/ggz7lGtR/iNNfrdIToWXEn3eFGt0FGbDHt7VDevs52cMrAGK36xGP6/M/I853Dv+7QWt2kvrX4mr/nbOGazKSDonj5GBQ2KdEw+OyeNC9ZqgpMHPyJobtNcWKEocqLFq+zd/CekEoTRBIRiEqdgIZ2NCNYvc3p6iC4KxuMhq2ub1PwqWZaB1djkDBFephJVGXb2yIscqQKqzRX2H96mtbzB2fE+m7vXwTzg6rVd4uEpm9dvkM16FIXF9yOK6Skra5v4rYBkek5WeEg9xQ8Dnty/z+/+7pv0B32KPOX3/+h32bz8MqPRiPWVe4jinNws8tVv/gFmfMr7H/yMSqPF3Y/eJvQlCxuXSEYzFtoRjdVd1rZ3mSbvMej2mfUHWBR//hf/hr/6y/+D3vmAwPNYqEfEWeFit4xB+f7FugLu3nexQJokzQhKPXK9XqW50OBg/wRtDIU2RFI5NNZYF9mBO4cFnkeau/1N4JxYm7UKfiXg/HyEmo45PThgNstoViv8x7f/TyaJe74vQegCJQQnR5+MNsKnLByVgNXWGukLl+jf+yGDriEdTllcWcZiMMrD+gtENYuqW4TNiQIN2uBRobAhhUkcbVCHCBRCaVf4PbOQMP/KP8dSnTtEPkuhcQYzc3TSHRmttc5t07jgcF0U9EdD0jghi8f0ehWWlhaQUpHpglznCGEpdIGSCukJfueNr1BvNTk6OeLHP/wR777zHq+//jI2SR0aIyW2sOy+cImz0YDV5RX2hqMLVzlrDTrPCH2PLE/KjuDT7ylKdERJWdJp3XcuzfiZRxsglEOIZEmFkAalPGyaICQo5WOEvdALzCdPCbYgyhDx+bWcuzkqXarejLOMN4DVFk8a6sJSSEEoFEqWxYEoiwZhUUpgjcB6AUYILCkgCIMqxgcRp84JUboCWRrHNjTSFc7Sc5REJRxNVEnPFcdaIrW7Prn0KISHLgPojRaEQUBWOARDWovVUAkqiFAynTrHSiWdkZEWAikcyuXc3ZT7DaRDnPIiBeEiEBDKIVBWuIJLgDJlU8MI8jjDq1SRxhJIQb/bAW1RgSQQjna90KyTdCa0mk2mWU6hC1JrCTzJahRxPkvIiwKVa05NShQIdjbXsH5AIt2N6GnDlRsv8KBzzoNHZ3RGj5jNJqAStqsLXG3U2d5Zxm6vo4uQu0nM/v4Zl5RPVCSYImOaz6gID+vNyX+g8cpCqqTVCDGvDctC0N1SxooLNFpby2A4JY5nLC4uok1xgeg9jWCyTw999oJcytO8Ri4cfZUUz1PGSp6iFU5b82y0jpnrZMUzb2Psxf0hSgHzHOkUVpa4NhcNI4FF2hypZpx3T2g2F0FUsVIhrEZnMUakJPkUaxOiik//vOCsc59abYVK1GT/yRMmpx2uX3+JyfSM//jtH7G6ssziQp2zswM2Njfodo8Z9Hu0luu0qk3SwZh+cUDgO2OXShShSMjjKRXPcOfuQ9IiptbOGU569McDFtttglDx+MFdemdHtFp1PCHoHj1C2ZhH9x+ysrrOdDRgdXWbg16H0WhMko4YTsfs7L5IuxbwwvXXuPOOZByk/Df/7X9GLYh4+zs/5v2fvMd5v8fKaovLu6vMhufUGxGQ8/DOR0RenVpoaNTrTKcJd+895jvf+ydU4JMZyf37j1jacHNg2B+SKsHO9ibjwRkVCaEKaawsoGqSTFjXkEoLrCrp+hriOEFri87tBf1IeYrXX3+NShiwtrLKf/zbv2GaOLOcwmiUr7CZQQjFPJPFq3hYctrNFkVeEPo+vck5S7U2zYUaX3vrNYadPr5fYzDNqNYjosqEdJQwG6ecHAx49fM3OHz47q+563264SnB4soWVy8fcv/+PjLvI/KYq5fWqNlzJBprDdWFNYo0dmu130Co//cz3oqi4PT0FCkl0+mMer323OOV0H9Ob/OVb/wuS0tN7vcO+Ye/+0sef/wer3zuGtYasjzHAnFacP3GDQa9HpsbS+w9eZrPKKUkKSyVMGT2KxC4TzuUUkSBIs5/U5l9wmmUBNRDj96vyKQLgwCtDfMzizO14IIF8YmvLqDQliJxReOzjTkpLIU2eEqWB0j3ulnh1vp2LWA0ywl8j7x0K66FHqEnGcaf3CwJPYkJPCZJRuC5mKJpkuPlBSZJHDVVCnz19HsqpRwtbjxBa0OSFTQW2gg5xK9W6Xd6xElKo+po2EJKwkaNyfmAsNkkz10DOzE565urfE0IOtk5QkyQRUwvhaWFJfTujKDiMfaeFrzXX/4cdx+fcdYZ0hneJ4mnCG3YXgn5YihoL6zyOzs7LDSq/GTocbp/n8Vqg93zfaLGOo+HfRoLS7/OD/3Pjn6vA6qKH4TOZf+fKcx/24YuCow1zKYTwrCCH4QXUVXzUeQZvlfy1XRONjlGqAAvWuBsOGDa6bCy+xqTSZ8Pv/Xfsbh1idbiGr3eOTubi/T6Y0zSp16r4PsKkw3pnDwBnJmSH4SEYYU07lPkMcePfkacwmpTMB526Zz1WWp6BLVlDm5/n3gyJAxDhDR0DhLywuPmBx+xsdpiPOyyvrnL4YN3mEwSiqKge3zMpRuvEUYNXn3hBg/v1ZjNpvz5f/VvCYOAs5/8gPfevUMcZ1Sr/8ju7jLJbMxCq4YtYh58+H3qdVfcLa8scpBOuXv3Dvvf/hEVz5JmPvHefbaWq5Cn9AYTrIWdq5fodLt4WOpRhVazSj1QBHHGMM7RGiqepF7x6c8ytLFoY0jTzDVNlasPbnzhC1RlzvLmJv8w+QGjyYSi0MySpFwTJJXQZ5akCNy9GVjLcrvOYJzgKcH5YMzm+jJL7QZf/9qrdHoTwuYKcb9LWAlR0hWeg/EMTnq89OrLnPdGwOEnzptPhzgWObp4wmh4m253QDYw7Gw12Hx5jdv372ADj0kyRSdj0gKatTXGg33wLFeuX0ISYESItX5JlzPP8cKfpcUYYTD66d/np8iLCW3tU9v+Z8HJ8rlSuMVOYwnCqMyeK4g8H6UkQkq0NSAtnvIIohpIBbbA6IKbH75H7ku6vS4VGZIXGb1Oh6ykKToRumE2meIJyf7RCULKC5RQWsvB/kGZn4c70JbMwGc7ehff0DhNmRAu284hQs5hUAgPa0Aq6dzTjOseGuGuINY5ZkrcH1ellZEEyqGNT6+jQ3jmhYOwGmEdedgpPWVZZFk8JV3RBReaPhcEb/GFwqtE5FYQqxnSGtdJ9dwmIey8SJnTmyRaCITn4QmQRuMrH88T5FIBgtDzUUohqy1snlEJDDPp4Xs+IqxSVRpZWMZxhjGaqBKByMmFJghD4ukAocoLXerlVElbVEg8K/FKTaSwgsD3QCuE9LDG/a5COCqxMAUGjfICV0gK92/RmsX2Aqo/cXNQa+peQFMpqqvr2PGUdDwlVZJ+HLNiMmwRk3VO8DyP0Hh42vCzn/yMo14fkzh3Qk9Y4jxn5/oLfO3FFxnEms3qFvff/Zj28hIvX30JmyvWX/gC78+G6DTHTmO+XmuwOOxxNBxQbG0QIctr6hBiq62bOzgN6pyW+qzG49lsxHkxZq2g0aijtSaOZ0CE7/vuus4NSSk50XN9Iqac0OLioCMAawqslNi5uymCuQzKdeGlo1lp/YyW0dGrjTEX9/m8ez83xblASjEuCsQ6mvdcw5iMBxyd3COILL3hMaur1wj8Br416DRGiJxO54zZZES1AsPRPkLlWCWJiwafe/0t9h7sE9XaWE+xsbNMmiR8ePsxG+ubdEdDBod9dne2qTUaxHHCaLRHb/Ah7cU12ktr3Fh/iTTpkwxnDLo9lBK0opDp6JThaEy16hgQnbMu3ckAv1Wll4yI4ymLiysksxmvvfZ5puOYux/f4v7dh7SbDZQXUvcXiRqLPNk74K3f/QNu3fqYUXJGMk5Q3hpGp2yvrtFf2WSxtYBnNfuPnvCF118j7Q9Y3rzM0b19RsGM6kqLpIgJayGj6QTpVdjcXmN7Z4dxp8OsM+GLX3yDW7ceMYyH7D1+SNo/QUUKZpaKH5LMpuRZjrVQFJr+YMjK0iJSSnThGlRRI3BaWZyZyUlnn3a9yYM7t7CFQRi31nlK4fuCnJxknGKxBKFPWsS0FuqsrCxwfHiGloaVrWW++ce/y/nZEJNbapWQw6NTrrz8Bc5OBszifbSFdJagi4yDx0c0Go1f2N8+i1HkGUn/Md3ugPPzEUeJZqsluHp5hcd3ukhhyGYjrDHMesdUF9eJdUC3F3P55S//XPP0/9lRr9ep15/Sk57dj6OoRtR6HhG9+9H7+J5k1j9lnGgSIznqZuisuJA2Kz9glhoSGz5XNAoh8DyPh3uffDD5l4w4STD2N/P7Pjt+nRBzKQXVT1kY+0oSBaVZW+BTDQqHUghBJQwJPcliq0KSFcRxTG8ISgoi3yOqVSn0lFwX5IVmoRaUy7SlXvEYjgUVXzF55v2elclcfAZPojyF12hiBgN8Jcl/zsXV5AVWuxxhkWlXHAYBpshptup4pV4RYKkpOc99rl7ZJNOG/jTjci3kzuiMZrtFP5tRF10K47rM9brPD3/wV3ROjkmS5418/Gvf4NW1lMF3/zdqzWW89z5ibdHny5evMhMFN770Bj+eRETTE6J0wNfaIdHokEGRIYWk1Wrz6VSvv3ysrm0Sz1qkaUKRZ6jfggbQpxmDwTlnB7eoN9exJmZ1+wa+H1DkGbPZlDCsMBx0GR1/iFdpofMS2VLghy2+/Obr7N1/n2pjEeWFrK0fYrIOt965y/buJkedKdnkmKWNXdqNZXRyyqCzz8ntezQWlp3B36tvMRz0mIz7mPgcv9LAr0DSf0z//JTCX6GxsMVkPGQ2HlKvh/T7E6ZxysqSRufw8muvkQyPuXfrPQ4efEirFeFXqhRxzuLmJY4f3eSN3/833L19k2y0z2wakyMgjNhea3K+tUKzUaVajzg9Pef1L73KoHvK6qVXONg/YpxaWsvr5JNTWlWP4XCCH0jWL11hfWeLZHjCZDLj82++yZ0Hh3S7Aw4ePSQddWkEitnM4lcCpknOuET30ixjMovxllvUQo+zgTOnqdeqz60tg9MjZvUW97/3NrookEIS+JLAd5T0OE6YluuL73vMkoR2q0Gj3WY4OSYIPNaWmvyrb77BcT8jSWNa1YCDo32uv3idk9Mz4n23Nmtr6fVHHD3Z54//7D/lnZ+8/4nz5tMhjp5AewdMO8eMh0PWFy9BdcJgdMh0NoFGG2ktWWFRMkJaH5dRmGJtDjZDSo/cFuRKI6xGaqeDA57bNJ/VLj5H6XxaHT4V7c/RyLJgLF8Ap3WSWFvg+QopvDmLDi1EqQ00GCsJg4qj0EmLEZZaWMHLcjZWljk77mKx1Gt1PBSFBZEXPLx/h4OjQ4azmTvsCIn0JNoULtZBOt9YPwwhSxyLr6RISCvmakPmzDuEKNV380/pqIXSSnIsvocTt1sXGeFJhZKGYq5VMxYllaPl4XR7RruD+BwFFYjSS9K9uikpiq6wdcYpAqgIiac8/FJPpqxwpjHW/TvlSReaLp0eSWrjCpXy0Ge0uUC3nGWPcFTJOaplNH7gE4U+msChCgq8wBkKFcpzVENrkXh4niopxTjhshRoo7HkSCkQRpcUzKcZgSXgiWfLRoTQ+NZzmkQhCfyAMAxQw4nTSkmHxMlSW+cLWF5ZIjMFeh5zojM22m1CdYoqDNUQrm2scfL4AGUL1pbb7J+eIIIApTyqKiDMU6TIKZTCs5ZW7vHFl7/AdVXwrW//CFkkZVSLYXZ8zPKVVf7i936HkzvHXPqLP+Xa5ioLwufmd3/GrZ+9R+WFZTbIqcRjZicDhjrBKkuj4iHCiElaYEPnBowJCJAYaZ46DVsuXIhtOQeeam0lUroulhCCRtOZHASB/xRctHO6a5nx+PROdch0ef3n9661xrmElQWmKeehKBsRRhukUk+LThy6bcw8vsMhxbLUU2pTlHPVQ1LBkIEVSOFhyVASisyiC8Gwl7O5tcXmxhrKUyTxgMePjwhlAKogyRK63QELtTp6EjE1EyZph2w6oV7ZZKHR5sGDj6lWfWwB9+48RipJmhqisE6/N2QyTHjhxRWGpk8YOGOm6WyIXWhy++ZPKdKYznGfjdVN2u2Ix3u3CULFyuoa09Rw/8k9Ij8gi0cENqKuAvrjY47TGYFXJZ6lDEcJi0tt+v0+H9485I0vf4X9g30mScxCu82De3fpD4ZM44Sdy1eJ/ICqqHLz3Y+48rk1pK/JU6hWljg86TI+6XE0ymkGIZ3zM9qthjuQLm3zUy1W2gAAIABJREFU6is3WFrd4uDwgCBQbG5tcXTS5e2ffoSVAdtbW3TPjjkdjajXI1ZWljl+sk+9VQMrnLbVVw5VkQblKbTOSZMMozUqlFjhXOFGgz6T3ogsyZlMpuTaYoWHUIYoCAgrAVILZJZRCRVVVcGXhkajSrZYRwjDm197g+XWBk25yLtv/5TpKGb/+JjDbswbX/oyZpZw6+4jVGipN2u88NINDv7+nz7N1vepRjo+4/TknEm/x9XLKyxVDJ39hzw+Lnhhxyefjclnzk3VjxpMco30k2cJNr91I8vSi1ib+Qg9Q+Rp1Nom5nAPT6es1jWUK4AF7n78gMO9Q4aTUntDmfdqnd18LYpIs+yiEftZjLme/zOUOf7c63NB1f9VIwoDpJAXqOCvM+bGZVHgIQWYosAKQVSvYvojUmMIpI/VmlAJ0vJspKSgEihskVPxJeMLPTvO+dRXjGdOD/VsAXjxnX6uCM4Lx3jyAp/KQgu/N37G9MjFrkjfJwh8ltYWOTvqkubOLVJnOUvba4SlscZOtc2bl1b4H24fkScxy2uLdE4k/SxmOVhFzzIGWYJ+plFR8zUv3vgyr75i+YfvvY8YFNRLjVfz7H3eaC/x2lvXeftsyFv/7k/YaDVoeYLvfPBTbt65y/XlBVqiYDrpkpwmDPKnSHkQBOTaUpT6sF+nAfCrRlStEVVr//wTf0uHLWInqVi7RhTVmUxGHB851szACCSazjCjlR4zncyI05xAWaa2QdRYZrHV5N6d91lpt6lUq3z40QHGCqa5RxQFTIeaQa/L5ZdeJxsL9HREo1WnIibkepEHH/wdRRbT6c3YvnQZFdQ5fvA+1VqV1upltIHTvXcR4RJJWmCspdmMSEZnnJ7mBFGd6bDHeGZptyLGgyHvvHfAG199k/NOh/PzAbsbdY4fvE0yOOesn3Lp+svUggITtLn98QfcuHEJIzymqaXWXuPo4JDOaZfzQUqz5nFy4tBzL5PIyhIv3niBpe0XOT05QZCzubnC8eEJP/vxzzBCcOXqJk8en3DaGdCo19hYWeDR/hnLC08bc47KnhPnhsgXJGlGoTW+713MSa01ne4A2x2WWbgxupRbZZmi2ahRCQOkksziBM/zqEcRUknWF2uotI3xfb741TdQzRVWvBn3P/yA7ijh7PiEg/1TvvH1L1AUBbfv7iOEi/T53Oeus793/5fOmU/nqmpS3v7O26wuSFovtQiNR6wU/fMOm2tLrC0tYyYTTBySC8PpYMzW9iW0aGMLnAGI0UhPY2wG1sMYDyHdgvBsh1PM4TfLBVTntIzmQitw4Vb6FCq5QD+c9s6hE9I6/ZOQrhDBOuMOIcsyTZRRFpQLt7AI5eEJxeHRMcJ6PNnbYyEKEHOjDyk4Pjqk0mhRCEm11iASdao+iMI5UXqeAiGxCrJ0hrEOuXpWgOEpj2oQEucJvvIwc9SlPJgrIVw2o3DuohUvQJTFl1IKX3gIoy+MThxq5qz+pRBIJVFKIYx97iAuSrriHMmRWGf/UtJgStM7Z/RjS+dJ6fQtQhtHV5QC4SmUFBgj8f0AqyAVLldTSRfdgHWh7sJa5zhqQRiL1YLAD1E5eF7gXG1RxLMEEYZITyE8Rxm1xiCKnAKJVAGFmeBJSWFdMed5TUdxtKU5inAlspjrS4WbQRJnkCKsxRPgK4d8KyVLtNVtor4QLLWaeLpgqVmHwjIqobawUUUrgygMu8uLNJVhd3uJBw8fUg0lvicwtkBJCI0l0h6exXF1pSSrBZx2u4QLNUfRnRX4SBIyMBkNofDyPpvbi9w6n3JPK/KDJ2yonN0oIz47RncnJFmOkM5lbzZN8T146doWo8xyMh7T60+ZJCk6DMoC/Ol98rQZ85T6Xd4+aO2iYZwG0c1Dp3USCCme3n9cME4d0j1/bSzGlhrd+QGrRAhlWUw6FNHNbSkMwuqygeR+DynLLETp6LSmMBhcs2Q2HZGmMYsLi+RFjlBjgrCOMQFJ2icIQzx/AeMrXnz1FTws8XRAVFGMe0/wRcx0FnPvwX0Wl1apVxcI/BrDvEY8yQhyxcbaOqP+AYPzGJNlDGYpcTxla22Xs9NzbCo57JzSai/T70/51rf+hpdfuobJE9bX12m1ltl7tEej7jOb9plNcnzPozu0DAc9Lu1sMT3vo/Hx/Yhhp0vND2g1Guw9fkQQ1RCBoF5f5s6dQzbXVzk9PuN82OfwqEO7/ZjCaFZWNxmPB1SCjKV2i2/83h8xHM+4d+sdwvVVusMxE53z4usv0koymvUqjw4OGMc5L15e4PjwkLfeepPe+QnNekTnbMBqu8V0OKASenQOjogLwbs//ZCl1UWWr62wVqsRCkulVnc26rEFFJPhCC8IHAohBV6oyLIECPB8D61zPM+nyFyOZZ4bkumEih+hUK6BF3oUBi5f2mU6PSdPnV66Vq/SWKiRxGNm4xHDUZ+oJlleWORz169z/84jWmGdyPN42D9D1iMqdcmrn7tGPQh5cnpMXjpijgej31yRpjNuvfcRC4Hmyqs1YFbO6ZyXbqyxuLZN3n9MNnNozPh0j9aV30GHGxeNxN/GoXXxC0Y52qsym03p9o9RwuPO/SdUayH6mWbS4UmXqBJgLVRL/U5UcfTFShg6pKzZIMtyxtPZcwykZ4fveWhtLoKwf9WoRiGFsfjKxVHE6S/mTf5LhhCCZuQzTopfeEw9Q/MT0u0n3jO01GqgMNbySSEsge+X/WNBnBXUKgG+8qgFlqzInQN4iQ6O48zpEaW80DMW2pDkumzOuevoVUKyyYzhLKdV9RlNZLnnPT9qlZDx7Ol1MtYihaXmawazAimh7nv0ysfzvMDkOV7dZSXWGlWslORFAQTUa6FjMAlYbvrMTMbWeoWHj/s05BgpBIFUNP0KOi9YDCKUkBQlG6EQIbNRh416iMBgJ33m5Z1JJ2hWafmSP9lq86Az4iN5Be5+nyzJ2EpnhAPD2Wnvue84yhOapuDF3asMplNGkxHD8YjpdPLJuYL/Hx6T8YhCF9TrTYxxrKFW08VgDEd9oqhKEIREUY2Nq28gpCTJC/LxlP75CTodMByOuXvnLhtrLarNLTzfkE/OiDODDDK21uoc791Cp2MaasLh42PyXLO1vsjZSY+al3N0eEZUb6KTKX/zrX/PtZdfdM9ZrqHCDZ48vMvyQkA2HXE28vGDI3Tc5+xsyNWXbmBmJ1CamU36J1RrNdqrW+zd/5jMVLBBFYImj4+6bCz6dE7HDIdTTo677D24T6oV27uX6A16+P6Eeq3Ca1/7cybDHk/uvsPKZoWj41OGo4jPff4Vmn5INarw+OEeg0nO4kaLTr/LK1/4CqPeKZWKJJt0WV9tMp4OqHkFR4dHdLwq7//0I1ZWV9na2aHVbrsokXqTwdkxeRzj+x6DSYxfeloopahGymkU04Iw8Cnip805a+1FpE+rZH8VWuN7Th+5c2nnguUDsLG2TK0WMRtNGE4TTk/7VEKfhdVFLl25xsGDWywvNfFDj+HpCbVaRFQNufrSK4TREntP/oM7fRlDv9Oh0fyMzHHSNEdnM7ZWdukPpyw2IrrpBGs8fKsROqZzeogMq4xzQWthAS2reF4DKwxCFHiEmEKWrqEaxNML9Vy8xnxtE7bUMD7T7RRPn2+txWrn0ufMT9zjtrwAqnQlRUismTs1irlosqQzCiqehzQWq91x+M79BwwnUwaTEWmcUWQFt27egjRzSKe1SKUIgoo7EHsVKsLg2RxRmIsjgANRBM8otFxRUyIzxpRGMZayyHJFoyddPlP5z+duIhR5DqriqK3W5ctJJciNQXiuKFNlkTS/RkoppPMAckYVzMuFuabNFc1KSnzp4UuFwQlkXVyB0w0KCUK5PEolJMIKClvqHYxFO9sowjDElplfysqyaHGbvosMcUWaxaPINYESCOuKQ19KROBRYHGSCovnO8qTT4HWEqUqZUdZuvxFoTFaEEUBgeeQUVe0lDEMuOtkihxrCyQaD0enG437VHwfz4iL6yytRRlL5HmEUhK2anROz/GFIhSS0VkHmeYgLBVjUUXK0nKTWbHCNJ3iSw8hNNZqtLWkvo+UVYwNyCs+drnJT+58TLtRJdI5Ko2JlCTxJNk4wzueMRGKe5MR4fIy60FEbaaZPtqjlgygG6N1lSTwHX2v4TNqCVRoOHr4iJXVdS6vLLDVbnM+mnDv9AxpK06bi1uQZHnvzEu9p1C+6167DrR17qzPPAo4/S1P5+R8Q7+4By+ebx0SyNyUx5ndMKehX9wX5b0hAUypi3R63Dkb1VqBlDgjJjJ8aRAmweiUzvkdNtZeJJ5AXHQI8iqtao1a4JPlA+7ee5+tjXXOzgakSczZ0QmdzilrG6sIZjx+eEKlvsDxWYfP3bgBRcGTx4eMRj329vbRxrCxcZ3HhycsLi1hjSKzHv3BmKWlJWajKSvrK+RZSqtRodc7Y3FxmZ3tTazOCD1FLdR0BwMWV9pYqbh58w6Xt3bRNqYzOaFarYMKmOU5aSHI4wK/4lGpZGxd2WEyGRE16ry6usnqSszffecfaS00eFEKtjdWuHZpk9l0wKh3l95oRGshZDLWHJ8N+MOv/hGbaytUc83jg32ms4zdS7vU222q5zP++tvf5eqlZWrRJlJq9p/s0ekN2XnhCt/8g99jNLa8euNL/PSj7/P7/8lXWaPCP3znx/zwJ+8ySiZksXb3rq+oBD7TWYISgkrF5XoZ4xgKWV5g9BRfSvJCI5QgCIOS/g7KkyAMrWadwJckUiAC5YK9jUbnGlNYlAro94ZEoWCh5vNP3/tbNlc2+OjdjznoDSm8Ar+uuXJ5BWGce53nexReASLlzr0Pfkl58i8fSWZIs4zLL20z7e7T3LhGOu4xOu8Rz0YU0TFFnoAQDKeChY0tkkIS1jy0Ln5jMSGfxWjWn48NeXjrDmY04Oy8zzROMMbw8a3HJM9GNwinB/TmTllQOhu7x62FJE3dYepXDK3NLxSuv2wkaYagRq7NxR767JBClIWRuCiwPu34ZQW+LA1opnFCo1Z1tG1jqUURWZ6jjcX3JM1qRPIMCiZw7t2TWfyU/SElqhJi8hxbMoWKosCTIapEJN3e7nRSlcArM+JUiejmoJ2euF7xKLRjQTWqFQaTmKI0F3x2TNOCKPAQQrDdSEgywXAQU2u1MPHc8MYVpqsLMCGkHmRUlptONxU4DWc2OqPQllogWWgoutmYxYWITr9Boe1FjFao3O9e80L3ewiFFT65v8JHH7zLeUugTEqNGYGSDEZuf4/iU+6Mc06TgPbG6+woycqlNc5MSp5lJGVOq/IUYS1y5jyJj+f5jB+8jb/9RXY3dsiWM/rDPqf9/385ok4mI5ebbg1ZlnK2/xH+ldcZjQakacpkMmJjfZsoqqKzCXu3fsDKzusMezfJJqccHJ5AMmJ3cxtrcjqPP8L3PTrnI15++RoybNE9uMvZ2Zij4zPiJGNzd4fjJwesbu9SiArDxGPUn9BcvczRUYfllVXyJGal5WHSHpgqu5sLrvFsNeuy4OzwCe2FOp6vuHXzJpvrywhhieOUKAqoVHxmwxP6/Sme7xMUKVWV0NysM4szGvUKy2tbVBZ3+MF3/4Fao8GNG7ssbV1h+/Iu4/OH9A/eI01mrK4ukmUwGk754pdeY3PnCqbI2X+8hy4yrrz4EhubGxQ64/t//3ds7W4SrtTIcs3J2SHd7phrL77I1//wz5hNE65/7k1uvvc9vvL1b+J5ips/+Xt++PYtRv0+8SxGlaZdfsnwEgJqoU+aawpjCYOAaZwwmcYXDXdjDFEldJpgxAUSubK0QDUKSKcT5x+hNUWpSU4LTRD49IZTPCUJG3V+8oPvcWm7zc/efo9ut48sm3cvXN/GFyleUHGNKeXWjpu39vjKl2/80vn1qXYpKSS+qqPzGe2Gz7A7ZJj1aTUDGvUaaTyk2ogovJDLG9foDjRjM6CmMs6HfZqtXYyto1QLYZWLi8AgeEoVeJrtVpq68OwuQ/lc+9xzUc/EdFz8f4eiKWsdunUh6lPM8+Jm4yn9Xgetc0adrkMThXPcHA6HzKYzcpMj8ahGVSIf4nRaopZPC9cwrGCRjqrpXEJQQpAZi/BczIe284M1JXVUYErKyxxdVcLpLiXiYsOzOKMShDNhkeVG4QuB0Bla546CW34WT0k0jkpCUWC0QUvt3t/MaUQO1XH0UWehMn8Pt6A7C2/fuhgNLCAlEnctkZ4TgSu/RDcVhU7xgwA/9ElGw4t8SlHGo4CLKkEX4Lnv4itFoCRWOPQvkJZKoMiKUhdpPVr1Or4nAcM0nlGptrE6RpQ5jlgIg4gk1yw2mph4jJQSaYyj8gJKOqTaxROaUg9q8ZSgUQmJx32EKNz1N4WzWTGapUad05NTVnY2MYttOgdn5EXB2soi1VoVO5siCoOKQuI8hyDgfDChXmthpwM8I132Y1hh0mwxCzza64u8+eaXWFtfx6Yp7/zkLju1Gv/uT/6QnRvrICDaatMMq9TOJywNRsSH9yjOepDnqMRDiv+Luzd7kuy67/w+59w998za96VXoLER3AAKpDiSqVHM2BHWiyNsh1/86D/LL9bERDjscFghaTTcRIIEiaUBNNCN7q7qqurac9/veo4fzs3qbgLUCCFqpPB56Iiqyq66efOe5ff7bgWk7zGeC+iWC9Q217i+skCtvkC93kBEESoaI0YDpqcXuDIgcwpXVOUZjQxMEX9F9c4RSa01KssQ4tk8e54uruEKcTQvmDVFZl/kiLm8enU+pzXImXmUuQpbCpTCNEIs0DrNIzzS3IEY83xbJsZHK9N9i8Mx/V6LRqOGbWmicMB8fY2jk6fEiSJWA4adU56e7iFti/ufnTA3P0+KptxYZzSRXDYnJNM+Ao/V3Q20X0F4Ps3WU2qNBsurWxyd9SgWipy324yVwtUxu5ubvPntb4KTMBr2qS1UkHZKoVzGC2ym0z6t5gmLCys4doHLyzHFYpmNrR3a3XPWN7aZ1iY0W10yofA9n/ZwxGg8pVisoXFY29zmvfc/oD6ExnxGmppooeOnD8mUz63bt6nUSlSrJZSKOT09JHBtzk/P2VpfY5ym/Ozeb7l+Z51kfEHzfMrguM/D0yOu3dikeX6OKhZoFOqk6xbSSXl8cICQsL69TW1lGdu3GKchcqLpX5wxtznHuN0kcRuE3QnxcMpkPMJxA2zHxnUNMp2lCZbjG+qhgMl0gmWZ4sHGRmhj8Z+R4biSKIxwHYnjWJQrBQqFAtPx0Bh8kKJVhkozkihB5pm8hZLPZBQyHE6pVqqMwxGpk3HZ65JaNpVKQDyYcnZyyq/f+xghYlSaENSKlIMyrcs/vLYOwLUF09QzSGmhQvv4CXGcUvQlnpsRDVsAWI7Hxst3ODvvEfdHLFoHtMMe9cYc0vb+RR1Wnx/j8ZjJ1HS9m5cvIjj9wYh744lZP9CUAw/b/l39HF8qhh1LXoXUCwG+6xEn/7DL7T8GaZwN33PxHJsoNeZ5/I5xnGPbJGlKIQiu3Ai/7nBdFzevSV3nmQRGKUUKOatF4bs2mQbLkpBAOTCoYm+UYeVrYZZnUI8m0y/9HadQIJ2GFFxz3RphqGy2RRZG2L5nrP5zJtQoTKmXLNKcjpolKVmmKZQDOr0RjUqRNE2vgsaLBf9FI5RcshEEHo4FXeXgFqDXG+Kh83tnrv28GbO65XN83OPGtQCxUOP0tAU4zK9t49w9zY2B4LXaKr8Mu1jFMkcXbeq1IjpNcfMImsB2iWWNIQGLSwu8fucNgtoGOg25dveUN5bX2Pjv59ksz5HEGVR32FgosDwd4J7dI55GjHtDPCVJ4+ecgGtlzpTHjd1lksVX0JUGpfVbV+/ZHl3Qb52B9f8vxHF5ZZ1+v8vJ8SFLy2sUSnNEUUS9Pk/n/DECQbfbotfvMbm4B2iePPiQuZUNnMIc80s2nYtjTi9GjEYTHBtefvN76FKf2KnQP9ujWKqzM3+D4/a7NKoFWmdNMqUIxwNW1rf4ztt/xF2mjHrHLC0vYmUxvvRwbYt+s4X2l1leXQFpcXBwQqVSZn1rk1GvzfrmCv3ekEmYInWG5Xp0RhrValEIPByvQG1ll88+/DW94YR6KSAVPkVf8fjgEVgO29fWWVxeo1K0sITkyd59pFdjcLDP+vY2iRL89r33uHZtjSQOeXJ0xrB9yeXRActbW5ydnoFW1IoObK5QDuD4eIglYpbXNplbEjiuTTRqoikybD2mVvJIJj0sP6DX7THodhmOJkghKDiOOccrxXA8oVws5IY4hjY9KwrtnCWoc2akIwX98YRSIcB1bOoln8CRZOGYkmeTZYJpaBGFIRYZnmMznERUKiV6vQG97oBC4DKeFAgVnDQHOLbNYqPEoD/mpJny85//PUJIRpMpi/UKxUqR+3u/f4/8eu1NZXHr5S32n3xKOrApFF2CRoMknTKejtlYWGEoY+zyBpXGS1z275JmEzrnIxoNl/vHD/FLW2xvv4VQhZyyBswOs1cnUYOmPXNazCl2OSKkZ4YcswOpuFJG5for8zqDLFrPjq4ChNBk2ohALy4v6JydGcOC0TgvXw0yEk2npE6K49jGQU1apGliChZTnaK1xvVcg46RoXRmqLhZhtTS0Pts1xgBCZNnlydWGldVpcHKiOIMlCLTMzdYdXW8F3lBqXLarsC8t0xlRlsopTHNSTVgOv+GTmjl1EBMth9cUXh17lxgkaOuwqT3xSol0DazMHepFXZevisBts4M1VYAQuJ4AUJaWNYI0DiuycR0XId0ag555C6lM8hT6cxoOIXGERlCaVLbQ1seGkmmLeIkwfLMZlytlCl4HkpovEoVKR18x2KqJcVyESECtNZYOmEyHF1lxmllimPQxkkV0NpC6dlzkmHr0GQ5qhjPs9FCoyRY+f2xNWxvbzOajFFRRnmugWBi8nM8Cy/MqbzCY9AZYdkeqZ6ic0dYk+GZEfgejZ0tFueqvPnNWyzNVUiSjNE0xS96WKUS04JDL0toHx/zxvoy1sNHFJodslYHlUSkSUYkM2JpQRDQ8jXOrTXmV9Yoe1XqjUVsV0I4QXoW559+xpP7n3NhB5Rvv2nmTB7bovMCGmbmSnlvQAhmOYjGczdHJvNZKWcvhGfU8Nm84vnC8pmv6vPkO9Mk0jnbIJ/HYLI0kcZER4PQkhSTm2jQbEzMjMgQqcVk1KLXPUZlCUl5giNG9FoPeHz/A4bjEW9883tMwxbjsMnq6jphKEjiLqN+RHWuTDwZoTKHTneSrycThpMmC4tFBr0mcSa5d++QWFvs3nqFatXi0YP7vPT6G6xsrDMZ9vjFL37OfK1Ewa4xHHTxygErq+tEwxGBF3N5cQoI6o01Ko0F5hfmuLw8RgrJB3c/oV6aZ64+z2Q8Yv/zx2jbI/Uc5nYWuLi44OT+J9y6c5MgcDl4fMTFeQe/VGAchexsLTLo9gh8H89yKHou8aRP87TH4eklg7HNylKFH/3xd+j2JnQ6l4wuWnh+kXqhyKg3onl+yff/3Z/Rf3pGNnZodwfYDmRZhLQlAR4lz+Z075DDx6fogsOdWzc4+fRz9rqP2Tu7AM8jkBVevfMyH3/yERmC6WSCEDZSSKIwwfFtoxvPMlSicHwXITTj8RgszfLKIu20RZLEhFGMPRGMRyMcx0ajKJZ8LAlLi3WSJCFOItY2FkmimJWleZJY83jvlLn5OR7vPSXNjPHXeJBxqUM+/eyvGY8TLMdiZanK9u4ypaLH0ZNnRi1/yJEqwY1bG/RbB5x2LdZreRc3J2KXl7ZJowleuUF5fp1ud4RFxPnZiOUVzf2P96nNLbN1+1v/LNf3dUe/3+Py0mjVfleDOI1MxEQh8A3NUj4rCP+hEaXPfs80jEwh9AeKRwCzviWZIkoVvue+QFXVWhMlye+NnPgaf+XqvOK5bi6r0bnRzDO5TDlwEUJwmedVOoUCMokpBR5horAtQzsTQOD7L5joaEAro/8WUqKzzMhDpCCLY5ACmaYs1YumKeP71CwH27FQA1OEOsUCnla4pRJ1Ieh0h/i2jWPZJFnKNIyoFPwX1nMhLWIkzYlNUUyxsMiiEO3aVwitlcuAan5I49Vr6NEZk4GkXvKMA6uU2EGATsy9z7SgObKolWx6XRctJImKnyG/QlBd2aZYXOONV15hI5AU4g6fxzblwMEpevRDh6HvMTptcWN9gGo/YXpwTG8SkiYv0obry3MMWj2sagNr9x36vsfy2nU816Pd79AoFBi//3/TefyAh0GFzTf+/J/4PPzrGOb8J2lenjDqnhGN24SVKtPJkEFzj2TUozkW3H79bcJhnzgKCeZ2QcMga5PGIdKtgKOIZYn+qEM2HZE6Lp2zPeYqBfr9KWEqOXl4SqaO2Lh2nc0Fl88+mrC89QbLm5u0221++bP/TLFUZHFeMBqNkUGV1WuvkPQfU6wvcnQ2wGJKtV5naedN6rUKrePPsB2Ljz56RL1aYG6+ThIpHn7+GLwCDprg5hpRr8+jex9w+9oStm1xuH9Csz2gVC3THqTsXNsCFaHtAFmoU/YzolDTvjzk4PERQmg2Ntf4b/7tn9Lph/Sah3Q6J9hkBuUPJ/ROz3n7B3/KsLlPQ8LpWZti4BNNQpACxwW/UOTsvMXFyQdYXpnNnVuc7X/M8VmH88sujm0z16hw+5U7vP/eh3iOzTSMrmj70zgFrUnSNNc8gue5qEwRxglaa+YWGmR0zdoVx4wji/44IvBjhDBGWgJYXF5AZAmTSczK8hxxqti9vkkWJ5w9vSDNFI8eHiGAOEkYjELs8xb/52d/yWg0wfN8NtZXuLa9iO97dAYTHnxx/JXP2dcqHAsFi4PmHv0kJQsVO994mcPTYzzl43jQGXaplVcZThImg0M8u08yTbEIeLo3pV7fpVZeJs1iXMdDaIfMWI4wI38Y5OxZIQjGUOWqELwqDnOqJwbFmOmnqn+XAAAgAElEQVSbZ8J4IA8/l3nhqCCntCoB0jYGLuWgSBSODeWRZ3RS17Lyoiiv/sEs4LMNTpuiJE6N62mWZWQ6wSLDzhQSQyNR0gKlsW0XncXm/YgZXdDQ/KLMWFNbjoPOu6MyL5hnBw6zEUnSLDOUJssUhlobCqjvuegkRmmF1PYVWpQLGvNsK9OVmOnWZgxYpQ3iKKQkEzlCqEEojZ0v6loaIxQrR0c1mbl4YTaJarVszGqy/C5acraXms9EGIXhrCgxhWlKpVQhtXyk7aMyiesVcYMCiUoQJIRhjFYuSTQCSxLFI3QaIwWcnxxdbWBap8RhRLlUYOa2eUXEzF1elZJkmcr1nSmu1thpSsl38X1QjPJ8J1OoJ2FCs9fHcxxqtSrlWg11+RQxnuLGikgoJraiHgRM9k5wLBsXF7tUYTLpMZKagZXRt0K8+UWub6wzOn3KeH/KWm2OeeHyv/3oRzy6+xmD4hxOInipuI3Ya+FfXjA6O0F6Nr5wGFsO4JMEFoPlIuXtbebWNqmurhB4RRQpWk1oPtqnd3DMwdEj+ipCNLYRyiKxsquDjjB1u9mw80YDQKYVQqt8zl21OPLnQZiA9vzzmyHuV80c9JW+VuZz9pnhTk6Lzc2OyLjS6c7cdzOVkKkmUdJGSotCcYtMeflkhSQdcHx6wPWt65ye7CGFolqq0WtdcH7+GN/1aFSqFIsVzk73cJ1FhG3jFwMGwwFZmtBun3N+oTg7PaHTbvHSKy/heQUq5RK2l6GjCaWgzNL1eVzrCavb2+wd7lMsFFiqV2g+3aMa+LRbbWwkp2fnrK0vIQsBvucz7E9pn3fIkhDPLXF8ck6pukK5VubXv/0Vi3M1+t0ulVKV4/NLnpy1WNtcp7GzywcffMIbr7+BPYm4s7RCMjdPZzDkvDlkZX2DW69vY0mHD977FJHF3Ly2zd7jPe5/donrSJZXFkwzplDi8cExJ6eSxaUVPDdApIJEa05PnjAdpUQx1OaXOD85Jpm06Zyc4jeWSPSUm9ducXJ4ycbCGq3zCy7PeyyvLfPg4CEPPoppn7UoFmpcjoZUFuaI22dMk5CrmFRhnpfJNEHpFDfwkLZNPEqwLZvRcIztmLVAa8352SW+7xJFkTHVUgqlNMPRBN/3CMMEaVmkiWnAaFKSJCWKEpJAcHpyDsREMdhOhTQZoXVMqgSn7QuSVKIwkoL19RWm0yGTUfsFVOIPOXzPonN8QJwkxFGI07jOpNsEleDLiHHrmMrKLsMJ2N0jiPpM4xS7UObe/acsr6xRaGz8s1zbP3VYjo1t2TltygzbtvBcByklSfaMXfCPHb7v8fx684cYk+mU7sj5kuHLP2Y4lk2aZc9xMsxIM3XV6AIjc7C/4tfP9NtCK5x8f4yFiQyrFDyyMETnB8Tnx4zF8cL30pSo18OrVlGpcS0V0sKr1VBJQpxkqDAkmUwhKDIajM1ePTUuxLZtcXzawncksjNgNAnRCOxSYNb8jN9bQDuWxJFQKvl4oxSnUMB1LbKsa5rOeexEFEWM+udobbO+ElCbrzBqdyj1WlcGbGCOS52zM6oVG8suYNsWvf6UJ6M2O6U5eo5NvVantLSJfPIbUiuitLDAdy2LO3/+DT54/AWxbHA8gVvVArJ3RuvwjPC5vEiv6HPW67BSbYCA5W9+g+HG99itL1MrVcw+pDKS/U85O/mU8d5D+kKQ+ZX/0mPxr2NoQ0FNoz6WZVGur77w4ziKuDx9zPrOHbrHd0m1jRfU8Nv3GT/5EFFdxqmtsuBPGfXOqJSrpJaiWlugdfoFOos5OjxGSsnl8SGdZoebL13DWd5kYb4ygxAouDa11QWKrqS+vMmTB3exrHWCap2zoy9ozHlM+n0ckdE8PmRhZcM03As+STik2xmQpSlFT/No/5w3Xi8TlCV//5O/ZXu1Qq/dp96oc9Hqcno54NruCqvbW3z6/se88o3beEzYXfYRK6v0hxG9QcKtV17jDkPcQo333/uIQExY293kYO8Jn3/8CZ4rWF+qmrN9scTBYYfz0xZLKycE5QZpEpHFEeeXHYTSdLpdSrUyrbN9ovGAUa9FtbFKNB5w7aXXOL+4YG2lwenxHt1uj8XlG3x67xPSOKR7dkKxXKDXG7K0WOey2WE8nrzQa0+zjCTNmIYhawt1hPSJIuMePByNX1h9Ts9auI5NlBhjoDBO8V2Xdm9AtVzCkkYfHWeCmu+TKnBQTKZTRNHj5LSJJSVxckY5cJnGGUmaItGctYfEsfGXsCzB8toKo9GIUbdPrzfi942vR1WVgtuvbvH5x58xvzxHY2GB1LEIe236gxGWU8NTAefnJxQnp2iZMo0i5hZq1Go71Co7BLVVUuGbHMA84FvIZ4fMmVNqpmbH/nzG8AwxgzziOy8ItDJOjQY1sWeiQLLnTJdFTh0RueufQRoUaZIQR7FB8KRBN5RWZCpDaFOcpTlFVAhNSmbQQgRpkhKGEZalTHi8mBn2mMJKa8t0gLRxqdQqjw7R2hjWAGhxFXMghYmrSNM0pwKa35epDISNZTu4Qpq0jUwZW17bJVFG56i0MSWxckTU3ANTcEdxTMHzSGc4pDY0T+MFpPMa8LkCEUNNtfP8SIH5e0iMGy6KJBqRSgvHVtTLBcakqCTFsSRK6qv4EVPFGS/XWccyw9B0Os1L+mRYaR+ZCDonCYqUVJtCJwwjxr0+1VoNC0nR0kRRH48EK5PUyzXiOCRNNGEag/aQQl/lkiidI2DCBM/bgFIZjWKBcqPI0UWHxJWMx0MslVOKtUWWSYQSzFfqEE0RnUtCaSOSkNFkjE4SrAyIUxzHMyhjtYasVbCkjbjYw48titqhXPRYqpQYdtoUi4LFwiLROGG8FiCTMd5kzDv1HeJMEZ2e4ZzGJMmETKcIy2NYKaGmMJwv4a/X8VaWWLp1k8r8Il6iEVFIGPVoffwhe3v3mTg+A5FBmpD4mpFlIhLQMs+6tAxdVJm5pZW+ym6ace9nWuBZ7IX5nrp6LiEv/mbzURtDopn+5dnMNQ+ByOMylMoLVGFiYozW1zjyxknMcNBHWi6WNca1BUmSEJRLZKSsrq2RJjauX2Cu7nB5ek4UnUPqcv/BIeVyhTBOWdlcpZcOaV502Ny6yfLSFkma8MHdE/qDHn5g8+23vovruLSbl6ThiKWVeaaDCUE5YDod8NLLu5w3m1SrAYNBlyRKWd9ZoNwIOD0PUcBFq01toYZXKNBrDai4NXzXZZxOmUYxldoCS4urfPHFA4RSNFtNdnd2OTm7YG1rmyQFK9W4VsA73/0jLtqXjDzB4d5DhLJoLCyxurJAhubJ58e8fPMag/NTOmd9in5AFE3wCwHTaMJFv0uhWOba5jaj4YB7n39CoVgm9jTdboulhQWUsHGKLhpBpVyhUpnD9gLa533STCDcBvuHbbbWl2l2LqgvLdHsRvz0pz9jFIb84Pvf55XXtvni0UOWFxuMxmMsmfD5/bvmwJ2K3CBDk8UZti2Jwhjbd0mlIs1SMp2BEigtsKSD5doMJxNsKdEpxEkMQpAqTao16TTEcS2Q4HsFDg7OERIcR9DvHJPGMVKkhFOzvggHqo050jQhihOSOEZlFi/dvkYcjWl3x9Rq/pcKgz/UEEJy7eWbnDz8jOW6zfxClQ4JybgLOiW05/EoMO3swUghoymBgFp9gYXFeQqVOsWFhX+Wa/u6IwxDev1+/pWJwnFdh+lzqFiSpqRpivsVxRAYlDKO49/78xfYQX+AYVsWhcA35lr5955FePFf/Nx/38+TJHkBcdVAwbXhK6579i3PdRhMDKpmW5KlaoAChsOvpsf+romP6woWFws8Pu4xnYakmWI6nnJ+2kRnGUmqSOOI8TSC1oD5hToijo0MJ0wQGGOehWqR4TShWAjojyZXjUIw6MaL915f/TtfSCh7Fq7MWCj79MbRi26yQpBh06i5BFaErTsILGIRcjCIyaLIuK/nt20UW1jUmV8sYwkYdnvUvQLVxTpWe0C3MM+w12bZMvTfZntKd/0V6pOHjPtD/vTNl+hFkLUHXDw5NcjPix8eru1QbFQpb2ww2HiHpdVd0/DMElT3Ka33f0Lv/l3OHBscm1qakiQR08n4yhm13+9Srda/8jP6lx5JEtNuXiItC9urEhSKV3u01opqrQFAobGDbTm0jz+hHbVRlsfBowOK/gme7lNeuUavXeX06VN2r22zsPEysW5x/6OPGI/7+J7Nq9/5HsLx6VwcE46esrRxzaD4rmQYSnZvv073/DGrqyv0Oj3UtMvuzhKlYpGD0TnCdmift5irF6hUCrQ6LWpFF9u2GIQQjYcsL9WYX73B/uP72BKa7SGbG8vsHQ9YWyyDXSbJFJ4l+O47b9O5PGHiuhw8Ojda4aU1qvUaqYKjp012rhXp9Ma0Lzu88oomHIwolQKiKOSsPaVcLvLSrXUuezFPPn+ALNZwwx7hZMh83YAOvm/KIrs0R2N5FyYn7I2nDCYppfIip+ctFhcX6fZaLG68xGj4G375n/6K0TRmc+cad76zzf17H7OwOMewM0Aoxb27n1IITHHouQ7D8YRMKXzXFHKzJvwMMDPHZgP4OI7NaBIym5tRHJNlGRrD2IiT1OTDpiFYZZqtnonSkYLH+ydMoxhLSkYTgWuZ3MxKtYStFSpKmYYhliW5fedlkmhArz2gUS0Qqt+/Jn+twjFLFL3zJuWCJksUFyeSVFRYnnfwbJuFuZcZj9qUGyZCQkmHa9c2kE4NrYdkTozGQiXGMVPpxHSpv8qGW8z2FHWlr9JK5aiJfu4gO9sYDCVIKXUVGj8jzZm/YYx4RGbQsDhNCKMpKosJoyFRMkYJIyQXORKjdQoKpDLZjgnp1cWJGT0vfz3KHJh1Tu+b0T2V0jlNVV1FYEjMe2GmAVN50fZcsay0ukJ4nt3/FGVpsGfFn9EceI4HmdEW6UxdLf0GbDSFqaHP5BTY3BBIi2cB7VIIVJphuy7P5+zZuXGOAKSwcpdLiS3AtiWZlESxMjb7wiCnURQilaGzZFqCVDnKmmvb8jxky5IEgU+iMrpKE6qEmj+HX/BRaKLplHgaG+pAzjfVmaJRrSNtyzjGCokjBfiCaqXBcDREa5XHa5iixcqpRAJltI9aMletUq8Xme4dISgQ2A47K0t0J0OYRvi2zajVolQu4pChRYqjBdr3mCYpMlY4sYOexkidUt5eIS4UwbPpdXoIpRgmIRfdJo2lOTbWN+mPxpQ9G+VV6Jd8Jr0+hWGIl4Q4l8dMJn2sJGUsJdK3CewqaVAgqVRJXlpgvlxkYWuN5fVN3FQgxzHTqMvg4ojDzz5nEo7oMEVrF5FIBB5eIvEySG3TSLHyrqs5Zlsopa+aDs8f4GYc+/wJvUIUc6jx6vvPSY7ROdp0lav6HC1aGwgbYedos5DoTCGkvnr2C94y3TBiOJ1SLigGwxOiaEq/XeayfYTrSna3btMo25wcfkq32yLLMi6eKgqFBt1ej92db3F+fEKcHTLoafq9MRdLXfYPTlhcWiIoltjaXmM6HYLWbKyv8+lHH+FKC89x6UUtdq/f4PDgmKWVTeRoiF+uUPJ9qqt1Pr73gN1bN/HtIq/dfpmn+18w7XXxCkUeP9qnVPRIVUyKYL62yE9+9muqJQ9LWnhBmYvmkMv2BMvWXN/ZIg1HHO4dUCw1ePjFYxrffoNydYEnh8c8evopf/bDH1CteIwch3ga8913vsvjwzPagx5nzTYbGxvsXr/BRbNJmqQ0mz28wOXf/vm/5+OP7/LoyVN830dLm2pjju3NbYbDEcKSNNt9onaXx/vnfHH4HsuLm7zz9rfoty4IAsFo0GRrZZGPP7ZY2t7mr3/yc5xUs7u9hbAt/sf/6S/4D//HfyScDBEiI9PO1cKtVIbKJNNRjAwTdAqWbUOaUqgUcD0Pz3NJswghUqJJTKaMQZLKs2qTLCMIHDIVk6YZT48vSGJBFEXU6iXu3LnB2cmBiS3IbC7bbWzhMg4nRHGEzjS1ShGVCU6PLwhKFqWyS6vZe8Yc+QMPrTLCfpOCZ76O4oxSyceZv05nmLK+/Q3G7SeI4iKJLYkci4XFRUr1MiqLX6B2/0uPLMuI82ImGnZIp6YDbds2yXOmM6PJlEau3/ndIZ7796vGcDyhWPDxXXemWPmnD23cS8exicYpFYKc1ZAxnn51nqKTm/ck6Vcj0b5n9JtXr7ftvJD88gUXfJ8wN4crF1xSJMPhhFhYKMvCcjXDXoiQ/3BYvCUFgScouRKJSyc/WziOjVsqIICw1yOOE+yZhb9njOPqXkDgWPiORRbHlHwbT3jUFxqE0wjHHr2gK3Vsw2YKc9QjzRQFy+dGeY5fjfbQyqJkwctbS3RGEWmWUakFHB322FpxKNfMewnsjLUFh2lkZAZxqjm+TLh2XbK6tYH0q9iWZtg85yIc8l7rgIrjs7y5wva8eaakvYRwizz2d+g3n1LLItIoYdzpk/RHqEx9iZparJYoz1dpLH8bNX8de+MVFh0PjWbau8B+/GNaXzygf9liIi2mlqSQGedwx3FzIxmzF1Ur/zr0xV8aAuqNedJpi9F4CkIwHvYY9Nu4foGLgw9xHB/plMi0pPPkPcbtE1qyxGWzT7Hg0x2FvHT7ZY5Ou3jpU7rdjEcPM1q9EXuP9qktrVCaOOxsLdHqdimWSmxtb/Kb9z7C946MZt1psLLe4OmDd2lsvE7We8rCQplGZQunusPRFx+yffMOpVKdN998hSdffECrM8JySxwfHVIqBdhCEApJobbIL37+C0rFEr4nqVWLnLUixoMuqWNxbbdCEikePT7BLde5/8k+7/zwjygt73Cy94DHTz/l+3/6Z5ScCNurEiufb771Xc72v6A5SGl1R+zcWqK+sES3eclwrDk67eGV6vzg33yT+/cP2D8aUCnYyCxmZb7O1s4Sg+GYxGkwHg3ptWMePHrKk8dPWNnc5NXXX6N7tk+p5DHpHrF27XU+u3fI+sICf/+3f0MYpdy4sY5UGX/xP/8v/F//8S8ZTo10xXONy7PJuDYYbm84ws6fv0LgM5mGVEoB5YKPJSVJakCewXh89SjMNMqZUniuyzScsqADnh5fEKUp8WRKtVzgG2/cYP/REbbnkWSabrePDYyGE5LUsHcW6gZNbl2cEAQ+XsHntDmgUv79maRfq3AUQEHXQEqOL9q0OwesLa9zctwiFS6OPMcJCrR7E5YWVrDtKsXiS6Q4hNGlyTMEpE5NvqDIj6Rf4WxmzqjPIY1XVzBDNczPZ8HfoMnSFCEMBVRpo0GQiKsDLTxzVJ1MRgzHPXydIm2FyhIcS+JZLnYmUKkGlZkPN43RSDLxTJeltIY8w3CmuZztIZZtI3WK1hmWZaMyUxAqrdBaXNFprwpFkWsj8vdmdBJyRuo0aKDWhNMpltSogoPlSLIkYTSeIKTEzg1mhMh9S6W8QhGllDi+jyUgDaMcVcv7GsLw4tFgS9tEb1zRccmphDyngzOGLyKDfquNWygwHgyZdlIs32Zhbp5QxyiVYqNJdYZS8qrQNXEMEpFmuFmKp1O8NOHm+jKOLXBslxlUmVhFAtcjSWMs2yGJQlPAxzHYDkoaZ1eVGkdWy3IQaBZqdTrDPjJHLabjCQqTV5gJ0JYFlqTuFbCVYDKeoOwIW9oUpUaSIUmxdIqlQ5MDKR0cXESSEVkS37JIbYsBitS3GCYJ9UWfN7/5bX717gfsfZISZxmL9Qal+Xk68ZS51SU6SR+kotHvUz3rkJ20aemIyWSIh+BCR8zPrzBE0bMltfVVZK3KwsoKCzvXqRVrpGmI0CMG7UPu//KnkIV0XFC2wJkYJ9uecLAdjyk2w2YH23VIlGJ+cRGVzwshQFrmOTO9l1yZKF6kTc26X2LWEMnnpn6u0JwhB3r22qv/fNUKAZFhO6C1IMsShA2T6QjPs7GEh2WnrG/X6HQdhPQ4vzgki6e0LvaZX3Sp1go8vP8u840y58cX+H4dISTlhil026ctyt0eldoS5coi/c6Y/iBkPBmzurZKkipK1SqeX6Lf6xoRea/PZDShfdkjimOETOn1hwhZotV8yLXr11A64rI1IFMJchIz7g54cPCQSrHA+soin987Y3jZpVwu87RzQbHisby6iGU73Hn1VT5+/y63b71Mu9tFOA7Ny31u7q7QbrdZW5/jzmsv8WTvBEvY9PpTHATzjTlq9TqPnpzx6MlD6vMSuyJpXg4pVWosry7T6XVYXFpAaEW9VCQMM+5+dI9XXr/N/QefMRgOKJaKvPX29/js8885ODjCtVxa7TbStrkZBASlEksrK4jA49/9+/+Ov/3rv+KllxdRlqDXH7BUD1hZXaIznFCtVjnY3+c7y9/m/sMH/M1f/R2lUpHipEaUxKSJJo4SdGoaaVpAFmU42iKKUqS0sV0baWlc1yJJYixb4Hsu8SQFVO5qbXSvOsnILEPPC6cpzcs+CEGtVmOuXuXzzx9Q8OHtt97i408eIS0bL7CJU4UtbW7e3EKkiscPnzI3V2UYdjjeb7KyVkbz+2k4/5ShtcJ2jfb7shNzGp6zvNRgdHGJq6d0nCJ+YNMeJmyv17DtOUpLu2DbBI7M5+C/jvJRZwkqniBsH+yAJHdLDXzvS7rBaRQT+N6XfoeUBqX83THbyRGYovEPNNIsYzgem5xBKa+MKEx81Vc3C2zLolQ0ngtJkjKaTr90JknS9IUGd5KmuZ7zy+9ttuZFccJgPKVaDBhNpnSHYzzXYXFpDqS8oqbNRuB5X0Idsygy8hWtufPyLq5j49gWlo5w9JiuO0epVCBOUoRtESaGFTIJI5LUIkxs0igy7J0ko+SHOFKy3Chz1jbvMcmME7DMEY7nx0pQxZMO58MpUpgYktmSPldIGfX11Tnt2fs398B1HFKd5sZ7Zk7PVSze+M6PeP/dn3K4v4/WJhi9UC0a2uz8dR4PM4RbpjI8ZJ4eo45BvXsXHRzPQUiBV/ARluTCsrnRqNAqL7O6vkG2831c1wM0OsuIH/2Skw/exYv6qCzDC3yYhOyEmiPfZShNs+D0yadIv4rrFllZXfvK5+S/2tCz2DRzPuv3u1Qqtau9dn7lBlbrGLTm4uwJk/YTev0p5SDFnr/Nwf2fc73osHd6RKmxSIBgedkiyxSHpx0u2iGNuTl8GeBXY7pThywcsb5aR1keflDHLc6jO8cIAf3+hOFwRHdYYNDv4zpdJtMIzxL0Hz/k5q1bhMNzzttDiskJ08wn05L3f/1TVhoutVqJo+MWSdihUp/j5OyUxlydhdVtXNfi5suvcf/uXW698goX5xe4xYBm8wEvvfoGx80x6/Me1+98k6dPHmE5Nr3RCN/SzC0u0phPeHqwz98/fECt7FPyYi4u+tTrVfz5TcaDIeVyGZ2E+L5LquHjew/4xmuS/cdTRv0h5VKZ73z/j/joN7/m8uIS7RYZdc6IRQdheTjSYmWpRmBt8sP/9n/g7/7f/4c7L18DEs7bE1YDWFxeotNuUa+X2X9yxtzKFodffMbPf/x3zFcCokqBYWgyWadhdGWEE8VmDbAtw8abfT0Dy5JUEWcK27auTL2eH5lSVw2gMMkMo0AIykUjr/nk3j6+bfH2G9f59PMD+n15BYy5rsPtW1ukccLh0TnbtSLnzQHNVpfN1Xl0+NVNNviahaPGhDKHvYBKsYEsT5gOTlgQc5TnHSK7Q6d3QTweEgcuS2vLDEctRODS7CZYVo39w4dc370OrovSEr4CbMzv3NUNnGU2mrLKhLNf6ea04V3bQqJ1ajrfaWooq8am0cRwCIMIKpRZtNMpzc4J7eMDfNtmMh6aIkkLXNu4lKakOErjSkmiTDxEdkUDzXUZM0qfwtDxstx5TNmoJMHiGY12ZiCic0TUZDamZEKgkvRLxwVDL5wdzBWuLSm40lAxdYbQGZ6d6/GiBGFZqDxH3RLGHieZRgzz6Ag7D7h/gcIjZnpEY6QjMZTDmfPsTIc5K7hFXugLneFKRclzSB2bNNFYWjAdjLCUICiWmUY9pBBXJj4qf2BNgZwxVwo4iUPaScx0EjGdDBFYRmeo8wDnLENKC2EZ3FPklNcsVQbVUMY9V2UZcRabPEoJvpSoNDNdufEEJSDSCmU5ptMSxThaUysWGI3HRvOnjFlBLCESJl4g1gZpVJlAC8mwIAnnS8h4ETeJiRyJIxz+4s23mC8WiXpTxEmbILXxhEOsNE07w7u9Qeusg2j3qUy7FDpdupcXDIZjUldhpaA8j+ruAq00w15ZpLG2jFursbS0TLVcxtIW2XRE3Dvn7O6vON+/zygJUZ6PZzWYkhEXXJQFBRlQDaq03Crn04x4MMEvFlDKPINplmAJCy2eBXJnSl254QJfpq/O2AEz+iog8oP+TCujniso9QtMAoWwFJdn53Q7XbY2dvFcj06nRRA4NKrLTOIWp2dfYPtlbL/I4vIuIhuRZUOG41NUNodrzXO038e2GlxcjJBWBenGdHo9Vtd2UFbIZCJ5ejhgZWWelZUl9g+eEg47XLZafPutt3n69Cn9bpvt9deQWco33nwTS7r85v1P2Fzfot1v8t3vv8nl+QWXzSMyobG9Kq/eep0vPvwP+PRZX1vB8V3Oui2mGEOow6enJElGJSlw/eY8QipuXNvhycMj7n78gPnFRdpn52ysbjIYD/j2jVe5+5v3+P4P3kFct1nYWsb2fXxcPnj3N8RxROTbeAtllO0Txi6NSg3bd5j2h2yurbO8NMfl2SWebXPaPuOHf/JDFCG2nRkKfyrRqeI7b36Ln/z4JxweHnHZbPKNb75Jd9DBa8xTX6wTi4iPfvMut69voaIIaQckk5D3Dj9hMgqJByEkKe/8mz9mmMXcvn6dX/32XYo1j5SMcRiCliZqR4CyFFqkRustTP5mBji2iexQ2mSLVcqBoe6LXA5gCdI0I0kM+0MlCsd1GfZDhBAsLNUZ9DucXfTQWuJP0p0AACAASURBVFGvzvHBB7+l1RnjBg6aFNeS+I7NuHuJ5wQ4juTTjx9QmwvQmY3WHknyh9PUvTgElusRZTbCc5l3+0wHhn1RaSxQLGjO22PiKKTTGbGxs0AadsmE5HwY02jM0brYY3PnupEw/AsOjaB1ccH5wQFW4HPZNcW2yIuC3331V/4OrY2s4neKtkbJY2RpRtMvO4n+U0chCK4OZmn6zJ08zb4czQEGWe0NnzUSvqqR7djPQrnBrIPjMKVR8rGtmVf1i8MUTgLHtvBsme+linFvQJbE1MsFuoOMKDG1lmNbzJJMAtfGkoLdeY9h6HB2YQqo7ijEtS2Tp4wm06GhrOZrbTVwMQQcxXSaECpTTNv5mWYSPadPtWzIUcz+JMp1VynoZ3rOsuNRKRYZhgmWFEzijFrBpTOKmEaKxbqNBvojhe8JPEfQ7Av8+ioLi2eMJhFTFaF0yv/68ip+qcBB8wHnzS6VwGGjWMdzXSZCMt34IRcXJzQevc/CUoV4OKJ9fME0eXaYdnyXoFQgmoSU5+voxjbdtW9QKpSw5peM9lJDdv6Qyx//JcNmG5VlpEBlvspAaU4yRbe+zlLcYadRJvR3SaI+k0GTpJCRpUuGHYGJP5s52f/XGqenR7ms4QblSpXJeMRw0GNxcRWtNSdP7uLYFomyCUpzlGuLZA9+BhqS4TFBbYN7x59Rqi9wfjlAeFU8EdPtx9zYXSFKU2TvgifNPktrOywuLXH05BFxquhcfsbbP/wzjk9P6HXazC8toWWBd37wXXzP5cP3fsPcfIPO5VNuf+87XJ6fcXRyRhjG2P46W7de496n/zsFN2Pz+m08GdHsh6BsHEey93CPMIXxOGRja4M0Sdi9/SYPPr/Ppx/8lsWFKq12h/WtXSbdC+5863v89uf/mXf+eJWKv8budoPUKlEpuPzqlx8RjccI28ItlPF8ySiS1BoVymUfnY7Y2tlkaWWFJ4dPcR2HyckBf/KjPyFMU1xLMIruUylUiKd93vqjt/np3/4Ne3sH9HtdvvmdNxm1T1ha32V9uYyORjz4+Bdce/kWQvVIU5swjPjNu78gm45Jk5Q4znjrnbdJJ0NuXlvlvd8+oODaxJkp8K7WiN9ZLKzcJCvNMlzbaMknUcpoPKFWLpJpbc7OQmDbNjo31NE5eOY5PpPJFFtKlhplTlt9nl50SNKMpZUG73/4iMvuAEtaJtLHtin5NoP+GD/w8F2H9z/Zp1EpGuZmpjjrflXarBlfD3G0JEr2GU2GNNs9GsUqvqMIh+D0Xbr9Ccqz2FgoU7IqTJo9+mLE5XSCUyywv/eAQlbkxsYNMitCWw5CO6aY4xmhZXbwFHnHcHaYnd0kw9HPzTjyoswUOhnRZMh0MqJSbWBLH6VBIEnzDrgWICwYTYfEaUi7d864M6CuA4oYama1VCRwC6QkQIZQNpNM4zsWaI8MkFqRXBmGmo0jVTnt07JwXAdHJ2ghcB0XLS3j8anyQ/eMrofIGZXyy507hEEjeVYwmwUsv19SYVsS6TioPOdFP5f5IdFYmFxFpTPiJM7DgmfiRolCkWYKhTb5fVojco0nWhvd51WlOTMmUhSLDiU7IFERlYqPECUggzRDWMbWV+c24wb1tNE6uypIF+tVbq2u8mjvMZPhCIGNK23STGGRoVN9RWlNsxAtJVlOmkyVMrRTPbtLBpW18kOrpQWWNv9fCMs4ulogbIck06RRYopEV7CztcEXRx/g+5JEgduo4FdqFBvzlB3BfKPIYlBEuQ4lr4DlCfCLZFsaT2iK6YiWJSllita4x8/u3uXByTEVLZkoRSQ04WmL6tEQrz1FnbfJLjv0VYgoF5GjGJVoonpAr5ESF0Z43hZZvcHa5g6L9UXj6mtpkumI0y8+o7V/j7h7hi9S+mFI5BSJhQ1pho9EpSmtTpsz1eHIadHLfKrFItuNORIN6NmcUsxskmbzjVkz4XeeRP1cpI3Ify5miL5+1nUWs8dPPzeP86LA8PIli/MruI7JP11cWGLU75lmSFZmZfFNLK+ItFwSQkg18ws7TOMKruWjM4+PPvmArc1lXFfQ70Rgj9jZXcX3S1w2z/j0o08Z9BUffvQJ84sLCCGIs4xCoUC7dcl8Yw7Xsnjy5JBe8xwhLHy/xtzSGmfnLW7euUaUTcHrEXgO4yksrd1E+xVWr9/h6OQpZaGpZgE3dq/jaZv94z2EtFnf2qY/6HB50aZS8fn1r37Fa6+/yn/68U9Idcb16zdYW1vk1796l/2jU1auv8rHj49o1Eu4loubRazOVehsrHB01iYajXn7rTeJkjGloITj+hSU4t69+wjP46lKOTw8YHdrh8F4wN17d3E92Fxb4OatGzj4aAWff/Ipc/UGYNHq9JFSUG9UOTo54s5Ld6hUS7QuDplMWww6MZValeu31vnWW2/w5MkFkzhBC4vru9foXrb5+x//Ct8vc3F5gZaQhsa0SyrDWLAcSZql2NJmRl0wVHthsmjTjDROyBIHicCxTGyBsEQe3xCRJookVWgdUirUTcc4C/ECi3q9jucU6Fy2cBxNoeD8f7S9WZMk15mm9xzfw2Pfct8qa69CFQooECS4Ntns6RbVptbYSCaTRmMm0w/QTxmTdCvZmOmiWzK1aaY3zvSA4gqSALEVakPtlfsSGfviux8/uvCsAtgkeqZ7qHOXaZEZER7h7uf7vvd9XvwoQkhBq14m8T1S3SWcBiRxgkwVJ50phmMyncS/5vP6XS6haYTTIYEfMZ0pGo6GlXUxrCKmMvBORhipRbNsUq24jEYzZHjILIhRTov7H71Pq1VnZX3z/5fXBzCdTplOpywuLf29k81u54g0nHLSHzOeHuA6zstmUrtWxjH1PHAeMDRBkEgKpkGaWqefoSKM4l/zDYZRhGPbCMHpBunvl2v+Y9bnFbMv/NaObb2UYf7dpQDHNIni5Is9jqcTx990A0LJMfm7pWNul4FKwURmGfONCqnMSE/x+6ahM/F8/Oi3x5AEccrlVZcvNdd4dLDPLMgzIHUtB9S9iEPKrSefEV5Hfv4eozhGKYVl5s9vnPIhfhN6m2c8Did5o9A0jLzQilIg9/xtLrvcen5IqWCfCqt06q0asV6mXHS4Me/SrNQgDmjOlVBGgXCawMYCWqZoJimPY4nj2BhJwk/v3ud4/wSL3O8ehxGH24c07FuckTMm/pje8zFpnFAoF/H7eTVdadXyz1MIqvNNxsUVzDNv0W7NY7+YMgYTpnd+wvTxx0xPup99HkLwMM2wUomZKdr9XfrTPo97NWZFyKIZmmGyutn4taOTqQyhfodF44sP7e9ZQmgszC9iWxYCKJerDIe9l/+guXgh92AKwWQyIpOSYusMMknQTQvdsHm+12dzcw1sg+m4j5fFrG0sUzAVvWHAhx9vE3ozHj7ao1QsYBuCRGaUig7Dzi61xjxZPOPpswOCUQesIgXTpNRcYO9gyOULy4TKRdcUhpogDIuF9fM4bomNzXN0j3ZwEgfLLbOyvIxOzN5eF7dgsTI3x2Q4ZG/nhFqzzqO7H3D11Wv88sc/JJQ6ZzaXaMyt8NE7P6az+4jLr32JZ1t9zIKNa7tY2ZhybZHFxWWOOkdMBiNe+9o3SWYdqpUqmVmi7ETcuXU/VwSmHjtP9rhy7QqzMOb+h++SGgXWVxfZ2DxLqT6HiHs8ufMhrVYNYTh8OhpiaIqFuSp724959cYVzGKbUe8QGQ7oz6bIcoHNM+vcuHGVYfeQiZ+ikoCVzcsMB11uv/8hrmOxc9TnBRH1xemna+Il8dmxLeIk+UzRIARRkuTAmyRFSomh5xPHOElPC0WL8SxvAsVJSppKaqUCRdckiCW2ZdFsVHBch9FgAkph6DphnKALaFVcvCihkMR4YcDYC4mShO5oimHoHA89NP2Ly8N/mMcxU0yCDD9LKLs1SoGDawhaLQ3PnyGGAcvtCnbNQG+U+NmzQ2YxuMUGO0+PaFZLFIs6GmCkCalK8+mS9oLCqKMJhS4iyCI05SKEm0dcWCmKEG86JPVm2LpGkkgK5SpFt4jKDKZenzTtIWcjguCE2uImiVbLNzKANHSSVBF7Ef4sr841dGQKicoQmIg0wS7YRJpGvTxHq93g/qOHnLt0kWePn1Fpz6OnMeF0glZ0CVPQMg0pFZbQsZOULEtz8qnKZbQSiW5qqPhUBnpavUry4kxTfJai/jlXiABEBpkSxEJhoJPEGZElsJSBlUo8EqRMkRr5OFSQA0e0LJdyIrF1gaHbzLKMWKY5