{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "***\n", "\n", "\n", "**15-448: Machine Learning in a Nutshell**, *CMU-Qatar* Spring'20\n", "\n", "**Gianni A. Di Caro**, www.giannidicaro.com\n", "\n", "Disclaimer: This notebook was prepared for teaching purposes. It can include material from different web sources. I'll happy to explicitly acknowledge a source if required. \n", "\n", "***" ] }, { "cell_type": "markdown", "metadata": { "toc": true }, "source": [ "

Table of Contents

\n", "
" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "***\n", "# Recap: k-Nearest Neighbors classifier\n", "***" ] }, { "attachments": { "image.png": { "image/png": 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" } }, "cell_type": "markdown", "metadata": {}, "source": [ "![image.png](attachment:image.png)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "- **Majority rule:** All the examples above are based on the majority rule, such that the class attributed to the new query data point is the class that has the largest number of examples in the neighborhood selected by `k`.

\n", " \n", " - All examples in the neighborhood are weighted **uniformly** (each example counts one).

\n", " \n", "- **Distance-based rule(s):** the distance of the examples (in the neighborhood) from the query point is taken into account to define other criteria for assigning the class (e.g., the class whose points have the minimal average or median distance).

\n", " \n", " - All examples in the neighborhood are weighted by **distance** (each example counts based on its distance from the query point, more precisely by the inverse of the distance).

" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "How do we measure *distances* in the feature space? 🤔 ... Euclidean distance is just ONE option out of many (food for future thoughts)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Implement and use k-NN using `scikit-learn`" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "`scikit-learn` offers a module implementing the k-NN classifier!" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "from sklearn.neighbors import KNeighborsClassifier\n", "\n", "import numpy as np\n", "\n", "import matplotlib\n", "import matplotlib.pyplot as plt\n", "matplotlib.rcParams['figure.dpi']= 100 # set the resolution to x dpi" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Setting up the parameters of the learning classifier" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "First step consists in setting up the **parameters of the k-NN classifier:**\n", "- Number of neighbors

\n", "- Voting / weighting modality

" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "neighbors_num = 3\n", "weighting_opts = ['uniform', 'distance']\n", "weights = weighting_opts[0]\n", "classifier = KNeighborsClassifier(n_neighbors=neighbors_num, weights=weights)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Fit the model with the training data" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Second step consists in **fitting** the k-NN classifer with the labeled dataset" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "KNeighborsClassifier(algorithm='auto', leaf_size=30, metric='minkowski',\n", " metric_params=None, n_jobs=1, n_neighbors=3, p=2,\n", " weights='uniform')" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" } ], "source": [ "from sklearn.datasets import load_iris\n", "iris = load_iris()\n", "\n", "classifier.fit(iris.data, iris.target)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ " We have now a **classifier** object that can be queried for new input examples." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "What are those `metric='minkowski'`, and `p=2`?" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "They deal with the notion of *distance* ..." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Measure the empirical loss / accuracy" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Third step is checking the prediction **on the training dataset itself**: loss on training $\\rightarrow$ Empirical error" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [], "source": [ "prediction = classifier.predict(iris.data)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The resulting `prediction` array gives the predicted target per each training data point." ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,\n", " 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,\n", " 0, 0, 0, 0, 0, 0, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1,\n", " 1, 1, 1, 1, 2, 1, 2, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 2, 1, 1, 1, 1,\n", " 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 2, 2, 2, 2, 2, 2, 1, 2, 2, 2,\n", " 2, 2, 2, 2, 2, 2, 2, 2, 2, 1, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2,\n", " 2, 1, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2])" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" } ], "source": [ "prediction" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**Mean classification error using the 0/1 Loss:**\n", "\n", "$$\\bar{E} = \\frac{1}{m}\\sum_{all\\ data} {\\bf 1}_{clf(t) \\ne t}$$\n", "\n", "Count and average all classification errors.\n", "\n", "$$Mean Accuracy\\ = 1 - \\bar{E}$$ " ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [], "source": [ "mean_accuracy = np.mean(prediction == iris.target)" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "0.96" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" } ], "source": [ "mean_accuracy" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Pretty good accuracy, as expected, since we are testing on the same dataset used for training!" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "In this case, how can we achieve **100% accuracy on the on the training dataset using the kNN classifier?**" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Setting:\n", "\n", "`classifier = KNeighborsClassifier(n_neighbors=1)`\n", " " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Visualize the decision boundaries of the learned classifier" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Issue: We need to restrict the visualization to a **two-dimensional feature space.** \n", "\n", "Accordingly, we need to **learn using only two features**, and visualize how the classifier would classify new data points using these two features only. However, remember, targets refer to four-dimensional feature values. Such that some inconsistencies might seem to appear in the visualization since we are using less information than required (as stored in the target labels)." ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "['sepal length (cm)',\n", " 'sepal width (cm)',\n", " 'petal length (cm)',\n", " 'petal width (cm)']" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" } ], "source": [ "iris.feature_names" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's consider the first two features of the dataset, namely, `sepal length` and `sepal width`." ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Mean accuracy with features (0,1): 0.853\n" ] } ], "source": [ "# extract the first two features\n", "feature_1 = 0\n", "feature_2 = 1\n", "iris_features_2 = iris.data[:, [feature_1,feature_2]]\n", "\n", "# learn the k-NN classifier using only the selected features\n", "classifier.fit(iris_features_2, iris.target)\n", "\n", "# check the prediction performance on the whole dataset\n", "# note that query data dimension must match training data dimension\n", "prediction = classifier.predict(iris_features_2)\n", "\n", "# compute the mean accuracy error over the training dataset\n", "mean_accuracy = np.mean(prediction == iris.target)\n", "\n", "print('Mean accuracy with features ({},{}):'\n", " ' {:.3f}'.format(feature_1, feature_2, mean_accuracy))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We may notice that now, using two features, the accuracy went down." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "To **visualize the decision regions,** we need first to define the range of values to consider for the two selected features. \n", "\n", "It is reasonable to take the minimum and maximum values of each feature." ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([[4., 8.],\n", " [2., 5.],\n", " [1., 7.],\n", " [0., 3.]])" ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# feature_ranges contain the range of variability for each feature \n", "# based on the values in the training dataset\n", "feature_ranges = np.array([ (np.floor(np.min(iris.data[:, i])), \n", " np.ceil(np.max(iris.data[:, i]))) \n", " for i in range(iris.data.shape[1])] )\n", "feature_ranges" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Meshgrids and colormeshes for visualization of regions" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We need a **meshgrid** of values for the selected features.\n", "\n", "Meshgrids are very useful objects for plotting and visualization, beyond ML. It is worth to take a detour and try to understand a bit more of what they are.

\n", "\n", "\n", "Note: The examples and the details in this subsection are provided for the student willing to learn more about complex data visualization techniques. However, you can safely skip this subsection and the following one, and jump directly to the \n", " section 1.6\n", " " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Examples of use of meshgrids" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "xvalues = np.array(range(2,10))\n", "yvalues = np.array(range(5,13))\n", "\n", "# plot the arrays, this is the 'regular' way\n", "plt.scatter(xvalues, yvalues, marker='.', color='r')\n", "plt.show()\n", "\n", "# create and plot a meshgrid\n", "xx, yy = np.meshgrid(xvalues, yvalues)\n", "plt.scatter(xx, yy, marker='.', color='b')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Once we have the meshgrid (two-dimensional) arrays `xx` and `yy`, we can use them to **plot a function over a dense mesh of points** using `pcolormesh()`. \n", "\n", "`z` below is the third dimension: either a value to be colored in different way, as in the example below, or a value representing the value of a 3D function, as in the examples that follow.\n", "\n", "in the plot belowe, she same color is assigned to all points falling in the same grid cell, based on the values of the `z` array." ] }, { "cell_type": "code", "execution_count": 13, "metadata": { "scrolled": true }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 13, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "z = np.sin(xx) * np.cos(yy)\n", "\n", "plt.pcolormesh(xx, yy, z, cmap='Blues')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Increasing the number of points, the resolution of the plot improves, the mesh becomes denser and denser.\n", "\n", "Note that a range of points can be easly defined either by using `np.arange()`, that requires to specify the step, or using `np.linspace()` that requires to specify the number of points (and the step is computed accordingly)." ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 14, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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6ThQnPdG47Hug77EZRCvMNWwdErcoKNgbrFhHHVZ5F8qkVXTWbVMHPbbvvLY7sEapXevm0rprDTnYB7DurHX9qq6wWvl9K26b3j5jW41a2WoA0S5F+kD0+6r0bU7n9KKRn42slyqbjLIYs/oLoknacY2J+9w45xYpejRrv0Nuo3GZcCrt70MdfHuJ7F7k2u+qKSd2NkWw32B9mHX2buXtMYZ+mHLK5VJadyKa2AWILY9wKdzWTeQxcpqXjdL1U06l37Zs07LpmFP2Sw5hxEP46hEr5jTaZMg1WsdP9HzNqcuKxbDVw+iCph9sMpi3teJW+Gx7N3FdDi7nM5ym52Xnih0E93G/ysdo3/eRyxBme97gJx2rwunSOE059WUVbKkCt9I2cXNV9xtGF+zKLjvhYcjaEmyuuO2rgd+TskClxqeUOrX8jInGYlhxbX/TDiO2Q24/chm4zDkVG6Ih6V55v4JtHI8RsTcbR4f+tL/GPiNgDBkMBoPBsAtmDHoQbKJhMBgMBsMumHvrQTjdKZbBYDAYDIaj46RXNJ7oevRtjzVr1pftvFaY6vlNJXqvHBOdPY+v0XXs99+N6DksdR903zxGwbhD+52mo9ch0GN4ZV8W0Q8/+JqzDszbZ1yKBlzQsp5fs46rs513owv6eSP6adBRKdsWX/6SKIY1njwp1y/tSEIc61DZsRQdWGItRLuMS+Z00+WhrYOeL9qv8s8fXRm06eC73+SxUoRb4XUYxsDpEOxu5m0zBD4d/XxY5UlY+yryGeO3+H1ibyOcioadxk+QsN0Sr0D0fMGgjq/7AU2pOC1ye4GK5N0Bl8sJ6jWnwV7GRfuZTsVU0DEW1tzngdc+hi2P4ap9KWNR3veQSqCgcEzGxNmZcMl2VGLTk5R6nO7iVErhUrgVvtJxmu6v6xJNnY9T2Z6zuwGAwQGbPrehEQTO2bZqPXDdCZ8yTkvK35mUU2B+rMbxmW8LpzFmy5hwyfGKwnso3Ob2VGl4+fA5J7ZxzJugLAg91TMtvGGYdHIQTnqiYTAYDAbDXph0chBOd4plMBgMBoPh6LAVDYPBYDAYdsGkk4Nw0hONT1322FAftH6xS2iHeS22KijEzxAdU/RT0cjboDPGVObRt3xev49p6fNtIMlArVI2T/X9qOOKnil6veRKkLbWarsqi1DfMOZ98Ok2t4cQm4e6JDThPrkffpXYZKRtLNLnQA6teqf++VMdWOdTYP6S9PFb8ePv82Naz5e+AKczKQsK/SJaeR9sdlR6+oTPfTq+lvX9SmzOqcTrmNjhiO1GWQQbCZ0HQ3Oa5q8RWyPpC0Dyhvht0cpXYu9TUGJnk8fLmOPUP8PURmMXp0Cu7wc7HJX3olM8htw7/Rj+1mnimzL/QJf9dVXgnDX+bljmUpfX4TT0xQKnpR4rCX963OrxKnVIO7rBYQN5r/PPsBVzKjw2ZZ/VVVKMTVEk7QZyToHZMBqhDaPeDnE7JAX8lNMwJvvcZkdip8h5vg3I2i2Q97CpS3TU4ugw6eQgnO4Uy2AwGAwGw9Fx0isaBoPBYDDshUknB8EmGgaDwWAw7IJJJwfhpCcaf7AZsSqGYJcQNGO1TYnGG/ziWTN0ic7st/NrnXMTGwydJ0Aj3bv0aup8BKner4/FfBTaJiDXiwGAZVKMnfjD+2ObXury+wukuRHkWH4/Pa7SMABa0XcTRZ/bkeye5EFRfIXjmHKo86VIH1VK/67LAudX4DS9n0vsSK7CKZDzSqqj5jiV7SVOC8VFyqmOIbIdhPcxq6NMY2LcB05TPuf2pdu92k5jLehcJ9pOReLFDKOb2Bjod0dzne7TuClOAc8XhXOV/VUx3/fd4KK9xugPXtIyp2kdPkfY/PjVSHm9Dqey/zqcAv4zSJ4r5ElieykZr2d15K919yGOhuEgnPREw2AwGAyG/bgB6eSETSJtomEwGAwGwy6YdHIQTnqi8QdPdmhclywdLriQ8vlUFJAIuHopVBD353Wm9QgOee/0am4agFgvUS4t64/Jce16KC5nrp+vM5WEJvedtHV+ufUqSPtXd9fScn7mXriHU3ELLpLl40ma7FBvXmdox8w594IlTsfkwBKn4w6uA6e9fi/mZYO0HcfmFMh53cVpuj+Vd5Y45Wzr2Vh9EDmV867KaXApHUdwZPbZ+tJrNOfA7XE6OXdmrAZJSfYFGUzOjXVtqbnndhvuD056omEwGAwGw14Q3YDXia1oGAwGg8FgmIO5tx6E031yg8FgMBgMR8dJr2g8vm5Ro01CdbPLo6RSrrTrIyUhfeM+IIZqrnVYbqJJiO7ggrgQjjvVi7X2OiqdVrttDmPU5DsVoluHAE7DPLcqdX0nabIlJXvYZr1/GJPQ3FKOanvZrkPrwUu6LRFFFzfl7qdTvYvrW1XQJOx6SG8uIZhD6GfWfstYl4TirgtVfzFflgVdi1PA86hdLXdxCni+NKf9mG/HMOwI+yW89iDhvMP2lFNfusD7OGnLsl3HVTktFH9FETmuFNcpp0Aeej2OW1+v5lT4a4TPkiacpuM0vY+0p0zsBa7CKeBtH/Zx2mluBzfhVIfkbsVeKvAVue0Xxu2gQqyH8O+jW+RU6hekvF6HU8D3c+jbMPbyz9m5lAl1lfPQqDEZP4cLbFyeOv4oMGPQg3DrKxpE9C+IyM38/8GF81+6cP7Z/W67wWAwGE4AIp0c+v9ebk30ciL6ABFtiOi9RPQVO879pYXvx3+QnPNjM8ffdU+NuyIehBWNLwaQTkn/OICfB/D3dlzzOIB/I93hnNvcfNMMBoPBYLgdENFLALwBwMsBvB3AfwrgLUT0R51zvztzyZ9DSBEJAHgWgN/A9Pv0HwL45mT7qJnpbn2i4Zz7l+k2Ef0XAH4HwC/vvsx97KgNMxgMBoMBuE3p5LsA/Khz7kd4+5VE9CIALwPwqD7ZOffJ/Jb0tQAuMZ1obO/nd+itTzRSEFED4D8B8Hq326n7ISL6IPxKyD8F8Fedc7++o94VgFWy6y4APHHZoXJtSAceS3+SDjdel4QLThN/xprheSPb7Ltf5mVdFKiLmMIdSHRgHRoc0/gNwYce4ls/H++iS+wjtmJXwbqs6PZrDiu+4VLSg6d2IDFNPF/Ljvqb1pcti//bbkTHx3rRhVU5zKTeFs1YIDRPU6Yn+r3WdkWnD6Xnra5jevcz5rIZmB8OgBK1ZH8fsc1IeQwc15pL0YU5HLKEpi8KMMV7OU3l76jp51yG0qmU6eMYeeE+3nB52fqSOl/3Wq4dYprzLXO3Yd62zKnU1fL+rhtmuOT3Ttl3hPDRCa9LnAp/kdvIoxyrJdQ0c9sIj4ET3q7K8LutLJhbvo/YT12osXleF5FTscNKxqkv+R2jOGZL9Ry7OPXbLtpCLIxTXbbDGLjcsL3UZetvION2GPP3YRwdWrmGuRMO47bwKNxG/pbG6RBC1oPLqY3GEqelsoGqqiJwWSsuGx63MjbHKt6nCnZt+Rg8D+8Bc1wXWN8XG40b9Tq5q2xdts657eR0/334PADfrw69FcCXXfGu3wLg7zrnnlT7n09EnwDwKfgf9X/ZOfeJK9Z5bdy6jYbCnwXwdAA/tuOc3wbwUgBfDeDrAGwAvJ2IPm/HNY8CeCz5/6EbaKvBYDAYTgGyonHof48PIf8+mqxMMJ4N/2P642r/xwE8vL/J9O/CmyL8iDr0FgDfAODfB/Cfw5sv/AL/ID8KHqgVDfjZ11uccx9ZOsE59y4AwXCFiN4O4NcAfCeAVyxc9joAr0+278ImGwaDwWC4/3gugCeS7clqhoJe3aeZfXP4FgDvc879SlaZc29ONt9HRO8B8EEAfxrAT1+h3mvjgZloENEfAfCn4I1Zrgzn3EhEvwpgcUWDl6UCmdpFy2AwGAyGJfi0Bjdmo/GEc+7xK1zxewAGTFcvPhvTVQ51K7oA8LUAXrPvJs65j7Ipwi5V4CA8MBMNeAvYTwD4B/tOTEGe/S8A8JvXveGTmx4V+mCXIBB9vSlzZakuKOi/d1hXfGjly3PWG89Zv5fU1GdliUbZaOi4EJNcAMk9Y6wFX46JHzww9c/fDCPa0euxa9HkuawLX4rmLI/dDQ4b2af88cU243Lrnfg3XG63PVqx2xCtf8s2G50/Z+D7jkHXH+CCz/78hJyUfl+UBUru05L7uBJbGu77pqmy7X5VJZz6Y+LD36hcCaIFi45/d1XgolaccrnidpxxmcZHKZXdzVK+FIHDNNfINH6GcMr9PIyB03U5cPuHrF55bIlxskG0DxA9X2wznky49OUQtjW3wqUuR7YbcKO7FqdAwmdVzXAq21VWpjEehLuRuZM+ryec+rou6hJnapxG2yrmVI3VorgepwCnvR/j30ASP0PZTQm322FEU/bc/jRzUbTHYnpCP/fjGOxu1hxkY51wOFe2bMvTtv2Uy2Scpg80G0cj2GiwfYzitAx2U+XiOBVOxUaJqOI64+eu/ClxNMQ2I3BalSjb43+N3fBE40pwzrVE9F4ALwDwM8mhFwD4uT2X/8fwdon/8/5m0bMA/GEAH71WA6+BB2KiQUQF/ETjx52TNF7h2E8A+LBz7lHe/l546eT9AJ4GL5d8AYBvv6+NNhgMBoPhuHg9gDexvPFOAN8G4BEAPwRMvx8TfAuAn3XO/X66k4geAvBaAD8FP7H4HAB/HX715GdwJDwQEw14yeQRAP/jzLFHkCcnfTqAH4ZfTnoMwK8D+EqtQxkMBoPBcCMgTEPD3ksd14Rz7s284vAaAM8B8D4AL3bOfZBP0d+PIKJ/HcCXA3jhTJUDgM8H8I3w36UfBfCLAF7inHti5vwbwQMx0XDOvRULNDjnnq+2XwXgVfehWQaDwWAw3Ip0InDOvRHAGxeOPX9m3/+D5e/TNYAX3VNDDsADMdG4LWzWHUrXhe2YHyOPLyGabFnE2AoSd0H0+zuV70qt7zdlMcm3UarcJ6XSPSl5R0S/1HkIJrkTWJNvhhHtkMcG0BrzwOqU6MRlF+8X86Swlit2Hqzxrte+vzabHus1675bH1Su2/pjXevLOVsNN7AyFpz0eTIuPuYcE4GKqPlG2wzfx82q4fuy5nvmt4ehClXLs4qO3zAHOsaDcCL5Tc7rEhd8n4cUp0HHr3IbnrKkkLdBx9NY+nBycIuc9krPl1ggbT/Gd6jL6x1CrAx5vuReoukPecyFbeCU7W82XdhuN8ypcMk2AMJp3/tSdH2MQ+RUQ+JcKD1f+KzqCjUHr+laz2XD+n2M6ZA/V10WGOt8bBThWG6jIeVFVeIO3/OCuT1LcqcAkdsqsdUoVewVHUsivMoS62ac2mb0KudIw+Wq9/e57IfE9sP3bRyDHE+Dppx3IQYKc7uJ4xMALi/99najxmrbBU5lfM5ymj5g+tAk9jbafqrKynpVB05XZxKvo86eI+RFkZgZlUs4lVg1OacX8rlbV6D6pL/GPiNgDBkMBoPBsAO3uaLxVIBNNAwGg8Fg2AGbaByGk55otN2AshhCiNyu51C44oKpzi+LmGZ6pUPjVuJuxcv5IcxukYUwB6apr2W5Xbu5AkkIcheXZYGYBlqWZMtB0rlPB4QOg7zS7Un89ZxynxWXSAk3Lu6O63WP7dqHJpFl9u3Gb4uE4lrOc9dzCJO+BYJ0Evz/5OG59P3oSr+82lcN+ton5u0alkh4qbcZmqzNgqKgwGnPbpKDciUVBPe5JLX4WSlL7mVWisuyyDAxZTkFjqdursjKuMwe2z1ZXuftipfM24LDi/u9ABI3Vq6jZZdIcY0sE051/WG5vZ2XULbrbeBWuJQld3TMZSfc8v5x2MvpyJyOleetb859W5tm4mLp3Ir7LZcbJYx1N4wTt/QQFlu5ua4SPoNkUudchrLMpZSqnHNdzu+XcgrMp2AXabMbeMz3uWu77zYJU84yaCVcjtn9wvmjC5zG8PHsPiturZvIqd+OvHaB001eyhgV6UTcXX2DfSlclvw+MqddcwEAqJqaqxomnBZKQpYUAn0T0yiE23FZBokz5+msLDGU9yEEueEgnPREw2AwGAyGfbAVjcNgEw2DwWAwGHbhltxbnyp40JKqGQwGg8FgeArhpFc0um7AWAzo2TZDXM9EI3TKvbWgqOmLXYO4kDaJptKaNNgAACAASURBVJuWdVkkOnDuxlUpN1edhhrIXeaAqOOWovWSuIfKFSOckxDjfN9Bwivn+n2qOeuU10FjHvJSdP2+64Pro+j3YquBLWckbtdcio3Gdqr/arCeD9Z8UTfBDmAc7/jquI0hJDT3Z8/6e9+XMc25TlWvXZYp56AuisDpSnFaK9uMVNcvlb3LLk4Bz6twKn0tWnzBfa1/ADkXbU1qdnmVVPVVeA5kzyfXpffRnIquL3x6/Z65ZU1/yqmy0Ri6qQGMPLxwyro+mrN4DYBhvIM2XMKcqpDWYYz2cYxGuxvhNO/7wFtIAV8Euw2xqWnKeRuN1CU91Bc4XXBZFpsb5yZ2MUS5e65OKVCPBZqR79lrTnN7jnht4kY7SDp4sb9RnCbcAkC32SxzKmOU+Zl1b9XjNHDK7s88VoEYgl64bNs8zLxOU++cC88V7G52fO525fF/L5t0chhOeqJhMBgMBsM++Czvh040bqYtn4kw6cRgMBgMBsPRYCsaBoPBYDDsAOEGpJMTXtI46YnGMDhgiOmtgz/8QiRlII11kds5SFno7SLqi1o7jnE08mvz8NFsb0Hil5+3ceTjFZdDQaE+qadSNhmyjLWU7trXn+vfwcZBymGMaaV78bdnbVd0+1756fdt1H21jYYKQR5iMqTHlM++pLOWUlKWj+PVOY32N5FXzcOE22JaVkrHL5WeP4mB4GZsMEDhGOC5BPL3Q9pSLbwzxY4PsxjOPucyaORJmvCQKlz4ClwqblMbjb2cLthwlDWGPuc0xF5Q713K615Ow23i+18oLgs1Nma5LfNzdnEKADQSKPS1xJDwx4ZR1U9TbvX7drVxym3QnI6KWxmrfXsFTlXMG2AyFqecijFFw/dtwr1HbS+lOB2v8rkrt0nG7a7+uSmYjcZhMOnEYDAYDAbD0XDSKxoGg8FgMOyFxdE4CDbRMBgMBoNhF25AOnEnLJ3YROM+QtsLaElSNHS4aRyNXXYj2fGZ88Z9F98LkjEzGYCkFLk0OYQcI3nWEbNI61CpqSenHjCAd+nCGpqLPD24jpPBbdN1XOV+C+e4+IZcrZ4rgia2BzP9eZU+Fn40p5P3Q/GZfIhfh8tDPrfdQie7yR9YJlMOq7HnMqbm77dv+1As9mMwctihmie8eMyMRb09ucZgiLCJhsFgMBgMO3ATxqCHe6185sImGgaDwWAw7IBNNA6DeZ0YDAaDwWA4Gk56RaOqCGUV407o+BNzCLkFVNmL//pMOc13IBp2kdVZBr0z6rU6J4Kuf+6+Q/BTx2xbhyv4rcc8InlZcQ6IsixD7gIph1p853fEyihU/gTR83XMBfHTr1dAzXkU2De/rCtuSxXa4i+Vtk1jiez7MTGGPnGzHO4q+wFJ3ARuPpeFcKnu71y8Xu4t78nSuzSOSZwEl18rXI47tH7Jt6I5DSX3X1EWkVPJZSGcNopT4Wuo9sfRSPPXAJ5bAKhWk3dJyshpkbV19xjlkrfDGHVjEsOBj6lxVMg2qfcyqXfCqbK5Sseg5rIf83xKKbe94vaQcSq5d2RsSH/KmGmrJo4reWnlWXvObyNjMOVVx9HQ+WvqvCyr6eeE5jLGiVl+znHhfR/cGPrpqDCvk4Nw0hMNg8FgMBj2waSTw2ATDYPBYDAYdsAmGofBbDQMBoPBYDAcDSe9olHXJcq6jHYHC3kqgh44Ap3SVluO39+WXsesB39NGxItIIi3sR7JV8G6sNIoKRHzxL8+XqvtA3zZcTu6fkTXj3zMl1tpI+vD/Yx+HPVnZH1QsZ4qfVTXXmetmwrD4PVZyacgaLkOyUmCjrX4vo16r9bzBcFGg7XfREuuGr+vWfl661WdlU0jthuR00rrwZpTJ/0XNfRuzPurGnwdwcaG1f/ITRH4KBd0Z5rE2XATG5o+aQMAdL3idhjj+8b91wVO5Zyprh9y3gTdPue0aXzZ98znMIZ3VsZAV7A9UcVc1py/Rmw3hn4mfsaC3U2ow5d1U0cOhVvmuq7ztoa2l8Uk94i2YwpjI+mbTeH/XrILiDlDKNTVq3enWPhlKvd3Lh1jkj8m/7wQbgOfCbedGqfaloeSMRpy65QyPoVT3+