bfZUZmtaLpYQmJmiYmmslBwoSA5mUzQhKCgdqYtcnqpy76qOoDsMUIaGkDLPnTR1TKFjCB0dgWu4iHqRcRSiTWYYmSTQYzTh5AV3pnCVRVnppOMgz7208smtJQ2E0hAiI9IylKZhSYGBINJTdCM/ZpK882vkc0ZiIdB0GzQNkUl0EpSpU200CTMJQiNVCi1VKNNEN2xKxQLnz5+n4GjcPL/O/NoSRiQxpgFh28UbTwm3unjNCkfzdcaPtylXFfbV8/zyz7/P+mTKl//b73GoJMO9I6qtdSpqhG57aCJEpTM25haRz7bx9g/QRUAaRBR0k8lkiuYUGQ99ugXF3el9mpV1LmwscOmV1zAzGyOQZOmEwdYj9h98wGA6wWpUyYyEdDIlUwVi3aagzUCFbO/P0CvzVGttDvsBPb1MnMSkU4+zmk4aJTiWmRePmjj12ShQ6WlBqJ3eKHMslECgqfw8yVSGEnm3RKYmmh6hVIymDAa9Gd3eEVeunSFONYQqAxEymyGlj6YZmIbLXH0BkhGJfxvklGHfQwjJIG0wmEB7/gwl20HLIjQV0u8d0+90MG0TvaRxsn+ALWxUAqZlEpp9qq7F9tYBs2nE8UmP9Y1lLr+ywp37j3OAi2mwtLJCf9DnqDPgzp2f8frNmwz6XQyg1ajQXmnTO+ly9eYFBqMx/QcTllbnCZOQet1G8444OZ7x+39wk62tBlEg2X22z7vvfkDgB2wd7hMGMbZpkYo8T2087dNabPPRB++TpSnD0Zi59iK3PrpNFmtolsPZVy7y0S9+Qatc52TQo+9HWCIgynS2O13Wl1fpdU54/Y0LjKYeiXLpnHQIZExRFyil0W7P88ndh/R7Uy5cbmOYAffvPOaTDx/x+qtX8YOMcr3Ne++/y9VXrrK2eZaTwQRNs1hfWWR1foFPdk94+PSQV65fQAuGLK42MFTAeNLFThO6/Slnrmzi948Y9UcYpknBKKGLIXEUg26gaRkqzSN3dPINrqar02aZQiWn16VE4cc+iVIEmcLRDXTdJEtT0gQyEaO0/L6ga7C+VOXCpVW2to8ZDjISUeDc2fOMhycEQ5PB0MMogWUL2u0KS/PzPLz3BKkE0yDBLZXx4wApJMqKmQSz3+zR/Y5WpgRerCPR0Wwb3RGoyMMu1fAHR5xMLJbmbBq2gd1e5P7tB4z9mIX5Ooe7+9SqJYrlCgYxKssVM0L/zcmjknl8iW0ZaIbz2e+zlDAM8Ac7WKUF4lmHUnMd28nljHHgoZIJTtKhexjRXlj7Qq+d582w3XJeLL5oEHE6kdM1QqkoNZpUqkV2tnY5d2Gdrad7VGs1UCmBF9Bu1vLPNZVEafYSOa8UzMIEt/BZFETJLTD1/nG5ir/2uoMQ+zQexDINvCCXjX5+FWz71/bvpmlgmQaTL3h+08gjQ9p1nbUFi6NjnfeejH7jcS/ksAXbpj+evVRiFByHVOVyH8vQKNoGVrVEs1LieDD9tRiOF6toG1StAnoWMfVDskzhODaJ/A8TgU3DIE1zz2IueZNoWr4xfZGraZkGCEiETrNZIUkzhKajGQZ6kr0swHXT4fzZZYyCw3cuL3JxfhGlZSRRAkGYB5rHIVtmg05WprPbo1wsU2qv8c73/4pVW3Lje/+UJyiGJ3uU5tbQnuRFXSeYoFkGZ5baxN0tBoe9PMbstMBKwgjttLng+SHvjLtU5ta4eOYVLr36HYzTglEODwmff8TJx++SeFNaa/O8mJfEQrBVcGgbOkV/xt5kxrCxwpoLnoKZMPBiHV3paJqg0zlgaXk9P0bWb8qv/7HrYG+b4+MDXr3xJkLTPiPThiHT6YhisUzBLVKp1omjkFrvNkYwYHfoMcEhnByRRmPay5dJ3BKmZWFZNqP+EeP+ASYxdm2d/v4zNJXiz0a4RspY6TiFEkd7R0xmAUeHfdY3V5ibf42nD+4ynkWEccrc2gbj7jH9kxM+fvsd3nzjPP0THykTFlpVlltF+v0eN998lcPelMMHD1ldrOKnNrWSIhztMtZivvzNP+DwcB9kyKNHj7j94RZJFLH1dAekxLAtsiQGUrr9ARtLbR7ffh9bVww7Q+aaZe6+/3MyoSGlydmLr/DOj/6WMysLJNMeXgDZwEcZGocHh5zZWMTr7HL9tYv4fsAkNjjunJAlCUKzmUQGcytr3L91l+5owub5s4hM8eTePT6NEq688TrZtEtj5TLv/vwdrty4wermOfqdLqlwaC9uUG6ssP30V3x8d5c3b14gMXQWFupoJkT+DJ2UwPNYX19mNhkQesHLvFXLzGNsoiR52WD//DkcncZuvFhpmlIuusz8AMPQXybdO7aNpmn4YfjyemboOkIINpdbbJ5fY3/7iOHUJ8Xi0qU1+oMp/nhCd+ShFLi2RbVRZ3l1gduffIpl6PhRQsW1yWSKpuskqSQ7VSl80fqH5TgqaFQqBCOPi1evkE4i9naeMgkDnEKdheU2Cwt1qMD+9DmNeclSscpsPGK+uoY3nlB0TvCDT7ALJdKpoFxqkxo6SnfIdJsojjg4eoYMPGrlFrXGAqZtEkc+x50dTo73UXGITt5NtAslVtY28Gcx/UEfUw9pujpSTxif7GBXEzTDRmEQ+hJh2iRxRPd4nyicoZ2C0TKZU1ZFliGkZDyeEU0DplOP2TRkNguJ0wynVCULffzxmNevXOGjj++wtriCF0bE4Qw9UGSnBZxlGmSaQNfNPJBY03ANkyyO0JWEJEImEgNIMlCaIM0ylCZAF0CGrgRKKISmo2SWd9ycfDJk6Doy8FFCoGUKQ2gYCLRTcqGhICTPrCTNp30aAkSGUpIkVWSZROiC2LRxNJ1muQJaiVu7XUSm0IQiEwqRKoRlEmVg6ia6aZGgUEJDkwqCjEQFjI0MUwmcNO+cGQYYpGjKIcUkESamEERpgmnrXL98kQ+Oe8gwAFIwTDAVsYrQydCThFjqjBEYSifONKxIoBsWjuvilgvopoZjGFQLLo1Gg0q5hGPp+fTRNCmWi5ixIvMT9sddHnx4GymzHOITJlx67QZPO4d8+OyQ62+9xkff/yHy6RFv/vd/grdc4uCgh6En3FhepZzqrJ/d5LA34Khzwma1gjXxuHzhCv1ikU8+eYgrY0gijFBixBr+YILvDTFklL9H4eBXyySaR5xBr5oxCvYorZ7hG2/9jywuXkbIBFSI133A/gc/ZDo9QWIhdA0yhyRtEuET2haWU0R6Lh/vbNGc3yQ1XR6aAVtGActaoX/4kKC/w/VLFyiYJko3MAyDOI4wDHGKeT/1oL7ITRScNnMyhFCkWZJLs3khY82QaUAaBRTsCsNJlzv3b3Hx6gZkKUr0SNMZSeIR+CHlUhUhM8Kpx2j8HCkO6fVOqBQ3KFbmCSLJ3FyNJB3R64YYmsAbDfAmMzq9EzbPX2L/oEOWpfgy5le3PsQp2RiOw3QCemYT+CFxYtJoLbG9dcCXv/Qmf/vv38bzAtZWdUqFEhcvbAKS6aRPueIw36yTpTH1eglURBQOsUiJQ59f/egZ7aUN1FyTeNKj6xwi45jJ2Gd98QzD4og7Dx6ilKLRWkJEklZ7nkxmlMpNyucWuX7+Ak/f+xi1v8fXvvJ17t//lNWVZaaDIUEYUbNLLNQaHB0e8vZPf8bqxgqeHxCGMc1WncFgyObGK/QPhiwvzNE9nDCOJrQXHJqtNk+ePKdca/DNb7+JbWpMxzNcx+bb3/g9/vVf/BXPjw6YTFP0kyPe/OqXWF1q4Rom/aNdHj8/4uOTPYb9Gbu3n3N28wJylqLHKZPugNQxaa01CbWU0XiMqdtE/ojltRbTScCzp49x3SKWaTKNfFACpQuQWe7tPlUtcIoBECJDSkVyKkVVhkYYRwhDEYchWZqhGXnDyDIsTCeX3SkU/WGHgqvQdJf23AaDwYStZ8c0Ky7FaobpmpTKGtPxFDUHwjAIIokXJkSpR6okupmrD+R/xMb7H7uEklQrNsFU59q5BQzb5dnd26TygGK1zma7wmJ1HifLeNbbwS0oVueLjCPFhQubTKdTsmBGf/cTSvU5UBmF5nmE9tmtWkrJwd420+mM+XaT1kK+yY29Lp1Oj9HJPpE/A/UINAP38JDKwlm86QRvMsTSUhbnXBx5QjjKKDQ2X57Xw9GQVqvNbDYjGBww63fz++LnxnhCCAygP56SZBmBNyMIIlLfJ00l880aoTdlOplx+dplbn1wi/XVOUaTAKnA90OkzKXIWvaZuqHi2iilKDsmUSIJ4vQ3PH//MevFNK5g6gSnXfy/Kz/NlOLzc6TotMD6opWkaR51pQlcy+C1hTlu73q/8Thd04njBFA0KiX8MCI7JUZ/Xibq29Zp4aAQmvitm7T9TgoX4Ztn57mzOyRIfrvUFhR+EL0Ekb14F6ZpUrIdSkUHTBPL0FhaqLPoOpilNhvFjENZQOohlfocNW9IzzTpHp9w64MHL60zRT3gja98ma2dPd59eoja+AofvPNjZr1j/skff4dIOWw9vIswfc4un6falJy58hbHB9vs9Ye4yzaF0R6vbG7wxFzinQc7ZIYFpw17BMwGE8bd4a+9q0qzysFwgI7C0g0ee12c1iqvf+dfsLF6/iUAMTt5QuftP2Vy0nv5t5+XRqeaINUNQulyq7+Lu34DoWk8c5uMpz6OZeN7HXqdDhcuXCbLMnzfw7ELDEc9qpU6xj9SNp5lGUHgUSyWScMpe1tPuPrK6y9/N52OmU5HxF4fc/kcAP3uAanXYW+wT+yP0M0CpcUzyGiKXTvDxIvw4z2KbonxsIPXfUSvN2V9c5Pjgx0cUyOI4e4nT8A0qZSrDAYxzbKByCQZOrVGnYPnD7n++g1+8G9/jJQppi5oNUpsnF0nSDLG4xkVM6WxuohtRlQrLUy9ijc6QmZF4jjjl7+8y8ZSFWPtHOPjh7hHu8SbY6aTGe2VS5TdZzx5NEYlMSsrbWQUUW80MUyTxsIaC0tLvHLlFT746f/N9mGR62/cZG/rGYvrZ5lNRsRJhADm5ufpH27zzk9+xerGEu3GhFhlLLRqDLojFlfPctzxmVtZJzzZZRz5tNs1qvUKjx/uUl1Y4ivf/gZmNmbgaZQd+ObvfY3v/8VfM+oeMumP2e58yOtv3mRtpU22Ps9gMGLryQMOt7aIvS5PHz/hzOYZoigj8X32D/uU6w7N9jx+v8tRz2d+vU4U92g0ygyaC9y9/QjXedEsU3mM1On9p+DYJF76G9cmpcAPQtI0RWYZMz/AdRxmnk+anQKkRA4DrZTc3NKlFJ3OgMy0qDVMLszVGQymPHm8S7tdp5rmEMRKuUh/NCOWCYZlEEQx/dEUx7ZyJYSpo1kaYRRT+l0VjipVOJHN5sIaWRpQablsllbRU4mUVXb2j7GdIl48ImZGNDygmi6wOn+JTz65T7PaRk9igtmQNBkRByGGPCKzSgSZw9ADzTDYP3yMC0ReDz/sUCiWOD4+JElC0ihEaBlSpeg6hHHA9m6AP0sQmYljagyjiGoRjMzD848pVxpIivixhTBdfvrzn9FeqCBTP4czFB3UVOaZkGQEkymm0CloGsqPaBYqTLp9bAHjkx5p6OPPfHa3D0nClNCPCGMf09AwHZtgODwllNqsnTvHs71DHNdhfXOT7cdPcBxBuVzEj3O6UhrHJErkAb+ZIkqj3J+XSZTMSFTetVdSoRk6kOXyE8PMN2vkUhWpJFIIDE2haac5kVIQ+3EucRGn3BmV310ylU/+NKUwDEAmoNJcMmeYRFo+gXJVvuHKNA1JRhh6uEmYP6+mIZXCysBQOpbKMy9fRDzoClI0XGlQUgJSiWnqICUy8nCcArHhkLgmZhajsgzbLVCuVRC6TiFTlA2TWq1Gq16jWixgZxlp0UCYGnaq0MIYFafYtkMiFNsPHjIYTxBr81x/7Q3+/c/f49nDp8xVG3z1u18nuHUblcbUEoHpBcRZwvbRDgq42YmwjSL2q1fxjsYUHJub169zbqlGkQzt0gr9wQnl4yP+h298hUrsEz3b5iiVOEWbRQ26QhJpEkPpaEEGVoitTBKV5n41VcRPEoK1BmGlxHKyxMXLl1jeWKckymRpQhZPGX34Nge3foEvBIFpIIgRzKHpBqkhUYUamdbGFwvsZxrR4ivEjuTesyd8/Y++garB8VCj4Trcv3fID//2bW68/jpnzp7FLhRAWCipMMi9vQBK5pNHdToZV+RU3Pw7B7owTn3DEZ3DLUxT4i5K9g7u4wUDnj/eZXVlkYm3S6Z8kkiiiyK60tna38ItFhmHEcHMw1BlgmGC8rrobpEomlGuVamXS9y7+wkizYj8GD+JORmNuffwCUmSMNeuk2kOUoGWGESJYDrqs7t/wurmGYaTgFqzSZokFGyLs2fP0mq26Pcfcbi7x1ylwrHvsVivUSzojAYezx484Pq1S8yCKfX1JZ5t7+HGDlYlYrvzAE2TrM7P4xQLNN0GO4+fsbO1y3QW8OqN1xiPpvQ6He48ekSx6PLmH/0+rbVlZv0heqFEnCluPbhDuVLi1TduUC3Y/Kv//U/5X/7l/8zr1y4xHPV540s3aS/OM+z12Hv2lIXFRaZ6wv3nWxyfbHP1yhn+8NvfQmxLJhOTx59uU2+26XT6DE5izm4uILKEjz94Sq1xyNWLZ9k9GtE92uLG65cYHPVol8r85b/9a1r1MqsbZ7mytk6tNxxDPwAAIABJREFUUWXQGbN7dMi3vn6T93++jR+HLC4uU9MNaq0aS8cj7n50l+X1NsulAufPLhGFr/PjX76fB34LkyD2cwiYzPKGk8yp0rquo4l8+iizjCTJELpAt/RTv22axwZped/IshySJGNpaZFhv89wlBCEQ9xCiUqtwd27TymWTUoVB82qMDoekk1DZp4gihIOO0MKpRL9rkeUgNLzjaQ386k1izi6YJr9dtnif+oSQmC7VRYW8xu8YRWYX16i1JjDsB3GB0/oIlC6TtDdwYglM5ZYWCjx6PlDanMrZGGIbpRJvD4yCZFJQKY0wlQQhCnVWouT7YcA7M+GJF4fvbTI8fN7xKEHp5uLVCp0UvzpBN+7ix9E6IaJdFx2dk7QNY25+ZijkxGtsgChkcQZ3STgxz/4Ce2FFoEfop/6oIMwolR0CcIIlCKRGTKR+GlAybaYDicIIZicdBh7ETM/ZH93H8+P8CYecZKhqwy3YDMaTk4lmwbnzy6xtX2EXXC4dnaV50/20HRBu1XC80NcU2fs5d6+OM3R9V4QvrSJyBfAuiz7tSigOJW/9vPnl5QSyzIxdZ1ESuIvoKm+WKnM/fQvlqkLjN8id9Z1jSTJaYVJKomTJKfQJgkl14XT1xzFCZpIc/mmrhORYBoGjmURximubeaZycBisYplasTZaTQXUHMdqrZF5ri4QlJxLcrVMrW5BVwnJhE6ulMjCcdUo5iSl080F+bqTFXKrf3nPBhI0sIcl66d4+e/uM3je0+otut89w+/S/KrBy+PnWFoGLbG861DTJl7md2CTuvcCt3OkIpV4OrZM6w1a5T1GaKxTn14l8rRNv/TV89iGoLBwUPuBTOWHZNFN+FZmjcEXN0kmoVkwecIr7aJ7RZQClrteQ4a5ymkMa3Vy/ze+as4hVJ+jwpGjH76Zwy2tkjC3z4pVkJjWqgSV5bZSjTS+dfQshnPtzp87dvfoxFGbG9v4zoG4+Mdfv7Df8f1m29SLJYJgxyqFMXRf7BwTJPkNx4jpWT/6UckFGg022w/vUMy63Gye4ty+wL7O59i6wolCmhmAZlEbG3fx3LKRJMOKkvQDYtUKuJZD003kUmA7ZSo1Zo8ufcBWjZhPA5J4pjZdMrDB8+QEloL88jRlKJloFSCYwqO+zP29zusLM8TexMqc0sEcYrrOixunmdxZZVn9z7k6OCQer1CvxtSaS/RqAqOeyHBk6ecufQKQk5pVtY4ePYpiedSdHWOth+RxjGlShUhNNbW1nl47+dsbx3jD4dcvfklwukJvd6Qe3cfUqvVufrGN9g8d5Gj7gmWU8I2Pba3tqk35jl36XVsy+RP/4//jX/1v/5Lzl29yHTQ4+Ybr7C42OSwn7D78FPml1bRBn32nz9hf/eAq1cu8tV/8p9jGzGD4YhPH3doz88x6R7zyXGfSxeWKOoJdz98QrF6wOVrF9k76LLfm3L1Yp1RZ5dWs8bbf/k3tBpVFjZWubR+kYV2k1FvyOikw+Wvv8H7uzuMvJgLtoXKqrSXzzL2Ep7ce59Gs8XSynXOmg2k0Hn3Jz8jTWWeXPC5vNqZ/wXfWdTLhpl2yopIZd64egH5KhddkjSl2qgyG08ZTEOG04BapUilVefh4x1Mw6RULiKB7nCMY1tMvbxpN+r0aJUcjoezlzBMpXLKdbVcRJgmo8nvyOOYSXjyYJdiqcDSWpOt7edolmKuWadYNWiJMoPUYxIGiMmYFiXe3DjH8eyYufYI29IRSYkoGiJNDz/1UVGF4UDixTaxLBL4kiwJiE2NRPn4gwlZ38iDoIWGUAopUxQxBdPEMHIPnO1YyFgjVRAkGe1iBYVP5PfB94iyMgcHIScnM0a9YxpNHSVjQGHZJiLVEJmBZemEcYwuIJqNsXQLhMZ0FGCYGpmmI6SkaheYdvuUDJtwOgOREAZ54aMrcbp5EkzG45wCemphHE4mmCjeuHKFpztbzCYzVpdWMAoFjvf2cUyTUqWEP51BkpBlkhhIgMQPMNMYI0dQkAoN3bTyr5qu0Ml9RZaukcj8BhvpCnRBkp12Iw0NVIom8kw/7ZSGiRBoBQtTQMV1cGsunhfj2BaZUiRahpMlmLoATeFoCpHlMtxUgwxJjIaWQmoIAg3CLMZRJqJSIBN5dEYqJaGS6HGEmkUsFQr8129dxDMMVottRBojdEVmWozDiGQyJYsltbVl0kxy9533iLwZxbOrXL95k5/84qc8f7xFgOA7//RPKM8t85c7P6PmFjHHMZu1BcJijZnQmJwcc+7xLi3DJY0isijCiUNsXfKfvfYKGhrm4Q5vzNdyCUA6oaJcqlnG+NE+Ay2jWakTnowY7Oxx/OkzWqbD0quvsLC4hM+MJWOR2x/cxVY6NgINmdfp9QK4FSauRqJZqMYC9cUWzaVztOpzGASoJEDJMbP9j9n71c8Jp0MiFJPIo5C5JFaFmdAoBAk6OnZ1k6dRhb2ZTmOlzpevnGPS2+OMZTPdG1HBZeBNONp/StOtsb+zz87uAW9+9S1+7/e/m+vtpSSMEwwjz/YUWg5L0DQdIQwyJZCpyPXuKve3kE3xwx2qFXj6aI/pZMBcq0imbDz/KbNZSufkGVGQsrxwHscqc+eTD3CKkiw1adTrPO3quK7DOOyTjEMKxRb11hLVWoXDgz2Wl9bwhgF3tj5lkvhMw+esLC8znoyplMtcuXyFJ08fIjSNWrVGGMScu7TOp4+fM/ZPWJpbxdINhC649cnH1HZqnD13DtOyGU/HlCtlGs0m9WYR3x9i6haD8QjXLpDNJE5kcHHpDD959xc0WlWKVoFnD3dZntsgi1Nsy0Emkvm5Be7cuY+DgJLFuUubXH7jBvPtOsHWIUkUE/oBzXIVt1zk1ocfsLmxyDiTLM7P8fjJNtgW116/QblaYdDrU7QcuscnFAoFjrtDimWXa5ev8q2vXmfrwcdIWUCmIW++eQ3LKlGpHHHc7TK30qRabmC5y4zGfS5f3KBa7nFmboPhaIeT7oC7fsQkVHz5tW/SLDvcvXebIIq5+OpFZlsRB4MOWsFFOA6pkU/LJ+MJhaUm1iTh2adPMVTMqNvlK2++zu5Jl8loRHfYJ4x0ZJoSR5IsFUgp86m/5KXXGQTytAEmVC6/EUmKblukaYJpGkAOXznpHOdxs0oxGMQcBD0yTjAsnckMqtUiw8EBURxTKleIowjLMonjFKUyMpHilCyEZhBNQ8gEsZdQrthfGHz+n7qyTNLfuoNuOdSWLzDr7oEMScMZllvCdCvEMiGe9MhkStEyeOPCOvuzAXNmDyuRzFSRwA/QkhHxbEBpfpPdToRUGiKe0tvffvl8qT/iYGeCME/wJqPT8xgsUz+VJxq55DBLcW2dEJskybP+Gu0yhg7D3R2cxQap0jnsBgwOPmLQnTDXLgN5VINj22CDbWjorkMU54CFl7nLEsbdAF3TiOKETCkq5RLH+0dYlsVklucQJjJDECAzRZzk3faRF+UFYRRBHNMfTdA0jZuvnef2vWfMwoTVpRaObXHUGaCAhcU204mHdhoxFSaSKEmIT5/b0DVMXcPSNWa/hUYohGA8/YeTdeuWi6ub1CoViuW8iHbMz6S+QRjhOjbJqRfJsfNpgyYsJp6HY1kvQSuZUvhBnqFWLZeAPPtRyowo+azoLVom//ytq8RSUSkX0ISgVNAY+xHj0gKFaZfJLKTVaGKIhB99eJ9xGjK3tMT6hRv84INf0jnskqSS3/ujb1OtL/OTj97FNE2qDTh38+vo2j0yzeDoqE/34DnFaunle1KZpDjt8F9dX6dgCRrjbVbOtEBlDIYjlrIZi/U6T59+RFJymXMrzEYhJ9Muv9g7pFXV+dbyRa6cX8af+HypqfOeLshSuFCZQyffL9UXmgSzANu10Q2DWWORSmuJ82tfZr4197mTTBI+eofxo48YbT19CfJ5sSaGjj2cUii5HBXn2Mbh6GjAxplNbn75OxzsPCLSthke3CY12xi6xvHuNmbB4Xj7KcdbT7jy+pv84Z/8NyhApim+NyPLMpLks4ZTsVjGOk0KiOLw1wrHyXiI581wqosc3H+fUXeHYusMDa9L9/gYp9gknBwx9bpUll7DtizuffhDSrU2rimoFWtse1NII/wgJfIfoes6brlMYfUG484Tzl64Qr+zzdazXxIkOtHWczYuvkI82qNW1ag3b/L4/m2U7dKuaARRzNrqAjvbh0x6fRZXlrBNHaNg8/G779FuPWBtc50oFaSzHoah05hbodEoMBp+glss4g32saorpLMxMS6rayvcfu9X6K5LtVpkb7/L4tpmTi0vlAgjSWtxnk/v3UMIQaNicuHSJhde/SqtuQW6nSOScISfVClYPQpGygc/+xHNeoXMKLG2ssL+kwcULY2V116n3pxj2D3B0rt0Do5x3BKDbgfXtrh6/Txf+9Y3OHr+AalUzFKXm1+5SalUZffpY/r9E6qNJvV6i1BUmA4HrGxeolipU5tbZjLo0e/sEwW/IkpS1i9fpb2wyL0P3+PTDC5eu0b87BG7x2PQTQpFl1AWCb0RcTCjUcuVbp29LU5KNtNxl9euXeLw+WP6oynD3pDUsgjCCIX6wqbW55dpGpSLLnGcvvQrv7hWZFnGaDBBQxElOeW5MzyCnSMEgoJj51myE48sy3BsGz8IKbkOicxIk1wRVC65ZJnKVUAoojiheXr+jye/naz6Dyoc0yxDLxRwaiahkoiCQxRJlCowHHQpl+tMZiOG3RFnqnUKZoFRf0Jkj6i0RH7SmRPGoy61ikumawhHMFersn80pn80QaOESiSJlscyqCQm8EIm45ByuYzj5BKM3JsoMQ0TAdi2SW2hncMahM3QV3iTEY2Gg2ZbvP/Oxzy4e4zQDNbPrDHsdYnCgEzmAcVCwUSmWEI7zXPU0CwN2zKIfB+TBEs3SU8vHIkfgh+iGSaZoZMKiaHnXdmC0BB6HhMx7vXRZIYKFSd7exgqh7t0uj0m0wBdt4lSIBOkmUDpJnNrG2w9f04oPS5eu05/PGJvb496u4WVRsjpBKFpyEzRbLRAaOhCh1ThCoWKZyghcBJFloU5STWVJFk+CRCanvvUpMolHSojQWKZJkomrBkO56s1dsfHlJVEMwWaYSFNjUxkSAymloltWTiOg6sbCJnRKBssVGu4BRfTtinqNk2rgOmaFNDxhcbJeMSd2x/msRa2how8WpmktLjKX/w/PySIAy68dplvfvP3+Ys/+78YbO+T2ibfu3aFvf1Dfj4cYWk65vGA9VKd516IubhAQdPoHB7QcF3eunaJsm3jJCnlref8cbvFd7/5Flmq6HUG9LwQ6Qqy1OdMtcrj7cM8G1MKuv4Uo2ixML+Ici1UELOze4TjOghdsnNnm0wYCEPjrf/ie2RRSP3cKq3NBbon++zffYiUKYmmkVkavgwoza2xn4bElk5xvk6pvUJj7hythRWIQ0zZh8wk9EJ6H77NZOsTPEziPM+AzDIZaiZFO0ETE3xniYGc56jTx2/YbL5xhbWajRmFpHaT5YstPn34K378b/41jVITORkhU8jSlLUzG7x6/RqD7gntZot+v0+5XCZNs1yuIBOiyAcyFBZCs9FNB6kEmkjRtJTxqE/onbDYnmdjvc3jp/exXbB1HykPmMwihr0d2s01ep0tikUH1AHB1CMNDPrHDqbRYjINMIsaTs3Gn/YIg4zHT7aZm9vII1NsOB71ODo+5MZrr2LbBv50SsHMyZulQovjbgeVGiAyur0+i0vznHQ6XNgos3twwCwMUZrg+o0b1Bo1/vKvvo9r6dSrZWb+jK989UuECdh2gTufPMLMBI5tkpBh2AbLS22Oe1OOYo/XXrvEBx/eQY8EKhMoy2DYOWAUzLB0jTfOvs7q0gJFFB/+6EfMxj7t1hxXrr9Ct1uitdTm/NoKk2EP13AYD/rMLzR5tP2MKIuRTwKIUw52j6iVW8y8GLdo0z0+5svXryEiHRObVBkU3Cp37z3izOYZlKZ4/GQHLxjyve98i1ZFo3M042/f/n8pl+bZ3T3CdhNW1lfQNI0/uf4Wu9t3cIxlVs6sUC7VGA6OeeXqRebLBVqORSIktqEzngW0qgsIZXDr+V1WzqxgGw6Vapkf/fBtNtc36BeLCEOn3x8hU0mWCaQCmeU2AKXkKSArh3jFcYYtdLI4Q3MyTEMnTiNsyyRNc3q0QGM6nSFlhqZZJKkiSTTcUgFDl5TLJrqQ6IakWHQwTEUUZURhxiiLsCyDWq3OcOLl9yh0hJYRxxKpflMe9LtaUZxP5k3DQmgaSeSj6TqZTPCHHZxyg/2dQwYTODNXx9Q0gtGQwLTQdIM48KhWi0SdB6eeYhNN01mZL7K712U8CykXHWZ+hGMZLxs+0XTMYOLTqhXzaQxQsI18GveCUO5UWWlWGQwmoJWZpTqToyHFooNp2/zy53d48OlzVJaxvrFM7/iINAgIY/kSdDYLkpdYeMcyiZIEx7Zfks8NQyeKE3RdYzrzSNI09zECcZygncYfFBwH28rv3d1OHxBkacb+fhdBTt8+OB7ieSG6rufgnbJFnGZYpsGFc8vc/3SLyA85d/UyJ8fHdI57VCslTNNgOvHyIlUI6tUyjqGRnQK7cilfiiYEs1NyYW7b/Gx6mS91mtX42c+TOCTKBOtFh/O1Ig+Pw5fUaUs3MEwDqRRuMc9gM02dkmViWBZJljFftKnPt7Bci0LBplay2IwibMsmOwXr3YsVv3r/3svmhlQpgTHBnjvDn/+794jimCvXrnDla9/i+3/2p0z7Q6SCf/bf/XO297a5vTtC0w06kxOWL9p0+2OK5Rx0M+j2mWvN85VXz2M5FhkgJk/5g3MNvjd/jSjO+GjiocURhpYXQq9UFrg13AbAS6C3tYdC41ypQd0pEeka7zy7z6pTw/BT/u2jTyloihIF/tmla9iWxurGMrPSPF7ap/vwLlk0Oz2ioCydxdUFvOEUUOjlIo12m2DuSzTXziMs9/TwK9L9O5y89zZ+54A0/u1goYmu06mcRTdsnh52KJUt3vjSWzQbLYSKKVeqvPral7n3yS/5mz//P2m26niDPirLmMWS8xev8MbX/4h+r0N7bpHRdHSap5dSqzWZeRNkmpKkSe7HBBrNNpnMSe+apjEenjAb7FKbP8/yyjKPb79Ha2GOSsUlGh9yvCOZHT+l2FoiGO2gW0VsERB27jKO5pgkESk2/ZlNu2KTxR7j8Qy30mBw+ADTbWBZNo7bYDr1OTgac+X11zHlmMNJQpQlGEaPsmtz0juhIMrINKXXn1BrVJmOJlSqBY6OOvheiOnYnL3+OvOtKn/9b/6GgqFTbrcIw1vMfee7+FGCcCo8vvuMUrGDbhkkEoqWRmt1jePdPU6CkLOXL/PR+5+QJAkSjWK5wsnuc4b9CY5tcv3qKywvtbCsKZ+8+zaJFLRrJlde/Q69AyiX27QXN4n8Abpr4g12aM81efzkGSthwPPHD5FRwNFxn3qtgj8dYRcK7B/3OH/tGl7iEGVF4qDLQqXIswd3WVlZQNMUTx9sMRgFfOc7X6Feq9Mfevz07R9Qbc/x5MEjKrbO+uYSmu7yvas32X10F1tP2NhYpNJYYNjd5+qrNyiUqtRrFUTYIbPL+NMTavUmGFV2dx5SW7kAWYBuGPzshz9hY32ecq2EpmsMnuzxRQTq37biU/WCpmmYpoGQkiTJr8FCCCYzL4cOfi4azTIMhKblMlYtV+FUyyV0Lc/rHs98UpnhODbVepXJeJaDtCwT4pw+PZ75BF8AE4N/6MRRU+x5h1itOboHXQKfPFx595il5RayN8VqWKytNuhvHbAyv8zW0Qme41Gea6N0jX6/y5m1NsPhFD0roOKExlwBL/Dpdsdo0iLKQBcaUknSWBIEGVGkkSZDLCei4JYo2AV0TYcQNGIylcAkOfVj6XROpohEoLIIV8ZU6m0WVjUOdo8plkpYBUWcuARahGFmeZGqSZJMoVmnIBDNwE8jDFtHZpBpYBQKyFRi6QopFY6d00I1TSdNYkQmEWZOIs2kJBgOMQtFUj8EHeqWBehMj7sUBBiaTjSdEIQBhp4RhgGdziGTYIZINY6PT0ilRCYSYQvKpQrd0QCFQGY6c8sr7HcOmVtaxrIsnt75hEvnNwjCgP5Jn/ONNbIwJgxChK4Tpzn7Oz7VT5Ok6EmIYeqMxkM0p4WMAsq1AnPmEquijF08h2tY1EouJdMCJIbIKKo8XN6ulRnXDKLdE2ZByML1i/hhzO133ideXmbt1S/xg7/5AUfbHf7LP/5j5J1byDRGz1J0TVBZPMN9CbuJwnZLfNzpsjD02A0krfObWJrAO+hRCSVff/1VCkUTN0gpP9niX1y8SkFXmGREQYA83KGepfjTiDQKObzVI4oDJtMhYSoY+TGZFGTCQsY+ulGgbAiKFRd7oQmNi2gplDKD4UmX/4+29/ixLbvv/T47p5Nz5Vv3Vt3UudkUSelJepIo6gXZzxIEC4btgTzxv2B4YNCwPbENjx8MDwz4zQwDz7IsPMoMItnsJjvevjlWPDmffXaOHpxiU8HSE2F7AzWqg6qT1tprrd/v+/moikTnxgFpLhJFAQflBs1SlYlrs3fnEKSYzHW5f+99Zss5Jc0klUGQZAIyZoRIAljX7yJJIaerLt/62nXqRpMsjhCLJtHUZfzkHt37H0LQRRQ0siQATWaCgawUUK/obl5eZNBPWSYhhVvHbB9fR/MjMs8jyXP6vYBMl7jTsFjd6ODFGrkmY3s+llTktdfvcHHykjt3X6f78hWirjKfTWm2WqzmS+LIZTTuYhgyOzuHWNUWkR8jyjK5kJLjkoQh/tpgJUd8+tmPaHZkdF1FE8q4nsvD7uccXTtGV3Lmdp9yuULRkhjOAqq1Ov7MJ7HnlCyDakHGXtnUSxUyMixdYzS6pNf7DFEpcnT7kFanwXg04uH9hyAo2Ks1URgzndrEpCiiTq/X47U37/L4yUvI4eWLlzi+sxF3izLdi0vWqxUK8OatY1q1KpKqMRtM8ZYhZSVCzn12WjV2W00sS+W0f8rQselsy/iOQLBa86vf+Ef8y3/5P/PWW28z7vZo7Lb41bu/xeMXzykYBnka4w4nTAZDilttBuMhi/dnlEpFfvijH7B3bYd2vUG5ViaPMq7v7TNcL+iNRmxVa1xcnrNYrDHLFc7OLym1DPSiyZ//4Ed89OQBza0idjcgjRIUTcEPZhRLBaZjn9s3b7IcrZHFhLffvsnTRypnZ6cU9ARRA91MONxrUipCq9gBWeX0ImC47nPY2uH9H77Pe+/cwVQMpDTCn7nYXoLZsnhw9oTmdoOipPDg0RNUFZrNNsPJhLPzc2I2+ekUEUEUSNJN3kuUBLI8ISdHkoSrA7VN1lGRREgzkiRF0xRKxRLzhU2WSoR+uHFbZSlJmhMnObIukWQhtWqVoxsd7PWC4dCmUi8iyjndnoss5iRxugGLSQlpHqAXDTw3YXevgG6KmJbIuP//HsLy/3wJrHyBYtNi2XvBeGwjSQKpuKbTsHAmlxQVnfpeCXfWx9i9yRe9pxvqnW6SCibReopRaeLMJ4S5RuguKdTaVMsGjr0gThS8IMLUFeIkIwjjK6BBxmCw2YRVa0VMXSVOMixDwfEi1NxjPhfI/BWoFpOljy7ErL2QQCpTqxTZ3W3TuxxSLegYlg5xEcOP8cN4U8W7qqoo8iaSoF9VXLIs20QTRPHLjaJ2dbouXcF3VFUhDKPNvfHq8WEUEXsJBcskznLccONb01SV4XCGdvX3kzhlNtpk2NIsY9Ab4zgeWQazyZg0CkmzDEWRKRd0ZrMliqKQpgn7B9sMemP29newNIkvHr7i5vUtViEsL7scXtshiyLiq2pllGQokkgYp3jBLzKWgiDixjFpriGT09lqYOsaB5rC9vFtDNHn0NCRAKNoMFNVdMGlnMbUig2mpon//BInzWi88Sa+5/PZ+z/A2e5w6/Wv8t3vfI/xcMa3/t0/QBIefPl/8zxHbB0xSiqMnYCSIfPZi3P23wmIPJ/WVpM0y1gtB1hyyK+8dwdNk6mqGoX1C/7jb76JL/+i4ipMn7AvZPjxhvI4enGPx3ZKEKbMfJnE8wnj5EsCa0FW2TEqpHmGZuqY5QKxYKDkHnEQ09Q0FGubulZgHrr83pu30PwMX1fZ3W5hGSrObMX58y+4GPRo6EVkTSMJA8ihv5xh6Tqd6ztMwpjP1zHfuvN7HFT3fvEeOGPs5/dYf/EDnIX910bcSpYophlinhMLAo4kMbE9UiLaW3vcufsGjmNvFBt5ThxHBKGPVSxz5/Y1nDBHEEWSOEYVVK7dukP/9HO29494+ugzrEKZ8XhIo9FkZa/QhJjlfIKgGGxvdag2DxgNe5TLVdIsJQwCgvWYJLRJI59HP/0u5YKIkEUoqkoWeSwvHlBsb7LJsTenlrv4ssRk7aBZJfzVlEVapV4vo8oJUQztnW2CVEHPPZbjcx5/9gn1eonbd27R3k3onp3yvN8jVzUcU8f3Q9aLFZGgYsoCp2c9vvrebT7/4iUS8OTJGWGUYCgiSRTTv7ggWOrESc4bbx5T7exi6RLDy3Ncx6NWNpFFgUZZoLO3hWY1mF8+ptcf024UiAUJZ7Xkja/+Ov/rv/pXvPfe24wGXRq1Iu/9xj+mf/YSvVBhHUDiBkzHQzrbO7w4nzIY/29UKg1ePv4R+9e2sBr7NC0QhIzO4S3syQWL8YRGvcjFdM5qbmMYBmevulSLBmVL4+P3P+Dlo4fU6mWWTozorxEUlTBKKFVaLNyA15sW7nIIaoO33zjiuZxwdvKKiqmgKAqyKLK1s8W+FXL8tduM0emO14yGfdpb2/z4ez/k9a/8CtVaDT9eEa7XOI6Pahk8+uRTOrstypbIybMLEtmk3Gozn415+aJHnGV/rVX1H3Ll+aYyKZChqyqFksV8tiLNMlwv2BzE/VVoGZsH2OGWAAAgAElEQVS1/Xajwo3DDo7t0B8vKZUKiGnCeB4hCuIVQXoD6QmjCNMwCKOI3a0mqrzRi/UGs7+z4ih9+9vf/ge/iP/uf/ivvr17J6dSUvGcgMBLIJOJEghCCNOIXHbIWVEuypTbRUy1gJ+5ZLpNsVBgOpxSrRu4rk0WJRBnKEpOJqXMlgEZOnGYEkc+USrgexH+OkVEpWAIHG43MFQBJ1gTRgFZHFKvlKlWDaLYxbZ9Ai+l1+sjZBLD7gxyk8FgRau1xWwyY39nB1ncSBk3eY0NnSjPUxA3WOJcFEhFmTjPEGWZDFA0lUwSNkj5LCPOko3MWpOIiDYQmysHYZYlJFmGKElIgoCiiORJgJCECElMGAUIQrLJ+gUBSeyhiRlymuHbS7Q0R05SUt8njn1kQSDOI2Ix5vr2FojgBCGSbjBbrlFFlXDtMh8NONjZIU9yJqMph+++RaarjFYrrr1+B6NZZxUGHB4doVkmaZ5SNHWEOKSp6+yXixRNnY5usbW/h6xoOGnG3tE+YkHmww8+Qd3u8Oa3fps/+9nP+POPP6V5fIvGa3f5n/6PP+Pliy533v0aF4s1P/7sAUGmcOPOa3zw+adMXZc8yTGjDGu15ma1REHKiQSRFTlHjSbvXNvmVq3A9trn6/UGb1VNdjWF6nyFtbQx3TXmfImwXrNaTlksBkxXExzfZTyZoCYpvm0ThRFSFiEKKYZhUlaLVAolUrNIpgqYecRxo4oqKmSdGvpunXqxiOr5NAwT8owgCdAUCRyXNI+xOiX0skAYzVksJvjLOePBgPGsR5DaiEmIO1uzjDP8yKfRqSG3y5SPjvC0Irmm8uZr79Asb5PnMuQp7ovPOPvh/87o8oKAjEyIiKQcRxCIcwkt19HUErnY4MVM5TSsEJXL3H33kEazjCCAmCXkOTwaDzAUlXa4pN1/wG1JZOz6DGwHwyxQrtfQFI0gTRgPuyRugCDLjBdjDna3GI265GnCzz7+CFHIOT89Y2+3g6hqSIKEKiVIQsjaHpKmK4Rc4f6nJ2iKgVUwMAswmYxRxAKeIyHmMq5jEycZzhoMpYCQerRaFkkSMRqvsJ2c+SjBUNusFhGVcoP+YEqtvkOnfYihF5kv55xenpEjIEsyl90Bi6VDEEZIooogSJxdXLK4Cnm3GjVcd429dml32hQKFv1ej+l4iqrqHB40IYt4+eqSJ09OGI2mNJsFGjUdhJBmo8jjx1+wWC4ZTVb0BjZRKHL+qsuzpy+YDIcMRxMyWcLUVGbzJbvbO+zf2Kfd6ZApIjfffI0nj55zfPMOq+kE37O5c/sWznrJ06cnuCuXSXdK76JPfzJClCTKpoXnuUR5znS5ZHd3h3DtcPPwOoaikSUZe9sdDnZ36PYGtFsVTi67lCyLN9+8w3w55eVpn+5wzM61Q1b2muObFd68U6FZK7OaOjjLNe464+NPH+G7CaZSQNM0bt2+w0mvS5TlfHH/KfP5kifPzvHjiOl0SrlZwfcijveuMV7ONz5QFKxSmecvX2G7Doaqbxba+ZUDVOQqH7tROW0ys1c5a2Gz+VBVhZ9bYKIoxnUjyFWudLvEaUqSAoJAsWQQR/GVhimnezlGFg1K5QKzxYQ0ychzkShO8b2Yaq1Ca6vKylmjaFCpKuhmjmJGTLop//l/9l/8l7/UXfwfcP33/+1//e0buyVMFYZjD13J0RSBJM0Rs/DKQ5sT+2sEQcQq1ugIMsvQJUtirEqNbndJo90g8ZbIQkQWeYiygq4rhK5NJmqAgOMnBGGEH8REV85a0zTY2t1BliTWnk8QxgRxQrnRZqep4a3X2G5IliScvTjBT2DWHyGqJvNel8b2LqPhmL2dBgnihmwY+FeGJ+FLGm2a/ryKLBIEIYosXamorvIyWUYQRkRRjCxLSJL0ZcXx5wqOOE42gDtVQRI3nkMQCIKAKIo35MB8kwlcO+5VRnNzKOu5m9ZXQRSIoxjPDTbArzgiSTJu39oji2OcIKJg6ozGM1RNxfMDBqMZ7a0mcZKyttfcunuMKsuM50tee+cdqq0W/mLG3uEe5aJJFqdUigZRklEtynSqKvtWjd2KydHBDqEcsooEtg6uUzBlfvzTB6RWhfe++S/4yfsf890PHtHa36dz4w3+l3/9HZ5fjrl2602mC4/PPn6AFwkc3HyNe5/cw17ZSDLEaY4UB7y31yQHPHfOKoT2Xos7Nzu8vVfjdurweqPIOzsNrtd1HO+SguxRNhLGY4f10iaPl7w8mzEYTrEkh4vzGaYSMo9d/NQhzFwUWUCSwNIFWlWJQkHFDkTkFN7dbgECmqzSsCrU9CJFQaFpaDS1AnEikAoyHTTyKMXIJaQ0x/UDgihmOV0xHS2wVw6ZHzELHPrhmrkHQawg6RlFS2P/8Jjn6hZZHnHn63+I0dhsqrIowP/iz+n/4E+xn98j9P72Qla8+gkQeawYnEYWKTK3bt3l2rXr5HlO4HvEUcSTJw82XukoYL97nxtKytQPWSxWmKZKqdogTjOCKGIx7hEEHrpuMFuu2N07pHd5jigKfPL+j4nigPOTV1w7ukMQ+Oi6QZIkhGFAEnkk3owgEXny+BmiYmCZOnmW4Ls2sqrhhgKqqjAdTSANWHgZpVp9kxk3CrhrD89xcJyA+cJBK+2wGJ1vIh62S6W1T2P7AEWMGS8DLs9OEGQZSVXpXY5YrRxcP0K3LARJ4uWrc6ZTm4Klb9r8lw5rx2f/oIOuqwwHY+aLJaYksLfXQpcznj0/5fTpE/rjFZVyYQPVUkWMyi4Pf/pj4mBNd+jTHSwgibnsjjl98ZzZZMrw8oI8CimVLFx7TmenTWPrkN29AwyzzO7BdU4ff8bezbdY2i6xM+X2G2+xWrmcn1+yXK2ZD3oML7pMJ3NUSUKrtInCgCzPGS8c9q9t47g+h7duQZ4QxBl7h9fY267QHyyp1UtcnA8ximXefmOf6cLl/GWXwWDAwdExsTvjeLfBV2/uIdf3mUxGeI7N2Pb4yb2X+GFEQc+RtQJ33nyPs9MXBFHMy6eP6PdnnLx4RRpFdHtdGls7+MsFuzfuMh72UKUUshhRb3Dy6oTA9ShbBt7fU8n7m5eAgKapX9JTPTdg7XqoikwYJ1+qPH5+WYZOnCSoskwYRZz1Z8iyTKVWpjeYIomboliWZQRhSLFosbXdYjJdfKnpUK9sCbVmlYvedPDtb3/7f/ybz+uXqjhKkoRh6sTxxoOlKxJFrc6jkwX72wVEdfOiFEMjzgrY6znVUhnJF5DTOmKsUC5JuN6cIHEoFptUi0U8b87CC1mtM0JfZqdisr29zdNuwHy+QklzdCPm1s0idTml0myypsmz80sKiokaJQR2Svd8QrO9i5uu+J1/8nUeP77g+emU8/EJCRkvT0YYio6ulonjEFVRaLaLBL5N5K5JDYsshzBKiJME1w+RVIlMlEDKN1m+PCMnJ5U39otEhVDONhARISVNAmJhQ2zLkckyQJI2IBpZQTVU4jgjl0TENEXKQK6X2Ovo3Dho8PjpgMten3K5SZqKaKrJ88EJX3ntkK/9zjGz8YpCIrP2dvB+cp9gMaegyKTeGlHaLMTWrsd6tUYWJOYXU7wwQJF0Ij9mtVyQ+xEFzcJd+8ilIpWCxvzFmiTN8IOQNIpZ+w7619/lL/7ND3nYG/InX/sK3eWUoSTAyQl3+m9wMZyRlsr84C8/5I+qO5TMKppc5uTFKa1ajd94+x3MBNTnF/ze8W2SGynpaM50PSWT8w3tNY6xz07QkxwzATtwCWRwcwUvyRF1DUmIEaKUkl5ATBJUVaVsqESRR6FWxZcFYllBK1u0DYvFck2iKMgiuJ6DrAmgiEhpTL1awe+7mGYF15ApKxqZsAEjzRc2i8kS3z0niVOiMMLSVOQkI85TGEhUGwVm9opEtDj1FTJTobNfB3WKWWiy91tvc1vrUC7rGNLmwEBRdRqVHSRZIlwtUUQJ357y6vvfwR48IStKrAUBAwVE8FCQBAs5lVD0MqPI4CzWmZkFmjfvUGu1yOQYNYoxwphVINDPI0qmzN7sFYXZgGIs4RLxB0cFnm8XeTJwKCkp5+MeyzxBzmWqWgnRC3HTNT/59ANEJwZBwyp3SFKd88tznp2fsn8ENalInmSsVl2C4Iwkc3CCFQfHTSaTCbkuUcxyevM5rdIulq4SeDHVcoflekrKBt+eRwHLlYuplqiXTAqlKifrLpf9lxSLEsPRilarzHo1J5Vlskxj0h+ynLhYpRq6qRMnGbdu3mE4nJDlOc9fnWCYRSRJJ0lyVM2gUpMQVY3xdIbjeGxv79C97HF9q855b8ZkNMELAo5u3iBNM15cXpJHMaoq4SQWq1DjYH+P808esr+7x2V/wd7hPgW1yMV5l0q5AqLMYDQGUWH37jWa9SbBbMGrxy/x4gQxynj6xSM+/OxnvH7nJt3+iFJZpVQrczLq8/mzx3iez5vvvMVeZ4fJoIsiK8RpyG/+zq9TMAs8+uw+9x88ZGtnG8s02Gls8+TlC/7DP/ljnt7/lMZOGz0vEEQxrVqbtbAkF0LiMEQyFX70/j22qwVsN6DU7mCWCshZzuv7R9x/3uOVseaf/MHv8/zxJ7xzc5+VG+I16pQLVeqNXWbLCd3uGeVmE1FQ+On9hwyHAzrtNh9+8hlhAr/1O9/kw48+ZDVboKibG5Yk5uiaShiFCKJAFGYbVcEV+RFJQFAkkDYnpYqskOcSzUYLe7Ukz1JkWUBBJc03bYX7+we8fPES1/W5uIxIk5w09YlGAVEckSMiySpxFGMYJvOZSyxEHF7voGkJs/ECWSqRJTZ59v9PxlGWN+M98l0aJRBlHVFWuP94za1rNQqii+NnmEqGapaw5wPy1gFSYKNZZfRChXZ1gD04AUAr1Si2DsjThGn3FaMVRJnDdqtCsd5kOJwSTGdkyaadaWdvh7ruU6juIIoZ956OKGo5JA6jYcZ5f0F7d5d4OeS3f/cbvDyd8XAwYf7gIYHr4r3qoxdM5HILGZCCEHlXR3McnPX6S0BMlsS4bkB6pYgAkP8KpjSKk40z+Aqs8/NWqDzPsa9aWDeHtTlhJFCyTOSrr0e1aJHkm3bVNN2A4ErlIjd2a+zv1Xn4YsT5+YhapYAqimiKyNOzBa+9doN//OtvMBov0TWFRr1E9PkLnMWSgmkQBSEym41qFAREq83rWQ6HrLwQMogCn/ViRpRklBst8smEUsGjWCniXYyQr9q9poHDMHKo3/kGn358xmX3krtvfZ3ZuI8jiJx2h9yZTDk5GyOJKv/6u5/zx527GKZFbqRM+ifcVBLMt4/RZYG2O+Gb79wkKBisBye4wYwUiUXk0dKLmFnGsvs5laJIGsAK+GgBl6MYSdNJwpBaSaRobj6E3b+iI9zbEQEVWbfY3055p9ThzJ0z8n9eucuxNNgMzBTqu5QW5+xvbarLoiDgZSJjQUQRRdzZkFcve+wYZfq+zZZRYqqaDPwVAdCob9N31gSZSUWQGGQFrl3fQk6XbO90aDeO+VrrEFEx2ZE8TFVhYe3ybr2JJIrY7oZWm/SfMPz4Rziv7v+9Yy4xKgyzgEeRihtq3Lx1h63ONppubDRxwkZ9sVwuqNdrGOGK+vkjqkqGJwr84VaR82aBT+YJbcHjyTRgHgbohSKFcoWle0KehHzw/vfR5JzlNEetNMnVEov+E06ffkK5uUcQ+GiaiiBF2KsLQmeGnMZs7+0xG4+x9AW6KtPrTTk43KdaKuI4PvVWg/lsilksMR+P0cSILPbQtCaZpNFslDk9Tzl/9YSK6mOvRJqNGuPxAE0KSbUthudfMJ8sqFULFMsFemnKzaMdxtM1YRjw+OEllXIJTZVJspxiuYgg63jumrOLMYHnc3DziN7FJfWtbabTNQ8fvMIPQ67f2KMYC5yd9HiVZhimznEg42YaVrGKHZ9x+7UbnJ0NONxvolhFLi97NOtlAgQuB3MMVaZzeJdqo4Nn93l2/yFLNyGKZOLnz/jopz/l1s0D+oNNjK1VtuiPR9x7dMpq5fD2m8d0rt3gsj9ETFPclc3v/7PfJQEef/GY+598zvZ2k7Klca1j8OBJjz/+T/6Ex/c+otZuYZbb5MGScnsfQegiS5sYQZyq/F8//pxWo4Tt+DRaHZqtMr7rcPf2Hp998ZLTC4Nv/fN/yv2Pvs+du8e4foaauahWEX97i9jzePXqFZ2tAKug8fhn3+eyN2N/v81Pf/aQJMv55rd+g09/8hHzlfPLdKqiqjLqX8nOCgJ0drYIHAddU8jyDEPTCKMIURS5cX2bB49OmdkOK9cHYO36xN3Rxtd+5XMM45iSqePaDqoic+d4H02RGA9nyLUKUhwh/j3V0V9q4yhkOa1GnXDhkKOhqCZpILLValEtWyi1kOXEoWC2ePjhOW9cL5IaMmIuUlZ1VEki9VPWUUSrXcW2XSZTieODa+jxEtHK6F4u2WtJlJojaqlKf7okjzWSKMfzfGLXZelGqNU6sVBiNs24fHTGrTfe4MXzFWlQIZNC3v/JR5ycTVjaIkmaIUsJMgKWbtKolihaBXIBIhISUibzKUmaYVgF0nyTw1itlji+x3w2I3JchCgh9VxAQlBECgakWUCUZyAJ5GgkV148kZxcSECMKdQsTNNivfbJo4wk8EgjFykX2W7s8KvfeItnk3v0wh5v/kaTI79KXa2ymgTE64Rb17+CqUecPn/OfBiwX2vxyb2HeDOPJANRM0nzgDhNKQkSs/MesihRlTWi8RxREtCEjPVgiEyOGifYwzGJH5BELoIioKciCiKGrKFnIpIsEa8j1sMpW0aF2UWfgiTyjcMbJGlE3u3z73z1KyQiiLM1wuicf+/WHqLtkCwukadn7EQ+sh8yvfgCUVJYpDBfuIiaRCr8XOUhIooKaR6RygqFWhtBiJDznK1iibVto0s6S3uJWVQ2wmR9U6EWo5zQ9hDrJkZFIjZjxrMZqBJaQUcTRKr1NmkUkWc5Sa6SNjanKqv+DF8tUdREvPmEJIuZztcESYpeLCGYBoVKEbNaotSso5QKpHJCwVR4t1SjrpdRNItAN1ksBkRul3qzSad9jBip5LFDGkeQZORxyvriOYEfsnbnlJSQ4b1PWaUekaJgLCPqpoQjBaSyiZmoJJIEVovngcxlLmA0i7xxdIBqFUETiTKFeZYyHY2RFJ2KmFKcnNFKFqzGpywlFVk3CUOf10SJ64cWZqbQFaHriXz3Zx9TKDfwdYN5HOPVW/hhTpr5xElCkEKp2MYdjCiUJPI8oTs+IRCWpKLNehVQr21TLin0uktCX0V1DA62j8icjH5vjqEbXF5csLVVIUlCUlGm0jhk2O1jRx71Wpvnz7tUq1UUOcI0chRVpGQViT2Hp88fsXZjnj4b0Nw6xE9iplOHRrPNeLWgOx1hqhoIOcc3b3J2dkaxUCbLMuy1DblIrVKjaJbRZA1ZVLi46LO9WyMRoNFqIqsq4+GQaq1ASS/QajV5/uoFmijx6MUFpUqHXm9CEGcYhsmD+4+QDJ2IzTgu1C2atRa3G9skkwXx2qZR0Tjp9TmfTvCclLu3blCwTCSpRL1RQJFF6tUaB3uH/MV3vs/nn3xGt3lBo1IizcIv54/lbMJrd24TRi6laoXA9/nu936EYRokJNQPtnF7cybzCScXQ4gjrt26jr2MeP8vf8K7X3+DX3ntJtPFinqzirO26Z/MibOUG7dvodbnvHfriPmnnzNfLFhFERgW5XqdxXLO0bV9gnzJ7MmCIAzo7O7wvR99Sq1k8eFHH5MisL27z3Ix4503XicKI/7yxx9AnqPrMkm8kZBnV4RlEXFDhhNAEIUNYTWJKZo65AJCLlKvVJCEGN/ZnMrmAkRxjCBIqJKCJqt4UUIYbA7wZFVgZYdohkS5bGIYJrPZisDzybMUrx9weKtKnnkYioY9dcil5Je6ef8yV57nVAobyWyage8nrFOTdruBrBsU63WS/jl6fY8H915xsFOgumcgqwaCKCFr5pXAV6DQ3MObD3DGF7x+dAdDvgnmCns6oF3OKNcUosBgdOEhSNKGvufbXCw8an6MWdvGVCWWyxUn50PeevsuvctHqNKGN/DZh5/TG85ZrjyCMESSNgojVdOptrY2XldB3Gh48oxg3gdJQVCLkKcEQUwa+yynY+ajKU6QQJ4TBAGqppBnOSXF/PK9zrNNhVBTFTT1ajGUb0ik9bKFoKnYS4c4SRHYgGOyPOfGXpN3vnKH3lmf8XjFWzdK3D7epVyy6PWmSKJA+/CQkrDgyeMT7NmK5laLp0/PcdxNC6soCHhX1SrL0BkMFyiSiKlrDKf2xlcrCky7l0hsFBGTQZe17bJe++imjqYp6KpMTk6cbVylxWDNYjahYSiMTr+gZCncOt4jShPyl5/wzW8ckwg5YQz25BV//NVjns/O0aMLggSCKCGM4f69D1m4OZ4kMhzNyTOBoiEQZr9oMb1SYH55SaLAbx51OHVm/NuWcoIkoxUqxL7DB4M+qiBwo9oABCqq8eXjLt0FC9nn9btbTHsLzitziorOqTsDF9aeiCSBaNRZN3ZoaDJYbZJKh5u1Bmmakokyx+UaO509yqrEOpMZTscIsxdc29pDat5Av/Ij5kCWpIj2AveLP0NMA+IgYB6k2GfPCf4esmMuyQjtKs/cjIFrUqp1uL17HYQNyVkSJVIhYW0vieMIQ4yxuo9oKTHPZ+eY1V8Ad44sjb16DZOIO3bIZWbxnU9eICQegiBh2x6l1hZRvAIEoiAh0RSKzS36/T7FYhl79gx32iVJIxJEnPEZ5e0jKorPMPJwQhNBtbh+fJ21l9J7NaBWsbjsz9hqWMymKwTZRCk1mc9XZEFGoWrx5NWYTquJnCyxCg3Sq/FUKpk8enzC2nvGy+enHF6/RuI5jHpjavUKi/mai4s+FctAVVVuvn6H5w8eUSoY+EHEarlGFDLK1RJm0SRLY+I4ZtAbsr3TJE4yiuVNlnI96dFq1lB0jVarzMunF+gFk/OTPtVKgZPT/uYQqWDy8WfPkEQROUtIkwzVLFJqbtFotvBdj9Ce0m7qLGaXjHtTPD/g+HifamVzbyyXLQQB9g632b12nT//0/+TL+6/YHA5pN6qESU5cS4QxBGht+Ldt66RxS6FepPQWfKXP/gczbKI4pidw9sMzx6xGp9zejpC1DS2Ok3WK5/v/5vvcffd9/i1X3uL7kWfYmub9XLJycsLvDDi1uuv0WjWuHP3iO7JC9zVFDccI5JTLan4qzkH1w8YjRIWM5uVk9A+rPLRh/coVkr8+IP75GnGtYNdHD/m1rvvEccJP/vxT1jaNoam/Vt1Q3GcEMXxl5tHSZKolgt4Wcw0itA0jSAMAQFFllE1jWJhA+1K0vQKlKbgeD6KLFM0DaqWxnS1mWf9MCYaL9jeaZP4PqauYC9skjSjXLb+7vnkl4EENBtq/o/+WZmKYdDvLikqNeJxhpvD9dsGsTbn+naDUID+yYo7ex3WiY+qSPiui6zJOOtNW0urU0HWLfwgQ0oNUgn8LOPs1YC7hzdYxja9lcbJqxF6VkZE4fp1HUvIN1WBNKa7Chif23jrhHprl5cnXRzbQZQiosglT1QkVPLQw5AyDEXHUDVKhSKWaVIoWAiyjGYaSJpOq9NBkGUM3SIMI0RZRdQUvCQiyTPCMCSIA9zAx/NdZsNzQtcmSjYLmSSGKA7JkhAhyjEUjb29EgeHJZLMJ0oUut01l6cTdGJyL6csWvyjNzrUbjeJCgmKGJNICpKg8Bff+Zx2yeTO9S1miynmbon5xKNR3uWj95+xGrhkuYioyuRJgqLIJFFCliYI+QYYJKCQiwKSquD7G1y+amjkmUiCgKhmSHGImcAtXefXt9vsGQq+mDFpdUhjEVAYOX2U1EBMEhaRQ90XGAWrDZY1SYjEFF/UMXOZKItpGgUcKUWXFUQZlCwkUGQWdsjK99DsFX9445jdgskLL2AoiPhJQKJDLuRo6JuKpJajawaOvaJgGkiyiKap6JKCswhYrF2o5dSuFYijkGgpk8Q5akWFLGOyWpJnEOcClXIDsyLgixkKOjWtQGdnD0/LySyLndY25VqFilGipFskWQZZhqnoiLJ6taDIkMnIkog8zUgEkdSNCacrJsM+0/EIIU5ZjUa4XojtRfTnK7xMwHMdjlsFvnqjxkpYEacxChJ5LqFKOpEkE0sSgtBmSZFHjo1QlDh+Y4utnR1E3yTMRfzYYb7MGKcaJUlgx72gMX5CK8/JY5tQ1QhTmTCXwfaIhSWyqBIsQ6RcIC0UiGpt1ssFYprjBTKfjWw+nq9Is5TDWolAiRicdflv/uTf5yBfolsRaHUenAx51rugVEsQUZGVCrlWYLyY0+sOOLp+HdcP+eiTZxiFIs1mGUNLWS1HyIZFphhUS0XmkxGSBIqhIiETuAHL2ZxSocBWp0GU5FyOFgwnNoEnI4o6th8gCSI77Tqj+YylG2DbNpZmsFwsUSSZwHfRNJlatcJ8OscwLBr1BoqqY69sLvt92lsNDg/2iYIly/WUtZdwdHjMwVaL7vCccq3Fs4cvcF2PJMvRTI16o4IimvR6A+68dot7Xzyk0ayxd63NYjanUapjLz0cd8G7xweUDYlip4ETJsxnC2bTJc+enWAUVAqlEm6Y4fk5o+Ec13Vpd2rk8Wayl1WD69ePGPf6ZEnA9aPrTJYzOtvbLGYL0iznN371LeaujZpniJpBq1wlk1JOzicUSwXmgx4F3cL3AgRZwlIEJESUqsEyXtKqNklWEZZe5ezlBV+cPaWk6Lz1lff4yc9+RioIhDkc3ejgTCbYywxBVmi0S6yWEyyzytMXLyiUSoS2z9HxTRazOU+evcQNfHRVJEkS4iRHFCREJJrNNrPZhJwUSZZI8oRCUUVVJLI4I09BQkFVBUQhI45iklxAkFRcxyVNQRREVFUhCDI8L6DWLJOrGWkWoOQy9UtsGQ0AACAASURBVNpG4eC7mwV3kqv89j/fgTjAHiT0uiNyxeD01QLfTf8/Lzs2q3r+za/u0a7LXAxjyiWF7kojCj2+ciiBIKBaZWS9xOjijN3jW8SejaTqrMcXGOUmgT0lz3PK20fopTr+YoRZ6wDgTHtcdsdcO9wHUaI7CegN5lebPIGd7TaWtiHODkcLpnaCO5+ycBOajQKvnp1hO8FGXXGld8iy/EvYjaFpqLpGu11FUTXUYg058TCKVVRZoNWpEeQGZSPFDiREIUeXN+AcrorJeehghyKu6zF49QLXD/GjBM8P0FQV7+okPE03G8TtvW2ubVfIEMiynLPLCaPRjCzdtFNZlsFXj3a4e62DI4go2ZSwsEPR0vmzP/0JB22V/Z0Sq6VLc6vBaLSk0D7g8y9eMZssCaIUWf4F+TROEqIo3sB5rnxoAmCqMl60+d6UDIUky/HCBFUWiZKMRlFnr61yc9fgdzu3uXDnLDKJLM+RgAfTOcdqAQmBp84E3djoU3RDZjEPCeN88/6wIVfXypuNeqOgIQkiTrJp8z4dJEztHF1K+aOv7HOr1ObVesrj1eBvfd828CnQpU0+K85S2nrpy98nWUrfX2E1dpAUDX85pqBWUZchkbYB1CxjnwQNUdawLA1R0ZA1E0kzScKY17duMNI0FEVn++BtRFGkVm9RK1dZOSvyHLYa7S9psZsntmmzy6YnEAf8/PTg4uyU5asfQp4TxhkrJyVezHjlw1oSCewZ20bCb3WO/s4xlgsCS6tKVy7Sd9bEYoHXbx6wfe0N7PUKTdNxnTVxshGuq6pGPniJ3H3A9ZJJFITolkHkh2RZRugF5FmOn8as44CqYeEIKVqpgGeVkUKXU0/m8csRvcGQJEvYalfwY4F+d8B/+h/9Ee+ZEYqwmdcuVy7fO+lSFj0KuYBqmCzVEtN1zGi85PioRZ7n/OAH9zBLBdr1IqqmECwG6LVtoiinUG0w6V8gpAFmsUKtWmC1dnGmQzSzQr1RJEtTBlOPQX9KGETImkZ0lRut1it4yxWz+ZrJ0qFWrzCZzJFEEc8P0DWVdsVksvIwNIVWq44qCczmNsP5BqBz63CblZdiT8d4fsjh0T67B/t0z85oNSs8ed7DDwKiMMayDKqVMmmeMV+63Di6xsv7Dyg16xxc28NdrilaMquVg+f6fPWNI8w0obrXxMmhO/ZYzuY8vP+ccsnCKhiEUUoeRVyMZvhBTKNcIAg2EDVBkjm8vsN8MiOIU3auX2c9n9BpV7DXMXEQ8uu//Wv0h2MURUUSJcqtfeTMYXj2DN2qMZ2OUPUySbhGUHRU1aQgxGhlldnMZ6tTxl6HWPVDLs9f8eLBFxTLJd54910++P4PyIScHJHrh/tMpjMc1yfPobW9xXo2oVYrce+L55RKReIgZO9gn2C94PPHJ0Tx39b/iIJArVLEdvy/1n6qyjKGrm38uZIEefbl3LX2AsJoAyhzPZ8020Au9asNZRjF1Gsl8jTD8QIMXaNkGdh+QBInV7oska+9d4c0h8gPGAxm5GkCCDx82f80z/P3/uZz/aUqjooi0WxUEGOJ/b0y04spWRTxe//im5wP7iFhMZvHeH6M48R89nyIlMW06kXiNESQEwJHIg5dqkUDVdGQlYQ4zPE8Ed2UuLnfwlBluvOQixcjNMFCyEQKRZ16XSIJJkhxkZJR4FgvURAVVKPMvY8fYWoS49SHIEfLNEqaTlkXkU0NSRGJM5FipUK3e0nQ9xFEEVGSkRLQJRXdtNA1HU3VsUwLq1ykWixTLBQoGDr1kkWul/GKJUJi5MQmKuhs712jYJSIw5woC4gSF3dlo8prWk2J9apHrVIgzmUKWy2MlsHJZ+eYezp7+21UVaOqyPhOhKGYDDwHpSZw7a0Ou50KqRSBJaMZJbLQR/AidpsGeQpuKuI5DrougSRuJslUJk1jRE2CDCQgTQIkaYMAz5IIkJFyUKIUIY4RUcjIEXJhg8CXJZ588QghFTAxSWsiQbLJ4K21FCVLKWw3SH2fgqIikTPPYkqZyGTpctgs0XOXqKaOgkhsJ0iCTC4LpHjUGlWQUjItQTNlXNemaBRJZQEpTlGjjcIjK8TImoRmlvDTmEgTmPg2ZDIT12O5ciiqGUquYJbLaEqZYGHT2GuhaCqdUgmzUkGwLHJZoa0V0AoaplalVK5gagZp7iPkYMYJWRQhCRK5HxN7Pr5jcz6ZoBka9mRMaLuImcRqOGOxnDGbDfESgcUiJwxdQtFhHQYgbLIG1XKV0cJBUDQkMta5xFKLENwUKdexJRAqClomIIclUqHDSRwy9QXKB8ccv1WhpC2Q1it8SWXpCNhLmYiMfXGN1XvKFi4lMSD1fTIJ8mTTOq0JGYKpQWKhyApSSUbRNGw7wIhD4kymJER04zWGIfH2m3cQ8hTJt4nViPfu/iar1ZxXyzHFioSTzplPAt7cOmIxHmGWTRw3YNydkJFxs7nP/GJFfX8b0zRxgoBkvnFS1spFQiciiFycxZx6pUylXKBcLXF2cUqjWWU5nyKSkUYehZJJiyrTZcDb79yi351gn62p1kuULRlVa5ANZ9SrVXa2dnj29BmL2WSjc8hFBEHBLFhkaY7tOKhaTCpkNNsdwsgjyyI6rQZxsubum6+xXi5YzBfMFx6X45douoocwXJp44QBIjauM6JUruCvHVr1Cp635ve/+R/Q63X54LMnVI4PCV6ltLa22W8UmS5mrGcz4jjG9mxaW21MU8M0LYTZmulgxHpuU2lUSJOcPBXx/YCKUSCOPP5v2t7sSZIru9P7ru9LeOyREblnVlahCkChADR6I9mclsjWjMghzcYkE/WgR/1tMtNoJM3LLDZiN0mR3Q30AqCBWlGVlVW5Z+yL7+vVQxTQTTPRRpQofwmzNMu0SHeP8HvPOb/va7VdprOM1WrF0f4BcRbzwbceULPbfPKznzCZzPjRf/WHyDSnCEKux0OG1wuK/U1+76PfZ3Zzxf/0039Pb2uLt7a30RXBi8cvWCym+I1ryHWeXkz403/1r/iz29v8m//tP/DTj38OiuTP/+SPMTSHp88+w2k3mM8uKWIYX0Zcj0a4jk8UheRFRpVUfPr5l9QcByGg2WwSR0sUoaAi3sBRBGka49U9gtAHCXXXo153iNMAzdAI/QjLUEHVSNOCJM6o1T1U3SJNUmq2ha4L0jxnuUgwDI333r/Ho2fPsJwalq5Sr9XptDu8fn3Jchmi6AJNtVhNfBbDOZvtLlJvcfZ6/p952v2/O1RFrEEYQKvbYjhPULIlf/GD93lx8RUKkixYEC5XLAJJ9OwMhYLN/lp9ES9GrKIKKcF4Q2G1Gj2qsiSYnKOoOrfu3MJwPMavnvH6JEWzLBTdounZbG22qPxrCj9ga3NArSW41DVut2t8+ukTDNclm/tkeYFtmTiGRduzvsksCkXBcBxevTwnLSryokDXVHT1Dfim0cBxawhZ0PIcLNtkMGhi2g6a06RfFyieh5p5WF5GlfqkaUqjO6DjrbOpcRSzTHWU3CeJU9otl2xxSXPrFkJR2Bw0eH3i8tnDV3QaNQ4ON9ENDbtmoKZjFLdLEgZIE95//4hGw0ZEN3RbOoVwiMqIWpXTrauEvomi5ERJtl50CUHNMqhMfe1I+7puLiDMfruYi95QV7+2Vf298rpcM6c3nQZ/99VjKinxHAWZSR7lYEgfRV1rUDQFFCRbvb+/1BrPKt7tdTkLZ9R1C11RCYsUBPTbKjO/ZLP32xE1RQgMRWPg1FGFwmk4Z89u0dBtVFXBUBSu4hUTWYDrkfhzpouSRa5zPc/ZL65ptFs0NvYopM7UKGi4fRCCd3t7tJobxG4fyzIxdJ1Bp4dQNOzGANM0if0FmiKo1+rINz45KSW2WpCff0p6tXZJTy+GVEX5DVH56fnnhEnA1TgnySRpFFNqAcNZgaYpeK6C4dYJohKNjFKqSEv53VNNJQRCfh3/gXF7lxd5znAecuvoHba299AzHyeZsKxUwsAnTqI1cb/KKY8/566SEBYFq8li/Xff6Mlk9duLu7nVxx7OaA26OPMViaaxKitsITEnN6iWxe0Pvk2eJthyTpLB7bfuog5fMRMSoQhSRfAiCfjOVpPlquLQajOs4OJ6im4Ldnc7XI4Sdne6tNp14ihhtQoJwgTbskiXIVGSE0URnmtiO106HZfl8IxOs83kMsN1E3S9hema5KXg+nrK/Q/ucXm9YHxxTrPdwLEN6rU+sqpobm2xv9Ph+dOXXF5N1+L5okRqJrYjyfOCRRBRMzRMTWF3u0+YpBQobG71yNOId779PcLFNeFqRhbFvDj2sS2TUkoCP6IoS4oCwiik3WmRBT7djS6rMOGf/9l/x+WrL/nVT3/O1tFtTp49pzUYMGi0ubp5xSTOSMKI2WhKd9Cj5Zk0mnVG4yUXJ1OCIKZZr72JI6yVN426ThhEWF6NdL7Cn004unOLyTLh9rtv0d3o8Mu/+ndc30z40R9/hyhVENENV6Mpl9dzOj2dD773IxaTM/7Xf/0xB3vb3Lq1h5QlXz1+xfXVkGS/zjLROT3/hH/5F/89m1tb/B//9n/nk7/6MYqi8Sd//mdIReXZpx/TaG+Qro6J45TR5RU3V0P8eZ0sKxiPZpRFTuj7GKaJpihYjoUfrbUcXx+C9aTj7+YW614N17EosxwhwI9SDE1F5AVpUZKkGRtNj7ysyA0N0L6hXKdZhqIqvHdvn8dPXuG5Ng3HpNWs0deavHx9gx/FCFQcXbBYRdxcTWi1G5i6wmr+D3f7/1Edx/3dmvyjP6/TNHsUqWB25dNRXM6DDKeb45o5XtOj194gq3IefnVO6fsossL2VNw6jC5UtvsNarUS0/UoFCgSgaH3EEoKSoxhqWh1C1XWmS8KPnt0Ss2ocWdfJy4WVH4XTbW5HI/AcpHSoCg18kLw6NdfoSsWWRZiVgWeDTKPQDeoN7tESc7F8Jo0z9CEgiYVZFmtzYgKQEVZrF8rBFUpMVWVml2n7hhoqrWW0xsWqYhoNZvUHQ9Dt2k0Guh2gdvSCGSObknC4AxZJpQyAUVSUFHGBlrWZRqPseoa8Sjk6njMRw+6oBd43Tp+mBEkCUpZ0fDqqCJDzxT8hYJjOehCYFkditTm5GbG3/3tJwhFRxUKeZwiBOiGSqELqNYbwqqUSOQblK8KpUSVJVQZtZrDQBH888GAbUMl1gWvckFS5ZCr1Lda5NOEZTjCubeP/OoCt1ZjsVxiduoomgYoWJkkVXJ0RZLbGmg6Za5grhQyR2GahDi9OrOTl/y+16BfM7j04FwpELpGpamEacnxV1NM0+DW2z3Kag1YaHd7VKoCmkpagWG2QNHoti1so+Kt23fY7L9FnJTopqAsclzFxvKaaydhWZKlCWnsk47HpMsIypRgOSNdBkRRzMXrcwqh4a+WyDgn9X1Wi2ukUFHUbI30L1SE4RLJgiD3qTkuurTIhUqmrb2ZSVICJaZns/JDVAXyIObbh32+f3eHuZ8RmB6VrWMJSVFCYAy4XhrkrsLtvS22jgagJUzzgjA2qQqHl1HAodekdvOSxvhLNswMkQlQNTQiinLdoSliKCoFreZSqhI/irCjhGI+xfA8wqTCdjyejZYkzQEnhcWvz65peyabLRvVNMmnIS1P58NOna5a8dXoBc16RU80OV9WtDe3eHz6kllQUIoMoZeoqkFRaBi2zeNnT0iKkA8/fJ/r8ysW0wDHqVOkCbZpUeQphit478G7nJ+/RlMdak6dRk1lvpjQ6G3x2Wev2d/d4/jFGZ2NPrd3tnn48HMuxyOupzP6W7eo1xs8e/6MMA4wDIudrU12twdcnp8QhDH33r7H0ydPGY+XHB0e4noem5tdWg2bX/3qY27d3SdPcuJ5hjB0UlngOW1ct8Hjh8/QDQNDV3j05UM2ehu4nsMf/+iHyCIhj0NkleH092j2etxcnOFWOW1bJUpiRvOQs4sRQq24+857vL4446uvjiniiiDIuRxO6PTaCCHI05SyLOh0WsShj64omDWPMPL5/rc+4OrymkI16DY6LMIxO3UHvWZThQW5Bh++c4e//dtHfHl+Qr/b5Vv7+9R2ukyKgNXlNWathsgKskwnjBY4tSbj6ZS7RzsMWjUWQYTtWqiawfnFFatRwPsPjnBcl08/fcLT5y/Jq5wiryiRBFGAYZhkSU6WSUzTRDEEqi5QpWA5XQIqErEeqUliDGtdCRUKuLZJVRUouqAS8puuY1WW9DpNZrMlsgShqFSVQFXXGSxZKggM0iLl7jt3CGKf0F+y2e/R6dpkSU5aSG7GK5bhjO98dxeyDFfVCFeSl6dLLq/nhME/fcdxv9+Q/+0fb5FXgsrZJJwOsbwW0+Ec25KYakGr5dLYuUvqzzl7+Yog18mimMGGRaPu8OgkYrcraDdd7FafYHyOUFS8wS3yvERT1pqJIosx65vkacLnv35Eq9tgf7tFvBwRyCau5/HV8wscx0JaDUQesYpKjh8/wVIVVvF6MdLz1l4vRRE0O03CJOf16Q1BHONYJqZhvBl1UtE17c2iJF8rOFh3DkHQ79SpWQboOhv9NmW5dizW6k0Mx8O0TDbbKpoCeq1PHq8VCEkUARJHBORxQJklSGdAXGj4YYKmKsynS6aja77/YIMyT3BaA/yoQInH6/Fat4FQVLIkJco1amaJqhsY1PFck5NJyL/7y1+tN3S/c710TSEv1lme/9xKqOdZ9JoaR7sGt+sdsqrg6k1OUAANw8bPUypZURvcYXz6HNv8+7dYy3SYp2v9R003qBs2kapSKyvismKYFVRFRuVscfn6jD+9u8Ftr0eQpzxcXBHpOsiKQnV59nyEYjW4d3cTI59iem1qXotGEbCIIdBbGHabvKzY3+lgGBrv9Lq03vkjJss5cZIghMBzajQaLSzbRQZjiBfEfkDsB+v7rCy5fv05cvkagIvTKUIz3mzCJGfBhIiYopDfZCzPbzJqjoJtK5yNKvY21oAoVVlv1qWEaWqtoVd6zjjU6FkJ5zcZ37ld50fbb1EKwallUAhBOy8wK8lM1zgTFrF02bv1LgeHt1EUhcvzVwBYtstqNcdxa5hZxOblb1DDFWWW09hosRovKPICBFiOTRLGuM0aWZJRpPk3WoOvX0speRXN8duHHAcao8tzikqyu9lA0+sksU+rs8EfDKBlqvzs2WM6wmJXN3mmlxzZLj+fxUxnKULkWCIilg6KqmJZOl88PiMJI37vu/c4vxgzH80way5FmmE6FnmasVGHOw/uc3H8Amk0sB2LWrOJiMaodoMvHr5m7/Y7vHr+mN7WIYe7PT7+xW9Y3FwxnAUc3D5At+s8+fxz8ixD1zR2Dg/Y3tvi7MVz/GXIvQfv8uLJV8xmCw5v7dFouDSbDq1Oi09/8SV37x0Rpjnz0QTXNlAMHdVu4NSbvH74OYplU5SSx4+es7fVwzE0/st/+aeUeUQUBWRpSrM7oNEesJheQbrC0wWkGddRwtnlmgb9ztsHnJxOOH15hqwK/PmSi/GSZr2GoanEb753ur0W88kcTdeoey6rIOJb33nA5HpIIVU2tzoMRys6nSaupVKmMbqucfT2HX7x8ae8enFGq+Fx+M5tNnsNxivJ8uYCt14nrwQiWxHHKY1WneH1lJ39AbvbXcKkQtMNMnSuzy5YLAPeefAAz2ty/PATPv3sK0wFFkGCqWvM/AjLNMjzgiCO33hc11Cxr3UaX+uNvh5d/fpVIKi5NunX0xGAH8VrAreq0W15TN6MlcJ65F/KdSzE1FWqau13/PC926z8iOlsRafToNmqQ1UhpeRmOGMxX/F7H71FJSGTgjROuLpe09p/9fmL/+8dx6KqMFUbqzQJswKZpOQGHO638Ksppqaw02xT5ilhssTSC4y+x3gc0WjU2L7V5OTVOWEV46oGDW+LTIm59IfMZivypKKzoaLaBuPrMbYcY1oG7z1oMD4LUKUgCEOShYGuV1SYxGHJ2eUFluIxma0odJuizLANiZaXUEoUqaBjkE4D0MBSVEr5BvgnSyQVaZWjqgblm4UMqAhZITRJRsaqXOKvQEVFW10RZ5KszLGNGpYmsA0LTRO898Em5jgnkhVxVmDXFKI0ZmPDpu4oWLKkVAULMcFQK4xMojR1Dj/cxJdQFjlFGIGMaTeaCKVgPL/B8GqMXsV4pYPZNpD5CnWgcj5fcDn0SSuBoa7nvnlDKaxkSVmoKChoikYp31DtNA2EoBIlmtQoJaSKgJoNngZFgVVKtDzBFYJCN1DtkmURoNZ1RFcjmqg0mnVqNRvdsVGTCqvtsIgXWLqK7WokmqCKS5Rc4dFwThLH6IaBWfMIHJPAdDFcl6SpkygRTcvE7dTptmvs/36DmlNHrZXsbPSQSUHbadCo1THdGoZhYRgGosyRVYmMC2QpyIMAZZmSLQLiYM7Dx08pK5WigMAPmIyvSYqEPE4JwhBFBxnmCKHhKylZlaNaNn4UUDfXwAa1qaIIFdNtEsRLLNMiyytyYTGfhaSywChWVAWgOFiajl3mlBo4WYVa5miKSawK4qJiIk2WOqAUbOg2Se4y1eucLgLquzb3Dw+omQWGVjBOdAqly2SypHAzdkwV56tfs11OsXXIK4MylehajtVpUfoJAoFmZMgoRE1Ar9VwGzVWMsQUFgqCOKoo4ox+d5vPYo0R0Ki7dDttzidXdOoKmiJ49OgpW+8eMthqsGk4ZMuccZ5jWAbHz54Q5hUbg01M2+R6dIGh65xd32BZJv/sow8oqpBVGKKiM5oFFMOYDz98QB4HvD4b853vv8OTZ88xDQUpC27GY4JYoVm3uDp/yWo24pfDCfNlyjKKuL68QKkkO1u7jCYxxy9e4Hh1ju4cMZ2MUVSdF69ekSQr3trucJIFRNmEesPg6OA93r/zLj/52c/5T795woN39pBVzmqZc7AzYJxdM57PuByPabhTHnzwIa5d4egaKz9GUSycepfdW1u8vjrDs1RstaTumXiuwsB1uAkyjsfXuG2TLIrW3sVSJY4KPvv8EUEcYXp1JuMhhmajGxp5WZJmKZZhYKgW8/mCbreBkCXD8ZCGV0NTdeIwIlMCzs7O+O63PkAaFbbl8fz8JZbp8vCrM8xWk3vGW/zmiy/JqpD7xiFN16NQFbqWBXpFYGbsb+3x4vkrZHCDI1qouUHDMZhNb/CaTXTVprffIsjh5z/+GaNJyGS+7uBFSYhpWFRCI0py0jijKqDIC3qDNnEWUVbrrFxRgKatQVaKKsmymKos10jwNEGICoT6hkgtqBSQlYJTcwmjCH+ZIAFNV1F1jTQu+da33uf66orVakG3XecP3v4eP/vpT9nZ2uby4hihKyzSBbWOzeHtHaJFiWGlXC0mtNu7NHsm5xf//4QcMynRbW9N7C4yhpOMATOO7gyIl2OSVKG+dZtkMSYJFmiqoKMXXEXrbp/d7FNVL6iZ69FKy2sDknB6xdXVjCxJ6NZynPYm4eSSaHaD0x7wzlsbRMsRgiZImMxDVkGOripEScbo/BgpFcL5FMSarGcbKklekhUVeVVhKSrL6RJFAVNXCCLIsrVHLCsKiqJEmpCkGZq6Bo4UX2udAD9MWfgxmqowmSwJopiiLHHM9Thyq9XgS1Xh7YMWTe8FV5FLGUXs9SSjac7+pkmV+iiajkFIUYIpJK5a4W3V6Lf3iJUaGkPScIkSB+hOHWT1Dc385GI9ql7rW2TBDFvPOI5dTk7X47y82ezG6boDKVh3w3/3btAUgWfplJVkleQ0bJ2sqAjSnJbeRDNUJJJdt81N8qYqLwR7tQ5fLW/WSi8hEECnt0cNhUBT2Y5TUq/O7Pwpmqpwq7fPKosJswgJvL4puE4K6jZs1Cs0u8Yoj9lBclXAQuvQ7NRw65ts6AqD+/vrDZJW0e100FWNbr3BlmtSCY2ivvnbLOGbtqksc8qvfkJTVjQlLMdznl2eI1SNWRmTr4acnoyw1IL5LCYr1mdGtQp0J0cAq6gizyWjeUG3oaIoglZdxdD5Rjew3V8vLdMC5n6Jblr0vYLrSYEiYNDR2KmnayVAAdu1AlWFW9vGmkAPXJoGFYKjJMNXFF5197mYLGi0N3nv8PANXRgCf0Wr3ePq+hLLdrFtl2J8zEE0wZUZKVAWJf50SaPfpszXHtcs/jpfJvDaa0L57Go9Ju42ajwbX3G7u8mhafLTdO2+rjkOzf6A2WiCVatYBRknrz5l54f32FNsbht1lCRm6OqYTp2H5yfMEpON7V2EYjC+PMGrWZyd3oCm80f391mJdd67LCXj8QJ1EXL/wRFhlHJ5PeHw1l2++M1LECqbDZPR1CctVWqWjX/6Cn+24uEvfs5o6hP6EVcn6rpzv7PBfBny6IuntDybe3f3iJc+UlU4eXFMFvvsbnV5nZVEqwUNW2X//TscvPdtPv/FJ/zm4Uvu3T2gLCuWfsbOdociSZlNFlyPL+g2XA7f/w6K6eLaOrNljKGp1Lw6na1tLk5PsCwNVVWpezaeV6PmeYyHFbPRipFVI1gsadQMpGKSJyFffvESPykRusH8Zo5hWVhW/EY/kaGbBiCYThY0mx66rLgczqh7LratE8QJRZLx68tr3v/wwRrg2azz+vkExzZ5cXJDo9lm97bOs0fPCPMXmN96C0N3UU2TWt3FVAuyrEnf1Dg9HRKGCY65bjwgFG5GC+q2wLZNHFunTJd8/IufMZoFjGdLXMvCjxIcy0Qi8cOI/I3vM0kz9gYdZqv1z0x9PXJq12qEUYQiBMkb6qpErsdfkeucP78tbkkktqFRc6x1XOvNZ3zdrSy49+7bzK8uGa8i6r0tfv+Hh/zH//DX7O4OuDy/QghB6IeYlskH77/FbBmhmSbL6YKNrQ0a7ZLh9eQffM79ozaOZVlSaRWyrNgb7FA32vS8Bl9cPsS2dXLp8Op4zHg6wqkZ7O8fUekV8+VzPnj3DpPZBe2WMh0ISwAAIABJREFUxWCzh1r5zOZnOL2S5obC6WyFpmhEUcHN8wW1lkeFhqbXubmYYikuqmax0R0wKSRZluB5LsvxErvh8fzpBVQGlWlBXmHrOprI0XQNWzMxdQe/yBCmgkgNsiR7Q/krUaSBKqAqKxRhoiApqzUqXAqoKlBUBeON3Ndw6xhVQRoF+HlEWqisqhWb/R7eoI4f3jCfhoRRxr67x8XJEJlVOIdtFFmiGILFfIHwFabDFZtHGxSqAZpJu9nn5uKUZrPGKojotBz6vRaTZMXhuz2W5zHmvo1puwT+ig/e2SGiIGCXi+spBSZpXiDKCqV6w1koQc0rtEogy4qECvR1ZXAtBVXobPZRqxTVs6jCnCxTkLpOauroLZuy4ZA6Iaal4eoSq91AFSrn8RTSAK2Q9Hd2uJQZ290OomNRUpLGKd1Gnx/84Id4nkm70UYzDdzOBk3TxdBtgjQhrAJaoqBlq6iGhlaZyEySVSHkGaleksYJ6cWIRXBGsUzx52PSPCSY+EznISLOmQYXLP0QPwfKFM1SmYwCdLmuwiwUUBoeDcMCTUFzTULNWKPEs5y6rRClEbWaTZWGSEXDj0BUJTVyHFUiwhiZq+tr6mvUKw9H15hnSwqzIlUrpNCoVB1d9wjJiYOURKjs9ncIFBNdV/G8Dond4tfDGZmZcPejQ25tdrG0BuM44Sy0yDKVMJijaxWDdErr/DH1UqJEIVEBuDo6GlausRjOMdtt7FKsaYZ6hixipC/JNZOm26MQS3Jyem6TJ5HCyyDlvMoQWp3tg02uz5+z0WniuCZa6XC080NKveRYrXC0OpsDj5vwhqyMMUqVW40dXl7dQKTjhyGBn+JHEWWVMpmds7W1RV7o1FyD/b2cgoJMLgmyFf0djySPkEJhPPHZ6LY4fvWSZkdnX+0TBRV5XIFu0ek1cHUNURaEccbTF1+iOToqgsQPsFQNz3NRdY0//MH3mA2vUZE0GhaBH7C50eGwv8UXn34BZcbt2wNevLzg7Xu3+b3vfshiPiZNQ+IgZbd/gBAVf/OTn7PR32AWLLi5HtJsuBga9HpNpMjRZMbF2QWuo7FrGbhKScPJufdffIuoSBAlrCZLFHT+z59/xtHdAxpqi5PnL7F1gyTPMB2TO7f3qLsOJ8cnZHGO5bhEYUychvQ2NpBFztMnT5GyJI4iHNeAMqdUbP76bz9m6SdIKXC8Gv/iv/lzdpIl9x9soXgW/ukrTp/+BrPVJk01ZqslO4cDrk6fsbVbx+puMUlDiiTnZuFTCEnHNti+e8S9o7ucv3hJp9skyiqmvoofR1iOBVJFNzRm0wVKBbpu4NVttrb7HB8fY1kWaVXSarVptVqcnLxge2eH4WjMchmgijVJE1ESxCn6m/GcqgIpBZWAVreJH03I84qqKMmynJpr8+rVS6Iwg2r9vHj46DFCEXz14ilVAaZdY7mIkAiUtslkFNDsgqKZnJ5fIZUU5XcRoP+Eh6xK/CCi3vDY2DnCtWy8msfN9StskZNrTeZnT1iscrJccnjnAKFqTONL9t9+gD98TcussBsDyjxl9OLXeP0DVN1iOoqosgxLkdzcPKVTV6hERZorzEcjhNVCKgaqXceJK9K8wrRN0ukCR1c4PrkE1hvUXKzHH01dxbENQK7H9t4cqiJQVQXLMgijGFVZbxRhDZeJ0zW5V7JWWRVlSVmV2JZFVVXopk7H1FgsQ/KipKgk6XjBVq9Bf3eHeH6NCEcsfEF/Y4uz4Wty1eRWv0WVLgDB2bSkkoLjmxG39x1i0cTWFba273Fx/JyaaWAIAUJF0QzixZCDw0382ZD6YJ8yS4gWIx50OsTzkGC3z9X1hKpau9HW6xmVsiq/+d8AykqyjH+LzM+Ltd95a6tLVebUNRsQXERzpJT0tDblZp9rVeX69Jx9p8FBJvE2BhALvpxOcGzBZ8OCuw9aTMQRewOHScNBCyboqoLd3+cH3z9ACIHVOkA3LDrdTbrNJnWnRmd4xf2ypF6r0Wm2UbKQMpx98x6VN/Lv5WzJ9aNfkCxPKX+Hinh2PCSOMoSAqFzydDIhiCssA0wdLsdrhyVAXoLXsNlsVBhIKgnzREfxwdErPFshVir2tmzCMEfXBGlWsfAr+h3tjVbl6w+EpOEKGjUBikpWSTQVSqGyjCoWhY3reszDgHC11r60d/e5MQz6eUnmNJFdg19chlTLkvvvvsfGztsoikqSRCwWU0zDIgzXdMjV6BRzdcNBMqEKYlasN8xfj2Evbqb09gYYjsnscozTqFGkGYZtoJsmjX6bNIyJViEbZp2PI8lSalyPLzDbewwOj3jx5Am7gyYYOs6gw92jPiElP4lUupXG7q23yGbjdZe+3ufDQZ1fHJ/itQZEccpwOGcxX6G7Dq/GksHOAJlJGv0ttgpQKd9Mu5VsdFpEcUmBQuhHbBQlJy8vadgjtm8fEWYWSeVj2haDbRvL0CikSp6mPH/0aq01EgI/yVBMD7ehUyklP/jBBpPrtafacS2yNKG+tcutwz7PH31GFQXc3etwcnLGnds7vP/+LSJ/QRwGRHHEYGsDXVP55K//hs29XVZBwuWrUwZNF0Mt6W60qRmCuFC5ePkCTS25976Bqmo4uuToD/+IcHGBFPtMbq6pZMUvf/2aW3t9mg2Pl0+eops6RbYu8Nw63KTdaHDy+pIwCDBNnThKGUcxvV4LUVUcP3qBLiuivMS1DMoyJ8g1vvjxz/DDGFmWNLst/us/+3M2N0fcf+8OrpYymSx59PQrXM/GWkimccqto21ev7yg2zBRtR7TZUQQ50ynSwRgb3fZ2jtk+/A9xsMLnFfnWGGCpqpMlys8d610c0yT2ZvikqFpeK7N9t6A6aMT6q5NVpQ4rkOj1eLli2PubHe5mYdMlj4CQb3mrmGFaUbNsQmi6JvPKcBGw2UVrjfWZVURxSmubXB2snZ0qgKC+YjPf73Ac3RePD1egw+bTfw4w0GQV5LhPKDjFRimwfDiGlUINuoWr/+B59w/auOIAmCSlgmpOkZ4BSuZM4pmqLnk+maGa4KIYu426iSLGMVzqFs1wpsVagE7WxrLxZhOrU0YB4SzkP7GIQcHNUwtx3RyVpGJn+eMJwmaVYOiYBGGmLaGJlQm0xW6qmG5El0oBMEKs+USLBLKLMMwDXKloo2Fq6sUsiKWBYoiqAqBKBXKvARVoukKUipEeY5uVTg1iySpMHWbNEnJ4px+v4NX05hN5riOwtv3+4RRSBTXuXg9IV7mVJnBZLzgL3/8BZZtgKzIi5DDWwXvvj2gEhFZVbBYRMjYJ/QVVsuc2XDBvCxwWuusz9xy6bdrLBc5g502wWpCkuaohk6epWxvNNFseDk6Y1C5DK/P+OCtfQ52PbDuEmGxSiRJpBHOc2arFUGQkiQJRRGT5ylJUpGlGXmWoGQFB3s7LMuUzZ7B3JHoGOimSqrCRZXimlA3TcJNl8pSaVgOtXtd6r1N/pllIy0NXddpNzRM0yVPKkqlold3cJpNXHuAWe9jolAqAi2vUIuKShYUZU7Xtsl8ePbwc25inyzyyeKYPEjxp1MSP2DmF/hhSJwGLMOIZQaqIjH1ikqCp5sUaknFehGsaQ6qYxBQUg5cFFQ01cIqcjJTYxxHNEpBtIzJFYESJpiGIM0itNJi6qc09XWupDJqxKnPLAxpNVv4SbrG7Ls6QRiTFSmGEKg1D6lCpChkpYIlDYIiI9MqZCFQc5V4kiJbHu5gl7Mo42zsU2t2ub3fwbAr0rJgGiUous10kbBMS3ZbDsrlU3bLSzxt7ccy7IoCjSIvSKuEKJa0uy5xmLGS0LFcHFen8MdUVU4qS5KlgW0aiCJjZhRkrT5zU6cYLzHyFJFpDHYO0LWMnm7iej3IciodrmY+K79koOWkEkazOVv1Dc5ePedmNuNq4rM56GMqHfqbLYQScnJzRaSY+AtB3fW4f/cuYbokzCVJXKBbJc+fX/DW3QNULI6PL6lKkygp6G8POPWv2D844sX5FZQFql5jsNHi5PIKqQtKqaHrFpZt8vDxYwxbxTEs9todFMthFeUMr0IMS6ehtVCFw/XSp9dvszHogNAYjqa0ag2Gl6d89P3f5y9//DGT8ZK7h3vMnZDx1RXdVpO7t97iV18+IaoUmudjLCVnMbnhe3/wEWfDM549umDWXLI5aPH04UO2B7u0OnWs3Q5ay2P36JCnnz9iFUYUhaQgxI9y7ty5y4cP3qZha6yG11wFAXGWUIoKVVGZTiY0PJe33vuA09dnvPPefebTFY+fvqIsEpyazWa3znc++DZPn7xg+Po5nm1QZQGaKojCBf3bA9xWDa1Umfgqw9cj9rcO8cMprippNJtcnCywXIdmr77uyEwCno5/jecqdLs6H3z4z/jpJ1/ws09+RVUo7OwMuLi5wXFsqqKg3WyxsdEmSxNc20HVdOazKYIVq9ViXZ11HECgCG1djatKDENDFgkFxVq/kFVYts1stkAzVHJZIUUF6EBFXiSsgoI0kXz44Ud8+eQhiqqQpimqAq6rY8QSMpvNzhbz+ZLxbMKto3tMrmdkcYrZNNDNf9ST7//xIYSgrNajeOlqipEMUZWY06sExxJczSZsOBVRUvHukUU4u8HeOMIzK5LVdA2L6WnEixGG20BWJcH4glp3m7sNF0tfEzKzaIUsS6bjKRkmubnBZLhA0zVKzWG2Wmc4La9FzorVfEXDtVjF6+xMJcE2VJqOse7Ewd/P2whBWVb4YYRrW2/GCyWKIqjZBggwNYUgXpNz+70W9WaN6XiJpSvcuruPkmekacHJ60vSAqIk4Xw459//p1/h2BaaqrBc+hzsNHnvdg0hY3Rh42eS5dWQcK4RZJLpLCYqFOzaiiodMbtxqZs517HBvX6HZDEkmt+s33h4Ra/XQZYFy6tj3M4Wp+PX3L5/yHYGcbq+z3LRRAqdyWTCyg9IggVpHIGUVGWJv1gRpQVlWTKOMm4dbFNKQb3uoAv1zTmUIATPgpTaaN0BsTr7zFSV0jS5u3MLmnf4E6VgrrX4lqZi2xYfOR2KZElVprzd76M4HRzHpTE4RJbFejS7LFAU9c11gYO9W1RpxPXjv+b08wVWOGcYjVjmMfF8CMB0WXJ1vt7MXkVLClmuOQ66jkGOoqw3Ea6tEMQlCDAMFdMQeDWFopAMuhrjyMAxFK5nMZ6nY6sFo0lCmeYcbq/RrkUJ02VF0xF47roIk85KXt+U9Domq1UKpktDT1gEFX6a49gawvLIBZwtIU4KVEOjEuvsWlFUyLIknI2Yte9g3nrAcVAyu3lNu7fJ7q37ZOGEPM/J8gBN1cjSlOVixubmLtHigjvVFV6+QApBJCX1XpPVeAFiTaS0XJvFcIbtOVg1B0VVGJ/dIFbRGpDjR1g1G0VVyJYhwnCZhwrCKCALSBKT3b1tbF3iNVvYBpSZj9RaDIOS08rlPFJIMsnNzYxm3eXJ1RXXV2MePzymv9Wj1XSpuSZoGqPJBLdeZ7YIMJtbvHX3LmRzkkIhixPwbJ6/vOT+27u0aibPHr5E11QKBG/d3uHJk5h+v81wNKNCULNN2o0mFxdDKEpMTaHQNWzH4tHnD2m6BpVh4t1/G9eLWS19gtmC1DRw3DqKUWM6WbLdq+M168QVzOY+jcE7XF5/woff/z5/85O/wV+FHNy+RWsRcHP2mq1+m3tv7fLo6WtW0sDpDlnJiKvxit/74R8yvLjg8fNruvUprc6A06cf09kYoOgG3V6Ldq/P7fd+wJNff8zVzYQsL8nzdYbv4OiId9+/h23AzXDMYlGR5wlCXef5ZtMlG50699+7xbMXl3zvwXuMxhNePn9JlWU0Gy6dXpP779zm+Piai1dPUawGMjjBtC1CP2R/r0e7XQcpubma8PpiwvbegGRxQ9uzUAyb4XCKZVtsDVqURUEcLHny6S/p9hyOBhoffftH/PKTL/mrv/mEvCjY3N7g8nqCaehvIDVNBv02UZJjmQaKAD9cdxnTKMK2LXTbRs6Db76PyzKnUXPI8pwsz7/JZNumyTJM1nlH8dtKjUSS5iWSlCiOee/Bfb54+BzHMvHDaP27toVg7RM+ONgkDSNGoylHB+9ycz1j5id0PYtbt3f45ZPz//vn3D+Kqto35F/8j9s0Sw1FdwkS8EdTwrKgUHSePplDVXJ/p4sjKgzd5DJd4noOTTVja7vOPFuBarLRbOH7Kp8/Peb+O/vMRiHteot6U6AZNmkBhXSIohZxXBKsFlhWQujfUBRt8rxgc7NNnPuoNY/Hxz6PPztFmA6pWtK3LI6kSk0ULIoURTMp85wKjajIWMUhaRphWiZbO012D9rsHQ3woxUVJuObGV98fszBvsP9dw5J4ghFM2k3LKJoRZTl/PTvJpydLVEkfOuDuyyW1wz2TFqdGs+/GJFlKe9/tIHn6RQlnJ1PabZaWCZUSo3TkxEtr0ucrZgufJIC6qjc2XU4vw546/4mG72C1HNIAgU7E4STBWrHIY2guFpwONggbRREUUCj3iMXOvVmlyTUsfQOhtag298jKTMKtSDKIvIK5osVcRCRxBnhaoqpJBz2GrQsnYZh45km1Oqonotlg+c1sJ06rmXhWTqaalCmFcLU1/WEsoCypEpKirQi8mdk/oJVEOBadagEURywWOUoWUY6XTEd3eBHEUFRME98FpdnmOQkaYVuqEhVIpUSqavkso4qTExSbM1kVRYULnhNi4qSLClQhc5yMSFbBvR0i0BRUNBIZIkhdPRCEKoV8zymY3touUS0XabBFL0ssHWbQuZ4Zo2rEtyiQK0yCtVByTL6223CeIWm6KSpJJGwWCyxdQXH1ImiCiobWzXIigTNtDBshbxYESuCZmeX/TvfobV1wNn1BbKKOby3w+ZBF1s1CJYZoaKRqyZXoyW2ZdEtK7TTR3TFhE7uo/XqWFKynEyQokZRJGiKgVQ0CENs26FyLbIsxtNV1DylzAtKKjKtoMhNArXLE6vFaeWgqzXyxKesAkaLBZuNDa4fPWLLdAiLCMPWabTarCYBlt2gIsXQIkbhnCJMyfKEq9mSXGiIDG7v7pJWM5aLBUIzSGI4fX1Do95gd6uPUCvqvT7T6RRVFmy0B3z1/DGNhodlNZjOA7LcZ3NQJw1TZKUQZwaqUeHPR/S7B7w+u8RueMz9kDAMEFLBcy22+hu4do3ZdEpeZARZwk5/wHw05+T1KXcf3MFPFtzav0WwCHn29DV+GPDuu+/wgx88wNBUdN3mf/nX/4bvfue7fHX8CrdhY2sKujCptbscn59ydGefjufx8qunuI06TrOGqTtMp0M6nkvPa7CahszmQxpNj529Lfobe/zP//Y/8sunj3C6Te4dHJEvc/K4QKGk2XAYDsc8f3WCVfPY3d3l5PgYQUWn00UInfl8jm1qZGlCWYHtuNx9a5+SCsfWOLp9wNJfcfL8isVsRRTE/NEff4e8WvDtB+/wy7/7nEyCkBqKqVKUBYaiMVvMWSYmtl1SczSW84TXp2O+/93voitT8nxFVulkpc2P/+oXFGVBzbNJyoogjDD0df5iY6MDhSRYRcwXPhKo2Q6maVKWGaqmEEXxWtqe5zQ9E0VIlkFGhUAikeU6m11VxbpDka1zclJWWIaKaRikSUmWSxRdp5A5kgrb0mk1PLIkxtJrfPTRhzx78QinBpGf8cH7e5yeDHl1OqTZN7l8nTIbx//kGcd+x5b/w784gP+Ltjf5kWxNz/t+Z55PzBE5V2XWeOe+fbub3WrJIgVShm1o5YUN/xv2QoYB41qQYVui/wFv7YXhhSUYBmEaElscm+zpDlW37q2qrCnnmE+cef68iGKTTYGwCNrvJhaJRAYyTuD73vd9nucnSdi9CdlmgWjqLW/Pdnj8bIUqNXzywN2mYdoOry8zur6C1Nbs73qAoM5TrO4Wvv7l40uOD210RaC8Tbx0hvtbf2ApWOYWdVlQxita1SEPbpBklSgp2J10KfMCx/f4+sWMF09PtyExgO/Z+KZKW//bCX9xVpJVDUVRops6O6MOk90x+7eOacqEvJZZLtY8+fIRtw4G3L+ziyWnJLXBoN9hOV8gyzJ//NkVb86uURWZd+8fsQkDdgY+O32Fxy9TiqLkB+93cE3IaoXrZc3REMoKYnnI2eWS/f0Js1VMHgTEWYmqSBxPdGarhvv3xwzcBtn03/JAFYp4vR3O6H1EsWEwGiJrOsn8Am/3hLpIsXu7W76fNUI0Ct7kCNswqZIZdb5hk0nEaU2TrmialkUQo5cBt3f9LSvP7OMmKW/8Pqq/z66tMer1yMwtQHF/vIOhaogsoBYSavur0O8yK6hXF3D9iEJREIM75DdfI+qCOBW0bUtd1SzOZ1Si5qs0IM8KZtM1otl+Wxppy5QUbYNtSuwMNLJKwlD/Mn9NQpJAkbb2Fdg2mIug5t6RwXxdY+oSm7jFd7dyX0WVefY659aBBW2LoUu8nkm0Rc47xwZFJTB1ibONgSkyVFnQaDZZUnD37h5NdLPlfUoSdd3y5WmJ50jsjC2mq5qsVhn5sAoqvJ6LbSiEUUpTNgwOb3Nw510mewecX1ygyhK3ju9zcHCIYVgkcUhRFhimzetXL/B9D7utUGaPudWWGDJYno2sKsxeXdHUzVZJpsi4PZ94HW4Ti0c98jjDcLY+wjLbJtoibTd9wvF43Da8SVV6kxPSNEUqFyznKyZ9na+fXjIeetT1NknV9PeJwgWurVIrPWwpZHY9Q5IgS3Mub1bb7bxo2T85oc1D5jdLNNMgyStevryk1+tw/+Et2qbF6XRZzhZYpsJ46PPZZ6cMe+7bUJWSIkk4ONphFSQ07TbVuG4EwXLD7cMxr15e4HRdNpuEKE7RFQXb0Ll1NKY1O2xurmiANIzpT4ZEUcKb11d8+O4xaZxwcPuE9XLJNy/PCcOY9z98wPe++wG+5yHpff63/+V/5od/72NePzvD8l1UWaBIEnZ/xPnr19x+8D6ea/P66VPGfR3d20M3deazKbYuMRhNKOI5s0WI4fa4e3KA0Tnkd/+Pf8EXP/uMyaDD/vFtijylqLaMWs9zWS9XPH9+huk4HO5NOH3+gkbAbt/HMjUu5xs8zyVJUlRZoutaHN65RZrndP0uJw/vkK5vePH0DRfzDW1V8Ru//jFNKzi+/22+evQTJPGWHyvZSHWMbelc3QTkRYFt27iOwXy2Zjpd8v0fvI/epkRJTY5Dq5j86P/+PfKiwDINVEUlShKMt97G8WRAWxRMl+FWYSMEtmVgGDp12WxlqWX1S++4aejo+nZBUTcNqryVyf/5IA/p7evb0hQFRZYo64ZWCDRNo65qJIltGnKvQ5pmeI7Fdz65z/PTSwzbIggi3nt4m9nNkpdvbtjtu5zcO+J//Rd/+Lf3OErICGmO8DrkkYqnegz2R1zNAqabkI6lsNPrcjDw8BQL09dQU5urxRK95+B3B2jC4npxAYbH8mpOkbdcXyzegpNtFFknWGZ0expSXZGnC6IKZKvgZvYGx1S3vBjdQ1N1hqMxcZPwzt0O03OTaaBhmTa2VlMVKZlWoyBjSVuEh6yAo6lYuk8rO3zr4/cQYk1/VLC8eMqbs5D9wyP2+i7Odw/p92ocO8RyVLyey3I5QzJSdgceH/xaB9NpSVcZHT/g3sM+/kihoOW77jFlWWKZgqqqkBSV28f7RGHIJsrYxNFWBpnkxPEGWVG2/qBlxLNXM2RMnn/1is639snLkrpoCSTI1ZpJrZGJgHqiswxjfNOk41tUdUlURlzdXDDQdjHMBMvap0wqej2f8aTHYHcX1/EwfQtLBxSZUjTMp+fUDfT7O2iNoGhSirxEbhsGpoksy6R1Q7MpCM9XpMsl61lAZUhk6xVJFBOsQ9KsJI4iVKmmLBLapqUtauSkoqFlkbckqoSkKuRtRFGXHHY7GAp0hhqKotPGBYahopgaZZ1SaQZJqhLFMR1TIiwzRK3gGw5KWiDVCbaiU6QlzSZj1PEwmgZNwFm8pjV1hKeSt4I8lTENl1ySt6EnuULX8MFqaeKSpsypqhZNMWjR8CSbSlZpHJ86qthRBFoZUZQKkfDRKxejBbUokIXGPBYk+ZLBjoo36lGVJePhmEzX6b77IZU14PHFNXv7O7x/e4QmJ0hCUOYC2dhhtYrJKOj0exjBJb3zU/rLGZJSsZIkHBKELNE3fGZhglyDZWm0dUulaSRpRZtDd+IRKiCigqHl0RRrDEUlUHs8sXY5k/tkYUZdZDTk2D2P25ZD+PSC5fML5kXM/tEuV2cL/G6PtCpBqsnrkp6r0R116B8M+OLJYw7ujAiTHCU3yNIlw12L5VxiPU2RNLAdg7aVMQyPTs/k6xenIMmYqsFSLFnONpRlxmSiIgnB9HJNkxfcOjrEcX3enM8QwiCIFYQWYXVMfviD7/Lo0XOO79+hrQo2yzXL+YKXL15w++Qus+Uc1IbLyznr+ZpGhrDOuH9yhErL5OgWbWvyJ3/6Z8wWc6IgIQoXXM/mfPzJtynyjHfv3ML0bGzbxNJtVNPg6GSH4bDD86+fcPf4DteLkK++eIlvqChqw8FgwCII+ebVObcOdwmjlPl8SZBXaD2TX/vBJzy8dx85bkhXOVlV8y9/93eY7E4Y9IeYTgdJknjx4iXD4QjfM3F9i+vpmrJu8Bwb03bYBBvyqmY2X/Lv/d1PaCmwFZ3TN0tU1eLFiy95+M5Drm9WzN9c8Yvfe4phGmR1wd7+Ho1UM10GdDp9dEPh6HaPIk1Iwphup0OnG/Nnn/8M16w4uT1BVjSWyw2mpZMVEnGU0gCiFgi5xfNsbi6miHabytw224PPG3scHO7xxedfoqoyvutx9/4tHj36Gk3T0TSFJG+RFJm35yCSJG1VEVlN22wvoJa1DZOwLYc4XlE1YOgqlqltQ106Hh+894Avfv6YpimZzs6JwgDTtPEck2+evCYvEzodB00S6Kr2/3La/S3BTgYPAAAgAElEQVRLCNLVDYpuopg2h5OQq3VJ19Y52DXpOC267aOaNg0Sb2YtDyctzmAPWVZYXzzF6o4Jb15R12IbiiMarO4YqzshXV+jmS4ii6F0icItUmA1vWDPy6nkDq7fodNx8faH5EXJuw8OWd/csFiHmLqGLhr+HBMoAYppUudb1qFr6bgWSFh854cfUmQFHbNkevWUZ2cRR0cHDLsmv/7JBFdvMc0KWdJ5OHZ48uY5FqCbPu/f8dEViSSKGbgSH58MkGkQwPc/uUVS61iWhNqssPKEd+8NKeKAm41gEa2wVEEQRCSbGFkIxntjNkHI6+sMWZJ49XKK/c6YNplieANWQUre2ozMlCbbsEw1hJIw6LUYXp98s/XtnD55htMf0DOu6Hl7rK4ajNGIe67N0ckBsiIT2Hv0TA2pf0SW50Qv/oxBtUKe3Kfs3yVKY5ybl3TSa/q+gyRV0Gy3f1xPSTYx4YsvmSs668VzmqqkFRLXgcTmZoGhbP8P2sBgev2/U8klTQt50dL+pd5vtWm4tauR5C23drYhdL9a20HAplA5n9YcDQRxDg0Kk06LpvzFfKRpIStabu1uNx7jvsqb64qsaBl0FdapShnXdLomy9LabsIr6PkVrqpRN4I0b1EVhTItcB2Y9FWKFub6hDROsCTBdlkqkFS4vW/gOxLTeY4hQVAI3lyW7I5cbu+5REnBwcAhLE0Gt09QLJs35xf0uh3ef+cdGjSEgCjavJXpSQTrBd1uhyxZ0738ikO1Id3ESB2XYLqiO+njD7ssL+fA1ob054mqsPV2Hjy8TRalW3mwYxGvQty+T60ofG2MqSsFqQnZbAJUqUY1egz2esyvTgluply9Omd0MCEOEzr+VgI9VxTK6hWGpjLoGIxGPX7ykyv2d/rERU3btNThlFFPYYEgWG1oq5qhbyFoaSWd0dDg+dcvqFtB6fq0IiFcBYi2Yc/xqMtsO0jJz9g/2sF3TKbT1ZYdmeTMVjGWpfOD7z7ky+dL7t47IU9Sws2aaL1k9vIlO4eH5FFAq6tMp0vWm5iiqglzwYMHt9GVlsH4AZql8sc/fsT11YKw0AkXp1zfrPnh9x6QxRkHt/fp9vt0HEGLgq5KjIbfpz/Z5er0p+wf7BOsAk5f/AxTV5EkicmHD1ku55y9fMOdk13WWc719RxzHdOxBd/7wfe4e/8eRVUi6pQwivmd//NH7O7tsT/xcCwDlZavvznlZG+A0/NRFYXpbE1ZNdRlSc812SQ5m7RAn2/43g+/i1QlmIbC4xdXSLrO2fkN7zy4xXS24fx6yR/8/mf0uh5JUjA8PMAUIVezgM5gSEcXHB7vsExgsUmYjHtUdcNPf/YMuW3YP5zgOCXxfIFvG1R1TVFU5JS0QpAXJV3f5eJi+ku/45+XbZncOtrhi0enKPIWN/et94/57ItTPN9DlQVVWWPqOlW9tdCpirJlQP6VvZ+qqtiGRh5ut5ZVVb31ckv0+x3ee++Erx6/oK5q1puM1SZhJEn4rs2LF5fEYYztWkiqYGfs/rXH29+scZRaDs0DXHdEZlSU+Ro1UdnNOnRlgzINkPUKdWgzXafk65BSKWjSnMbTMBUDSdR4lk2WZ7RSzXe+d0w83yBJGnF+Q14OWM0DqkylOxpwdLvLLAqJ4hSnbxGtSpSi5vCwj6vJvPnmDKFW3P3okP/0P/s+v/O7z1hsctRWRcagqlsUWaYut6ttRRbbQBRZIGTBcnmO5YJQXU4eHPLR9yzmy5AkTzDl5q3aXEPTDOazGXXTkkc1pmg52HfZGzpE8whFalGUHAUXQ4VNcc7Ozi7BIqIuatyuS9XkdDomh3sTfvH4FZPdIdPzKaPemKou2KwC5FaibHV2j4fockmz8Xhnss959YyZDG+uloxPOow7Cqu6JcsbXNtEqhv0SkEJQ3Y6Q95cTlk4GWc/fcrqOsQSBl1Do2NruKaO429xCH2/y2A0YXe/w+7RDuvgmnQ+pxYJcdrQFDXXp8+ZLRcEwZpKUgmilCwuqKoS7W04SBZsMFWDVoJKgqKtaFtBv+NRVynCMChlUB0VOa2wVAlVSFiySSsSZNMmFQWirkkNmUyu8RoVPYc6S9BqHbPVEVWBKqlEZYGcSXRHPbKyREcnynJaRWNVS8zDkq5i43duUUpQCYWySKhlA1cBTdcoC0GBTCNrlFHERBi4koMvNDzZpJJkelVF1YQkWk7RaDzPMhohyFqdWK1J/R3KJGDUSIRozBWBaGUeCImDvQlxHFM7FpJssbmOOf7E4+B4zMC0cAwTHYMoh0hyuUxiClExUSQ606fYF18yUDWgJsgbLF8hygSFpbKc5QzGfZS6ZRauURwfRQZDkTBMi2kQ0x/sofoqm2SFpvnE5pAneEyxEKJBN7fbnKoQiLRg/uKG2fMzFvM1QmsgXWB6GoXaMJwMUFXB02++JkwNsssUPy/J85Iw2NDt9IiylDBJmD+ZEawFYOB1NYTUMrtcsPB9Li8L0ibDcjzOzq64fbBPrz/AdHRmi4C6lJmMdtAUiVcvrtjdF4RRRJSVLNYBR7dvsVxc8Md/+If8g9/4B1Q0rKYbbE2wKGsW6wXrxzmyYfLOu/d49eIVxqiL5w5RNZmHh8cEN1fcOTlgFSccHB+ys9OnrDP2xkMO9ycomkZdFjx69JJ6WtHrdqCQmC/mmJbJ3Yd7mLpOvElQGol3D0+4uHzNvfsP8HoeL85mmLZHJrX0bo9xhl3Wq4D/+D/4LaLLGV/9/Bn/8o/+hP7uAEdxMDWD68spy3mIZWq4FliTLscPj3j44A6Pv3rGrcNb/PTHj8nrEsnI+f7f/whT6aDLFU+//gbf8zgNzykbhcV6yXhvwOHxhOV0AxgIrWKel4hWQkbj2dM3SJZOoYQUQcrLywv2hyMcy6FFUBQZH374HkG44snzS4q8ZTQZ4fW6rC6ukaS3fEapxbM9fvM3fpPf+9f/htlszluaH4auslwuWS6XNM3WP9HtOmhyzbiv0+10WSzXjAceApnrm+U20RCJLchj+3xKSDi2Q54n5Nn6raQNmrpE1lQkRWO93PDoi6+o6oZwk9DrZUgIkhiSZAVti2UJDo5shmOd68ubv8nR9zcqu7+Lbvsoms764imqYWM0DeNOTBRBkEoc3T6gSResbhKKRsEQObrVQbd96jxBUXWi2RvqPOGjbx1RBtfkpUBa37AKG4o0xNYDOv0++7tdPCcjmJ6juhVXS4Hu1Dy418Hv+Lw4PSPNCz5+/4h/9I9+yO//+Bnr5YqGX73ANOVfwKhlZZs2rmoqL8/m9O2WyWDCvqZx/OA+RbymjBZItkJTNzRljup2eTWdUbQqiBZLN9kfCHZHe6TBHEVukaWt17StCox6yWB0SLq+oam3G7ki2aDoBifHPsWzGTtjn2cv1wyGPapkO9hQmgYkieHeGN+WcT2Pjw7u8ZPTV1i2y8Xza/Y/2ENJloimQMkLdOdblEmAqtkk8wv6nQHr1SWV0+cPfvanzG+W+LaJqcjYvS4jr8WxdSqlz+HBDmOry90DH9Xvs7xe0nv8I4RoMYqUoin5v7485elmiiJLZK3OYpHSVNtGoZEkhn3B1aziYKKR5IKbebn9PCV4tzbQDYkkFAgkfFdDlVoURSLLW/JCUNYCz/4L6WqabTeB6tumsGlBEi2mpZLmOb6tMF3X1I2Erv6qlC2IBbYl+PxlgW2oHO15FAGsWosg2SBUh75d07MKrhMT3zGJ05x1UnN7R8Z+i8s4HLa0kkZStIi2oCMtqDPBm6AiSN/67GUFq+sxvYyoSpmmbcnSlLqqCVILp79LraY0moysqRR5xt2TfU5sD9/vYjsuWZpsL8Cqxmq1QJYlTF2lWC/4KDhFVhuqfPvsppv47fOrEK1CBvtj2qZhM1/TNlvvraJpDA/HLC/nWK6F5dksL2a0sgLDCV+s0+1Q2DbYmeiU8ZQ4bZDLOdObgIs3l5zdBGiSQFtt8DvuNrn2cIRoW06fnZPIKnK2oq4qhCQTxDmH+wPW65jpMuHmJmMV5ls1i++TRgnBOqS/XLC+SInTAsU0WZxdcudkj/6gi2qaXFxc07SCjm+jayqv30w53OkSLAOCsmUTRjy4t8dqmvD7f/iIX/v7v4Ejh+RlCKIiy3Km84BlVODoMid375C/fk2/57O/O8SWa/bvvs/66hm3H7zHOkk4vr2kMxzSNAXjnQn+eIIqQUcofPaLr7m6mjEauGSNQrxcIusmx7euqDEp2wZExv37B7x5ccmdDz/B6/WY3XyJavdIC8G45zHa3eX8YsZv/Ef/CeH0KU+enPKv/vVPmEwGSLKK5zosZzOiYIWta8iqysmwx+HRPh99tE1NP757xI9//JiyKEDT+Tt/9wGObZBJPZ589YyhI3H2+pxaCIJlxO5kyN2TPW7mIRoCVdNIopRNVrLb5Hz17A2maSIra6ZJxrNXUwZ9H9vrkRY1UZLz0Ud3ubwOOXt1TlY17OyNMR2LehX+ivTfcx1+/R/+Fn/0e7/HfPUXAwyA5TpkEya/TETdH3doW9gZdDBdh2AV0Pe3No/L+eqX/uy/XIos41omUZr9W42p8jbBNdhEPHq8RYbkecFytUEDgjAlLUpoBZauMR52ORypDHr2X3vGKZ9++ulf+8O/Wr/92//k02+/0+Pr15esVgk9VUUKW/SFzMhXyIuMwbDDJg5xrQGzacBk4qJKKoYu41sWjmXg+R5ZVVFUgqZOMRuXMqkwPBPbv4UsWuqsQtZ0sjxDVxuKMmcVVOh6lzytkGnpuB664rCcL8myBY4Pw57OvQ/uEVzHqLGCjgKqQi4aZAlaUeH5NvffOeHw9h5VU3B8fEhbVSiS2CI6JB3f1ijKDU1TYVl9glXDYpFSZC2yKmGYMm2dI7cqVSWBUInDjFqorBYZjtcnCtcYpsD1VFRNJs8rTE2FOke1FOarkKyIMDQH09FZrAPSMEOVHXZuDckzlWLakq0WbKQK15d5cO+ATb5C0l20xqHTVbH7GvPlingTohkmcZ3jDyzyVubRF2+Io4SqrIiznJtgxuV6yct5wLOLFY8vpvzs8y+Irs7JL17wiz/4V3zx6Bd89tlXfPGnX/DNZ4+4OT9juZpSSxK1qlBUBY6tYnV1nJ6F6JjUpoaiychaQ9pmCMNEVrdbY91QCcqKTJLIixapVpAaaEqo8orJ2MTUFTRFwTY9ri5mWJqNpmlIuiCjIkYnkiQaY3vdKVQTfeBSNCl5u5VK14pM2QiEoeGpGq2pkb/9u7as4EgSbVvRqgIpzTGLEL2I0eKGidRBlFAjqPOKy0JwY3RZqApzPSfUWiJVo7JN5J6P1PVRuz2azi5q0+XA3SO3HOj1iNMY0zLxJ2MqzULSOnjdHZZ5Tpav+Pa7xyiSIKpL8kZhHtS8ijc4HY1ONcd9/SWD9RmTpqbMIXddTK2FqsLyPaRKoCsS6TwmKVLcTh9NlrcJwFkBacx4YJFNZ8zjArPf41w4PFJ2ONM6qKKl31QEwYrR7hirhXK24dnnT0HIZFVJZ8fl6N0euZSzjiKQVF6+OWM2jShSlba1ODtf0rQq3/3oY7Kg4Zunr1kFGU0h4/sjXN9lE67YHR+QRMlbYG0FukoQbTg62mdntEMQJyxWCZJqIMsSg26PsqgJo5C6EYRxxs7emJ3dLqevnrNcpnjOVpb40z/5GVfnl1xdLtk9GmF5HUa7O8xnc8okw/Nthvt9oOGg32f26pz5fMHlckqa5Di2je/7jHd7rOfXbJZrmrxCZCm/+fe+x2y+Zr7O+dEf/YJ7792h1aDb62GgYGs2Xz495en5G8Y7Xa6mV8znG548foVtwcPbR3iWjiZreKi8+PwRQmopTB1NsQiCJXvHe7gDnzxPGfa6tFXBaNTF725lyK1oSNYFpmbhdUyOjkY8/OgW6XrDk8fPGPd7OLrJTz7/GoHCt7/3AZswZDFPWK8KqCXiKuHjT94jRyBXKqswwHM85osN9985we867I/2qfKMNMtYbVYUVb3lt2UldW2wt79LXqSUZUuSxjSioa0EruUz7I3wXI+Li0uKokDTVMy3iXKwbRZ0QwJaeh2H1WyGJGrqsiaJK1oBRV7Sti3IMqIVCLGNxJcVGUWR6A+6ZFmObVtUZY0iy1smrSSQZIU8L3FMC9fTSZOCxWJFK8B2fZpWZh1EHB4c0LYZw5HOy9OI/+I//6/+m3/nw+/fsf7Hf/7fffr+ic/L1zPaMkVpC6o0wsgdOrZKVNWMegrBYoVieTw7y3lwu4Mk1agiR7NcVNPB9Ps0VUmdJzT59jIcJi2aYWB4Q0xNYCgNdn+XIpzTFDFlWbHKDDpdjygtqOsGSfPQ5YrlIkBKFnQHPTxb4+H7D1ivApq3CX6qYSDeXjiapsXpdblzd4+j412qBu7du0VTRFtepuMgSwLL71OXGU2ZY3VGIMlczjMieZsEa6k1TVWgqhJVqyHJMqtQIGsm03mKa0uUSbCFTf+53Eq0tHWFoiq4JtysKuKsQVW2k/jlKqKoahRN5eBoQl00JEnCen1OsI5x9JoHHzwkmZ9h93eoVB9L23o909UN81WBbatU8RLXsciKlidPLoiyrYcoKSrOb1ZcTiPOrjacnV/z9csL/uzLr7iaT6nmr/ns93/E56df8fuPXvCHT57xR19+w6v1ijCpyIoK1yypFYVxt6HjS3Q90FUJXZMI4xbXkmjFNoRHkSSSvGXUU1mGgqSQuF4JJLH1wWaFQNMkRl0V7W0D2DSCL58XOJaMZWybuKoSXIY6aZRhWSpxJghbm45nYch/ARNHSMS1huuodHwT19XIaomyUXC1nJ2uoBAqJiVJXKI2BT0zp0gydNskqTU2UUWUwc1KEEsdisbkalWzjCFvDEp0OsMBludh+x6O36WSFCY7fVrNoD8es16s8D2b0Xgb6FQJncHOPmnSUqRrTh58RFHkZFm6DTFqGzabNY7jIvIVytM/41jEGFVGFkT4wy5IUL9lceqWgWi3W0bRCvxhB1lRUHUNWZXJohTDNkk2MZdpwKjb5VTonDp3KRSfoiyRJIlXp98w2jlCUWSCTOGbz3+GLEvUVU130OHunX3KomKzWIOscPHmhovLOW1VkUkGF5dLKEu+9fFdqqrhiy9fEK5DRNPi+i6e7xCECYd7Q6q8RGoqgk0KmkaRZhzfntDtuKw3CXmc0NQNiq7jd/vkaUIapxS1oMoLRuM+42GH89dXTFchfc8iq2u++NkjLi+mzBdrDvcGGF6f8WTA+eWMqiwwHZvJ7gRdEYx2Bpy/ueTyYsrN5WuqOMK1TdzemIORxWI2ZzEPUamo8oRPfvA9NmFCsFrzb370E+48vI8q1/QGg62H3XR48/IFL19PGe8MWS5mLK8vefzlc7qeweTwNpZlIYscWTE4/fpLbKOhxEU1bDaLOaPdCaOBS5FmuK5NXFaMhl0Gwy6UGa0ks1qFOG4fwzY4uHXIRx8ckyYFP/3FKQeTDq6l8fnPH0MjePfbH7FZbZjPlswXEbIkqPKcdz/+iKqVUEVDnJV4vst8seKD947R1C3Tsq5a8rwg3mxoihJNVyiTmFZWuXN7suWU1vVWev1WNtDxHXaHXSx/wMXVNXmWoWsauqZRv20A27d4jLpp6PU6XF1tB7B10xDnBW3dkBQlxdvn+68aDBVZpu+7FGWNY1lUdf0rElYhBFVd4zo2rmuTJBnzxZq8qOj1O4BEGMU8uD2hbgU7XQXblPmDn7y6/vTTT/+nv3rO/Q0bx3/66cFt2NQFdVYSn7UUgeCOo9DXK3qH+wgXHNelCGomHYuTk11myxUdW6fvOawXK8qqRWg6q/WaNjEZaB737u5SCAkMiTB+Q69nsNnMEVXFznhAWVQ0rYasKQi1Is4z1uuIqsrRXB3H2+PifEXfGWJ7HRYXL9FJKMqIFg1Z0RFKxtHxHlkRgVKh6i1V+7ZDb1SqTHD2YkEWgtTIOJoNisEsiJjN51i6zK2jfWQV8jonjVKQVCTN4tX1EsMzWS4juo7P2dUSy+mgqzKKrLJaxximRVGFqEqJbJvkdUsYNUBFmmb43T5VJhiNRrRSQ5kXNG3Nsg7R+xrXN0tMFEpZRqpK5LKgMCw2ZYGjS5iaQ5gnlKJF111urgJWgSCOKgzdomwrakWnlLbm6qaqSdqCtM0o8wBDq5FJ2TQpjecS6IKFWlL7GrVeoegKuCpBUyDJDarSIESD3EooWYleFYgmB00lqQStUFEUGUVVSMqGOEqxdAtZUSnrglKRKaQa3QJJMwjTnFZSsP0ueV1TyjobIVOhY6o+cqXTVoKyNpEUm7ZM8WwbQ9LRSwlZQE3LsAW3afElBUPSIM1p4g1kFetCsMbmm9dLuh2bar/L5+uSzD3kyulSdsbolk9o+MSdWxi9EY5vYPR2UJ3baPYhpruDZnRomzESPtlmKxtclxWGqFAriag7YlmrxFnNJo1J25p3vv8tur0+SgybRcTOYMJyueAmDHkwGuCdfc54+oxxtaaeZ7SVQFZbNLUiizNczQY5QRcNaitoRINqegSzOf2uhyYksKGVBelVgtnxkbo9nq0zHqk9LludummQKBCqRGcwQk4C0jcXvH7ynEfPTynkhoaMb337mM1qyoOTd1gvA5J0w3hnyHCwy3S6ZrkM2bt1i7xomV5cMb1YsFhm2O6AqqyoRMpqvaQsYHodYRgWVdtQCdgkGxRNomlKmkZwcXWN4/bxvA5VkSMLgaYbLII1RVmyCRMMTabfteh6NrdvHXN+fsXVdMUySgmzHNOVWa83fPjB+6wWS2QhUGSY7A5xVInvvfcOyWbN2WbNYG+P1SpEsW0GgwFyXVOlOZsowR30ufPuA27mM8yug2Q7WH6H1y/eYMs6q0XA2fWCIEj58otHGJbKtz54B1F75HnEgwd32dvb4/TlBUVVkUQhmpCQNJmz5RSn76ObNqdfn3F9PiNJYz545x06rsfldEaFRBhn9LsD0qhgdhmyWWWYtoGut5hKylc/f8a9d9/l/tE+RZIzOtwnDgsaVZBkIevVhiiIONrfZRWtKJqaDz95HymM+ebFa4SmEWcF9x+c8B/+1g8QWcHPf/aUpgZJMRCSRNs2+L5HGK7wOwbjUYdNsCZLY3zPocoapFaCVmYw6PH106/IsvQtn0qmrmt0QwNp66VrRIkQWxxCU7WUtaAWGpJqEEQpcZ4jqTK1aCmr9m0SokzbtEiSoKoLVG3rwSrKClXRkRWZqqloRIssy5R5RhwnNG2NomzfR5RExEmKqGUMSyeJG+qq4PIi4R//4//6//PG8bf/h3/66Qf3h6w2DZ6WcTGv6Tgyh24HV9e55XdISDFsl7g0OXQFHx3vsd7MkADP7RGvr1E0A0UzKKJtA6x5Qz45PCYzTWzHJF1cYHXHXL58RZnnDPYOUdoMSXNQFJm8qImDkCSOUBUZ09Bw/C4v3izodl287i7T6xtUtl46EOiOjSbLHBzvsQlTDEPBM0GpY5ZhRVtvN31Pnt9QVxV1XdMZTWiKjHSz5OVZjGQ6PLh/gFauacoM2uZtY1hzMctRFYlwk+K4JkFUovk7iCpBlqGqt5w/gKYqUGSZOG8IEgGtoMgKBgN/K0UbD6hbSDYRWdYQRTldb+uRtKQIWVZQNJM8CjDcLuvVBts2UaQWTVMRbUOl9zi7SQmijOjtYKtu37IpW0FZt5R1S56X5EVFkaaoVk4hZQi5plJthGiYpgaSbpHnNXsDCVmWeLNUkNvql41dWQmSXGDoEo4po2sS80CAbmJpLb4jM1tWrMMaXRaoqsx03dJIGmVeMeyq1I1gsWlwbYVBR8Wx5F8mmFYNaKZL0hqkjUYra+i6RhEn9P6y4kwCWxfYmsDVGzSpxtAEYZASrHOCqCVNSvK84atXK8YDD8nu8fwyRbG7SJqD5XVRnT6VpGK4XQbjEZ5n0+118Ls+/mgP3etj2D667SPrNmkckaQZTdNS5jlSUyNbFuswIwgzsrKlaWUefvgxveGYsqzJi5xut08QLLm4PGc8GFDMXnCYnjPOEzTREAfhFtOTZLRNS28yoMwLqnzrW1RUBcuz+eLsFR3VpK1rFFWhqWvSIMbr+1iex9Ok5RyNMJdYLKZItLheh16vT7K+YDpfcX36lG++eUVbb/E03/nkHqvZiqPbuyzDnDApGPQ99g53uJyuCTcp+8fH1GXOxdkNl5cLluuIrrdN06yKktk6oS5rlss1hq4S1wIhy8zna2xTIy8aiqrl4nKO6drsTHpUZY1Mi6XJrDcJWV4ThDG+qdHt+yimx8ndI169uWI+XRGECetNjG2abDYJ7338AeFyukWzKTJ74w6W7fHex99ms5yxvJkxunXMZr5CsVy6PR9Z1ORZynqTMO47DA/uspzd4PfHeHqOYVlcns9RJYnpLGBxMyOLIx5//hhblXnvg7vkmJRZwuT4XQaTPU6fn6JQkmcpVZWjtAk3szW+a+JYCs+evmQ+X5GEEQ/ffYDl+VycXyNaQVFU2J5DWdZcX01Zr0K6vo5tKGgKfPbZ15zcvcv+yR2KNKK/c5uqiFA0lTQryKOQTZSwtztkHURkdcMH759QVyXPTs+pyoo0yTm5e49f//f/IbqU8dnnz8mLClPdeovbssDvddhsEmzHpt/3CdcRYVbR9yyKsqaqa0xNpd/v8PTrpyRRvPX/vv0uatqWi9txHaq6QZFkNBnKWmyRgaqCLCvMlhuK6i8NgP5KCSFI8vJtCJRMUVZoqooiydTt1u8oIZHnJVGUUDdbmbyuaYRhTJbl1E2DZpoURUXdyMyjhucvrv/2jeN//8/+yafvfzDEcRzCJEFSXZq6RkgV11XBq6BA63YJQ5lkXXPrcEyQLml1QZ4kDLs9pBYUTSNtWppGQcksKAtMx6TFQ5IV3rw5Z72Z0nUM+p4HqkyQxFRVg21a7O249Ds+jm1j2wpRtmI43Cda1ZYHG4IAACAASURBVMShzKvTU37wrWMePJjw9PUpZVbT6Y2YnIywfZVWqvF6Fmglw90OYbFhFQckWYjtathdUDRQHZ2wTthsAkzJYDIYUxY5pilj+MZ2BaxahHFJkKQUdUM4L3n/3QPWScDsJsFQVXzXIdqkmKaJroNp6ci6DqqMZRvksWDUGSCrCqCwXKxwHAdNrcmqDa3ZIKSa4XAMukGRN8iyytl5TtfyUH0JmppBd0wx3TDU+8RZi5AtBv0hom4JwwBVrqmlAkXUqJqE7mq0bYsqq8hIeK5Di4KkKRTFNoK9WGe4qgmFwFZaorpGrlt6qoIpC9RKECQZqgy+ZRNWFZLpAAptVWPZFkGWg2qiKBqua1FTUyPIVQWl56DbMrahoqs1haSyDjMUWcOVFEwBTVJgIFFEFWoDdqXi5mCjswlrltOQLMhZBSWV3iVIaxoT5orBleYydyF3JeR+F6wudXefs/MNuztjzP0Oy0ilM7iH1RnRYiLJDkljgzVElW2oNJLYJUk9lpH8NuFVEGUNkryFptdSg2w2GG1LXcSEVY2k6fiuy7e//T69Owd0u320SuVnv3jC61eX3Nk5QAhBTxWIF0/wLt8wFDVB3mJpDbQVquMhhImsQJE0CEPG7jmUTUWmq1iuSa0ZoGqopoVGg2xBo1qsCo03usvV5ICrtKCuKjzLoM5SvG4XZZOwePGcfBnR9XaJypJ77x/hdlpenT6la4148vlrVuuUxWpJFETohoskqQzHI+qmZr5YUDcVktwSJjm7B/vkZc56PSeOMnTNI81KojSmaQVZntLtOdw6OkSRVcIoRNFk0iwjTzNEK3AtmyhOyIqS9z78iOVyia4bKJJClIToJohWpW1kJFXi8PYBJ3eOUGSZ6c0Nluqgqw2mrZNlGXVasJpOieOUpKq4c/8BV6/OKVcRXa/Ljz/7gjgt+cF3voOna2htgVIXJFlG09TIms1of4+9kx3u3L9HFCd8/uVjqu0tjO6wTxkVfPb5N4Rpxo//9BeomsHuwS4tgkW0QPdNRsMhTVKQBCHLMEVY0O33efLV15y/eglCQVcsFEkjiUtev5kSJjW276E0FQfjHhgNohZs5jE3y5iXr8+xrIrxQY9er0+Vy8RhxLc+usew77EOA/KqRbQCU9GwXRPNUqiqlmAdsFlsqPKSJKvoDYYkcclyFdDtjpjPFkg0HB/f5s3pDTLw4vRym5go2rcg+Jy6rlBVhTRNAQnLMhFtiyzJaJqGrEBdthiazWodU9Vb+dYmSkjzbaKqoinIMiCJXzafbSuo6wZVU5AkgWltvSNV2VKVDZIMsgq6piJEi6op1GKbAiIaiTzbTme7fpc0zkmSDFVtuH1nwuuXa/7L/x8ax3/+z/7bT++eHNDvOeRpglB0gk3JKs8xDMF5tsIe7LLJLYJ1wvt7HZ5fv/rl79/XXQJJgKJS5ylVFlM1gqJWqB0Td7CDhMTs4oLp9Zq+L+H1h5RCo8gLknybSru/28P3bBxLx3ZMinDNYP82m+WSohE8f/KUv/PRCe+9c8DXL6fESc5k0me8P8ZxTFRNRTcMNMuh3+9RlSmbYEOTrfB8H19L0RWBZjrkmzlJWiA0j9v7LlQZqm4imv+HtjfrkeXMz/x+EW/sERm5Z2XWevadVJNNqhdIGhmyBzBmBrDhK/uL2IBsuAewMIZs39jwhzBgX8gaa2YEtZZptXoj2SSbyzk8a9Wpyqrcl9jX1xd5RLWmZRgDt18gUTeZQCEjMiKe9/88z69Eyhph2hRpwnyjEBYGYZzz8DfuE27WnI+X2LZNZ2+P+WyLbe6UkOG1MBwPmxDb75AnEf2eBaqBKjRmyy3NhoOi1ORRQCUM6qqmtz9CKzbUVYGiqjw9z/BbDVreLtPqtXtsJy9pDG+gFiFlbdDpD1CoCYLk7+3kC0XBszRMTcXUdnBk17VwDImhKZhqRp5L5vOEg55KmWX4riAudaKk5rD7dxbRxbamVjU8c5cxrFSTtFSgSOk1NcbzEsPUKBSTrq9gGIK0FOS1QqdtIqsSx1Rx7V0WeL6qMHQFXdsxKKfLHU8zzysMpcImQ6PCUDKCuP76FSaSQlgEUUlSm6wSg6vYIq9UpNBx2m00x8Pw24wvZ+wf7qOZNkkON27dwGl2dxM3xaAsS+xGm1rRSAtJiUZeC/KiYjW5oE4DsmhLFm0wbAdNrSmrmhrIK0kaJRi2hdto8vDdb9Pt7+F6HqrQ+ehv/prZZMz+0cmOc2fo2JNPuT4/RQQRWZySpxm6qeN3W5R5gabrJEGMYZsYloGqCRTAdGwa6HT3+1iuTbQJkbXc4TnMJjPdYOqdsIwhikL2h0OC7RzHa1ImC87HM6L5GYNhnyhMuP/oFq2Ww1efv6TZafLlk9esViHBYk0ex7tolFTYP+yTh1uW65Aor1B1jSTJuHZtRJTmLNcx2yBC0zXSstq5LiRkUUy75XN8bR+Ezma1RdNU8jh5MxnfYVmiICBNEu6//RbrdYDpWFQoROsVpuWgmQZlVaPKmoPDPY5v30FRNabnY1yvgVIX2LZJVeRE4Zbl1QXrpCCJc27fv8Xk6opku6XZdPjo4ycEUcpbb93FsB18axdFCtZzVEVBtxvsj/YY7I+4c/82m6jgF58+QUXi2gbu4Ig8mPPBh4+Jwpgvf/4RluvS7nYopM52HeK5OoPhiDA3WUwuCIMQx9ZptnxePDtjfHqGIgSaJtBVhSjJePVqTBalNNs+pdQYDdtQZuhCZbNaEi4mnJ9eYGk5h/s9bNsgSzPiOOHeWw/ZG/XZzpZkRYXuNHAtBaEomIaJquus5jOC5RVFUbCJa4b9JtF6w9Vsjd8fMBtPMTSV4fENzi6mlEXOk2dnRMnOQVPVNWUpd+eqUNnGCbqm4dgWRVmiCYEmdlzdstp1GKy2EXlRUteS5WrzdRvq/9uSUtJwbLK82InFuv6aqwq7qaRpGBTF31lZy6pCVRTaDZc4K0jTHBXJcH+PNK95+erq1yAc/8U//16mJeAI6ipjMy8YTwKWiuSyVMhVQZBKPvz5C/y+idt1Udwc9AxZQ7vRw9QFi/WUVKl48WxCwzTo913ivGK53rBebTEMi7yq6bguhioodJV5vKXXH7K+XPHw5hGOIhGyRlEF3dYey+klllFwcndIsJxQhhl1kbO/N2R41Kd/0qHVNdmES6q6oNf36Qw8NBOenb0mSEqCoCIModNropkaTrfF1eIKTZa4hguahiY00m1Eq9sniiRn53MW0zV5oSBrmzLYomspjZZPp9fAdSo0tcBveBi6BbVC098dXEUR5Ak0bA0RS/y2QxhHLFcR6+2a4cilf+DjNR3aDZ/FdMt8PKU77DOZhuS5wNUUNEWg1jWGafLy80tc7RCj22K2nPFX339MHMQIU4O8phQCrVJB2aELZL1jFJpVxmHXwzYqTEXiCJMyTimqGt3xEbpKqRbkMicvdVJVZ5vlGJYHjQambxNkAaFQiRWBoVs0rAZpKSlNj0wK4iTH0S1sRafOc3yh0QK6KHRThVZZIBQdkNRlgVYCCAxZEisZ89oit1zieIOiKVzWFUvDRTR8dLuB9PsEnRNKs4Heh7w5QnWOaXg2mixp2D6bskbt7TNdBnSGbXpdi3BVInWXPA9Ri5LVNiOpFIRSk0Uh26QkKHOyKgARoogUlApTN9hmG6KyxDQdcgRBZRHIGkUoDA6H9Ho9posZeZCg1zrNVpeXX37Bpz/9gIPDfbTgkubyMa3Nc3whWW8ybMelyDNah0NqoRDKGs+00bWULFPJyhjTsLGkTigFHoJss0E1bJLTCW3NIG92+Fzd57G0mIUBPa+LEDp5kTFoO1SrDYvzS/70X/2Qjz/5gqdPnzIZXzK5XKCqHstZCVIjKSN020bTNLbbnM06IYpTTEPn7UcPME2dbRix3mZYlk+n0+Jqeomm6Bi6QxDE1FQoQsFzm7R8B0GNIgXrVUSj4ZHkESoKRVagqwIVyWw+f1OMcw6qQhxnzGYbsqhgPQ+xdI2HD94iCBKSIGDQtTg5ukWcRHz0yZfcvncNTauw7AZFJVluI1TNwtQMyjhhcNSnsz/A7+8xnSw4uX6dJ4+/5PTVS/JiZwnRNZM4TOg0HaL1hrPnz8jCFfcf3EKVKmUBRyc3AYHW1ciKhPffeZtH9+/h2Q4///gXNPc6XL9zgFbkHHg9TDQ838Pfb/Do7dt84949fM9nfLXkcrJkGwWgqzj9BobvYusGwpJUikqeSd6+9Raygh///AmvXs9555vfoNdzWC829Fo9HMtE0yVJEjIc7TO5WvD6bMxquWUZJpimzrtv3+ZwOOD1+RUX0yl7B0MaDYuXp6fUcpdva3gOvV6TSmbcvXubbqfNT3/2KXldkuQltcx3+W+hIIRAkQpJsitWUZVdpsJxHHr9PmVZsl5FO4up0KnVXd5x1w5Xo0gFJOhCw7FNVKmSZbsHE0XZTR5VoeA2bMqiQlYqVSVxXANF2U0ny7LeCUZRf13rL9QdY9AybMoiw7I1gm3Fo7fu8OzpmP/qv/xvfu3C8Q//xX/3vTSt6Hol83XJdAvjaUqQ1lzFNWFlolUBP/zZC/aagsaoi2ZYFGmIoqporQGDsuIqWFCkIdNFRqPh0Gw3iTdzotWMcDlFKCVBadHvNlBgJ+BWl3h+kyAIGI266HWMbWnYWonXbHP66op+o+Lk+jHL6ZySmjRasnd4yPHJkHa3yWjYYbHesXMdx6HlOzi2YPzqnHmisdjWrIOSTtvDazbRTZeLWYgrUhxToXpjO66SDbrTIk0SpouMs8uUDBNFqBRxQtNIcIya3mgfR4sp8gLft9BMG2GY+KMbpJsZmuUi8wjDbeOoGYO9DsttzHYdMplvOBh6DAceptugt9cl2SyZrRL2Do/YLqYsY4Glq+jEFEWJMBw+fzyl3RuQSZ2LyZYf/+hjwij9e7X2AJpQabkGcVZRVBJVhbtHJrpQvp706UISxyXDtophqOTFruk2zmArXZbrnI6n4HkmqdJGKSNKdOapiSFqRm2FTeWSKwZFrbLdxrQ7DhYFRSlpe+BZYGogxM7iWla7yayqsOP9odLyVMKoJE53U4TVtiCvBOugJBUehepg+x0wGhSqQ6nYGHYDu9GkMTim4VlUVUXLtylrle7oiM18TqvtsT9sE6wD8qomS0KELJnNZpRFga4ULBcLknBDGgVfv+SbjSXPdQjj9I0lT6GsaoS2cyIYtkV//5h2r0e0uCAtJaZuoBsap8+f8dFPfsTxUQ+RzGhF5xylAekm4mW05HB/SJWXNAcdFAWyOMNr+xR5QRalCE3Dcm0sbycUvY7PdrFG6Bp5mmO2HMT+EZ9WBuNU5+ziksHeENuy2QYh3f6I5XLBej7hL/70L/n5x1/x7Pk548sZl1czHNdhsQpBCIokRTdNLENjvooIthFJklFLePCN9zBtk3y7Jg1jLF3H6Q6YXOxKlExDIwwjVHXnzvItjaZjoqsKFQpJFOF4FmVRUUsQdYFtahSqYDGZYzY8Xp+OKYuCKE6ZzhbkecFivkTTdW4/uIcsIoIgptlucu1kRJGG/PyTL7l982D3f5s6ZV6wWW53dl7TIIljesMDOntDWoN9JuML+vuHvHr+ivMXp6RSYxMVND2TbVTgWgqLTcr4xUs2mzXfeOsasiyoipLu0TFCCEzXR2Yx3/rmDW7fOkBzOnz2yRccD33u3j5AInD9FgYJ3Y5Da7DP/fs3ufPWe7QcuBgvWCw3JGmO0A0sy6XTa+J4DromKJKcMKu4+/BtTL3kRz/+nNPzKe9/8x7N/pBlkOB2R/ieSVFr5EXJaNhjvlzx6tUFwXrDZhXQcAwePLzO4UGX8/GCs7MJe3sdmo7Oq1dXVHWNa+o0mj7dtkdZw4NHNzGcFr/45DMAkiz/2qqqAIahU9eSNC8QirLjiiJxLYP+oEOV58RpRl6Wb2yrYJsGRVn9/ayk47xpaxW/kmU0dB3T0Cmqir+9klmmSV3LN/da+bUl9peXUAUoKlVdoWuCKM24d+eYopY8f37xa7Cq/g9/8L1vvuuhSAO97nH5csbxwTUUVSMvMjYryeQixXTh/sMTiqxkvd3gt10ss4nXaFDUBZWsODg42dW1ew3Sskax2ryaTAmLNbqecDDqYqompmExOhxiuxZCEfT9DpfjKWGQsN2mPHtxxedfvUYVgtHBAF0rkGWBa3sgJY5rYngGTV9QpymHwwGj4RCvabOJYqJM4rtdrNLm5GCfu/dOMDSV2XhBx2pg+w5ZlfP6fItr2LiuxyrKWExmnF1EVFnGXs+j0XAwTQXbhWbTIYszXCunSCTzaYrftAmjhDSV1LlKlpeUdY5l64TLmGCbcX4+YbqMGB2N6PVcfN8iTWOqDF6frZhPCmxhIoTC9GLNy5crahmTzhKSrCSOM1zniFfjDT/58ec8ezlBlyUKFZowdjsgikQqEqHUSEUhquQu/2kLmh2PUhQsgwBNs8jNFqlqUVGSl+mO/WX51LVDrnqUosRQKmqxq5R2pIktJa6QVEkGWYkvJAOR0i4CLJlj6YJWppAqNWqa4OsGj1cVL2YGc2HxarMi0T0mRcZCaxH5I6Sds2lIFtYtytZ1nIaB1fDQunukmHSGI2TDpWy2wGpBldH0FGRlIjObtKgI1gXbxCYpJGmWYVgeaZURb0sKHK6ihKgIyajIdEGoSlJTI1ZVYlVhKTMiUYNrUlkWgSLJHZPMFlhdE7fVwt5rs3/7hIODQzTPpC4q3GGbIk+ZPXnB3/zgR8wXM6LxBRcX52TbLd965xb7eoxVx0RFhdNsUpQhGg5JUWOo4PoZRbSiFA6KYyNkQraKUVYFumOhVwmeKdguNiiNfZ7kKk90h6XTYRnVWI5FnRfk8Zajdod0NiOYrvij/+NfQq3S67h4rkGtKGzDFEXomJYgTaZ4roWsNAzDQVEUkijGUFTWywUXl1dcXFygaTquY2ObGpvNknAboioKhr4TnIPeAFXb4Xk810VWJYvZglZrwBdfPMXQTGSlITQN29KwTJ1aSvKioKhLFCHI85JgG7A32ONwv0+e5kwv5zi2zf179/n8sy9wXJfhcI/lesZov89oMOTVyzccIqmTJLvciqIILNOk2fTQgeVkzkc/+xhN1xmM9rAcn8lkxsunr3nw1tt8+fSMRrtHnki+86330aSB3/KYTKfoQnL7RhtTLanSlLbX4ezslMvLCdsgZNBs8TvvvE84C/nZR1/w7OwFvT2fTstnM53gWwqDTp/R4Yg79+8wuDvg27/9Pv/5f/J7dJUKp9fg1RfPcS2Pr756yWdPn5JmCZpj43e7mLaAuoRa4fmz1/zlX3/IYrVG01QWyw2T+RK/5WGaOu+89TbXjw55+tUzHj9+yWq+ocgrpvMlKDCZrqilQrPVYXw5RlUk3V6H58++5PL1GWG4RlU14jRDFjsWIEiyLCPPCxRFoa4lRV5QljW2bbPZBDseblbgtxyqusQ2dXq9DkmckJclsGMGKqoAlJ1lR+wsN3W9a1wVmoKCoMyhLAts26CsSjTTJMtK6vJNRbmyy40p1Y7ZaxoGNQWaoZCm5Rs2WMp8FvBf//5/+/9DxvEPvvebD7qsC5eG7/H8dMbRURfNcXFkzHyR8vh1jGWZfONukzAu2KzXGJrEH91g4LYpq5LM9nBae6jZAsvzqYoMs3eDlxcbwk1AXUuGbWVnaTVMvO4ITdNRKRkMRyxeP0UxPBarmBcvL3n2ZIwwNAb7+5RlTdOuEEKhrFU006bd9mh4Nmmac3jQZTjq0eq0iYOI+SLAabZxLZ3b17rce3AH2xYEk1M006ZhC/Jow3KdoQgdx3MopMXl+SWTFaRZycmBTbvXw7M1WlaGZ0kq4aCUCUqds1hleL5LEW9JRQeSBUUSUqYR1CXbMGWzzXl2umYy3XDt2ohuu4HjmmjkGOScnq0YzwuE4WLWG569zjg9XyLKlDRN2YY5Il/R3L/B6esZP/zJE16/GiNR0MSv9gQKdSfUorykkhJd19C9Np5eEr0ppwkrm7TSqRSNyUZBUDFsq1TCIJMOvgOuXlLVkkUo8SxoWjVtqyAMcrJcctyTDLyKQaOmYSn0vBrPUanKmrKsaHmCp+OC5TanxOblVQWawdlcMo80MnOPlh5RaA0KvYnXbtPt+XQ6PrrfQReC3mgEugWahd/pEyU5hiZBd8iLkiKNieKEMM6oq4osXGHau3LBOMnJKkme52RZRhinb3AAu+8oz3/VQqcKDaFbKLqNbjoYlkPv8Dq6bnL/N77J/uHxLodVlgyHe8RFxfPHT/irf/NvKIuU5eVLxhcz4jDmO3evcT1bo2sadVVxPBpRpjkbJcfRDZIg3iE4FAWh75o7izQnCWKSYFdS9Ld/0yih2WvxcZCyxGKS60zmG3y/RRRGbLdbhqMh6/WaLFjwR//7HyHKnFarQdszKYucIIjRFI0SlTwI0EwDoYBmGNQS4iTD1hS2m5DZ61Mm4ysUXcewDDRDZ7NaEycZuqFjmRquZdDcG1CXFZZj0fRdJJKL6RrHa/Ds2St0sduM0zRtJ5QMjaysv25b1jWFPCtYbWNG+wOuHfVRyoLZ1RTP1Ln/6C5Pv/wK1bRoD/ZJ1kvao0OOD7o8fXmOqu0ER1VJqCtUzcCgwPWbWGrMYr7hg59+jKOpDPb7OJbGYjrn2asl1996j/GL57S7XdKs4L1vvYciFPq9JpNlhGaY3Dzpg6qTlTXthsOTF1MWl2PCKMFvtnj4zvvMJmN+8ckXvHo1ptvxaTd00jhEUaDZ3Wf/aJ9bN67R3Wvzj/6j/4B/8p/9F6iKRGgWz5++oN1r8+yrlzz5/As2mxjbMmh1+ziuAbIgS1JePnvBD37wEfFqiabULCZTLi+m9Jsuhq7x9vtvc3y8x/PTK7787DnT6QpNqKxmK4qyYr3aUKsC17Z4fXaJ1Axa/R7PHz9jcjkl2O6iAUn2d/gdCaR5QZr/LUN3lzesa9B1nSCI33z3FY6pk5cVlmGw3/WJs/zrHCRAXhQgJVme/0rOsaprVEXZNR4XBa5tE6cZnmvvPge/IhoBTHPnxlBVlSjZtXPHYUK4DZktgv/vwvEP//t//r23HvokIVBoqCTsHzTYbnO2QcV0FtMbuNy/d50kDdENHccxSZOYqoI4S5hOp+RZgSoM5vMZtm1iGi389og0r2g0HPotjzwvMXUHpIphmdRS4avHz0jjhKvLDeE2p9Fo0ew20V2VwV6TMo+ZTbZ4dgchBGGSEKcRUVQgK5c0TtlsAtKsZLsJsfQGRQxpEKPImvHkjLiISbKEy/GEpueT5luSqsRxbFqOj2HZ5Mouc5HmBUKLORp18BstsiwGHS4vUg6OPFQh2WxydN0lr6EWKtugYDWPyLIKx9NIsy2mYdHuDFkHFZtwZ18oigTXsYiinLq0sCwfpYKjoz2KMiPKakyrQafr0e82iGWOicNsGfD5k1eQ1Ki1gDLFUBVUKVClglJDXUg0FKh3lhFd1bAVwclogJLkqEIj0xRC3SGpFeo6BVFTqQJVNVFLiZZt8OsMJSmxIp1OLdCzADVcQhETAbHuMI9KZFaykDCzW1y4eyRlg8dVSiJTBkcDzqTgNFTZu3cNzS2xGi1Uw0AbHKM1jvFMiW34VOIIu32AdDUSr0GoN1D0JnGpsK0VpnHBOszJ8ppluGIRpCw2Jas0JxcWqdJiW+mkJWypmKUZQSUo7QZLFVY5qKZLqkoqW4CjoDuSft9j1HbZ6/n02232Bm2u37zBYH/I3RtHnHhDhkYDIVPS6ZpGmBFvNkinQZCGTC/GPH/8hDovWY2viJZLHF0jSBIsq4XveBiaji1qdEelQKIaKlkS4DYF+dUGyzBwFcEySmkIHeXNzlWaRBiaoKx34OJXtsuPdZepaBLGG/YbPlpaUGkFR+0Wq1dnxIsV//pP/pKjUY+Tmy0ODlvs7/ugpQirYLlYkQQp9+6OMAyJ32oRRiGaZmLoGt/+1reppcp0MiWMwt0GkGNTljnUUJTg+21evTpjNOyhqJIoSOj1W4z2BlxejDF1k+1mQ5IUtDstsqzEMh2WiwW9XpuTkyMur65o+E3Wm4CyKLh1/Tqdhofr2EyuliioXF1e4Xou5xfnXFxMaXf7fPXslDv37jKfbnny1SuKqkIVBpZtk+cF09Wa937zHRaTMbPJJaqqEaYF9x4+5PGzZzx7/pr7Dx7Q7/V4/uKUSoXFasPjJ0/5+NNnfPrZE27ePObWzZuYhkmex5iGx9PnZ5QSvvVb7/HFk6fcvHmbYL1lMp6zWG3wW22KomQ47JJHAbplskpCTE3j/OwV909GiLjg07/5iK++eE6RZhiqRRDmtPZ7XLu3j9+3aDR0nIbFybVj7tw4pNt0UGrJ46+e4Xg+j95+yLUbR0wmExazDcEmoaphMltwfnGOYztcjRdYrofQdIJgQ5rsrjt1BZ12mzIvSJKILElo+j63rg8Y7nXo9wdEYU5ZScqqRAiB+kb4iTe13ygKQihkWYLnuUhZIaVEUWqqqkTTdYqiIE1Tqmpn5dFNHd3Q3wjAiqqUqEJ5U08ukFIh3GbUVY3tCCQlKJAVFchdFlJKiW4YaKr6ht8mKaqSsq53169q1wRbl1DkNb//+7/+ieP/+Id/8L3ffNhhsdy1PApZce9IZxnAZhtzPtkw6Le5deuQMK4pFJtu16fOAuqqYBEsmEcBVRaimTZZsERRVexmH7fZR5MZLaemMxhQpBF2s0tVZBhOA91yCa5eUmYxr6YVRbDEaXbY299DaDp7ww5RlLCYbTC9JobTIE1T0mDFMqiQeoN4uyHbTFhsS9IkwfcdojgjjDKqqmZ6taRII5K44NmzCc1OiywOqbIIQ1OwPJ9a8ylqcB2NuFToeRWeY9BsNwmTnKoqOZ9LRsM2ZbImqTRUbdd4XuQFVyvIghXrbUHDUQEFU5O41ZGQPQAAIABJREFUnT5xUrPZxkwWG5J0xwINU9gWJq7nURYF+0cD1CpiEalYpkG36+JbFVIRqKrC+TTl+VeviZPdw1eWl1+zSMUvTR1rWVPV8uveHl0TnBy0cMTuc0KoTNImaCZhUqMZGjUqRWVgaRWOmuBpBVLu8kpCqTHU3XlaVTBb1+QlLDY1i61ksanJVIdtabHODM6vYrKiYn/gMs8spvOU7skd2laK5TXo+xVu/xi/f0hZFKiajW7a2O09FN0Bw8X0Wjh+i816QxLH5PkOl5UlMUmaE4Uh4WZNkqS7PLGqvCnp2GVfJ1dzVCEQb9ifcZRQ1xLT0FGFoKwlum4wunaLVm+PzmBEu7dHb7jPg7ffodfrc3TtOr3BiGbDp6xrwu2aKtmwXq9QVZVaUXn94pSnX3xJlheMz87ZbmMcXRBFMUbLoWFrdI1dltHybPI0R5g659GalrC+nhZrhk6yjWn2WmRx+vWxLOrqa37ppITnWo95ZRMEIYNeG08EFFJnOBgwHz9nu1zx/T/5Vwy6PtduHHJw2Ke31yHPSwyhMpmvSeKYW9dHoKo0202SIMayLXRN5Z3f+h2qqmKxWLIKYqqqpttuUNS77zfPcmzX4nw8Y7Q/QMYhQZQy3OvQOzzh9dkY19TZhAlpmrI3aJPkJZquMZutaHdbnBwNmFwtafgOy3VAWlQ8fHCddruBqumsZkvqsuTlxZym7/LqdMz0akZ3b4/Tl6fcuneb7eScZ8/OUctiJ7xNizJLWa0C3n73PbbrFbPJbCdWsoJHb93gy69ec3p2xe0Hb3M0anD+8hRDk8xmc754/IKnzy/4/LOnHBzf5Na9RzRsyXKToisFL5+9AHS+9bv/IU+fPOXkxjHpdsN6MSeKM9xWB1EknFwbslqHSK3BYpOjC7g4fcG1uw+xRcKHP/6Qr774BUWRo6o1FBmD/RGD4R6dpk3Ld/BaPseHfY6OjxgMusiq4NXzc3zH5NHD6wyv3WAxmzFfhYRpTl1L5rM5L19dIjSNxWKDYwgMXWMVpURRtjuWZYXfblIXOUVRUuQZfsPm0d0+fsPhaNRns47YbYL+KiP3b5dkJyBtazcVLMoSVQik3P2+gjj5ewIUdhPHsq6/FpOqoqCqKp5j76Jl+Y4NaRrGjhNZ7wp3pJRfN5T/u6ssq10EpPyl4h0h6PoO4+n6HxSO/144jrpWmU9LgrDC0lR0U6XWJJsg4ujghOFegGYWOI5BHKVIJcd1bVSlxcV0Sykz6qSi6Ti8enVBViZEho5lNDETiVIZOJbNsNUiyHZg7zhIeP18geFa9Jv7mKbD4YGOikRBJ0xrFuGaydWcvXaPk+N9ZC1Ik5TD4+ucnr4AuYOQl3mN1QDHrel2W1jCYhtssFAwPJeTW98grnJmkwnNVovZYs7teyPqZMFnn7zC3tepFInp6mzXCagVtqMRhVvquiQNcy5WIWkk2UYJeQJxLFC0hNVVhrDg6iJi5A+4ccvDsSDLU3THYL1JmW22SBxcGzStZjwOyNOaMJhgWiqeqxEVBrpVkasxJzdO6Hddtsspft9Fj2s0p8R0a5qqgYIgqdtIatKkAMNEL1IqcxeqN3TIyxopS8pcslwsaSmgFiVCL7GtjI7XYvz8kqZmotUFlZ0yjmtKy2Nbb7EM0OoQo4zJdInreiiqxkZ0kMYhpa5iCTC0AtO0kY0Ouh6jZ4LlbEOoC4TpIWwTzd9nfT6nqtskmYd0bDQpCDOdPA7Iokvy8YpADallhYNALaDWVSKjJqaiTApMvYEibeoqQdYJdVlRaRKz4bEpS1yp4He71JGGb3r4jkLD0dHsJo6ms99v0fQ9ijzFNy3UqiKXAlPoVEXK7GrF8tlzoGZWZVxta5xSp7ITGu09LK/L3q3ObnJwtSaMU5TaZB0ntDUDRWh4mkm6Tfnsw494MHiPhhqiq4IkVGnZbQqWdF2VJMrQ/QHJdIsc5AyaFpt5jN3yieIYvTJYLyLqts9Y2+PnokmsmxjrnG5/yDge03d7DEyT+ctPGDYbvJ6vuL7fpjMYMV2MMWqd8ew1eycNrt8ecTFe0mt3ibdrZvMUNU1YzUOiKGZ/v8ef/9X3qWuB4zl4LZvNeousVU6OrvHxJ58iNIvpdEG72ySvKzSloKpKup0Wn3zyKb/92++ynG346U8/5sbxdYQpyNKCMAiwHJdtGLB/fMj1mzcIwgQ3jEmVmCQNUauC8XhCLSsqWeJ3XNJsQ7fX4fXrS37wg58SxhF/9md/vQMpN1zCNGE6X9Ntt+h0mtw/uo0qJd1Bi/t3b/DpR5/zzW88IlZAcXRuHg2YTieodcVqG/Pw6AHn4zP+43/2u3z68Re4lssf/19/QZxlWKbO7/72d8i1lN/77e8SLDesTseYpc5iOubhW+9SyYwvPv+K+OyK9755hySu6HccoiRD5jovH08IIoM//F//N24+uIPpePz0F485uH6LfkdFUUreu3uHDz74GaPr+6wnc8oKfvTZz9CBfsfnxrXbTKcJ73/nIYYpuLi4IAgSDo+PMW0Ly7aYTpfMpkuMsKBQd+UKrW6LUpZIahxPpSxrzs7PGQ332K4LtkHOb7xzndX8FE1TyLIc09TfPEju8laykiAVqnInHutq13opNEGShJiGhWubjPb7bDYRURyh6yaQ7goadECFIi9AgnyTy3BtG8sySZKEvIZOq4FhQZwEWJZFlGbIqqasJCgqpqkhyxr5BuOhCgWpqNiuhSqK3QSpVNluI6riV3defx2rqmC2KlkHFUqao9UKUaqwWa44uTZi0HFxjYJu2ySNM0xjx+eqmn3iKCUNN6SVyaBnsrl8DoCsqt1UK7eISwO/dR2v00AYFrrdoNZyNpcvsJt9zEYby+/y7tAkj9bY7RGLTY6ibbh49ZrO3h4HN05oWJJVpOD39rkcz5BFytnLl6RZiecYGGZKU7GxbRMkWKKi2W7iXBuiqjA5O6W71yMJttw8POK0hk8+u+KduzF+s4mie5y+DIkyMGoFx0hJFmfIVOPlRU5SFBxv5sS5QZmmlKrJ86scTRFMppcM93vcPrTQ9JIyjdCESViqXE2WlFVN3zNBkUynIVGUsn1jn29YBlVwBVqJoeQcXDtg2NVYXF7SbqgoSGwSikrSck1sQxDku/MtywpcUyMrKpKi2uEtdJ3kTYtvVZYkwZZGS1CgYVGgKRLPVbmYb2l1NOqyRObw/KJCasYvnRkS2DW7t6wCiUphtzENnawo6fgOQqhUwqaqakwNrFiymK8oahVVUbA9F1U3CTcWqu5BrmDaJmWwoQorqjQilQrM5uRv+Kf/0MrznUjQ9N3jX11VuwbSdUB70P36fY1WG6Ht7IOqIlEUlUa7S9NvMtjro5o+AJ1OByFT4hx82yLNS6bjc7767BcItUKtUs6vNjQsgzArOTw+wOj0ud09QKkLVssFcZIhJVRlhQrIWsWyDaI04dNPvuTh7zwgVKqdUylL8FsNyrzAVXW28zWdYY9wHeC2GghNsLyc4/gueZpT5gVrraRpN9mogk/pU9UQhVtG/RbL5ZLjowP2fI3piw9wHZuYlKODAc29AdPxJXu64OJ8yvV9B+veCecXK3qDDuFyThAkbIlYLtZs4py9vQ4/+os/J01yPMfAsi3iOAMFjo8G/OxnX2BqCsvFipbnUMQJpQShC1rdJp/+/DO++913mU+nfPDhY27eOkETCiItyaIY27UJFytO9jtcv3OLOl4TbCPKKiGMUtIkI85K8qzCMPWd6IxCOm2fs4spf/Pn/5Ysz/nR9/9ql0UXKstNTFHVNBsZlt/mzq0jmk5O1Wzw6P4RP/vRh/zme/dJaw3b1Lh5fUS4GjNLCpIwYvDghOU24j/9Z9/lo4/PaHs63//TP6PKUjRN4xvv/yaqIvjWd75NlqxZXz1GUDCdLHj/u98mWU948tVL4qTk0cNbTGcbBv0WQaYgdJ3L8Tl5Cf/z//S/8M7bN9Esl48++IT7d6/TaDSoq4qbt67z4Q9/xOGNW2xWc9ax5MvHX6DKT9kbtNk/POJquubdb72LqlcEs0uiKOXuzf1d1AmF9XzCfBkSRRlpXtL2LBqdFnF2ia4qFJaJlDC7nNHtNEjijDhKeesbD5lOL8mlTpnnmKZB8EsbF//QUhUFXdOIkxTPNigqnePjEXGUsF6H6IZJnBb8codqEO/yjoamkZclnWYDy9DYRhl1XeN7O2dYGMU4tkWa5V+X6qjqbuPs3xWziqJg6vpOuCoqRVUSbEMu6v/ne+S/l3AsyprnZymG5kEV02yq5Nhopo4lVE4ODricn4JMaVg6J0d75PkG07bJa4/pfEWz7aOJklkwRzNUwiRlu5qAouFaOuv5mp7TI0pr1tsts8s5t66fEK5jNMskSwuE0FGqimbDpukq3DwZUOc1SRxgeSlhKPi3P/w5Bwf7GEbG/fsHmLeb/PQnT8kLichzXp2eY6gGpqrhOQbbxZqsTJmtt2RZgqWr3Ll/jc0qoeF7vPPomwgkF1djRCIZ7fdZfnVOkgiKOELWCZdXOdIwsTSD6aTCsVtsgzWoNWdnAW+/e4esF/Dll2OENaBSVIajIa/HMVmlUWCABmmZYdoeqjSZTCZcv36M5wmieI7bMrGbCvc6PUbOAfPxOWglVCZRUuD5Lr1Bg1bdxURn/06b+Wy1s3gJg9dPXpCR42oqeq1SRQVS0zAVqJOcoEyp0hxF1mh+QSkg6fYYKyYtUtK6Yil8/MNDeuUlTn6FLUymlYurOXR0FxUd226SaC0iu2adBDSrnbXFQZIoBaajg9+iNht02h7ruOTF5RVV4iDTilJVSC8nmCIjVyTLLKdKFyi1oBYKlt1AdXcX3bQqEaqNVGpyDaSpoKsNbMtGFxpFJjEdSctzOTJbeLaLqau45iFdx8empEpjwm1GssloLGOydcjpYslmE+HqBlld0Op3MW2bssrROz6u5WA6CieFg6a3SbbPUMKEYDFBjq+4HM+ReYUeBITrKabTQNQ1sVqTCjBMjX/6j/8RxuoUr6ux2W6pVQcjyZDZgqztEIcJXquN2OuQ6gVlAvawS5EmqDpkwiNpO1xYLc4IsViSRk36e3fIy4Bmu0eZVixOv6LXyhHanCxfIVT48JMvuXf3gLwMePDgJp89foa7tUhTsIY2tZOj2ylJGoOouHv/Looid62bb7bhs7zAdjwOjvbo99tYts5sFqMZAt20sBybqs44PB6w3mzwmjaKKBE6+L6PaQqiNCVNA2oUikpBCIdPPvmcYBPSaDZptZsEW0maJayXW4IgxrQt+oMWxydHCKVG0VRenV0QbDZIBbK0BKGwDrYcjAYcDlxcS8OzVOJwxU9+/JpRz+XJJ78gSmrSYonb7PHN+w/Q1JrTszFt38cXKl7D5NGDO+i6we2bJzi2yu/81rf5P//4L7mar/iT7/+AuzdOePSoxeMXZ/zeP/4272pv8fTFUzQ95/TpS3SrRi1rslKyDDas1jFlWvFb3/0dJu6c7MUrjkYuppYx6h0y3y45Om5z8+CAn8yuOD2/oC5VZouERzfe4Y//9b/EsV3Oz14TBilSaWLYDV68eA5KTKfVIU0rxhfP6e/t4fou89UMu+lyeLIPSk6QhGziLYoqyPISzbQxHY08y5kvVxRpijB0PvrkF7RchZOjPovzOetgS5YXiDfB/qouqapdmH+H0pBYtrVrrixKqiqn02qxv7/HfPolaZK/saG+Kb55czOrKomuiF0xSFyTZRllVZLGBUVRozYgXKZIWVNoclenn0YIsWtJtC0TUzdYrZaoiqCS1Y75ZukoSk0tKoq6pgCKXyas/xpXktd8+CTAc0zyLMPWFRK1jRAxQlW4fv+EeH6KXm9xWi5OZ0hdlmimQ7lYs8kMhns6QpWUaUItS+I4JS02DI0pTd/hcrKk02kQFCbryZT5dM07bx8SLSfkxoB8uaI1GCL0HZKg17KgaEOzpkhXNKw9sqzgh3/xAfuHexgaHI2amL07/OKDDyjLirKWxKstm+UGy7HpuDBfLhHZjLPLjChOMA2La9cGJJsLfN/m/e88oi5iLl+/xvEa3Dzy+OzZnLookbXKOtf58nWKrSo0LI3JMidV24TzGF1EvLra8uidb7Cn6Xz65SvKbMTxQGN0dMTpZYRh7KaCjqER5SWdXptcKkxWc67f2N+JsG2A2drDk3PuXdPw9/tsLl+gGwJVUZBSoTkcMoo1bAGaJvjOnSOS9YQoislUn4sXF6zjHEdX0YRKXlbYuqBGEocZpyGgwKWEOJuQ9RpUZoOrWMFQCnS1QtiC0fUTyAOsakklBePQotWwaNm71FIsXXSnRRhskXnA7gFRwWt1SDczhKriWAaJ0qLZd8iKMZvljCzOUIslSMlq/gTNcZB1zXq+IskK6qrCME36w+6v5Dbh76YUO9u+imrsHihHfpPu/vHX79MME8vQ2RvuQ11R1ZLziwtMcvIsI1pfsFmt+Pj/pu29embLs/u8Z+dUu3KuesN5Tz59Okx3z3QYTgDFANKmKJiELUqyDEiQLwz4Axgw5XG2ZIi2AH8FX9mGLyyJEgdDcWY4nNg9Pd19cnxz5apdO2df1OGQtKALg9QG6qIuqmqjqnZY/7We57dxqdd2jGaz3SHJCoSipD8YYpm7UerD1yQURWE2m1LGHuv5FDH1mc0c0rwgjzy8INh1fkWRKN19nqkp/Ie/cIdoNSVt9Ii8EFkQWSw8LkufLgYXkUOVJpQlgiBg1SvYrRqRF+5Y67rNntrhJ3kFN16RemdsY4X+aJ80mNMbHLDxYsL1S9qdAbE7J3PnIEt89pPPuHN7n9CPuHFjj0cPj7FDGbIUu6ITRibSNiT1A0RB4LU376LmPmtyylqFLMsJsxJZLRgO2zQbNrahMF25KIqEoiqIuoEKNDtNnI1HTZcw5N25q2poKJKIt3EJvGDHtaYBpm3w8UePcLyQZr1Cs10HWSELQmZeuLOOWgamIjIc9UGSqCIiXMx/Xnx4QYiiqsRBwODgEMuU0YQSXdMIA59v//EF9VqNFw/v4YUZ8XRNvdHgrTevI8sST19OMQwTSTWp1Rtodg9dz7l+bYQkS9z60lf4g3/2+zjOhj/59ncZHexz8+5dTl9c8Eu//uu8/5U6Tx98glhkXD5/gUCJSoooCqxDgeB4Shrn3H3/azhLCfH0gsNhG0FWaA9GHC3mtLoNDq5c4ac/cLg8fUFSwmrtcPPOG/yr//P/wLIszi5WeK6/k88pMs/vP6AURLotmzDJ+PTec8bjnYhoudxSNVT293uYUsnG8VgtHURRJE5TNFmiost4ccFq7e2wJ0Xm4x9+RMW26Y33WE2fsXF9oiT5N469P79ZpgElRHFMnBb023WGgwH37z0kSmKkXAYBhFL4C5wj/Fkp6QYRcSrjByFF+YpjfBXr4QUhhqaRpBklJUWRoyoajYrObOP9hTfTNBVD1xAEga23s6764b+98P3/aVX9xjeG1+qIWsrrb3UZDlucnCyxbQtvFROFKc1qnWvjAaYKpqhjmTqT5YL51EcTq6yWCzqDOrlSsPZdKpU6+6MxcewQxhuyIkcQdRbrObPlGlk2aDYaWIaBKEvEWYIqGxRJQRqlrBdLdEXB37goskIhaPzs3glJoYEoY5kV3JVPkSR4W4eDwx7Njk4uSLw8uaQQJIIsQzIMokTA8wuQZNqDNlEeESQ5oi9haVW0aoX5bIMznxNnAZlUIfEUVt6WZrdDmms4y4ymqXAxdanXGrQbPbyNT5kJ5GlBnihsg4IwChBLkdDPiVOR88st641HWsSoukSr2WF6uaFaa5JlAXJZ0K42cZ0lWRZT1StMHjgMKzUqoy5FmLP0XQRRoT0c8+B8ydLZ8uZ7I6w6WBWdy82aQcfm9S+9hrta0TANorykNFUa/QZOkhCLGb6s4MsqekXE6I/xjC6i0aUmy4iqTmj0sStjTKVKprdAPiI0DomUHtukjpPWWXkiTpDg+gGulzFNclZpyXK7xUsi0rhAVhvMY5hEKYEk4qUh81jCkRQ8KWWVZWwEGaydeMaTNGJLIRULJN1C6VTJbRmjXmPUH1E1dUZ7Xfav9Bi2x1y7MuJo0GHQHrHfrtGumMiyRJjHaH6CFKQ8ffaQnz59xuRiy8LxmAUeZquK1rARGw32bt5gcDDgYNDiYNhDDEO0OCGbzlkfv2D64/tUiyU/+eYfUFte8Fo/4Q//r9/nP/mFG+zZCcvnx3z45nWOX56jCAKJpVIUOWKRY7VrJFlOUkClWme1WdPpdhDCDSIihQh22yYqciRNJAxiDFUjDAIEWUfQNCKlyWO9x09diUpVolOPUFWNOIhp2xaNJEbantHvFCxnl0SbnKdPV0hWjVwu2D/sQhGhqFAIIqgip6cztk6GaapUahad3oD5bIm7jVguXG7duoWslPSGA1wvQtUM3G1AXsS4XkIQZHzw5S/iuBuQM2RJoSgLJEmmWrU4PZ5wcT6lWu2w9QKSOMGuWtQbNWazFVs3QhJVLMtmvd7g+g43bl6n1WqzXDrouo1hGDRaVV6eneMFIY1Wl/V6g+eFSLKApmscHF7BczccDPvYiszXvvQG2+klz5+9xLQrpHmMpBtYzQ4ffOXLFEJCtN3y8LMnlCIs12vqzRqaLCNmObalMRy3uHY4ZjvfslqveOe9t1BkGbtqMZ1d8t57bxD6G/r9Ju56Rr/TYH+vxxfu3uHy+YTtbMuNOzdZbLeE5BgNjSDa0G7WSMuIPC05GPRRVZ3BuEPNELgy7NDttbn/8CGum/PkyQt6ey32Dgdouky9Wef5yQmH13Y2z6P9PSRB5PJyjm7VqDfqONslpibvFhEWzq6QikLyNCNOCwI/oFZrELzKoaraFYRSIMl2Fr8iKZhNHeIMHN8nzQsKyl2UQ7kb55Pl3aiqLMnoukqW5bt8qaZNGkdkaUwYhNy8cYvxeMR6s0IQBbIsQ5BEigJUScQwVeIoBwpkWdqNopYpsqSQZ1Dku6udbukkRUxJgaHLNBsVojAmSZJdnMeud8HdO9dRFJEkDkji3Wh+FGX8w//qr55x/Mf/43/3jV6vStWA6wdN7l7b/adFq0kSekxXEVpjRH80oix2whBFr7Ccr/CXZyRihe18Tnc8JkpyPD+mYqkMDg6JV6ds17tCRNEtFpsAZzFFt2s06hapZGMIHookoBgWeRLhOD7h7AmqVcPxClQZclHnZ58+JykFJEmkVrOYr3zUeEoYZjT7Qzo1jVIUeHoyI84KvLBAVXXm25I8L8kkjUarRpmFzHyQFA1Tl7BqTVZLh8nlCqEIkbQqfqFyOQ1QdJOoEPGDmJqtcnrhU6lVuHJtzGITgSiRRCFJkhIGMVmSUiomZbxFkBROLhwmc4c4y9EVmW6vyXLpYNcqFGlOkabUGzaLTYQmg1wfcX6xpVa1qXZHyELGy8uIhi1QbzR4fjLHDRNuHDUxKxalZLFerOm0dO5+4Q7rjUunoZOWIqYqU223WK5DgigjzQTipETRNdrjPTTLpmrrNGwNURIpNJtGp4daaZFkIonWxqzWEVWTVKyQihaIKuvFDH+7IYxTgiglDAI8Z0UQRiAIqJqKG6SEQbh733x3rOyOgN3EkPKK69NNgyhMEESREhBFgXqzhWZYqLqBqhtohslgNGY8HlJrD9i/fgfDrnN4/Rb7+3sYhokuyYiSQuBtSdOYZw8+4/nDx1wcv2A9m3E+WdDsdKi3+5h2jeu373D15l0ajQb74zGKIlMUAqv5BcdPH/D480+Rl2d8+4++gxDN6BsF3/zmd/itr91iz1B5+uQ5v/j2PveP5+jKjrf6U9tjtVVnW4CERrNV5dSZcmM0JvJC+q02FAV7oyHCqwWrsizJkowiy1ANFUmWWFpVfpA3eTJZoWg2dT3GbvQQkjV6/RCdENG/YGSXXC5WbLcBT5+codktkiSi2alTllCzNRQhJisVzk8u2IQZpqZi2xaHV3psFg6bxYLV0uHma0cIkkZ9MMRzfTTDYPsKk/KDkCTJ+PIHr+G6AbpQoBsaJDGqaaCqOs+fn3F5uaJes4i8kDDNqeoKlVqNyWzJxg+RBIGWreO4PrOlw5Xr1xh2bBzHQ7dr6KpCxdQ4O5sSez7N/pDQD/C8AEWS0VSFawd9FhuX8bCHoip86Rc+ZLla8fLhYzRNQVUEJAE0q87bH7xHIcBm7fD5p09QRZHtekO1VkFWNAwlpVqr0hpeo9Hu4m9XbJdL3nz3C2iGRs2usFnN+fAr7+NvZ7SaVTbOhqYtcXTziNtvfcj08oTlasuNu2+wXG0p05RWu0LgTLlZ15mHCXGcMhjvo8klw2ETQy3o9hq0u22ePnxJ7G54cu9z9sZdDg/6yLJMtWZxfDrhxo2r2K0WB/stUC3m0zkV26ZRtfA8F1MsCeOMxdLZxa4k6Y7xjVPiNMM2dcIoIckK6hUdRZZI8l2EVJ5nLKczkrxktdnucon/3CYKIuKrUXD5FdaR5TmqItOumoRpThrv7N93ru+xf3jwin/fmYr//Na0LYI4oSwKJFEifyW9+dMuI4AsShi69vPniixjV8xdxu+f4yYlUeT27WuIwk5wl6QpiiLvonOS/C/POP6T3/tvv/GVX9qj3RaR9IA4lREDBUNXiPwUbxvRsHUEIopUIi9M5s4lUZoTpCpxXFI1NPpDiYQEWTHodutsFnOSPMWJtjS7NlKps3RisiyjKGPCMKHRaGDX6qy3K2TJJvRDDMNiuXKIYpEgyBGo8OL5isvZmq2bkaUiuqlzdrng8mLDer6hrpsc7fcJkpDp1qFSaZLEIvcfHqMIGm+9fod2vYYqFtiaRbXRoIhEXDdERMaJPCIv4407I+r9Hg8+e0pegGlaLBYOeZFRqVikaQpFweVkDqKEKFucnW3Zbn0Ox0OyKKNRr5OkOVbFRNNK2l0Lf5tSr/dZrxZomk6Z6+RFgGLpLu4JAAAgAElEQVQVBFFKnLkYlkSnXQcxwqzbXCynCJTsjdss1/NdDESrgusuCMMFFUtAVmF01CAjYDDs0Kh2WawDEkEhyaFSbbDxfRJBQqwYFIqAX0Kpt1CNDkVpM1vneLFKnIBUyszWK1bbCMfJmTo+WzfEcV2C2CfJfYoioCgjJF0hUxSCNGZdgqtpzNKSeZqxCHOWooZHCUZOUBjIBig1EUG0sasa3aFG1TIZDg84urnH0dEet48OGR+0ORjtsT8eUmvWGOgCQ0sj8DymiyXrswtmp1OOp8+ZxDHrjUcSp5SCTaNi0x52sftDOocDDgcDWt06TauKrYiE6ymas+Tpjz4lffKA9YvP+eE3/4Svji0++vF3UBYz/tav3+Qnf/wD/sEv32HYE9k8fcLf+/ffpJGX+A9+xm9/dcQnj0Kenb3kzQ+u8+JyQbduo6giuSIwWXg8fX5J82qN42xCKQokacmoohMWJXqqkJc5aRkjCAWSriPGPnkskVk1zkWBuVXlVNQ5i0QSV0KLM8Z1Gzfxsc2I7elDpucv0GoGm6VPlihcuXaFvcMhgb/kzZsd8rTkD//1A9q9NqWQodsig0GPtEjw45jnzycgCZDvrFxxHFCtGBRZxmjYp9OpUpQRQZCQJjGteosoC4jTJYNhjeViS6VqoioZjXqDlZeQpjmDWpPD8ZjFakMQBOiaTppmtNs9HM8jjAIUVaJeqXB1/5DAjwnjjLffeh2roqAaKrptkpUlfpRSCAKFJFBt1qjUqqRxilgkbNYrLicLzs4n5FmEZhksp2v2ul263TFPn56hiCXL6RntVmMnCigFyCU0XWe010cXMmaTS3wnpGpUUCoCy82a88sLjl4/YtBv8+nHD/E2DlkSIUoFMibf+94n+HFCvzfi888fEgsprU6TvXaLjlVh0O6TJjknJ3PGwzu4Xsz4aEStUufy5QW6VaMsY0ovRMgEYhImqymGJVGtaFiahGVqTC8XiCJcv3HAyckpZVFSb7SJk4RqpUIQRIiGCZJE5Hv42y25IOyiVVo95os17XabsoDt1iWNIzrtJr/09Q/4wq3rlElCluRMl3OiLCWnQBZFpFJAlUVkRUHTFHRDpdlsUpa7vMRdYVJDEAQuJ3OitMBxt5xfTEmznCwrKAQocoFBr8O42yHwA+IoQVVV8rzciXeAgoK8LCkpEGWROH11gZQEKHKyLEHXZEajHp7vkWU5gixSq1vEkUueRwhISFJJGBb87j/8qy8c/9d/8j9849c/HDPqKFS0nDiXKbKcQtZZezne2kXTZOR0Q1YIIEC0Ot9NwpQpXiIzaErY7SGZv0TMfIx6h2B1SRYH+FGCpooYdgvHS/GikihOCfyAVqeJVa2ShB6SarJZOVRrNoEfs/FKwrQg19q8ePCE9XyN4++CpW3bYrr0uJhsWc5WtOomh0f7BH6E7wW0W1XEIuOzey9QVZW3vnCNdtPesayKQaOqkRQKrp+S5TnTdUKaRNy8fYTZuspnn9yjSDP0qsV6tqEUoFLRiYOYUlJYXC5IsxzdNDg9uyRwfa4c9PHCmEargZdINKsatujSaNj4UUmjVWO5dtHFnQwijBIquoLrx6RZTstI6XVrZKGHaDaJNhMUWaA9PmB6OaUQNLqdOpulQ+iuqKkBmq7QHgypCBtqjTrNTgvH8cmSnbhC1nXCIEQSwGrWKfOCuChRTQtZ3YnANluPON8JnpI0I/BcXC/E26zwtxsC18F3Nz9/ZOm/vSuxmK1xXZ8oSrAqBs7axTB1hFfWYlEUKYsSVVPpDg+wGy16oxH90ZDxlSu8/tbb7F+9wWj/kOHeAZVaA1nV2B+32WxDtus1y4tzPGfF5MUzVqs5YZKxWa/ICxiNRzQbdXrDPbrjA7pdk3avQ60zwDZUtpsNxBvuf3aP82cPuHz+Gd/74+/zVl/n+9/5Hvlyxm++d5vvfvSAv/nFmxzuNzg9PedvvX0bvQLz8xW//eEb/Oj5My6Wc65du8JkuqbeqO7syqLAZL7h6fNLBuMOJ46PbJQEaoWRbeEtNgiiiGpqJGGCpOzkOf7GQzU0tprKsagwyy38UmI2maIpMnlR0OmOcLZbTCUm2Vxw8uQlzVaLZ+cuuibT2z9i0Ksi5hEHex0UVeYP/+gT6u3OjiEzdIaDDgXgbn1evrhEoCAvAVki9EMqVRNEifHekG63RRqHJEGwY3PrNnmW44YJo3GX2dJBVrVdJ6zbInC2hHHGeNiiv3/Aaj7D9WMkbTfJ0e+3cF2fpCiRZJmqXeHwaI+0yImihDfeuEGtamIbCmq1hSoKpL5DVpS7Tq6hUbFMkqxAKnM26w2TyZzJ+SmkCVXbZLPeMhh1sbtDTl68RBIS5hcTep0aiqaCIJAlKbpV4crVfQRJ58WLY8LtgopeotsdfGfKYrJgcHSTbr/H43ufs1oFRN6aHBVTKfj+D+6xjWV6wxFPHtwjSTP6bYthr0q326DePyLazrh/4XNw4w5esDs/6BWTydklutlFVkTEIkYUIExyFsstuqaiVywMy8C0DM7OZpSSyhfeuMaL5ydkcUqzUSFHwG42CIMQzTJRKPBcn20QIwKKLNLd22dyOWE07KIKJYutR5JkDDs1Pvz6V7jz5luUiUdRllxMFsRx+vMuoSK9yjN/da6qmDr9hk1e7vhCURRoNGuoksj5dEWcpCzWWxbTGWGckGY5wqvXDjsNuoMOWZLihxGWaVCW/Jn8pih/HsFRlAV5XuwEc6/OKXleoGoqo14T1w8oyhJREKlVzJ8Xjbt9lTB0FdeL/vKF4//ye//9N64cKuwNGgz26zx66LGdRtS7uzHUopRI0y2CmrENcwpVJkh9FKVCkPjkRUrkJciKj6jkBF6Ov15jqALbIGOT+viJiGW02K4DRsM2miai61XOLhw8Hy4vtjx/dIJpqGimgmJopIXIxt/w8MUZz08XLOcx2+WKdr1Kt9UhL3OiLKEQBAxBwAtDMkVBrdS4/+kLnNWK8bDDm68dkZchbriiLHcrAmkJaRpiqirVusXhtRFp6lAxFCYLB8cNkUWNMIjwAo+9/TFBlLLd+sQxCJJAtVHFD2OarRaikLI/rqLIJUmcs1omTC4XmIaAaQqIgoC/DWm1a5gVnTgtqDUsRodDZqsZimJQrxmk+ZZWt4GgSSBmmGYFRS5QKhJxKqOKJnYtptWwMSyFovQowpzFIuBikvLtHzzg2WWMGxcg6SCoXE6WWHaL3vAGot7DjywyQSaMHQphi1c4ZEpOu22CNEOzHTrNmIOhTCRMCJWcRCoJRYFtKZBoGr4oUOgSSkUiM0Xsqopd17HqFcaHHV6/M6QzrHM4anLn2iH7B31ev7HP67ducaNjc/XgkG7ngG61iaaUVNwtshOxXXhcPHyBfzFhfvySF+cL/G2ELCVkiUClJtMajah3b3F33KM7tDho91DUDMv3SLYuztnnzJ69ZPLRPRrxiu/+82/R9ie0TYNv/9//kn/w10ZE2wXV1Yr/9G9/yLP7L/klM+Vv/Mo17v3oGX/9lsXRsMHj737M7/zmV/j4s2O6msjRzVt8908ecevWgE8WDqUh8mv/0evUD2vY7YLbd+tYdpsXTyZ8+Au3uHFHZ3zYYFs4hGrM6XJFlir0e23OFy6irkCaoSYFRR4gWAMeZAUnqLxczVFUmUFdoWo79BsOqrBku75AE1xefnrO+bGH4/nU7Rpbd8pgoLNanhAEa86O5+SFjChVWC1dJFGg26uwWp1TxhJPH5wjIlKrNul0WsznU9qtNnujAZdnF/hrF1NmxwOu17z+1luIkog7d0lzh3pdotm0UEqJTrXGcr7GCSJUWaGu6zjOhqXnE0bRLiC6LFks5xRlSb1R5Rd/8Wu06nUePnzMw0dPGO0NuZyf4wUutWqddrXBydMTEj9CLATajRbNWh3TMDCqBmqeY6gKGSK9/SH9UY88Fyk1nccvnnJ5PiVTVMIyQygzPGdFo9EgKwRURSX0tlw96FP4DnmRc7xaU9sfcjDqspq5XD4743ajx/PHz1m5AcMbRwz2Rrx2/SpyIfH5/Rd4kcfLBy+pmjKWZfHZp5+jKDL1ZgVFVVjOF+ztHXB8cokpa0RrB2+5ZbZcEEQemgyipmBZBnatzvWrR4ilQLNVY3I5IU1gNp1DniMUKaoi4rgJjVabWruBWdFpNRssJ3MiL6RRq1CpWCBIzBcrsjzHqlikWUpRFtRrNVRZQCQjz2LWmzU/+OEnrLceoqzuuEZKinTXFTAMjcCPKcsCRVZQFIUsT+j12wRBwHrt4Xk+RSkQJzlpmpIkCUmSkyQZoiggCOzyxByXMM6QVZk4yV6xiyqIAnlZIkgCaVYiKzK6vsuhtUyTaqVC1bYRKUnTlDhOUFQVVVe589pV5rM1aZpiWiYlAr6X8ru/+1dfOP7eP/nH3xg0dAZXb2E1e9x7PGOyjug2LdYrD7EoKNKEmh6TpwmaYZFG3isOKkIhYbktUYhQVAXX9XAdD12XCZJdiHyWi6h2i9nlglqtgiVHGJUaL19cEqUlZ+cOH39+gqSagEQh6kiKzGK25tnjl5xOV6wdj/lyQ7dp0+y0d79JECIaBoqUQxaQFSKaIvLw0QmXkyXtbpN33r6O54avCnuZuiUhqzLrbYyulJimQX/vCClzsAyF6cUFSRiCKOE5AY4XcXA4INwGBGFCIezMuZWKQRondPsdsqJgOOximhppGOEsNzx9OccyJFS7iVSWrN2QuqWhmjp5VlCpWgwHbWYLh4ptMqoXeI5DZzjEMhXEIqEQdhZLMVqgaiqh1MCyFIaVnRwvFyyK7QlOKLJ24Xs/fMDL8xVxllMgIMoK88WGqm0yPjrErJhIkgBlQRiGFPkuB60oSjpNG6EskcoESYRuu0roh+RFSZrtuA1RFP/Cf0dVJCRFRzMtFE2nWq8xPLzCnTffot/vUW+12b9+h/7ogN7ogKObd7h+6zb7V67RbDaw7SqyUKLjEOcSW9fj+cPPmU0uuDg95vmjp6gSuFsPXRGo1mvUB3tcuX6To+tX6fT7dHoDDNNkuVyS5yVnzx8wuZzy7NMfUSkSfv8PvketjNBqHf7wn/8z/v47Y8IkIlyt+Lu/+h6fvTjjS+Mq/8FX3+bbD0/41btXOBo3+fHLp/zO++/w/fvn3Bm3eGO8x3fvveT1KwM+Ot9QMeA//voXqe516NoFo8NrNNp1Hj894Z33v8itax2sehMvynD8BeduiJnumK5HF6c0qlU0TcVbuSiagmpbfLpweRZkXC6W6FJCtTWkZSZ0tJJWusANViCo/PTjB5xfzFk5Lq22xXIxZ9DW8c8/x916bFZrwlRG0TSWizVFCfV6hcvJgiJNefnshDzNqbcbNIb7zC8uabSbdEdjpsfHOMslkqLvcm+3W269eQfT1JjO1xRRiF0xd9mpkkSnaeMslmy9EN3QqFdNtpsNzsbDC0LSOCHLcmaLNWmeY1Yq/PKvvMewW+XRvafcf/CcQa/J7HyCt3Go1qs0uwPuP3i8W/wQRVqtBvVOB9uuYFZt5GKXgSkLJaNBi739IdtYwFDgweNTzk4ukAWRlN0+Rp5LvVkjL0GRBHw/YDzuUPoTsrRgPtvQ7g5p9A9YzadMZyta7R6nD37KYu1z7cYee8M6hzffpGKK/PRnjwncLacPPsOumBiWzs9+/BmiWkG36sh6BWfl0Ol1mZ0/p1ZRWG4S4tBnfn5JGEckgoYsS6iqQq1qcHDrDgIJ7YbF5HROJqosZwuUPEYmQxIVgjii2mjSbleRZImqbbBeOQRJimWbVKp1irJgutgQBwG2bVHku0Xqes1GFHaqGZGMwN/w3T/5hMVqiyRLSKL4c5ZQksRXptOMPN9NCIgChFHMqF1n7fqsHI+145FmGVmRk2Y5cbqzMf/pCKogCARRgucGxGm2iwaMEwRh1zXM/z+5jYoso2s7ztoyDSqmSa1q7XIjAdcNXqEcKu+8eY3FZksUxli6hvxqn9db/6/AqvqP/utvfOHtLpYqIclQFBrOymObOURRTlHIKHqBXlFx0wDJKHGcEKGUMSoJipkyn/qEaYhVVdgsHNTSplmrkUoqZrfO6WTLaukTZwqzhUcam7x4ckYWQB4H+GuXW9ev0G5XaPRszqdTosLn6OYVWvsNrrx2F8Os4C7XSCQEm4QyDbl5e0ycZ4giTNYrNo7P66/dwbQVijThg3dvYqkaURThhT5RlqLJJqKsMFtd8OzeY5Iyxlk5WKbBchWjmwaIChenCxRZJs+hLEUWc4etE5EXGaIS0+3a1KoqWeYgiQWLicNmlYAoI0kCk8s1gZvSG9RQ9QTDFJHkXRaiadS5vDynKGJkoSCNEob9PnkuIogCQZgjKRpbd4PrZzhbkdksIwoFFEnCrAVoUsLJiy169Yjvf3RKs1vnzut1Dg9FOh2TO2/cYbLe4EQReq3F0lsTpw52VaXTM6jVIw6vKNj1EKtaoKgxva5Or6NSN3KkxKMkI9R11KqFZds0mjXanTp2RaHR0jgYtul22ry7t8ftq2OutQYcNuu8fTRg3LSwTZWzjctmOWH79JL5k1OePnnIauMwn05Yzy+YeSWB1EBWd8B+Z9Cic3VIv92i3+7RM5u0DZDSlHjlEE9OmL94wMlPPuKGXvL5Dz5h9tlnfGXf4Jv/8lv8xp0u9arE+vPH/Bd/4zpiRcdcLPl7v/kueV5iHH/O3/71O/zou/f5Ujfn2p3r/Phbn/Dl927y8GxJtSjYu3OD733vhK++e8DG3XL28pI337rNjz45Q62qdH/hOrV+HX+65P7jOYd2hW4uEqkC22cOupTTa6pslmuebba0agqrXKPaaJGpPY7nC67deQel1MmTlKBh81wwOC4N1lGJIERUSpDiNXm5Riti3LlLEon4C4/txOfa1escXjuEIsEwRPIkoyhkbGNMKqr4ucfXf+0uYXFBZ9AkiDzW8y1Xx6/Ra9UY7zUxzBaXkxW1eoPbt/fZrtY0qnXSVEKUCkZ7I2bTKeHWY3E5IytFbEPF1sB3HFRNJQpzFrM11Xqb27duEfkBs9WCuCxRNZ282DGTdtUGRH7ll36Vp4+fcH4+wY8zNq5HQcF6u6LT63FxdkkWJpyfnJNECUmcsF07nJ2ckfkhwWyBbsnU91o4gUe33kCJMu7ff4RtNRj1h0RZiOslfPELb+G6DpVKhSTKWM1WiBQMW01GzSab1ZbzpUu7O6bcevjenJZdx3VdZmyJSxFBkDBlk8cPHtAbN7Fti0ajiqxJdHp1JB2CPKLX7nHr6gFZ4KLrGpkQs3GXHB7scTG9ICoSChEarTqNbhVVkahpBplQ4AQBrW6HT3/6GZnrI+UleSbS6nchK9jv9rk8m7PYbrGrDTrNGv1uh73egGG7j1SUXL12lSTNmc6W1Kt17r72GuvNim6rzTtvv4UsCfT7HS7OL5mtV4iGhRclBHFMv98n9APyJCONdyycKIpYpv7KkLq7id5xjztzqiSLIAqEUYbwSqiTZbvRGkkSKPICRZZJk4Qkzag16zu+QhDQDQ1dN0jT5FVMh0hZFsiySCkWqKpC+WpMRxREPC/C2Wwp8pJSAFEGXZNQZYU4hgIF1SjZLKN/J4Xj//w//TffeP9uC7PWRBAkLFNlvnRJ3C1ekCGKIqoq0LLFHQ+nG6y3GQUytYqErknMpysi36Vmm/h+gGy2qTVrJJlIq9vjZBqxnK0pioLZykVQDF4+OSVIMrIkwYsz9vd6jEdtajWTy+nuZndv1Obo6pBrN29Rq5g4rgeCyHYbkYcBt+4cEgYxOTJnZyu8MOLu3StUqia+H/O1r76JXTHYOD5JnJLEGaphkmYlwWrKsydnJKWEu93QbepsAqhVNARJ4vnpEl2SoCggy7iYb9gGEekrS+XB0MSyTYh9VEnl/HKB5+z2T1JVLqZrtiHc2Lex9YxcMMgR0XWDil1hcnpBhoCqyKSeT6vfQVEUgijFDxNiDHJ/gecnOL7A5aokTRN0TcGWAihKnhz79MYj/vjjCzq9Fjf2LEb9Op1um9fevMN6viL0Q6qtGu5iSRjGKIpMrdPD1nL2B9Udx6+rKIpCq1WlWTfp1UTk3CNBB1Gi2hpQqTWw6w2sWgOrWse069QaTSr1Nrdff4vR/hGj/St0ewNu3noNQxOp2zKOG+Esp7jTCadPn/Dgs09ZzS6Yzy5wg5DpdEGYyaiqSr/fpzcYsXd0HVHV6Y9GtPsDKrUmsiSwWqzwZlOePHnExz/8IS0r5yc/+ikv7n3GB9fb/D//4pv88u0Goigwn57zn/9771O3FMow4G9++V00ecvJdM1vfvAW37//lA+v9bhxZY/vfnyPD25fYbrc0qTk+l6bH9w75/0b+8yiDS8mK965dcR3nzxER6Z5/QCzZrOenXLvySntqslQiYlkhYuzBbIq7SIFFo85WYpUG1WioqDXbjHRWxTzJTdvXyGJUvIsI+k2eZpVmEk6C19GlkU0KaeIAxRiyihm4rvkeU6R+HjLGaOrV9g/7KMoEjWjJA1dwlTZZUyKLcTU46+/fxNnecb+4ZCtG7HdeIyvXWd/1ObKYQet2mRxcYHd6nDtqI/nuhiWiSDpSIJI/+AKlycv2QTFLoNRLGnUKpSCwDbK0NRdx3S2cqk0W9x+4zWyyOd8siKNEyxNJs13BUen20SRZL7y136VZ4+fcHI8I0Zku/XIC1hvfar1KmdnU6I04/jlKVGSEcUZ08WKy4spwXbLdrVCVjXGB30Wa49mr08QRjy8/xi7VqE/aBGGMVGc8fb777FezDG1HRO7nK/J0oL+oEu1UWe6SphNlgwPDwiTgiJa0apK+OsNQZIgSDsTr6zqPHv4jGazSqWi06wZ2JbGYNgmEkyywGU87nDrteu46y2yqpNnCdvlOVduvM7s4owoyhDykEp7QLPTxpRzxCKhXjOYbRI6gwMeffQxaRRTIBKl0B7uEcc+g0GbF2cr5kuHdn9Aq6Yx7LcYD5p0Bj0U4OaNMX6Ys1gsqdZs3v7iu3jOhv6gzRfefQdNlegN+1xMlqw2WyRFIUkyoihi2G3iebuIDWDX8RMEDF2jLEvCOMYLY7K8wI/SV+OqCnmRU/zcfvpvbpIk7fjzPKPfrL3KUy52bL+qvrI1/1nhWBQFaZqhvcpMLoocWZZZb1zWzpaScldw5sWrqBeFPN3VSIYq4wYhrh//5QvHf/q//aNvmK2SIo6xTRXSgm6ziZtuINVx1jHtjk5JiWGUuMGa7SrBWbtcvdkjTDfIskUhlLS6FQpEJpOIO3cPuf2FG7THDQajIS2zRRoEuKstFydLBGLe/dIRasUjExKa9S6KopBGMbapYFk2MiINWyWMZoRhRl6KnF7MCH2fqwdtBl2LLEs5Xs7xvIIr/TE1ZcdxGBWTJ4/OODk5pT8ccH6xIM9KbFPfjV/ZOpqiglSgaxZBFJOVOiI6gS/z8skpiiKCIOK7MUm0U8QbpkS1qu5yebKU9XyJkItU7Trtdo/5fIuiCdy806M7qCNJAmkcoSoKhlYj9BMMq2S92WKaIrou0+sNePJ4zviwg6jmu1WwlYcfpFhGjVqjw2y+IQx9dD3DzKBWr2I0dVJJYLTfJ8tjyjwjT2I0XUHUEqpNja997QPCcEWzE/PWuzW6nZR2M8XUA3QhRhNTWlWBg5EJuUuRucTuhpZVx651ub53wPVBjRt7Fa4MKnSrJnVVxco0BA/S5ZbZ2Yz7D58yffIY5/ic+csXTJ4c4y4C0oVPKIoozQHNdp1eb8DtO7cZXLlCfzim3pIYlgVG4SNsHIrpMf7FhLOffIriPOLT55/w2b/+IV8dVPjWd37Alxsmv/PL7/Doxz/iP/v6Hkd7faKXl/ydN3OObu1x/vExf/+3foVg4iFPHvKbv3HA/R8dc2CFXLvZ56M/fsGX37vLhReRuCV3797l9392jyvjKxi1Oj/56B7vfvgeP31+SqOI2B8O+NZPHvHuh7e5EDXONhuqFZmfffyUSpyzf71DMAnozUsefrpEKVIqrTr3z84xTANL7HB+7HNzfIuX5zP+9299ymj/Bk9eTNnoVYRqhUeFyRPVwBfqKGmOYFbwlhPcIEMTWuRRSrfTACmjXtlxaqeTM9a+x/37L0kSkWZrn4vJCt2oouQK+70BYh6zWi5J0hIEgziTmMzPOZ84eH7BfHOJWRHoDzs8f3yJBKzXPtPJOZZp8vn9z0E1sGo19kdX6HVtNlsPNxKQFB3TEPHcEGcTE4QhaRzz4tkLnDAgTDNcz0OSVRRVJUlibly/yv7egEcPPwep5Matm1xOpgz39tkb7zG7mCEIEmfTCYUioVomsq6y8VwUQyfJc46uXeX991/n2rDJqNYkCBKsWpXnFzNWzppatYam63SbPY6fvUTRdcxKnUcPnyMKGrEgslpu8FYup+eXXM6WOF5M53Afz5+zNxxz/egAq0j44Q8/Y7r0EE2T8eGIixfPef7klIWz4eDGVaoNA0mQqKk1yiTn9PyYQpDZOC7NVgXEnDSLqbe7pIXAdLng888fopTlboohLdkuXM4vLiicmO1yZ1t8/PwEP4ooCon1yiMJE56dnSIaFu986V0OB2O6ms3lo2MeP37Oj372CU+Oj9n6IV//ytd5/+0vsp7PCQOPKEk5OzsjT1NMzaBZrfP86QsarTZpluJ5HiU7a2kapRSIFECeZwiiiCCIpK9YDFHk55xEFGU0Gw1UVadaraLr2i5uSVPRNA0QiOKESsVCM1XiPMasmrtCURaIw91KrSxJKIpEkecYhookiWTZLm4jTwuSJMP3IkCkeNUVFSQYjXpcnCxYzLd4oY+kyARuwu/+l/8ORlX/6e99w7BbFP4csQgRi5hey2DjJpSSxnLjUW01kcsESSg5O99yOo1ZbSIOj0ZEzgxJM8nLkna/T+4tOL6M+Opbd3j72g18q0OzrtPsj/HDAN7Zo1QAACAASURBVGe55uR0hqIqvPfeLaxyTl4qdHvt3Xcm5lR1qDXquwLf0gm2zqssvoLz8wVJGHLjxphe20Ik5+RiTZSkHOz1kFWDKNeo1qs8eXLKw8fndDp1Li7XZGlKLmqYuoxmWtQrIobgo+sage8j6TZRrpCkBQ8fHmOoEoos4QY7GYQiy9i6QsWSsKsVyEKOJxFCWWCY+s6quN4iqiqv3b1Kv1NHKHPCuEAWJaoNmyhKkBURb+2g6jqKJNAZdXn4ZEq12cZWIoxal8kqJAxTqvUGlVqN9colcANUSaBVVdCrDbrdGnGSc7Dfo8hzNCFEKhMsFUrZoNms8e5Xvkrou9QsldfuDNkf1WhXZST/DLtWxShd6hWJ7qAL3iVi4pAFDpXWAKtS4eiwy7Br0W/pdNpNuv0DKmaFKE5xX/HeznrJ8aNPmbx8xnrykuOn9zh58pz5ysH3XNIkQTEtqt0+1VaH6zdvsHd0i95gRKfTolZvsHUcFss1q+WS6ckjnj98QL685N6nn/LJD7/Pm4c1/sU3v8dbVfitD25x78kJf+fLt7k2bLNezPjtL1xn79oe0+MZf/frb1P4Od7W5dfeeY1PX55xZAu8MRryvfsnfHBjxCraEkcid/Y7/NGDZ7x9sEdSZPzBZy/4jfff4GcnZ8QkvDva4zufnfDG0QjPsDjxfEaixPfvHWPmAW9cvYkvQVco+dnTJYq8k7wcn0yoWQqGXf1/aXuvX9fSPD3vWXkxLWZyc3PneHKo06equ7p7Ok2rpUkaQ5ZkK9wYsAFf+1KC0A4awAZm9HfYF/ZYMOwZjaZDzVR1dXVVnTp5n7Nz4GaOiysnX/B0w5Zh+MIzCyAIkCAXQJD81vv73vd5GQwsdjZucHJ1xf/y7z9leb3JZ50hl2oNRUp4K1fozueEUh5BlBBlnXG/x8yXEEQJN/C416wxNOeIioqsabw9bOO6Pgevz5h6AuVqlfbQJZtfDO6qy+vMXItrU2BixYvfkRfQvWxxed3D9iIG3SHpjE69ZnB9do0fw2g8o3XRophPcXhwhKTIVMtZltfXyVWqDIcj/DAip8vIioI5mzMaz5ibc+LA5eXLEyzbZe74zGwXVZZIaSq247K1v0+5Wubw1UuSJOH2zTWur/usr6+xsb7EuNND1xROzq9JkoRisYAoS8ymc1K6RhAn3Lqzw4P7W1RKBqsrNRzfp2ToXHdGjCdzdF0jl89SKRtcHR2S0hUypSJvXx7hSmn8MKTf6WOaczoXLVrtIZZpUlleZTpos9Ro0NjYgijk6ZfPGHb7ZHSRpdUtrq+vODk6ZTicsrW3T6GUh8imVFqI6aODI1RdxHcm6CmNbC6HOx9SrlZwA5Fhf8SLF28RgeValjiJsW2PzmUH354w7vbxBZk3b8+JXAtFTpjMLOaWx9nZFemUwsNHd2nUDfKFAtfXfV4dtPjsi+ccHbeYm3O+96O/w+PHdxgPR5imhT2f0zq/wgtDsoZBwdA5eHNOtWJg2R6e6yOygAf+mmYKCxFHwjsg1eJ5SZIoGFlcbzEwrZSLqJJIycigqBpRGBG9yzCSJERxjK6pyJKE5/mUjAxesLDRgwDJ4jzpVIokSVBVhWw6jWXbi93Od0LSD4LfwHXiJEGWRDaX67Q6I/qjCXPHQxIlJElmMrP//wvHP/k3f/Tje9/KMZ/N0SSd7kUPTVpQLKVYJ/JBIMBzXYpFDU1P49kQRwmCICMpYDs+pmWytrJCvlBiOJmz3CwxNC+wXZNpf0ZWkLj7YYPV/SVWN+vkS2mcwMS2Qzw3YWramPaYMEpIEnWRRdSyhOaUlBCys9Pk5KrNYGaxvFLCmowRgoVt9KI7RhFTrC+t4zshsh7hBApPnx+TSlcYTyx0PU2vfcXO6jpREjAYmpQbFURiJpOQ8WjCxeWYy4spiq4ym04RFQVJlrHmLp4XIqsJpWKBtJal3x3RuR4hoqHraSQlpNvrY9kORjGLLGu0rrp0r2eoMuQyCkamxulhmyiZ4QUhui5QqWnUlssUiln80EMQAuZOD0XOIIQZhCQEySIKIwLf4dbtCuP+kLRs0D8bUS+mCBgxdxyMcgEvEXGDEFlUWGsUUKMpq2WJcklkbg0RPBfXHJJWYwo5BUVKCBwXIUwYj8bkjAKzyYRCJkeqWGQy6iOJIf1+h35vwsmbFqeHbdoDk7FtEdlzUpUi+c1V7u5sc+tWk9XNDVaq62TqGfJGCU0REP0xo7NzgukpweUpLz9+Qs3ucPHsGS/+/Cf8/o0yHz/5EmHwhv/sd+7z+atD/sF6hT/81nucf3XIP9hW2L5Zpf35EX/vwSZy1qD/6gm//zs36B71oD/k0Yd7fPTlNXc2akjZFAcvD/j++7tMxgHtwZQPH37AX37+lHytSLW+wZO/esbjb32Tq55F2O9x++EDPv7oFQ+38wSKxuGrEx5/6xE/v7omkw2pV3NMA5nzc5PPz85RiwrrSxWePnnD/XqJnZ1lPn55xM56mWfPTji/sqmkKvQmLp9+/CUnJ31Gnk5/aPLl6yO0jTX05VXeWDIjHyJJxUjrWIJPHCuk1Bz9yxaKLDMYThgMJ5wcd1lZXyGUXBqry7TaE2QtBXLC2tYSc6/Ll8+eMp/HDEcTbj/co1hWyWVKXFyMsXyfdCGHnlIZ9Uzq1RqXZ23SmTQiAp7vYpTL5Ep57jy8z2AwRdd15jOT636P0dgllSrgeCauF7PU2EBV0khSgm3b5LJ5Ekkhm1tM6gf9ISSLTr8oChkO+iRhQCZncHZ6hTmbYzs2k36f2WRKkiTUmsvs3NhFVkT2b+zT7bQxcjkK5TLFcglpOiaY9smXypy3uozHJg9u36A7GGNHHpPJiMnMoT8bs7a5jWGUOTw8RVAkZs6MVD6LG0c4qoSQ1snlS/hTE3s2QPYlnn75lM54QGvok07laF9d0blqoWkG06lHrVzh8PkZse9Qq65y3e5z8PaE4dxiY38bUZE4ODpBRKXX63Pw6oTtlQ1818VyPB4/+hqXRxf87C/+mkTVMU2H/mDC1HIwTZ/ATzDnFtftAU7gYXkOmbTB127eZiVXYnzZo9fq8Ob8jM8PXhPIAkEUsb2xye7GJmdHR6w1lxdiMZXm+PB4QY/d3aOQL1Cv13nz+jWe41Io5EiImdsWUQyiLCFKIEq8y1xJNBoNkiQmk8mAICAgkk4t6HGe62Pbi16yQjELQBiFhHGIKIvIikiYBCQSxElIJpPCsR18ZwG7EcVFLYEkLRa1KIxAEJFlBUFYDCZURUUQBJIkRkup5ApZSqUylukxmZh4XkQmq+DZIf/yX/ztWFUf363hWTbZXIrQnZMEDvmcRohMlAhIQcBo7FLISRQNETtUECUB4piUHODHCr7jUF1uImspRN+hVqvw4uoSURLxXJcVZc4P7m6ztbVNdmmTSjGN5HUIwoipJTGa2iT+nDCW8GN5YY3OZyCJUAWfRrPOyWmHycRkpV6kP5hhuxGhoNDvjcmoEhsbDdxAJKPHuK7N6xdHpDJZLC9A01NcX/dpLhmklZDziyFGuUISukzmAV1T4PKiy+nlEEWSmc8dZCFBEgUs18fxfNKaSjafJWcYXFwNue7MUYQEKZUmrclcXQ2YWC7LtTy6KnN62uaiM0MXY9SUTimf5fS8R5yA63jouspSRSNfLGLkUkRhjCwmaPGUSMoQJYthg0SIHYpEocf9u2tMhn0UY4nTowtK9TpKMCD2PeTcEiNHhjjADyVWmiVib0q1nKVRy+D0TwndOYE9JQ48tFyRJApxpz20TI55/wKjsU1gm6TzFURZwZv1SUSVVnvEZDTm8OCA8zevcBwHzw/xPZ96vUapUmHv7gO2dtZprm1QXd9HzxYolGsYGZ3Acbk8PcOdDTD7F3zy6ROK9pjDo1d88rOP+PZmgc+evsTstPgvf/cDnh5e8ni9xn/8nfuctc/43nqTW7vLvGhd8bt39lHT8PT4kn/4zQc40xGXgylf31nhz54+59H+NqIGr7pnfOvePTrzLqdDi6/f2+enL19QK5fYaTT55NlLPri9y+XQwZoNuLu2xOeHl6xU0hRVha8Oh3zz4R4/PTpnSZdYNTL0I5eD7pzjt5c0GxkytWW+evqaajrHjeU6/+7pOTf31zh4eUKr56JmMvQGEz75+HOOLro4rs+b/pyDtxdUm8uIjXUmDoxMF11PLXoioxDPD8imdEajCZKa5bLXo9ULaLcuqa7uIooRtVqRztBBFiGjK9TrRUJvzq8+PyCw53R7U27duU1WjymUCnRaQzzPoVoroqkyo96QXLlO+6qNnk0vbJ2uT6WQpVIrcve9x/Q71+SMNLZlMej0MGdzirkU9tzB9nzWN5uoikxK15iYi+oNSZEpFfIgyfQHI4IwIq2p+M4cc9TFCxOMXIrT8zajsYnjOPQHY0bTObEgUqqU2b11E1kUuXN7m067Ry6lUasUSedy+L7PzHRYWS5xeXbNdGpz5+4Wl60eqijQHyzqPnqDKTdu75I3Mrx8eYwsJkRRSCqtk4QRiSiRzuXI5Q3MqYlnW4hympcvjxkPe8wmJno6xXmrR6/bIZ83MJ2QpcYKhy9fMDV9lldW6La7PHl2wmjqsL53C12TuDy/RBRCOt0xT19es71/A891CR2Hh9/+HidHp3z0V08Wjr/pnHF/hGm5TOcOSRRi2h7t3gjHdnFsl1LJ4Nbd2yxXM3R7Y3odi7cHx7x+eUAcg+W43L69w9L6JidvjlhZX0PwHVKKyPF5B0kU2NtZR80aNJsNnr88xrEs6kUDx/OZzK3/27ogsLCOCoJAvV5BUWQkUUQSBFRVRU/rQEIUhszdgCAMMdIacbJ47a9BO7IkEUYRQRiDIKIoMnPbwQ+Cd8CbBYH11/nnIFwIRk1V0XUNy3EQRRFFWgB1VEWhbKQplCuYloM5txY9krJEWlcZTOZ/A8LxT/7oxx9+f53ReIbveQSOReBFDGZzsmkwcmnarQnLy01yeZm5GRKGIqKgMBo4ZPMS1+0BupLFHJhMJyOqSxnMkctys8ZwYKImeaQwZDIc0mv1KBtZPNtCk3UyqSKRGBIgMZpOcX0XRUpxfT3m/PKK4cDGmVsUqyUkTSGTzZDNKvTbcwbdOaYzp1QsosgKBwdHTE2Ly+vuAtdre8znFpbrMxh0CPyQ/uWIOBF58eIc1UgzbPdx3DlpVefGvV2qjTK9wYjpfMbMsZlM5yAlCAJsbjWJggDT9EgEGUVVSaezqDpkjJjZzMMPAlx/xnAwQRZyJFFMo14kciMujtukVIXlpRLLS2WateoCQuDN8YMII68TRzayqHB1OkJIYlZXDUQpIpXSKRQVzo7PiSyBYjZHbaXKxJ0wm1tkVZWMpJASPapFlSScI8QBnm8yswa47hz8BEVIoUtZkkDEsWLevGnhhwq+m+B7CZP5nMB3qFWzOKFJa9AmVkWUTJHi6iaJnqG+ukqxUqBaybJSaiIFLqI5ZHjZIux3Obp+xr/905+StoZcvH3D8599zH/x4SZPvnjBbXfOf/KjB/zyV1/yvbzHf/Ttu3RabX7/RoE//J3vcvrVa37Y9Hn//Uf84i8/4e9/fR9dE+genfC7P3yPJ1+12FQnNJp5Pn1+zv29LfSszJMv3/Lo5gpXA58wtLhx8xF//flzNsplcs0lPv7pAV+70aQjRZwf9nn/m7f42advubkmIaQ0Xj9/xnc+qHFw1SZlT7h/f5v//ZPn3N3fJL1RJp0p0e208A0F13X48EePCAOLrdoqrpLh+OKcx1/b5eV5j/JamtyyiuerFPJ12oMRl0OLONERURg5NrGmkggx+tIaYbWKFMoImsR4OKNcLLKy1MS/PkeNZviui5rWECSLXCZPKpthMj8nVw7Y3FkhxEZUEo6Oz8ll8swDkVZ7xHhsc/j6DGcyI7JjpMRgZkas75TY31/Fmo5p1pqMxjM6rTaVcpl0JkMUCTj2nIurc5zAx3IcxpMBc1PAdhNC0cMoShCpDAchw1Gf3Z01VldXcNwA24uwLJvxaEK1UiadSWMYBpIEkrjo8qvVlnj+/CUiAqoKqysNUqkU3W4fARgPhlizGWIUkZIVhDDGnM7o9npMZyOEKKJRWiKdTXPV7dCf9thf2+LW7h5fvXjNnTu3ccw5h0fnXLd7FEp5apUSK5Uanuuxutrk1q1d9taatC/PKC3lqTeLDMcmrw5PqWysMeyaaFqKfm+Aa0c0l5fZ3mhycnxKplAikAVKxQLv339Ap9WhVqtSKqpUCjrVwjLuPCCdEvACh9dnb0gXdG7v7XH0/A0IKomkEQQunXafMIgZz1xG0xkzxyVfKtJcbSIpApu3t9ne32DQH3Jxecmrk0NO+tfYIjz+4GtEnociCjSXljg+fMOg12U46FEuFzk5PiYIFwvQVfua/qCPKIrYcwtzNiWKQhBYENzeCcYoDJGVhWiUJBHHdsgbBmEYYNsOgiCxvbXJYDDCNOeEUYCiSqQyOoIEYRggiIudwZgYVVWJSdB0BcfykAQJIUkoFvNoqorj+ERxguf6hEEMiETxosA4QUARJQQB/DBA1VRCIeLq4pr51HmXmRQoFFI484B/+S/+1d+4cPzj/+Ff//gbD1cJPQsh8iFJsL2Yw3OHQiqmURS46tisb1TJpWMSJGxfIXB9rNmMfAaOzyakVGj3LTxzjK7EDB2JjJHBM4dIqo4f+nSGPSbTLiuNEpF9vcjOZKrImkqCSKc9gThBVDTGoymX522uOyMis4Ne2UVRFDJGDi2lMRqbjIZTbNOiUC6gaBrPX5wwHE9pt/r0+2MGwxmBa+NYDqNuj8B16Q1mxILCq8MWqZROuzfHnAcYusze7T1WV+p0+yM8a47rhfSnFpKiIkoyK6s1AtvFCmKiOEGVBNJpHQ2flAqOGxFGCaOJRbc3Rk2nSIKAamMJ4pDj4xaZlE65bLDdTLO8tkqjrCK6fVDSNEoyeFMkSeLsfIySWKytFAmtAdVqAcNIc/b2FMcXKRXTVJfq+OMrHNdDlwKyRhY1GFEqFxHdPpEzQkxCQrOLPWoThwFJHCFKCql8FWt4zdujMYIAihgShz7zyYjB0KJQzCOJAuNBj9E8wTAyVFb2CSUdo7ZMOp+nVCyyf/MGw9EY2/Hodjr4wxbHxyf8z//TnyJbQy5P3vLpR7/gnz1c4fPjc9ZSEr/7g+/y5RdP2c0K/OE373HUHvLb2zX+0TfuctjqcHM1yw9u7fHxV2/4nUd7ZDIGn58c8g/ff8CXB23WSxm2yyU+fnHBnZUysQc/O3rLB3tbjHo2seuwvrvBx89a7ORT1NN5Pn5xxr31JQIr4uyqz/5WnZ++OuaDrQ0ULeKTVy1+74P7fH5yQTYj83Bnlz97+ow7Gw1W8gapSpGn7UuktIE/H/HBBw/BHnEnlUMoVfjy6JjHt9bpDDvkM9BsVhg7CdValXZ7SKszAEEkjBMcy0YiwY1FirUGuq4TRiGKqjCZjGmurLK6tsWsewChgxA7JAKE7gw9myejRsjONbIQsb2/TToeEUgZTt4cI+sZQtfnujPGmc15++YELZ4SuiZiKotr2axvLLG+VsMLIjbXq0zHM64uexQrJbKGQeS7zEyb08MTQtfB9iMG3RGu7TK3XSzbQ0vpiEnCbGbRHUxZ291hb7NK5Pn4c4uJubioLxUMMikNI6ODpKBLAvl8hpWVCl8+eUsCZDSF5UYZI5em0x0hCwnmZII9N4mjEFWAME4w5zbdwYi5aSMkCbnKEkZ6YSsfDabs7Syzd+cxX3zxFbfv3sC2bE6Pz7k8v6ZUrVCt5FlplCCKaG7tsrG7w2ojR+fiGqNcZrmWZTDzefPVc1abJYbDhXW31xth2x7NRplmo8jl6QWZfAZJlhBSFW7dfY/B1TGNWoFSXqNczKAZK/jWiExKI7BNzg/fYuQ17t9d58WTpwjECJJMnCR0rvsLu65pMZmazF2fspFmvVEmThL2b+yyvr3OdDzi7dtz3r495/KqjRgHPPrgPtbcRtMUmvUiR2+PmQ/7zAY9avU8F+cdvCAkCELOzq6wRmMiUcGxLVzHYe54iKK86J4Dknf30ruhpyiKWLZDqZQn8IJFFzGwsb7MYDDBtJzfEIVlZdGX/Gvx9+sjm04BiwoN3w9Q3wGfKgUDSRLx/IAojn9zg4XwjKJFBlISxYXtNYrQVBU/CLlsdTD/L2I3pSqoivI3Ixz/zR//0Y+3dxVOTmdEsUgqq+NEComocuvmEkkscXJiUixnCGMXMTHQ9QxIGrtbN5nO+kSBiCRqVLMyhUKKONDQ4hyqnmI6izl+06ZWqOJ5BV49PyajKkz7Mwg1eq0xa6tlSpUacirF7o11Ltt93p510HIpCvUa7YnNwctLYjPBm89REg09W6S5WcRxA8qFGrGwQO7m8jrXnTFBYPP+ezex7TmFch4/EogEmXyuwHm7x+buDpZpQpKwUi2xvbeEL3nMpja2bYIkUmnm2d4ukxCQ1lUEYDa2cbyQ6cymXqtRreXo9QcYuSLzGUhSGgSRdFphZjpoqkKzaRAFNusrK8xnMy7P28iySu/6Ck0Q0LUExzKxZw5GJoMiClRKVXzbQRAccjkF3405O7hguVpB1VQQQir1Mm9PRrihREpP4TsjUqq8IDYKAkgLnLCYTmFZHpEbYdkOARGmPcXxXWqrDURdQMspDEZTciWDtUaF+XiEiMB06FA2DCJnjG+PCQddrIsOR1+85q4R8vOPf4l9+oo/vJflz//iI76jyvzBd+q8fH3Odxsi//yHe7SvpvzBhsKDRxscfPqMH2753L6xxutP3/B7j/NYgczw9ILvf2Ob08M+6mjE/kaBX7y4ZL8hIhXznL3s8fhugdbMZXp5zP17m/z8yzbL6RLNO+v87NPX7BsaxnKNk8MzvvONhzw9vCRt99i+t8RXnx/RTDs0d/f41ccHfPPRGs9bJqnOKbffa/LJr065VVeI8gWePnnLNz7c4clxjxVtkWn63/78ObnVFXoDm7eHlzzYWaN71oNByP7Ddd44Q56fjBE0Eb2aYWtjm9BMODddXF3CnnoEsoIoBbiWgyKrpA2F3W89IkmLiLZDlCgohoHge8THR+wuLRNYAXoqR0II3pTQVXE8l1RKBk9GT6WYmWO2NrYIbJgMQja39ghCmyh0qFRr9AZz5LRBfXWJ3Z0KaVHm7M0hKVVkMJri+jHD/pRGuU61VKbd7qGmUxSKKdy5S681IJNWKdSyOK5F57JL6JhIQhrPj1nbWEIUA87Pzml1hkxnPlHso2s6Rq5AzsjiBwGpVIq19TU63R5Hh6dkswapTIYgCBdh+MCnUC4xNk1sy37XGei+KzSWmbsu+WKG9UaNQqXGeO5xdXXKtz54gKFCycjw5qyF5wR8+PX7nJ61SAQFa26xvrNGr98jL8e41ow4CfiD3/ouvfY5I9NhPOqztdpg3JtxfjpkPJgCCVlDp98fY2Qz+Pac89MzZEnhzesz8tUcv/j4Cb4z5+z0nPpGBVGJ0TQFiRQrK0sIQkihrBFHPhEiKQRiJ0AKI86uOySCz8rKMoKiEyFgzkwkXUaSE5brVb7/7ffYL6YxxJCUkcVLXLY2V7i7s0k0D4iSKSvlJdrtK/K6zp27t0mEkEa9yFIxh+M42JZFmIQICgwnA3rDHoIskC9nsV2LOI6AdxPL0EMSNNbWljFnM2QxQVIkLMtaCMwwRkDA8xwc28PzA2RFBCkhjH1s1yYhRlKkRR1HkkASU6mWiGIfTZUJfRDiRerDtl10XScI4kXljBNALBAEEal0Gt/3EHlnBYoTREVEkGUcx1t0PSYJCQmqIuDa0d+KVfVP/vi///GdnSIHJzZ+LJLRYGqF+KjsbBSR0wVOL0YsVdMIQoIZZykaKpIksLJ3n9l0Rk6PSUSJZlmkVG9A5JIIAmmjjOuFHL5tUagtYQUSrZMj0oLIZDpgaCkMBgO210tIuoGazrK7t8Ll1ZDjN6dk8kWK9QbDic/rV4fIkYdn22RTCxru6nIVxwspFAtESNizGbl8jl5vjGPavP/4JrYTYBgZkihGkmWK1RpXF9es7+1iTyfEgsj6apXd3WUEt09vlOD4IbIkki9V2dpu4nseuiIvitqnNpHrMZnNKdUr1BoVev0ZmUKJ6WxO6l2XYlqTmc5sJF1jpZ5HiubcvtlkMhxzejFEUlKcX/UpylP0dIZ+uwckiEJCIBlo2TyiECJ5Q9LFGkmc8PpNm2ZFoFjOE0cRxVqD44sBMQK5rIY76aHqKfz5GEXViAMfkggllcW3ZwC4gYCg5gjmA0giVjbX0bUFSGc0miPqeZZXl7CGLUJ3TmumUslreNMuajhADOZMR0NevTjkXlnk3/3krxhenPH97SJ/9tNPeVjN8cMHW1ycXPL+hsE/+vZ7XPVGfG27zKObOzx/e8rXaxoP1mt81Tvlm6urKGJAxxvxWw/u8ez8FLyE9UKOrzrHrBoGalrnyckV39jeYBJavLnu8WB9hV+en5LN5djarPPF0SE3KktUSwUOBhd89/YtDlsX2P6cW5tb/OWrlxQ1neZqlb98+ZrvPLzLWc8idifcvnGDT54ds1ZOkZHgl6+veLjbpNUeklPSlCo6//aL1+TrDQadNlcdlx/srXLRu8ARAr6+t8vB2OZoZKMQUCjlWdnZw/ZC+hMfgRjLNJHFxXfDC0KiRCBnZPnOD364yI2HIUmckE6nF9yK8SWry+uYXoQiQpBIZKI2KCkmYwtdlZAUFSSN2J3Q2L5NEtiM5wH7N9YJIghcj7W1GucdG0nP01iusruzjJjEHBxcUUonXPdNfC9gMjZpLNUwiiU6rWs0o4SREnGCmNZVbyH+cqnFgGAwwbJcsrkMvh+wslwmikPOL7p0O8OFBTIIkSUJI5ehVM4vnGJ6htXNdQadHsdHVxhpnXw2TYiA5yxEaaWQYTS1cF2PII6xLRdRK+79cAAAIABJREFUEpFlCTcIyeezNJs1yuUSk/GY61afrz2+Q0qDeknj6OgMz3b52vuPaXf7+J6H6XisbGwwHE5Jq8KinsKP+e2/+3eZ9C6xbJ/5cMDK5iaz6ZSrixbzyZxYkEi/E456WsNxfE7P2+i6yotXpxSLWT775DPC0KF92aa2uoYqLqIPgiSytrFFLi2QL2ZxXJ/E81A1lcjz8MOYfmeIEEWsrzWRNBVZELAcF0USSRCoNyp849sfsl1VaeoBkVYiDFz299bZvX2TwHex5h7rzTKXF13KhRx3Hz3Aj6C5skQ2n8dybMyJiSCALIpMTJuryyvSskDRyDJ33AUF9Z0lNYpjdFVhZbnG3HaBBEWSsObWYo1iUavj2h5BEPwGqBPFMa7n4/k+8Tu7alrXEBDwg4BaMYfjBeiagpAk774fIqbtoqoykiCia+pveh0BMmkdLwh+0/MI7wA6qorlev+PtUwSJSbm34BV9V//tz/+8fsP68iizHQ8RpQiskaBbEankMkSSjFTy6SQK2PNPEInWfyIA4nziwtm4ykbjQ02V5cwJ5c4YcRlZ8x05qIlOmkhj6pkOWt3UWQRLa3Q7nYxSkVEVYEoYKmxzMHRBZ3OgPF4QuyKrDWrNFeqzN0hnhvQ7VnE0uKCezCeUa2nSRkCfpiQBBGVpRqalqZ90UEWdJIkIPADBFHg6rpDfXmZ61aHvJZFUXWuxx38sYuhagSRT9nQSKdEWhOXk5ML7u7toOCytlFkaa2AIsXYlgOJjoiEbwcEVkgSenh2gheGzKYmSCCIMaIoEvghURgRBhayDL4fMjM9BFlmaE6QFB1BjUAWcYI5lVIO2/JJhAz9wRRZjhnMp2iihD/3KIh5UrFAkvPRCzr9mUu3a6MmCvkUCLKP5UYEXkJkJ5SLVUZWwsVFj5SexfZ9BvaMyXxKwSgiyzpySmZqjUjpOo7j49gege3gzmyMfJEk8VEJKIsC49GQ75egmZdovbjmv/pemWJdYHbU4T99bLDezNP+4oAfvbfM0lqFk1+94u8/bDANZNzzUz787g2+etOmKlls3VvlyYsBd1YT1m9u8fmnb9gqBkhKjufPznjvzjJncxF6b7i1v8snT8fs4pDbXuIXT1q8d7fJSJGwj8+4dbvOq+sJqZnDzns1vvj8hPW8hVYp8eb5Cbce3eZwkOCdXXDrwSa/eHbBVkamuLXJq79+wQ++tcqrXoh4PeHh977FR1+85c5Gg8DIc/z5E7716AYff3pFNp1GN9IcHF2zk9axZxJhohHKJm8uWuhqju988G2+/OIVOT3D1t4a/SBAyS+TRAnDyZza1jbZbI7QtLn/aAdNiGk0qxTqBTIZGbs3pDCeYr18yenpCavLyzQbFYRE4vrCY3A+ppSV2d6+icwSZ6ctsrk8p8eX5IwMc8ti2Lsmo8o0Gw2moxlRFNFs1shkFF69vOTpV8eMhx5xrPP2TYv+YIYfBLS6HQ6OL9AKBqY5IwpEjs+uscMQQZRQkCFOcOcB9VodSU54/HgfVRK5PG+jp/O0+1Oqy3ls21lgwpMYx/MYDkc0Gw3evj1kMpli2Q6youB47gKFrqcIgojBYITvh+RSGVK6Rj6fw/VsTHuGpspIoobsx9ze3eb1+Qk3N+r848d3kK/7/PKix0l7yr3bG+CZqNkcu/duMhlPcK05ru1wc2eZ1ZU8QZTw6efP8ZIYQZSI3Jh8tkS/Z3J03iaWIa0IJFGA6/i4QUR/PGVsmkSBgO95dDp9NtbX2N9bYXNjmctWh067zdpKEy8MGAx7/PXPv+DwzYBKpYhjzRHtBMKIi6sOIyugvrZEvzXAd31yuQxqOcuP/s77iFHIrd0N8E1eH5zQ3Klyf6vBHz56j4uLFrHr8Y+/85g/+/kXDH0X1cgym1lMB2PiMFrslA5MBDXNaO7gRAlz2yYKfERBRFNVLGuOIEkk7/KIsR+Sz2Uglhbkv6mJpmoL+E0MYRAgiglRFJHJZLAdd5GOFBJiIUaUFp1WgiiSCAKCKCApIpLMguDn+riWj2sHC2EpJqTTKrZjEcch2UwaI5+GOCAMY3wvRFMXNLs4WhSpx3FEEEULCIAsEEXJ4r39kCiEf/W3AMf57/6b//rHH36whxD7XLRswiihUMxTyiRkDIPAcxmYIemcgWfOGNoSlbxKIsgcH14yGllsrRfJF7IkUYgztzi5tBjaIkgy5bJBJpfh7UkXI6OgyxInvQmxWqRQKpB4E/R8nauLHq3rPuPBGEEUWG5WqNUK2HOLienR644gDEildcajGfmiQSqbIkkE5CSiXEiRy+iMukPSqkQUJwhRhBPGtNt9VtYanLf6pGWQVYV+b5HVUmUZzw9oLBXRMgadTp+Tw0veu7+FSMTmapFmPUNBdbAtGymVI0LAcwOSKCR2HOIEfM/Htr0F8CFO0GRxAf8JIyLPJa2JdOcSw5mHKsuM5y4iMYKWIS3a9Ec+5bxIIir4YobBcIbnhAxnEZW8QhL5FHMyuiYTO1PExGfU69MeLezPOcVDkhUcywISktAnU9vkaghXlwOy+QJC5HDcChgOLUrG4kJRyNQYj8ZIwRxZEhh7ChnJhSQhZVSRvD5yZGJU6oyHU35rrUbeCXl+cs0//WCPvY0CB5ddfu/xJg8bdb64POW372yzsVbiqHfNN1ZWQfWYeR7fvrnLk+MjcAT2b27y5HzMbi7L7kqdj55ecWOpREFWeXHa5Rv3duj3LDzb495Gk68OrtkqG2xWy3zy6pL3b6wjuhHdnsndzWXOLsekBNhpVPn04JLNYo5aKsMvX11zb7vJpQvheMaj3XVen/RYyWhk8jk+eX7KtzeXuZ70uL42+ea9XZ61T7i5soqipvjs+C0fbm3z88+PaRahXFnms6dvuFvRaVs2EynPyHM4eXtCThF4fO8Bv3rbxjAyLK1sMR9PkFNZNE3GMi1WN5vIskwU+Dy8uw2KQrlSo1ZvEAQe1nxKmiGTi5c8O7iiUmuyXKuTRA7XpkSr1adhxDRufAiisshSVhscvj6lWK3iOxbt3gxNkSmUDGZOSOD7lOor5Iwiz5++4uDlGcPJHEGUeHtyzWA4xXY8Lq7aXJ5dkNVVRqMpcZJwft7G9QJESUJ8t574vk9jqYwiCDz42iOCJGHU6pDO6LSu+5SrRVzHB0EgiSNsy6E3GLO6scHR2xNG4xkzy0EQJbwgxHE9NEXC9iPGMwvbXUCcjJRGuWQwNR0sy0EU5UUWPI7Yv73P2zenbG81+CePNnF6A15cmZycXvPg4S6Bv7Deb966h2WahPMpluOysb7E9moWzwv4/JdfMA8kIhZW+6xRptcbc3FxhSBIi//hOMQPYjw/wJxbzOeL/N1sbtPtjVlfX+bB3XVWlktcXffpXLSpL5WI40VE7KOf/orXL0+pN2rMbI8EgUgQ6Vwsdsw2Nxq0rnsEroeWL5HLpvjwe79FGEbs7O8Q2RNeHPUoNjf4YK/OP328x8vzLrO5yR883uMvP3vFbGaTzWYZzeZMRxMi10bXFfrjOWISYk5MHD/Edj0cdzGUBAHL9VAVhSQB1/OI4hgjkyYBKkaGycwipWuE0QKC4wchCRAnkE0p2I5H+B90P8Jit/LXnY+/tpfKkoTnh5iWjesHgIAoSWiKgh8ERNHi3KqqIEkifhD+RtDym4QjxHGC5wcLUJ0o/maHNIxiNEVh9v9SxyH+hw/8fx2Bk1BMF9AllfpSEVWNUWKVfmdAb9hi60YOoyjTuvDJpEuUihkG/SHt9gUpNcG3pnjWiJ29TURdIWOkWFtrIkppOp0hOSPD6moTQfXY2V4lk80xHs+wTQvTCZj0A6amgySLlAslbMuinM/j+w6hk5CmwDfev8mDr33A3BUYzxyePz/k808vuLwY0Ov16I97dIfnmPMBkjTG8wK6vQmiKHLn9g3OTt/guiZebJLoCXu3N3FiCGQNKW1w3hnTHdhsGGVW1pd4/uIE18wyP7NoaFn8SGMy9MhqCubIJvY8lETCNR1ymTTNlSq1ZpFMTkZVFbrdKTdub6NpGaqVJoIokM5mcIIYT4xAE7HCAElVEUUdlTRxqKDKOeZjh/FgRhCI5BQD03TxI59ID7GkmNHAJfATsobA1n4aQfU5vbRwvCKX7QlxLKKlDIZTh1wuTaNcIjIdlgpVtlbXuLm/R+SBM3FxZi7FbJVxd44mwXK1RLlYo9pYwo9CVCOFG4/xccinVKTI4bt7Ve5v5jh/9oZ/9vU1bleLXLxo8+FOHUeLmJwNublWwVVzTM87PNgqcNr1CCYJ63s3eH2hkdNqlNeXef3lkCVDR0jpHL++ZKOp0TZh1p1xd7fO2WVIKUpY2S9x2OpxdyODVChw9vyAu5sF2v0Z0vUZ791a5e11l1oyZ2O9yvEXB9xfT2F6EcFli1t3NzieiWTkGTu36zz96gX3qy4zIcXJy2PuvL/GT049kjCFXmly8MuXPNrboeMo+BOPndt7fHl+zWeHh+TKWfJRxP5OlYvrFt4oIB0U6LT7dENQswUupi0OOp9yZ19EV9psvXeTUj5F2ndJSQJaRmJ0OSQ9mjL74kv45BmTX35JdjKi9YsvKFaKCIbOT37yF4hxyDcfv8+XT4/pXvXIzSPkOWRSRd6785BSrkS1VEJTF1kwP0m47IxwHQ1VLJG4Cm+eHfPFZ685O+kwmXi4vrCwnxXKgEi5VIVEAgF6nS6+5WMPR1QKOTJplXqtwmxmUq2W0dIand4A242wZj6O6RJHMuen1yhSgDsbk0tnMLJZPNdl0O3h2y6/+uVndK7b2JaLIEjMZjPiaBE2n06m7OzsoCoSse8Rui6+7zGZjKnXqqwu1bixtcGD+7fpjceMZy7ZXInrzoz/46MnBJLKUmWVwXDE4ZszLMdiMpvS63aoL1WpL9Uo5Ay+eHmMnitzejrk9dtzPvn5Uz762a/4+OMn/K9/+hf0BkMSBGIS8oU67fZ4UbwtS2QLGRprSwzmJiPHIRAkjEqe7nDEZafDrz57jTmNiGMRSZ2h521ytQgvCbH9hP4wxA1Vjk8G+FFCKp1js1Dn7z1+xP7qCtfTAfu3ttlvLLNTLnBxeoKQUslVlugPI1bzGfbyaf7zb3/A3a0V/sd//3MESWB3pcoP3r/H7/32N/jud77J8uoO560J+zfuIEg6ph0QxhKqniFKwHEchqOFQI+ixRRUEEUEScIwDEL/Xf7wXVYDFq9RVQnDyJHNphd9jHEEokAiCIiiTPIus6ioCpIkEMUhcRwhSiDLEmIs4drhYioryYiyRJiEaJqErqsLS2scIssiuqojJjJCLJDEAoEfEYUJxXwZIRQQk4RsJossyCQRiMJiof/bOCQhIXQtajWDkiGys7eKlsmjaTKBazPsjXi0JZGVXQ4vXWoVg/pShXbfYjgYkTdkTDeG0EXPFXF8gY2mzuZaCVVVuLpso2sym6sVFG/A3b1NsikZy3JIvDFurBKECfOpSS6tUiwZOJaNZtTx/AB3bpLLZnnw3i0e/tZ3FpbnscnhwRnPX55xeX5Nrz9hMrVo9yb0JiZRFDNzfFqdEUZG596925wcXjCbzXHCGFVX2N5dw/EiIMHIpjg7OafdM2nWdBqrNT7/1SumDniTxQ5Dx9TpjEJymsRsPF18dklCGIQo6TSN1SWqlTwZXSGjSVyPTG7f3kSSJWorDeahRiW7sLP6no9IgmVapBSIBZmUJuIKBXytjjM3sUZjFEVASucYdHvMhkMSb4bvzJn5MkoqS1oTuLOuoAkeVx0XR65y0gUvhFDQCDyXcl5jrSYynQUIepG99TR3bjeZhyqmJxGML6nXq8wCHVkSaOYjctU19HxlkbtVJOIwIHRmpNWI1mDM+9sr3GuWeTVq8aOH99leznH09prd7QZ+HHJ91mF7fYPJXCcMIu4UG3zxqsNoMuH9zV2u7RmllMZuMcX1fESxVAAt5tO3J6yuN7hyxrT6I9Y3l3hjtpFFiWbT4FnvgkqlhC/7PDu7olEvMo9mOJbD7Zt1Pj4/JYlj7m1U+ejgmMZyHVMwmQUOH2ws80VvQBhGrK0V+cmbQx6WDVAUBrbJ/0nbezRJdqZZes/VyrUKdw+tMjJSIxWAAqpR3VVjHCPH+Bf4T6Zh02KmuRryH3BD46Zp5HC6OcXu0igUZAJIpFahXGt5teDCs0BywQWNNXcVbrEJC79+P3/fc85zPjw4oj2bEqsqvrrO5w9fcFDNMplGhLbH/sEGj19d8NsvvqW8VkTVFS5v7dBsDkh6PVTd5HU3pJNoCILE+ZszRs9/w73dLCk14fjGLWRFwbZ9stk0KV2hP1wiuB0unn9C++Rbep02uhTy8HEDT8wgySaf/qd/oOZ2+Bcf/JQHXz+l0RqSVkXM2EdL1fjwxh6JnCGdNXAjBTnxIIk5bw0RJAnVyiDGERdvXvDNg69pXnSZL23EOMKxV4Av4phKpQDJynXR7U8QwwB76ZBP6WQsnY31EpOFSy5joWsKvd6YuR/iLIf4nkMkSpyeddEUCWe+AnqlDBXXC+gOJ7iez1eff0Gr3cZ2XCRRYra0cTyfJEkY2x5Hl/eJouitAyPGcT3Gwyk7GyU2awWOrx5w795NZrMFi9mUSt5iNBjzq+9eIVgqlWqV+WLJq1cN7NmcUX/MbNBms5qlsFYmn8/y/OUFpDZo9Ga8eH3OZ598zie//h2ff/uE//i//SP2uLsaVhSF6sYajcHsLQFbIGWZrK0VGU/mhGGIgEAxn6XT6NBtD3nw1SPcBJRUiTiKsXSBjCUQhyELL2E2t5nObN68abEMYwRFI1PI8sGHN1hfLzLutrlytMnuep7t9Rwnz1+QzZoUKxWaQ4+yLlO0dP6bu4fcuXzAf/jyBboEh5e2uPeju/zkZz/iRx/d5/DyLidnPS5dvYFhGizdgCCKsVImUbxadk8WS1w/wPMDbNcFVnnEYtpAEt7W+oWr4U1TVcIwwtBUSrk0KVMnlbL+H0OjLK2WoD/8LK8yiXEcIwoCUbKirP5RUVQVGVkSUd9aTA1dRZFFSGKCMHo70CbIsgTC6uxTFJlyKf/Hl6RMA1VR/q/DLIn+38+5/y+K47/7u7/6+OqNAk7gsJgv2d5do1LJMxk4WHoK255imQm+Y5FEaVKWie0uWS4dsimRw70aQhjjRTZe7GLmCkiSwsmrHpl0EUnWGU+nq+2MJxInBrlsCV3TiMKQzdoGXhTQ6nfJ5vOowgqQUKsU0TSNta0qvqTy3XfPOHvVxPF90sU8aTPFfDqmUi1SLlnUdqqcnw4IbY/pJGbphSi6iGvPKeYy1KoldF1kb6/MpSubrOVTVDfqtPsNFEXlxXmfjfU6+azKzB6jiRq1VAlRmaNlDLY2L9E+m5MECeX8GkniIYsiZloCQWRuO/T6EyRZWJVuegJWKsVsPGNnt0YQBIzGDpKqI0qgqjEZ02CtkEUXNS7ejAhjkbPTFv3OiAQJZBmZhGK9xHwxI7WWYewusNQcUeSQMiVkKSaIwYlkLpodcpksKStDazDmxfk5cSxwsLVNbHuEfoCoQBSERAsfQxHxAhdiGS3RScKQbCpFGDvIqkIQxcSoSKpHSEImk2I5m5GPAzAUHC/muJZiGlqcvmpz5719HvVd9NGc6+9s87QrEF20OLxW49cPT9m2smR3dvnm82e8s5FBqJh890WDezev04lNhqcX3Li1xosx6JMBB1e3+f33HepKQGGnzrdfv+b6foWFWKD9+im339/hy4cTNiyB8vXL/O6bN+yaEaKR4eE3bW4d6ZyOwT2bcvn2VX7//TnrRZXS0QFf/eYBtw8KdAKTwUmbu+/d4dffXHCQFTHWKpw8eMxf3LvEy86Uydznxr17/PoPD/noxg30TIqTp8+49M5t3ESjPRtDNkdn2cZRFqBbpAQBI2/QPRuwsV0lzmXp9Bp4jQ7ezCZbTnP/zn2CwEULE/Rsinavx1e//A2p0KFcKVIqrtFtNjl5fYFKmqevL/AGfQ4zWba2azy5eE29XuP0/IKnz14ynTh4rsZgsMC2fWaLJd3eEDeI0MwUcSKxtbXFq1dvcGyHwAsAictXDgnx2drbYe7aVCpVUpZOqZrGSGvIhsp0NsYwdNIZC9/32N6ts1i6NM8HXJz26HSHqKpCsZDDeQuTcm0Xz/MwdA1BWJXXSoqCYVgIgoRhaLz//j3SqTQp08IwNALP5vjoErlsBj9Y2VbShkFON6gWK/zit39g7roolsF0OsVP4GV/Tnq9zqfffkt/NKVar3Kws0uzO0ORNPrdAcPhlEq+tCpYdkK6gzEfffRnyJpKq9tFVFR0M8VkNl0paimV+dLDCyJMS8MPHHQj4dLlOsv5lPnIJYpCJuMp4+mCbEHG9WIyBYNWu8V8vlxVXAQxAgph6FPblihk0nQnPW4dbyEnMqYac1zO4cwTvn91iq6pzF2XzUvbWMU0+A5Pnp3hhA7d6YS9tQIpL+AffvUZykYZXXKpFvJ8+vV3OKLIWbOBNx8TezadyZT+cLKibQrgeEt8310dTPGqyjgIIwQEkhgMSydlGcwmCxAilo5LTIwkrRRKIUkIg4Aw/OPhIxLFCUm8qs0QBAijgDAKEaVVj6MsiasuO0Ek8MK3FlSNRAIvcLBSOqIooCoKnuviux5JnLCxuUsYhTiO8xbEI5DECflClsuHh3Q7HVRZW/VeuR6yLOF7IX/5lx//yRXHf/u3f/XxpXWN5WxBaxCyf3xArpBjMR6gpfJ0ejZZKyEQLdxIJp0yGM9DJgsXXVfZ3SqDP0WKPeIkIVvdIRFVnj46p7peIUJmMrWZjKaEko4nGyhGimIhheDPKK3vYDs+w/GCtVIWURQJg5BCIY2piZS3LqFg8/zpKWenDULXxsznUDSV+dymvFbESptsrpfotgbYbsB4bq9U5kRgYbvk81mq5SwpTWbvYIMrR1tUqiXq9RKL4QhV13j8ssN6vUQuY+IuZ4SCxvZ6AU3ysHIlqnvXaPXGOI5LtrwGSYAugiaLRKLMYunSaA9Wti4vJIxWymawdDg+WiecDxkuEiRVRTF0BM/DzKU52DBQFJXzpk0ch1ycdjlvTRElGcVMIQYu9Y0SvrNElgQGjoZDBjF2kRJvBbGQYEmepy87pPN5DCtNaxDw5nWHKBGprtdQpBghWAAJipmDYIGmyghJSBxFKFYRfzklW9nEdx1Cd4m3GCHKClq6gDsbIIgiy8BjU07hyS5RFLBXqCA4Ad2py829Os32lLQis5FJMQgmTMYT9jbrPOq9Ya9eJ5c1eNR8w0G2hGDB7x5ecHu7jpYIvG4Mublbo9udo8YJ13bq/OHRBYoWcqVU4esXLa5t1YjskP5wxv3r+3z9vEFWldkuVfjVo3OqVZOSnOLhmw7Xt9YY9Ra4C4/tvQ2+ftXhKGuwWy7w829fcbhXIisoPDppc+Vom18+a7CjaxiWyZv+BT+7eYOhM2QR+fzZ9cv8r5+95sP9bfRchm+evuQn924zEjROm1NkK0Ov00fVQNd1VE1FNtKcN1rs7FRIjBLjwYBBp8t8OiOfz3L3o5/hRRCHHpJiMOud85tffoIWjCiW85iZNbrdFi8aXQI1xcuXL/DmC26sW3y4XuUPr07I1bbptho8f/SK4WhELKqMukN8z8fxI4aNBr7no+kaSRyztrnNi5enLFxvVQGEwN7xEb7ncXx5h8FoSqVawUxblItpVHPV2TgZTtENnVI5x3TucHC4yXxuc94YctHoMhhNkWWJbDbNZGaDAEvbwQ8jdE1FkRWCIEQSRTRFQVMVTFXh5v17lIpZSoUMupFC8m2uHG9TyqVZLFxMTSGVy2DpCtVqjl/+6kts28PQVKazJVEY87w5pLRR48sHzxiO5+TyOXaOrjKbjEgknX6zxXA8YS1nspgu8PyQfn/Eex+8hyyLDPpDJFEgk80wnCzw/ICsqbGYzVnY3g/ZPFES2dvfxLU9lrZDEsdMRhMGgxnlYpalE5CyDAatLrPFAnu5AqUpioq3XLBd06jVirSaIw7268h6GoWA2wUJL5J5+LKxWjjaNnvHV1krrWijLx+/IApt2nOHvVoBXYj556++Q0plIArI5ywePHiC60f0ukOm8wWh7zPttBkPR4xnNqIoMl/YhG+tpbDKESZvOxdFQcDSVwDD8cIljpKV8itLCCRoiowoSjieTxjFeK6PpiqEQfiDtfSPumAUx7wtT0ZVlJVlVRDwfA8/DNFVFU1TmS9tZFlCkWVkWWY6X+J4PkEYcrC3DoBtu1iGgcBKVcwXMlw93ua80Vs1R8APdlnXDwmC+E9gVf2bjz8uFG3yawU8NyEMpmhagqKmSGKHermEM3cQdREjbfHk+zbj0YIkDqnm86R1g/bFgPJ6mf58yNOXFzgzn0yqRBBGyJpGqzOk1xpycT5AVwyiwGc87aIaMrqpMZiMV510MgiCyGw0wZktkDU4Pzlhd71IgsGTlycUMhkONjd41XiDmcuTUhUCV+C8PeX0dRdN0MmVLDI1gzgOyKcyZC0TUzdQVQVBlsmZFmv5ArIlkivkUNUEyYDWSZvZWKck54gMmd2tGg9PTuj25py/XCC4ASlFot1uky2Y9Icj9i/VCUIJxw9YOja6rq26VqKY/mCCLGnEsc1wNKDbXTJdOPiBx/pGDlGOsDIZzs666HoWRTQZDVwUQ0PVdJbLOflcFlkRWCymJKKIois021MEGTwnpJQv4Sw8/AAkSca1PYaTJa3eHN1IUynkWA4HaKJInMQEScDDb95Qy29yfHxAIMByGeFMA8bjGdW1HMNRG8d3mU6WJKKK7cyIFJmskSKMZbZSBlpe5s0yoKIbtGYqtpNiQ2siVCq8enLKteMCQabKkwfPuXfrmG+6ManA58qdOt8/bFEOuxzd3OGTL87Z3znAODjk959+yd2aiput8+LbUz5494iHQ49Fu8s7P77H1y/b1PR9+vyTAAAgAElEQVSQ4n6Nrx80uXtcoC3k6Z5PuH33iE9aM/xGj/fvHPP5yyk7podVLvD1pxf85PYWPTGg9fCcD390iy+/HaDoaXav3+Cffvc1Pz5KMXMVhmcvuP3Rdf6PT16yWTORcjqffdvkg5/c4dmTNxT0DFc+uM8//+YR49I6fUni4ckLchs1dFNE8ASCsUskhZTzGXLFPKVMmnISktE1Fl2b0IVJr0+0cDEtE3M843e//D2vpxPylkxVVnHnEd9/8Q2SJrC5vc3rZotOv0PsLijn0uTXc/T9JXPb4dGzEzZ31pnPQmw7ZLFcEscCG5t7NFpd5osFmWwGP4hJW3lCN0BitcnSTY3ReMhwOKK6ViN0bH76wX10MaFx1qBaLCHHIWIkICsa2YxF4HtUKlneuXGJre06umVSKK7Uk2ary2Lp4fgBs/kSRZFJhBgtbeLGIZppoOrG6gHrLOh0WiiyiqLoPH7yCEGI0GSZIPAQZZGFs1jVAMQJ7tKjN7HZPdpHFAMEQcY0U4iWQm+8oHHRXdkiNZWNzQonJ6dYWY3WeZMoCvGCgF53QKvdoVTO4Hs233z7HX4ckcmmqW6sM13MSKUsFMmk0WjgBxGSoiArMpVyGUlMyGUzNBtj4jihXl8nlZL58P07qKrOeD6nO+wym06ZT0IUcY3ZLGA0GlFfLzButykVcqQlCTlOYeoKcRDzT58/pD2fMLKXzHtDXj/6nq16AVMSyaXztPsjfBsOtzcQfJeDo0sEQczEn9MZdBGBjKkzmSzwI4lmb4SsaZRqa8iKymw6IYkDXNdBlhQSQVhtSjUFQzMwdQPHW+DZS4RIIJ028fzVAKjKCo5tIwK6puF7AbKqEUYxmUyGxWxJ4AWIkoAsr3psZUlAYrVZTYD4bb1HEITIqkgCb/upROJoZa/xvRUAQBRUut0ed969haqKDAdj7KWHJAlkMxny2QzN8wviJMJz/VVBsiASBjEf/2cYHP/2b/76Y0Oz2DvcwPNjJKdNEtjMkgJJFFM0V1+QNDnCyub57mmT8WiG57gUsjp5w6E9DFmrZDk5m/DwYYPYn1Mqp5naMYaVptEZMxpMOL0YIIoaoefS7Y4giUFN0x/Z3Ly2hR/EIIlMJksIpsiSSuv8lGIxj66pPH38gnQ2w/p6icZ5m3Q2R1ZdabHt7pgXb1oomko+bZLOpomjiEIhSyGto6WymLqMH4uIkkzGlDA0kWKthkBMEMa0GgPmYWr1XmQtNjdLPHhwxmC44KzRRXTnqJrMoN0llzG5aA+5clgmRMaxPXxvBTgxZQHHDxgMp8gC2LZPszuj1Z2u6I2Oy8aaSaJZyIq+GvC0DLGWYT4aIxkGuqGzGE/J52Q0MWA29zF0EV2OaPcdEs9B0DKUN7eJvRkLFyRxtRD1p0NOz0eIhkmplGLRb2OISwQS7DjN7z97TamcY/v4OnHg0psEDEcBnc6McjnFZDghtKeIQoxm5XCmffR0Ac3KIWsmGUkgkCJcz2PDzDMKHJZaTDZMELMmz/tnXFlbRy1V+PrbM+4cb/PkdQdLMri6XefrZz10KeLupcv85tEJV3bKlKslfvfyMZu6hVQo8oeTE/7l/Vs8bjRxnIB3r17iu/ZzMppBqVrj54+fc2ejxsBe8qjb5c+uXebbwYJkPOHW1X2etc4QnQgtZfCb12/46dEew/mY1/0BP7p6mc9evaKom2xtrfM/ffaQ97eqBG6IFy65e7zB7767YD2rIyPw869OuHtY55vGkGwmze0b7/DzT79nbuRYeArPTxpkigXSaQ1dCumPXaIgpFIyKdTqxGpxdb+ZBu54iO+HdMYzHHdJSvGRifjtb76g1xthqBLZXIYwiHj8/RNUUWB9p0qzP2LSbmO7AaWCRbmUo+f5TOdLHj89Y32rQuwHeFGCt1gSRxGVtQLn5z2mtk8qlyEKI0oZBdv2UEQRTVex0haj3pDRcEy5Vsf3Aj74yfvIokDj5Jy19XXCMMDzQ0xDw8rlCWybYjHD3duXqNdLmIZKNm2iyhLtTh/HC/A8H8cLMDRtxQDQNeIkRn9LyxQAxw8Z9XqIQoShKzx59JwgipFVFd/xUFSFqeuzGM9QVIXl3GY0mrKzt4kgJOiagmwYKAKMRzMarQEkMaqmUKtkePmqSdaSOb3oEIYxcRTT6I05b3Qo5VJE/pJvvn2GH4YUsxb1zTrD8Zxs2kLVdU4vOgisAFhJnLBRL5MAxWKWZqsHwEathG5ovPfBXULBYD4d0+wMmY9mq3ymbjBZuAzGCzbXi7QvmmRLZWppl0Qy0DSVKBD59eePGcyWzCZzJqMJ33/3hHq9RJIkWLkK/U4XgpA76yX0IGJj9zKioDBZThkOZ4iqQiqVYtLtsnR9+p0BoiSQX99CQGA6mRJF8Q9djX+8FFlGNzQyKYvJbMFwbgOQMjXCMEYWV8reZOEQxTGKJOL6qzy/gEAxYzK3/bd9jgKGpgFgGjqCIJAyDQRRxA+C1ezwVk2M4xg/DAEBURAJowjHW8HZVEVhMJxw7/ZlVCGhM5wQRhECYOgaqZROszXA+79lLP94/UkGx3//3//dx8fv5JiOHOx5SG1DJZ010VSVzsUANdGpVreY+GNevDnFdUz2NrcJgoAkipgvF0zmMmpKozMcUKvWV7mD8ZwgkEil04iCQhjA/R9dZj7uoFkK1fUi5WKeVn+EEKlUijmmizHprIW/nLO5WWdjvUIshlwMWyhZi3pljcv7darVFJmcyrXjfZJgSblkYfsxgiByeX+Nn/0Xl9ByEISgApPpnCQWWMxsWs0ho/6Y2HawUis0vKmsVM4XL1vkLQuPiFfNFrPRgL2jKhv1NOgWb56dMxtOQYJqtcx4tkSURE4aA2zHRdU0rIyJZRqoskYUJiQxbNdySKrIZOqhyhKHl7bZ3M6SShXo94Y0m3PmsyWTyQJVl9AMjel0SCadQtIkBD9gba3MuNOjXCgTygFCoqKIKidPe1iqwUa1QOi7qEqG0WjK/v4+pUoJRRSQRQHDTOEEDsvYo1Yt4S1cMmmLJR7TyYyslUbRRBRFQFXUVXZI1wn8FbnJj0ViN0bWTMQwJNZlWpFIoug0+ktmHph+h53L2/zh2Yy9ukqpmud3D14TDxaI+TK9ixPu3asw8DSaL0+5c73Ok8EM96TJ0eU1np3O2ZRtNo4O+OTbC65cWicu13nxrM27P/5zXjZHOCfPuHyzwhdPbPLxguLxPp9++oT39jMsrDyvHp9y77hKzwsRpmN23t3iy0c9LucDlIM0Dz454daVPN2gzNlFgxt3Dnn4qEu1BJWjK/zqi5dcfu8aJwu46A84+Ogn/NMn39JSTPTtA/7Dp59i/vge37zpMBhPSJezdJsDxq0eSeixYZZAkcilLIQoxg7g8YNnqM6EXCpPsDS5+ePbjNw5ly9tUtTTrNdKfPH1YyQhZDacYQmrbePYXRCLMmNCnNgjSkJUU2fneIc5DhejKS/fnFCu1ThrDun0RsRIzOYzCsUiqiFhe3NkRSRfyDMejTg/PSdJBFLpNKl0miAJMCwFURVoDLoIwP7mFmeNC8bzCddu3uL5k9cslhGT8Yx8xkJWoVI0WU4n9AZjUhmLSkUDfAaDKfWNdWwnIBYCEmG1DArC1UPRDwKEBCxdW6lb8xnz+YLFfMbBwS5JEpAyDNylw/7BDq7romk6tWqN5y9PsYMY21kShR7TwYhaIUur0+fmrRucnTe5++4NDg92efLsOYqcoKkJi9nybe2DyGy+4Nr1Q3zXRZYE5gsPx3VwljaL2ZxqtcpiPiWbNXG8gGKpsCKECgqKrHF60mE2cZhMFiCyqrRIqQz6Y2zP4/qNIyxDJYr8FXHZgPnCZzKbs7lRplQxqG2V+OKLEx6+bLOMAr58ekLTtUmEhCvHl1FjWLoef/HRB/gzm3QlR6PRQJAtGhdNPFXkTbPLT++/h+4GjBZzfvnNa5rdPgvHozMdUq3VaXbabK5vMBz26fT6eL6DpMpomolhqIhJhCxI1KsbTKdzotBDiBOEREAQRAR5NdSRrDLbppFCVgzCOMJxfDTVwHd9stkMoiyAECNrMrEQE4UhJAJREJHECUkYE3jBWzCdiCBLJEL0g01VRIBEIAhWCqZhGhxfOUIRZVoXbcJw1QMoKQmvX79G17RVD9ZbxXSF6Id//a//9BnH/+7f/7cfv3c1T2MiMxvPKedEUsUqWrKg3xkiywL5jUPcxZxms88iVFnb2CRJQnRZWA2ZnkLKUhkOl+ysqww8k3Z/pUhLqRxC4CBKIlevbDMcjMnlU1RrZdKZNL3uFGSTfFZjMpkjSRKe63LlaIPSWgFDtGn35xiGztr6BrV6mWo5janrXD3eRI3nWPkiURCSiCK722U+fO+YTC5NGAvosshktiCMQ8aDMZ3OkPF4RpSsqOqzmU02s/pMNi66ZNMSAtA8azMczdnZWSNnxqTSFo+fXdDvj9FVhcpagfncJo5Fzpt9FkuXjCGjGzp6Jo0qS2/x8gl7u1VMJWC8CEkbCjvbVXbqGnqqwGBs0+3OWDoe9myGLEtomka/NyadNtHSecJIYnN3k1azT3Vzi9h3GQcWGdnhxZsOaUOitrnBzI1RVJX2wObo8jalYhZVFpGFADlTRxEjIndOIaugShG6aeEvxvQnHms5yFsxYuKjyQkiqy+Yrr3EiVSiWEAkwSxUmPSb6JkKI3+JImi8mvZoj2P8ZMm7Ozt8/aLN1Y0q1WKGB2dP6M3HbKezPB82uX3pkKE3pTXqc1iu8rhzznLqc2W7xsn5gIJpcmmjwpdPGlyrF/BSFm9e9bj75/+KR+cN4sGcK9t1Xpz2CCWH/cuHfPX9Bbe31tDjmM9Pz7m1v0G7tUBVJG4d7/DgWYvDYoZ6NsUXT1u8s1cjdkM6vRlXL+/wuD1hS5OpXNrhF9+94vqVuzwbu0xnYz68eYO/f/CShaSQ3rjMrz75grXr9zk9v2C+tFENg9lwwKzXQ4xDqmsZ/Fgmk00RRxGu7fPsyTPC5ZhcduWMOb73PtPpjN2DPdYKOqVSls8+f4wuxEymS1R51d84G0+RNA0vTAhsd0XEVRV2jvZoLR06wyWvX5xSKqbpdsfMp4tVvc14RqGQRTcNnOkcXZXIFLIsZ0vOzntIkoRmWOjZHEkcIgtgqjLn5yvS8d7hLq3XrxjNHW7df5eX3z9mtrAZDMbkc2kkYsprhRVdfDAinUlTLucQRIn+cEatXllxAMLwB6hJkiQ/dPKJgohurBa14+kc1/EZjmdcOd4lDiMERcHxAq4eb+POlmipDPXNGs+en+IFEUvbxnVXi9K1Yob+eM7xzSu0m23u3jlm/+iIlw+fICsioiQxn63K7QVJxl7aXLt2TBSvhqL53MH1A2zXZzqZUS7mmM+WpNImgedTK2aIEFaAHiLOm31c22W+dEgA2/WxFJnhaI7vrhZgkqIgSwKGZZIgMJvZLJdLquUi6WKZjY0Sv//8OU9ftkAQefDsjMnSIYxiLl+7gqbCbO7wX//kFuHSQ7YMOp0hgqrwfWPIKEl43B7x04/+Asvv4SVLfvX75wx6Q5aOR6c3olYt0esNKK2VGY5G9PsjomgFf5NlCdM0SOIYQRBYr69h2w6BvzrD4mTVQSyKEpIoYLs+kiSRSafQZGHFDfDDlYoYRpjGalgMowhZkQHwvBVNPAgC/CB86wBZqZuyJKGpyqpyxjR+qP2Io9VZHMcxhqFz+fpVJDGh1R7+ANyJo5jT8+7KJQQ/qJ0AlqGztP3//4Pjv/u7f/NxZV3AXi7IFTQq6xphkjCdT4kdBckTGPRm9CcdshsF/EDm4lUP3w3oDBcsvIiFJ+OEc7bW18imMySCwnwB+cIGT5684uK8w3Jhk9ZS9GZzOp0WQezgJz5500KQE+YTh/P2G6RkRr6YppK3mI6HZMp5UFUGz5qINrhxwvPmS0ZnHTKKSHXNoFrNka2liPyQeDElndLpjAd0W3M0KSFBpdHp4ccux4e77O5s4OMiywmGJvHi9TmWnqFcKpCz0mhpDQGF+dxHlyVOzy8Y9F3aF2NSKQMviUCKmS5DPH+JrFkECaTTBrEYEUUBc3dBLldk0p9h6j6CKuIHPoqukUQ2gmCT0ixUwSTyAmR42xEpIIsx67UiUewRihGD4ZDhwsYy0iixxGIyxpQsIjdEliW2dipUKxXm05A4SCil8qwV1hhN+tiuQxBGjEZTNEsDUSatqzgjl9lsTkLEcD7FjpYQx1hWCnvhEfqrrcbcmVPKFVB0jV6/Q7qY5nw0JAhgHiQMRw7HOzWsVIQz9jk+rPBmYaOOF+yVU3zfcHBth48+uMa3z8/YK8dYtW2+/O0ZVysRUmGLp59/z7uHKl0nxcXpa967t8NXjTHCYMKVu5f5xRePuFKxKKxZPP7mCXeP63ipFN3nHT746T0+e9KhtBjyzq0jPns8YlMdUdgu8t2X59x/Z5fmLMWg84rbd6/z4LsZSQibd+7zT5/8gbWbuzhk+cObDvv/6r/i51+95sVM4PL9+/wP//h7UpeOiVD5Ty86vPPhBzS6DeZxgrpWJuVNyZgCoq8zdR32tta5eHbG4cEuU3uEbmmU14qIrsvLBy2WFyPW6yW2j0x+8he3iPwZ6UAgn8nRmi1Y2jP2Dta4dLSBLUg0xx7l9SpIIuvreWCGJHkslg6LMCBRZBYORIlCnMCoP0OIQRYNEASCKOG8cYGZSrG7e4nz0waeH7Kzu4uiKRiWzkWziRe4bBxskilkuH/zBvVSkfNmi3Z7NYy6HiwWSxaOvcqxCTqlfJnvHjxFQif0HOIwQlE0Dg6OWC5c/DDANE3K5TWuXj3gxrXr1MprLCYL7IVDHDvU6xV0Lc10MiX0I7q9Lqquc9FoocsGrhsQxDBb2LQ6/VXBuKqhELO2VqPRGhBFIaoucXbW5PhgkxsH24znIUt7iRTbCAkIosR05qyeTXhYKQVV0Wm2J4zGCyRZxjR1rlzew/Nn1DdKyGpMPmeQsiw0zcK2Q+bLCYVCgXazRxhGCILI7s42miYxnY/pD2YkBKiyzs5eiUzO4JsvXnN+3mf38hbrlsGd6jqZXES9YHJlax9VEtioFJk4DjsHmwSSgBZAJpdCi2QyosZ56w3v37rGeDjmWXuEXtnCcyL+8Re/IDE0ZKNA2tRJZJFsbYNCuYBmKsx6IxRFYjgerP4PsoCZTlMoFPjZTz5EkURm4xHb21tcXDQ5ONhGFESWCxfH84iJCfwYVZFYW6ty5/a7PHv2atXRKAqIwqqn8Ohwn3arSUJEmETErGw9UrLKJiaJCLGAYVqEUUQYx6ySc6yykOHKwuoHMZ63yjIqqkyz2eLspEEUBCSJSBjFuJ5DHK+WhEEUrbbkK8cPUZTwl3/5px8c/+7f/puPSzkLb7GkmBFY26gROAv8xQTPX5VGD3td+kOXYl7HR6dxekHgeoxHc7qjADsUGE0D9rcyyLqJKBkslh6ltQJvXr6hfd5hsXAwUybLyYzRYIzr2gSux0bVREhCwjDh4qKHIEIpFWFpEkkckypWQZB4ddbDDwQQEronp/QGYwpmQLGcY317k3whi2+7JP6SelFmNrVpXAzhLcmyedHBCROODze4dLiO50eIkoiuyTx6coaVMikWMxiGRsrUiESJ8czB0GQG3QHn3Rmd7pBiWscLQhRRWgHXwoSMLpMkCYaqIEor+qO7sMnlUgwnCyRRRNEtfC9YJVUFkUoqJJvW0aw0TpigJBFWPotqmSRRxM7eqqs0iBMG/SndkU02LaHpOvZ0jChKqw7NSKK2UUMyy2h+HzdWSWcstjbL9DtD3OWcuScxHDsYhooTCGRyWVzPZekJyOGU0dBBk0LiBDLFMv5y+sP9MZhG1NfLCMScNJYUchqTaY/ATDMZ9mgsl7xzcMxGTqQ/HXFjfYfGos14MmWzVObr5xeIicjdq4f88sEpx/ks+c0NfvXlK47WspTNLI8bba5v15gnCS8G57x/dMT3zQaT5YIPD/f5x4ePuVaC7ZzF143nHKSKVNcsXraH/Oz4iN+/biALAbeu7PG426IcyewdrPH7169579Ihb8ZDTjsd7h0d8ui8haZJFA6u848PvubK5UOCWOOL09dc/+C/5BdfPeHVLODm7ev8z//wa/TDGyTA14/e8P6PP+L0/IwkTihXSgj+DFGziBOYzebsHWzy3aMGV65sM5kuqeQ1shkDMx7SanbodEbs7NbY29/kww/fQ40GWJaGauQYTFxmoxHbu+scX93F9UOGE5vqWh5R1igUcwQr+wKzpY8SO8iqwcITQABf0Gm3+miyQIyIH4ZEQchJa0gqm2Vnb59mo4XteNTWy2hvoxknr85IkoT17RprlTzv3b9CbWOPxsUFrfaAUb+F67q4fvS2b9tHlhSKlQpPHr1EFgRmC4cgEVFUme3tKrbtEkUJqXSKarXCjSu7vHP3NpXqBov5lNFkBd7ZqOTIZi2G4wVxHNNo9VcwutaAjK6shkQvxLOXNJtdHC9cZeKEhM2tDbr9MX4YIUgSnVaP7c119i9tM1/6+K5N6PkkUYShKUzmNrlcmiiMSCkCmmUw6K+6I019VVJ/8/I2s7lDbaOOKiakMykM0yCVSePZNpOZTX2tSLM7fOsogdr6OposMZlMGIymEKz+xkt7JbLFEt99/4pOd8ju3gb5tMTlyzuk0xY7JZ0bh7tIiki9bDGcOOxt19DFCD8IyefSmJqMIkC7P+S9G/s0+1Oa3SHlWhEpDvn5L/8jWBZqKk+ChCJLK+ZBrYRl6owmCxTdZNjrv41sxGTTKaqVAn/xsz8HYiaTGYeHB5yfNdjdqIAg4rge7tuKjCCK0TWdciHDex/9mBcv3+C9zaUaioQbROzvbtHs9EhgBQOLYxJW2f8wipGlVfYxZZoEYYgfhri+jyrLiG9/90fgTRCGK/CNINJrdTk7b+MFK1UxTpK3KiVIgvDDIPrHS5YkbOdPMDj+zd9+/PHRJQ1ChUxOp1JLI4kh85GHv0jYrm8ymnXAEPFEiFzADTGzCpGqEAgJgiCRychcPd5nMBjg2AGiZDKezAjC1UZxMl4iyyHVtQLv3r9DFAc4ywBJSvHkSZODnU1MTSSftzDlmP6gSzpXodvtopgpLhpzPvvyJcF8yW7OoFSs4QYG094SMfGYOBPiMEIKE3Y2ttAMjVwxTTaXIZMzUXWRej3F3ev7pNMakZow7HZwXY9EkTg96WE7AhnLZD7vUcoKqFrCrWvbOKHOsyctNGWVyYgkgY3tdcJYpF4rMZ3aSHKElY4w1QSShGyhgB+46KJIOqWyuVUldmVS+Txx4LO5XmLSXxC69ooop8joaoKma0RRSH2jwnw2R1VlhHQay0wRBRGz+YK9Uh1NVHEch529Kqom0Wx2aTV6mHqGQqlCLNlMJwsGU4ezN02SZUi1lsUPPXKpLOPGAENTyBoqvhwj6zLpVJ7Z1EESdIrFIpNZH9USyWppfN8jjnw0SyIQZURMfAfWDJWK7mHoCufDkKOSgpg1eP7lC25fKtD1dQJ7yIfXLE7aImHzjGvHa3z9cEaGAbWjAz571Of6Zhqlvsm3D064e7PMQFW5eHjO7btXePpygjl7w5WraR68HLIRCeR2c3zy2QVX9raYWyVef/2cm+9d542r0Lt4zaX37vDpszn6zjaprcv8/VdPKd68j2MV+R9/+x25O+/y5OUFb1DYu3WHv//tA8TDqzhxyLfPX7L/zhXm9hJBF7l27RpPHzwiaxlcv1Jm1HxBJr9N0B2zDBxmoy6yN6S2ZXHr/SMMzcFXbcaOzXZum87FgE8+PWdnZ59Ld/Jowhg5bCGoJt4iIFi49MZ9MpUcpUqOuNnhg513kMwMDgmPv31ISgqxcipRZFNJr6HIFk/Ozmg2p1ipFKqi0mt3VvkIXWUynXLlymXy+SzFXPFtJnhBsVhcYaOTiFw+i2EoHF895t57t5mMO8x6A8rpMudnTZZOiOOHFEolVENjPB8ShDFxoBAGMsPRcgU7cSNi1yGwA2wn5PTinGptDT/wyKSy1EpFfvrRuxxsb7KYLlY4cC9agauuHXF23lgF6WVpdaCGMZ7rsbCXqIZGRIKqW+TzGUbdHlevXaHd6xGGEAkSy5mHohh02wPOTxvM3AjH9SkW8jhegpXOcX7Ww7JM1us1ojDk6OiYs5M2Vk7g4LBKOiVxuL9Ns9FiNF6iKBqlbI4gjGi3W+iaQuCvqjNard6q/xAJVVNWCm8pT0yErKgM+iOGfZtnTzogWWRLaUQRDre3WC583MRBlRNkJU2pUuXF6UvetLrEukQaDdMwmPT6fPXkGaqkc2lzg7qkI3kjJFPl5OUFqiDz6bMT0vsbfPXNCzKWQrpSYjkd8y/fuw2TMX4U0Wq0icIYUTYolNeIYoHJZILjOKzXi/S7A/rdIX7gghgjChKj0RxREklnU0RRgh8E2EufNyfnRFFE8NZS47kumqays73D6ckbgjgiEUGURYREQJJkwjDC9xN8P4K329U4WR2YqqoQxSGGYRD6EXG4GgglUSCMYna3N8lnsywXDkEQIYgCvN32hlFMHIPwtr8qiROi6D+PVfWv//qvPr6+n8MLRExdIJtLrdRO38XQRHK1HeJln4wp4EUSE0dEiWxSGYtIVAh9H1kSsDIpdnfrJM6Q3ixBM3TG0yWuF0IUMZwuESWZzY0Sx7fuYqkrO5sky3z/tEm9XkLVFNbSEem0yXIyRDBKNLsTVEWm1+rz4Nsn+K5NrlygUMwSCAbdwQIjnjCeOTiBgIrH+sEhVjqNpsnkilnKpSySKnG4bnJwtMvaWp5sWqdx3kEKJ8RonF30CfwQXVeZjmZs1LMUUgJ/fvWQjpvw/GUTVRLIGKtM8/rGGrHvUSrnGY4XRHFCSpdRVAUCn0IxR+T7qJKIoatsblaIo4hMxiKKE9KFMt3uFNuL8b0AUVcQIxUAACAASURBVFXImzEFLSD2Xfb315kM+siqQj6fJZ3SCMKQVmvCei1N2pIZzRJ21q2V6tU756w5Q9JTbK4Xmc5sJqMZ/bHDeWtMFAbUyiZh4FMqpDhru0jBHMuQ0BQBWQaPFIE9w04ylOt1eu0hpi6hWSmSOEKKFiTuFEGUiEMf3/PZTZfYkzWWkkp/MmYnnSfx4POzFjcPtglDmd5kxDvrGyxxmS5nXKtVeXD6mnAZcvnaAb89abGjqmQ2Kjx42uRWtcLc1Dh90eXmwQbPpw6m7bO7VuK75x32y0XKVoZPHp1zY7NCV5QZn/e5cbxPcxzQHHX54MYNfvPwAlUNyB/c4g8PHlG9+S6ukuV/+ec/ULl1n++fPKPtKVx+/1/wv//T79i8fJVQkHj+8AGXrr3DeDJCkxx2jm5z/vwRmazF8ZU9lq3HiGaB+bCP5yzo98fEvks1m3Dtzn0yGYsw9AnmA7LlOhc9m198+ora7iEb1QyqFOAuV6CyyXiG59qMB2OyuTR72yWi2QU/2t8m1AwiRL748hFlMyCbMiD22azoJHqeZ88v6Fw0MTMpJEFkNBwRxv8nbe/VJFl6Xus922fu9L6qsnx1mfbd0+MwAAYAQUKiQhf6R5oLkgrxkJJ+g0JXiqMrHp04JAiQhJkZzEy7mZ521eWyKr3P7b0usjEiRYZCigC/m4rIzIidF7v2l+t713oWpGQBa2FzeP9dVsoq2WKVlCoxn89prFSwLAff82mUdRRF5vqNG9y4/w7jQYfJeEq9JPH65TmW7WFZLvX1dWRZYTyZEIQRQZQgEjMYzZgbNn64JG76lo1hu3TaAxordVxvCQKqVAt88MOfsnttD2Pa4+y8TRCGiLLM0cEmF5eDJTBHknDeWvo9P2S2sNA0FUUAOZ0mXywwmcy4dXOXq+6AJIzeWsE90imV7nBK76qDF4S4tsNqs4YfJqSzOv3+hFxKZXd7BaKQvYNNzq+G5NIqG5trlPIZto4OGPSHTKYGaZllzU+Y0G53yWR1LMdjba3GYDh9a50U0MQE07RZreTwgoh8uchsPKM3MHn5pk0cLcWaLArs7G7iBxGCb+A7FhEa5ZUyx8eXvDnroyoymiKRVmS6wykPn52RKRVorpbZWCmDN0VI53jz6hKRhC+edyivbvD06THZXJpKJc9sYfHxjz8mnF/heQmXF+0lDE4Ul8+gOGE8WRCaM5obDbrdIePhCMt2iVlmEk3bRWAp9KK3Tirb82mdnePY7lJQhiGOH6DIMjvXb9A6P/8X+4osLbOLYRQSxjHxW1EYx0uhJwrL6IfnB2TSyx7TMIrfWl6XE+qt7TUKegrXD/HfikdRWArNOP6XohGWE88/iFX1r/7DX3xy5zDPew9ukQgu2XzCor8gMERy2RyptM7IGhKkQE4UBNOllNEg59BY28BYmHz/g03eud2gddXHsSWMuUGpqFMqZ3FchyiBTndCEkkEhs+bV8cIYYiuyTS2VkjrMscvXzLq9ji6dkRazJBOZzANj3K5Rk7VkfMaO3slrq2XEXISkQRJZFLNZZg5oKk5qsUMuUaWeWgjK/HS9pQIxLjUahJi4KNKYLkLEnz0vEqQmIRhjGHo3PvebV4+fsnOxja2baEIIpPBHEER8YIIKREoVFXylTSuLeB7Cq7hUSopXD9co1oTSWcTNssryFqWk4sek4FJMaOzu1lFCpfloCev52S0HHoqz6C3nN7ZpkeMTL6Sx/ICuuM+mVSKvKhSKeQopDUQAvzQpZZKEUUCr9/0sH0TLZ3Csny0dBo1n2UcRszCZSi6oOvc3F6jLMdsrKSYWw69rkk2q1OtVyiJMpIY4ycKnfYAWUozHs+JxZBcScHyAiZjh1iUKWULRIpC2c+S0zOcD2bogoxUUdDzK5y9bLNuDCiv6Tx5NmdH9ZHqm3zx6JyP1nLEjV2ePn7JhwdrDDNVBifn3HmwzaOWQS2KOLy7weNvBmzpEY2bTf7+H064Xi/BSomTL57xzp0tznyZ9qsR935wmydXM55cOVz76B3+yxfPMVbXqO4c8b/94gnO/i3OhDR/8/CEnR/9mF8/7xAEErXrR/yn3zzlcHsPsVzlVy9ecPfBA2bdEYNRl+3r93jx6DFqRmK9lubVoxPymzd48/VLfN/mYDvNSilkr7HOk0ffousp3nl/jxv36xiDPrG1IKfLbNU2ef/dnzIe2fQHI7au1di/20Qv+gx7BnK6gKKrLJwJ3VmEoIosJh6OE7Gj6+wXilTLMsX1DHI+h+2EzG2f69dv0u306I4N5EyeOBKoVEu025esNuskJJhmxGLh4rkeWxtr+Ja5/EGXzxN4HuPRGN8LiBOBw2tbGOMeRVUiMB167TaylqLXn7K2uUqtWkFTBCr5HIc3VvjZz26QRB6SKLO6soGoCkRizHA6ZzA1sYIYSdH4+MffI8Tnhz/+kNVqBsEymQ0mtK66nLeuCEKfhWFxcXEFkkBCjKoqiKLIaq3B7t4NHBfCOCQIHBQp4b/66Q/IaykGroeoLYPqnp9AlPD+/X1uXd9jYBi8enHKcDwk8QU0QSW0XNYbDYQkJIphpbHCdDKmddmm2tDI51Tu3LpPpzWg35+ys7eLIIIxDzAsB12XSMkxKVlcdoj5MQvDQFVk9nZ3mUynTKcm2aJCLqcxGtgMejbr2zXufLBCsQq+bZPKgRE7fPt8gO0L6MU83fGIX3/xBj8QcM2A4XBIcbXM3Xv3cJwZV902V/aM9+7cQrMCrl3bZ+HFPH51hSt4yLJAYC/omia5dJpms8zx81O+enGK7S1zaTPHR61WqO3skc0VyeWy1FcatK/aEMXUagVmU5MoCUhpKlEUEUVLuqkfJkiyTBBFRFH0nU0mCkJSKR3P93l9coIgSwiyAJJAlCTEb/HkYRQTIcJbuqaEiPj2tFRWpLe2S58kXFZ2QLLsvl1rMB72sV2X2cJaUuY0lUajQRQteyc1TcP3g2W3VhQTR/DJJ3944fi//NVffPK9OxX2bt1CTWzSpQbWuPPd+6l8FXcxBpaTz8B2qeRlIj+ittLAtD0+eHeXe/cOGHXbjNwMxtykXtKo1Uq4pg2iSKc/QQyXFU6vXrxGFyx00WZl54B0Os3jx8f0BzOuHV0jEjRSKRXPcdCzOURBoFDKsbvT5MZOniBWEEUJGZ9SXqc7i5HUNEVdIFttMJksiH2bjJZgeQIkMasZC0FMoQsmvjWF0EHP5dCiBa4XYwUCNx68x/GLY9Y3aoznDq4TsZhfEso5/FhCSBIKhQxaRsGPRaK3iPpiIcP+4RYHKyHNMqzWdQK1xJuzLuOFRSGjcfOwBrHDxILWZQ8lrVMsl5j1eiSBw3Tm4ASQK1eZewJXZ33UbIGi6pPPaZRzIoIoEyQJlZyIF0l8fTxBEzyKlQIjI0GVIZ1KYboR1ttqkHQ+x50bm6xkfWr1CovJDGNhklIEVjaaZEoVJCHGdnxO+pBJq3QnEaG7oFbS8BN52ZUa+KQVQBDIN7bQSyu0egYFScArl9jJZnjYmaGnItYKVZ6ORjRFCblU5BdPL/jhXpM4X+KLry94f38dLVE4G465d2OXF1cj8lLE/d1Nnp1fsdUocthc5T8/ecL+SpWVvM4vnn3LD28cYSUmX59fcXdvm2NnxLPjDjcPb/LzZ8+x6wdU9+/xH//Lr1F2b9L3Jf7h0Uvu/ehP+fzpSxxBobl/g1/9+p/Y2tskX1rl4VdP+d7HP6bXPqPb6XBweJ1Xz56iptOsVjVeH1+yeXCLx4+/wTYdttdLS0v0/k2ePXqKrqvcv7vHwdEexmyMQISCw0ajxofv/wk9W8IaX7FTq7C71yCfVZagISWNnCoRmQPmrgIk+L7PZGZTSWtc11Sq+TxUmqgpmTAUMeYWd9+9wdn5mMlggqLIxIJIuZSjdXbJdrOCKglYbsjC9Qlcg53dtSXoKJGplHJ4rstgOFtOvwWBw8NN5pMJ2axM6Ht0rgao2Ry9iUO9Xqa2uoosK5QLKjcONvnh92+jigmiIlOpryIoKnLkMx5NGb/tPkynUnz0059imyYfffwjVlZXMaZdZpMRg16Hy8sBSZJgmg5nF11UWV7aHEUBSRJpNle5dm0X07SWlQ5hhCKLfP8nP6WQ07EdG0WAdFZfgvCihNu3Drh5c5/+2ODNqzd0+hMcL0BVJEzbo9koEgNRGFGulxjNQ67OW+i5DNlMijt39ph0e7Qu+xzsrhIKIgvTYTSekdFTpDSFKBHQtLdOA9dDUxUODrYYTReMZxalQhY9X6A/NhiNxlTqZd5754BKQcfzPGRJZG56vDgZEklp8uU8V+0RX3x1TBwnWLbLeGZQrtV5590beLbD6WmbwWDGjw83KBJTPryPay54fXqFabnIRBjmkn6dz2dolLOcnl3w8PEJnhfghxG251Ep5dnY3SNXyFLMpSjVVui2O4RRTE5PYVgOALqexvU84jhGURSiKEKWpOUU0vO/63qUJYlsOkUUx5yfnP0rEffPuxd/v/7lZwTSKY2Mnsaylzbd339eVRS2GmX6wxm262Na9nfgnWq1tNyr3wrI/+d1/yDC8a//+s8++aMfV3CdObImYlkO5tQHNCzPJ8QmEh1yhTrH37jMugnbOzm6Q5tsLse7764iBCaD9gQtXUCSZBRJATmiP+2wsGzCt8XCjmWRz5eIQ4lWa0iMCjEIQkjoxQRmzMbqBnPPIgkS6qUqU8Pl9fEFjmHjTG02mtukSwWEKKTRrDBz+2TLeQpljeH5CAkJohhvkCKbyfHydMhVr4vnOFQKddoDA9+JUEWJ/rhPpVpie32d2ze38X2XxcTgpNXHj2MuL1pISky2WGVuzQm9iPXtPFpGYthzOH1zyY2DDQ6ur9MZjViM5xRyBRaiwNVJh0w+h+MK5DUVIQoQSXAcEVlWsIw5g94QLZ1mZrhEgsbU8li4JqPpjHRGQ9EkosWCo3KOnWqe2HNYK1QxZhNMJwIlx8yyMGyLXDaLH0ZomSLptExalWmdt9isiFzfWKN72iUnK2RyJWZGyMy1sVwXz3DIFQpMHR8hllDkFKVyGVlOKFWzKNksvpigqTLlvM5kPiMYjFmtZVETmJkhqu+Qlz2cXIngVZe7d9Z5aaZJ2SYHD67z6HjKnrpg66DKp0+6HJUCMqs5vnp4yYNNlbjU4NnDY+7e3eZ4LjPvXrF/Z5cvLkRy3pydd27yi4d9GhtbaJU9/tcvv6V3e4+2oPM3vzuleOuQS8PnWWvMjfsf8ttv3zAK4N6tO7x+8pLd3W3moc+i12Xn+g2OW13GjkF2f59Hv/odcjZDICV8+09f8sd/9BOePf0W2/HYPbrNw396yMG1LRbTS3r9Kwa9EYEfk9IEXK/L4bUC+ZSPaYywpyFBqNNsbNPUa9jDAXIhwE/P2bteQPNjqsU6l50BWqpOHISUCwrPnw949ugVtUwZNa9y550KYiqLlYuJvBnXNhroKykUNcEPDPqzEaedAZYbYJs2hmFgmha6nmH/4Ih6vcFsMcT3XIzFFFEQGQ7GCMB0OkUQJcqVEqm0jm0ZrNWqVAplXj4/plavs7m9wfX9Q1ZWm9iWw1dPvmRze5XQtylUVilqBb55+ZrSeo5KPsfLVxcMFw4rGyv80Y8+4HB3nd98/pjEiXjn8JCDjQr97hVhIvDkm2NMaylCfn+CJgjLALqmacRhTC6j47guV+0WvusSeCGlXJnZaIHne7QnM6rVApHrEwQxnudjWTOmY5vBeEaz2WA8GTGd2nS7XQbjKf3xmPFshuO5nF+0OD09x3OXvYSwBLA4bkAQLYt3LctCRMANQur1Mp5lsNoo0rrosDBcHD8AIWY6mZLNZjg8aqJqKq9ftfG8kNWNGq7vYpszXGdOGEMSWjSqOlvb28SIBF7Am7MhkpjFdX1kTUXPp9AyOp3LNkkYs7Kyzsyw2C/XefXmkr/7+iFSWuP8akAoy9jDGWsbW2ysVKgV85TrZca2iyZoKOks9UoJP7TZu75FEMcoQhrHNFjMJ+iKgLWYMZ2auJ5LqVJAVSXiJFzmFRUBxwlIEoF6rc7qap2snsZzHOr1Oru7u7S7HdY3NgjCmMD3QYREAEWSSN6KOUle5kAk3gq8GBIS1JRGzNKCQ7TMwiIk+GGM49hEcYQXBPjBcrMMwxDXcfH8JSkzCAMgWeLMRYhj/l2oqn/1l3/+yd39MkkUomWLeOaUyF/i2REEotAjDnyU4hqPXs8wbY/99RSjeUhaz/DgvUMyckCnO8aJNOIEMjkdXfZonQ8wLR9RkggSsCyXYi5NiMCrswmxmCIOY8JloyG2adNcyRO6Fql0mny1juN4vPr2FMeysQ2L2lqTfG0dz5qzs1lBikwEVSeX0/EXPdxYo6B4GI5EuV7j5fNzOv0Zjh1TrFbpTzysKEXIcopZzKdo7BywvX8TezHBsUxal0OiMKJ3NSBRU5SKOnPDxQ8i1tZrZFSR6djk+XGLw/0NDg636HUnzOY2pIsEiUarNaRQyBL6AXouixDYRJ6PGchoqoppuYwGEwIkZnaEqKjM5haEIYPhDD2XQdMUzIXN/brCjcoqi2BKrlgkdqa4no+oFZhNTEzDpFqQEQXQ80V0PU2llKV12qZaVNlqluh1xhC4aLkKhgODWYjsTxmOLPI5lch30YQAJaWiFyukRZ98MY9SWCFxF8iShF4oEzgWl60RxVIOLZrhRhYEIRU0rGyG6cWAB7f26Q3m5CSZ2zd2edHqkZI87m9t8MtnL1nPLSctP3/2gnfqdWQl4rOXF7yzvsJL06bfHXO4ucqT3oy8G7G22+TzFx1uVwoYmSx/8+kJ6c193szgF59/w9rNG7SGPu3T19x48D2++t2X2OaMg5u3eHN8zP7RHQJryGzYYWP/JpetSywvolhf5avPf7f8PxMEnnz2GR/84Ec8e/acyLPYOfyAR7/7jObmKtN+m2F/yHw+Q0BEkQJUf8D6egU1lcH2QoZThyQOaTR32MgqWO0Xy8yrN2Bze41ETLjeqPHt5Rg9kyaJPFKZLGdnlzx+8ppiPkM2p3O0W2OrWuZCzBDPT7m3vkppew1NCRHdMYvxhIuOged4GLbLdGbj+SGptMaNmztUK3nmUxPfdhhOTaIoZjoYEgoyC8NEEQWKpQKZTArfDylUGpSrJV6/OqVWL9Fcq3Ftb5PSyhah4/Dkq6/Y3azjegHV9W0qFZ1HT44pVysUMxpnrQ6jmUlzfYUPPnqP7Z0dfvebT1GSgP3DA+6ulblot0gij2+/fYNh2N+JhGU/4BKik0mniJMEPZ3GDRPa7Q7WW2FYqZVZTAe4tkmnOyRbrBJYy0M3zw+xLZPRzGE6mVEp5RiNZ8zmBr3+hNl0wXRqMJws+yPPz7ucnbWWdswwJkHAmC0w7Le5vDDCNUzEJAJBoLleZzaes721wsV5F9v1CYKQKEoYj+eUczqHh1tImsbL52/wXJf1epEwjHBMC8/1cbyIIIZSIcPewT6e6xHHIYPuCFVPYzseoiiQSafRMxqjdhc/Tqg3qri2S3W1wnG3xS9/9TUSEa3LpTXUnBtsHhyy1yxQLOUpNw+XpGgxJpdNU2uU8byIo8NNQs8lDAMi18U1ZqBqmIbFzLDx/IBKPouqypCwzITy+0qOkK2NBqtrdcrlAsbCYm2lwvWDTU4vOjSbDcIg/Fegmv+3JbCkjYuiiGHb31lPYQlk9d9aWp3fA+LeLt/zCcKIKI7+lWiEP5Bw/Mu//LNPfvjRKq7nMp6EGNaCXFlCzQtsX2tiGwFxINK+8IiDBh99/31Gwx65fI58OcA2JoiCiCIX0cQMiixRqZSIZYFssUwQihQKOVKqSi4r0Nxa55tXLdxIYrGIGFzO0eM05fUGnaHNZ49OuL62xdw2qa6uLisAmhm8KKF7ZTAe2yRJxOVFi2Imy6SzwDctAsFnPLIQlBSZTAXTMAhjh7ym8M79W9ixy9AbUcyVKKTzrK40SGXyTEdTzKmJM59SKlYorhQYuwMmsy7b+xtsbR7w6efPiCKFQW/G2WkfN4ghSWEuAozFkM3tNdKlAlYEaSXFymaDmT0imy0hiSnK6TI3ru/TH07x/ITRaI4ohoRBxGTmEokCVuxTqOskEcTh8oRWBI521zgq52mIsJ6vE0cSk4XD2DDpLRaIKQ3T9ZmMRuwdrpLLpSlJKRpFjVqlTB6JQbuPQIa7BzdxHYFnrXPkdBoxkugbFjYJnuMSRwK+G2HOTdKaiioJKKGALovkFBXTXl5P0xVEXSWtaeSLFeJ2h5+tldFTZT797IT3t/OIxSZXFxNurRUZiRr9Fy3u3j7iq5mHPTNZv3mTfziZIskKK/e+x3/6/DmFnQekmzv87798in/jBoNUhv/48DW5D+7w9XjOi0uH7J1r/O5li8sox933vsfZFy/IVcoc7m3z9NkxhZ1NHMlncn7BH7/7LuedPq2XZ7z/gx/yi3/8JUI5h1rI8dUXj/jwZz/g8tvXZBWd6zdv8erh16zXquQ1neNHbxCcCIGESecl339Qx09iTE9C9EOuLlsc7jWIzAlpRSF0Y2KlgOc6HO0f8ObqFZNZh9iOcTyN85Mruld9Wi8G5MtVRN0nr2X43VenuGkfK4pQUzmyJRFdDYk8D1dRiSSfF89fUa82GFwN0WSFycSgVFtF1hV6/R6BH+N5IdOxRaczolqpoqppjMUC1/MxbRfHcxlPJpi2Ra1e5eLyEtM20bQU52d92p1L9o7y5AsSjdUi7XaXq+6ML794TL1SJqNLXLxsMzodsbW2wlqthCaL/N0/PeT9n3zE2kaJn/7oB6yuVHn1+hkf/+gDhvMBX379jM+++obZwuE3nz3i9UmLMA4Io3/2UIshiiJs26VRa0ASocggxB5iEqGndVRNZTCaMbVMBEmklMthzg263R77BzvMbJuz/hUCIoPBAlWQCAKLRBSQUwqqrpDSM0xmS9R4GEFKT+P5AUGwfNjWViqYtkF/MCCOBALfJZVW2N7eol4vEIUhjhMjyClcLySMArJZnXIpz2xq0e1N+N73b5HOCJyedlBTGqKgst5cJ/I1YlyKVYUgmuHYIZ2Oz9mbMQfXtxiNhzSba7iWRy6VpdPtYHoxk9EEQZY5Gc7YOTzivNenP7WYTA1SgoiSSjEZzECE9nDCtfU1FrMZ6ayOYdhksjKKIiAqIUEUEScS92/dJCX5tM5OyeppLNvE8QK0lLSs6yAkjmPiOKFarRJFIVEQkNd1FEFgMpkiiDKlcoGr9hX71/bx3QDLNFBUGYEERRARkiU5VRIFFElanswqMkgQCzFBtLTyCKJIFEbEUYIoy8QkRHFESIykqiTCMqOU0dNsb21hGAuiOPruO8ZJgiAu+x7/PTKO/+F//LNP7t89wFmMsY05hO5372Vq60S+i5LO8vzCRhBlPvjgNoMZJJLGZjVC8OdvqashUipHJq1SKBWwfZH1jRphLJAvF5HkNLmsxuZmg2cvziERsG2PbmdELpNiZbXKZDTn62/PaW6uE9ozUvka6bRGvpjBjxIuewt6Ixs5sel1R6QzGc47JpZlUFNNLsYCmgxSKs/C8nBtB11JuHX7Gn6QMBsMyBbzlDOwst4knc1iTQeMpxaR1Setp1ldX8WazemP5uwfbVPf2OHLz58RhRGT4YTzVh/LCRFVDddxGU9N1jfXyZWry7oVUWV3d3U5pdUyiLJMMZ9h49p1emOTBJiPZohJssxwWQ6e60GcUKqWII5wg5BGOY2UxBztlDjM5ikIEhlVRoodDNemM4oZT2wSLcPMCBiNTTaaJRI5R7mUIaVAvpBlUzDwjClmGPOTezfQHYNXV0MCKY0tZDAmCxQxojXTcMQcpgveuEc1FxF5FjIhqqaiqMryECH00VMisqqRqayRa+ww7Mz5YGuFbBTx98fH3N5sUiul+bpzwl6mjKR4dIYzDtdXedzrsZjZXL95xOMrg4wksb11jZ9/8Yrd9Sry7vv84je/orq2QTso8LdPXlC5+2PeXHT5uj+isHefJ8/eMLADPv7pn/L82dcUG5vcPNri8cOvKdVqJElAp3XOe++/x3Bq8fzbb7n/wQ/45S9+hZbWESWVx48e89HHH3P55jWKqnD3nff45uGXbO7skdZTvHr6FNedISYRvc4l7z+4RhxYGHaE7wd0r/psbDawTRNZEhDsLrKWwQng/a0Kz1uneK7J1PNYBCInVzM6A4N2+5RqrUIqnUaSFZ49u0JRJDwvRM3kSKsSuZyCNx5j6jqoGhenXyOmS3T7SxDNed9lpVFBUBT6/RnEMX4QMRxOaHcnrK5U0DSV8cRYEp0dF8cLmAzHeI5Ho17g9KzDwrSR0wWuzs7otHvsbdYplvNkCqsMu32GwxlPHz1mbaWCnlK4OGlz2emxWi9SW11FlSM++/wpP/mjH9CsZ/n44wesbV7n/PlDHnz/B7jmlMePnvDFk29ZLBZ8+vnXnJ33CKN/LTDCcEnVrNdKRGGAEnkEMWiKhKpIqJrMcDhjtrBI4phKJY/l+nR7Y67dOMJzLC5bHeIwYDxdIIlLUqcoiMjSslZOT6eYLyz8cFlkL4kSQRgiRBGm5VIq5TBsj3ZnCAj4YUQml2FtZ59yvU7guwSOgyZLOF5IGEfoego9X2AxntLpjbn/4DaaLNHuDimmVdxYZGV9hSRJ8LyQG9tZ8GdMZy6j0YLjsw7XD7cZDKdsbqxgOx56oczZ2RWO5zMZLxAUhYvBgs2jD+mcvGY4NphaLqqmomoag26XIBHodkfsrueYzBak01lM20HTUshJhKIuoV+apnLtzn00TaJ1ekk+JTM1HPwgQJWlZcenKOEHAQmwWllGWjw3pFLKE/k+o+kCSZbQizU67Q6be7uEgYdl2f+/9p4gCHA9H/iXkJuEBD+MiKIYPZUiimISElKaxsbWFoZhEsf/dmfjH0Q4/g9/8WefrNQTpjMDP4gIitydcAAAIABJREFU44D8SgYlrTBpK/imjiY3ubazx9X5kNbVBZP5kHv3t9nZqjDshxQyKwS+iKKIyASoRNRXCsgpAcOes9Eso6sStpnw6vUVVhAgqBKxFDOcjbkYjBmO5vhOxOpag8lkgmk6zOcGV505WaHM8asWP/v4QxrrJZ48/JIbewdIxTIXV0PiREDXc/jGnMXcYTQKKOcUvNBhNJoyng5Za2S5de2QwDJJZfL4CHz58BtERJI4YG11gwh4020xnpo01xoIImQKGYbDpZ20VCmQK5a4fvOQQX/B7u4OO3u79PsDHDfksjcmJaZoFHJYUUROb9Asb/Pm+A37h4d8+tk3+AlIuoyakomiiLXNdUzfob5aR4hCZFfgo3vXuX+0gW/NyJUrjMdzRpddVlYaTGOH8toWE9thaLnMTY+ULrO5Xiabk5Ak6HXHpJUQyQ3ptl16gzn5fIHWZYtut0OYVtALWQgSUnqeRFMQApFMtoAxtyGOyeU1quUilmcjiNLyvigXiAKXdC6N59vYYYSek5DyCat+SHVlg89fd9hOxWg7DV7PLUiDUtb5YuKy2N4hXy3w5OtzyjfeZySn+D+e9dDee5+vTwc8upzSfPeQXz055SojUzna5M2TNsVmmeLmNk8fvqS4V2ElW2f0ZsQH7+8zmUxonZ9z784+j377NZEi0Njf4hd/+yu29pvUyjV++/gJP/nJH/Pwm69JpXTWyqucvXiNPZmwVVnj1a+/RE0E3NDn5ePP2Vir05t3KObzlFMSzZU0w04fb+GhCQoSKsPunPHQYTwP2T08ZGD0yFRUAmfB8LKHa9oo+RKThcLkzGW3tE23F7BztEcuEyOFMa2+yd69OxTLKbY2GmzkiwhOjDmeECQikzBCk1RSlBh1lqf1nbHJ2ApIpGWo2pibKHIK3w3RtDSFfInLiza5XBpFkbhz5y7T6RRREpFkBT/wCeOQyWTKfG7RbneYz20iYDCyOT4eEBGjayXenF7QXFtjNh1zfHaJVsqRSaUJPIfV2gr/+edfcuPBbf67/+YjhMWIsiKTSukUdJ2tSoqdeonr23tcP7rL3/78d5y3h3hRuMwzigoIIoKQADFRBCQCuVyWyA8IRQEVkZ3NNQqVCpV6jZPjczLFIsVSEcEJcEyLaq2GrIp4poPtBdimS+h6mJaNF8YImgKSjKalCMMI27YIouWmiKAQx/Jyahl4hGHIfGbheREIElpKJY4T2u0e09mUlVqNcnWN4zfneI5DRtd558Fdfvzj76OkQE5J7O42OXl5giyraCkRVRXIZTMkOGxury6peoMJw6HHxdkM2/EoltM0mw1SeoYwDBHFGE1TCMOIRJao1uqIhsObcZfhYsGdG3eQ45jda4es1CqMRn00WSISYW6McKOI1foak9mQd995h63tHX7x888JPJ8w9KgUMriLGXdv3+DlqzfLLrFgOb3zPR9NUxAFlb29I0ajPoIk4rouYhSxtb3NZaeLZdsMRl20lMx4MmKxMEmSGEkWSJIYIQFRkIjCBFEUkEVx+VcRkVMKoiwQxxDFCRICkghRDIkgIMkiURITi4C0zErKkoQiypRLJRAgl8thLKzv+igFcTnq/Pegqv7Fn//ZJ4drCoNJQEoVmSwisrqEXl5hNLEIghBy63y41+SkN+LipEOvP+XwaJNSKY/tCcj5FWaORIKAFBoQ2Gxsb+D7PrGzoFjKoYjLaferly2CIHoLXkjoj+d0uiMuO2OiIGSlXmZuOExnHlM7ptXqk8rmuTi/4mc/+5BGo8rjzx5z7XCTTLnJyfEpiSCi6AVsw2E2t5guXGq1IsZ0gWnZjGc2O+tZtrYbpOIpvphn7ms8/OoFUhyRhCH1jS3CKOHNxZjRdE5zbfnjWxVjeqMFieuSzetUyjmODjaYDmesb21w4+Yeo+EIez7l8nJISk+xtlpiblgUyhXWt3Y5P7ni4OY9Pv/tp3hegJZOoelphCiivlplYbmsNMrLCbUX8uDd+3zczBBLBnGqRGd2iRMFNHMlJprK3uo688Cj318Sy/M5jaMtlUKxSCzr9IczdMFGjl2ujIjWyEVL6zxvTQiSGUagoGg6OS1ESWXxxQxBEFMuZnFNm4UVUinIVJo7y/tPAFGSydU3CTyLVLaIMxsQ2AuUVBZN8pBMm829Tb66GrGGRLm5wpteFyEKWVGyPBpOoFBitVLgde+U4tZNRp7G//nltxRufciL49d8PTDYPrrJk6fPGPoiza1dTl++oLm5ztpKkedPv6W2sUexWuPq7A03771Dt93h8uKSW3fv8MXnX5LL5dg5OOKf/v4f2dzZpFCs8c0Xn/L9P/6vefb1N+QLBTaaZV4/f4VlmOxc2+XxF79DkUOcIOHJl1+xut5gOhiQLxdJaSpraxUu2yMC00DVcyiqzHA4ZzyeMV5EXL/3Id6ijYJHSnB53p5hWx6lyho9I2Cy8KivNWj3FzT37yIGUwRipuMFmzfepaRHXNtqsF0u4CYhlmnhazJjIyCbTYOSpj8KmM0tep0J0/GCWF526PWHs6Xw9APSmkquVObiso+up0ilNK7dvs1stiCliIiA4wf4rs9wPMe0HDpXbUbTOYoiM5kavHh1iRgGqKksrZMT1rebTMczzs46ZLM6ekol9AIa9Ry//vVTbh1u8oM/+VMkv0cmk0EpbJJWHLYrRe4VJOrXD9nYv8Vv/+E3tLsj4P/u+/u3VkbXEEiQBQjjJcyqVi1SKBV4c3JFrZKnUcpiuwG+41Ks1pFih7mxPIBxPJ8wjAjeilNRFJCkpfgUBXBc/7tr/b6w3g8jbNcjEURMw3obF0hIaypRENBrtzGGfWqNMtVmk5evWziuRz6jc/v2ER//yc9IiQ4CIjv72xwfn5FRJFRZIpZVSpUCjuPTXF8lpwW0zrv0px6D4RTTcshpMtW1DfKppf1dkiUURSMOA3TlrfB0fU5O3jCdm9x7cAiiwP7NWxRLZSbDARlVIkoSxsMpoiRT2dxj1Oty6/4dahvb/OofP8ezXQzbo1oqYC0WHNy8yevXpyws5+0hJfhv4T6yJHHrxhad3hRFkZe9x3HE0dEO7faQhWHSay9txuZsvqToRv+2mPvnSxREVEVedj3+f1kJqIqMJIoIokilWoE4pFDIYdvOv5g6pjXtDwPH+Z/++s8/+cmfbGDaAhLaEtOfzSOHObrnPt++7PDiRQ8xCsjoNrWSwM7GOscvuhizBZPhnC+fnBPGMc2Kxko1T2W1xGK2IKNrXN/fQBZddF2gN5hj2DOqqzKFcgZJBUVN4YUiQbjsF0vnFFY2t2ldXuEKMeX1NSbugIP9Ji2jTRw4PP3yjMnMxXdl1hoZ3MDk6bcdKukcrifSH3mMhyOmC5/N7QPKhSLuxMSduKTUMqbnYkYmk7GPKsWsVFZQVQ3Hj9ByCfv7q4w6A3LZCv2RQXN1i2ZjlfXNEkfXN7GtBba5wHPmrG+k2LnWIAld7u3toWczWNaMO/uH5FSdycLk+YsWl602d+7fglRIJi+zs7eFoqp88P33mRgjzIWFLsSYozm79RqVlEckqpzOPL456zP1Qi76fXKayhdvTpiaHoVqFc+H+dyhUs2hSiLnlyOmlkns+QiBgFgRieWYTmdKqKoUKnXs2GM+cgj9AEFJmEwsur0p84lNtVYmiG0UTWI2N3E9BzGKEcKYgIiUJGEnPloAVS2HnUyRcxkMI6RvLkhv1XjhznFqNU5aYzq5gGko0cZlkZUoFAu86fvIaolMI8NrY4RTyZPIFfonLdgpEcs5eq/f8OD+97g4bSHMHFaO7vDpzz/DNGw2bl7ny19+SuN7W4xMj9bTYx7cvs7p6w5ukLC1uka/NaT36oKsnqU3HnN5ekYmn+PJP37OtUKFuTlGtgzKpRxS4hN6Fq4UktXSrK5to2lZBlev6F4OcT2X4rZOEERM+jat8dIGtbK+ytVVh3HXpyBmmJx2kERINRoYqRytV20Oa7t8/sW3vDw+IeVL3N0+YPvwOq2pS6W6zY2tLcJZnzAc8ZvHz7i8mjFt+xxW1piHDooicnrep5BKU2rUeNa+wApjxuPpWyuIQCZdxLEDfN/HNEwgxljMaDabvHz5kvFsSlrPYswtREliOplhWR6yIqPrRSRZJJfLEroKs/mCk9dd+qMp87lJ4Hqk9TQ3D69z74N3cMOQd69f5+tvzxCzGf7bn/0QcT7GntjcvH6dvCwxOjnjojXk8ZMWf/ebz/mnLx9iOjaFQp5isYJteyREiKJANptH1VRIYiQR5osFhuXguy6FQg5N1/DDkExWIQxd5tM51sImI0k0m3VSeg7igJ2tbWJFplQoM5/OiKJl6W4UxERBTBgs83mOHSIgAuLS7uEHRFGIJMrYtgtIpNM6xUKeerVAc6NBoZhBT0uICfhewkWrx1qzSWOlznqzydMnj9F1hV53gmPPsCyDQjFLnAjEoUDkSyzmHpetMZ3eAk0t4LkKo6HJYmEyno9YGDM0TUZVBJrNGpZpMR0ZiEJEdzQikUVypRLmbEpaFnl3/5A3rXPGxpT+dEoQBYREiGLChx+9z5efP0TSFC4vR9iGh66mSGtprt88QE8pDNpdxrMx7W4X3mLF4yhEVVUUTSWOBcIoxFgsCP2YdFrHdTxaravlabSQsLpax/MdZFHEdT1kWcb1fd5GKwCRIIggESFZlh4vJ5AiYRKjyAqapMDb12MSJOEtafVtRlKUJMS34BtV0ZjNpmQyaTY2Nuj3h8RxhKJIKIpIGMb89/8OwvF//qs//+TDd7YJowg/FimkIV1eR0unGfVHPHo+4c1JlySaU9JcVisiBwcbnBxfENozWm2DR4/eoAk2jXxCqb5GtlQi9EyKKZlb201c36BS1Bj3xkwXDmu1EtlijpSmoqdTOF5A4HqoKQ1Nkahu7HB12UbyberbB9jzEXu7q5xeTnCNOd+8vGA2NbFNi61mBs90ef6qTV6XieKAYX/OqDdmanrsHOyTzeiY0wmxb+Jp68us9GzOcDQjldVZaZQQZI1MJoWekrhzc5t2q0c2n8GaG9RWaqzs7tOsZzk42MAP4mXBumGyulJgc3NJI9zb3yZTrDHuDbj97rvI0hLW9Oz5CcP2Je88OCIRU5QLKXa26gRRwvvf/z6RNcU2bRRJZDSZs7NVZjuj0E0yXHYNXp4tuJq4jLwJVUHml0/OmLsxop6HKMKwffKFHLlchkn7nP7IRksMEkknoyUIgsD5lYmXSOSKRcIoYbzwMayASJCZzS3M6ZzxaE61WiIMPAo5id40wPZB9kYE7rImSNbShJ5NKltCLzVw50NS2RKSY2IYDn5GomMOEPQCF/0ZCymiHQYMXIlE14hzTdrdCaWMwHZNpz8YLUvmCxU6Vx2qJY0oVulcXXL3vfe5PL8gimJ2D+/wy1/8A/ZiwsHBdb767W+4dnSAMZ9z/OIZ9+4c8ebsatk9Wi7Sb19yeXJKPifS7Y3oXpyRKWT47Fe/obmxjjufEIY2+WKRJApwjAUKEXpOZ31zE0mRuDxrMe2PcNyIeq1EIMp0umO6vTGR51Na2aDXumI8maDJMBxZSIKHli0jpStcts6obRzwu0+/4s1xi2xa5c7dQ2qbt7C8CLWwxb3Da8wXQ6a9c758ckG31WU6nLKztooVJnhuwFlrRDGvkc6kOD3tErg+veGM2F/a9jL5AkkU4voBk+kcMUmYzU2aK2W+efIS0zDQNQk7WHbDTucmnr+sRyhkMyiSSE5TiP2Q+cLm9KKNMZ0wnhm4vk82rXLj9jUOHnyEa1psHdzk9KSNms7yJ3/6U6a9Y+aWx4f7+8gCDNpnHF+2+e23F3z624d8/vlDPM+jXsigKCq26333/MlklnUMSbK8TxemjWE5zC2XSrlAWpExgxg5vZx2DYYT5qZLRtdYa9aR0zqi77K9v4eahJRX6kwmM+K3wiR5m7VLkoQoSr4TlMB3VM44SUipKrOZQRTH5LMp8vkctaJOY2OTbC6Nnkkhiwme7dDrDdleKbFSr1JeXeebR1+h53RGoxmBscA1LbKZFIIovu0Ujvm/aHuzJsvS6zzv2fN85iFPZlZm1tjV1dUzQAAEARCEKFJBRci+UYgX0pUjfOPfQHcoRDIoK+h/4pAddlghDrBJkwSamBrdXV1dU1aOZx72PO/ti10NARZJ2yHyu8o4kSfPkHv41nrX+z6J57O8mvHkfItstSHPWS63rHYhm12Au/MwWxYyNUeHQ3ZbtwnTq2oW83UTQObY+GGCIcKDh3c5e3rKzt2xWrv4UQJFgSJLvP2Vr/Dow+9jGBrz6RzXj9E1CdO2ePDgJrplcXU5ZevFXFxco8oyCI2tQtfUnwXb1EXxaow1o+VY7NyAs/MpWZYjiSL7B2OSOAUBkiz7z+4tXyxJFH+uW1BTvgrI+aJw/7uWILzCfEgSqiKz224xdJ3jWyesFkuK4j8Vq2VZkeXlf3nh+Ae//8EHd+/rzLYx/aFDnLhARRVZ9KwWkp6RpSLzC5d7N0f4fkKZypi6RhzWGJaGqtuMhiPapo6s2PiRwKNPnjO7XrOab7GdDm7kkVQFlqNgaV2WFyu+/PZdbp6YHN6wsSwDJBGhLPjS63e5fX9Id2QxdCzKXUy63nD/9k20jkUZhRxO9jjfXqKj8q1feo/zyw2CaPNi7bLJS2qh5O69e7z4/AxqcOOA+SYl8XJ0XWG1dJElOBj32R/to6sKWZWi6RKObmJKOqquIqs6l6eXCGnKsGsTeQGziyX7gxGDtsHBeEBRFMRZQq9l8PT8lDyTOf98zW7pUYkyT5+fYRky1Bl+sEaRJaIgoipqPv7oMYvVEk1r4Ngt2yIDZvGaXDIhUzAEg0qV+fx6ybYW2WQZ823IcK/P5cUcQzdIkpiCAllrE/oxumUR5SWSIbL2d7SdMUkGF8s1umiynftYPQvBFPDXOZrWoipBtyRaPRWno5PlOWN7QE+2sRQDNwnRZAlpYLPxdiRxiZyXjASLIJDYej7zZMtWs4nyosGNmCaKqKDqBWrp09bbGLbO0lsStSRkoWL1yQvu3XyNH/3FXyNrNg/eesD3//cPmbxxTKWJfP//+Anv/ZNf5erqkipMuf/++0xnL2C1RDbGPH36gvn0gpt33uDTD/+aiS4gKQbp6oL9fZts7lGEO6x+C72MGcsVtmCgeyXZeksUJ+yuFnTDGncT8u1/+tusdxp/8sd/xDZK+Nr7D5l0TQZ7Bqau8O4771KqBR99/BJZqCGvUDILU+mRSQp222TstPBWAj/48TPiJOWd+3exzIKvvvUlRu0Tur0279+7gY5MJRWsohgRh3gn4k7XfOPWCUsKtIMeHz1+giDLXE+vWc/XZGmBYbeJk5Q0Ken3RgSBj+1YKKqAoogoqkoSx2x3O6oK4ijB80OKoqLV6iDJjakboWI47CMpUNYRewc2omTgxSH9fp+L6TV5WdGVTB4cHzG9XvE//S//gZfLBf/df/tfo6QrtE6X8cExjx694D/88Z/xk7M5K1EiUsEc9hHUkrt39lEVBc9zyfIESRRRVQ3HMeh1bXQZeh0L2zRBkPGDmK3nk5cFXuDhGCL74x5n1yuytCTyd5xPL3h5PeXmZML5i1NW7g7HcYjCoPHBCTWSINFudyjLjFbbwjRFdE3EsQ3iJKKsKqq6IkuyBgOhKEz2xqhqw9LceS7T6wW73YYvvfsW1BqfPzlFszQkQeD7f/U9RsMeglAhSzZRWLJaRmi6RhDEBF5InlY4TovZYouiOMzmK0y9xWq5pUZEUmR8P2I4HNFut5hNZ1RFTb83wHNDWm0TU1MoKUmSknG/j2HKBEXKeuuyXW+xBl1QBW5PJmQBPDu7wPVDgsTD1At+8zu/Qp0XfPbZ51CC67q8ODulFkVcL0RR1Qa0XOUURdmk98URadp4HCVRoiiqZjNFjekYiIqAACRxSlUKIIhkZUEtNffAum58h7KsIIgNy1N+xV8TBBAqgSqvEKmpRYGqqtFkCQCRBlqvKDKSKJBnOaIgcXR8SBgGXF1eN4nY1MiygCSK5Fn5D+Jx/IPf/90PvvzuCbOpy2jchzIjy0vq1KM/HqILzcbg88uAk4MeXljhJgKjjsjVRkTUTGzbZDzZwzI1FGcCRczLJ59xMXO5Wnp0xxMoEty4RFM0tLbDYrbi3Xduc/PA4uTmUcOuFBoF9u03T7hzc0R/1EXTdBJ/R5QU3L59jGkIlFnK0X6X6XSNqGi896X7TOdbRFllsQpZu82x/+DBCU8+ewGSiB/kTDc5YRTRtUSu5h6aIjMa9Tk6OUBRmgKqpWboVgvV0DE1BcM0OD9bUFYlk1EL14+Zz7cMhm1a/Ta9bguAIEzodwxOn50RRwlnLy+Yr3YossLz0ytsy6AWJcLVAlEUCJIcQRT46CefsFpskCQJBIG2qSEJBS82O5K82XjapkYtyTw93bGtKuZewWzmMt7rcX61xFZlskIiSjKS2iKIcirZJElKOpbI2TJHs1tQFKw2EZqqMZ1tcRwLXVNYL7dNQ6Wo0CyD8cCiYzQJiMO2giTLWL0J0XaOKCsY3THB4ozEW1NkCd3RDYIk4NnyHKiIMQlrME0ZxWpR1RUto6YuYhRNRjcNgsjHL5pz6fEnT7j74CE//t5foVkdHr73S/yff/pdXr93gqjq/PX/9ee880vfZDqfIlQJ9996n4vLM6poA7LK/GrKZnHN/ddv8uFffJ+OUSKpOt52y97+kN3aJU1TOh0TVSwYah6i2aLIS+LdBjdM8TY7TEVkttjxG//0NylKgT/54z/DDWLefeseh3sGA0ekYyucvPElECqef/YYRZIokgTFcNDaXeLKwLZN2m2TXVTx07/+MWWa8d6XHwDwnTt3cYb7qEaHh7dOOM6vaakyF26KZFj4YYTnunznxojrUsDq7fP4k89RFYnpxYLF2gNBoNNrkyUZWVbQ6nbJ4hi7ZWNbBmJdYcoCeZzghgl1XRPHGeudT1lWdHotdEmkKJuJiYNBuwk9qWs6vQ6yqhCECYNhl9lsSVZU2JrE0dE+0+srvvtHf8p8Nudf/st/he2dQWfCwcl9/vKTl/zHP/0Lnp5ekmAhCDVmp4dY5ty5c4imyHh+RF40/EBZlrEtA8cykSWJYdvC0lVkUSRKc1w/JMua4qVjK4wGbWbTFV4U4/sRL8+mXF1ccXzrFuenp6zdCMdxyJKE5OeK045tkOUlnW4LS5GRJZG2pRP+nPr4s2AWWebG/hBBFjEtA2+z5Wq2xncDvvK1d8lRefbsJYIgIcgiH374I/b2+ghFw6dMi5Lp0sUyNMK0Yb4nJdiOwfV0haprLBYbTENjufEoqgpRlPDDgMPxCMW2ub6eU+YFk1EH148xNBXLNimzjDQrGQ46yFqTRLpcbNlsfXrdFpoqc3hyk9D3ePzklI0b4u1cZLHk27/6Llle8/jJGVVVst1sefH0lLKqCOIEy2gK+DTLKcsSVVUJX4UAlVWNIstkef6z78nQNPJXYTlfMBr/tiVL0s/SVH9+fVFQ1n+HBm0Z+qsk3waTdXN/SBgmXF5cEyXJf/b7fy+jqv/Dv/03Hxwc2myCiNcf3kBXCrLARalEVLXC6FaUssjWL9EkuWG/JPqrLyvGbnUolYzVesFmGpAkEFUVtqMiSSK9nsPepEOBR3dsMhy1EakY9xzIYvb7CpO+gm1rHIxGjFs2rZ5KFO8YdC1CKWWduOxNRiy8nEefPiXYhCR5SVFnTKcuz17Mmyjk6y0P3zwGMWN2sUCowGqbPLhzgqIU7N8c8WKx4GrqcvP4Fs8fn2MqGr2WiSBE1HXMeHTAbr2iLirKWiQvSmRBY7tcQ6bw4vkpHWuALCiIdcWwN0YRIcPDK3boyGwWHmFUUBQRvUGfPK04GHdYLy7otmwksSIOPc5fXtBpO/R7A8q8RLbbVKpMVBUgga6oBEnIubthGSXoikYU1GySFMtpE0U+/W4bf7eh07bp7bVIwpCOY2J0Dfw8Y3HmYRodNL2Fqih8/8cvuHVyxG4bMrp1SC2BXGukUY4XRrjull6vRZqmxGkMoobvh3QGHbw8ZrXdUNU1+/0BZaqgKCaz0EXuD/HzinWakqcytZhRZpBmBc+Wz8iKAlnW8LMN3jbk0dUS5dYRSqFxnGZQpyRSjSDWvHPvhE9+8IgkWtMzNaZPr1k9esLRyQ2efPop00c/5eaBwkQAuQQniLDciP1em1YZcqSXDPojsnBBvXFxnB5hHRJ4AYOiIHM3fO/jF1yu1+RSzdbzcV2Pjqwzz3J+4+u/xWYb8oOffBehrrh6fklS1ERlSXGR4y494jRn/84YwxJJsxjFFHA6LfodC8fs8r2/eoIqj7CsAY8eP+f88SWOZmIONOJgyn7L4flHj8l8D38ZkYsaMzejN+4xGQ0osg3TJOXqfAp+TWkYLHYukiCTIRHnZfNzWhGFMQgVuqmSFhkFJZIsNZ3EvCDLMpLolcm9pkmLE0XqukRTVQxDIs8qfv073+HFk3Nev/cAoRYo0gTdVKhrgU+fn/Hjjz9jOl/w/j/+Mt/8R++jp0sS1ydcJfz7//lP+fMPf8I6LXnj7YdcXJxzctDlZL/F0d6YJ4+egyBwfb3EsgyOTw4wdBnHMkjDLd2WwRv3j5mM27RMi6qq6HR76LrF9cWS7WqHgI7V7bPdrDk8HCNqMl4Q0W+10FSN+WZJFPoICGRZhmUalFWJKAuM9gYYuoJpyty6fYODyZAsz3DaFlVZURQ0KltR4nkey+WG/qCDZhgIUoFITZVU/OiHHxMkGcdHhwhlwa3jQ6azKdPZmqoqiaKIJM0Ig5iqLOm0R+y2EYvFhjhJyfOSuqg4Ojym2+nieR6u6yGiUuYVi8UK3bRI0oLPHj/H0lTioGCz3BJEKUma8N6b95kvVjydnZGnMVpb49bNE7q6zsrzsSyd6dkFr7/xBkc397h5dMA+6blyAAAgAElEQVT8+pLt1mW13HF2fkVvOAABtluXsmiOE0NXGY6HRHFGmmUNcqJqVMOyrsjyggoBSRGohRqR+lUCa01VCqRZjiiLP+NOya82+tkrr4usiBRVcwwKgkiVV9Rl0/GuqJsRJAHKrIK64UTWNP5FTVPpttt4rkuSZORFo7Ariowsy1RVRZ5X/zDhOH/wbz44GqqsNhkHhwOEMkasEmqgylN6oyGaXDFbJmiGhR9W1JLKJgQhDZn0ICg1VvMNi/mOpCwQBBHHUhEVg05Lw2q3gZpux2b/cIhRBUwOJkjZjq6W0tIKHFvl9t3baIbGuKexXW0wOyNUuSKKYsbDNnEc8fiTFwRhTJSBrghczVzOLpaousZyvePe7UNUCS6ma5S6Qjd1Tk4miIrC/dducH42Z3q1Yf9wyNnzC9qOSW/QQRYypNzFaA9I3AVJlCCpOkmcgVDjLhbUgsjV+QynZaGqzbVjf2ShiDVytiN1Zwh1yXrtk+Q1dVWzP26ThzHjvQEXZ1e0Bj1EVcX3Yy7OZ3QsncnRhCxOsU2dWpKI04patdE0hSTJWa09gjBBtUx8P8EPE0zbJs8SusMBnhfSaVscdAuqJGLYFlGNDruoYLpKsEwT0zHpdWz+6q8/Y3h4RBH5HB2PEQQBSZYp84IkyVitdgyHXfI8I4hLasnADXOcVotgt2E2D1AqH6MzIipk7FaLPM+Q2g3/URBFyjwlC7akSUKVeGwWS3axgJSuKfOMTSTw+ZMpwxu3qQSZvZ5MHOxAALGuuX37kCefftIo8IbMi+dnTE+fcHhyg2dPTnn+5DHjYZuuvKMWFKokAUpODtvIokBLTRif3Ga12JKFAYNhmzjLSQOfningewEffnTOcrlDrgtW6x3rnU/LUAnSlF//9W+xdDN+9OGH1FXF2fmUOKuJKh13m5CELnmecXBjH+qKLElBkrAsk27HQtdVPv30JZrdRWv3efL0lMdPztF1lc7Yppqe83qrZHHxiCJNuN645M4enrui129zcusQvwzYJfDi5TVZGKFoKu7GBUlBlQRcN0CVJVJkIs+jrGoMRcT1ImpBQNY1iiwjKxrFLU5zoiShqmuqskEDlVWFZepomkJa1vzmb32dZ88uePPhA0RRJgp9DEWiFkWenU757NETFiuXr3z9K3zz176Bki7Jtx5+lfG//a9/ykcf/oC4qHjjnbeZX19xctjj6KDLZK/Lk0en1HKDzLAMnRtHe6iKhK4qpElGv2Xw5sObtDstdMukLGpG/RaGIjFb7ViuXCRZo9Xr4rseNw73sFQJL4zp9Vs4ts7V9RLfc6GmwV40hCOqGsb9LrYqUYsy+zcmTEY9wjDFMrTmvvWq8CmrijBMWS537PXbGG0H6gpFEqnqih/98BPCOOXwaIIi1BxO+sxmay6uVtR5ThTGpHmJH6WkecFoMmC72nA9XTZ+vrq5LuwdHeN0+6S+jxdGyFKTLLtebrBUmSQrePz8AkEQCJKM3c7HD2PKouTOwzfYXF9xfj4nSTIc0+DG7du0Wjbr1YpW2+Ts5ZS3336dg+N97t0eM7taEocR/tbj6fMLJoM2GQKbbcNsLYoSQ9M42G8wKlmeE8bJKyZjE2D082OhAl8UfEJjZ/g7VvW3jKVWdf13Fo1fvC9dU1FkhX7HIYgSvFcjqn/TaOzfS+H4u7//wQe6XpNHReNf09roYpd2z2KTrLlaXmHYKuPJgB/99JIwq1mvQzRHwhiYBHmGrKjURU6/bzEYmrR6BqpVcn46487xMbvVJYaeoFlgGBpZnjXdCKExlFqKhb+LuDwPsLQ+z56fkxEQLJaoto3nwsX5lhefX9FTVQ739zENm66u8e57b7MKfOZXC/bGQ7xNQqfdA02k3W9m2J99fEpLt+m3ejy/uqLdtfjoJ8/w3IBf/vpdVLnE3cb0R23yvMb3Q5I8ot1pIwgwXU5Zbj3WmwDECuSazhBMR8OPt3ihz3YVYKgaFy8WxH6OaVgsVlt818WxTPoDhSzfAQpxkqGoAnmRsbd/gKiIaGaLB2/eJS5C8izClk00TaQEPN9HUSqioiTMY25Metw6mWBbEnt7LcoyRBQrWpqDWJfYLQNJEnCsDokPpAJ+7KNaImmRI5o6Vn/Ay4srbh3dYn41xzJ1DMsmCTOSMKeuJAzTIqkz9g/2KMWCTehidjoUYYaVC1TzCJQSpWtTCxV1KuMYDl6cMF0vGN98gwIZkpTD/T5BnLBYBvRHbbbeklYdcmwkOI7Ei8WMojA4e3HF8vQaRRV5/uQp94+PmXtbxCjjaGAiyim3T4b0OhaymFFVHmpHJdm4pO4U1ZHJ8hTUimUWU+8igiwnzSqKFJSkxtuEuHXG3mAPRRJJyhIhTGmbBuu84ttf+zXWgcf3f/Bn1DWYpoXeNZBXIeU65idXLzEsHcnQmF9M6Uo2tWCwmrqkMWz8ksnxXcI4Qqllzl+8pIuAlEZ845tfhb7F6fyMZZby5z88I5LBnqjIddwoKy0dWhUDS2bjBgR5xWwxZzQaYbUsBsMR280O0zT56i99hSAMyPIU07JYrnfUUkVJjSzJrxShDFXWEKAZSaxrkjShKAscW6flmMiiSJWV5HGMZWiURQ6VwGy1I41LBuM9zJbJP//nv8E/+totjCzh048uuJrHIFucLjbMfZevfu019u/pdIcqllbi6CLn5y/ZeRGy3GK52lAUKfuTPco85rXbJzx/eoWAQLdlEwcuqqzgmAoP3rzP9fUVnhuSZAV+lOB7IYYhU+Up/dEISZAY3zikJEdQoeO08DYe1CIH+wfESYJm6uimShYnhEFM6AfMpzOqssQwDbI8A0FAUWXaXZu8SCjyAqulIcoC221My3QQC5H5fEtSNEDfYLsh8FxKKrZ+gut6CILI5LDHer2jpkJRNFzPp6pz6roiDlIMVafT6fLy5RlJElOWJZKkNP8vUWDt+qzWOw4ne7Q1nTcevsZ0teT+/Xs4pslut+Hi6gLZUCgFEcvR2Ou2mc8uMU2Jli6TZAGTG33SqOKP/+NfkiRNp3frB7T6fUZ7e8xmM9Iko8xL6qqmqEqKojlXojhpOqC1SFGVVEKNrCiUdfXqcynIskiaJU1IDVCXNeKr75GqRHx1QxQEEVEBRVdeKbw1YiVABSAgCAKIIrXAq80aUNEUoEKT5igAt46OefjGQ87OrvCCEFFonpvnBVVZU5U1//0/AI7jd3/vdz8QZYc0B5kY21SwBoeopsNmG5MH6yYNcDDm4yfX5EXFfLpClBX2OgK7wkBWNYqiZNSRuLHfwVAKKkHm+uKKycktcm+Ok7ooioKtyPjbAFXXoC5wQ+iM9vD8hKvLDZalcfr8nCIJKYMlkqqx8xMuL5c8fjrFbtk8uDNAs2xapsjDd99is/XYLTfYtsV67THe6yOrJu2Og26qvHgxxbBtHMfk/HxOq2Xxw49fsHFDvv2VGwhlxMYvsTQRRJUsrxHyHVZnSA28vFqzXXts17smAbYo6Doimm6QRj5VkeKHBbplcvpyQxwX9AYdrmcbdlsfUVEwWm0Sz0OgaWTIkkgSxty+vY8sS2iWxe3XTkjDkCTJMS0dS2k2tFGYoIk0Kn+Sc/PGiNdf26ftKLTbHfIadDlHUzWkOsUxhOb5rcZblZcVcdSEacR+SMuQ6HYsXj674OT2IbNFk+Jq6gpxGOP6EWGugKyTZRW3bk0oa4EoiOkMerhBipx7SFVCkYSodociDpA0HVnRCaOCl/OU/q0vUYkqeSGwNzAoi5xNUDJwROariJYcYNYbDE3ibNagw66u5pydnaOLAp8/O+fW7VtsliuiNONw0iKtFA73BwwGHTqWSJ16KKZDstsSuI3qTJFSFhlBUpLGDYswL5oAmaKGnRuzdWP2xn10TSGpBKIwot+2iLKCb3zr68zXflM4Aoaq0rYt0igicn0++fwcXZGoVYPlfIVu6CAIrLZN+JHnp9y8/5AsWFHJBuenZ5iqDFnON995m13/Fi8XZ2xLhz/6+DkuBpZlICsySZKhaRJZrTLoqqxXW8qyZjVfs3c0QTFtJvs9Nm6Io6v80tfeJ/Zc8ixDVDQ8/9W1o6qRJAlRFHCDCEuTyYu6YfOVDWS+qmtMXaXfthBFkSiDPI6wHZ3Md0EQWKw9qrJkMuyg6iq/9c/+K37t6++hpTu+/9FjXm5TFFngejrner7jzbfucjhQ6XRa1DVIWpvLi2t2boQuwXzlUpQVvfEedRZz+/YBFxczakBVVXwvRNY0VEXm4cPbXM42uG5IWZXEUYzvekiSSJokDEddJEni+OQOZCGKKGKbGhsvpK5rBoMucZRg6DqGqRNmBTs/JIqaROOygoGjE6Y5ZdkgJrqOSZLnFGWFaZnUQBqn2JZGUtQs5ivysuTm8R6B6+O6IVFakKQpWz9CliX2Rj0W613z+SWJIGimWyRJJE5SLF1luD/h4vyKLA4pqvrVFJCMKsByF+D6IQf7IxxT47WHD9is19y/dwPTUIl3W07P56iGQV2UWKZGb9BlcXGJY2o4tk4SRkxuHBHGOd/9k+9TvDr2p/Mto0GLg0mf86sVWZpRvxrZTbKMMs1Is4L41eN/29IUGVEQfmHs+P9tqbLSvNb/j/tTDeSvxlFvHh9w9403uLxqcgj+pvX3Ujj+4R/+/gdHBwqyVCPJBWUh8uzzJa4Xs9ytcRSTvT2F0YFDGAu8/fZDukOT9XbLN96/hSKHGG2VwbiFmLr0uzqKI1JUPod7bQxNYDAYsFx43NgbYQgKGhKO3sLQdfxkjajVjHsqnYHDOpPZpgl+ElEiUeUCL+cz3rr/kCDJefLZM45OblLLKk8/OWU+2/D56YqkqHG9kKPJPlXadKS/9StfpSozduspYZLR7znolsB43CeIEpyOwckdkzDcIMsKiiLheStECfrjNqvVNZ4fMJp0OTgckqUBUVKAoNLuOlRlTJEl3LpziN3qcH46Zz2PcLo6URIxGNzg+nKNqgmE8Zb+uEOSlYiqxPCgjaxoZGmNG27JSbk4P0eRIY1KFsslspJiOjLtjo7TUuh2BliWTJakBL7Hcr6m2zUwNYXRYIBmyCimTC2kuOsdsZ8ynQb4WdjMWCcRd+69RpgWjMZ7LOcbVFFH0SokGayOhe+7JInL4eEeXhwgyBUtS0GoElqWRq/tELhrTE2mNzkgUUrmuy2OYTHp7bNcrVAMAcMy6bT3WVzNMQSJJAooyxpdMxDqHEc3qBKPJPSRdYNOt4dli7z34AD8iLt3b2Ok0KlV0iTjxsRhOn1Od6ihyhGmkbA36iAZJclOohI1Tncb5lVMa2TQ7usYjknpVbx+uM/br93lL3/8CdOZS1exqNKMrKwwDI00zaijlJZts85KvvUr32IdZXz44XcREZCrgtUqYIiNGkMsl3hxhiRUhF7MbrrDUCz2JjfpdPZwWmNWS5e6FpEUhdOXZ8hSzZcfnnB3MqTds3G0Fk7nJj98fI4syohliRZU7BYeF9MpepqhqgqCpDNbeVitNuvNhtOzM8I4JY5TJEHg4uwURW5ugnvDEUkUkeYpmtz4MaIwxbJsOt0OrueRFwWm1Vw4Oy0Hy5LYH3ZRZJECkdXO5eLqCjcIeetr72H32qSBRxz6HAy6vHY4xrs857NPPuMHn55zuvB4/OyMl9cz3nnjHgOrRo19BrKJWOg8PZ+SInNxNm+ivBExDQPLgn5HZ7tekWd145HaH1OLNUUpkVBRViWGoSOrCoqpY5kmRVU0rMEi48H9u0iyRKfX5fnLUyRRZLvx2J8c0u/2iKKQtMgQEMjTFE2VMU2T3dYnLwQ8PyEIMgzdInsVw61pKvtHA+49OKbMCm7fOSJLUuIwJ4oS0iLH9WKCMGX/cI8w9hAkmdFkgud6pFnOaLhPFIaIyHiu27zvvCBLC9IkI89LptMpQehTUyBK0O0OUBSF5WpBFGdYhsF/89v/DENMeHl2iWI1VkFFknlx+hIEqKqCKAvJ4ojAdykK8LcR11dzihp6PZNup8964yHJKqvNhiQrEGS4vLqk5dgIlUAUxlRCjSAJTTJk3vC0yrJuFA5ZBAEUUaQqSgQatTBOMkzLpCgLFElEkgUQmrCbKq8oixpqAUkRKarmdUVRgFqgyEsEoUaUBEpqbMfBMAyyNKfOS4RaAKCoayRFQlVVVvMlm/WW1arx59Q0nemqbDwhNfDBP4Di+D/+u9/74Oae2YSjtESoKx4988jjkLMrn35bxtAVRntDJFLuvHaT/YMhwc7j7fdeo6VVOHLE4Y09TCHAcFpIqk62mzE5PqLOAt4+OOA6iHj3+ATb0Ek0BafbRiGF3EcsY2xTotUf4eXN5jfLICllsqLm7GzOvbfeJ01SPv3ppxzc2McyNH7y4+fMFxuePb8kz0s8P+Tm8YQsz/EzgS9/7asodcR6vsGPUpzuiL4jMRx2CKKMYc/h5o02qbeiQMfURcLlBapuYHeHhIsX5N6C/XGLwd4Is3aJk5oCgV6vgylE5GlKbzzGbPeYnl9wMY8xWg5ZUTIctLmeb7AsHZKQwahLnuUI1NyYtNANhSCp2G08yqri8vQSJIVSELi+XNJRMoZOQa3ajNvQ6vVQDRPylO16y/ksZGjnHPYFRntDylqi0zEQ6gI3yNj4BVfzHeHOo0xT4qzkwcObhElBe3zMdLpAlERqoQmesGwD3w1I04z9gxF5mmJLjZpZ+lMMXcHp70EeIEsi3aP7gEC8nSPrFkZnyG6zQ6wiNN2is3ebzWpOUeTI6RJBFFEVCcoMU4xQxBLKArM7pj/o0rIN7r/5DmWWcPf+TSRJoO0o7LyIw4M+i+mKfs+BPGSkubQGe6hSRVbrRJhcX61xwxS70+GgU9HqDYhLkaPDId9+cMSf/+RJo07LCqIkkyTNdTPJm2tXr2USpgW//M2vs9w0hSM0qdibnU/fMRrWa1nhBzFKlRNHMbO1i9NqcXgwoD0YYXTGZO6cqqyokLg4O6coK7721Tf4es/kqKfSMS2K4Ws8+vgnVEWEIpXIQsl2uWF2NUcXfDRFQNZsZpcLur0W6/mGZ8/PSYOIMi+oBJFnT16gSSI5IqMbx6Rxg3/QVZmiqsnyEqfjYFhGg/vJG3+aoSl0Oy1URWYy7iIZFmkas157XFzM8ZOMN7/yyziO1qhocYzd7vPmGydMTz/i5eMf88NPr5nNVnz+5CWr5Y63334NXZWQkxVdWyQrRV5ezBFkg+nVjM3WR5JlNE1FU2S6vRaB6xFFGYPxkM54gqbQjM3GCZKqNUEt1NSI9FomaV5iGjpZXvDavSNkUcTuDfjs0RN0RcT1I06OJ+i6ThwlxGmGLEkINaiShK03x1NZQxTHREmOqqqkaQYCqKrCZG/E/XtHlGHEnVsTEj8gDGLyJCFKUsIkI48TeqM+rh8jigLjvQG+H5IXJTcORwR+3Hg2/YCOpRNn/yltPc1yrq+meK5HVjT+vU7LwbQMrmdrsrzAMnX+xW//E0RR4/nzU2S52UehaDw/vUKSFaqqIkzSptDzPLIsZ+1GXFwtqQQYdA3ag31WqwWGZbJabvDDGFWUuJptMEwDSWyK2S+WLCukWYb0qgn/80sSxVdKI6/YxzWGrv1/xnB8UaD+TcuxTAxda6aB/h9LliRs02A6X7Nabwj84G9VMf9+Csd/+3sfnNwxEfSK/YGDLSoUtcDU3aEqJm+/eYIhK7w8vUTVRdAyZtceLV1HdyRObo+QBQGtVtEFBVMzKLOKtj0gCSK6A5t1OEPtamw2Hk8fXVKlOkUC/b7D5NCg1AL8LMDSBUajFndPWowHOqPXxhRVyXYXsVrsCJKC7c5juXF5ejnjxcWK8+mKw/09Bt0u41GfOMk5n10RRD7udsXZ9BJBgPsP7yKJNX6QU+Ylt07GaFrN4ZFJr98h9CJkJFRdpxbEV8EhFpIsNaNsWcHhjQ6jcZdbt4+Iw5B+t4NtaCwWC7wgZbVaszcZEkQNH0dWbNIs5u4bLbbBDD+OkDUbURZZrTySRCDLIwzTIk5DygziICIKQySppDu0cNoaggBhENHpWOiaiCLLxIlHnuUYusTeuM92uyWvUoo6QKhFZGSODg8RZBVZaxh5URShKAbT2ZK333wXEZHryytu3hrih1s0WyRLY6hL8hyevphRZCnueoWCgKGaOGYLRWo4Y7VSUqsiqmLizmNG/RFxlbKNNqRlzPmLCwxNRpJKwmSD01HJ8pjdxkMVK1pti2W4Zbnb0rVtRk6BSczm5YYbx3tcPD9lNw/56NEppqJjWZAULoNhF4oMqoo8rdHjglv7E0QFDk/GHIwnnJ/uEAsFoweGkeNHM5wbA1rdHnIKYRCgWg51XZKkGXWa07Es1lnBr/zyr7JLSr73V3/c0NPKkqKsObQ7qHnJLk8RBBHD0CjiHDmrOT6+iea0qFGw7R6eGyNLMpVQcn5xznuvn/Dw5oBKNPju46fM1hvOd3MG9w6Zuzs2Vz7Pz6+Y+Zd89fZdrq4XaHYfN4pZblw8PyEMUyRRYetHxHFG4EfYlk2eFdRVzdX1NZ7roykyeZyhSgq9dofFcsl2t0MQJSRBJI5DbhxNuHvnGE1XcFo2lqHz+SdPSZISZJlf/+X3GSPS1RTu3b1NXcb4bsiLi2t++uyax2crXnv7He7cvcEu32H3bMYDm7Kq+PFPX7K/94DpNsPzUj779AlRBllSIAAP7t/FtgR6PYNO2yByd4RRxenljOv5jtPZAks1SKqM2XxFW9UwNAPJUKiFglarRb/f4/z8kvXOx3Y6lHVBGkcEfkBdluiqShhGKLJMr9eFuqLb6ZClJTs3JE4yBEFBkVX29/eQlIJWR8f3UvYPh2SFz2q24/JsznYdMZ9uWG9csqKmQiSKAkxdo9fvYVgWm02A5/oURcl8sSBJEvI8Q1FUyrIkz0viKEEQQJZFaio6nRayJDXKb8shLxv0gGYY9Nomb92ckGwXdG2NvCy5upxy7/5N1iuPsq4pSJAkEJHZbRJUyWoCbfyU97/8kDRJ+Pjjp7i+D1LO3v6A5dKjqHLSNIK6JAz8n6mIkiw1Xk1RQFEaVpUoiQgiSJKIbegIdYVAAyAWhMZsXxYVCCBJzchoXTaPVyXUFSA0fh1RAFkU0RQFXVUbNZEKQRIQRAHLNEnimCqvKYsKSVEoqgpJAkqBNEs5OBggChLuLgCEJkRAEF/9fZHf+Z3f+XsvHP/w3/3+B2/dadO2JfptCVkCWSw5vUrZG+ocHB+iWQ7h4gxZEqhTj/NFjqnKjIcWreEE5VVjUjUsRFmlzFO0Vg+lKnhzMubJYkG/2+fl9IrPnn5C7K2RDRurN0HTdajL5rhWagaOyL3X7zBoS7R7fSpoxjN3a0I/xN24LJc7Tk+nPDmbcj1dc7zf+GeHewPSvOTs9IIs8Im2C14+v0KRJO6/fgx5grsLySp4/e4BIjXvHHao23uIVUKaZg1mRpLIRQvLcRBFgSLPqRWb/T0bp9vj3msnxFmJbdsgKQTLS9ZezcW1z3DUJYkS3NWWAoEiybh/0maxDvG2Hka7hWXqXMxcgjCjzDJkSSTwGiZdHoa4uwBZqDicOFiGiFiXxGHMqK8haA6qJpIEIXFW0dVyRvsTXk4TrGqJWMTUVYkmFgz6bYpaw7BNNNsmTTIUTeX85ZT777yLoSss5nNOTo4o4ghRksjCEEGSiCv4/MkFWQa71RbbFJD7t+n0OiiqimrYCGIzrq2aDlnkorcG5JVGlexIRYPnnz+HuqKjhgRJidOyKSKXKk/RdB2zMyANdsTbOZIItm2iShm7y+e0xye8fHHGYrbhs8/P0BUJWVEItjvGe30kIUcWSgRRospD7t0eI9cJd+8d0hsOuVymCLLM0MzoOBIXu4zh3gDbNNAkkSjJMTWlUZSynKqs6dg6XlLyztf/Mb7n86Pvfw/4wtNcM3AMqCp2QQwItNo2cZwiCAInR/s4LQtEmUGvjb9dgQA1AtdXU167fcBXbk2ok4J///kFj+Ye7nZFfzBi65esFzMuX16yXO54840bnF15WJ0h3s5nunQJwoQsSREFgeU2wA1ioiih7xgkaYNOuLq4YrXZNcVt3aAsHMfk8mqJ6wVUVTM1kaQZd48m3Lx7E00V6Q27yLrNk0+fkKUpkqLwq994B0UWaOkix7eOEesSd7vl7OUFTx+f88mLLW+8+y6v390jC2IkRaU7HCECH302Y3zzNaIwYuelfP7Tj0lfjT8iitx/eB9LFRgPbFpth8j1CZKE2XTGdLpiMVujWyZ5ljOfrrAdG1tXqCWZsqgYDbsMOxYXF3O2O59ur0NZ5Oz8mPnGRawqbFXGj1JUw2S4N0Qocvq2RpIVeFFCmmWv0sfh+GgPQxZR9aYgHQ87RF7AauuzWOxYbjwWbshy6zeMYyCMU2RFZTIeoFs2vrsjihKyouB6tibJms+rqippUf7COKckSVDXOKaOqqgEcUyv2yLLsqZpLgpYpsHDB4d4my2TvkyUw+nZjPsPXme2WCMCSZKiqioA61d7o6wo8aOYt9++SxBEPHr0OYHXJMXujXpsdj5ZWRGEMaIg4HnBLxSIotA0NVVV+YXgGYC2bVGUFVVVocgyX5wcXySkaorytxZ0X5xH4itvqyJJv5CsKoliMxHxNyiYkigBNVlWMB51qarqFzysX6yOZeCH6X954fiv//XvfPDtb9zg3v0JgpwSZiEbP2LvYB+hLuh1TBYXW7JcQmsZDEYOKjKmomP3FNIcLk9X7BYJttMhjEPypOLZ5zPiKMN2FA5OWmjtAkFW2W5joqBGqDTWmzV5VVDWFapiMDKP+OinT4l3EW1nwIurGaHrcjjucuf2LRZbj7qsmc0XJKmAKooobY3lcksa+VxdzNklLoc3x7z3zi3efHiAbKnkWYYsKKiVzGa+YNBVMXWd6cUWXW1k9pbap0pqXC9i58Xoqk2SwGK6w1BMNFnDsqBcwlcAACAASURBVAzSLCHPc5yORJbs0CUTSdCIcwFZKxCVhDSrUDWDOAnZv6Eiaj6dfgfDtgmCjPliTZpKDIYOq/UGUdTw3Zg8zjg67nPjuMto3KGsMkzTJAoLwiDF0FXEuiaOcmyzgyDUOJaFt3NR/m/a3qzHsvNK03v2PO995pgzIyMzmZwpUkNJskpdQ3cbcAN9Y8C/hx6q4TIK7bJh+8L/wxeGbcA1dKlKNYiSSIpkMqeYz3z2PH/bFzvIlrpUBRiQPiBvMhBxIpE459trrXc9jwqGpSNLKjoOu3nObHRAXQmWqyWrzZqmgrpUUCSVy5eXvPjyS+7fOyBN1yDVrNYhe3tjVFmmqRXqtsXzbAYDn7Zp0BSDuuqoqo6igv3pgK5skMqOvcEBcZqRNQU3ywXrVYTI4PjgjM+fPUfWJHTdpqpbHM9CEi1l04Gu0UkmIquJtmtUNIZjn0RaMdgfsE5Lns2XRGnM6emM8STopagIDM2iEQJTF2RNTC1KDFHTioxdkqIbLe7EICkTdNPCHJnEmw35pibKG5I8w7FNmlbQZjkj12NRNXzvd35IVnf89d/8v70uopNouo5Dx8DqZG7jBF2RKMsSVch4ksFkukfcNERpQVHUyLICUkvVJJg2rF+84nXfZi8YMXvtNb79wZucngzYcwzktmZ8sM+mSfACiZkrsYtLbm82xGWBaw6xHB/LcojjnCjKaFqZR49eY73egJAoypqm6YjiDEvX0RUNqZNYrlbUdYvjugxGQ8JdROB6zCZj6qpi7NpoisFPPn6K7g/Z29/vp8mzAZfhCm8yoIxzlos1neNgDHxateJ7P3iPydij6wS353O6oubew0P29/eIM4FzfAq1ymq5g07GdjyWixVdKwi3O9abLUmcE+9yNrsMVAPLtRiOBxzsHbBYLmiSgn/5/e+zjSOyNOLJ2UNs36YsCibjKS9eXPWXQJqjaSqjwYhhMCQKI7IsJ00zFFlBN3TSLCGKYvK7ZfamA1lRkLqO2X7A4YkNkkKeNXfkNIc2F+Rpxcm9U5I8pW4FDx8/ZjBwWC+3iKohCkPeeutNmqairUroun5C0SlI9MCXoigpi4b+vpEwLf2OiNtfOq7nsduGlHWN7dq9D1Hq+C/+xXd553jCyPYIk4Krq2uu5zu2YYKkyzRdi9IptKVMJzSyrESWWzRDYTLx2W63bHc7VN0gzStOHxwRxxl+YBJHOaamoygqRVYiyQqd1Hc7p5MRZVFiGiZFWaLpGp0QlHmBqirYloUkSXQtfdS17VBUtYfhNB0KMrKkINoOCZDo6aiapiDJEoqkICPRiAZFV9BNDdG2fSSoaenafnooq0ofVxUdINOImrop6IRMEuXIioSsKrT0tEEhut+Kx/G//W/+6w+/+503Obx3QJVG0HVsI8FgMmRsldjDGdv5NTItutwx2Dtm4Bm4aoo7mrBerEl3a+JdiD3ap4yWJJs5Fxcr6jxCNgwMdwiKQavbpLsF68qla1ua6LbvQHcC0da4kxM++fyWdHmJNxzz6nxLkcU8OvE5Pjlkt4tACG5XIWlWYmgKvmOz2OxI0pz57Yoijjm8f8Djh0e8/c4ZsqpRlTW2Y6EoMrt1yMCsUU2Xl5dLZFWlSuZY42OKJKIqS27C3vm23hZcrQoMy8UPHOSupmsKGnQ8NUcSJZ1iI7UFYaGwZ6f4ZktYyii6RZGXnB3YyKrMdGgQ+BphKri6WlBWFYOhz2Ydo5kG2zClLkoePz7keN9iOB4h6gJJVtjmJlHZge7hqQWbpEM2LMyu5HCqk8chplKjKx0CCdxDvrzKODo9Q7SCxSrqQUKiRZQ1lqFxeXXFs6fPuHe8xy7KKOuaNEoYTwZ0uoFclegKuKMBum1RChVbrKjjFetEQkgGruciKQpVGuLN7rHZpjRNy4vrhPXthrxuefjwmJ/94oZOVrFJURQZ6Q5NXBcpZQ05A5QmpC5TFFXHMhUoVpzcO2a3Cbm4WZNmJW88ucdw5GNooNRbhBDsUjC6FNFJSE2GyEM0eoen2pXszQYU21taSeP4IOB2GRNuI9KiZpfkjAKHqpOI44Rx4JCUNd/+3vfJ85S/+9GPfumdImEZBqamcLtNMAyNNCtRVQXPNhlMfJKsoCoKRJWCLCOEIExrDElwcX7L+2OX2dAleOc7/M5b7/BNN+NkZLOTFY6P91hGNQNfZxLIbHY51xcLwrRGdYdYno/rasRhQpz1svjT00M2u5SqbalbgUxfFFqGgab10fnFekcrBIPAI/A94iTFsy32j2aUWcp45KNpKn/39x/3HtODKaZl4I5mJKsF/mhEXneslytsy8Ybjykbwe/+i28x9A1a0bK4WZFXDfdOppwcDqk7mWC8h6RoJNGOqqwxTJ31JqSsana7iM16R1E2xNuI1TZG0XVM02AQuNy7N+PyakVdlPzev/x9ttstUZTy8PXXcCyFKEoJxgNub9eUdcN2G6JLHf7A4+Bwxi7s03NJlmOaOrZpECcpy21EVlS/6lnuJPYPj5jMxsgSlEVJkVc4hkbdtmySnAePTkmihLZteePJKaNhwHoT0lQNt/Mlb777DnXRw/m+2gXUFAXRQd00vzKRk+gLp7YVfRHWCQLHJAxT6qrGtw2irEBVNf7z3/shv3vkcqCp3BYN55dLVqstcRyjqSpZUWLoOkIImqahqJuvyd6DwKVKUra7DEmSyMuKowcPqIucsWMQZ0W/kqEov0JElSSJw3FAkvc/u24aPNsGoCgrNFXFtkwMTev/bf/IySn9s3uLstwPh1RVoaobZEnCcxyquu6HWL9mb1GW79Y22ob67nu+8j/+8unXlJrfgMfxj//owx9+MGbowLZNWVQhTVMwdDTaLuf8acTtOsN0bTa7hKYEQ7FZrLbcm+g8ejij1uDlzZoqKxlPAzKlZrHLcN0p4W3KzB6jFx2qa7BLQizLpWpbHH9AkgqSdYmnWuidheqpdLKMqne8eXbMeGChSoLNdsc8KgijnDjMaETH0eEBjq7y6GjCez94E3tqUqYV775+Sh7OUdqWTldRNInFestsf8zlZouMzdAfMQx8rq5fEG1jLl+GJHHLdG8f2wkIdylZWtKUEm0OA2eErAqaukYSMp6jMAocVquYtOy4vLri+HSA42tkWYfvuYxHJu+894CmEVxfhyyWEftHM0AwGqk4LowmLmXRMBkN8FwDy9aI05A8SzEMDQkoC4XNumAQBGzXGavljroCTfHIs5rrqw17s4CmLUmjhiIt0BSLTljYpoOuw/37h0hCJtyEmIqJhs7AM+kqwWTkYZsW602IpRnUeQ1CwwssBiMT1BJvZFI3BUJUZGXGOtzhmhZ5WCFLBnFZI2Sdza7fN3CNgL3RmBfPn1F1JWZgoqowGQ9RdB0rMOjalsPhEbevVnRC4uDwjJ//3TPKtkR3JUzPYBBMOT9f4/gyTZ2j6Tq3N1eMBj6dqKmVCsV3ieWOom0wHRl7qoOjoFkCVdS0osU2NUwdHg4DTkZHfPLqhrpt0bU7iExeMLAsllXLD7/5XbarFT/+6K/73a1+1YsDR0MXkCoyg5GHqhkYso6NimoYrPMczbKwTKOP7VFyerrHO2894dWLFRNqHj2e0YwllCrk5z/7B+ZVS5fB2WDEi89/QRtnGI3MTJmyK2qyuuZyE6ObOnv7UzrRkec1aVJwsH+A4zjoukFRlHiBj27q5HlBUVRkeYEsK3QdDEcjsqygqTru37+PIktEux15UbNYRSR5zcOzM2zb5J233uEnP/6Ib37jLQajPX760U85OJ7gmuCrHY+OZtCmpPUGTevI8pI3Hr3O4/1jti+v6YSKo055+vQ5SbLFHThcnd8gkCmKrKdr6iZ5VqIrKmXWcPbwjDxP6URBmhQ8fvAAXZMp4xxBw95wTJRFvHh1jqFqVHmJ5/m0XUsjGgLfJ9yGWJbDbhdR1SUCgWGYVFWFJHfIioasqrR3oBZNV+i6ljDc9X+nKOSZwPX83kmrCQLP4Y23z9C9DgyBrleItma7ztBkhbqpyYoSU9c4PtzHNFU0TeP+vROqqr8Qi7y8cxiquJ7D3t6Utm0wTZOuo9/bNG0s26QqI/b3pmiyydPPnlJmGaKS+eTFSyoEJSpCbsmrEk02kIVJW0MrWjS9g7vC0XH7aO98HpFXNf7Aom1yNFnHsTU60U9/hWip6hJVUeg6CcvUUWSJtu5oano5dn3XDe76qWKWlQjRIpDoOom2FXfXoYTnuJRVjUSv1JAk6WtITtM0tE1L2zS0dS+ebpveV9g0/WLj11CKVvQeSwSihqpp+nhuC3XZ3MVTAemXLuC2++1QVf/df/fh99/b66NPbYNoKjZRy8RtKOuO8/Mlz64bhp7SayjyhFpoLFcJk9mIYLJHK1tc36xJkgTX90nypge86UOyPOGhp6PsEsZDn2W4YTwZoisd9uiA1SZhl9ToFJjeEMd1sKQE3bI5ffImvl7QGQFNHnIzT9hEGXGSoasys70phuNwMBnxwe98i8DTyOuW9985o9it8WyJVqhYnsP8NuToaMjlzQbdtBmOB7iuze3NirJp+PzFhrCQme4f4Do2m21MllWYqkTTdriuheMP2cYCzdD7XdDRjHCXULQGt+fnnD08otYnlHmDOxpzMJR5+51HKMWai1XF+bLh/vGAjo5ZoHE4lhgGJl3dsH90gGVqWKYgy1u2UU1nBlSNiqTKrDcJ4/GQm2XO8rb34amGyTZXefp8x2g8wNAEq0yhuPtsRDEwPR9kmdceHdK2gmgXI9s2miox8UzKSuA6Fo6lE+5iNEOnLBtUXUO3THzPItALxmZFXtTockOdRVxcRYzGAel2gSRJxGmNbTvk65cI0WK7LvsTk6cv5tA2+JbSA7w8H81yUDQTRdMZ7N/j5RfPcVwL/+h1nn36GZ0QqJTYnoc3GvH81RxDkWnKGtOxeHG1ZTwZYogITaToo/tso5Ko0LEcF8ezoSmQrQG6VCLqAs810Q2TgVHxYLLH86slWVkj3e1e51nOOHCIi4pvfeebFHnO3/7133z9PpGQcG0TS1epBASBg2YYyLKMZajotk2R5piWjmnoSJqF1LUcnz7gg29/g6vrJaqIeffkgNwysaJLPn7+Ja+EQyA1jPaO+PLzL6mSCM8UuIMRad6SxQmbXcjQ6xMgZQ1ZmpEXJfcPJsimg+9aJHGKF7jYlkGUZAghSLI+GUTXMQ3c3sXXtpwcTNB1nXWUUcYxq01EnpU8ePKEoaPy9tunfPLRL3jvd76D7U357OcfMZsNUXUVQxK89nBGV+cs1wm6plJnBU/euM/BvTPm5+d0qo07mPLi2Qui9QrfNVnN1/1uYlXTNi2mYRDHGZ2iUpd946+tKuS6IklLTs+OUFWFpkoRTctkOiRLc148vySwNLKqZeBZdK2gaWq8gUe0jTB0jShOyYsSRVGwTZ2qrHrXriT1zJKuQ78rVDvRsVquyJMMU++prwPfRrMtFF0nCHwev/YEXe0nbYau05Ul6zChbpreRxuHSJrGyf4IS1MwHJuTw2lfGLbiVyZrlmFwMBuRFSWWoaEoCmlR4dk6nm2yjlKO9sYYusoXTz9nnuWIPOOjZ3NUpY9Jl3VDnGbomoau9dHSryaBdB2GrhH4LuOhx+XtmrpuGXkWRRpj6iq6ZUIr7qLMNdUvTUMN/S5t0/UR7aZtqeq6h+R0HbIkU5S9L/PXkVRdy7rzJv/68xXU5qvX7ICyrvvi95/wQIpfAuFUdf1ri0bovcm/kajqn/zJH334gz/Yo6WiKLrePSYkluuEThJsdhlC7Tg+m1HnCgfDfZ5/uiFwHAJNI/BtRtMZg7HPwcTBUFoePjjh8GyA5ercXC4IlymSUPCH8OB0j/V6w97BIf5gzM1VxOo2xVB88qpG1EUPV+hkynXeP9zLNaaskxYCuaqpGwnb8Qmaljcf7fH48R5nRzPGgY3tmBRxzv3DY3RNQdVVxk5fJKltTSdJjKYy55e3XN9E2KaFJFlUkkmnyuRZyP5sH0mW2YYhJyfH7E0GGArYto4iB2zDmiQr2UXrfq9Qk1DUFtt20DUH0zA5OpxSVwlpEuO4HsPxjA6FxWqJ4xi0ZUtddQT+GMPocF3Y2w/YJWtMS2dv5jHwNS7PF2iqSd00LBa7ntiYCuKk4vJiSSNagoHNeOpSlCWWY+EFDmGSUlQV11eX+ANQJDAMl6oo2Z/OyNMSXdV58eyc5W3I6ekhumYyv9ox9AbstlskSdAWKV5g4wwdVos5e8MZct1xtHdAGtYMvCHRNkZTLZbrDFWWCDSPbJXjGwr3j/dRDMFb33iTts5pyoLVasdys+JwPEOKBGN9gGbrXMXXDGc+7swmrwts18Y0NYLhhPPrOattwi4sMFSNIqlI04S6bBi5PrfXK8auj5KXmJZOHGX4ncPV9Ya8kVAllaqWefHxFaYccBXu2MUJhtbrAbqsxNN0VlXFSAh+/uO/Yp2FlC3Ics/xOHJcPE1jXhU4gdNDOeoWvQXFNOlME9PxQO6Q5JbBwCXdbrh8fo7RmhjLK+6dDHlabDlfbzk8fcDjk/uIbMVf/vjPULcJJ6qJtjfhzz//nE7REarGbpsQhjvCMKSuGpbLFaap01Ylf/D7PyRLE87OTlmtF3z7O++zXG0piwrP9/sPMllGiI7AH+B4Drarg9TyzQ/eo8krdMvBUjUOXJ+R7fL81XO+/e4bjHWPn/7kY+KiZhumXNxek6Qx49EAVZIxNY1OVQncAW1W0+Q1edOyvF6Qdh3CUlglaxbhgjjPObl/H8e1UE0Z3TEpq4zJyMGQYL2MmM1maLqG7rnslhuSvGI6HPLJp19SpCm7qsJ3HVzPwbIcbq9vyLOUDokkjpAlWC4WeIGDaso8eHjG2cNHRNEW23VoBeimiaopDH2Pb37wDdIs5q033mG52LHZZDx4eIKQcooyJ8tzJNGx3m2oJUHRFBwcThgNR9zMl7iuR5YVxElGGMeUZU7TVAxGAYvlnIODIzbbHZZlo6oKfuARBD6r1aqP8CGR5zlN01DWNdPZGFPt2J9OGY2miFbm4npJJcNnNzfEikxaF30jxNDRZJU0zVFVmabtkfKSopLnDdtNRJLkVFWD6FQUReLN1x4jtQ1xtO13i2oBQmAYBkXRKyY0VSFPS7K0pKraO6VGR9fPDZFlte8OS4AsIbo7SqqA7g5JLt1dXp0EitpHjppWIMl9N7XrJIQAhETXdMj0kRxZ6V2MX1HJFUXqP1uVXgUiywqScvc7tIK2Eyh3MdVOdHQCPvwtwHH+/Z/8uw+//713qLIeftTWBWkBN+uGpFKJkhZZUdg7OWGTQjDe4+mzJa7R4VoSJ6qBsHSC8YjxwMZ2ff7w7JjhdIZQId/esIxCUllF1zVO9w+4Wc0JDh6BBNeLjPkmww1GqFKNVKeopg2y1kvm0y2a0mG6PlFaU1YNkhAMXRMUldefnPDu2ydMJy7HhyMc22Cxirh/uo/rOXgDH0dOGA1NlDahbjWmgcyXL5Ys1jGmbVLTT6c1TWG73HJ4PMX1LKIo4+hownDoYpoqim4hKwrLTU6WN5BcIzoomx6uFEymaKrKeOSwN/VI0xQ5ucYa7THaPyYvKtY3KyZeRyl0mhrcIADNYM9rGfg68TZi5MtMhzpHM4+LFzf9WkBdczPf0rQtZVawC1POr5Z0yIzHDtNAYZPJeLaGITfcxCp5UXP9/JyhkePIGa7vsU1bBnsHtGWOrKp8+sVFz084nmBqCsv5FsezyeOEtqzo6orpQEXXFebrhqP7h3Rtxf7xIXWeYI0OqfKUQphcLXNstUbWLKJSwdVKTg7HjJ2Gkyfv0Sa3NHVFWxW8fLVhsjcmTxLGRyfo7oDzl+c4aos7GNCWEbrt4wU+vu9wuwhZbSLW6xDT0MmSkl2hIJoGb7zHi1crDgc1lt6g6RZVvMZQO+a3vcqlb0qWPHsVYrse57cboqzAts0+Cg74tkGcV9imxI//w49I4vTrB1YJicCzsTSFVZxhmzpd2yGaGlWREHWNZhiMhi6yBLQ1w6FLtFnx7POXdIaD0W55cnjEq/CWz5YRwfFrvD/zWZcZP/6Lv2CgrPEsCeHu8xc/+gWWbaJKkEcJ223Mah0iNRWrbdTvltUt3/r+dymyhIcP97mZb/id777PehPTVBVD10TcAVqKumbsOwwDB9tz6QS89e4bNHe79ramEIwC7OGML7+85IMPXifwDH7y9x8RxxlRlHH+6posqxiPAqpWwXNMDE1BtVzKGoo0otNsVpevqOocQ6rZLtastjFFWXH/ZA9HV3vauaGS1y0HQw/HUFnvEoaTIbpl9qqobUScZDjBlC++eEGRlyRZie0YBKMAz7U4v1ywDRPqpqXIKxRZYr7cMpkOsTWFB2dH7B3fJ9zucC2NSnT4loauqeiGzrc+eJ00LXjy1utsdxFRFPPo4RFF1dJWFVGU9f7o5S2SENRtx3QS4M0Oub68ZjpwSYuKrOhXa4qiQnQSk9mYlxe3nBxN2UUpmqqgaxqepTPybFa7mKFrgSST5gV13VA1LYd7IxRF5fjogMFsQtvBq6s1nW3z7OUtadFQ3Lk7XdtC01TiNMPQta8hNYZhkBUlYZgQRmnvrqz7RNCTRyd0skK4jSiqBtH1hZup61+7hXVNI0pzqqb+R4Vc34z9jyTUngz+q1+X7qBu/1xk9f/P6dc0pH9mhvmr5zdSOP7v/+uffviv/s0TZF1BTVvuj/YZ7g2J2gLXtRnve8h0RHGBLvkkyxZyFUP3sHQou4bl5ZLli1tWUUIVa8y0MUgpRV6iah6y5fFqfUOVleSRysw9xR0FhOkNHSWG2rFLety8J+1Bp3BzsyTNY9yJyyJcc3uTYFkD5qtb3n79jE0Yst6tmUxHFLuYcL3j6voGz7e4eDFnMY+wLAvHc3EcA4kW3VCYnI3ZxBGqqqMpUFQ1RdtRtDJRuOPdh/c5OTlgsV4hdRLnV0sW6x1JlNAI+OTpOUUJw0HAwWxGWdesoy2rdcTydsfBbMZ4ZBIEKo7tEsULyjrEcQ38gUvbalxf3nL/aEpdp6yXa0wdgmGFZnZkeU1VdtgajIYWuyTGCwKKtERVNTZxgmV5dJ1BXQvyLMd0YDBwQOqwXJPdriTJNr0SRdIxbYOXL5fkeU3gj0ljmfl8TZiusXyJ41MfVRZ0lUme9tFWLzDpaEi2Gb4/4vjomLYSNFmDYwV0ksYX17fcRFueX1/yar7k2YsLjg6mqK1CE7VkuSDahQSDIR9/9pzbm5hoHWPbOrKmMfBcnn9ywfxmgzvxuVlsqdKc8dhGx8BAI9ns2N5sqQqdKM0JvClXFzGiUu4e4iRO9gNKUZO0Ba2ksM0rVquErjTYNLCIIiQNFtsI2xuwf+QTjDQG/oQ0TPsIYdYQWCarIkcPt8hNwW2RUXUqAgGd4HgwwbIN3MN97p3cQ1QVtmEytF280Qjd9jEMu3fU0dBWJRIKn3z6GbtoxSSNef8H38R99BrxbYaV1TRZy8XthqKq+uy8bLBdl8SWxcvrBY/OHoMmswp3bHcJV9cLVF3DNHUMXUU0gpvrKybjMXlW8OD+CcFgxOXFBW3TIEsy0+kEx3Koq5r9oyn7+0NsQ8bQJNB1XN/n8vaay/Wc199+nWdPvwRN5+jxYz7+5Cn74wO8gU8mZ4wPj2k6lT/4/X/Neh5x8eWCH3zwQxpk5E7mZ599xnURMnvtgKEbMHQGOL6LUFqEaBA0mLrKtz54k+PDPQxFYzHfcHC0j20YbKOQtq7xPJvvvf8e8W7H5HhElqcs4y2ypmPqJk+fPiOvKgzbQpEV6rrBsm0sy8A0JN5/7218xyMOYx6ePeTzL75AN0x0Q8M0DPIs5/LyAtH1pLi2bHjw4ARBx/DO/6WqAyajGYqsY1oeXSMjC5WLFxeMhiPKqiGMM9pW4tGTB1i2fUcfNVnO1zRNxenpCZqukaYZRVmQZwm6btI2PcFUQiIIBkBLmWcUWcFqteHqZsHjNx5zsVwhDJV5FLKKEuq2RdQd1A2y1FJWFaomoWlKr8QoG4SATqiUdx1lVdGxDIO2qnnx7BVRlBGFFYqiUZYtnZCo6xrD1JCRaZuOuuonf0gSQvQFpKHrIEnUTY0kSVhmT0r8ZUIhXd8x/aoQlJW7r6sygj5+2uPf+1ishELbdYhO3Gk8un7C33UouoLnOximCoK7Xd6eyir1y1FIXV+wSl3/vb+NieP/8j/9jx9+7wcfoFsudpGzZ3oMRg5l13I8EhxODRTNYHkzx7UlkkxQCwnZ9Bh7CrumIQ8XhJuQcndLVeTossVa1aiTDbI1oNHGXN5sqEVO1DTYowN0d0a+vsR1TZQqZLdJqPIYY3BI1qicX4W06Ybx4Qn5bs7tusT1fDbLDY+e3Ge9i9ltIw4nLkWyIU9Tnr5ao8gyl1dLVtsUWTXwPQvd8cmzHF3tmBwcMV/0UUPXdajykqpuEXXNeh3x/rsPeXAw4mK+Iysqri4WrFdb0t2cNBP84osL5KZCs1z2T45QqYnWc6K44OJixdGBD5KMY4BpWogypi1SbMvA0jo0d8DFxY79kxlNHnO9yBlqKUO7wbF1kqwlbC1AZmDVbDY59w77+LWkWWS7CMvqJxVVIyiynLEtczzpqIVEoBWEhUSWFLhmR4vOILB5dpGR5S2jwKapMlaXc/IowXJsTg9dPEumlnSSvCQKU4YDh6btiJMce7jH9PiUuinJtmuE7iMUk198uWa52PHsyzmL+YbzVzccH8+QNBNExTrq97BsW+ejpyt2YUacQ2C1lFWH71l8+vmccL0gCGxeXGcoXc3e/pi2Lns1SrxlfjWnaBWytGB/EnB5s6JVVEAhqzUOxwpdU5DXXU9PTbdcbmS2pc0mhet1TdfJLDc5xnDK8ZGP57u4vkea9OqZrm1xLZ1NlCCSCFGV3G7Cr98nsiQxG7jomIMo8wAAIABJREFUqsLRyT4PHx4TJTmWpmD7LpP9CcOBi6r8R6l5UdR0ksrPP31OuF5iKB3fffQaw5Mzzjc7hk1FW6Wc72LaIkQ0JZU6YrlKkDWdVy+veee9hxS1YLncEcUpi3V4R3pV0XQdSRRcX9ww3tunLEtO7+3hj8Y8+/IFeVkjKzKz2QjTNGiBo/0xo8MjVF3GMEwUwJsccv7ygu1my+PXHvHy8y8QGBw8fIenn33K/Qf3sW0XqUiYHh5TtfD93/tD1ssbrm9WvP/936cTBZJi8/FHPyOKUo5PT3CDAG84IPBtdDpqOuqmX3d499vf4t69PRQJzq+W3Dua4Lsm2/WOtKhxA49vf/97VGlIMHQpipL5fIWqqui6yk9//iV11eA7Vj+JEw2BbeD5Hqqm8c67b2O5Lnka8eC11/jkky9wLAPDcVB1jTwpuL5aUFYNhi7TlBUnp8fUomM69CnLGsezmY59bEPDGw4o6z5l8uLZK0bDANG2JHnvEnzw4AjHc1ARaLrG7e0agcSDs3sokkKaZmRlxS7O0E2duhHUTU9XHno2ddOyjVKKsmKzi7i+uuXJ42Mur9aUmKyWa8Ik7Se2d9on7kiopq4jSzKK3E8Dv2qoJ3mBJMmYho7vOSRVwxdPLwiTnCQr7poPDV0nvo6rKrL89ZrJf3oUWe6fJ77aadT1f1RcNm37GysaZUnGdx1sox8u/XOuyK/Ob6Rw/NP/4Y8+/L1vHfL8+XMMWcd3bMJ0jmYJyiZhONAJfANRdyzOOwzDYDgZEBU5Sg2vVhnLRU8rsm0LL5jQthK7dYyu2jjegMPTE4o2QzdtknWNXOg0tFytr0jCgnzTsTeZYLk2ZjBjubmlqTKGQxfN0vBGe9zOG/7hR19ydnLAo/v3uFnmxHmG3ME7334Xf+LQdgXT6Rh35HFxveJgf8Ro6HD+6gVjJ/jaFVbVJp9/8hJH9/qojeURr0NOphPy3YZPn52zXkaMHZ/X33/My/WcvJBZrxLOXn/EcM/h1cvnTAZDJFWwjhJ0BvimzsQ1UNsG3/H5/Mtn2I6BrkkkUYRjW8TpjiBw8ByNQWBzejrG9yVc1yCKdti2xt50yNQfkGYJlZSi6RbZrqSpVGTT4Xj/kPNXt2iGxmuv7zMcaQwGJraloGsKq9uYvalDYFvo6oT1LsQeKLRtg6a2JPkC2695+NYxxw9HaIbA1GUWNxnnF7c8evMe8/UCTTGxHZWb6w1lkeO5JmVRI0v9g+VoMmI43CeOY/amD3FNjzQN2S4jTEOlMlSCsYumaJRdR1Z1jIcjZFVnb++Q81eXvPWNN6i0jnVaMp+XaKaGaSvs4oikyJENB8PyKWoNQcXx4QHhLsQfeERxgmXLzJfXKLKGrntUskAICIwhu12MplnorkcR5wwtg4P7Izq3I89ikrhAkjTqpKDowNNNNkXBxDapO8FNVZMLwcBzcDWN6XiIPggI2xJR1SznC3ZhSFc2dJYBpomQZGSl3/dSOjANjSfvvIVlNrhJxci1mR4e8irZkHSCq/NrdvOYcBciaTJPr9ZcFBk3yxWGYjDwB1zc3LIOt0gCFElmMh71aHFksqLCslxEJ3F0cMj/+X/8XxiqzsnxMWVTsYtiDNNkvd0hyTIPT+/h2Rbr5YKhP+L81RWGbXF4MGFgWrx6/oK2E3jBgL/6q78hTlN2edS/viE43t/jyck9lq8u2ezWnJye8PNPP8Uxbf7qH/6eTjephIJtDZnfLrk+vwQFOklgWSaP3z7j6HgPQ2p5+ewlddMiahgNh/zi4y/YJgWdpHI8nfH8i5fYA5smy4nChE1eIMk6i9sVA8ch8AJ2SUIjOpB70IrcydRVxWQ84mcffYxp2lzd3DIcjcjzlHvH94h2cS/vzXKSJELQ8cZbj9hutj1dcpcgSSq+p3K8v4/UdZiqztXzc8JNSBxmbBYxQ39MGscIWvyBh2ObrFcbirxG0CIp4LoWstIRxeEdDU0mCHySOKFt+i5nXZeUeY3vDehQSJICWZJJkoSb+Zz5ZoekKzRNi2gEkmixTAtV1SiqGiHAskwUHUQrIUsCXVV6R1fTAv1kbnm7Is1rOklDUXT2D/YwTIMwCjENDUlS+jhz09KDZwTceaj6grDfN+mdUTJ1UVOXfZymbXtATtO2BEEvfK/KGnHn0USR6UeOEqqmgCx6MXjT0nby3YXXIUugIGE7DqZjUhTZXUEp3cVbVTrRx1ilu1+vFyf3BedvY+L4p3/8Rx/+4TdfY371FMN0sAYzkjxCauO7DjLomoxjCp5ftxiuiz/0yYsKo8v44qYjjVOSvMQxJdzRHpXlkO1WmMEY2wuYHD3EkUNM1yWPNljBhDJakG/nJEnGdaQyHtnMRhamP2K3uMUiYro/o2sqvOkJlzchf/k3n3JwMObJ40O2m5gkyRFVzevvfwM/GGKKHY4/4PBgxPXtBn9yxP7Y5ctPnxJMxrRVQaeYFFXLLz6/wPdt2rrBcS3CTchgMiTdRjx9esnVKmE4dHn93Q9YLJZUjUIUVZw9PMa1NV6cL/EcgxaV7WZLo3oc+BWuYyC3GZpp88UvXuIZDaJtKJMd3mBIEYfIusXYaQgmUw5mHgYZigzbRGLoCKbTAfv7Y+p0h64IDLVhFQrKBlTHZbx/yMX5FYZp8OS1E07GAkMDS+0f2K5WHYczi5krUP0Zi3WIpqi0soKpC9I0Q5UVnrx1yoMHh9hyjiYyLpYl5+e3nD48YXG7QVFlDNfh9vKWbZxzMmj6BIHQaRqwPZdguk8ShpzcP2Aw9FhtEtbLHb4toWka/nCErgh0qWG1bTg8nJJ3BsPpjN16zYPHp5i6RB6uuZ3nDD0Fx5Kp84TlYovqzVANG2SFpiw5ONkjijNGI59wE6J2gu0qxDIkJHNIVGloUk1rjMnitH8wD1zitGIyUHn0+D513aC2MVEq6KqKLMsRHbimzi7JCRwTJIjzilYILENHVRQm4wAr8CnjhKrp+uZFlKJ1gqrt8Dwb+S4lgKSA1CHrNmdvvIeuypgiYmTUvD0Z8TzOScwJX1zecHM1Zxfn5MLk5bNbVqsd1/MNuqbhuxaLmxXzTYQsydRNw/7Yp6j76GCVF/gDn7yR2T864f/5v/8Dpixz8uCUMsvI86K/I1c7hOg4ObuHY+msb+cMBzYvX91gWBZ7xydossz5F5+RtQrj2Ywf/fmfk0UxYZiwWe9ou47pwZQnj2Ysb14RhQmHJ0c8e/oSz1b42x/9PZppIHcCZIlwseDFq1skWaJsBKqm8eidd5gd3YO24vLlS4qqoelgb3/MT3/+jDAu0DSF0Tjg+ZfnGJZFlcRswoQ0zVEkiev5muEoILAN8qpv9HWdhCTJNE1LmhXMZkM++skvsJSO85cXjEYBRZ5z9vCIOO51QFGckmQFsgRP3nqLItwRbnbESY4EuJ7F8cEEzdCxTJ2nz68Itwm7KCbPSwLHYJfkdMAgcPFch/l8zXaX9H5UWWbgmggkttt+11SW+2IoTjOqO9IqXUfZtAyHAXXT9LqoriPLCuaLDavlEk3Tet8k3dcAN0VVaJqGrutwHQtN02hagaIodw3OjvpOLaIpCsvVjrKqvgbbnBxN8UyNMMmxDB1Zln9l3/E/PV81Tb86/1S0dOI7ICm/lrYqyzK6qtIK0TdI/4ljmQaGrlOWJa3o9zb/qdf75fMbKRz/53//33/4w9/1WMsrVlXGxeUO0fSI89HYo4xL2tiCpuEH/+oQx7O4ucip6xLHHRJpsFymzI4POPA8sqrh4nbOq5sC1fLYbEuSTcPIDpBkG63omBzO0DuIEFwvt2yigsnMoBAFX768pKxaDiZDNMvFsUc4MnjDMft7Ax6ezvjbZ58wny/4z77zTSRV5vLlDbvbOSPTQxIVuitx/+yAJLrF9SyaqmW73qIaGrVQ2cxLJMknzmukrgezvPH4Ictwgzces0pzhLB4+fIZqik42B/z1uMHOHrNcKwj2oTJMECXZdbrW25ub6nbDsWQmK+XbNOUpKzRdYddFAMyhq6jGxplU6DIKmVak8QZsqrS1GBZOsPBiCSqaSqJMo7wfY/5MiXNIU0U4iSlakM0uc9Yn55N6MgYDE3ytKbMCzR0kpWgawWSBLtdhabZDMdaL4R1S+6dORycOLRyQZKVJFnFNgq5/2DIeM8jThIUTQah9/E5u4cYaCokm5Kj2QO6UmLgDvFMA9+1OToZM535bJOM+U3Baw/eRFJVfvbTFxRZhz2WqeoGXbd4/nLFap0hCZ0s3dFQopsuaZEzGgcIuWL/aEony/z9315we1UhySab9ZrAHXB5viFOcoo85/7pBKGp2COPNCkxTRVEQ7iIme6P2WbbHtlfZwwDC0uT8G2XcBvS2QbDYwfFgtnePnuuxReLJZ6m0nQt67Jkuj/h0d6MoW4xPTqiM3QkTUPIEsUmwTVtBqZJMPSRfJNCETSKgqwYSArcf3DC+eUViigZ5imKaSCPfCbGmHyZguHwlz/5mF1Zs4oT0gbSrMXSHBR0rm/mVEVFJyl0skJVVxiW0cvZmxZF6RUTy8WC66trsjRBkXqK7snJPd5843UGnkdb5bz95mN0GURbc3F10S/BNw3z2zmPz17jz/7sL9nFKSgamyjk8PCAJM54/70P+K/+y39Lo8pojouqOzQtBEFAnVe88dqbPH/5AvnuY05uWgJ/SCK3VBMHV1bR05y6yLBlsEydOM7QNJvp4QxVl/jJx59RSDp51///lXnK1W7J9XINQqVqYLZ3SJqGvPnmI568+4htEnEwmRCFMV3XMPR8DN0kznLSuiZMc3ZZhjcIGI1HiKaiLCumkxFNUwEdSZohqQqT2QGXV9ekRcY2TBiOx9imSrSNWVzfoKs6u02I5w6oqoY333xMGG/oAEPTmU1GmIbO5eUVHTJZWVDXHfP5hrppcRz3bndBEEUJTdveTUBNojhFkmTitMf8G7aFH/i0XUe0S+mApq0BBVnqekqyZfaAAV3HsW0MU0fTVdKkRNd72ExdN8iKjGGahFEMd9ABpN6J1bYt8/kCWYKi7GM4X/mgJKn/89V0T0JCUSUUVaEVLU3dIu52G+mknp56ByJvmpq27SEEkiyBJtGInqzaNE1PtNRUZHrATv9jOr6yUYtWEPgB08mE9XKFJClUZUMn9V1iJPkrjCNC8EsPRdJvBY7zv/3JH3/4rffu/3+0vVmPLHl+nvfEvmVE5L7UfuqcqtN9erpn6Rlu46E0tC9ECSAEwwZswLr2t5DaJkWasA37oxjwjWzTsE1K3ETO1tvp7rPVqS33yIx9D19ETcuERZGyh3FVBQQyA8jM+P/f+L3v87Ld3hNFO5arOfsgRNUUZE2nLvIWjKNIXLz7mJ4tsdpl5EWNao+JC4HNZs9wPMLqjiiLlPvrG14v2vqX1dIj8FaYbo8oqWgEGc09RtVUmqYm2CxZbHMen7iU8Z7nX63Z7nMc26BUuuiWg2Ya6IbOZNzn8vGM1198we2Nxy//yjeQZInbuxVv79ZYhoYhZehKw2gyxVvMcbsWWQ2r+3uM7hBdrvGClp6636fUgkAUJTz7xjmeF9If91h5IYIAr794g9hkHB4MOH80RSXGtnVsS2Yw6NLrdVgulsxvV6SVhGOq3K9CpCqkzFJ6rspunyA0BYblYA0PSaKAtBJR8h1zr0KsM0zbwjAt3J7LfheQpCV16qMoMm83NWEms44EsiAiiWNEsZ2APX5yBFVK32oIchlNaqjFh81WVaFIAutAQFJkDnoNZ0/O6LDj9GTGdKghxPcUScgurJlvSp5eHuBYBvs4xzR1GlHkYOyi6Tp1UTBwRO69hpMnj6mqBkWRcTsKg55JfzJkNOzibUPuVnsunj5GEGV+9KOv8DIJSTGgyJGlhs+/vGG9KxBUm3I/x5QzMrFLUkoYHYc69XBHUwxN5l//+BV38z11VbNYbXH6fW5v7gl2AUGccHx6QCMqDMZ9giinZxvtpHQfcnHeJwgikjgnzgrGdo1U+pjdIXU4RxJFhtMhXb2mPxgx6qhcLbx2Ey3Aahcxmww5mvbpGir2aICoKEhKCyQJwxjb1JFFEXvQw9QUoiRHlhVq3UUWGp5cXHJ3fUtV5Bz0GoaqQ9EdM3J1bvYZZV3zox9/QZaVxGFBU1VkWYbj2ChCw939huJBdAmCQFlVWLpGWZaAgCBJmN0B3vwWbz4nCGMMVUTVVWaHZ1yeH2F1uxRJxNOnJ+iSSJyWvL26I48TROD+5o6zy2f80f/5h8RpiSQ2hHuPw6Mp+92eD777S/zj/+y/QNElnI5BrQ0py4aO06OuCh49eYe3L75CEFsaJ4JIf3pIUZb0XBdZVajTpIXkKAKCrFGFG2zboDc5xNHhL378nLxo84Bl3dDkBXf3SzarLaos0jQ1o2GXNM148u4zvvHsMUGUMhs5+EFCUZYYmopl6WR5G48Ig4jAb7PYo9kBZVGxj3LcjkUjiFR1QxRFLURuPOTq7S1RlrPb+/RHPTRJYOsnXN+tkVWF5crDsAxkQeC9d8/Y7GNkocHQVOzuEF1TuLqeAy2plwZWa486z+n27FZ0NW1FR1XXD1RVhSD+N0KxKEpsy2DodihqCKO4rb8oCmRZaommkoRj6VR1K7BUVUGVBHRVJoxTVFUhf7CnioLY5knDmLr5OQFcQBRF8rxksWmn6mmW/a3F2d90JFnx8P38fx9fO3YEAVWR/4oQ/X8e/a7LdNJjsWrt+X/b6/qFCMf/9vf/+UdP39MJpZRdUnD10sfQdCZHXXw/IlyppBuR8aCL4/S5mVesNjmz4YSiUmhqlUfHMxxT5/bmhuXcZzicUDUVx090epMSQfHp9zW2/pzNfMd+X5ElKf2jLu7MYHYyoOdaVLlOkYjc39wwO+ky7I+4++oKoZB5dXOF63SolYTuQOfy2WNkUaQB/uRffcrA7dO3O5wcj5geuBRFwqA3BCqGoz6yoNEbDgmiktDfcXR2SH824tVXL3j/8jGSlLEJ1ghSxcHxgEYS6A57uL0B6TZnd79ns5pTNTXe3ifLBOpaRNd1Dg8mzKYGWRZTNA2VIBNnNb1+lyAOKeucNPGpKbFsi70XUuYNg2EXVVOYToYI1IR+wXadUpU1TZ7RcRzeXK+4X8QEcY7r2iR+xXK1YTQacXY2QhRLZrMxL764w9JsyFTefLnEdmwkFdYbj8mhTlVGhP4eSVBI05QkTdBNk6ZRWG/2BHGMbTXYLuiqy2YT0Osa+H6EIFYMB32yOEWRGsRGosgbFvchhmpjqBZFEZPlOVUtYhlddMXC2264urkhyFKkjogoGERRjuN22QdbTF3G1Gxs2yFKg3YqZQq4rkKShFSViGUNCEOJKIjodQ2G/WkL7ahSXEPhG++dYrgK290aS9WwDRnXVtEMAX8fEO8rNLlB6mq4kxH50seuNWzTomPkWK6AKld85+CEX318QVCJ+HdzZEGkOx4xGnYpk4DjwyMKWcOL2puLoqqs7xeIIihFwclkhF+mmI6B2RHpOwpEPraoMr+9I9psKa7mdI4n/PTuNX/800+5T1J+9vI1Kz9Gl1QUU2O/y9ltQp4+fcav/cYPmZyd8nYxJ8tz4jCio+soskiWZiiyymg05ub6houLC6q6ZLvZkBQ5qqFzenJMmSTcvHyJq2uMe0OWG4/BZMTt/B4vDHnv/Q9wrA7Pv/iSbZyhuS5+EGKaFqeHB8iNyOGwRx3vOBwMORsd8OjwjIujM85nU/wo4seffs7tasFmt8O0LBzbZrNd0+m6yKpK5u0wRIlHZ4fcvX0LsoDWUdh6Hl+9WeCtImRRJwojJEnmw/efMusNeLm4o9Prc3+zRLM6+H5EEiW4bgetgbPpiL0fsFxsydK2iF5AQVN09psdiiAw6A+py4rtZkO/30OWYe97+P6ei4sLZFkh9PekwZ733rvAHfXojmyiIGRo97m/ndPUcHp2xmdfvCIrWttLmubsk4jJdIKtG6iiRBhHrLcecZKh6QZ5UdIIoBsyH374HmHkI0oyqqqRlwWiLBGGEZqmgQyCKDCaDDENgzAIyfOCIi8AAcsy6VhWm2esa8I4buE7eQFNTVG05za1QN1U6IZOVRcUZU2cZiiaiqZpbU0GoGoyeZ6RZzl1/TAFFGTKqmzF2cMEkKaFAciKRPVgJ23ausYHcdnCCISHnGJLjm3az0JohaYgS23vWFVB3SALEpIAVV7SIFHVbRZSUUV0XYGqzeMeHZ6wWiwpqwpRElHVFtpQ5GVLkePhMvn5XPTvRjj+N7//2x+dHcrUZVv4/PKmfeI8PjyizGKqsmotu7KCO3tMEDfc3m05ORoQJxWCJHMwG2HZDvHyJbfLiNnJI/IkZdzt8Ghg4yU5pqXT1BW5v2LthYiijNvrY3Ysjk8P0FWZDJ2qEbi6WnJ8YDM5mPHy1T1kAVdXa04OHJq6wtIkDs9OcRwTRJE/+uOP6Tomo3Gf2eEY3bDQ5ILhdAQIuI6FYdmYhkocxmx2CaPZAZPZjOeff8nF+Yyyqtl4IUlWMBy42JZGbzjB6A6p84T7hcd+tSKvRTZLjyyvSdMCx1I4Ppkwm40gmiNTsct11r7A9OQEb19S5xGKWFLlCXavTx4syWqZiQNG/wDT7lDnKXm042YnY6qgSQWSJHN9G3C1SKiyrF1fgwTP85lMerxzeQjxGqs75vkrn0a1iDKZz1/7DIcuuphzcxdx2AddLlgsAixdoMoistDDcEcEpc58GVNkCVIVMuzpIOmslx4d12a/jxBpODwac7dOEBUNSaio8piFl+K6FlZ3SkdN2XoRpqGiWhaiarJZbbl6uyDPCnQRkGWivMbpdUmSjJ6W02gu7mBEne6IG4uenmJ2bOrEp0hCJLNHGBVkacZ4NmYy7lMmCY3U7k8uL44YT7rM71bIssBRv6bb62CKIWsvJYhbOJXVdRgfjNn7MZIAluOiihldW6USDB4PVX7zdMZGkJivdlSNwKDn4NomTZ4zOjnD1GXyomqzyJLIdr1HoUYQGi5OuuzTGkm3MQ0FS6ko8wJEnZvbBbG/5/52xbBj8aMvXvF/fXKFH/p8/vkb/J2PSo1iWvhRwsoLePLsPX7wH/0mZ5fPWL99wT6ICMIYx9DQFJk0LxElgdOjEW9ev+W9Z+cUSdspmZUVuq5xcnZKnMTcv3qFYWocHozYegHjgxGb+ZL9Pub977yD1e3z4vkX7Hd7egOXYB+i6xoHp48Q65rpbASFj9vrc3R8yPTwnHff/y7D8YQ03PDjH/2Uzf0KP4jQDI2OoXI/X6MbKpppEns7FLFmdjTi9vUNsqKiWQ7b1Yrr63uW6x2qKBDELcjsvWePGI263N4uGY/73Mw3dDSZIEzw45Rh10bTRI6Pp/g7n9Vq18Ja6gpJ0xAFgb0XoEkwHrpkZUXkeQzGfVRRYLsPicOYy0cHaKbGfhcQ+Tu++c1Len2XybiPtwuxbZM3b+4RRIGD01PevLomy9qIRJoVBEHI8aiLpak0ik4ShGy8HXlRYuo6aZZTNzWmofGt958QhwmKCIL4IJgEkTjJHh5dgqIoTHodDFUhiBLysqTISwQEeraJqigYqtTS1pOUvGgBdWVZUZZVWwFStuAZ27Kom9YOWxRF24VomV8Tuk1Db9fgr6mvwkN91v9/4fg3HT/vgvy3iUZdU6mqmmG3w3gyYLHYfn2eoWl/4/X9QoTj7/7e73zUG7RWpiKo0UQbRVW5Xiyg1hBSB7VRERDZ7zQkfcZicYN/v2C18yj2Cbe3C+RGpD+2OJkdMTlyuPiWTU3KchEQ7WsCP+DJB0NyGVRZQjQLZn2FqvFwDAG7UdssjdxwenDIUJ0Q7CJKQeKL23t0WeD7v/wtotxnc7/g0XuHfP75FVomkzcyQRSh6TK9nsvqZo4ut8REUZZZryNkoSGOG65vFziWSl5FBEmASIEslRiiQlJVaI7N6+dv6IoSjw6OEfKKWhR4u1+jmE4LGhFrtvsdt8tbsiKkLkv26xBNs1A0hYPjIY0QMRwLNHLOfr9lNh2g6gKqqQJtKWhZNPT7Lpvlitcvb9jtA46PZyRxiqXaiIJGXVW8894puZBzd5OjSSaCXDOZqqhaQlWF1FXB0eEMTVWgqsnyjOHEpWoynK6L2WntpU2lsV5u6Q1sbKeH74fIkkqWFiiKwairM7/ZoqsWkqDg70OKsiDwfVRNwPcDTs5mSHJOp6fw6Wf3uL0eRbWjbgIoQ1zbxO7qvJ5/hb/3+N73n3F4YaK70O9JCBKs1gt6PYfxaIK3DHEHCqUQ0+0aaDI4jowsCZiay9WLliJrKBoffnjJq5e3pGnCwayLa3bQtZLhRMeyNGSpoagD4irC6nYwLAdZlHBMg8j3MQSJYh8jWxalYRAXAnFVUkUVX77a0NW6fPZmRRZl6KKIJcmIZc6TZ0/JNZXFygNBQtQkQGC3WmM0NUeKwgeXZxRTE6NvcHjUo39kY0w6KEObQoOkzjG7BgtilmKFbQ2p/IL9aosqalS6xGQ4puuOGE5GfOPpU9ZXN9R5wZeffkaRpVR5SVmVJEkCZYVjdIiyBM/zWK6XSJLEcNInihLuF0tevH7F5bsXmB2TtMlZBjvCKOPV9RW5UJKkOVevbsirkizPEBoJsZbo6AaUsAn2LPcbhn2bw76LpYjsVktyb0/PsCjiCAmJ3miGKKl4cURaFciGzi7ckacpx+6Q+e0N3m7DYGDzxfMrOrrFD3/1e9iaymoeUAJut0NeZPSGDtOujSFINLqM1mlJfBUC6+2Grt0jTXOGJxPCvGJ5v6DvDkmznCRN0TWTLM6gqRCBKAiIwghd1xEFkY23Z73ctoKnqXj3nSd858MPmB6NWa1WPD6Z0jMNprMxi/masqkYDntYtklW50iWSXc8ZOd5JLuQ0A9Y73yCKEKRFKqiaLvAFIWKGtvqoKgKnY5OlmXt5AzaDc3ZKXmRtb1g7VTFAAAgAElEQVR4qoDttJ1nURBCA3EYY5oGmqZRFCllUaApIlUNDSJNDXVeIgrt9Lnb7XF4eMJ+57VEU6BoRCzHQlIkyqIieyCulVXV5iLrVtBVTY0g/jzTWCNKEtQ/D/O39pnWXSa2sJoH4pskiZR5/TUUQBSFhzoB4UHUtaH95utMYiuC67LteyyKmkYQEMUGSWrae3YDcZRwfzenKHLKomwfpj2oxLpuqMu2Jqe10D4MIRv46O8g4/jb//x3PzqddbBti6rMyfOG6UDm5nZH2QhsUp28UtGEHD8sEGSd+XxLvL5jvvTJ0pj72wWa3NAbTbg8O8LVar7xaIpcBGySkCBOkfMN3z4coxgWolhgGCrnHRUvzVA1nWESk4o1rmNwfOjiDMbs9gmKLPP8izsco+b8/e8hCQXLm7f0jt/j7tWXlKJBkyZkaY4A6J0Oi9Wefs+mjDZous5iFZBlOVVRslwFWIYKVAh5SF4LaJqKpOrUdUXfMfjqy7d0dIUn75wiVikSBTf3HpbtIjYlQQp5ErUCI4nYbiOa4Bq1O8OQcg4fnVHGPlbHRIrfEtUGk+NTitinqUoSOvSsBqFKcIcTwvlrvroKEaqM80djiiQgrSRUVUXUOjx+fECe5ixXOzRDp25qpgObnrRBFAWoC6Ynh1i2ja7S/j+00MQcy7ExpRRBFFGEgqubENdqcGePCDd3yLpDWaaUosphH9abCNfWEXWL/danriv8zQ4B2Ccl711Oybx7FFXh+Yslg6FLHu4QyxC52GOPZpiGwovnrwn3Ad/9pWecH3ToWRXTUQdDrlisE3pdG6vbI8tKuq6GVAa4joFK0q71NGAd8PY+YLUNMDSVDz54xNXrW5KsYDJ06fUcNLnhcKihK2BLYQvkSkI63SGCalEBB92GOEzouRZpkiBKErLhsosayixCI+bFnY89GPDp1YbogRRtqRJ5Be996xJNalgutoiK8vVvx9v6SKLAac/m1y7P8CSLXtdlNLDoj2ZY7hTdsKgoSPMMVy/x64JVptDpuYRJTbxZoUgilSwznU0wLJ3D2ZRvvn/Cyzf31MmSj5+/Js8L4iQjr2ritGidHoZBHKd4+4j5YouqSHS7Dn4QsVhu+OqrFzx+co7bs8njlJ0fk2Y5V1d31Ahkac7rN3eIZU6axF/DUQSxnVgGqwW77Q57MqXb76PJArv5C/JoTiOqJOEWRcgYD0wUq0PwQBptNJso9KnyjIFr8PrtnCBMGI76fP7VNZpl80u//B0cEzabHWnRMOy268Ns1KPXtXFdCxQdSVUJ/ZBGkFhudgwcA8qC8bhLmiTc3a0ZzcZEcUEYxViGQRQl7X4bkcXGJ80KTE2mLguWiw0bb48kCeR1zZOLC779vfc5Pp6w8WJOj0eYnQ6T8YDVcgdFhtvrYVkGSRQhSzJnZzO2K48ozdkGCZsgxt/7SA9PHOumQVEV8jxn3HORhAbL7lDVDWWeP4Bo4OzsgLqp0RQFTZaxDB0/TgniFEFq4XCa2sJ8iqomSjIkqQW4fb1ePHxmcZbRd20uL48JgoS6aYmuTQN2x0SWZJqmaeu6Hqimmqr8ldf6OUH87/IQBbHVB3+NAKyqmoaGOMm5uV3+lbzl3+b6fiHC8bd/+6OPdLni2J3xZHpInISEeYKmKYhCSceoyNIdsqoSpiUrf0u83eOgU+omY9fFnfSRRTgaHNDXh/xvf/BHvPlqyXT4GFV10Doy3VlDEUsYroOpJ1hjk6sXb6GSUTD5/GfXdPsySbxFzG1ur/Ys9/ecXoyQDBcpKvC9LV3b5O3dnHi3xzRtbNFAMATcURd7bOAHCVmQUWclg+6UfRhhWDaBl1AW8PjJBYqkEcYZWZaz2WzIi4YyV1isQ3bLkDLI+Mazp8RVhmnq7Pe3zB73KISEvNjz5HKG5cqMZy6KmlHkMaJskBUppqnR7ZkcHvYfrCxgOyYSOYomoVmtpUigJolTVNVEldqbWRgGLabb6lDltKX3aomklIRxg6iqGLoBNHR7MBxY1GVGU1VUVU2a+UTxltGsg2bozFcbVusNvW6XqgDNaPDDAFV1EQQFScpxHQlBqgmCBB0RU+0gCTKmaSGIJbKk0e11WsjC4QC7Y5AkGU7XYr2rWXsxmmawWNyh2SJhAIJsEOYRetEhT0PW/hJD69EUArLeUkJ3u4I0iejYgBpgdPoE+xjX1tB0mSSqyBKR9TKiKgRiP+Ty6SlpXhL4PpqV8/yzG8ZTA1HKUHSZrb+nESscy0EsTOqkYtYfc3t3R47E1e0ap9Nj720RVFgHW2RNxJBaq+Hnb2748ccvcEwDQ1bp6DYnF+8yzxLerBaYWgdVUSllAUlS8Ddb9Lrg2bjPOydjhInJq/srDN3kB8++yzdnJ/RUmZ23YrfyuLm/Y+jqfFsb0axTPl3es6wyGkWhg8jZ0QlffnWFJtbkQsXo9ID+ZEQhw8npMaIkkmQ5sqrQ0FDVFXHSFtzKikyWxbz//jPqRmS13KIrGv/xb/0WcRyjKiLPLp/y5mbOcrNmPJrgdPoczk7YbldopsbZ5TsYpom325KVJWIpcnR0SCXWvL695uziALvnYA8HvLx+y9bbIgoqL754zc3tHWlesPH33C+XGB2TrCxZvLlm1unw/sEMIUoxjsecfetdvvzkBXEUo1gyT58cMOl3CfcxeVERbX00QSKpMy7eu+Tu6gZZVkiKjLKo2G53pGHBzZsbPC9AM236/QHedo8sSmRNgTvto9o6luugajpXV2/xdntkRaLb7fLhh9/FMk0+++QTbKdDFKV8/LNPUBQZQWgIvJDu8ID1ZouqyaRJQlVDnOfIokS0CymqhqQscF2HIi9I0pwwihBEgX6/T17mrViiwvNWyJJEEETYdgtQiuKWSJemCaqs0pSQZzlFXrWTP0l4wKIrGIZCXZdMp0NoGhRZJc8KqNrpniiKSLJIFKUIAi2FVGoLwbMsb615eUlT1lR1gyBIZEkOTQ1CK95A5Oc8uFaYtZnDVjS2i30jNK2jtKqRJBFZbjeJZdEuXpIkIUltLkMUJWjEtif150XJQtNmFPOKIq9bwio1kiQgUD+IVRFF0WhoKMocWZIQECmKCqF5qPcAqrItWZYUEaQHqurfgXD8nd/+rz/SVJW+2eVsNgUpgqYlpmpyTUcp24mR2tqbPD8j2nl0LYG8Vjg8HNFxLGRF5mLWx5Fl/qf//U/58nbLZHxEbQ0wTRVVkfDSgn5/RFYUnPccPrl6hSCrSIrGzd1X6E6f/fyKrNa4vt0zX3g8OpugGxpBVJFGa0xd4fp2RxHMMd0+UKNqGtZwymzqkmQFke+j5is6w0PCMGmdAVmJJMLs+ARVN4jDkKxq8L09RVaQFhB5HtttQJ6XfOe77xDGBYOuRrJ8xcHJEWUtIKZrTh+fMx5a9PsuthIT7z0axSIKQ9TeAb3BgP54hKK2dt9ez6aIfWTdwp6coQtZ2weZ5wiSAqJER69I0wLykFwwKWoJxbAZOgJqHeLnImUt4rgdDFnEVnKmR1OSpMXyB6lIsl8ilDGzLohU3C4Srhcxs+NDhDJ5qI9paJQORS0h5D5mx0BVZDb7Ak1TGDmgmS6GZaHUMUWj4PZsVqs908MRjhhQNTLjgwP2YYG3DbAdi+XNDY4psvDa3+wuSJE0jbosiKOQju0QlwoVGt4uxPNj0rxElyvsZkPcOKRpjipVWL0JWRTgpyLePqHJS/w459m7p6RxxsYL6Fg6nz6/YmpXmFJCx+3RFDFF1YAAKS46EdPDE26ubgkqnfnNGtvWmC8CKkS2aw/DUBAkhZOjAZ+8uOLPP73F1FRsQ8GyLY4uL4l9n5s3dyi23eYXAcvQWK93yKLAs2OL7x3MEMYjrq7eYJo63/7Vf8B3jgY0hoG325OFe+5uVriuyXcfnbBYrnj16oY4K9BVBUGWODk74vWrG1SppmpgNDliNDlF1iQuTgfIikya5Oia1t5uBIEkKzA0FUOVCdOCd589QqgqtrsQyzT4R7/1j6nKBs1SuXh6xts3N6zXOyajHrZrMz44ZLtYYFsGj995B7ejs1ltqBCoGhgfn1AWBfcvPuf8yRlGx0G2JizmS/LgjlqyuHpzzf31LUlR4m12rBYrTEUizkreXs0ZjnqcHAyJ0oLD2YCz8zOuX70kCSNksYWvjYYu8c4nKRu8fYgqQZxVPHrymDev32JpEkHUNhFs/Yg0Sbm6WbPZ7hEFkV6/SxhGrfCoaw4HNpqmYrsOHV3h1c2C9TZA11Uc1+bDX/0lFEnk1fMvsS2NPI74y7/8DFMREESRIGxjINuNh67rbX1SkbXMgbqNZKRFSZbndEyzra4oSqIkpWnAdTokadvzKQgC89UORZLYBwmupSGKbY9hnKQkSYYiCSiKTF60tNOfQ2bKqkISBDqGTl3XHB0MEQQBS1PJ8vLregvgIZZR0NQNWV6gKG1fYllWxGlGVuRfi8Smaas4/jbAGeDfkUb89zsamofu3n972+PP30cSxBYC9O/5+r8Q4fj7v/dfffTNpxN6nT6+v0EQchzTJQkz8izFcjSyKkczFDRLYr3bUSTQGfRZbwIm3bYTSNBU/vjPv+TL2zuswQhF7rC89lEakSIKmQwmCKGIkIvMlzGCYFIVBnEsQmWiqBbhvuL557folopsQn8kMX3kkG18hudjkGX8fUx/MMTWTSxFppFqzp4cUjUh1AGaqLD1S+7vtmiiiKa4JFHMduthaCa38w138zVlEmIqMhfvzVA6Irt0j6maDCczimLP+HDCl3c37Jc+R7MRklwzOe4ynZqUmY8f7UirErkWUMuGQb+P73kcDkZYyDS5RF0o3M3vkA2BqhYRRYn76xV+ENOIDWFUsd8G2B2dNAnRZaV9wlHE2G5r/8j9DKdjopglsquzXodMJy6qJhCHASfHR+x2AY5rIclgmBp5UZJVUNYqeRJzMDsgiROSQqRpNF69uIeqtdKostQulEXNQBshVjJ5HiEpOVVRMxz3yasY3VC5n6/Y+wlhHIOgImsNWRagazq9oUpalyy8mLdvc1a3AU5e8+qLOZLcYdQZs12UCCXIks3x0SGikGI7EoKgstwEDCYumiYznydsNgXd4RB/r7LaLCiSgvPzMZIsYDgSh0cDpjMXQRYom5w3tyuc8YhOp0O0TQjepKihTFe32OUFn31yx8XjS17e37AvA5yBjazJmGWNVCt0R0OiQub+2kNTBXJLw5oecJuE7PwI1TSQ5AZVEEHV0HSV7d09WlHwxFI4Hjr8eepTKCIOFt+8PKERZYoi4i8/fsMf/tlPKdKKaddmtE8QNJdkamMPRhxMToizlLiu8Hchm/WGsdulo2tczg6JVx4kFZoqs1ze01QNVVVhdjQm4xFlVaFpBnXZoEgwX27Jswzqio9/+jFNXnAwnhLEMS/fXPPes3e5v1nw977/Az79+DNs22C79Xh19ZbHj8+YTsecn51hGAbb1QLZMOj1hphVwVA3aGiwplPcgyMWfsiffPwJflnw5L2nKJrKbuMj1wKnJ8fc3V+R1iXO2ZDr7RZDMtnfrtFqgShI2Ox81psQWdfwk5T5YsPZxQVv50tEqSHKU5oCBp0eYZFSVw2nl4/w/QA/jRlPBgz6Lsv9hioviaOEx+8+4j/4/nf5zd/4D/nTP/xTNqt12wuYVciSiq7rvHl9ReAn3NzNub9f4+0DNNMgTjKoRRa3c+7vlwy6JgfDMYm/Y73aoqsmgR8ymY05Oz9GVET8IMDuOhiuSddxSMMUP9jjdjtIEqRhiqaYNJWIJEoYps12u3tAgEuYpk1dNDS02b7DwwO2my2O00HWFFQNDE2i37UZjQYUeUFVlOiq1k6fH5YbXdfw/QBoSNOHOo2HPsSqrjF0DbEWER9oqb1uj7IoEKUGSRIerKjtNJ2mQZYFJFlEEgUMTaWoaiRZpamqNgMit9CapmlasqkgYJitjaauW1hNVVc0ZdOSX1URUW6rYcRGaMtRG5BFAVkVMQwFTZFJ4pKibCiKHFESqauHrsgayrx9XVlpMz0IDYIkIKkydVHxz/7p30GP4+/9zkcXF8ccHZpkVUqRRQB4fkWSNVi6gKG29SGarrGae/ixgN4bEgd7RmMHWTWpFId//Wc/5dNXd/RnUyRF437ro4oFUrrk6dklstCg5QF36yWbUkPQXYqiRtM1FM0gCz1+9tka1bRRVXAsifcnffw05OziEbpc4a/uGEwn9IddDK3BdUyG4yGy2GDWa0xNYh1JXN/6pGW7LkmiyGq9RzV07u48vPWaOIzRFInz8wM6jsVms0OSJUbDLklecXQ04vlXd2wXa3qzE0w5YzSb0htPEMqYxLuniPYURYWpNWjdMU3q0+vaaJYNtHnrYHGFI0FSlJR5wv2bN2RJSpUneJXLau5hKwli09IdJUlAFUscS0GsYhbbClOrkaqMznDKbuPTG/dxTPDWO4Z9gyguUKoAS6sx3AFZXpPnJXGpk8QlR2cHVFnEPtVZ+gJfvfaQyxDHEimzGKnK6JkV3Z5LU+Y0uY+Q+4S5iN3tYhAwcATu7/as9zV+LiJpBlVZEQUJqizi2BpNU3M9D9lu9qy9AFNX+eL5WyRFx3RsFnMPxPY3Ohk6SCIM9AQEgbeLin5XRSVjsStbCr1jk2Qi3sYjSHNOTs9oFB1Tl5jMBgwHLoJkIEkiP/tsgWyPMUwDoUx5OS8p85hOb0icVnz8+VvO3n2X51/ekmUFHdfB1DVscYfW6WL0Dtj4JfcLD0mRaSSFo8Mh282OYLdHc53WYqmplGVJx1SZ32/J8hJb1Xk81PhXb1aUDYiSwQ+fnpAJKsFuwc8+f82f/dmP2Cc5s57OgVxi1CL6bITecemP++SFQBVHFFHAYunRMVRMU2ZycsludU2U1Yiyzt3tPXVdUT5k+gb9LlVdohr6A+BLYLXekaQZeV7wsx//hKpKGQ775HnB27d3vPvsEde3a37l1/8+P/vJT7Fsi8V6x5vX15yen3N8Mubo9Ayno7CcL7EMjcOZi6ELaJYLkonpDLB7M8Ik45O/+DH7tOb82TewVQi9HZUgcPToEZv5kuqhp/T2boNpaezXa3RdIYsT1ruY9WqDYvZIkpjVxuP08Sl3cw+NiqbKESQJt+tQVQ2VIHFyfEAax3i7kPF4wKDnst7syJKENMm4eHrG937wA37jN/8Rf/Iv/4Tl2iMryq/hZ4aq8Ob1W3w/4PZ+zXq1ZeOFCJLEPsygKrl5O2e79Rj0Hbp9h912xz5MsE2NvR9zNBtydDRBEgTSLKPb77fkZKO1qAZhTN82UGQRL0hQFAWJhkYUMEyd1Wb/0PFbtRZSUSLLSyzD4OBozH4XYHdMJEnCMDQUVWHSd3D7Lo0gEIYJrqkRPtRwAKiKircLEASBLM8pipKi/Df5QEl8yM8//N1znbZ27d8hHmVRaoE2ikL9txByiiwjCSJ189dPB+u/RjRCa0etHuqo/r8cvxDh+D/8d7/30a9++xBNF0iTjCwW6Ng2q80SVTPIs4a8rAmSlEIAWRbpdgdotoWjW9S7lNPTM9IywXYUDo+GON0RVzdL4myHo4ms7pcMDw/44598yac/nSPXNukO/LLgky/e0Ov1aPBRDZnh8BDN7JASkzUSn/zkloGlYbtdhLrCi3K2q4CB0aHIM1TDxNUsNApcq0LTQbUHFLXEqzc3vL7eoHQ0VsENSV2TSzJxFvLu5QFPHk2oqgxV0hiZXfQG+gcOHVeiTDOmgxGqqJHEIbqlIBLh2Aq23uFkeMZqGbBd+GRpRVHLxEnM0cGYqs5RDJV9GNDpd7i8OOWLT96yWYW4fYth36YpBCTToDe1gJxgH6HpCkVRoikyA6fLwO5Spjmu6SAJKqtlyHQ4IEhj7m5XGFaDplnc3kZ42wiElCQvycuGve8zHY+Y9C0UIaMuJd68WFCXDcOpi6Er7P2cJAFdVVoSrhdR1CVplRLlOchKWyGQZ5RlQ5y2T392fkjVyDRiiqaLNFWNKhhsl3Fb9WA7qJWOVCfYVk2tVPhFzs3Vnln3gLf3b4nDnP0+oBZyqrLCdfsMezYUJat5Qxy0dhDDUljdJ7h2h6II6A5MVpsld4trBFnh9m6DqhmYeo/l3OP45IC725jVOiKqUxbJgkdPzxGpKIuUbr9HxzLpOypqU2BhIRcqktTn+npJ5YV0e2OUTodNU1EoErJYMxxaqNQ8PTomyVJEFZxjG8WqOLQMhh2TwTc/4Je/9SFPn54zNAzChUdc5vz0s1dMziY8uTigR0Mj2Pwfz79gdDzje9//Jdy+zT/5T/5TIs9nvd9x7+0YnR8jqQJhGePVJfZkxM8++5wojBEUlf64T5ZHmF0LRRXJsogn5yccjIeAyMHBlMPjQxbbHZ2+izPo8vTZuxyPJtzf3rG4X/Dm9h6pajB0lW++/y6/8YNf4d2zU/zVhk8+/4TBwZhnl495enHJ29dXTEdTJEFm0HE4dAZcf/IVddgQ+ClxvGM07uB0NYLAIyoS9vsVl0/OOZnNEEoBVdPY+D6lJOLFIaKukdc1i/sFkqhQFjWaYYEsMpqMScOwndAZDrIgktUFx0cHDHp9/O0eTVao64rvfuMZUgFhkjEYuxzNRnx4esG/+J//gP16SynWCIqIKgo8Oj9HFASenD8iLzLsjsnR8QHTgxFd124nC6stVdlgdnTG4x6GJvP8yy9phJrVNiAMY2RFxrJMHMvGtjq88/QpQeBTFgVpklI1DUnWBvk1XSfPcuIoIY5j/Ch6sOtUyIpCEidUQgN1RVHkBFFEXRX8wx/+gF9//ykvvrombx4e8DQiVzfX5HkL+mma1pIqiJClBWXZ5pXyoqKqGsqmRtFkRLHNbTzEFpFEkSIr2umgAIIgtdadpvWnqqqCLEvIkoTjWKRpRpLkSKJI07SUO4F2GllV7eSQpqEoS0SEB+HYijxJERDkdkMgyu354oPgVBUVQRRpaBfBPKtoByICD0bZVtRWdTscFQQEkQdIQfu+DU27iFYC/+yf/uIzjv/jf/+7H/3gWyNUWSALPbapgi7XvLwpcG0RXW3rBe7XFUHRod8psB0LSe9g6SJCvmd6dEKe5pgdhcHskGHX4P52QRAmOFrO3gvRRxN+8slX/MsfvwRjSFyppFnBz37yJbZtkkQhttul43YZjgekoQ+SyY9ezrENEcHok0ceu0xntQoYTgbk/opK7WIaGpqQtBNk3aERDSShYX634uZ6QcftcDv3SNICXTfxo5hH5yecnZ9gKAUdQ6TbdZEVmfHQRVFkkqxiPO4jqzKr5Y7BaECThyhGB0EUeGd2yD6vuLvbEZcKsiqz3NWcnB6QhR6K0SHZLTF7Y3796Tv85NUtib/D0mBwdE4jKmhSheu0fWzroMZU6q+/Gd2jS3RnQJKB4xg0apcy3tFxu/hRxmKd4Oo1ZnfE569C9vuUri1RZBlRBm82Eo+PTBwTNLHAC2veXu+w1ZTRZISlZERpRdpoGHJL/w3CDFUo2AUVy01BxxQJowKairIRCaKKPE7x/Zg0r9CJMK2WWFyIOjeLmPPTEbrtoikyZVHidESkIsOLK+5uV0wPp9zebgjDmJ0fk5QKcaPh9HsMHJEyz1hEOlmtUQoGhu2wWaywLYMqT9A1kfUuZL3YIkkSb68WKHoHo6Oz3oYcnhyxmO/YejF1VbBZbvjGB+fkSYLYZLg9F1FRORhb6HKFREkhORS1xP0ipIxD+n0H09DYbH0EoUESJZzBEFkWeXw6JstyBEFgNHJQNYVZT+Ci16X77Nd4+v4HXD77Nsf1Fu/ucwrF4tOXN0wPpnzwdIYtNIR5zf/yyVuGh0f82t//IXbH4D//J/8lS29HtF9zN9/w6HRKo49Ii4w0TekNp7z89GPiOAUBxsM+cRRjDwbYioTvhzx5fMSw30ERRAbTKUePzol9j4Ft0O0PeHTxASdnZ1y//JLV0uP++gqFmm7P4YMPf5lf+bXv8+ydU+bzBZ9+/JzDoxlnF+9ycv6I5fwe3TBo6oLeYMLB0QWvn/8FVCl5kbHdenQHQwY9nSCKSeOM5XLNyfkjxgdT8krAsCy85QpJs1ittsiSSF7W3N8ukITWYdTpmDQVHB+NWG0Dgp2P0++DKFFlKUfHMwY9hzAI0BUZQZJ4+q1vU+YZWRwzHrg8Pj/k8eUj/uBf/K+sFmtAQJHbOqXHl2dUdc3Z48dUDbiOyWw6YXZyxLjbZqaD7Za6rrF0DXfQxbBcvnj+AkWA+/We6KGCY+Ba6KaO63R4cnlOFLZ1GlnexiXirCAvazRVaa3Gac4+iNjsAtT/m7Y365EsT8/7fmdfY98ycq+srffp6dEMZxFNcUiREkWKpGQblq58YfhzNEwSlmhCsP0NfGnBviAB24Bt2KK4z9I93V3dtWXlnrEvJ+Lsuy9Ods8MxaEoa/i/qgwUTkYUUHHO+z7P83vuLM+aqlT20exzgFtKnlfZxF/7e+/x3pvHvLqcIAFpKZDECeeXI8I4+bGhEbgDqhV/Jc0UqiHwR0e/siwrJfWvGQclSaJmmV/UgPz7TlEUf+3Q+JePIAhoivLFtf9jM5Y/HcXxX/437+/u5QSpi4CAqZpkRUAqbdlsY0oRwixnto7JctD1jFrD5vZ6RVProgkGOSmNrkFZRHjbJaomIFmwWI7YGQy5Ol8y2Bky26y4Hi24OJ1xPZpyuDugWVeo1QzajTbrqUdZRKi2wXB4SBgJjC/m7Pd3WTsuhRex9SJk1aTbaqJ0bW43Dqfn15V3PEqwzQbBNuDifEWQQJxGtLs2X/naCQeH+3zy4Tmh59NuNLg+WzK/WTO6mdMZ9NmEa4Q0o67ZdLpdZAWWm1tEIyWLXIo4JYsz0kTkw08uUfI6g8FhFebPffZ2+5R5TBDF5IKCaVjEqy0UJYGgIBgGznyJIahkUYlt6Ohyia0ZlJmIqio46whRFBCFDFmAR2kAACAASURBVC/yOBuNublxEWnxF985ZetuCdOEmm0jCCkXr1Zoqo0qayR5jqgWGGYdRRYRipK6ZbNeOOiqTKNeY+MoGKbC3JmDYGCZLSxbp1Pr4LgB7W6LUrrri7Q0HLdCTBdCSX/Qx6rVmS1XWDUT38/p9HV2+jpKpnO8u8+TJ684O73A30boZc7Ba/uoPQur3mI1jWg1bJAFLi43JERoNYMsUwiCFaoqYNo6k0nIi+cjPvn4ilcvZvQHXWQlR5JSNB10Q0FSFOqtPje3a16+nHL+coUsFhwcW6RKzv6jIbv3api2hR+uUfWMt956k9VqhaHqpImLqoigW9x4Pla9RRgEbJMETBG9ofHG4x0UzefByQ4UPoaq4q0dClnHkDS81ZiDuk00cnm4u8dXv/E1kiBk7cxoahapDAUlk/GU9XyB/+kpX7d6KM0eL9YzvvbwbR4NB/QROerssL5d8MZX32W9XPKPvvUtvv3eV/jGe9/grd1j3PmWZ58+qxDmeUmv3aDW0JjNlwy6LU6O9nHXa3x3y8Fhn067hiIKqALMRxNOP3uGGIlkvs+nL16SqwKCoPD40SOyPGN3r8/8/BU7e3t8+OEnvPHGYwY7PW5enbJeLmm1m2xmDkEc8uff/Q4ff/aUs8mE719cILRrlCrMljdIqc8b9w6pGU0aNZP9vT1WzooXz68ZjSbUajZRFJJEkCOgmApWvcH19YwwjFnN15R5zng6IvIDFEmu1NQiByknkkqmsxVSKaCbJonvkScl3/v0OYUIv/grf4+aruDFOT948jFT3yEuc2r1OicnJ/za3/9lPvze97m+uSbw3Kr/0TaJ45Dbq2vKvGBvd5/r2xH1mkmepyxWG3Srye14hSAoiHJFVtNUjcnNiNHlDa9Oz1mt1oRBSJpWmcESKPKSNM1J0hRV1apeRVWhFEpKoQBy8jyhpORgZ4cwCFhtt9UWVZDYTG6od1tY3RrtpgGCwNbbVpjxPEOSZMri805EEV3TK6UvLwABWZWQJdAUqepnzCtoDXlBklT2eUGqbM+iKCNJAmWZI0lilecucpIkuYPg3JF8BRAlgEpxzPIqt1J1PWqIQtVzVZZQa9SwGiZhlJAXFf20yAqEsqLnlcLdDVkUSJKMEgFREJHlaiH1OWQHqgxjSbW8/DznUQKfA13L/G/Hqvp7v/s77+80dYosQpUFRNUkLhTqes7KqTKrq23B5TREKnx6DZGihPNbl2a3i6LXyJExDI0yjZGyAEGWQZRYzB0O7h3y6sqh3tllNPMYjVfc3i6ZTGYc7VX9co2mhWmbJJspUuGjqCqt/pAwThmPV+zuDVguVliGiOdFyLJIzZKRzRZrx+fFi2sWMweyCK3eZbFYM5ksSaOYIi8Y7LT50tv3aPePeP7ZZxRhSKfb4Pp6wmSy5uXLEXbNYrtYEicZpqlzcDBAUCzG5+eoSgn+lDxYIkgypWTy3Q9PyZQWtZ0jOt06wXbNveMdsnBDkaVodhNRkvGXI2aZSBCl6IbGeJ5QszWizRzNtFHEnFr/kCyNSaQ2eexR5CVF6rPeZpy9uGSx2GLUbf6fP37OxnEhSVAtkygXOb9ao9dMNE1lHcloZUTTLNHFFE1IKUWVNPIRy5R2U2UaaAiizHgSECstNLuFKldkd89xSLU+miKwjUWGjZzVOgRK/KikO+ghmSab9QZF04gz6NkC3VqOIKrsHQ558tkNp69uWG8DxDJnb3+HertFs2WzXW2pNWykMud2NKdIU1TDICsV1MTBlCOU5h7b1ZLnp1M+evKSy7MrOu0aIiCpCm09xdJVLE2g0WxwdjXnxek116MlaZJx2BFIRZ3DowGPXjuu1H13hiiq3H90D9cNsE2FcDWnrkaozX1ubld0hzu4bkAQ+Ki6Rq1Z58HJDpKq8ODBLhIliizgbFx0VcbQDebjOe1Og9nc4c3He3z74Q4gMlmOeV2LqCkyRehyNh4zXyw4e3HJ2zsKXdvgfOXzn7x5zE7HQNB0DvcOCTbnvPuNX2AxueWrv/ArvPPuV/jZb/wsu3vHBKsbnn/6WbW0EgTa3RaNVp3VbEGr3+HgYMh6taHMc/qHxxzv1lElEJKE+XLDx588Ryp9SF0+/uglaV6SU3D/zbfwvYjDe0dcnj5hZ++Yj777HR6+/S69fp/bi1NWswntTrOigSYx3//T7/D00w+Y3V5zfnqObpogKywvL4iTmIf397BsHbtus3d0gruecfXilPFoilUziQIf0oRcEDEtnU6vw+3tDNcLKutpnnBxOcYPIiRVR9MkojBCKkqCOKmGwSzDNDR836dIA54/e4UsifzDf/BtrJrB1s/57ONPmS/WZFlGs1nnwaMTvv3Lv8KnH33Ey9MLAtcjihNazUqoefXqGlUo2NkbcD1aYDbqFEnKZrXGbta5Gc+/+N7MshzdNLi9mXJ1O+fy4obVeovnBT82uBVFWUFs8uyLYdE2DGRZIi/KShnMMgRB4Givx9YL2Gx9iqJAVWQmiw39vT6NRg1LUyiKEj+MsQydNKvcMT+aj9d/AkDG0DTiNP2x17I8RxCqPsbyrnv4L5+iqNwL/3+7GS3ToF6zCMP4J/6dv6ld9m9yfjqD4+/+1vu7R12CqCSOYlRVxKjraLUa41nA2g2xGhqSCoaRk2YpEjL39w84fz6m1rSpdQxenL1CkzQSL6XXtTDrFpkLcioh6gLXqzXNWgtZlpHrdeSmimpK9Kw6SiAwmSxxnS3D/pDF+ZjI91BEmUG7g+u5hEWEF3jUWx3GVw6JU2BYFq1mDaMGqi7y5LMJk2WO2WzgJx6BF9NqtJlcT8jikmefnLLX3WWwc8TCSdj4Ie1OnUarQafbADHDcTw67T4IKbebOYf7XZSywGg2OL+e461SbhYh222O52Zsli5608I0Jcosg6KoimBRiOIcs9HgajxD1hT6dZOm3OFqNMFLQpzFFgMFsZBw3Yj9gyPAIoxD9IZIIme0Djt85wdX3IyXoEmUkoouQa1e0Go1EMoaCAk7uyZRKFAWAoYtMx07SILI9cWaHIunn0zxwgLZqDpypuuAfnef2+tbvDDg6uWY8cyj1WkgqgWuv2aw08GwCzrdFmVRkGYJAhbXFw7H97r4TsbJgxZC6eNtVghiQqvTZ+1EdOo6q5sNoR+z8XzOrqd4nk+7ZSCbAtvQw+rIlHLBzs4eti0hqxpeWFKKCrt7B4SehCDIaEZlpwtCD1XRCMOYwMt5dXpNmsqkRYasSCiqRLOv0zBqCGGIKacouo0X+SDkuK5Pq10nL3z6gzphWNCsdWnWS4o4o9s2eOv1A3ZaHZpqRlcv6KgFspyiLEP2u3uMwoAyM6hrDZ7+4CnR1RTX9dnda/Dwy68zDRzksuSwt4MsCKhjh2d/8R3KpsFis8ZsN3ENnT9+9ik9u8G79x+yWq34/mfPyDSN1994HWfjkIcBu+02H/75n/Gv/5ff51//b39AUmbkYklKQbfXJPQ9fv6bP8f9g2Mi12c2mbHZ+CiazHy5IslKsrxktlwRphmFpPC9px8jFGAoKr1+j6cvPmO7XuE5ay6vLnl1fYuzDRkOdljNFsSuh+O73Lt3D8XUSUWBUpdZJRGepGA2GuwOh5SCxGq9xNtuuLm+4fp2hutsefn0BZKi4fox9UaD1XpFmuf4YUSr3SbwPA72j4i8iMj3KAWQDBW7bkGeMxzsoKgKzXYDZ+1wtH+IG0V4UcTjtx+wXs9Iy5CCkl/9jV/lP/3VX8KZOjz76AmT2QI3ibBUleN2h6996U0kJUHSSqIypn28i25XMJ2rixtazRbdbhfXdbFrFgd7O9zezFgsU5xtgKYaBL6LbZpQVj1RoR+QJxlJlmDZJnlZEqdpRRUU7rJ4aYZhGJR5QRzFBGFESY4ogaorFGWOIomYikoapQRxSl5AIcjcTh26O3VuR2t6nS6fPHtWbV3vgDGf9zxVOcc722hZoCoqqq5iWSZpHKLICkmcIUkVerwsqqFMVgTyvHq9KKhAOUWJJIskcVJlhuIUWZaRBAlZloAq5yhQ4co/t6ZWoJpqCC1KQCjJigxZq76fBbGgyHOEslIMBVGs6jnuCDx5VgF6VFWpSpaz/M5WWzFTyxI0TUVAIE1+eOMXxEqh/NsaHH/3X/z2+8eHfSaOQBSkSIpFtyFCmTNbpYzmGYKsoMoie93qwcdUCvYODzi7XCLKMnvDJk8/fYVhGeRJwKCtYDdayHf4vLIomK8cGoaIpasYRmWHFwQBTauu6aw2bDYuvb0jFtMVSzfFMjVqlkoWxyw3Cb6fUGs2uB5tKREwTYN+r0nNUtEUkSdPZ4wXLv1+iyJNWG4iOoMWVxdjtlufqxcv2b+3y+5ej9XaY+O4WPUWDVtlf6+JSkiYQLvXIgpCNs6KdsuiowfUWm1WizX+dsPZbcjS8YijkO02oF7TkXUbMXYos4j6zj2CMMUPUlqDXUazLbYSY9b7mDWLzeSCPK/UStsQSIINXpixfzBEMWyiOEfIfKTcZ2d/wHc/GnM1dVE1DUQJU1PRbJOTHkRFxRQ4Hij4iYiuiKhyyXhVoqlwM/JwywZPTtdEiYQigG7orLYhOwf7XF+NyeOEV+cTblfQbtepiRtmi4RG06LbEKh1e5RFilhkSLrN9e2c+/eGhFHE0W4NuQgJthssU0GrNVmuqu+Y+cyBJGG29llOl6w3Pt1eC83Q8L0A1TJR85S9gyG7jZBSrTPdlJS5wHCnTXrX7WvKFR0q9nxko44Xl8wWLmenNwiiQJpmWIaOIAr0uxZmvUURbVAKH0OTKGIXXcmYrBL6nRpa6bMzbLF2M+rdPjtN2HoZR92CN95+XJXIFz5NS6JrVRUyYrKmMxhwM14jSyJao8dHHz1nvd6SJDkPhju8fTxgvl2Bn7Df0JBEAXe95MmzzxDtJl6UstdVCdUOf/zBS6zBLm/d22W2CXj67DMiLF5/7Uu4gUsaB9wfdnn63f+T//l//QP+4Pf/D/KsRJVFBEmi267hBTE/9+2fY2/YJIsTNiuH5WKNpopVhYkoQZYyW26I4hQo+P4Hz0mynE7dpNtr8eyz56yXK7zllPOzG85fvcR1Q46OdlndnuHFkMQhR0eHqEaDKBWwdaqu3hI0XaXe20fIM3x3i+/6XN4uuDm/xfMCnn76HFuVWLsB7brJcrmhzDLcMKXdbRBsfXq7+0RxjLf1vugo7HSaIAgcHuwi5wntpsVyG3FyvEsYRiRxzOM377GcrSFLiZKM3/gnv8kv/qNfZbIMePX8OaPbEVGcoGkqO/0277z3HrapkOcpeZaxuzekZem4rsfl5Zh+t0G312Sx9jAsncODIbfjFav1lvVqi66IuGFEw7YQKDFE8KIYP6yAM5ZpUBTlX00LVdUvaiXiJKn6EstK0SsB0zSQNaX6bHdwtiIrGM0ddoddLq4m7Ay7fPrsEiiJ7hRASZJ+bKj70aFRV1Xqd12Xnw+tRVGgyvLdorK8q8PKUeSfXI3x1ymS/75T3LlpfvT3/8ecH33vf9X56dRx/N5vvS+JMZoqE8ZbUjElJadUbC5HayRZQVYEIlfgwfEDSHWmt1uEWEPRVabbiNlmwwcfXXB5scI06jRqHV69eEmr06GUY+7fb7JZr5A0g9lozs5gn8FOF9ePWM6WZHGOvbtHgoBkqljDPsvQ58NPnmEYFv1+j7pp0O12MUyLohDRjCbLyYp0vcJUJC4vl6SJyaC9Q91SMCyNKIODkz47hz0m8yVeHKKaFqG/5cFxA5EUUZK4Hc/ISolXt3PWkwQEncnyipPdHfIipNBU7FqLIC0ZDI/RNY3B4RCdjHpLQiIlywS8TVhBaDSD0Au5PLsmiTM0TcZzt0RZhFrTKcoMVTFwVxmhn1IKKse799iuXFpGndT1aNYN6i2L569mFBIcH+1jmzaylNLrGLSbTeIoQig13E1Eu2OzWDosZimDnRb1hoJhGqRZhh9HpJmEqgkUYsTz5wtEQcRqZCxXLu48Jy+g027hu1sEodpUFUmKkEkoCJwcHuBvfEQhY2+vSRJoNG3otDUcZ8ag3yUrYjrDHh9+PMHbplj1EquhkosZD956jB9HjG6ntDoNJN3n3oMdkqCA3KdR1zFMlSRKefKDax49PkFRc97+8g6qBuPJiOPjI5zVhihI0PUarpMiCAqlCGmikiUZqqiymPiookYUOoRxiKoKdDsdut0evueSFR6FILDZZlzcLBgMNbKsJE5cwjTkoz+75FtvHfDBD55RlBYXoymzW4em3Sa3bMpCozRkrkY3eIFPq9vmnQf7tHZqnM0vicKYLAj5v3//f+ezT56AJeGLIoIi46YZr5YL3vvaN0ljn3qvw2fPXvFvP/sEq93k57/+LZaX11y+eMaz01eMnRXn8ZL3vvW1CqYShWiKRhSGFGnGZLQgDiOmkxnTxZrD+w/wVgF5InJzMyEMA4I4oNPrsNnOybIC3dLJAW/rVp1SiCy3Hhs/qWhjRcGzs1ckgshOfwehlHn14hX7vSF1s0YYhjSbTVRJoths0bKE0e0leR4iSwJJlCBLAnWrSbPdY7l1sVstpvMFUZqR5jlh5FMWGTWjgVpKWLbBwckBRk3FdT3KrMALQ2RFpV63GY0n+HfdXZfPz9GLjGzr0arX6A86DAZ1Bm0NNhuC1Yr/93sf40QJvWaHvBTIhYJ+v83p8yc0G3ViAep2kzwpmI4mOM6WLC+J46oLKgx81kuP/mCAF7pEWUC308LQdAxdw91uybOco+Nj5qslpQBxllIKIpKsfNETUeYV3bXIctK4Uu7yokCUKjUwSSqHQSkJNJt1Br0+cRizu7dHo1NHNkXeevM15osx16MRSAJFwR0hsxqmxDtFThAkVEW9o6yVyJKErql3CqJEHKVIIsiy8IWKJ8olkiSRxhllAaIok951hcmyiCzJVbeVKEIhkKVJ1ecoVTUcoiB+YUvlrn5DMariZVESqDdsVL2q7cizAiEXKNICRVEphIJCKKsc493NUpFliqJaYgqAolbwgjyvcpSyIlfb3c/lRyqyq1AKlEX5tzI4/sv/9rffjzMRVTcIg4QiCTGUlNIa8uKyomkqhk4WJxyd7DHxVG4nITUDSklnudjgrFx+8PEp1zczTLtOvV7j2ZNz+sMOQurxzmsHOPMJyDrz6YqDwwH9fgsviJnP1qSlRnenQ5BpyJKAXa+x9AU++eBTTMOg2d/HMDQO91pQlliGgGYYTGcbQmeKYtR4cT4ny0p6+/voioCsyMhCwYOH+3S7TbaOh+/6qKpKFEQMh21KQUAWSmaLDXEucnaxYLncIsoyo5sZ3W4TKXUQ9SZmrUaJRH3nHnkBg6NjVLHA0LiTiwt8z0dQdGRFJ1pe8PLVjDQJKeIAIdmQ+BsyZHQlx6w1uFmDJUUEhUF/OCDyNljNNjIxRrNPbecep6dTUkQe3uvTaTXQxRxDlzkeGiy8Ak3TWS+2tPp95qMlk7mH2uhViqymIysSm01ULX5lmVIUePlqhCAI7DVTxlMXP8yJ4wKjbhP4EaqmMGiCqkqURYYsFgz295GTFaYU0t47oogTNE3CVlLEMqEx2EfIQoZ7Q558doEfxrQsHYESETh58y22rs/tzZRu06BE5K037+EnBXkWoxk2omKQxDmffXrOm28cgqjw7pdfRxQlbkcLjh8esl5tyNMU3TRwNx6CoqDIMmWekZcCkmoxnawRNZMi2lBkMbIsYlgWg4MjnOUKPV8jSRKbSOX2/IZe18YLYpJcYLkO+fTZFb/xtTf5Nx+ck4kG1yOH1cJFNmxUs46ugCApnL+6JEtiBp0Gj+/tM+zWOZ2smcc+sijyP/1ff8qz0QW5WBAVCkUp4qQiZ6MlX//Gu6QxKO09Tl/d8NFf/DmtTo2/87WfZTG7YnT2jFenF4zmawJnzlf/zms4axcviKlbBnkUEiQFN+MZie+zWjncjhec3D/AdwPSLOf28pYkitgECfVm4+71lHrdIslytm6ILFe52rXjEac5YRiTpQlPn50ilFWtmiLD85eXdFomitkmjiPs3j6KbpCEHkUSsF6tSaMIZIU8jMgRaLabDHpNJjOHdqfJ0nEp7hZxUZQg5DmmbaLIYNsG948HNNp15vM1SZqRRDGGrtBqWtzeLnBcH8PUub6eoEgijuPTbtcZ7g1oD3rs7tiEwYbQd/ijP/wzgiih3bQpiwJBkjkYmDz9+AmNpkWZZTRbNoEbcHUzYeP5UBbEcY6pKXheSBCGHO33WC4dsrygP+hiWQZ23WbtuKQIHB0OcdYbsqIgTX+YJ5SlKhtY/IgamBc/rgQWZQW/qYBoJf12jZ2DPUIv5OBgh067jqIqvP5wj8XC4fRs9IXlNozju+v+cBATEL6orBAEAV1Tq1dFAVmWiJPkriK4vLu3il8ojn9Zjfz86JpKXhToqvo3zDhKqLJcXRuoWWYVC5ElsiyrlrD/gaeKkPwQ6vNXKaOfn5/K4Pg//I+/8/5Xv9wkSxK+9DP30ZoCy82aubPCCzJUyaDdrBMGIXJhEYcSulbj5MFDxpMVZr3B9c0aRdaxrQaun7N0XDo7Q54/v6YIE/YHTVbLLSoaWy9nOlsyG69RswDPdbmYe1w8v8adLggXHnVdw5mu0EoZTSgZjy7p9hpkskgcutgNk5c3E26nc0RDw3ETckUnijPkPKRX0zEUkf3dNqqgYds6hgFZJpNkCVGwQjdk/I1H026QZSWNeh9dqSEkJd1el/VqSSmX+IFP6mVMpw5pqJCh8uTDZ5x0Wuh1DYGMum1SIBMFGdPRnCLL0XUL0zDZOdylJKHd7NCq1Tk+aGJYIs4mwZYbtBot4sAnSnLWqxULZ8F269C0LPZ2d2i0bFoNFVMRcJZXHB3UsZsqYSjRqMssVisuz73qgb1IsE2DohTw3CWqqlBvmMiKgqiI5EVOu6uyM9jD2waISsLe8JgilihFECWFnJTDk10gQ1FUNjOfXn0XXVaI4xXdroYq2VyfOdy/X8e086rPUmugWQprf0lRysQpNFoaR293ae6bzJdTtl6CbukMBwbLxRzL0jg6GNLryIhE1E2RLIqo1ep4mwVlsWB3r4WqWEwnGzrdAfO5g+OEbByXNBUYjWe0WhZHhz1qpsTuQZta00KQSrIsw9k6dFodtluPsihRVRm7phBFIe1GB0VWsWwVb+OTFRFpLpBnJaWZkzZlIiWn1ayhdIeEhUS4DBFLgbRWEDsBwfWEN945pvl6i8tgzWw2p1NrsJ475GHC89UUJwlZ3W64Go9xlmtkyWC92nLvwSGryOMHP3iC3LJ5bf+QD/7kOzw9PydWCkabBaUs8M0332H06prX33gdN/I5efgay8WKx48e8ne/9U2yPOf07Iw4SQmThDdee4PlckmjVUc1FLqDHg8ePEAQc15//Ihf/8f/kOHODm89eMgv//Iv8ZUvv8PRyQmZBO1WC0Eq2QYRa99lNp3juR62XePF2QVuEPD85VPqdZPIc/G2HqPpmFKGJA4o45BurcVuf8B2EzKeLXCDqILcyBIiMGx30VW1Cp1nGZfXI7rdBrah07BMxqMpqlQFwB3HQVN1krwgFwUO33mI3W0xHo2wuza9VpO9wS6PHrxOV61x9vwFr6Yzavd3sVo6naaOIgk8fHzC008/otW2yOMMQ9bQ1coGa+ga3tZju/HJ8oxOq0XghxiGzdXNFUYdTFtEFAqKBCaTKWVZcHhwSBTHuJ5HEEYgCGR5gSRKWJaNpmrEYYQAZGml6uVFiUCJWdMpyZBlmSIvQZLQdJN6vUEUhkiyxNKZYNdERlcTNo6DIIvVtjXKyNJqSynLyh2FDbK8ILuzopZUAKU8SxCourBEUcQwVNIsJUkL6rZNUeZUDVXlnUooQFEiSlXX4ufzWZplFFk1vEl3FLzKnlrVd0iSjGGa1Ft1DEunP+yTJlUNUBjH5Am0W21kWSOKkiqTKJQgVoohBciS8kX28vMISFmCrmukSQYCGIZe0WQ/d7hKwp0Vqfr3eP/9n/7g+N//q3/x/juP+2RRwjtv7bK/2+DiasNiumbtxJgNm2FXIQ4SUskiCFLMZoPX3nzE2dmYWr3F/GaEpCrUDY3lNmC58tjd7/PJRy+JcpHDboeRmyJKVRfb5e0SZ+NRJAmR6zNdrnh5eo2zcvC8iFrDYj2dIZvVQ8fsdsSgZ2PqICQbNFXh2emEyXSNoFp4foRMSZCKNNQM05AZNkta/T5pqaAoUqUqKzJxUT0kFyVsHY9+v0mBgNLYRdIMCkFmr28xXXlYloEXFSjJgu02ZOJpZHnJZ08vOBw2sOot1HzFcLdXeYkpOL9aIRcBtbqNaSjsn5wgREu05i5Go0ur10MQq4Ju3bTRDAvPTzBUEW+7ZTYZI6UuWRJh9w5o2AJ7TagZAhevxtzbEdE0AZ8GJwOZxXzFy8slUlFQSjJ1U0KQVUg8bCXBMhQEzUJQq0XrsGfSabehyKEs6Az6JFlOVpTolnln7e1iqxmyqjOdB9R6+6BYZN4Mo96mlE3Orua8+7iDIqSVtb0xoEhcEt8hTCRyQUY3dR496LF7OMS/fYobFBi6zE7PYj7bIkkyBwd9joYWBltsS6OIPZq9AXIyIy8EBv0+hlVnOp3T7dZx11u2YYK33uCFCVejGXbNZHfYRdM19g8H1GoWWV7gBbANUtq7x8SBS56XSEWCIkMShVjNLkathm7qFKGDkiyqHDUiHpDlUEoyrbqGWbPIJZNgu0YSBbIC4jDkZjTn4aNj6rttzjZbxs4KtbXDYnpLNw/4/rXLfCOQBi7n1ytWszWiorKYLXnw4D7hdszLTz5BrdU5uf+QP/ujf8PzZ6eESY6znlFmCY++9B7XV2PefPdLJOGW1x8fMpquuf/6Y77+jZ8hyuDF0xdsvZDED3n0zrvcTpe0201MTaI/6HLy2iOkIufR4wf8yq//GicHde6/9hp/fpE7fwAAIABJREFU/x/8Al//5te5d+8EIfPQaw0URSQIElzXZ7pYs1l5WLrC2dktRRrz8sUZrYZB5DlMZ2vGowUiBWGckYUhrXaD4X6/qs66meKHCaEXIJYFsgj9bhMBgTArENKUi9sZvU4DQ1Oo1ywmsw2KVvUJb90ASRSJs5ysKHj9nbdo1OtcXI/odVv0O3Wa/X0ePT5BVtucPfuYq6sR/b19mnWDRs1AlGXunRzx8QefYjYbVY+npWPoKqJiopsmnufj+SFJllPr9thut1iGzsvzEU2zUu6KPCdKM2azFVGcsLs7IMoq9TXLf5gVFKiGNkmqiKbw7ypkmqqQ53f5xzRFlkRM08SsNXC3W0RRZDZbI4oiq8kcZ+NV5PMw+mIAhGoZWXX+Vq/8EIQjkd/VbpRlSRQnKLKMosikWY4kitRtkzipbLQ/6Xx+verz/fVHV1UalompyvT6HeI4+cJBVBYF3bqFWbPw/OA/5BaF+iNqqCxXtSI/6b38dBTH/+633j/e19nfOUI3TS7OJkiZTrPZwGpUAIgsBE1sM7nxqdc6lJg8P7thuYioWRbr7QZVVZlO1oSZS1kWLBcriiRj6/vcTiPOX60JkhTHdWnUTI4HA+7dP+Fm6dDZHdLuNpBVBdW0iMkoVIVCyKi3bOqNBh27ixskTG9vEVSJbZoQhl4FO+kMUDQJ1cixOiZemjK/XaIB0daDVMRUbFajDZ2Gzu7+IeuNi200WK2W5GWBYZv8+Xd+gK5K9HYaHOz3Wc4cjo52SbOYxXJJKejMHZfQiWjYbfwsJssVvEVK5Ec07AYn9+7hei5xHKFoIs1ulyQvEIKEyFmhWSVBHDG6WSJFGYZsIckxqilSliJu7mI3a2iZTJkX5FnG+HpEFgYYekmzY4Chcn51C0JOmshsVgUH+10kFRzHQ1FUxDJFVyQoC0RZooxjBvtDbm982raIoGmcv1iSxSVeuqHbarJYrMmLFF0rGQ4GzKdLTKXFYu6CGBIkS2qNDpcXIa2egiQESEoOok4SCGgqqKqI62dYTZlUyIjjBS3bJMszSkkiCUtUZJzNAtPS0S2o2SJiJmKbDRbzBc22gkCMrMggNPjjf/sMzZB5+eKKNE9ZzH1KBOI8IckLel2dlq3QadqE+RrHW6CqAq22SZFDHKe0O02iMEGSNARBYLXcIAg6SZDgrl1urjaIso4bxTheyvl0Tm/QItvOsBUJsd1mnYo4bs7W3/Jf/me/znblcrVdcO+dPU5vzzkcHtEzO9y8uOLy7BX1zODl9TW61WW19dESkS/tPybVa+w/vE/bNiiKAl8sEFSRKElxQo/RZMLFfIxatyAsma83zNZL7u8d4Y6mCLFAliX8zDe+xu3ohhcvz1itt/zmb/5jbFPHNES++pV3yLKE0WSGuw0Zj2asllt+6etfo6MbnJ4+p9msoQrgOSuu5zOury/Z+B7f/va3ISsogpT5akWhSWzigFwAN/LQajq6qTFZLIhKCIgIkoidTpNhq4ZSljx/ecsyTNg5OqYoC9yNi0BlhTRMC0XT0VWNYLuhZ9dxFism4wmvXl5TSgqddofbm2s0VUM3DJKkevgS0pKT3g6DWo1379/HXS9w12se7xzgeT6hWPLs4pLxzZybFyPcuQNlgaZUuRdZ1Og0e7zx5nsYVNbuN958na9942eQRA1ntWTurCkRWK43NFsWjx4fQZmw091BllTWG7eiwrk+m+2WNMtIohRJlCjyAoFqaRF6FQRHEivriCiJlbqgiDQ7dZKk6kIrsxJJkvG3PkWR4m5dVssloiAgSwUbxydJM6I4RUCsbghlNeiJcjXAVbnCkjyvVLmiKCnKAkmuwDLVnyUQBJI0Q1IEoiTHqMkgqGRpSoFEnuZod5tgqRBAEMnSnLL4vIy4GhTLslJMiyKvUPaqUiHNgwDKCrTmbT00XUWrmSRhXhVOGwqCVIJUDdkIAoosUmQlRVaQp9kXocUqY1mQpQWCKCAIkCY5ZVn+eOajLL9QX/82Bsff+93ffv9o2OTkwEbXVT596WDbMvtdEbNm0rQF1uuEQjUZj5bYDRtDUzh9fsl6sUHRVdytRyHJjKcrkjhDyFJGkzV5XuB7AVdLj8vzG5K8wF1vseo23U6D48M+8/ma7t4hw14Nw1AxTJ0sCJFVhSyKsW2dbq9Jp1PH82MurucoYsHaK4hdn0bTptWsIcgKtilVfaFxwdVoTZblGPkCP8yxajab5ZpGs8bOoI3jhtQsjcl0DXlGp6Hywfc+wTRV9oYtet0668WGg4MeSZwwmkUUCLh+TOz56M0eaRSiqAobN2Wy9FE1k6OjHYrQYeoK2EqGYjUpRRWxiIi3c1SzDpS4s2uEIkUSBWxDoggXKFJJKapEpYYuF2h2C0EQ8eZXpElOu1Y98NZaXcZXtwiSwMwV2Hgh90/2sZSI21VO3daQsgBNAUnIECnxc5WHD3a5ulnTNWNUu8Unz0cIgkTm+wwGbRYzB4kSy4Rut427nBPQZL4I0AqHPM+xu3u8OJ2x26+hlAGaWYciR5IV8sSnLHLmnoBtWQhpglIEtPUAVcxJBJ0sKUhEjdVyS7+W07VSDKOq7TDb+0TOjJYtIBQpIRa6JvJHf/IDRODZ6Q1lnnM7XRFnxR28KmfQsGh1W7SaNsHWxV0u0ZSC/WZKQ0uQihClsYczn6CaNVBsUs+hFGXk0me1jTm/9siVOms/J/BjbsYO7W6L3N/StgpKa5c08Ng6Hpug4J/+03/GertlPZvy1hvHnD4/Y2/Y5V6rzmevbllOXzHUa3x4ucRs1NlsQoSy4O3HXXLJ5MFb72HaKnEhEyQ5qpizDQK2XsR6dMNoNME0NOI0Z7Zw2C5XPHq4w3S6rABheclXvv4tRre3XL98ztrZ8hv/xX+O3e5TN0u+/DOV62cymeN5IdPJhK3r8ZVvfhNdFjh7foZlqzRMkcVixWyx5ur8EjeI+flvf4soycnzlMl0iSLLRHFCXorkgYvdsLENmentDAGqQTqM6PXb7A1MBFni+dNL/K3Hwf0TECQC3wNJIkwydMPArFnULZ2tH9GydOaLNavlhmcvr5EF2B22uR4t0FQFu1Grhrq46mrt7x/Qa1t86Z37zBcOnrPl8KBNGgcoqsyzp+esZnPOLm6ZzdfkiFhCWqXWZQW7OeDR2++hqzKyBPdef5t3v/JlLK1gs1gxnVautdXKodlqcPDgIWmWMNwfIko6q9WKsijx/aCaBYri31HB0iz7iZAagF7DxgtjDE0DBHRVZbP1IQ5wvZDVakOa54iigOMGeFFyRyoXyO7I319Qv6mcOT/6Dj6/jwg/8nNZ8sP3elf5YWgVm+DzjkRREH9sAP7cvfM3OWVZEsYJgiiR5gWuFyAgYJsGXhjhhxGKXIFwtLsB9m9yfsxCe/c5ftL56QyO/+p33n/rrQ5yoXB7dUvoFNQEi52+id6O8cOMYfsES2kRJwrdZoenpze8urxBEnUODnrkQsbteES/t4Mol2RBQZpk1Ns6i03AeB7hJlWthBdmOG7AarVhNplwNDygpmg05Grr2tK7tOw2ZZZzvNNFt0SuFgvW64DxbEGr3qLRsDGbMhoWvudTRFv2eg0kUkLHp1PvoaoGet0mzOD0fMxo6lCzVbrNJpfjEV4M07FLkqfM1j6+l1Io0GwIGEpKp1ZHlQtMUyLJc3IhRzNFht0esqaz8gJ8d8P4dk2UAnGCJApsA5/+cMjB3hBFl9hsEy5eXSHnGfdPDlls18wXMUUuIsgCn724QrZyuoMaa8fj3mEfQ9PxvBzH3+C4LoIsk6YJRk1HbZroukyzaTOfrxiPC9I4Z2doc3kxZ+eghu/61HQDXdcJ/YRwm6NqGmWeM535RFFGzWqiKgZrZ4VmSviBx73jffb3++R5wnQ6IokknFXK4NCkNtAYz+DyQiLOCu7dt3C3Dst1RHfQw90sUNUCpApy4IcBlq1jGQaL8ZqG3SJLCmazDbqu0+52mYwiDFNGFEOEUubiRcrktkCRFQxTpRALkjxBkAQ8r/pPn2Ux7UafZqeLWdMZ7LTZOgnTmw1J7NHp2WiqRegmFHmGUKpYVv2OCpkTRwlZGhPHBRu34PZqQxpLzGYekiHQ3++w2m6pm0NGVzcc3DvCz0yKQMYQukitId2aQc/x+e5ffICx00Qm4w3T5smTMc/nMzb+BrHd5vuXF+SlSb93yIOjY+ZZSqypqN0uf/6Hf0LibWk0m+y2d3jyvU9AlLicjKk1VSI/B1FksV4x3N/DNC3+8I//jESA8WJNnmX88s//IucXF1xeXNNptdnr93jv9cf86Z/8BbVGk0+fPq/gQNstzZrJdrPlZ99+jcjfcu/hEc2mTSmCXa/hRTFvP3zE/eEhapnjBFtuxiPSMKRbN6m3TfaGu/i+i+ttKQqYzZYcHtxjuwkxVAVJFMiLArPV53zhUmoqy41DzTJJw4hvfPXrLJYLzJoNWY63WlNmGX/3q28RhBs67R5FkaFqOmmcsre3i2EaXN/c4PoBkiixXswxRZW6WWNyPcKs6RS6TmvQpTHsM954nF+OKYIQTSzo7zX5r/+rf05dhslyTSIIxL7HdHzD7fkZO3tdbq9HxEGAZVg8f3mKpGmIssz+wR5FUaCpBopsEHoR88WEw+N9ojAlilOCKCJNUyiFqqvw8/zeXRWFKN51LZUFBSWCWNk50zSpVLKsoMhKZFFEkcD33MqSKcioikEUpxR310qTlLIU/z/a3qzHtvQ+7/utedhrrz1PNdcZe56bLTZJU6YGK1agiyQIkAQC4ssgN/kEJgPHMQxLMeAvkUs7MILEGThaVqSmSDZ7On1OnZqnPa+11zznYlU3KYeyBYd6rzZQtVGohar9vv/3eZ7fg6qpKHI93GVZ9uXgSAUIdabjyxyiKNY2HEVEVurNrypEsqpEVEWKModKoNlpE4UZmizX3YlibaMRpRoEVAkgayp5WSDKEgUVqqaiyipJnCHAHcBAotfvY5qN2m4qSnT6fYoypyhLPD+gICcvaruqLElQllBWSNQAnrKsN3lBEOqBtSgpivLL4VAQalvOl3bbO4X1b2pw/J/++B9/561Xd2k2FJ49vUEWS9pNCbvTwRRC4lJhNKnBYXlVMRh2+PDnz3l2fE0hiBzs9KlEieuLG8a7e8hC3WtZFAWdjoXjBkzna7wwpmnqFAh4a5eV47NYrNnZHtBvaQhCRW+0hdVQGAxaxEnGzs4AXVe4vprj+QknJ7fsjRtohkmz1UZSDdJCJA18Dg9HkDiEvoPZGWMbMmZ7QpTD+dmMq+mGTlOkO+hxdnpLXpQsFw6UJfN17S4oRJV2Q6FhqgwGNkrl0+n3CVMRvVyjWm3GkzFiVZAGHoHnc3W5IAwiqgqSrCDNS7b29hmN+uh2F8fxOTu+oiEGNEcHBMtr0nBDmlcs0hZHJ0sMQ6XVbpBFPsODx5i6RBpuCBZXRM4MgJWTYjVE9GYXWZYZDFocXXg46w1hlNO2DI7O1hxs20S+i6hZWEbF0hOYhypNU0bOPS6vXfI0wWja6KrKfO7SMDTWbsB4b8LWVp8sTVkvHZYurMOMnaFKp21xta64mkcEUcJ2p2KxCskCh2anQ7y+AUBSdTy/IE5LGqaO0WzgrDYYDYM0rbi62aCrEr1+m+t5gGq1MfGoJINPj5acXocIeosSAblKScMAIc8IMgEEiTTNGXVtuv02bUtjZ9Jn7fjcTlckQcTBWKXf1Vi5ef3ZIarIukmU5Hi5TktwEIuQhZPhRvDxiUdSSNzcLmnpAu1+F9dPGfRaPD+65KWHfcJSJytlVF1DMlqYmoYeTvnJzz7E6g4oBJmHWwo//eyaq1WAs/bItTE/O3lOIZt0h112DnZYBTkoTVqdNn/6vR/ieDG9ToNJX+fjnz+lKgrOzi6wGjrEMVCxWHlsbW/TtJv84AcfIOQ5NzdLKkHkd/+j/5ibs884O72iZZvsb7d58PgRf/Kv/5y2KfL5J0coqsxyvaFvN9hsAt5/e58y9bn/0mu0mjplVndsJoXCZG+bg4NtKkHG9xyWt3OiJKXfsel0W3QHQ+LAZ7XyiOKU6dzhYH9M5AVg1ETSJClp2k2uL2cYisTK2aBrIlEQ8bWvvc1q6dBpt0iKgo3rEUYxX/nqG/heUOda0wJRNUhL2Bl3MQyd8/MbXNdDlmpV3jBkTLvL2dWSti4gqQqaPaDZGrLycs6PT4nCkDQtGE0m/Bf/1X9Kt6NydbuqoxWxz3x6yfGTZ9idAdPLI7KixDAsPn3yHFWWsSyTe3sjsiTBMiRkXSfceDjzBTv7EyI//LLq4t9lnfyrln8Hi/kCcFNW9Z623gR3w7iILEk1XZuafpoVxZe2UUVR7i5N673il1W5X17iXf1N/boeNOW77y2rijTPUWSZlqWTl3W0o/wl1VIShS8vMn+ZfgpgaCq6IpN+oare2UjblkHDahBFMbqm0O00AZEkSfHDiKIo/tpD47+9/n1P+tcyOP6zf/aPvvPuuzZ5nCEKoGsKRZXSHRtoVkmaKXz40xsuLwI2G4dOr83+gwN2Rj3CYEWl1fQ8S21QZBVpkeF7KUmc0+w0MewG19MZaVJgqjJtu0VVpcRxymKx4vxqQZDlfPr5CfPFmrXvcH57y/Orc5I0hbQgU0u0poZuaKwCn55hkudNFqdTGg2ZvWET3RBwNmu6Vp/1MmA4nNDtdoiKgnXg0LENkjIlryLSSqA16dG228SJy/H1DKMQeHy4i2lIGHqH28sVWZowvb0mTnPSNGPY6SEmMZKmUIg5N5drlquQpEjxNyEbP0DQNa5ursmjiG7H5uRqhqUaJOGG+calZ3QZj7a4cWY82NtD1mXGgzZ7ky3C1Cdar5nPfG4WLn7o09QNhq0uumFSkxQKuhj0TA3NMJkvcpJAQKgyxAa0LIveuK4WqWSdy+crkkClzASG4w7Opvbtzy43DEc9budz/E1Ku2dzcbrG91LK3K991mUTMmhobZbzNadPF0yGPR48aLFa+iwdh52dEZuVRxDEhHFCiYTr+djtDs4ywPcksrJCEnUUReTyasnSifGCgkJcMxwrjMcTslQkXMfcP5yQCAEZAlXaYGti8+CFDtu7Hc7Op7jrCklWGXTb3L83ZDwxOD5ZEaQpWVHhrHwM1aTbshGqEs8tSVOR9dpDljSCwKHXbTDqT/jJn57h+TmmYbOeeWiSQhiGuEGAYjZQmwpiy0K1hswv14SIkEKy8bhcLfGNkiL2EfOI1+8dMNhp8ejVfdzI5fHuIYupw8v7BwxfOuQsC/jk/Bx7a4jV73NxcU6FwPH5JXGU8fzkmoevvUwcJMzmK0RBJFgGyJVClRRkaYpi6DRtm/m8xqw/efKU24sLFusVhinTttus5itmC4esEDm5uOb+/Uecn15RphVJmiPpEnlV8eTJUyZ2HwWJxItYLx363TYfPfmc0WiEhc7p+RVrz0PWFV5+8ADymp4WBSGKKNFqNHEchzSLESkY9tvM5yuyUqIUVBqNBpapoYoCm5XLxdk5ZVGQhhFtXUcsS7r9Hq+8/BIf/OQTBEllOnPpdHus1gtUVauH2iRAUhWSMGFndxs39bm8veZ4PkU1m2xvTbBMg2Yms7hdczu9JN7UmYvXHu/y22++hl4JfP/DD3GCiLxQeDa9IUHGtGTIC6JNTK/b4TJ0QZIYWzZZltG0mkRxjh+mIICuyihCxWjQZXdri8vL29rOKVAreohf3lxWVYkiS1RlgW7olNQ3nJIsIQoVkiCgSApVVdYo7wIqQYBKIAiSumcsK8iqvB6wKoE0LVBVjThMyNKcsqhpql/kDAXxi/qK2mqepdx1ruUousBo0ufxiy8QiwH3dvoIsYAfp7R6Q9IkQZNFMrGgpAAFcqGsDx2Gjtk0KcoMUZFBkjB0A1lWSeIUVVPqrKEsEPgBRZlTlQWBH9K0bAxdxQ8jRFkCqb7NzZIc6i7ymrR6NzhKkogo1EqpKNb1G190MPyC9lpvj7Ik1xvZna32b2Jw/Kf/9I++85WXOpRZjK6UdJsiQSYjSxVCmUGZ82efOtxcLwhcn+ZgzKP7A4bDHkEYY+i17bppmaRJRpGmbIKktkX32zQbOtN5rf6pmoZtW/XtdpZxNV0zna9J0pKPPjlhtdzgOhvmU4fPn11SFAVK7hIW9fM3DA3HjTEaJrlscXlxQ98q2N3pU5aw3sS0WjazhUu3a9PpNtl4Pm6QMOxZRFlFFseUkoJp9zCbTbIk5vj0BlORuHd/G8PUsBo6J+czxDzk6uwardpAVdLqj9HLNZXeJUxLbi6vuVlsKABnE5IEEYapc30+JckyTEPj8mJKt9ck9+eUSUhbUmh3xvj+kuG4jyRJbG91aQ62KLKE9fSGk0uf23nMwi1pWgrN7gBViJAUlTwOUa02je4ETZVZrwPCKEPXVTSpQmk06LYbDBsJcWVxfrkhjlKiUmY87rPexIRewtXNmsGgzXy5IQgT2t0289s567VHEacEuYIsCpSijKzo3DgFZ6e3DEddJoMWblDgrlbcf7BN6q+ZrzMksaIqMtaJwrCr43oRzibFjQRiwcQ2Kp5fumy8iDBOEPKU7mjAsNcgjWOWARwcTkjSgoZS4EQS460B+4fb7O0OuL6Y4fohkqLSHXbYnvTY2u5zcj4nilOyvCAIMkrVpt+S0KWcc0fBiQRWToCuarirDePtEY3eFh98eE6ZxCi6husGIMkkYYzveIiKimbq6A0bvdnk9uqGLK+QFRWpCLlYrMkkkyxwKUOPt3bGjIcd3ny4zTTKeOnFPaY3K15/6ZCte4+YrWNOnh0zGI0ZjIecnJxTFhm313PSJOH4fMaLr71Fnpcs53OKCtZ+jKprQP0Zqgo1HHHl+KiSyNNnz7m6uMRZOzQtk3a3yWKxZn47hSLl5nrO44dbnJ5cI1YVQZJjyCKSqvLZR58yHlhUKHhByWLl0BuO+ezjTznc7WObEmeXczw/QJEEXn1pH4qU2XyNH6UIiky3Y+MuVoRhXdG0Pe5xcTFFkhWEqkC1myiaimEYrB2Pq+tb0jQnyQrMhk4Qxoy3xjx+8R4//+hzijxn5Wzo2A3mSwdTFrGHEzaOiy4LeGHCwcGEwAs4PTnl5uqahmkw2N2nqVS0DJHpzQWXlzOCMCJOUx49fsAfvPuQfpXx3Z8eEQQxoijy5NkFhSDRsTVkua6B0a02q8UCqSrpdG2iIEZvGERxRpoVCJKEJFRomsawb7O7N+Liav7v+4gFfqEI1h/19aWgrqrAF7UY9X5RVrUdM04z0jvVMi+Ku6qpel8wdI0oTv5S7cWvGhoNTSPLiy87EU1DY9Dv8Por9wjDmPv7E4qywg8iJlsD4rgWiNKsHup+cZkpYOgauqaRpFmtdgrCHUivIsn+srIapzlFUdQunbjuYzVVkfUm+A8asv+qZ/mr1q9lcPzjP/4H33nz9SZhkNFu92m2LBISgiRB1erDzuH9FykquDg7JolSLm/mmLLCe195hc/OnnNytMCfOSRRQikIGIbCYNSm2WkwnS/wNxGDdovJeAKlhN20ECWQdZml44MEo2GHJK5Q1ILOqIMXRVSViCXU6lORJhzu7VJIBZdH1/z4pyeIeYmugUSMpRn0JvssNwmCqpBnAWdHx6BUTBcB9/d2aHQsNhuf9SLj9PwIKtjqj1m4HlapsT3q8/zsjPXGw/F8BFlAUCoESWWzCQhcDx0ZezBhtQkJVnXwWGmaiILGxk1woxCzpTO7uMGyVa7XLlcnF7TsFoJqIAQl19MZlSwSOD5rd4WQ6ohJgi+GRF7B5c0GRWnQtfs0dIP57QyrY7N7fwdNAmXTYn6x4mKxZOUlqAKMJg26OxpyIXA7u2Gn02QZx8yuPbJIxNm4dJptjs9nCJJMwywoywyzaZDmMBg0kSWZtt1B1QoaZpvTs4CNG+FFK2TV4uXXd+mPTG5nF5RUNHsWy8WaNMhot9rIospmkyDJJlmZkeUV67WHqlXIWgPdUkgTgTKXQBR49MKIBw+HmFqPjZNxsNtANWKulnOSLMdb+XRsAQSXtbOk39tiNJpw9OyGOAwpM49790c0212COIQSigwUyeD46AJJ1gnikqvbKSsnwPVdtnYGd9ANidF2n0IqUDSFPClot7uoZpNg43Jvssu98ZCGrNCWBdTpit/6+m+QKwWmaPL24zc4Oj3l8uaGSpXoFTHC7ZTqkzMK2+D8ZsHLhw+ZmB2aTZPdyQHz+QJZErF0k/PzS8IqpxLUWl3JC6aOw5uvv0wpqTx88ZDXXnnE87NnOKs1htnC2fgIEuR5zCuvPebd33gHPwoQlIrOoMvPP/6UpbPB8WJm8yXbOxPWzpqbm1saTZukLNBNlUbTQrcsyqjgyedHzJZLEqFg6Ux5+OorTEbbXD074YNPfsbBg310XWKxmDPud0mLHMd1abaatFoW8+Wc2cyh1WyQRjFJVNBu9Xj2+RHL6QxNEoijgNAP0DSZlt1i0OkRJyGL1YooydBVFT/0uZyt8NKE68UtcRiiawZpnvHgpfskaYwoyLT6fUbDJg8f7UNaolQaiijx3/7hf83V2THX16dcz6cUEnRHXXZaLT7/2cdIhcjJrYfVNIjcgDiK2eps0zJa/Oxnn3CxcWk3VSaDIUka8MLL9zh5cowXBMzXa0pJhLIk9n167TZ2w0CoKjzPJ4hSiqJWFwXE2pIq1l2IeZ6jqRqqppEXOYqmoikKWZIhIpLlJVlRUlDbTAVAllVUVaWsQDVUFF1EEkTiIKNCoChry2aZFyAIyIpSDyRlhaopQK06ZllGltQ2VUUTGUwGmFaD6WLO7/7ee4zMDu++8w6L+ZSbxQKEkqahE2S1gtywG4iyhKJqd5tuhaoqaKqOLCuIiGzWLgJCfUNa5FRViaTc0VeriiovCAOfdrtNlmeEUYggiLW6mNUqolDdqbLl3cBd1tu/IHAYBpK5AAAfY0lEQVT3TOvpsia6gt20KYqiruqgzjci1sPot/9G6jj+x++8cr9FkcaYdgtFb6CUQT00ApIss//wBapK4Oj0htD3mc03aGaTr777kOfH1zx7fsVq7ZElCaUgYdwpSr2WyeXNiiCM6bWb7O5NiJOEVkNHkSUUSWS22kBeMBn1SNIYXVMxOwOSOCEKE2TVZDzpkgQhh/sdolzk+tbh0w8/Q5MFkDVa8oaGqWG3e2y8BF3XKKqKT5+c0bMNVrM1g1GXbreJ78esFmuOnp0iSTAe2HXkQ1YY9W1Oz6aslw7O3KHS2/TMmKAwuFhUlPEKVVOotDahvyEOQobDDpZlIhQFm41PHMSIus7y5gZZgCQK+PxoRqW2EfUWmq1ztghJchFdiJmuEiRZRpZVNssFaeRzvgDVNGl0eyiiQOAs0XWF4YO3EGUFWdW5Ob9kNb3G9RJEQaLTtniwJSCUJfP5GsNU8VKF2TIgqQQ818MwTU6PL5FVBUNTSQqwGjpRnNDvNpFkmV6vhSKkmLrKxczHcQOKJEZVFR4+2se2GyTzE2QxZ3urz831gqwUGA2aFCXcrAUk1aCg7nF0nKDuhdVEDMsmzmtYhyJLvPqwx952G/QOQSKwszvCUlKuLues3YzUW9C2DcQ8IF6e0x7uMNkZ8/TpBXEck0YJ27tDOl0bz4swZQE/zqgqODpZIKlN4qTEmc5wVh5rx6c36iFnDpI9YdKzqaoCharOmzVMVE1n44Xs7Y0Yj7tARbfdoPAW/O33v0UhV4hGm9dfe8TJs2dcX8+RNZ1xS4VkSrCeE2YJz08X7O9P2LFaYPcZj0dsXBeFFKi4upwSxQmqUFGKEkUc465WvP72K1QIPH7xMS++dI+T56esFmtUs0kU+AiSjB8mvPz6i7z39W8QOFNUKhoNg598+IzVao0fRExna/a2+1yvUpbLJV1LJ4hTDMPAshtYhkIcZzz7/JTl2qPKI9bTGx6//hUGOw84fvaMDz74iMeHW2iKxK0T0uu3KfICd+PTaZo0GzoXM5eF49O2jLrDMMmwWh2ePT9jtXSRBIEkq/83bF2l0WzQbemEYcJqua7bDmSBMEy5ul0QRik3syVRGCNINZzpweMHRGGI0TAYDduMejYPH+0hCSKKolAW8J//vf+O+PQTnl9eMbuZQ1UxHg94vNfg06PPyf2Ms9mKpm2xWLpkWc5kewuz0+PDD37O7WxFo6Gwe3BImYTs33uZo2fPyJK0tpACEvWZr2kZtJomoiSzXrrE6a8Gy6iyTFmWKLKMqijkRZ0t1DWN4g5gU1a/oLCWVfXlcCiKwpeAHVVRkH/JTppm2V+LdPrLhFVREJkMOximwWzu8I1vfZ1OS+Ptd99iMZtxc7OkLEt6toUXRiiKQrNhIkkipqHfWV9LZEmiYRoIgoAkiri/Kq9Y1byA9M6qu3E9rJaNgEB8B/VRZeVXDrt/ndVsNP5KmM+vp47jH/3333n7rS5FKSKKKqvVGt1ocHM7YzBq0O6MOTlakQQJrbbCzsRAacLR0Q2mpqJbTYRS53B3l7XrkhUKgeuBWGBYGjkFeZ4jVhWbIMBxHSSlJI5TGpaNs/RpWSaaIjIedlg7IZbdqiXp5S29Tg3WkXOZKEhpqD3cMObWCel0bZI4pQiTuj9MVFELiZOzM6oyJcvAcQPaHZNPP3nCxdUtvi8y3tqibTW4nC/YrGPuPRpQpRlJCegF+/uHPD+9YrQzQJAhykqSQkDXzBqkM2rx4x8/Iw08Dg4m+FGC567YHu1wOTvj8NGQrWEbiBFkHaHSWcxcZF0FoUS3LCQEqiKjMxiwmEaoqsbTq1uIBRq2TbvXxl+vkIQSq2kxGo5YzmcsFktuzz1AwM1LklJm0GxTVgWGJdJtK7RsBUuViIWMVquJ5yY0TIssjdg6nBBmMUKaE8UJg/GQNIpYb9ZoasZyFtLrDjl+7jBbOEzuqWwftgjiJbuHAwpScgrCJKoVAUkhSSMkBATV4OzyugYa6CWWYaKpKnESErgb7t8fURQZTuBQFhmHBz2yOOXk6ZTZ9QqraeAFPr1RH1HK2N8fYloKWRajaAZmwyD0I9YLlyxL0VSN06MF7Z7O1riPTIKsgrtxoZTZRCFKs4FuaYiyytbuGMNUadl9Li/PUY2MbrfJzrBPt2FzdPScm4sVr7xwwHgw4OOf/4yWZWIUFdXCY9vuUkYJqicQei6pEVJpAscn19yrbLZkjTCpeJpFmDtjnlxd8uHRUz589hzX8Xnx8BEju81L9x7xvR/9GwzdJEwD0jJldzzi937/W1ydPiNw10iZhLdcYPeadFsNZFUkpaDdbdYbiaTw5LNnPHpwyGq9xG602Z3s8tabr/L6W6/R6TT4w//yP+P997+K5/usVhuc1Zqe2eArX3ufpydnXJ5eUUoS3cmQ8/klHVvn9vyGve0D/ud//i/IpQJVFhi0OoRJxGTQJ0tzbqczSkrSJKTT6aKpJkJV0rEt8qxElEQGwyHbW1vkeY4kS1RlRavdJvAj/ChhEbhkVUmRV/S3RvSGAwRZxfMi0jiGEtI0I0pCOsMWf/ub36QIU27OTiizhDROef8r7/Hm6y9QpiFFUfL08pyfPvkURVOQLIkHfZu3XnmJRVrxw7/4EKljsQ4S3nv/KywCl2/99m+yNRmQpiXrlcNX33zEbLNge9Tja6+8wLOnl2RFip/EpGmGISkMe32W8wWX5ze4rg+iguv5daagpM7bCWDbTbrdGrIDAkmSUt3lIcqstt7oukEUx0iyDGKFKitQ1CTWqioxTJW8KtANBRmZJErJqRAUmTzLkCTx7npWuMtmVJSUyHI9dCli3d0oiGA0DJqtFvO5w/6DAd/6+uv8+IcfcT5f8Xu/+TbHF8ekGWiChOf76IKEKkvkaU4SZ2RJTp7nyIpCkZdoika0CSizutsxzwsEUaSkwjRNFEUh9EI0TUWUBDw/rKEDWQJF3UEhihL53c2tKNZq4xfDYlXW6ml9TKiJd9Vd92NRFKRphiAItNsttra3qMSKKEr49re//WsfHP/JP/4H33n9YZeqLCgRmW8k2i2Dy2sf25Jp9Pe4vHYJ4oxJz+LBloyhCTw/uUVRFDS7h66K7Gz3mS0cQCCKEyRJoWlqJGUNT8qKisXSIQgiKkEkiFPsloXnh/UeKYv0xwNmCwfbNhElgfVsQbfTZLXc1ES+LEPrbuNtNizXHpZtUUQRaZwAJXGhIMoSZ8+vSLOcJK/w/BjNUHl+dMnZ6ZQsSelMamvufL4milIePtolT1MqUQJR5P7hhKfPr7i/PyLIJdZBVWdWJY00hX7f4ucfH5PEGQ/vb7FZubiOx3D/kMuLa+4fTtgeNzFMA0nVqBDxnA0IMlUeoCgyICCmDrLZY7XcYNkWJydzGmpByxJRGy3yxKdllBiWTWeyT55EBOsZx0fXaFLGPDKoKpFOv41EiaUk2EbJqKOiyxUSGbqpsYkqLFOjiCPGW0P8uLZxxp7P7u6QyA9x3ABTkbieO3SGA04uF2wcj3HPZjS0SYOQ0VYfu2UhCAKeHxEVCpoQ46YatlaySXUubnw000QTI4ZtAc3QKZOYIvG5f2+EVCUs1jFZ4nNwMCELVnx+suHm4pZe36YMFrRsE42QF199XB+4Yx9Jlul0LMJUwlu7JFGCbOicn05pdyx2d0ekZZ23+6LWYeWG6JqCqCpIqkpve5eGqTLanjA9e46mSoy6Kr3xhPGwzaefHHN5s+CtVw7Z2x/x4Y+fMB610cWQ6SJld3fIOsxoKAm+65DnFaqqc3lxw05Tp9kQuHUyZuuE4daYy4sFH3z8hOeffYYb+Ozdf8zO9oSXXnzMD3/0p1iWSZIWCEVBfzLid/7gP+Hm+CmB65AhsFq7jIc9jIaOroAEmA2TMo0Ripyjo2PuPdjHXa5pNg32D7Z476vv8sKrb9Ftwh/+vf+Gt7/2LYLVjOXGZbH20EyNr33zW5w9P+X0+TlJDp3hFpeXU5p2g8uzS4Zb2/yv//J/I89SVFWl1TRZeyFboy5FmnF1u0QSRXw/YtBvY9kN4iyn3bLqPVGs6A/a3NufUFRQ5RllWdFq6DhBRJzkbDYBFTW0pT/ZYjLq0NRkXNcnuhvE8qIgy3LaLYPf+jt/lzzecHExpaoqEs/n7fde5/Err1OlGxTV4MPTGz76+ccYen2Zubc74KVXXmYdSfzff/ZzWnaDlZfy/je/iees+O3f/SaD4Rgx37B2A954+zU2iwWtXod333rM9Uldm+OFCWEQ01AEJpMe09may5sly7WHrkgEUfr/UdKaVoP2XTYTBLK8/p2qqrrr762tqL+cgxTutMjyztXTbDSA2j5q6Bpxkv61qzEUWUa+i5IAmKaO3bJZrVwOD8e88xtf5yc/+hOu5z6/9Xd+l5NnR3VWWZLww/iOtqoQxwlJmhGnKWlW21q/gPrESXoXs/jFEgDT0FEV5S8Nd34QIctyDcqh+nJo/g9ZX9hsATptm+1Bu3Yv5fmvZ3D8oz/6h995780x19Ml89USRJkoi1AlGcu0ESSTH333CdfHayZ9mYePdCQNNoHE+naDoirMZ2vWK4fpfEUYJYxGTQb9Lv1Bi40fMBgOkEWV+WKFpMis1i6W2cC2GmhyRbtlcjMLkMuKOI8RdZXbixv6pskiimkYNg1V4f7+AaZhoRoyg76Bqos0ejaW0mDjppSyRSkr3CwdBCFjtDNARGSrPyAjwl27pLnA1dUUVVOJ/A22pdBuyRhyg6PzYwQZulaDnXsj9IaKIEpMb+ZMhmPiLKbRbzGbznj7zRfoD2zspkazITFfuyCJTIZtkmRDkiXYloXrRPhZgaWqvPr6i0RFTK9rM+i16A36DLfH9R+R3OTsdkWRFBiGhrt2aLU66A0DXVWp0gxBLFn6K+Ii4uBhD0GXWNwmyIVBq6UxcyIO98aYgkBChm00yNDICpHLszlFXmJZKlmSEBc+lVSRhAl2y6DZktE1hVbzHivXpSgTXnx5xGi3iaIWKHKCoWjYjTbz6YIkS+n1miiijGnKJHlCw2oQRBllCf2eycZdYFk6e3s92h0LSU3RTZ2mLfLeb7xAmqzJ4pzBqIvV0nA2PmsvpNfrocgax6fPcRwPy9DIypRBq0eViDx6dB/XS5lO1yiSwfzmkoYpMxq30MyKTtcizgsUXWZ/v0ORBbz4wg6GITK7XTCfO3T6IyDB0k3KtKBCZOMEKIJCt23S2WlwNptRVhmlkCKVGWIl4m4KNkHCtbsht1Sauok3nfNqx2JodlmoGu++/BqWavL197/J0c2Uz1czzn2HmbvGatlEUchrr79Ks2mjKCJvvPIyB+MJVZ4g6XAw2cW2W0zXK2LfY9jr4AcxW4d7XJ5eU8Q5qi7hLhd0mhrEOVajQRT4+J7Hs88/xzJU9gcDHt3fRVVNvv+D76PqKjfTOfNbh+dnZ6y8gIPdbVqNJrv37qEZImapc3G74MnREQ9fe4HEcclKAd9x2TghSVKgmS1UzcRQTTZOgOcFJGEAOeR5wHK5QUDG9wKiIGI2W9KwbKyGzdXNDN93KGSFrtFAURXCNOH49IL1bEWUhEiKgiKppEWCZhrc3FxRxgUXp6dUkojjhYhIbByHp0+PqMqCv/jJT3GLgGbP5HB7guPe8M5wwlZnTIhK6HukaUjsFbQVg5OjM776zutcPXlKIpeMdke88OKEVw7v8f4bb3J7eoTdG/H0+TGbTUDoBYRBQpaCLAkMBi00zeT5yXWttN3tDKIoICkieZEThXUGJ8sLBCQExDoPUdZDVp3ZrRVBTVZQZbm24pQColQH8HVDpdVs4q09iiIHqR7OyrJA/CKLkefkZb05iaJAUQpIsowoVqRFhSSBohm4G58sL3jpjT325AZ/8v98xM1mQ8e0ePBwj6srh8hPieOEsipIogwBqa7RECQ0VSfP6jxjnmekWYwsKFiWgSDWqqBmmjTbLaIgJI1iihzyNKUoKqIoQpFkygryNKMsQBRqwE6V1zRYSRaRJYFSAEEWEEUQBe4OEgJlVePOv0CmC4JY1/jkMVGY8O2//zejOL7x0pjZMmK1jrG1lLWXohsKdrtFXsp894cfcTNdMWjCXl9EklVcv2K93mCbCrc3c6Zzl9XarQ+C/Q6jcY9ut4nnRYwmA6hgNl9iqgqr9QbbbtDu2FBCx9aZLVyKsiLLSxqWzsnxBbbdxHU8VE1B1HTuP9hFa7QxGzqNZhNdKpEME7XRYh2BqBiousnN7RJdKtjZGVCUsLczIEoyYs8nDGMuLm/ptBqs3ICWqWI1GwiyzMnTczQRNKvBZGuEbNpIVcXiasru7oA4zpDtAaHr8vKrjxn0m8iqSrttsXZ8KhG2xy28TUCCwrBrcHLt4UcZVkPn8etvsNlE9Ed9huMBotlncviY0dBEUmQurldsQjAsk9ncp99tIOtNLB3KIiPxV8TBBidS2d5qY0sey00MWoNRR+FymjLe38VoNBAEEVUWEPUmUSZxdX5LlmbY3TZ5XpD4PmUJnuPTGXTQGyayIrO1NWC18lAVmRcebTEYtGhKHuNWiSZmqKrMcjrDjSUOxjpFVtA1CzZRbSNXhYAsg8OxwtzNkY0mjw6aGJqIrkmkpcLuQOb9b3wFP4gRUw/datFpKVT+LRdLgcneHs2mzvzsOReXS9q2Rp5GGP1DBODwwTazlc9mvcGS4fRyQbvTpNM26eh12bsXJsiaymDcQ8ozXn7lHoZS4UxvOLn26fXbNASXsGqCKOOHKWGUIUkS40GDTqfJfOESBhFhJiKrCpIm4CxmOJHCYrlClgxUWcJxHR4Mm+w2LTxR5SuvvECsmfzOb/4Wn5+ccH65YL12cVYzrFaLOM549PiAYVdHVHVeeOEeO3u7+GFEJWuMdnaxG23c1S1p4DMYtMj8gMHhQ64vbvDDCFWthZCGoZIVBZ2ejeMGbMKYk88/w9QUev0tBqMBWqPJn/zwRzQtg+ntktXK5aNPjwjjjIN7OyiNDo/vDVGafZpaxfRmwfHTJ7z62iMc10cQRQIvwNv4pGlGs2mhmzqaoeOtXUI/JAwTijQjTAuWKxdVElm7tZNttnRp94eoDZvZ7Qxn41NVFa22janKlFnK86ML1usNjh+hKsodkbQmc0+nKzZhyPHTE+SqYOPHFIgsly7Pnx2T5Rk/+eADssSjZTcY7Wwzv53x/oM2w86QdaUThz55lpNnGS295LOjS95+533OP/+IpCrZ2hryxquPuP/gHm+89beYTs8wWl2Onp/hbnzCOCa4ix8oAti2RbPV5NnJ9a8cgLI0ww+iu3z6X/56dQc8E++4CV8sRZbrvKKi3JFQ6+qVXq+N43r/TtjOv72+gOd8YWdVJJmNF1CWJQ8e3WMy6vOzD37CcuVgWiaHOz1m0xVBnJKkNQ01SdIvoXGSKKLIcl0fIkskaUaSZah3aqpw97M0RaFhGiRp+pdyjFVV3dFg7+pJ/n9YVn/5vbJQX6bkaUqUZr8mq+o/+YffeXCgsnI8mm2b1XpDq2UT+wLL26Im/3gRYlWyv9OiYVX4kcDHH69oG22Oji8pctB1EBURP0jYnWyxWa8xLJNG0+b87IokLJmMB9y/d8hyuaBhmmwchziOyfIU3WgSuC6GZeCnAaNmmwd7O8w9nyhKGQ66LJcLPvn8mFbXxpYqLAkiL+LmYspwMObjT58RJyGCDJ2WgaabLKYOi/mcSkzpdjukhUCRZdx/tE8aO7zw4h6PJk1Wnk9aKex3h5RlhmbKOI5LmqTsb+8hVBX9fo/r2yvSJKJIMwQEkjik3bJQVYV2y2R73EXUZJJcYXG7omN3EU2Fw+0xklCCIlKWGVWRIYiwcFZUuQCVxLOLc4o4ptW2yNKc2WJJmEREQUCaxIiKiJv4yEpJ05KIchhs60Qbj7LKmW82CEWB76yoRBnHSVCNFudna+Iw4+HDLbxghed5THbH6LpGVQg0LJMoCpAUibOTNQ1boD1QSfI1hqGgSSJCltE0WpwfX9Fp9UjiHFko2Tguvb4FQkaWh/SGfRRFoGGWCGRohkqzqeMHAUnukaQZigoNU0QSctI4J4wTZvMFkqKxdD2ur2aIoowgVjx6/AAhK1msHVrNFlmSs3FjPnt6ThJVxAFkaUqnqxOXC7p9ie3dHr1uh2bLQCSh02pgWwa6qhFHGYGXoqv1ocxZefibgDyrEAUVz9nwxmv7TLY6rJZzticDtsY9DvsTVn6F8vhV/vm/+r/Ys3rcG/bQDZ37L+6Tu1NUQaLRajM+2GOVxJwenRHmAlfLFfe3tvnGm+9y0B/z8u4h/s2MPCu5Xs44PNyjCCMs28LPQvKk4ivvvcf3vvdd2naD4+MTFN1ksXEJw4jRaIioiNhtm9feeYO8rDi9vmLtrvn9P/h9Rr0B//r73yXabHjp0UNub1b86b/5M1TNYHxvl/e++TUWzorEjzjc2uUHP/wRV7Mp77zyMt7c41/98AcIQsVwe8RWp8/55ZQkTpnPlswWa9K8YjZf4K5dZEGEKuPhvV3IUsajLvPZmuvpAj8I2Hg+QRThblymsymCINLptGg2Ld58+ALT6xsUU2c+nRN6AUleZwllSSVNY0yrwc7ehLOTMzaeTy7KpFlFUcHx8xO8wON6sUQsQKSg1zWIk4BX33rI333nNRZRxQ+fnnB9PcW2DdwgQ9d1Zr5Lr28zaLcpTRWz1eBvvf4iV5+e8NFHT9ja38VstnE8n06vx9X1DVVVsV6tiaKIskhIkxxnE1BUJdUXcJqqHmuKoqQqC8ajEZIsUlWQZgllmddfo6oHTgQoyy9BN4qsIksyFSX7B3vkeU6SpQR+3fcoq3eAGkCsNUxq0mm9UdSVH2V9qy2ApimomoIgihRUaA2Nr3/jHZzjYz75fEFuCJx+fs5kb0KSVfjuhrwskSWZLCkoiwpFqe1EZVW/TvMUWZbQdY0oSKEoMEwdRDDMBogSSRhCVdFpd0AoSbO07tO6u0Wt1cMv6j5qm2lt7RFArPONdV6zBg39gnhXA3+qsn5PmqZEcUjDNgj9mG///b8JxfF/+M5LeybnNxnbQ4Xz2xSlOWIZCSwXG7K8wnMjSkT2dlrYekUYlzw5dWi1m3z+9Jy8KGiaKhIVbhCxvT1iNXdotls0Oz2ePz8jzQr6gw47+/t3mSWJ+XyN54dUJdgNDdeL6HSbhF5Au9dm794hkedBltLutdj4MR/+7FO2xm3EMsfWU9ywwlms2drq89FnZxRxiljm6JaB1TDwXZ+L02uKsqI7aJMXJapQsbs/Jo1TXnzxgAf3JqSbKUEqMp7064sJAVYrhzBOOTgYU4kyOzsDrk7OyYqSMC0Qy5I4yTBNDQSJwcBmvDVAFEXyNOfm8gar3UYSRba2e9gGNCyNKEpI7jqQp9c3iJJImuUcnc4Io4S2bZCUEsupC6nL3AMp8+4IvTmh0KBtQpHGdFsGc0+gzCKuZx6GJrC4WZDeQTsEY8DJ6S1+lPDg/g7eyiHYeOwfbqMYOmma0bCbxGsXWVM5PrtlZIPVskm8JZKiIisahpwh2WOePrnAaDYpIh9ZljmZFnSsEsuUUKoQvdGkbSvIYokuxkhFhCJVCHlAHvnoUoYqleSRj5S7tTKc5SxmG1KlzXK65uRshiBU5LLNvfs7FMmGMs8x7DZJFJLmAk+fXZEkKWleEsQJqmFQ5hl7rYhut0F3ssNk1MYgRDVtLB06toZY+KxDEd00sdtdcn+G44aEmYCly6zWPu88mDDot5nNpoy3Bjx64YDX2g28LGH04H3+5b/4XxiNegy3D1BVmUevvspsfkLKhm7bpj15kZXvcfH8iLjImS3W3Ht0n9ff+Q0OdnZ48PARy8U1IjnTqwWTw8dEUYythpAFaILBu9/8Xb7/f/7vyLrG2fE1TctgtVrjuB6jcQ/T1Bn0bF55813SQuL87Ibl2uN3fu+3GfSbfO97f47r3PL41TdwlzP+4s9/jCpUTA72ePO9b+CuZpAljIdtfvC9P+V2uuLVN9/EX8/47v/xfcqyZDTsMBh0OD2bkuUFt3OHheMhiAK30xWO65NXUCKwdzBBEWBne/j/tnevr01DYRzHfznNpfddOqGygiDqlHnBN+I/4P8u+FIQcdW1zNG6ll4Ss5ikXXyRdShugUJR0e/nDwgneZHDj/M8z9F4PNPwbKbxZK55GClJl5pNpxqPxjLGUqtZV3NnWweHD9U/OVW5WtHpYKTg/Fs+odsYVTxPSZqq7Lm6f29fH7t9+UGoTEZRnOTtZZ+/6GsQaXA2UUmScRw51aYUB3ry9K5ePX6gJHP0+u2Rer0TNbcaCv1AtudqOvXVvr2r8nZLrlOSW9vVo8Nn6n/q6sO7N2rstLXVcOX7vpp7bQ0HAy0WS838UGGUl+Qu40TzMLrx32pJajXrso11NUBmJVP2S6nmauKpMfkwm06nnd/5HEaK4nit/sCLH0pLbduW6zoyliWv7Or5i5daTI70vjtUki51fNxTZ39Py8WFwjDvP/7pPS578FenhHGayi6VVCmXFcXx1RVZWSbVaxUZy8i/LGFt1KqSru/B3IRksVTgh6p6rs7jm4Ojtc7HsyxrJKm/yYUCAPCb3cmy7NamH8oeCQD4R1y7T64VHAEAAAAA/x/zpxcAAAAAAPi7ERwBAAAAAIUIjgAAAACAQgRHAAAAAEAhgiMAAAAAoBDBEQAAAABQiOAIAAAAAChEcAQAAAAAFCI4AgAAAAAKfQcyY3YTmGNQUQAAAABJRU5ErkJggg==\n", 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" ] }, "metadata": { "tags": [] } } ] }, { "cell_type": "markdown", "metadata": { "id": "3HR778XyP8cC" }, "source": [ "Some detail is certainly lost in the rightmost panel, but the overall image is still easily recognizable.\n", "This image on the right achieves a compression factor of around 1 million!\n", "While this is an interesting application of *k*-means, there are certainly better way to compress information in images.\n", "But the example shows the power of thinking outside of the box with unsupervised methods like *k*-means." ] }, { "cell_type": "markdown", "metadata": { "id": "B8-mD5LFQjGM" }, "source": [ "##__Your Exercise__\n", "\n", "17-4 PH stainless steel provides excellent mechanical properties for applications requiring high strength and hardness plus corrosion resistance.\n", "\n", "Different heat treatments  can optimize mechanical properties as well as they may be conducted to improve the machinability. Results of mechanical properties of 17-4PH steel obtained after different heat treatments are available in the file `data.csv`.\n", "\n", "Based on this dataset, answer the questions:\n", "\n", "1. How many heat treatments can be identified in the dataset?\n", "2. For each different heat treatment of 17-4PH steel, define the average yield stress, strength and elongation, and respective standard deviations   each heat treatment.\n", "\n", "\n", " ![](https://drive.google.com/uc?export=view&id=1LyzvOw6kyGYaUmSOAbL26-kjaL9ca3b-)\n" ] } ] }