ddx/mBRsm5Eu1LhFMn41TnOpExOpfrZGJL5ccoJZwCfmwKtxWPT3nf5LNE2l4W8XNY+jjmiOGSt6WPtkm/HRO2onEYTnqiYTAYDAbDPthE4zCYdGIwGAwGg+FoOOkVjVVToVxVYQmvqfPldj3/7EcXlqZFjqgLv7xYdnppXJYsgYF9HcuSl+ILWc735+5KPx3DXSvXtx0SSsvSyYZTbm84NbRsb4flZfaQCp2X2esqX4qV9NMucSkr+EEqdjuVZdO+82mmh/6crx2StN/5cqcOQZ26WgY31iDb5MvszcofPz/35WpVRolHlmVV34b+5Ga0ydL2mjktNKeu5P6SZXGRFdxEdhNuRTLRP2Z8mvMFTgOXwm1cJr7sfZ9edjmn7ZC/B0NCqpbBNKfjWGdtI4r9L5x2jZdI+o7TuSecAj6du1NuhkucanfHqq6ypXYAWAVOZZv5THgtC82pL6U/5T1fcbkuhpnU7moc8VjtyshnTCnPz7XAaSqdjHp8jrkMJjxteaxe9j3WanzKMXkPhrx7QRQ5lc+uPoxTaYvIs3E8Ab7PhdOhX3E58LWR07QOf09+9iDZ5G7I8r6knwXCqYzPszOROuVzl9+DMpcdgeiiLH2w6ZhT/izd0BA+344Kc289CCc90TAYDAaDYR9MOjkMJp0YDAaDwWA4GmxFw2AwGAyGHbAVjcNw0hON1VmF6qzCGevBK9GMld6eupa27JYmGrm8O6Il9kofPitLNKJfqnqXbDPS11HUUR2KXIeiFg2zHYeo8Yo2zbr+mjXfdScacK7rA9FGQ9rcsZ4/rPJXpSgouBy2rJ+3Ldtm8H1E8x0HcfEbZnXfvF62jwm2DsVE09cufLpcrSqcC6fa7kYN9tBv3OYnWwLQZ20MrnSlaP5s61DEcp+9jf6Iccg1fWCq67djzmM7jNiyfr7mvr2UshPXyKmeL5zK+3fGmrgL7pI6zHyJ7oxDVbfsRsvvu+Y0uE1ewUYjcBrCiouNRnRHFtuMOU4B4FxsNaoiuEUKZJxGPZ9to2hIzlGcDnwfsXUQe6PM1TJ/nqVQ2fL0o4uuy9oGpFOcCp+bYQy2BsH+phfec/dWQVUWwd4mcpq3Ndha1czjmYzVEX2X22QETpUd1qyNxgKnwZ4qsQPaNU4BYFVHTgHf5zJutI2L9EndRU7X98FGwyYah8GkE4PBYDAYDEfDSa9oGAwGg8GwF+Z1chBsomEwGAwGww6YdHIYTnqi8dB5jfq8CTp+U+Va4UTPH13QCAUhDkPF9g+V1wtXRbTLqBO9FwAqmo/tEPX8aQjyGE/Dlz2HBdYxGLpxDDq9aPziey5a72XL+yVUuXOJv30eP+NsZD950flZ8101JVqut2eNNNhmiN9/0PGjXYlTdgka0gfB77+gmdTXeVjqEEo7ibEgnJ7VmlNff9Dzg/YrDRpCn0p/NRJeXmwyytxGo6App4USJedCkOu4DzE+B5eB22h/oWMsCIdijyDlXBwN6R85EkOTs30Ea+dtNyRc7ucU8Dq+5lR/rqacApHP1N6nCunM85gfK8XxqiqCzUkMVy32NvwukxqrzoV+k/rqoucyt82oknDjmlPNpSAdq/s4jWHRk1DafW6HIKW0WT5rgv0FEZpKXrQqO6ZjpQifaam51LE35sZq/KxSMVJ2jNFJePQq/7yVGCDRRi4OHnmNpQ/0+N0OI9bbDoYHGyc90TAYDAaDYR9sReMw3KoxKBG9loic+v+xPdd8FRG9l4g2RPT/EtFfuF/tNRgMBsPpgUBhsnHP/+/RSIOIXk5EH+DvvPcS0VfsOPelM9+pjojO7rXOm8CD4HXyzwA8J/n/+UsnEtHnAvjfAbwNwBcC+OsA/jsi+vP3oZ0Gg8FgMNw3ENFLALwBwPfBf+e9DcBbiOiRHZc9jvw79TnOuc2BdR6EB0E66Z1zO1cxEvwFAL/rnHslb/8WEX0RgL8I4Keue+PPuqhRn9cxfsBCvAvRKvsBuESefyD4dZdRN02vrUuCuPsXkGO8PZPbJN0PTH3ndTyNmD45asFhX7DbUHYcQ74/jaMR2802DSvRfH2l52yz4e+T5+LQsT10npbRTeNnRL//vA/SmAXxbxWHRKVkT3krFZdVSEWdx0aRvoi8UohJoTmtS31/X0cBujKnKZ/apqEf834blL4/jGnei5zLfpjnOu2fVZX3gWjlvYrT0A9jTE2+wGlav98/fa5dnKbtItCE01L1vfCXch1jo4D7yZdbeR41VtcdoSzE3mb+XRIey6St1+FUnn9M3vm0TzSn0vf9mKaW38+p9NEKZdZ+Gbcx/oQamwmvwY5k1G2dH6NzfbCLU2mXzmGiOZXjIXZJGWWKEFNGMta7Kaeby6d0HI3vAvCjzrkf4e1XEtGLALwMwKML17g936n3UudBeBBWND6PiD7Cyzh/l4j+lR3nfimAt6p9/wjAFxFRPXM+AICIVkT0NPkP4O4NtNtgMBgMpwC6of8ed9PvIyJazd6SqAHwPEy/894K4Mt2tPYhIvogEX2IiP43IvrCG6jzINz2ROPdAL4RwIsAfCuAhwG8g4ietXD+wwA+rvZ9HH5l5tk77vMogMeS/x86oM0Gg8FgMNwrPoT8+2hpFeHZAErMf+c9vHDNbwN4KYCvBvB1ADYA3k5En3dAnQfjVqUT59xbks3fJKJ3AvgdAN8E4PVLl6ltWtif4nWqvruwyYbBYDAYroAblk6eC+CJ5NB2z6Vz33mz33fOuXcBeFdyz7cD+DUA3wngFfdS503gQbDRCHDOPUlEvwng8xZO+Rims67Phk9O8fs76t0iIVMIv3veoLloFnVHjW5wQQfeKE6W8h/M7b9JN6e5nCHjwuui989dKzpqU3D8iXBOnkshr3f3+7nn8F7s665CnTB3vu5zHXOhG6YXae6WOJ6r/xAs5YGZ4/UqnFbB8MAXh3B6KJcpdnXZg8Dp3D2uiyUuBffKKeB55dATaFy+OL102zlej82p5nLXuX5/PDAo25KtuqggYLv+jLPReMI59/gVLvk9AAPmv/P0isQsnHMjEf0q4nfqwXXeC25bOsnAWtW/BeCjC6e8E8AL1L4XAniPc86ithgMBoPhKQHnXAvgvZh+570AwDuuUgf52c0XgL9Tb6LOe8GtrmgQ0d8E8PcB/C78jOqvAHgagB/n468D8Iecc9/Il/wQgO8gotcD+B/gjUO/BV6LMhgMBoPhxkG0f2X1KnXcA14P4E1E9B74H9rfBuAR+O9CENFPAPiwc+5R3v5eeOnk/fDfpa+An2h8+1XrPAZuWzp5LoC/A2+g8i/hO+hLnHMf5OPPge8AAIBz7gNE9GIA/w18x30EwCucc9d2bQWAZ1xUWF1UIaW2XqbrlevoOLoQDlq7/U3cAdPQzMBkny/z9uySIJZc7EI44uBWlvytwwMr97J0/8T1TFbbVfh09kTzbmvKJVBc2oKrG+VtTJeplwbdtE9y99i01C6XfdL3V+V04po7uolr4hyn+v7X5TRdTp6Gdc7PkTN9+uyrcyrbU1dOX19F8/sLoqNz6vfHfh5Un0fe5Brp83hcu2vvG4ujc5Nj8Z3KXXxT1+xjcwp4nsLfNOUw3U5d6K/DabpNoDDGtSQQOZ59TAD7OZVx5uAWOQ1jUrvqJ9xehdP2sl1u6A3BTzQOlU6uf41z7s3sHPEa+O/D9wF4cfId+QiANNb+0wH8MLw08hiAXwfwlc65X7lGnTeO2zYG/do9x186s++XAfw7x2qTwWAwGAwPCpxzbwTwxoVjz1fbrwLwqkPqPAZue0XDYDAYDIYHGzcgnViaeIPBYDAYDLOwpGqH4aQnGs+8KHF2pwqptVsWCXW65r6Per6kK+56OXfItiXtcwgtPIxXSrHtS2TbwFTj1Rp9TM8cw/eKO6Okiq4XtiWVel0WwZ1VdNuzkMqZZrdXZRH+FhuAamLPoTRnmqYVkuda0sHH5G8Jp6xTbktfbxP+topDSfk+dnkdws024VE41Jy2IXX6lM/rcOqfmxY5jenTi2y7rorIbSlp07lUHEsK7lT7PxPu5Byu96zOt+uSQn2ValtFObeU2Bzoz9Hw7GE7193HZFtz2irehE8Zo9vexfEp9gBis7HAW9eP8e8wTuc5TbkNYf8Xwq7rLxCi6ficjtM8/HZdFZNxKmnTI6fqfShpwuGKtxvFsXBeJTxW2iZkhlN5nvjMXKo+0JymfPbBlmae0zBGk+1g1zHDYVrXthvQre+XjcbhdZwqHij3VoPBYDAYDE8tnPSKhsFgMBgM+1Aknnn3Cnfg9Z/JsImGwWAwGAw7YNLJYTjpicZnnVU4P6+wLr3e92SQ+lgHHPM3ox8d2s5r+WvOW7zh7S1vt23vr2VbgK4b0PE5sk/04DHowL6Muv7URkP0eiry7UrsLuq4Xddltq9pPM2rxu8/51LoJ6IQllriZoj9xR0+94LrutNE/XhV5PYBwU6gyMsq0X6DXUJ4QC6V9pvGMwga7zhmZdDrR9HtmZNhxCX3ecGB50N6ae4/52kKdh+iAa+3/Qynwl/OY9/H7etwKn2hOdX6vfCX8il/N8LlynM41MKph9jLADF2guj0wuF54NRfexZ4LNEU85xWylYji6ehP0gXONUxErpxDLEwtiP3uXDL5Zr7et2J/UBMZd+SjpXCWr+M1S3z2Q07xykA9GID0EVbDRfsb+Y5JW3bQDThVI/TyGnkVsbp+ark+0nP+f3S95TYRp2pcfmQcMn3O2M7jzk+4zidt9EIP8BTXq/BKeD5C7ZvvG8j45T7umZOn6SB6yJskds8iW1G4JT527QD+nUPw4ONk55oGAwGg8GwD+Z1chhsomEwGAwGww6YdHIYzOvEYDAYDAbD0XDSKxp36goXdYUCXuMbIfqiaK/+vJBLY4gxFoJWuGGtcNNx2Wdl1w7oWn+s7/y+gTVKKYP2O071/KD7Bs2X4yOIni++9k0NAKjqCg3r9mdnvhTdeRz9OaK9SnwF8dNP94mWe1b77YdYN76opKxwzn9LKTEBJvE0gl3Jcs6WXdrvJF/JkMdUEP1+I3YEfR/ql/wJwinTEv39xTagizY3l+ucy+1WOGWbDNH3E14DlyEOw5A/11wcDcWpcCllVbM2LzY2qypwOgwV15tVG2IsNMkBsaeQmApim/FQsL/xdV0kfJ6Xwmke72HC6XVsNBbyVwyDCzYagdPB97FwWwaDAb+/Hx3aIbclkD4OMW7YziLo+Zt+hlPhMuc0HaN6nC5ymthP6fFZVb6Pyzofr8LnalUFO59g+8EdWrENWTPmvwvLgoItRrChqnNOhUex1TgL8TQK1KUenzOc+oZESEwR1QfTnEIxdoYep2IbUlJuWxHsdEqXcOpLiXeyaXO7m82mQ785fuJuk04Ow0lPNAwGg8Fg2AebaBwGk04MBoPBYDAcDbaiYTAYDAbDDpgx6GE46YnGRVXioiqDZiwx+OvC64GFejPG0SX6L/vms9a7Zl1/zT7dW46/325bdFt/TNtqoOfAHQNrjKPo+on2K23gXCQovbaLqvEFa7Gi+darGn3vjw1Dw9WxbYbKpSH5MNIcDrLEJfpt8MdnzfmCteY7dbTRkLwKdZXbd5QTm40dNhoMaUqq54t23SX5YwCg6ufzb4xwkdPKn3vZ5veVLh5UHoZtO2Ab9F/P0+Wl56fdtFkpfHZth2EfpxpEkdNq5XdV0c4GyDkFgKFvJvk2ZDm2VDkuhuS8YHcjeWtYzz+vcrubh0TXr8qE09xGY9H+ZscH8YTTGR2/Zm4Dp73Ey+C4J8JXJblQHEoep9IHISdJyJeSx0HZbvtknO7nFADGrgPYXuRKnAJ+jPI4LWo1ToXLldj0yFhNxqCynVoNvlTmOCiLOE7P2TZjpTi9w/ddqXwpTVks2t9oG425XCej6mttP9WHvCaEqi+yeuMYzPPbrHisSqyUtP5JvpTE7mbYHD+OBuEGpJMTTt9q0onBYDAYDIaj4aRXNAwGg8Fg2AeTTg7DSU80mrLEqixjuGO9hKjOH5Nw2DFUsSzLcslLsNuNj33dbtqwLOu2l76ibsMlx8fu1ZJsujQry+tS8lKsSCd9c8GXnPtSXPCQLqvnYY+bRpYj85DK/hpwH/iyScJSp9tnVRGWYSXdfKPT0stye9Kvevk0LI0jhhwHcne5vuTw6CJbCTFq4Mbwx5FTaUtVzC93azfXvh8nnIr0JTxu18ztlmWS7ZMJl7xPtrUcFh68SGQwdlWtz/yljedyGM740nRZPQ9pLaW4u+o09ektdfjwwCVzuyqjFNaopfa6UpxyOyTSeZGFl5/ntF9wUy4LQkfxvU2vORt9mySkdc0urXVJQSrTmCzjy3uTyGITLkU6STkF/FgVTvU4neMU8LzyOB1rL4u1PE6HwW+7GQlMwpN3HZd9mT2PdqctiEL4cOFU0gKsAqc5jzH1PMVw5CJ1KjksqLY0lTLCOBXpRPq6lJD+STh2Tukg78PofBvaMue0Uvf11/B9VShyCRHftgOGbkHKukGY18lhMOnEYDAYDAbD0XDSKxoGg8FgMOyDSSeHwSYaBoPBYDDsgEknh+GkJxpVQagKmrh1BcmVy6hLJuGwQ6jpXKMMoYslpXjbwbVsk9GufbnlUmw1xG1O3OhcolcH3bfKz21yXXLkxvYFTUJYi0Yd2ywhyUUzjZprdG3LXUbF1a1O3Bujy2NuiyE6fnCNLOJ5xYwO65+ZQlt8/VHPp0FsSXI3PzFHGfjcKkllHtwwA5f5c4neLdyOCa/SP5IGXtyRdRn4bNeR06Dncxn0/NwGAUWZuLey3Y3S4EfmvpNnqcrwfolGPar3MYaGTm6l3mfhQ7itZ1xWo+ujtrfJt9Oxs4/TQtK5k4TYlj4hjHxuNfpykHdI6fdl0lZ5LinTcQpgZqyOk/D/wqW4s6JlO6owVi8Tl2WJX7+DU8DbaCy4wg4yTnXY+bpE1+V2NtHeRp4vf16iaEtVKfuKWm2HsRHGaBHtl2ZsqYD4fuQhyJkfblTJfPUUBiO3WcZs5LYf83oriuHQ02coaBpWfm6cAv6zbegVD4YHDic90TAYDAaDYR9MOjkMNtEwGAwGg2EHTDo5DOZ1YjAYDAaD4Wg46RUNwnxYWB16fBeChriQQtqNDhiVtqu3d2m/pHz15Vzx6Rd9n691o4vp5pX/vU4pvguF6oICKixx0nMhlX04Jz832r7QrG8+X4y0kdIFfslS6nPZqVGrno/Nset5BHN9EvYpLoXjwHUa9yRwuRATRev56Y3lnCVOk/uPKvaJbr+bBKqOKFS/SD9FTnh/xlPcB6Q2O9NSUyotKSSeBv+sibYG8b1I//ZtC43M2po9zzU4lf2aS6eNWjRvu7hdAhXJNfo9UPeX+7odnF5j4BZqDJIaiymvMWbOPLd6XHEz/bnhWV12TRij6ZiXU5Hf5zo/8HdzevV67hk3IJ2ccATy055oGAwGg8GwDyadHAaTTgwGg8FgMBwNtqJhMBgMBsMOmNfJYTjpiYaD17S1xjfuEP2mdgGsTUrSBzkuPuFlgUFyWkgsDE4HPtHvQ+COQSqZSROv6lC5UKigcO/QBhW7gtQzzEGngR5DngJusnPZ32kZfd45joLouC7ui7YnfEMVKyBI5mNar26bvr9U5eI16nk05vqEoqjs2x3yeuTlmPZ9qTjVcOHFiDcM74XkPJnnNL1v/FtzmtvJzGHEtJ+AhK+M2+k+IMZPkLAJ4W5FpFRzOoT3Aep+8b3RMTACX6qt6Tt2HU5lW4/XOFY4/oPOLVTWkVPhSTgM47bIrynKZJxW02Oz96eJTYT+jJlDGAuyjZwn3Z9pTA6dV4gUb4KU13h9fp9hXOZ4VBwOeryq92EOE5OujNPFy24MJp0cBpNODAaDwWAwHA0nvaJhMBgMBsM+mHRyGGyiYTAYDAbDDph0chhOeqLRjSO6cUTP2mA/0Q59mceByO0eSskTIHk9OL9ImlPBjWcAEg1Sa7r9ypc6vkZ6TsFU1RxjQWItNOf+cHPGh2vUTZ21RdpWlrmNwZxPvdbPR6XBdizCDmOBnv/uBukfeT6OEQCp0x8fkrwyArmv7vNU++05j0wn+Q10yW2L7XET7VjrwDr3Scqr9FPFeSh6lTtm4NgInbuIzxnyljBP3UKuk9RGo1I2GjW/B42vt1ytsvtWdRXz2Ew4nY+X4J+Zm6D6NvZb3lf96FBKn4sxBlQOC37vB8lfkfC6yOnkPr6uto8c67Z0qo1jMka1rY7mslQ2SlVVTvIAyViReBqtu4MMRRl56lUcjTlOfeVxfNZ+XMo4rWRsNpFTwOc8qet5TnVMk5TPaMs0P077kevksVKopgKAY6MaGadLuZ/knv7c3CZDuJyOVReOST6owCn3X7DhSfiUv/U4lc9bKeu6QDEe3wLAJhqHwWw0DAaDwWAwHA0nvaJhMBgMBsM+mI3GYbCJhsFgMBgMO2DSyWG41YkGET0K4M8B+DcBrAG8A8D3OOf+7x3XvBTA/zRz6Nw5t7nO/dt+RNWPUc8clE+4Or8goAp6r1ed6tprvquV6JCs+Sa2AGXpz+lE8++8butE89U5FLJcJ8qeg7XfolJ2GE3UnJszf06zqrltfKwW2wMug61GHABRT/dlpzTfLdsnVAVNYveHWAusmQ6l3w65FJJYATpPRQiboP30Rxd15yHnqe3HrNxw27bjgHaI9hoA0GsyGaL91mXks2l8Xw+D5DZpsmso2OdEXoee7TWuwing+RS7G465EDhtcvuBZuXvX69qrM54H7dROK2F03KZ005p5O2Y91uqyc/ZygBALzYZg85bQTs4lTqQ1RXqHMbIV+/3bdnGac25fbbDOCmlbRryvlVlPkbrHznowgAAIABJREFUesDZWcltUpzKe8nXyFgd+gHo2d5GOA3GJzOcAp7XME753sxlKGVsnnk7nNWqCpyG8VnGcZO2UTA6Nx2fXNb8wldsY6O/4sYxjs9O3adS90uv3cfpxFajj9xG7jy3gXNlh5PSKvcuFKfSR01TYRif2r+XiejlAP4SgOcA+GcAXumce9vCud8K4BsB/HHe9V4Ar3bO/Upyzo8B+CZ16budc19yw00PuG0bja8C8IMAvgTAC+AnPm8lojs7rwIeh+/08P+6kwyDwWAwGK4CkU4O/X/9+9JLALwBwPcB+EIAbwPwFiJ6ZOGS5wP4OwD+JIAvBfC78N+pf0id9w+Rf4e++PqtuzpudSronPsP020i+mYAnwDwPAD/ZPel7mNXvQ8RrQCskl13r9NOg8FgMJwublg6uavq2jrntguXfReAH3XO/Qhvv5KIXgTgZQAe1Sc7575B3fNbAfxHAP4DAD+h7nnl79BD8aCtOX0Wl5/cc95DRPRB+GzF/xTAX3XO/fqO8x8F8L1653oYQMMQlmk3fb6Up0PilmURlqjPwvJ6fk5wreMlvrauwjLp0Pn79L1fDhYXWHGtm6SOTurTIYujmyO7x9VxiVaWYM/O/DGRTkKpltuLZM1bFoNlWXPTs7RQDFl70v7pR5aEeCm2Kkbug3x5vSiW08TrsNip296gllaDdMJtlOX1NffnZT9gw8faYX5ZVqfIbmQpti4wcD/Fc5UrM8tV/crft+/66M7My8LjoNO5T9+TEE6c3xXhdMkFc7UqA4fCbcMySxNcI6fuplF68uWm4+V14ZTPS2WrFbepGfg9LsesXp1aPAvdruoLoc5VeOoh4TO4ugqnIp2EMpdQ2t5NXJeDd2mRy2ErHg9jssQe3dNzt/S+67Ny6IfApR6fmtMsVHyZc5u6KANA3ciYFOm1mozXRmQXkcOQYxgT2bAX2YNlMD5HQpL3jj8TeKxW5RikU83pNM1CvOc0bLi0Zd51eRhcGIubMD7z8brmz8Vtn7+nvi25nLPicdpx/42jC8/2GYQPqe3/EsBr9UlE1MD/6P5+deitAL7sive6AFBj+p36fCL6BIBPAfhlAH/ZOfeJK9Z5bTwwEw3yb/XrAfyfzrn37Tj1twG8FMBvAngagP8MwNuJ6E84596/cM3ruG7BXUzJNhgMBoNhAsINeJ3EP58L4Ink0NJqxrPhf0x/XO3/OICHr3jb7wfwYQD/R7LvLQD+HoAPAvhcAH8NwC8Q0fN2rKwchAdmogHgbwH4twF8+a6TnHPvAvAu2SaitwP4NQDfCeAVC9dskZB5yta/BoPBYLgeCqLJKuy91MF4wjn3+DUu1VbPNLNvAiL6bgBfB+D5qQ2jc+7NyWnvI6L3wE86/jSAn75Gu66M2zYGBQAQ0Q8A+GoAf9I5d62VBudDFf4qgM87RtsMBoPBYLgF/B6AAdPVi8/GdJUjAxH9RQCvBvBC59z/tetc59xH4ScaR/sOvW33VgLwAwC+Bn7W9YF7rOML4KWUa+HTbY+h7XHJGqFo16IVzun5opuKFinQochFe+26Gj1rkV2Xh+IdtW3GUt5rIEn5nttV1Eqbr+sycefL3fvEruRc3CdFP96h569bDl0sYYrR8/ExaK8r1oVrblstbZG2is5K0SV2KZ25ttEYnAv2FeLCp8ug2yf6/pr7WjjtlOtyaJO0lXk7b6qJnY30o2jnvdjyBJubMXAqLrFunNfxBZT0hXA6CWevytT1VnN6xtuN2Hskv74ktL7Yq1xyn+iw87E/y1BP4LTI3xWpP9yHrs5psLVxMYR8dHVkLsdc1xf7qctkjAqnIQS5srsQuxXHGj5RcqwR2wjhsOZSuJWxOoZxeiVOuS90GPHoWp67sMr+pqnC34FTcXctc1sKQTc6bLkPnmzFuoptS7iNW9WPwmtTFqgo51aqT+1ulhDcW5WthnDaJekA2mB/w1zKOOXxI5wKx8PokhDkvpTx2bCNyQUfLwtCT91iO28KtxGwyznXEtF74T0yfyY59AIAP7d8H/pLAP4KgBc5596zv130LAB/GMBHr9fCq+O2pZMfBPD1AP4MgCeISGZujznn1gBARD8B4MPOuUd5+3vhpZP3w9tovAJ+ovHt97ntBoPBYDgB3GLArtcDeBPLG+8E8G0AHgHwQ1yn/n78bnibi68H8C+S79RPO+c+TUQPwRue/hT8xOJzAPx1+NWTdDJzo7jticbLuPwltf+bAfwY//0I8thZTwfww/DLSY8B+HUAX5kGJDEYDAaD4TMdzrk384rDa+DjXbwPwIudcx/kU/T348sBNAB+UlUlni0DgM+HD+r1dPjJxi8CeIlz7gkcCbcdR2PvFM8593y1/SoArzpWmwwGg8FgSFHQNJrxvdRxL3DOvRHAGxeOPV9tf86eutYAXnRvLbl33PaKxq3iD9Y91kUf4wtISGul5wuqgkIMioLYL1589Vkj786mIXhDCufgj5/baES//OW2hvgTKjyw1qXLkmKYXrE/EL29ivpsup2GBpdn3vTSGNHRkfVRUxHqos/qD+HZdduSUMah3QvPKVPz0CeYhsHWac63/ai2o+Yv9jZix6G1X4klwKFOUBDFWCmBU7bNUCHQUz5vgtNiwQ4n2G6URejrpiqyYyuJuTATG0XCRIu9io5jIfYsTcV1lUN4dypli6E5LfbwCUw5HWf0/T7Y3eQ2Qq0KN78N2y6Jd4OsLfJ+O+ZP2lpXReA02P3Iu6PGZsqtjh2xxGkw0UhiimhOUy59KTEsisCpcKi5lrpcwp9wqsPMi92DxEOpw30jr9reRqdkP4TTfoz72yHndKvG0SaEnc/fgfSZpS/AkePFXmVVF+joPnyN0Q14K56ws+MD4XViMBgMBoPhqYmTXtEwGAwGg2EfLE38YbCJhsFgMBgMO0D879A6ThUnPdH41HrAivoQZyCmSBed0W+LNleVRfg75FGoc41S5MVUqx+1xsv3H6+g42voXCEU9sc8Bdp+o1DX6LTTqX9+SKcefNr9sUuStNPxGp1bIraN24T8/vrvXUjNY0L/Ie/jYZzfdi7GjtBprKONRh4/Q/qqKYuESzep15dqf9buq3Oqf+Hs4lS2g41EkZ9bKjuPlFPRxqXdHXMq2nih6iiLPGV81oYZTue25xDGhuobBxd40uMo2uXkx4cRi7lONKerKtoPTLibvDvzYzQ9dx8oe993c5raXE3zx+TnTOJoDPGzRWJUxDry+4uJQ8rrEqfXMVrUnOox6lzOmT+Wczo3joWH8MyJPRkQbZIG59CK4YbhgcVJTzQMBoPBYNiH2/Q6eSrAJhoGg8FgMOzALQbsekrAvE4MBoPBYDAcDSe9ovHJyw4NuokeLdAxH4qCgm3GkkatZ63pefsmtLuyA457BOL08EQDV7q3Pi/N3RD84Pv8ZBe02KlmvZT7YVeTl55nVx8s8TN3/KqchnwmpVw35XYXp3P3yM+9PqdL/Zbydwinuv45u5Lrcrrr/dyX9ZKyMbLMaVrX3DXBtiHEXpBr8nLuPjfB6a4+2Mdp2t+LtizCuZyX5Ii5Cqf6PvtsTo7Nqa4jjUMiEE4lN0y8fyy3qHe25SZgXieH4aQnGgaDwWAw7MMNp4k/OZh0YjAYDAaD4Wg46RWNJ9YdanQxLK8Opa1SPTdVkaRAl+VZyq6pQ0hhhP1yLKRhDtvKjW1HW2PIX97WYbnFjTNJqy4hfsVlNYRdlpDAvN32Y0y5Ha6VNM95uGDZPzgXUqOn+9I6tKvv6Nze5Vo96U/Do+t+KwNPuWtnVRSLnIrrI+mU9gmvS5xqbsOybuLqeyxOAc9fr7jrhnlOOSs4usFFfsL7MM9pn3AfQnErTrVb6FXceZf6JuV1iVPNX5lsxzDeXJ+Ek6/yMVol/Mm+cmG8ppxKW7Vb6b5fZyOmbrPaxVP6NeVvbh+AJIQ315/w1Knw+4PiclDjOeX1GJxq1/mqmLpk7+JUjtfKnVV/7qacbly53NAbgkknh+GkJxoGg8FgMOyDeZ0cBptoGAwGg8GwA7aicRjMRsNgMBgMBsPRcNIrGo+vW9RoQzhbScd81vhtHW68LglnrP9e1JJKnMtK9GE+V7TFokBd6DTqYvvh2xHTqC9PeUW/DSF+xe7C5ZpsN47oRkl3n6e9l9TRklpaUr6PjoIeLHqtpGxuWRjecBnSdXcDeknrzMeCDYCEL1e68JiEFr5Kqm3A212IhhtSbIcU6dzXdZ4ivaljOvCGuRVOC24Lb2LFdQqP53WBs5r3SX1lXgY+KXIc06j7evdx6uASN8bcHiLo6i5yCnh7GflbuJMw4pdtvn/t5JqoxW/7nMNNK9u+3PJ70fcjet4XucxtAFJOAe82uY9TnTI92NRUxYTbCafM4yqMuzKECS8Lf0w8IGXsnTf52Lyoi8CznCNp1Msi3y9jtErsR3TIbo00/PYSp8KfcBvG6DhOxuWat4tO6s3TqA+Di+NRuA1j3G93aowKn30/Bi6HYJ+Vu8oKt3NY4lR4DHYXVRE4rcL4ZC7VtoxZINpgCC8Nb18oTs+qAuvx+F9j5nVyGE56omEwGAwGwz4QcHBKtNOdZph0YjAYDAaD4YiwFQ2DwWAwGHbAvE4Ow0lPNJ5c96hch34lGqjXCKPvdr7gU1LUBu+wyH+HNcNzsQWQsmQbgbJAE2I2SPjyeT0fMxqw6L5SxLgGvB1S2ketV+wrNpw6es1lVUoqafDz+rIbHDbcBtFlRdsVrfdy2/vtLev52x6taPxtzyXrv0EP9vtH0fWHMdGBF0KQB/1e4l0QSu5TKUW/b5q8XK2qUI4qNoDmNGSfFhsNtr250xSBW+H0vFSaMtsERH2fJjE+lkLSCxzcJG6B5lTb2myGAVv+uyl7fp4xu5+8L+0Q7zsoTtfM5Zr52/D2dis8Dgm3zKXY4fRij+NLN0Z9/6qcFtJvCa+RU+7jRrjMuR2dL4lifIZRYqOQxLvJ7ahkjF7UZeRUbD7KnEsZq2US+0Gndt/FKcCp0ccFGw2JjTFy34uNxTBgXfh9NY9Tgdhm8NAL/dyPY4hzs+aD6zbncrvNeZT9XTdGLhWn45CP0ZRXefbQJ8F+qsy2q9rzVNfF4jjtuDzn+kmNSSD2uYy9c+b0Ia7roi7R9PfDRsOytx4Ck04MBoPBYDAcDSe9omEwGAwGwz6YdHIYbKJhMBgMBsMenPA84WCc9ERjs+5Qui5siy67qnNdVbS1uqSg/54H3dd34QVrvhdVvl1XRRKXf6r/+vpzDTjzg1Ipo3U+jF7lr+h6hzPW7Zue9dKe65cqua6WYzBs+kTPd3l9W4mjIRrw2vfXZtNhvWZNf+v3dVK2vhTtt++irYbYaMQc87zNcQswo/2K3htK1u+bVcOl3x5UvhYg8cOvct05zcUAxDgaF3URuLsTuPWljqtRJfFVNKda19e+bc4t22ZI3w+Dr19sNFZ9gUvu06j39tm1W+a0JMmkEu8jen6w4RFbjcCpbPdot62/hjkVDqUUboP9zTgCY25bIJxSYm8DABX3p9hoVE2FuvGpviOn0gdV6C8g5010ezmWjlMgtdXw93moruL4rHMbjbrKx2jMw0FJjBSJjSLPx2VuRoXRuRjnRrhU47XjsbnisXrZT+M0yDUyTquZ412vxulmnlMphc922+7l1IWxGt8lzam2txFuZYzWTY165bk9P/dlGnsFiF/g0vd95Sa2VWGcVtHeBvBjlOqT/hr7jIAxZDAYDAbDDph0chhsomEwGAwGww6Y18lhMK8Tg8FgMBgMR8NJr2hs2wElDSEuv8Tc70WjVOcXRFH/LURjZc1Qa79J/hSt/9ZlrudHG408nkbaiKDnO22bIZqv1Dmi6PNqxL9fzg2xGKpc/wSibir2Dq3KlbDdRh1/u/Y6/na99ecqXX/s/Da6jS/7Fhg6uRGXykaDY1SMJcdNqBp09Zl/tkb0e18GTXlcIUVRUMir0LG/fcgVo0iVmCLSB01ZhBgoEmvhoo5cpmXKp9jhVCFmBD/W0nKpS2Oi5Pz0bJshNhWlcJvkWxBOQ3yGynFb+JqEU20fIPlrdGyFy0vPzXa9Rbvx3GlOXee5DpwO/LIN3WICG8ecOua0ZT7BZdXUGFba5sNzLN2X5s4AgL4pw3MJwrmU5zGJZRm4FG6bWuWxkbwcCZ/ybmhOlYlGFutmUFymNlRAYsvTpWPPlxI/Jb5nY/Z8gnGMuU7EVkNzKrYaYYxuIp/CLSac8hgdQ+COeFN5/5jTofR2F0Pl+Wqbc99mtrnpV33gVH+gis1LHT53p3E75JewfGaKXY5wel6WGMuYI+VYMOnkMJz0RMNgMBgMhn2wXCeHwaQTg8FgMBgMR8NJr2j0/QBXDhiGXDIZlPuVrEKXRUwjHUJaF2rpNSzBUiibav6cqZurv0+6xOaCZIKsbWXBoad5uTFzuQtpnn3ZjOzCx9eE+4dwwvHe+j469XtIDd9GF8hQ8rKs2176Stq1L7dc9tu41C6SSfRb9CUvyYKXZNGceckFwDDe8dWpJXoJf9zxcnjXTTkNac01p5LqPVkqb1Q4au2erKWTpqLg6lppOUyW25FLHql0EjgdpG25259gdPFcCYMunIrro0hBqeGZ28NpDB3PLpBtN+EU2yd9KZy2vNzeczn0y5wKlyydoOZrGl93P96Jy+UyBsStkV0XRbpLeY1ymPRbPp6mqcaLhNN8TAZO1VgtS4qurkUcL76pU06BXDrpCuFWrsnf3SiJFmgHSVXPbST9+cD3S1zeg5QqruSa01a5tQbppJ3hNJE4gSidpG7LMj6lZMkENZcsu3Q8VoGZcOXSxyJrhs/d+Pk7KtdXLXFWIa1DlLOPCUsTfxhOeqJhMBgMBsM+EB0esOuE5xkmnRgMBoPBYDgebEXDYDAYDIYdMK+Tw3DSE42+d3Clm6QUX/DSA5DowAvl5Hgx1XinGnJ+bfo+is1EoWRvWYxyrIs7rmsYY/rsQun1oY3I989Bp4gOLph9kvI9Sf8OAK5ntzhxkwtureI+t72ye+sknHVybBSXumE+vfU4Xo9TIHcx1lp/uaCVp3xG7Vjr+ZpT/8foHGgUN8kQvNq3Vbbc9D6Fuo9+Z4odtu0xjXnO6aB4HPohuA4HvV5cIFvlCinHh24xBHmwyxE9XxDscSqMVR3unbZl1DY2itc5FKEvuPpkTE7Ghh6TSehx2Q7jlOY5dS631fC8Ssh7boTzNxzEtqrI21ZQ8jmhPkuuNk79tu4nPTZkG90mctjq8brDRkM4FXubNDw5MLGxGvp6L5fRfmr5OcN7Hrb5NlSE/jomTDo5DCadGAwGg8FgOBoeiIkGEb2ciD5ARBsiei8RfcWe8/88Ef1zItpy+TX3q60Gg8FgOC3ISueh/+8FN/39SB6vJaKPENGaiH6JiP7YPTXuirj1iQYRvQTAGwB8H4AvBPA2AG8hokcWzv9SAG8G8CYAf4LL/5WI/r3702KDwWAwnBJEOjn0//Xve5Tvx+8G8F0AvgPAFwP4GICfJ6K712/h1XDrEw34B/5R59yPOOd+yzn3SgD/H4CXLZz/SgA/75x7nXPut51zrwPwj3m/wWAwGAxPFdzo9yN5A6NXAvg+59xPO+feB+CbAFwA+PpjPcStTjSIqAHwPABvVYfeCuDLFi770pnz/9GO80FEKyJ6mvwHcLSZm8FgMBieWhCvk0P/M+6m30dEtFq45zG+Hz8XwMPpOc65LYBf3lHnwbjtFY1nAygBfFzt/zh8Z8zh4WueDwCPAngs+f+ha7fUYDAYDCeJ4ob+Mz6E/Pvo0YXbHuP78eFk31XrPBgPinurdmyimX2HnP86AK9Ptu/CJhsGg8FguP94LoAnku3tnvOP8f143ToPwm1PNH4PwIDpTOqzMZ1xCT52zfNlaSiQKUtYVUUoq+hbH3IY7DDakRj8w0I5OT66kP5bclhIGduHbP9Vcp1I2umYWjzeN/qnI79W6kK+fw4xVoDEHZA+4zToZRFyF0hJHAvBSRrwNCmDQPzsr5PrpOaVRa634JwmkuNEytCe4nqc+iZG/saEO2Cak2RyfARIcRrinxSSi2aaF0PXKxwGLsdpqVPKjzqOwo7PCmmD5rRUPJZViZL7eAi5LJgDHTch5e3KuU64Lqm7WmX3TtuScpqWu8col7ydjtHJ2FB9HMbqMO1HF9LEL3Mq99H19Ukej/T+6edGr963UY39OeiYHrqf9NiQ7bE+m08DD8RYGfeS66TKy7Iq93IZyit87sYYM74cXMx5c0zccMCuJ5xzj1/hkmN8P36My4cBfPSKdR6MW5VOnHMtgPcCeIE69AIA71i47J0z579wx/kGg8FgMNwziPxE6JD/152nHOn78QPwk41wDtuCfNWOOg/Gba9oAF7SeBMRvQe+k74NwCMAfggAiOgnAHzYOSc61n8L4J8Q0fcA+DkAfwbAnwLw5fe74QaDwWB46kMmC4fWcQ+40e9H55wjojcAeDURvR/A+wG8GsAlgL99b0+2H7c+0XDOvZmIngXgNQCeA+B9AF7snPsgn/II4ioonHPvIKKvBfBfAfhrAH4HwEucc+++vy03GAwGg+F4ONL3498AcA7gjQCeAeDdAF7onEvtRm4Utz7RAADn3BvhH3ru2PNn9v0kgJ889L4Va9GiUVeiY6o8FdE+AuiUptux2NpyHP9JDgo46LwHojfq3Bkhclw681XXSBn0fGlHH9shbem5bFljlbZ2kvcg0feDTYHI6jrnA9tmSFk3FcbB67BOicid9Jto86Lb9u3Vc52Inl81wTajbHw9zcqX9armU/y5dV2GUnNaqL7WdivdELV06b+29GU9cB3kt2OOCykp2lEUcj9+rKX10sRGQ9tdCLfCk3DbD2M4R3PaB3sPZM+XtneJ06bxZddxPzb1IqcucMp5MYZzLrvlBCSaU7Hh4bJq6sBp4Lbx96lrft9qsceJvOrcI9p2Jtq6JGODOS0Hf02rxONoA+D/qsYCg8qPEuwi1DWzNhrJewUAXa+5daFtYXxOOM3HfrDHoPg+V2zbUlX+vRBO+545Hdh+KtRBaLUNjYxTGaNzNhxLtlRybePfh8Dfqp5w2jTSVrEbkc/d+PkrzyW3lvda27x0gwtj95i4zaRqN/396PxL8Fr+f1/wQEw0DAaDwWB4UHGL0slTArcdR8NgMBgMBsNTGLaiYTAYDAbDDlia+MNw0hONVVOiXJVBM6yrXNfX78Xooh7Yska4ZfGwpD4/ObGt6EdfU1/ytaKVT2w0+NpZG41YHzATeyHRgEX/XfdDVm4H0fW5HX1uGwBEHVF0/Ib7pGONfLXyr4xLdFuS5xGduPbnDL3XZvvOa/H/P3vvHm1bVtYH/r712Puce6soMBJKIAhBGhFaQaUoHGmxGyG2PXBItNUhdgJBhba1TaItrbZQdLRJ0r6CmAelGbQVaQzp7gQhPNIOcaShAHnYiqKNShkIFJXiUZR1zt57PWb/Mb9vPr611t7nnH32ueeyv98dd8y9XnPNNX9r7j3P/H2PvuvRSwCBKRsN6YvE71/qCyXbZERd328fHkYNONhrSD0q3oBAa7+rrsei8P1UtqLF5zYAwaailJKi/UMhdhxrOIXYxaiYCjrmQhfbBACrtseR4nTBnC7bqFmndfk2sY4vnHLftDO5j3CK0HYd10L09bbxfd61V3zbuW193+fxFoDAKRVSij1BldVdzaqo3ytODw6Y61m0vwG8LVSp1qKDns8fZGxKWRcdyia/JtjqVPlYqII9Sx/enRDDIzyf3DgrfCyW8F7l8TOC/U2bt+2obQOnKd9A5FSbwBQFhfFZB3sbjn8ywql/HrZ1qcowjqY4dWGsJrFTFKf6PRFug93UrA62VDI+NafB/qvMbW6AaOUofSDv+bIUm7gujIFdYpvsq2kd+wqTTgwGg8FgMOwMe72iYTAYDAbDJqhcJWeuY1+x1xONg8Ma1UGNA16mlWXISkkbsrzadC7IDccrv3RXwEsmIiUEd0ledpx1BWa8zCjL+EEq4TdPlmYRirjENhbeGJhebl/1fVhelCXF4y5fbj9qZLl9ZJld3OW4cXNequ6Uu2NRUHCpW825XIlU4utvW983YXk9kU7chCtkEdxD43K7LMuGZXxukyy9Simyznxe4ZDbNNNyWHCby5fKF010Tyby7ZcWdsGllJen2bVvnrhDT8lgUy5tDm7g7qw51a7Ti64LS+3H3LfHwnWbn5t6/Emb5P2bc5/083z4p2Hmpzjt+B3q+J0SN9i+70/MqV5uL6sy4VQkAOEy5/ZAOK/LQTjydJwCURo8KuLSuoyfluWAOS/BzzvhNndxLwsayGDrOAVYFpsIXx+lV5a+goTSxfEZxqm4u0qb8/4tCwqSiYxT7QIrrqPSv0vpv4NZ5FJxGqST4P4+lFZpROJMt0XmrOti7TgFIqd1IqFI+3Uod+mvKuH0uFGy9Q5gNhrbYZ8nWQaDwWAwGHaMvV7RMBgMBoNhEwqcgzHowL1gf2ATDYPBYDAY1sCkk+2w1xONq4cV6sMa8yrX80Ur1Fps56JGKHqtaLAr1l4XwZWu5bJAXeS2HxXlYaqD6+WaGW8IF45czxetuU10fa3tS9tE8xV7BDne9C7osKJ7Sx84V2btqILmW6AV9zsOXS3umLK/C66P0S006r7jz0lKBy8KiiGKVehsrT8HF7+6wIFo/lV+TOv54m64aEXb7hNO2R6i5LDOLd9P+BTbh6JIXCB9vZs4dXBDl2XtuqzsfZokTPUi2GYwt2wzNGp3ozg95GEvfSxuhdKPbdujbbvwGYjcjnEKeB1/E6cxLXgeFr6qigG3A06Zx3kd7UwqZfMk71a0zeC2JmGsxd5B7CHmKvx1rcZolYTDDjYaaziV+01xqsOLhzHa92FcCrfHMk4Dp3z/xI6qZhdrsUmKrsxi6yJjVPhkN+W2D1wKt9F+CrzoS6PCAAAgAElEQVQ9Hdp7ilPhMYSKr4pB+gJxr54PttnOI3Vv5SaI3RlXG9rYdA7Hy93baBi2w15PNAwGg8Fg2AQLQb4dbKJhMBgMBsMaEGFrG419lk7M68RgMBgMBsPOsNcrGg86nKE+nAWNWnRNHUdDtN80HXHX5xp5xXpwLRolT+GqgpLU8cjqDankRe9c01YJxatjL4T05BKDwblBuvFWhdmW52jUeWnbRD+VNkvfSOr57qCKNhkq7XzQ75XW26/R8QV61p/GMdD9pkNrB82/KDZyGrRf0acRwz0fN1JPzqnmNsYciX7/u+IU8Py1irvApdqf2mgUgdNcx68Dp2Wo32/3gzgQvapXt3kdr1N9k/I6xemAv2Q7xkYBtx9ZH2CVh/BetD3qZX6fdZxK3TrU+aa/znqk6c3ju++3eb8b8je2D4g2VjqWTVkSZi63d5lxXBCJTdElnAJ5fI9dcFqGfov9WBSa22lO5bhcH2LYSMb6ZW6LdFT2WBxbHI3Ljr2eaBgMBoPBsAlmo7EdTDoxGAwGg8GwM9iKhsFgMBgMa0D8b9s69hV7PdG48bDG7Eo90BkFOo7Gqu3RdLm9hWAqD0J63iaNbp1Vc7/BuCE9rN3fxcZE75ftNJdBiKNBeUwRrd+m+6ZyXKxr8tTzrOuDTfykm5s4jXY34JLjiIwska7jdOwe+bmn53Sq31L+TsNpFWJF+H21K9Q1Q03+tJyuez83WetTNkamOU3rGrtG2ixhFZaInKbl2H3Og9N1fbCJ07S/Y3wVXUe+oyqLxI5svC16vxsZv1PYNae6Dm27A6Q2Ln57jNPl8UWkiTfpZBuYdGIwGAwGg2Fn2OsVDYPBYDAYNsFWNLaDTTQMBoPBYFgDIhpIQGepY1+x1xONL7hSY36lDnkHtO97q3ze+96F+BmidWo/eR07wjk30GFF+TyJv7rGwH897I+2I2meENmXXqN93cvU113lv4jn+jqq5JqwT52jc0KkM/mTzupTfTr0H/I+1vptGg+gDfxMnCt8SQyQJHdH5HI8zoDmPqXvNJxO2h+E43n/EQ1jEsi5IcaIPk40yWm4RtVRFiPxQNZwOrY9hknbA7jAkx5HIabIINZIGm8kj/nh1P40dsSAu8G7Mz5G03M3YdRWKBxTYzLlSY1BnU9EHy8LCjladIyecjDmVXtomtPT/OWtOdVj1LlhDJGYBwa8f8i55lTn2Am8OYfVUXPyBhuuCfZ6omEwGAwGwyaYdLIdbKJhMBgMBsMaWGTQ7bDXE40HH5Y4uFJlIYqBGPJXtJO2jWF8G0mt3koo3D4cAxCOh1DRbRLOeU2KbV9Ot1Uvo2p5JE2lHkL8htDZuavqTG3XZYFZ4UMW8y7M+MNBRdk1c9muKKTUrnUIYd22ZPk4tHviOWNY7riErVNtpyG5gYSDsO1C+m0JVRy4bfNrm8B55FVzHDnNuU35PA9Op9Kol0k4bulr4UeOSXjxlFO/TSHM9ryM3AHAQTg33z8vkxDulHOoOS028AkMOdUp1HsHtCxJ6tDqMhZXMt7CtsOS+3/BK+dOcbrkVPApj416Vxo1fsfGqpbMpjhN3TM3pVHXY7QsisCp5lD2Q3Fel4RZ4F/G9pBLOTe9X0UxNUKUas6P07aP+1cqpPpSjSNJ47AMYzGRUSbG4irhrTlerWnp+aCgGCZ/mzr2FebeajAYDAaDYWfY6xUNg8FgMBg2wWw0toNNNAwGg8FgWIdzsNHY4wjk+z3ReMhhhcMrFY44DnXFUt+fr8TlMX8z2t5h2fhjxysf53jJ1y44j/GKy6aRskfbxs8AQnr1qOuzy6z2+0tAE/p9XSvdti5R12V2TLYldfThzNMutyuIgtYq7nJim3GF67garmVbjaIIdgFzvqYucj24Dq53id6vXOo0xD0udV8LenrQ8fNSNF+xszhuu5DqvaQ+q6/tunxb6kh4XPDnZeDUcy38taIX83lt2wdORVN2ylZDg5K+GOj3rLfrsq5LzGZl+AxETvuZ3I9TwSffiuLaeMBcHgZOfSkcix3OQVlGOx7Frdb1w33o5JyGdPQu2ksEGxnmY8XlgseO2NgcMQdH1Ae7gBXldgKrYLuR87houvBZuJPx2raaWxmr0cbqRJxyX4jNlB6nFY+ZyCn3/awKn/U4FQSX5Sq6twqnVxSnh/x+BNuqIud4VhaoKOc2uMgqm40xuBE7GyByGsZo5wKXKx57Cxmn8r3LfS23c64Pocb7YLMj37v59+2y6dBeQJp4w3bY64mGwWAwGAybUIBQbLkkse311zNsomEwGAwGwxqYe+t2MK8Tg8FgMBgMO8Ner2jcMKtwZVaFcL0ivYov/6LN93e9w6qN2iAAPMD64JJzUy8WeblatWgb/7kLmj5vc11O22okGnCMl+HnhGKrUQat11NYil3GrA46/sGBPzafs02GsgEJ+nEf55tliI3hS7HJiHq+r+tKVeJQbDTKXA+uVPyHNAbDVIroEKtA6fl9Eo44aPtdrsUfd74/j7k/y4JQkP8sjyy+/PJ8ouen8U4Ab3tzrDjU3Dai6zOvbdMGLjvWoSW0eYy9kPe9DyfO2rjEQOH+DNxyX9ezGgAwn5eBS+FWONVxG2ZpmniSWCi53c0NYgvA97vC79JhVYb4C7MkPkvaf8Nw2TT4i01z2usQ1AmfbT+0swGAWbANabPn7HqHVZeHztYxMFZNrusfL5oRTtlmYxW5TMuu7QKXenxqTqP9VBE4lVK4jJzK2OQxNO8Cp1Kt2LzIeOr6/O/CuqAQG0XG5w2zOD4B4KDKOT7gsVqVhEpsg3RI+iQeiC/jPXVMkUGo+DBWoz2a2GSIvU3N339VqJj7mt+PVetCG8J3ssTY4O/Qo8Bfg3ZxEXE0zOtkG+z1RMNgMBgMhk2wgF3bwaQTg8FgMBgMO8M1m2gQ0aOJ6JeJ6CNEdExEf0JELyei2Ybr3k5ETv1/3UW122AwGAz7BTEG3fb/7tpHDyGiO4joPv5/BxE9eM35X0BEv0BEf0RER0T074nolUR0kzpP/9Y6Inrxadt3LaWTL4Wf6LwIwB8DeBKA2wFcBfDDG669HcBLk+3jszTgsCxxWJbBF/xAYu+ztquXurokV0Lw42at8PjYJ1w44pTFS9YNm2WDZun3NStfiv7rWk7S0HHZ+zrhJJMAAJL8zl5bReXnYUXldfug/c6int8ezLi9ub2DPE4Zciiw9lxHrVlmniGmAvv7Rx3fl1frKuybqRwqlcqvkGrAOk22QFoQbDMSHb9TvvRiV1G1lJVp7AjR65elv0anstfpwVdt1PWXif4LAEdHbG/DnK6WkVvA8xrsbU7CKeD5LHj4lb4MnM5y24zZ3PPZNnXCaW6bIfkx5lWulQNDuxuJvXCQcAlEG40rdZnlSvHX6twcQxuNaU6lTcjaFm00+mBvUbWFqjevS+x0ZlWPssnjPeg4HfK+hDgaizaM0+NjxamM11U+Vru2A1q2ARBOg6HCCKeA5zWM02g7lZXzmuuf+7KLfMnzSF83XZH1gaAs0pxEOafCpXArx+V8nzdH2VJJriKVTymldROnYpvRcpubtkfZ6Xrz52hD/BNfSruAxJZK5TWS2DbLZYdu2WHXKHAO0slu3VtfC+CRAL6Bt18N4A4Az5k4/+H8/4cB/AGALwbwT3jft6pzXwDgLcn2fadt3DWbaDjn3oK88X9KRI8H8N9i80TjyDl3984aZzAYDAbDdQAiegL8BONW59y7ed/3ALiTiB7vnPsjfY1z7oMAviXZ9SdE9OMA/jkRVc65NAraZ7f9vb1sNho3Afj0Cc57HhHdS0S/T0Q/TUQ3rjuZiOZE9CD5D2Dt+QaDwWAwCM5ZOrkx/T0iovmWzXs6gPtkkgEAzrl3wa88fM0p6rkJwOfUJAMAXsW/t79NRC8molPPGy6N1wkRPRbADwD4oQ2n/iqAjwC4G15ueQWArwDwrDXX/CiAl51DMw0Gg8GwZyiw/V/lyfUfU4deDuC2Laq+GcA9I/vv4WMbQUR/AcBPAPin6tBPAPgNePOEZwL4GQBfCOAnT9PAc59oENFt2Pyj/lTn3HuTax4OL6O83jn3S+sudM7dnmx+kIg+DOC9RPSVzrn3T1z2CgA/m2zfCOBjs6rAvCqw7Mf1Z/1i9S6J5aDyXSxZJ1yxbi+a7/J4GbT8fsmmJM0iL9mvHL2UieaY6r4AUHvtt2cNeDU79FU0B3xp1I1FY9U5NEJeh9G4HeA+4NuJvs8+9xIz47Asg947V7YaA10/sdEolZCvbSbSHCeA135bFQOj4fwlWvHsOc9H0zms2DZD9N5q4ltCNGDR85umC/kvJMZCyiUALBe+FF7d8ijhkvX8hkttoyF/DBABbJOB0pd97f+wWTVX/LOzfp/G5NCcSs4TsR1qu2lOYw4ajqsheW3KPNaCjAsg2n7Uyu5Gxoro1imvk5xOxFpYtRTifxSU2z30yu5iJbk7yiLksdFIbT+APO/QFKfa/gbLB3zZLCOn7YTdTcop4Hnl8dnXflwuGz9OA6e9ajvlOW18+/P+GsTtIBqOTymrvAx2VHXc1pwO42lMx9GQcSOPEW0z/MmrIrFzk+sDl/zO8jX1GhsOeeJecdomthpdc93lOnkkgPuT7eXYSSf9LeVyLAEPTezX93kQgDfB22q8PD3mnEsnFL/D3z8vxbWeaAB4FYBNXiB3yQeeZPwmgDsBfO8Z7vd+AA2Ax/HnAZxzSyRkrksWZDAYDAZDCh+QbrvfjeT6+51znzvBJSf9Lf1yAA8bOfZQAJ/c0KYb4f/I/3MAz3XONRvu9y4ADyKihznn1tad4twnGs65ewHce5JziegR8JOM9wF4gXPajPtEeCKAGsAnznCtwWAwGAxrQdg+y/tprz/pbykR3QngJiK6xTn3Ht73NHibi3euue5BAN4K/0f4NznnFido1lMALAB89gTnBlzLOBoPB/B2AB+F9zJ5KBHdTEQ3J+c8goj+kIhu4e3HEtFLieirOQ7HNwJ4PYAPAHjHxT+FwWAwGAzXDs65D8GvStxORLcS0a3wISDeKB4nI7+lNwJ4G3w4iRfCr1LczP9LPuc5RPQ9RPQk/u39bgA/BeDVrBKcGNfSGPTZAL6E/2vjGJn81QAeD+AKb6/gDVJ+EMAN8JOUNwF4uXPu1M7UdVGgLooQc79SmqSUfZLbIMT4D3kVcpsNnSuhbVr0K54oro64ZFuNldL1RfuVkookiQXbarQcz2zmtV/RiWUpqClokDujbStuq87ZIM8XP4suq8tSacFlEXMlBO2fy1mZ6/pVGTXYQRwNpd/2SgNuO5fo9sWg3UDUsNP2lG3eblLPE3M15Pp337vQT63kL2lVbhP24XdL5nP5ALDicSe2GhJzoZOEOSN6PttmiJ4ftX9+t/ip2yLyKXFT5H2LnOa5J1I5v1Dvs8SoqFTchDSOQrABCTFXxDajGL22KCj+xaY4FXubsvcHRM+nTv7O6eH4ol7OCe+buk8yRuW5Qq4TxaW8F0Hfb7sBlzpuRrDNEG5Xi4RTZUOlOZUx2pQA29voc1uK+VCAPK9N04xzqt/3lE+d40aP08BTqW1tiiTuTW53M7DRAIPG49wAkUuSXEV8iXN9yNHSlRwnQ2wyKI+ZkvIZc53k41S+b6Vsmh5dc5aF8NPhOghB/jwAr4SfPADAGwB8f3Jc/5Z+FYCn8ec/VnU9Bl6SaQB8H7x9YwHgT+HtM37xtI27lnE0XgPgNRvOuQvJe+6c+yiAZ+yyXQaDwWAwaFxmyz7n3KcBfNea43ch/y19OzY80kisqzPjssXRMBgMBoPB8HmESxNH41rAG/gM01uvW+KKS9N6yZ2X70J0Yt7f9cNl9FZtTy3JoovLsgJdh1p2d70L93Zq6Vi7G2p3uRRxGVNcffPlzTTkdEwnrWSXIq/Dp0bP9wWE5XZpO0Id5KRep9qm7y9VJRKNeh6NsT4J3SLLxH0/WmZSV6dCj6/jFMh5lYa3eZh5uTa9b/ysOZUl6zWcYthPQCqTSXNodB8Ql7nLRDKROgZp4rksQwOYPzd9vylpjTB8x07DqWzr8RrHygingOcz/ZweCxgJMx/GKZdVXu/w/i5rZ97uE4xT2UbOk+7PILUksosOJ69l0zF3Uy2TOW6ASBxFP+SJBm2TNuX3G4PugpzTycvODeeRq2SfnR33eqJhMBgMBsMmnLN7697BpBODwWAwGAw7g61oGAwGg8GwBuccgnzvsNcTDYdxTbs/hegX9EUxPtB2AwXBSfhwHU68YP22VDS4ZIlNu87JuRK+OtRZhvtREe+dteUUK3e96oIeyn0y6TltHxDCE/NzBN3WAU726X5XLnypzh5d3LJTR+xlYts2PY9grE/CPq0hF7lrYp/2feCnzh8gPJ82BCoH3E1ymtxf7j3FKa0xJNd9Lv2k3SdTOxXdx13CJQBQUuXgztplWcyYlIukc27gmupUHdtyKvs1lzQwXiiHpeZWxuRkmvj0GlWfvn80mJnm9BQDt1djcDB2Rlzag4tqsJMKTUo3s41O1dsP7hPvH02e8nfoNLYV6zk9eT1nhUkn22GvJxoGg8FgMGwC4eIjg34+YZ9XcwwGg8FgMOwYtqJhMBgMBsMamHSyHfZ6otH2Dm3vYqjigR+7L1Mf/+BzLmG+JWyvlBxSuORUz3VXYxViHkjIYnFgl7Diyj9/NE08l5wmPsRamPmIsgWHJK/qKoSpDuGNK2lrXsYYCMNw673S5EV7ldTOXV8k6dtZt+dtilYU/rlLsdWg4F+vYzloe4E0pbikCA9pvyVEeGiLy7Y9r3xMacbyXMOYH5FX6Z8qCQ8NxFDkUq76Q668j7p9yzp+w0NLhRWPD14kIcj5XE4pjpmvt5h5juuZP6+sysBpXeccBk6VyYF/5rwJ0p/CrXA6k1DRvQt9HeuL4cJ9ZXyucJ/E0ZjitE04BWIa9KZzMZS/PtY7dW3kPNoHILTBtzWP9ZG+92F8Km57ebfclbyziCKngzTxI5wCnlcZpxKKnMdpyZzKfUNZVQNOiyIfKzHUerx9F9K0530r/TZTY6PspM4+WcpXof3lVabIrUB/R8o7FPmTMRq51enu5ZrW5eO4Dd/D8RnXjVPfb0USyn53MGPQ7bDPz24wGAwGg2HH2OsVDYPBYDAYNsGkk+1gEw2DwWAwGNbAvE62w15PNFZdh6rrsGSNcKW0RJ18uKAk7TLbPdRsizGf+7LvWZtNNEbxmW8kbXvD2r6kh9c5FFIHc+3fr1KLi8YrOn49rzE78Mdm8zprm2jAZUjbrnz5kdpISB9J37BdAl+zaPtBzIZg3xF0Yb5PJ6nlx/Mn5HUgq6NzUb8X3VfsB1ZtXi55/6Lrgt1BtOcYv5+0J6TKroqEU0nb7ftR55woyshr10huiwlONYiS+BlexyeOozHGKQDMDmaYzf2x2Uw4ZZuDUuv6Q06D/QPvEG4XhW9jldjshGu5DLp64FLsc4Z2PhoDTpXdRdP1QccXLpuEy7StTR/fhW4iEENId1/mY3U2K9G2kitmll0TbAHKfKz2zWGSk+gEnAJ+jPI4LWo1ToXLOY/RMFarwGUoxbZqhFPAj7dGcSrfZbMu51T/yjlXhLgmwoNODz9m76Pjq+h08a0eo12PpuW2tes5lXZkX39cyntdh+/dyGnXlzBcbuz1RMNgMBgMhk2wpGrbwSYaBoPBYDCsQQEKmXG3qWNfYV4nBoPBYDAYdoa9XtE4ajug7bDkuAhLpRnqnCdFQUEjnLGO2s3znAKk/L2rukIz89puyzq+jsfQs1jq+ryutD4K/uP+vqIlh7gKs6jvi45/cOBLsdGYzXg/6/uV0vWBaJci9hAL1lVnpcRVaOO5ITYF256wTUaj9Puy4GvX2Wi4rMi0305r+6LnM1/H3I+LpFyIxt+O51cIcrpov9yf81mJjq+NnPK54rvPenuzirwGLjux6xB7G2R1CYhowOlUjIdqJjxWgdPILZcTun7abyvui0Xj21hRF9qSonMOh6x7y3sg74pwOarnb+JUxVEIvHYu3CdwynYRwu0x9+dxMla7Xo89ZG2aVfLei11GzOEyiMegOE3HqB6nk5yG+BfFYHxWHCslxNfh8ZryKJ/F/kbaX3Fdunu7PvJz3LBNhsQQ4TLa5/D3ldi4FA51qbicsNHIbqxsNJzmcsT+Ro/To1ZxKTZWbX5t2pZKjVP5Lut7h/YCfsZMOtkOez3RMBgMBoNhE4j/bVvHvsKkE4PBYDAYDDvDXq9oPNC06JsWxyte2lvl4XP1MntVFmHp7qDOXaoK5fYqS9pN06Fpav4sy+osOXSypJsv1Y9JJzqttWxXyt0rdc+MLmC8PMtLsrLMLkuzo8vsIj00fD90Wdta57DsZCmU78N9Uxd5WQW5JA1TjfzDhHTiXLIMKy6rfXSdA6JLn0hgi67HES8li0wgsoEOVy2SgPRJnyzbyrJ6dHf1dQqfbTvj7f5UnEpfaE51iHjhL+VTPsvy+qHIZLJf6kjWaaM7qyyz576+wYVV+rHrccQur5rT4N6twn2fSDrRy+xJCHQZc8s+d31cqmV3afuiiXKLDlcd5E2OpX3YV9xGGvRtOk4BoG3nvC1jtQ+S5hSnpPoil8XGx+nAlbUuwjg9nMs45XOF0yLv4K53QdrkU1CwHBb6tspdSmdt5DOO01xuoRNIJyfhFPD8BRf5XuRMkTj99lGTj+e2cwmnvhT5SGRfCW9PBLSosWuYdLId9nqiYTAYDAbDJtA5eJ2YdGIwGAwGg8GwA9iKhsFgMBgMa2DSyXbY64nGfYsWy7LFosntEkTP7/pcV68KCm6tpDV+1mAb1lfTULyi33dBv89DdTvlejnq3kr5tk4lnaatFz0zhOud2BYNuCpiwiDtCgm2zZD9opnPyx6zijVx0e2LXEsug9Ybt/VYk+fS0aSD62zyWaeTFtsD6etlwp+4yokO3Cj3u6D9cptnFe9HFfpJ7B6agzzU+Rifp+HU358mOY3hxPOQ8XVVRG7FzU/scBTHRWZ348ulisMeXUod1yEuhG2or1Jt0+6T4f3E8Is0PHvYznX8PtkehEeX8PLCbZuP0WXrEjd0X38IPc6l8BfdXYtgi9OwK2nbjXOachvCbqvvA22jISAajs/hOOX+TbjV43Re5S7LUocLdhAOpOxtZCzMxE6l7LiuoY1NVQzHZ/o8wUQjebyTcprymbq6AkNOF23+vduk7q0q9LggdUtvzL310sOkE4PBYDAYDDvDXq9oGAwGg8GwCRZHYzvYRMNgMBgMhjUoKM9qfNY69hV7PdH49FGHOVqwZDgSRtfvj/YYRfg8U37dndLo0/DIMU7BuH4v0CHPU0yF7pb2hFTS6Wet/WvbCbU/feZo20C87fhahGuqcD23Bbn/fUwzrfzyR55DMOyT2F8xNbUvdVjxNun7KU51zAWxfzgg1sPLIgmtzvcb4VTf/7ScFkkHaFsNHUpbziwTW5rTcCrtXnD0+KbPw1U/sNKxGGjnnPr9sZ871eeRN7lG+jwenwpBrsOwi+1DP3ODcarTnfeKR+fczjkFPG86rLsODa7jaDRJvAnh9DhcO+Q03SYQxOxB25iMpYfX2MSpfI84uElOw/esG+6XeuSZZ8rGJMRImZVY0Wy6oYZLgb2eaBgMBoPBsAkmnWwHm2gYDAaDwbAG5nWyHczrxGAwGAwGw86w1ysanzlqMUM7afcgkNlYUVDQezWmDH3G9uv6t4GOzwBEvXTT/rFrQwpvyXKuYi+MydPrbEumrjkNNnVXoU4YO3+KU7G1oWp4keZunTHXrjkFxnk9CacSl6BRNg3xmrF6x9uwLZcp1nXZWTgVOxWxu9mW07F7nBZTXArOwqmMyL53p+LU1z08sGtONZfrzvX744FNnBYELLF7Gw3C9tLHHi9o7PdEw2AwGAyGTTCvk+1g0onBYDAYDIadwVY0DAaDwWBYA/M62Q7XdKJBRHcB+GK1++875/7HNdcQgJcB+F4ADwHwbgD/nXPu9097//uPV6ixinkcSpUPoMxzDNQlxdwEyb60LJUPfF3GmASSZlj7tmutMtU0taYa8i5o3/Mkx4D2U9d5PiTHhexvOxf29WGfyiui8rS0SRwDfUzHt0jjJUxpyVN2MgWln1XsCBVnoEr2lxNcCn9USM4QxWMR+dKchm0VP6QAnZjTlE+tjbd93m8pp4DnWniSY00XOQTGuR7jzl/TZ9eGPBVdP4wLozjVeYDcyHOt4xSIvBFowGmp+l6PxaqgU3Eq24FbfT/FaZm09TScyvPrWCxTnIacSH2yrx/ndGyMduH6nMsYC0iNzYTXELuk122dtvc4DacAx9sJuXvGOZXjVZLbR46V+ns2jOf4HixciV3jsnudENFDALwSwDfxrjcA+AHn3GfXXPN2AM9Qu3/NOfcd29Q7hssgnbwUwBcl/39yw/k/AuDvAPh+AE8FcDeAf0tEN+6ykQaDwWDYT9A5/d8hXgvgyQC+gf8/GcAdJ7juduS/vy86p3ozXAbp5H7n3N0nOZFXM/4WgJ9yzv2fvO9vAPgkgO8E8E931kqDwWAwGC4ZiOgJ8JOAW51z7+Z93wPgTiJ6vHPuj9ZcfjT1+7tlvRkuw0TjJUT0EwA+CuD1AP5X59xq4tzHALgZwNtkh3NuSUS/BeBrMDHRIKI5gHmy60YAuO+oQe2akC59xmmZZZvCknlc4rvCxw5CKnHZJq6DUzwXcem+VunTK+LtQQp4LpO5rwQwd2oJtnWcztrlS6JN34el1hUvmy6aPD3zEYecljDjC/RxSV6ldF6svJ+rpO1etn67aXusuN6W97Vr0qhLORWqWxBCNRdxqVynTw+ySJWXszqGERcOJVW43I5I0meDz/V1Xkl4PFAch/TpYWm+yLYLGnJaqLVCrc86uMFy+liKbQDo+pjqfhnSpCsOG3/ucZPvb7qYwl6uWTZdVmS5QfMAACAASURBVAq3jaTrbrqEy82cAuOhugdSQ8IpEPksCkq4LLnUKdNzjudJ2vCy4Gt411zCyjOPh+FdIMzLvL4gq4TxymUi12lOp7T2dKxu4rQRToXPrg9p0heKWxmvMdy4cOHCeBQOZbyGept8bKal5lI4jmN0OFaHodWVLDIyRuVzHb5n8+/bWS2c+O0DlCgLf9OyyMegHpsHNeH4AqSTAjTppnuaOhg3KrfppXNuuUXVTwdwn0wGAMA59y4iug/+d3HdhOB5RPRd8H+svxnAy51z959DvRmu9UTjHwJ4P4DPALgFwCvgJxPfPXH+zVx+Uu3/JIa2Hil+FN6uw2AwGAyGU+E8pI/k+o+pQy8HcNsWVd8M4J6R/fcg/maO4VcBfATe/OBJ8L+/XwHgWVvWO8C5TzSI6DZs/lF/qnPuvc65n0v2/S4RfQbAvySilzjnPrXmev33MI3sS/EKAD+bbN+IIdkGg8FgMOwajwRwf7I9uppx0t9SLsd+/9b+Ljrnbk82P0hEHwbwXiL6Sufc+89a7xh2saLxKgCv23DOXRP738XllwAYm2iIlnQzgE8k+/8ihqscAbwsFcg8zyiOBoPBYPg8x/kuadzvnPvcCa446W/plwN42Mixh2LN7+II3g+gAfA4/nz3OdV7/hMN59y9AO494+VP4fITE8dlmedZAD4AAEQ0g3fReclpb/bnxw0qt0Iz991wla04xFVLhxuvCwra4NU5lyz2H4q+WLKGLGnkyzKEua60K53SOaONRoRMG7Vbq3Y7FBuLVd9FHZ/L49LnBz9mfVZHqGs7F9og9TZB++f006z9Lpa+ruWyxUrsN1QZ9H3Wj/ug83dwEyGTBaLjU3BdLVBy30oZtF7ue13O5xV6l7/a2t4mcMwfxMbm6qzE1Rlr+2KzUypug74fS9HvT8Ip4HnVKcm1C6LY2AiPq67HkmPDH5cdP0/Hz9NzvWIDEO8Y6mMuRcc/XnkuF0u22WBuV6sOTZNzKtua057b6BL7G4HW8QOn4rrI/VnVZbDJmPNY1JzKGD0M96ii9h/SxIudlC/FNkP4vDorE07j+ARiKPqZstUoC0rSpueunBrSst459Dq9fWJDBSAZo8xJ12PBfVtzX8u7I+7qkgpe+rlzLthmHDN3Y+MUGPK4WvVohdNOccqlttVI+2CK06ryPJVVHKPrxikAHPb5WK1Kwgz5OJUxJ7ZUN85L3i5x0NbYNa5FHI2T/pYS0Z0AbiKiW5xz7+F9TwNwE4B3nuKWTwRQI/7+nle91869lYieTkR/m4ieTESPIaJvgzfmfINz7t8n5/0hET0XAJx/438ewI8R0XOJ6EkAXgPgCN4Nx2AwGAyGvYFz7kMA3gLgdiK6lYhuhXdbfaN4hhDRI/i39BbefiwRvZSIvpqIHk1E3wjvjPEBAO84ab0nxbU0Bl0C+HZ4DWoO4M/gH+IfqPMeDz+DEvwDAIcA/hFiwK5nJ5ayBoPBYDCcH84hYNeOA2k8Dz6wlnhkvgE+1pSghv8tvcLbKwDPBPCDAG6A9/p8E7zXSXeKek+EazbRYGOTW09wHqltB2+he9tOGmYwGAwGQ4Jz9jo5dzjnPg3gu9YcvyttgnPuoxhGBT11vSfFtXZvvaZYLlq0aMN2CC/OeqDoqqITlgUF/fcK+/NfZc33CmuTsl+267KIoatVqN1Nuj4wDOOt42bEMOBiq1FEn3rWXqtQr3/WXtl1LNp4Qzm2ErsAqUs04OPGby9aHB+z/rv0+5qVL1vW/tvGl6LrpzYaou0LBn75YktRFlH3lTgZM6/JzuYzLlnrPay47qgpF8E2I9edBcKN+PZfnRW4UrPNjuL0kPV8eT/S0MnDsOj8XBhy6tuxhtMu5+cwsbk5amN8h7ReeSzhq0zup2M5BLubBdtohNLzd3zcBk6Fy8DtCKfAyWw0gm2Gsrmp6ipwupz7Muj3hzU/X153VRToKnmHSu4Tv1WHmAvR7gYArtYVrqjxGmOlCKc5t95G42ScpjY32t6mVfFpDjqJbcLvVNuG7wGBXCPxNXQch7brh7ZUCYdA5HSxYNuMpQ9R1K7awGngcoRT/zwjNhohbgb3vfQbjx0p61mNmjmV8dl1wimy55I+7+oYkyXEHgq2VGKrITyWQLX7OBqG7bDXEw2DwWAwGDbisi9pXHLYRMNgMBgMhjWw7K3b4TIkVTMYDAaDwfB5ir1e0ViuWpTUBtuJVeO1vraWmAQ5qoKC/htyJpTRnxuIuv4sies/pf9WQc/P/fPHcp2I2cG0bYZvc9XG3AxSyrUhzwLbK4jdQjGi5wc7Acl/sZJYC6wFH7dYHPsYaEsuG9b1RQfuG7+NZsENWAEcCyCU4Tm55LwVfcm+8dUMq/qAP/p93VzFdOjTNDZeR5a4DA3zotOci9YsoVIkl8KsLIIthra3iTkaJA9HjM2hY6Ss49Q/b4y1EFKHq5TfVSvccl3t8G+iYFPDXKa2BYL4rqicJhJzgXX8oyOOvXC8xGrhORQuhdu+4TREwmnHHHct4HK7G8f5XyKnvh/bivmqfVnParRzth/qYlyOFDGXBvM6K8Nz6bT08t7LGJXxd1iWA1uqucqpEvLYyBgtYwr7YKsx4X6Q2mjElO95rpgVc9m0EvtDrq5iHiO+JrStHNrdhPuILVWjx6nvz6MjHpPCZ8KrcOoajmXYrvJSxmjC6xSn4DG6SjgFgHbeRpsPl49T4TTEUGFOMhsrLmuV60Q4PahK9Bdgo3HZ08Rfduz1RMNgMBgMhk0wE43tYNKJwWAwGAyGncFWNAwGg8FgWAdb0tgKez3RaJoOfdGhZV92bf8g/uMxjkbMjSG6bcyRwDEBlC6c2mhEHXh9PI30hdQ5TnQbmyJvIyHNueDLee9vsOrynCupXYFcr21BRAOW/CWSK6FZtUHjDbYZrP/2iwd8JatjX4qe36yiph8ChLD+y9ovuB8RtN85MGPf/+6QL9X6fYy5AQCzWRE4bUNODrF1UZyGOBuRE8lhInkv6hBfJY+5MUv4FG1/EE9DuBzR1zvVprZQNhmcvySNlRFy0fQcf6HoQ7vTthYj75DYgHSK09WKuV1FG5vlwuv2wimWitMV6/rBRqMZ2N0MOK183BPUXM4O+XmvBE4HcRpYfw/5c6TtXZ/Y3eRxJkLsBeEt6ZuDUtliKC5neowm9jfRRkOej0uXFeh6hyrYaPiT2qLPr4HEdfH363ug4XFaq3GqbURcMkbbPue0UbYaIQ7KUttqLIeciv1Ny9yO2VMJpzI+xZZq5q9xzOmqv8ptjXmUJObGKuQskrgd8v3bh+fqw/vAtwnfkb4UTudlgVblpNoFzOtkO5h0YjAYDAaDYWfY6xUNg8FgMBg2wbxOtoNNNAwGg8FgWAMz0dgOez3RaFsHV7qo3yu//DEUKkaFlFpPTUsdN0P0dB3zIJpojMTR6EWnZe0S0la2QUjup/Nt6LaWWmsegejeum+iVt4NciSEGAutirWwSuJodJxbRvvoT+n5zsWO4WNdwz76kiuj4xwnXYxZoLlcxymQx0gY43BdWZVDjgulq+ucJA4uHOtC3IA+O6d3OjZHEk9CxXQQLos1X2fxXZooxZ6l6wOng9gKYpuRxkYBvI3GlN2N6PlrOO9ajpGi36kut8042RjlkrfDGKUi8iJNG7FX8tvRTkIf0zmJdD6isb9+JTek1NuxPU7KbaW43WacdsEeJ+/PtuXx166G4zPERuFztD1V+tCdjFNtl6PGalmO5FJRdlPBVmn6OXUMk2hjVQxyxBguH/Z6omEwGAwGw0bYksZWsImGwWAwGAxrYF4n28EmGheIII0MvVh5O1+SBQA42ad86CbqHnuXp0Imb4WkHdrdVIeizvQLOabPGdSfHNdL8vrUTbrIGqxbltbQ/IxJXfHciTrUcvvEjSbvH2g+R0qdchMd7c+T9PEUp4P3Q/Hp3Pp7T93u7LRPfunT4AM2/iUaOJVtl4uf+f309vr2nBWT/Rhi/a8Zfwkvw3OVo+IIlwaDhk00DAaDwWBYA/M62Q420TAYDAaDYQ3MRGM72ETDYDAYDIZ1sJnGVtjriUZZEsqSBu5q65a4eqUld6rs9XYPdJIOvM9dU0M7pG4a6rfRJTG//yBdfLKtXQDDMWlTeJbp54x9otw1pSyLEPI7hIkWN0ZxTQ0hjJM83uK+qsNVC8bCVctnTi9ecCjjUpUhFHlxck6laSmvabpvYIRb1fcduWGIcch9xzX5LE28rm/K/dS5mFJehS8PLrFTRjxJGzSnkno98FmWoU87CTGtOdUaP9FQn1eujjFc9UFeZzUL71DgkttC6r1Led3IKW+nY7VXXPZqbEjfF2GsJijyx9JI7zM1PgfvkBtyq9+3k41TbqLmVIXnl37uq1l0X510O17j3qrHqeaUuU6/J0I5wek6e6nwniNvUu/c2v4xXA7s9UTDYDAYDIZNMK+T7WATDYPBYDAY1sCMQbeDJVUzGAwGg8GwM+z1ikZdlyjrElUlIcHzVN+iHUYdP9pbiObasNC+4gOSvrgM6dujli1hiCV6bydhxUUSVXprem+X2Hz4+0u6bJfdv2kdGt7X8L4Va7BNkoYZQJJmO94nhPYNWm9ezma+8U1ToZ55HdYFmxC+r6SzLpTNRjuP4Y1dMDrJb6z1/GoG1F7/LWa+ntncl/W85lP8faqaQ5JXxYBTHRJcbqu1+abvQz8tuf+kLxpJ244cvXOonYSWzsNHaxuRGII80fRFx+9yPb9p83eraftwjrSxFZuNUJe0KbaPNnBa15yenPnsux59n9tgrEIlymZDQpD33ek4BUKa+HI2G3AqbakTTtOyLCjpY+F0vD+lr5q+D2Oj5LTtg/gzyVgHgK6MIenbE3AKeLsPbaOhx2TT5eO36frA85DT3GYjmElQkhKhzPtnNvNl20ROfdsir00IEa940WkCusSeqlDvgbbLml3hTX98Np8FLqu64rblnJZqjBJReK5gJ7Xme1f6bZcwW9DtsNcTDYPBYDAYNsJmGlvBpBODwWAwGAw7g61oGAwGg8GwBuZ1sh32eqIxq0uUszLowHWltEJ1ftc7NKwRLlkjrFkfrMjrmDHvAfur9w5dJZqx6Km59h/SHI/kznAhHTxCfdKWtBQNuE00y2NOyyzlStkeNMomwLc/93GfcZ+suI9mszzFM5DEOhCdmLVY0Ye71uu2fdfDBRsNlSNBpYmnIvr9i+9/0HhZzxfbjPmB3z485O15FbX9Mu9jbfkt8u4q6PkOC8VpobR4bddRloRGbHJE9lb2AxoObpLToEMrHX/V9jjiNN8L5nTB+vlKcdol/KTp7IH4notWLinF0/wY0m7d923j+7ptvX1FH4xCuuk8F4XExshjZEidVV0F2wzhdjb3xw4OxnX9uizCcwk0P9IX8r7XbZekFOevvsABX8tjtQq2HNFGQ243mSY+iXkzZS/SdrndzYrtcI7aLuGyy451wQYqe1wUBQVOZ/y+N7W/ds79J9wKZKyWVRn6v2t9fJq2verbn3Kqbxy+qyQ2RhnqA3JOAW9zI5zOD+L4BCKnYiNUFbmNHBBjoUgfLMVuib9DF0WHZTcRk+ccYV4n28GkE4PBYDAYDDvDXq9oGAwGg8GwCWYLuh1somEwGAwGwzrYTGMr7PVE4+CwRnVQ42DO9gdVrhUOYi70wKKReBmi/ef6oGiz4ud9UJaYtbn2WKpY/zp+Rvo+jsX2B6ZtNRZdH+JmiG3GQtlqyDOs2hE9nxtRs44+Y+31YJ5rvUVBQS9fcf8tl6zfN96OoOP7iebbdd0g5oZGzG0R8yOUAx3Yl3PhTWw15rK/wpz137lcI7kzgn9+bg+x5L44broYUiHEM/Dtn7MufMCBUFaJrY22t9mUv8FhmKdkKudJaocR7G66nNPjJrfRyGV1sdHwfXDA/ZfyDuR5Mlbcf6uV51S41KXEZXC9OxWnQMJnVY1wGrlMy4NZtKeKcRf8feRxpA8WrOfXpXDRBc1feF/1vi1zfsfqMFZ7bvPpOPXtcJO5icTuRuxGhNtl1+OY7W+Oud2LVmxM8rgagrKgaG/Ddg7dQZ23tchjpay4H1erdshlMk7TBxqz3ZFBonPThJw1ldhflGvHKRA5lWfwuYry/hPbuMhp/N494u8bw+XFXk80DAaDwWDYBPM62Q420TAYDAaDYR3Owetkj+cZ+z3RuHpQoTqsMJdl2wk3V0HTu+AG+cCKlxuRhwBf8JLenJdg66JIwpLzErZaZg/SCYZLsyEEubjOqVTSOiRv17vgequXaWV5XaQTWYZskmXvsNTKfXDgJIm9R3CRrEs0jX/WluvRZRfCHke5R7vbyX2n0l0XBYUQxRIyW4ejrqrcTW5el0EeCHJYOb7M3qpldt+HCP0CJO6RhV+infFycSUyU1EM3FqnOE3Vipj6OucylC7y48vourxscw6PVkNOBfK+SV/0A075XQ2ukeUIl/zedTm3QfZJeJ3iVPgrlJRSVUUSDj13YxW3TVlWj7yWMby8ksO0dCJoexddvAv/rHUyTn3J7xiNhTr39azj1G+7Qap3PU51uer60F6RTITTKHHy/UUKK4ogDQoPZZDJ8v4UN+GmifxNjdNOyW9j0skUp3GsRm6DS7LiMsiyIp3INckXYHA/5z4oSdrCsk/vcGzSyaXHXk80DAaDwWDYBLMF3Q7XLI4GEX0dEbmJ/09dc93bR85/3UW23WAwGAx7BDqn/7tqHtFDiOgOIrqP/99BRA9ec/6j1/z+/tfJeWPHX3za9l3LFY13Avgite/vAvh6AO/dcO3tAF6abB+fY7sMBoPBYLie8FoAjwTwDbz9agB3AHjOxPkfxfD393sB/AiAN6v9LwDwlmT7vtM27ppNNJxzKwB3yzYR1QC+CcCr3JSfXMSRc+7uDedsxI1XatSHs+DKKbqmDoWbar9H7CDXcop3cT2ri9yVrk5CX4fPyh0vaL+qXUViddSrrgjurbw9dIkchmBukvDaQNQ7mz7XftM2zoL+De4T4uf2emrbxZTl8d4qDX0/1HrHdF/fJ6S2437tDhxDQud6dJVovMHuoMp1X+2yLPxhFd1DxQ6iXqn6i/GyTNzxTsKpv79LXJc3cwp4vjSnMVx5bk+Suq5Kv4meL30tHB+GMNkx5HnbK91+DaeyfVJOtVt3kbgHV4rrSun2gc+yCONW292IHZVb5i6/i7ZHvVQ2DCpEfaXesZISuwTkGOMU8F6hmzjVY6/p3IDTpbK3GXNHnil7MumTuQovL9wG25GRVPY6JL5g1L01bMe2pH0S+aPEbkTZWhX59278Hi7CfULocbEjcWIT548vGofF0QWEIL/EXidE9AT4Ccatzrl3877vAXAnET3eOfdH+hrnXIfk95eveS6AX3PO/bk6/bPb/t5ephDk3wTgCwG85gTnPo+I7iWi3yeinyaiG9edTERzInqQ/Aew9nyDwWAwGASS62Tb/4wb098jIppv2bynA7hPJhkA4Jx7F/zKw9ec7PnoqwA8GcAvjxx+Ff/e/jYRvZiITj1vuEzGoC8E8Fbn3Ec3nPerAD4CPxt7EoBXAPgKAM9ac82PAnjZeTTSYDAYDIYt8DG1/XIAt21R380A7hnZfw8fOwleCOBDzrl3qv0/AeA34M0TngngZ+AXBH7yNA0894kGEd2GzT/qT3XOBTsMInokgL8K4Ns21e+cuz3Z/CARfRjAe4noK51z75+47BUAfjbZvhFDsg0Gg8FgGOCcvU4eCeD+5NBy9PwT/pZyOWZuQBP79X0OAXwnvI1kBudcOqH4HZa0XoprPdEA8CoAm7xA7lLbLwDwKQBvOMP93g+gAfA4/jyAc26JhEzR/x50OMPsyizqjNpfXumRTRd1zVU7fk5MJZ3XCQx1qm0CwGgrljRigA5tHWJxDOw98hJI0sOzr3vtJDbFtL3F4L6Dtm581yeR9u+URq77kYg2chrtbvx+4bVogQdWojfrevM6QztGzjkLpjhN7XSmONVcpn0etHFOZV+HeBrT9hahDTvmFMh5Xcdpur9IONZ6fghFTmKbEc+7jJzKeafhFGD7h4JjyPCxw1keV0Nzmr1Lg7ZeDKeTdh4j3Icw/I3fXjGn8Xu2x/J49zYa5zzTuN8597kTXHHS39IvB/CwkWMPBfDJE9znWwFcAfArJzj3XQAeREQPc86dpG4AO5hoOOfuBXDvSc8n/9a9AMCvOOeaM9zyiQBqAJ84w7UGg8FgMFw6nPS3lIjuBHATEd3inHsP73sagJvgvTs34YUA3uCc+48nOPcpABYAPnuCcwMug43GfwHgMRgxQiGiR8DrQ3/dOfceInosgOcB+DfwBHwZvGb0AQDvuLAWGwwGg2FvcJm9TpxzHyKitwC4nYhexLtfDeCN4nGif0tDm4i+BMDXAvjGQXuJngNv43EnvI3Gfw7gpwC8mlWCE+MyTDReCOCdzrkPjRyrATweflkHAFbwBik/COAGeF/gNwF4ObvrGAwGg8FwriBsJ6FJHTvE8wC8EsDbePsNAL4/Oa5/SwV/E8B/SK5L0QD4Pnj7xgLAn8LbZ/ziaRt3zScazrnvXHPsLiT8sEfKM87r3g+5WmN+pR5ou4Nt0Tn7Ph5TvufhHKWvjsWOmNJcBeneqZdTp6xONWx9LPi2T+QT8XEg8ngCOmYFy/yxLgzjguj76YGZ6uN6du8mbJZS+xGtM2u+wnGMcKhiBgStXPnn9707Eafp/Zxzp+IUyHmdtvMZattTnOqU6ZEbGuS/CFwrTssR+4ddcpryObYv3W7Vdte74XiV+lUsEeGk64exS6biguTv3W45BXgMhnPHx+AgVktRoJIcO4OxOOQ0Pz6+bwwpr6fhVPafhlMAaPuEn/Ddq/mK26uj1XjDzxHna6Jx/nDOfRrAd605ftdYE5xzPwbgxyaueQvyQF1nxmWKo2EwGAwGg+HzDNd8RcNgMBgMhssMFXDrzHXsK2yiYTAYDAbDWlx28eRyY68nGg85KHBwWIZcAkvOASK5Elaca6CV3CBtj4b130aO9S7blmsk70ebxN7oujx/xJjWn24DQy1Xbwcdt4z5WcZyBwAxfkI9sl1XrOOzmCY5FGZc15yPS36MuqRwTOdyqSbsPYr0OZBjyqe/S/T7Tum2rcr7sUxydSwDh/kxiX/ShXMlH0bkdaU5Djld8u024VM41dzG58mfL7WliTYzed6KNF+EL4vRnB/AOKd+O+bamXM5G+ESiBxXRbymVjksxjj1zzC0qV/HKZDbQMWcLXl+j0bxKGNz2fbhc4g3oXjTPDZdP+B7jEtdnobT0BcTnJZ6rCT86XE7NV7LZNxNcSpcCo8zVXdJMdeIth9JOQXysaptXHq9LfYXkvfIDTkNY7IVm4zIKeA5XqpxmnKYbre9Q7M4S1QEw0VirycaBoPBYDBsgkkn28EmGgaDwWAwrIEJJ9thrycaD75S4fBKhePGL8OVFBzkAABNl78abe+w5HOXHLt6IeXKl02jyx5tkGA6LofLs75MA4l7xOV1tWQtS6+y3M0pwKuqQC3hw2u/b8Zhiee8fcDloeO04YjL82WRSyY3zDiVOJdX+Np5WYRl2hlfUxf5Urxsl8myezEhnQhkaTYuryfL6n2vSllO9/0q8sii7XHEPB1R3qctnyvL3rIUK/wtmi5yO+C0z7aF167rA6dT8piGX17X8pdwWYyWdV0GToXjg1nOqQzpMvnzSdxYZXn9Kl9zpc65nQfuI7e14rYK8li+7F6MSCcCzanw2blk+bvP5Y6l2j7mPhdeywLAKk8DH1OIqzGacjsxTuMYHZabZDFBOlaFy5C+vRYu4zhN99d1iVmtxinzhBn4mbn+RBY54OuvyjiV90JKGaMl153wGSRPysfpwKV55FnH5C9f5pw0fZ9w2XHJY7MRbnvuN1+Xcz2WyGXkME6Zr2XCaXts0sllx15PNAwGg8Fg2ASTTraDTTQMBoPBYFiDyxyC/HqABewyGAwGg8GwM+z1isaNdYUrswplkadJEe1ftO00RO6K7SyO2U/yiHNQL9kfa8HbK9YQl8sOzcpriG3jj3VcRwh/zRqmG9GAg+4bbDNYT2WtV8qqrkI5n7MeO6+49NvdQZ09Z6FcJf0z566OUQP2dVzl+12pKhzw5wPWf2fBnTZ34SsTF8kQ5nhicj8IYdwPw4eLK+JCtHjWfo+5X6uiDffsg11AbuvSKxdZcUs+XnU4XgiXnrflUrjMuRVeu7YbcspldFnOdX0iCpyW3H+F9B9zKdzWs8hj5LTi/snr1a7MQHQ3Fn7ENuOGuXDJNjtJOVecBndMZSNUpLr+hH+rtLAPthk5n13vAg8LsbcRPni7CveJNjZiB1AEbd+XnbLROJKxuWzD+BQuhdsVj+d2lY/Rtm0jl2tsqYB8rAqnU+M05dSXFQ4OmFOXP1dwaS7zvwtLAg54nIptxg3B/sbXdVjm3M5Td9pBmgFlDzY2VsP45E03wamMq66PtlPM5VEYpx3fp83qXLUu3Lvv83EqthkPJN+37UW4t5o16FbY64mGwWAwGAybYPOM7WDSicFgMBgMhp3BVjQMBoPBYFgD8zrZDns90bhSVbhSVUFfXJVeS9RhlwV9oiWHeBqsFR4fs83GEev6C5+6uFk2WC39Z7HRkLJnrRIda4w9b7tEAybJ5c0+9aW3sygGmm8dyrbxjvcSC8A5f0zHbRDNt0t0flnikj44YK3/MLHNAICrdRW0fQlXHsNii56fbxdEiDLz+KgbhKnuk3DGQffl+lu+bzvkyznW4LlNi2ba7gaINhrLVZdw2nDJdSWcpmXbtAmnzGXHMZT7dvQ5QUXktPJ8DXV85nRe831mIV6HtF8eWWwzmor7qo6cTtndjHEq+2sV0rraaH8DnJRTreO3vQshpatOYrD47aIdr2PZ9SgbZXfTx/qAnFPA6/ma0xVzKmM05VRKtn2wGQAAFpZJREFUJ1yehFPAj9Ey2kyl5YDTdpa13T+PL6XPZ8yljt5RFhTG3pUBp768ge97oMZqVVJMUaC5zDgFxow0Qth3bT+lbCrqrseMeah5vBbqPZHxvWjzMerv47JzJJ7GKuG0W0zwcY4wr5PtYNKJwWAwGAyGnWGvVzQMBoPBYNgIswbdCjbRMBgMBoNhDWyesR32eqIxqwrMqwLLXvRL1hLZVkPrSl3volao8l+E+Bms8Yr2uzxeBv23Xy58RY2US65YdP01Nhplruf3XK5mVwAg2GX0XT+I2aBTyUu+jE7lcABSfVg0etb3C0k/HbXgGevCIaV8SC0/reuXIR8ERpHGz5A2SgyMEDch2GSoHAmI16x64VLsRdbfL6SAb7ssBgoQbTOWx56vlbLV6JfHkdPWH0PDZR+MDJA1lgqg4rgmrOd39YEvZ4e+bOe+Ctal4aI9Qsxxw7YZIaV9Hr8jvaVO/S45asQO5yDhcS45OJJ08+m2jqdRJqnRNfqRuBm+rTHWQsiroe2iOB9PU7JtRh/tqMqJG+p4K5JjaLXqYhwNxeVykW9jdezLZhE5bZWNxhingOeVx2dbew5bHqch3kqf85TmRzkJp4DnQOwZJBfNgYqbIbYZcz1GqyJJUT8d9yZ9vPSRwzhV8WhCXiJue1HEH9iY84Y5lRwoIa+O5LFJbK3kGhXvRr5/V6sWXbN7Gw3DdtjriYbBYDAYDJtgXifbwSYaBoPBYDCsxfZeJ/ssnpjXicFgMBgMhp1hr1c0Kir4f9SZgURylXj7Sb6KXtk1SKyKULJeKHkwmlUTbTOWD/hS9N8V7w9++myrkWqx0giOnyHaL2YH2bli1dEURciZIXEZ2pZtAFRulaizxlvG3BV5KbqpaMFVQSFOhuj2M5VnYyz3SZYbI0HIhzFio0EhFY1o1YU6N8/DUZeEqp3K30BcR64xp7EdRNMXHbjjUvJgCLf9knlcPgDI55btbkTXD7FRVBSEohzE0QjvAdvoiPIc2l4WgdOmYTubwGke3yC9XaHeZ3nPqwGnUbMXznQ8jRArReU+oTSPDUNzqm00iJJGOuGW+Bx+hwoX2gQg41XuV4yM0+x+Yj/Qduimxinb24SxKWN1eRy5HMS7GeEU8DY3gdN8TEtWjpC7iPu1bdpJTqNdRP68RJHLopgepwCi/UdiPzWr1L6JfDbDKBrDvDUFc1l0eZ845GPZty1vYxm+Y+Lzxfw1+TjtFadd58LnXcKkk+1gKxoGg8FgMBh2BptoGAwGg8Fg2Bn2WjoxGAwGg2ETTDrZDns90fBaYPT/p7B/+o2IGniuBwe/eNFV07JT+S90PoyBnj8SR2PQ+EQPBsI9+m4W4i44ZU/iQtvzZxitPujfrNdC27HQ4BxSti5FoeogGuzTiLJ9zO9QsG5f9FKPG7Qlawco7lPPozHWJ6FbQj4HZdsicS0Cr038HPR8ibkwwqnsF+6kL1qx2chza6T3j581p9JfaziFskGCtseR5kRbmoENgLLZiXkxhnE0QpiJ2IBsP5sNoCso2gNoGx7V1pTr03Aq21Ncul5zmthNaW77YDSkbjwybiX2RpXbd+gx6no3zelJxqlsj4zTdFvGX1lgwLG2zVgXRyN8LUmIF94WWwoZq0T5e5W3Ld+/7nt3itMLs9GwXCdbwaQTg8FgMBgMO8Ner2gYDAaDwbAJJp1sh72eaDiMLzX3a5YqNUgtUUItB4IAFNzNIneE7TbfHxoQKo9rlDpdvN7PJRUUXOdILUefBv1EFwTpKOk5h3zZPrrNUrZduOi+2PO5spwY6lCyhXOpLJAdytqSXjvO6fjzjHWN3qc5ltIFPhNXVSlDY4RM4Unei2J4jYSZl3N4f3rfwft2Doj9JmWUj3rV6alLNBClLkqu15xql1sdxjqVq+K7pNq4Jaeyf8Cl9v3V46woh/tCo1x+7dj7UCqOJ94l0DSnZxu/Stod4UCPXxmvNMEFgQb19RPvhUtequH3RN6Wk2A9pyev56wgWK6TbbDXEw2DwWAwGDbCZhpbwWw0DAaDwWAw7Ay2omEwGAwGwxqY18l22OuJRts7tL2L6dITN7i0TN03B259Era3ysN+S1nVFVbdnCtULo6iD4ubo7jNpe5zWsfntNMxFLlPKU4ckryqq2EbpG3leNtTN0Gd/llCDLdh2z9D1xeDEM8di7stl9Tlvm/OAYWkxQ7uinmfD+7fu5AevpG03yEldZ/dP6Ss7l08pjRjOUe71AX3zbJAGUK455xWtedJXBNXvYSBT3gVTT6kiZ/l51BiqxHCynMp3HJK8aKeZffNuJWw7opT7TronxncF7mO3kqo84RTgMOwc8puLlCEV5K5lLrFK7RwGznVIciF17ZzIRV6eJf6yGVadsJr7wZ2AgM364RTKSXkt/SppG2Xsu0PMUCRu5APXJZJ2d+UNcDcoT7IyqKus/vHMVqhqsY5DSYgI+7DwdM6jFNOo86dMlN9LmOnIAei3H6o52srp+8rN3aD78gBTzJGk/0D3sPYVN8xSRj9YAO0Zpz6fitA3e4X5s0YdDuYdGIwGAwGg2Fn2OsVDYPBYDAYNsFsQbfDTlc0iOjHieidRHRERJ+dOOdRRPTrRPQAEd1LRK8kotmGeh9CRHcQ0X38/w4ievBunsJgMBgMew06p/97il2vaMwAvB7AnQBeqA8SUQngTQD+I4C/AuAvAPjf4Cn5gTX1vhbAIwF8A2+/GsAdAJ5zmsY1XY9V1wfNsFFaokZBSSpl1lbr2uu187mkePZzJBdERqDguL8NX9OJbttImvg16ad1mniVLr5krbee+f31vMb8YJ7tm804xXetbDay+Az5rUX7bZWuuuA023XRD0IGS6uD5tpJSmq/nab2HsQGUL77QXtO7C1aZaux4rasePuYdfaM06AZYxTSCkmLXlVF6KfIqe9HHQpaYjA0VYleOD1NSvEQayG30ahGOJVyxp/ncz5HcapDeae3Fi5Xfd5vS+6cijV7Sr8UxQ5CvQ9VN7TzmeJU2920yranSWw0hNOGy2UXOQXiGG06NxpbA4i2GSmngO+rgwPfbyH0t+IlpG1nu5m+PgDapT8oYcnFNmMqTXxRhvFJE5zODmZZWc9KzGZV1l5J314qTtPYFTLWpF+kn1al77e6G4+74uDQs+1U1cXxCQztfcbyxA847XJuZdw1rRuM14VwOhijuf1HimINp0VXDi8wXCrsdKLhnHsZABDR8ydOeTaALwPwl5xzH+dzfwjAa4jox51zn9MXENET4CcYtzrn3s37vgfAnUT0eOfcH53/kxgMBoNhX2FeJ9vhWttoPB3AB2WSwXgrgDmArwLwmxPX3CeTDABwzr2LiO4D8DUABhMNIppznYIbAeDogfsBAEeN/+vzuPF/sSyOfLlc8Ez82G83xys0x/7cduH3dQv/F2y35KRmS06atFpyuYLj+h3XL2VY0eh1Aq6RFY3gkSJ/VfltxxQ64vtTjZ5dBHriNrInRFdw2wv/V1XD1zY0wwp+37L3+xbOX3PM2yX/tUWVL4tZiZbrnfFfF7Pwl5hY/fO2/IV0lhUN5wbeJfovJPnr90jKpo2croRT3ydL5md1FDkFgGYRee34c7f0x/olJzdbrbIy8tkEjmPirTWcAhxxsszP5ZCwgVNETgGgL1r0hXDq9wmXLeWcruD/Ul65OuHU83HcMaf8V7Z4QoBXR9qqiJyW6q9r+YuStljRcPmKRrtmReMB/uv3iHmUMXq8bLHgMbg85muPfH81PBbbMFaZz0WTjFPhNI5TYDhGXbMacrppRYPKMD4nOWUeA59UoSu5vVRxyc9DitOex6orwzidtTmnxOMVvIraqLFaVxQ4rdQKxplWNCa8T9IVjSWvOD7A5VHjy+OVf84Fc7I47rA85nHKHIbxOcrpEXaN++//3NZeI/ffP/i7eW9wrScaNwP4ZLrDOfcZIlrxsalr7hnZf8+aa34UwMv0zud//VNO3lKD4YKwvNYNMBiuT3wBgPP+NV8BuPtxj/lLU78tp8XdXOde4dQTDSK6DSM/2gpPdc6994RVjgmtNLH/rNe8AsDPJts3AvgYvJ3H/Sdo42XC9dr267XdwPXb9uu13cD12/brtd3A9dt2afenz7ti59yCiB4DYK2Dwimwcs4tzqmu6wZnWdF4FYDXbTjnrhPWdTeAp6U7iOghAGqolQ51zcNG9j906hrn3BLJH4rJEu/9Y3YglxnXa9uv13YD12/br9d2A9dv26/XdgPXb9vPM8HgGHhisHeTg/PEqScazrl7Adx7Tve/E8CPE9EXOec+wfueDT8peN+aa24iolucc+8BACJ6GoCbALzznNplMBgMBoPhHLDrOBqPIqInA3gUgJKInsz/b+BT3gbgDwDcQURPIaJnAvhpALfLjJqIbiGiPySiRwCAc+5DAN4C4HYiupWIbgVwO4A3mseJwWAwGAyXC7sOQf4/A/gAgJcDuIE/fwDAVwOAc64D8F/BL0u9A8C/APCvAPxwUscVAI8H2C3C43kAfg9+ovI2AL8L4L85RbuW3Kbr0e7uem379dpu4Ppt+/XabuD6bfv12m7g+m379druvQHpgDUGg8FgMBgM5wVLqmYwGAwGg2FnsImGwWAwGAyGncEmGgaDwWAwGHYGm2gYDAaDwWDYGWyiYTAYDAaDYWf4vJxoENGPE9E7ieiIiD47cc6jiOjXiegBIrqXiF5JRGvDzBLRQ4joDiK6j//fQUQP3s1TAET0dUTkJv4/dc11bx85f1M013MHEd010o6/t+EaIqLbiOjjRHTMz/LEC2zzo4nol4noI3z/PyGil5/g3bgmfU5E38dtXRDR+4joP9tw/rcQ0R8Q0ZLL5+66jSNt+FEi+m0iup+I7iGif0VEj99wzfMnxsHBBbb7tpH7373hmmcwLwsi+lMievFFtVe1Y2wsOiL6xYnzr0l/E9HX8vfyx/l+36yOn+n74bTjxHC++LycaMDHpX89gH88dpCISgBvAnAVwF8B8B0AvgXAz2yo97UAngyfpv4b+PMd59PkUbwTwBep/78EH+J9Uy6Z29V1L9pZK9fjpaodP7nh/B8B8HcAfD+Ap8KHnP+3RHTjLhuZ4Evhx8WLADwRwN8G8GIA/8sJrr3QPieibwfw8wB+CsBTAPw7AG8mokdNnP90AL8G/85+BZf/gnxk3YvEMwD8IoBbATwLPkLx24jo6obrPgc1Hq5B3ojfV234T6dOJJ8j49/A8/IU+HfolUT0LRfQTo2nIm/3s3j/69dccy36+yqA/xd+/I/h1N8Ppx0nhh3AOfd5+x/A8wF8dmT/fwmgA/DwZN93wAcOe9BEXU+AT9r2tGTfrbzv8Rf0PJID5ic2nPd2AD9/Cfr/LgB/6xTnE4BPAHhJsm8O4LMAXnQNn+N/APCnl63PAbwbwD9W+z4E4BUT5/8agDerfW8B8L9f4/fkoTyOvnbNOaNj+YLbeRuA3znF+X8fwIfUvn8C4M5r+Rzcjp8H8MfgWEqXtL8dgG9Ots/0/XDacWL/z///5+uKxiY8HcAHnXMfT/a9Ff6l/ao119znnHu37HDOvQvAfQC+ZlcNVfgmAF8I4DUnOPd55CWh3yein77AFQGNlxDRp4jod8hLWuskiMcAuBk+2iuAkBDvt3BxfTyGm3CyzJAX1ufcj1+FpK8Yb8N0Xz195Py3rjn/onATl5v6+AYi+jMi+hgRvZGInrLrho3gcbxs/xEieh0R/eU1507191cTUT1y/oWA353vAvDPHP/qTuAy9HeKU38/nHGcGM4ZZ8ne+vmAm6EyvTrnPkNEKz42dc09I/vvWXPNeeOFAN7qnPvohvN+FcBH4JcVnwTgFfBL5c9ad9EO8A8BvB/AZwDcwu14DIDvnjhf+lFn4f0kgC/eRQM3gYgeC+AHAPzQhlMvus+/EECJ8b5a9w6f5vydg4gIwM8C+H+ccx9cc+ofwv+V/XsAHgTgBwG8g4i+wjn34Z031OPdAP46gP8PPoP0/wTgnUT0ROfcp0bOn+rvCp6/TwyuuBh8M4AHY/0fLJehvzXO8v1wlnFiOGdcNxMNIroNwMs2nPZU59wm2wXB2EyeJvZvc83wgjM8CxE9EsBfBfBtm+p3zt2ebH6QiD4M4L1E9JXOufefpq0ap2m7c+7nkn2/S0SfAfAvieglE1/MAt2fp+5jjTP2+cPhpYXXO+d+ad2Fu+zzDThtX517326JVwH4cnhbqUnw6uG7ZJuI3gE/if0BAP/9LhuYtOHNyebvEdGdAP4EwN+AnyyNXqa2aWL/ReKF8BLax6dOuAz9vQZneYcv23u/V7huJhrwX0ibrPjvOmFddwPIDOCI6CGINhBT1zxsZP9D11wzhbM8ywsAfArAG055L8B/QTQAHseft8E2PMgX15fAP4uGWPDfjPyvvb+I0/exxqnazZOM3wRwJ4DvPcP9zrPPx3AvvJ2R/qtsXV/dfcrzdwoi+gV4OfBrnXMfO821zrmeiH4bvn+vCZxzDxDR761pw1R/txh//3cOIvpiAF8P4K+d5rrL0N842/fDWcaJ4Zxx3Uw0nHP3wr8054E7Afw4EX2Rc05e2GfDZ/9735prbiKiW5xz7wEAtta/Cd475MQ47bPw8vILAPyKc645zb0YT4SfRG29VLslD6LxTrVDpIdnwWf5FY31GQBecsZ7Ajhdu4noEfCTjPcBeIFzrj/DLc+tz8fgnFsR0fvg++r/Sg49C8C/nrjsTj6erjQ9G6d8f7cFv8+/AOC5AL7OOfeRM9bxZPil/WsCIprDG4n/u4lT7gTwHLXv2QDee8ZxfB54Abzc+6bTXHQZ+htn+H444zgxnDeutTXqLv4DeBT8oHgpgPv585MB3MDHS/gB83/D//g9E8BHAfxCUsct8DrlI5J9b4Z3vbqV//8ugF+/gOd5Jvwy3xNGjj2C23kLbz+Wn/urATwawDfCW1i/H0B5gRw8Hd419MnwdhnfBuA/APjX6rw/BPDcZPsl8Fbkz4W3dXgtgI8DuPGC2v1wAB8G8BvctzfL/8vW5wC+HcAKwN+E/8H7OQB/DuCL+fivILGshzd+a7mPv5TLBokn1QX18T9ijp+R9i+Aw+Qc3faXwUuHf5nfqX/Gbb/lAtv909zmx8CviP46vAuo9Pcr4P8YkPMfA+ABeFnlCczTCsC3XGR/J+0pAPwZgL83cuxS9DeAGxC/r13yHfIoPr7x+4HH7vefdJzY/wt49651A3byUN7IyY38/7rknEcBeCOAI/hlzF8AME+Ofx1f8+hk3xcA+Of85fI5/vzgC3ie1wJ4x8SxR6fPBuAvwVthfwp+heaP4Y0yv+CCOfhKeKnkswCO4X+YbwNwRZ3nADw/2SY+7xPw7sa/BeBJF9ju50+8O+4y9jmA74OXfGQ17muTY28H8Bp1/rcyFyv4ydBfu8j3IuF87H/6HmRt5x+HP+PnvAfee+PpF9zu18H/qK3gJ83/B4AvS46/BsDb1TXPgJ9wLuH/In/xRfd30pZncz//JyPHLkV/I37v6v+v4eMbvx94PNym9k2OE/u/+//EJBgMBoPBYDCcO/Y1jobBYDAYDIYLgE00DAaDwWAw7Aw20TAYDAaDwbAz2ETDYDAYDAbDzmATDYPBYDAYDDuDTTQMBoPBYDDsDDbRMBgMBoPBsDPYRMNgMBgMBsPO8P+3W8cCAAAAAIP8rUexrygSDQBgIxoAwEY0AIBN2c34tvCUZREAAAAASUVORK5CYII=\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "xvalues = np.array(np.arange(-10, 10.1, 0.1))\n", "yvalues = np.array(np.linspace(-10, 10, 100))\n", "\n", "xx, yy = np.meshgrid(xvalues, yvalues)\n", "\n", "z = np.sin(xx) * np.cos(yy)\n", "\n", "plt.figure(figsize=(6,5))\n", "plt.pcolormesh(xx, yy, z, cmap='Blues')\n", "plt.colorbar()\n", "#plt.imshow(z) # get a similar result, needs further tuning" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "For a given function, the meshgridp colormap is equivalent to plot the isocurves of the function, the **isocountours**, using the function `contourf`" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 15, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "def f(xmesh, ymesh):\n", " z = np.sin(xmesh) * np.cos(ymesh)\n", " return z\n", "\n", "xvalues = np.array(np.arange(-10, 10.1, 0.1))\n", "yvalues = np.array(np.linspace(-10, 10, 100))\n", "\n", "xx, yy = np.meshgrid(xvalues, yvalues)\n", "\n", "plt.contourf(xvalues, yvalues, f(xx, yy), cmap = 'Oranges') " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The contour lines are the 2D projection of the 3D function plotted below." ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 16, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "from mpl_toolkits.mplot3d import Axes3D\n", "\n", "plot3d = Axes3D(plt.figure()) # get handler for a 3d figure plot\n", "plot3d.plot_surface(xx, yy, z, edgecolor='none',\n", " rstride=1, cstride=1, \n", " cmap='jet')\n", "\n", "#https://matplotlib.org/mpl_toolkits/mplot3d/tutorial.html" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### The mesh coordinate arrays, xx and yy" ] }, { "attachments": { "image.png": { "image/png": "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" } }, "cell_type": "markdown", "metadata": {}, "source": [ "https://stackoverflow.com/questions/36013063/what-is-the-purpose-of-meshgrid-in-python-numpy\n", "\n", "![image.png](attachment:image.png)\n", "\n", "- `XX[i,j]` is the x-coordinate value stored at the (i,j) position in the grid, e.g., x = 3 for (i,j)=(2,2)\n", "- `YY[i,j]` is the y-coordinate value stored at the (i,j) position in the grid, e.g., y = 7, for (i,j)=(2,2)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Mesh visualization of the classifier region boundaries" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "(1000, 1000) (1000, 1000)\n" ] } ], "source": [ "num_of_pts = 1000\n", "\n", "# a meshgrid of values for the (f1, f2), these are the points were \n", "#the classifier will be tested on and that we want to visualize\n", "xx, yy = np.meshgrid( np.linspace(feature_ranges[0, 0],\n", " feature_ranges[0, 1], \n", " num=num_of_pts),\n", " np.linspace(feature_ranges[1, 0],\n", " feature_ranges[1, 1], \n", " num=num_of_pts))\n", "\n", "print(xx.shape, yy.shape)\n", "#print(xx)" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Feature ranges:\n", " [[4. 8.]\n", " [2. 5.]\n", " [1. 7.]\n", " [0. 3.]] \n", "\n", "4.0 2.0 8.0 5.0\n" ] } ], "source": [ "# let's check with what are the meshgrid values in this case for some example points...\n", "print('Feature ranges:\\n', feature_ranges, '\\n')\n", "print(xx[0,0], yy[0,0], xx[0,-1], yy[-1,0])" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(1000000,)" ] }, "execution_count": 12, "metadata": {}, "output_type": "execute_result" } ], "source": [ "predictions_z = classifier.predict(np.c_[xx.ravel(), yy.ravel()])\n", "predictions_z.shape\n", "\n", "# that np.c_ is a strange thing ..." ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([[1, 4],\n", " [2, 5],\n", " [3, 6]])" ] }, "execution_count": 13, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# print(xx.shape, np.c_[xx.ravel(), yy.ravel()].shape, np.c_[xx.ravel(), yy.ravel()])\n", "# .ravel() flattens the arrays\n", "#.c_[] concatenates two flat arrays pairing column by column\n", "# https://docs.scipy.org/doc/numpy/reference/generated/numpy.c_.html\n", "np.c_[np.array([1,2,3]), np.array([4,5,6])]" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 14, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# to put the result into a color plot we need to reshape the z array \n", "predictions_z = predictions_z.reshape(xx.shape)\n", "\n", "plt.figure()\n", "plt.xlabel(iris.feature_names[feature_1])\n", "plt.ylabel(iris.feature_names[feature_2])\n", "\n", "# the color map automayically assigns a different color to the \n", "# different values of predictions_z\n", "plt.pcolormesh(xx, yy, predictions_z, cmap='Oranges')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "A set of different **colormaps** are available:\n", "https://matplotlib.org/examples/color/colormaps_reference.html" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's add also the training data points to the plot to get a better view of the behavior of the classifier" ] }, { "cell_type": "code", "execution_count": 16, "metadata": { "scrolled": false }, "outputs": [ { "data": { "image/png": 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i/o3LswyOlot1uHZbB3FBSjA9Y57G/Rp8KpgNqOpOb5lLcI3Q/S3FNR7Mzi7cF/4SYLJk7elW0Cqew7xqmU7AytzS5uBX3I+gnrg2KHjVAetx1ZFxZA5QfsKd181VdU6gVw7bSm9YfLnf9EsoWMeO7K6fw3I4r/NbxbMWaCkih4MUEalB1vtAOEzy/vbzm34xrqPEJAqJF1w2xFU3Bq1I9uKBwy3wb8EVtc4VkTdxje7icK2Nb8I1ihqXzSrG4wYx+kRE3sFF5vfg9wUvIgNxF+Z43MVYFledA94FKSLv4oprZ+C+mOriWs4n4Io4C7qvv4vIGOAhEakD/ODlswOQqKqv4to2/Ae8JSKP4aL5q4BjAqxyoff3fnFjJKTi6h8DFU2+iAsSxovII7ib/zm4UoQ3c6izzKvHcC3FJ4vI/3A38Ku8bd2nOfQAChfv1/RruDrbFbjiy264L/Nsv8hUNU1EHsa1LxjrnR9VcVUJ/tU+QZ2HnoVAXxG5HFgNJKnqQtz5cJGIvIGrp2+Ia2S7BdezKzdjgI+95b/GVVXeh1+vMhEZh7um5njzGuN6G6zDHZ+Cegl3bU30zrVtuF4Zrb352bYl8aeqW7xePD/hBinrqaqLcki/R0SewJ3vecnvYDLaiPmaAlwvIi2zu0ZUda+I9Aa+wY3ddL6qTvbm7ST76oxsicgfuPYYS3D3nya4HzbN8Rv8UVx33WuBpl61VU4m4a75mmT0MEmf3h937zncxVhV13qf4RNeu70fvTR1cAHdflUN2IZHXc+hT4G7RSQVV53UFtcbLoE8nAd+Al4/wZzXqrrXm59XY3A/Ej/27gM1cNfWnnzuQ178gjv/n/ba1cwgoxfP3wTRBT6Ejsa1JczbD9q8tKiNxhfuC3g07mQ6iKsrnIf7EGr5pJuCX2tqMrr3JuEaQw7F3SAPt8TG/fL4BhcJJ+GKqKYA5/ms5xrcRbTVy8Mm4HN8WjJTgF483rQY3EWz0NvGblxQcq5Pms7etP24NjPv4oIYBa7zSVfamxePu9h993ctfj06gEa4LqI7cF/SS3FfojE+aZrg09PBb3kFHg3is2yHu7nu9vZxvm++/dZX0F48lwRIm+kzwjVQHYW72e/DVZf9430OsUFsewCuaPwgrlSlfzafba7noZeuMe6Gs8ebt9Zn3v24ap4k3K+UGwjQ2j+bfAqu18MqXKA9G9dlcQqZe/HchbvJbff2aR0uCGsc4Jz2zfcUXONX/+0GOhZtcTfWA7gv6PfIKK07Opf9eJSsvWmq4Bpu7sS7zgjQ48Hnulgd4JxpQvbn9o1k9N7w3W5l73zx70GRfnxO8NvuV94+nx3MeZ3DMXgOd93sxv1I2YK7f50cIO1XuNLJqkGstyruh8w+IM5n+pXe/nydzXIX4O6NCd65uRYX8Hf3/9z8liuD65K+zTsuM3H34t3ACzkdz0DXck7XD0Gc1wX8TK7BXZMHcD+iL/M/93M5xzLdP7M5Xtmd02VxP6bW4u7dm3E/6qv6pVsL/JBN/rPcb7PLL9ncX3GlbNuBMnk5duldaY0xJip5JUtXADW0YA0QC5WIvIprRNpWo/BG6/X2G6Oq90Y6L8EQ9zyhGcBVqvpJpPNjgiNuTJ6VuF6ND+Zp2Si8bowxJZRXLbAZV5JREVftdwNuDKCcBkaLOl517HJggLp2DVFDRNriSiWaqTc4XDTxekB2xlUbHcCVlA/FlcQcrVm7ZZsoJW408OeAI9U1rg5akW2DYowplg7hqpsa4O5PK3BF8PntIhsxqrpNRK4CqkU6L/5UdTHZj8oaDfbgHnZ4B1AJV708ERhmwUmRE4Mr9cpTcAJWgmKMMcaYKBTRbsbiPfTI75XtYGTeMl3EPVgrSdxDwAYWVn6NMcYYUziioYpnMW48gHSp2SUUkaa44aHfxfXtPgV4Q0S2q2owQ5cbY4wxpgiIhgAlRVVzLDXxMRBYr6rp/fCXeMMR30Nwz1YxxhhjTBEQDQHKkSKyGdf//E/gAVVdnU3azmQ8tyTdT8AAEYlT1SzDPnsj+PkPNVydrM8QMMYYY0zuKgGbw919PtIByp+4QWyW40YYfAj4Q0TaqhtJ0V9dsj44bBtuP2oS+GFHw8j5qaPGGGOMyZsGuEFJwyaiAYq6Z9akWygiM3GjWV4LvJDdYn7vJZvp6Ub6rasSsHHDK1A5v8/3NcaYEuS2hDWRzoKJEslJe/nsoaOh4A+izVWkS1AyUdX9IrKQ7J8fspWsTzatjXsoVcDnVqh7XPXh55qkP7utcjmoHIrnrxpjTDFXOjmah0wxxVVUPc3Yay/ShsBVNeBGPuzpN60X7vHfuT523BhjjDFFQ6THQXnOG9ekqYichHt4VWXgQ2/+SBH5yGeRt4DGIvKCiLQRketxD2R7rtAzb4wxxpiwiXQVTwPgU1wD1+3ALKCTqq7z5tfDPUkXAFVdIyJn4x6JPhj3zI7bbQwUY4wxpniJdCPZvrnMvy7AtKnAceHKkzHGGJNBKVsqjTKl0pBs+2IUH4qwPzmWlLTItwCJdAmKMcaYKHbj7oD9D0qECnEpnNhwN/WrJhMbI7kvUAyoKkmHhCmrqxG/r2xE82IBijHGGOMnRpTerbdTq0oclaocQUyp0pSEEEVVObBvJ135j28W1YloSYoFKMYYY4yfSqVTqFBaqVK9HqVKl6xBs8pVrEHZhH1UKJ1KQlLkApTIVzIZY4wxUUZEEZHDY2eVJOn7Hek2NxagGGOMMSbqWIBijDHGmKhjAYoxxhgTBk3rxPHzhO8inY0iywIUY4wxAZXkLsbB2B6/leHDhnB6x5a0aliBkzs0ZUC/C5kx7bdIZ61YsF48xhhjTB5tXL+WS87rQuUqVRn6yEhaH9WelEOHmDblZx4ZdjuTZiyKdBaLPCtBMcYYY/Lo4aG3ISJ8O/EPzj7vYpo1b0nL1m25YeCdjJ0wPeAyT40Yxhmdj6JNk8qc3rElzz81nEOHMp5z++/if7iiTw/aNatG++bVOa/niSyYPweAjRvWMaDfhRzTshZHNalCr9OPYfKvEw8vu2LZv/S/8jzaNq3KCW3rc+fga9m1c8fh+RPGfU3vLsfSunElOrSuQ79LziRx//4wHZ3QsBIUY4wxJg92/7eLqb/9xD3DRlC+QoUs8ytXqRpwuQoVKvHcK+9Rp84RLF2yiGF3D6RCxUoMvPUeAO685VqOan8Mjz/zGjGxsfy76B9KxcUBMHzo7SQfSubzb3+jfPkKrFi+hPIVKgIQv20Lfft0p+9VA3josWdJSjrAUyMe4NYbr+CTb34hftsWhgzsx9CHR3Lm2Reyb99eZv85HY3yofstQDHGGGPyYO2alagqzY9slaflbrvrgcP/b9CoCatW3sn47744HKBs3rSemwbfRfMjWwPQtNmRh9Nv2rSes869iNZHtQegUZNmh+d9PPpt2rbvwL0PPn542jMvvcvJHZqyetVyEvfvIyUlhTPP6UODho0BDq8nmlmAYowxxuSBqit5kDwOfj9h3NeMeucV1q5Z5YKG1BQqVax8eP6AgXcw9K6bGfvl/3HK6d05+/yLadykOQDX3XArD99/K79P+YVTTu9O73P60Kbt0QAsWjCPWTOm0LZp1pKb9WtXc1rXnpxyWjfO6tqB087oxWldenD2eRdTpWq1/B6CQmFtUIwxxpg8aNrsSESElSuWBr3M33NmcfvNV9GlW2/e//hbfpg0m8F3DCP5UPLhNHfc+wg/TfuHM3qcxR/TJ9PrtKP5acK3APTtN4Cpfy2nz6VXsWzJIi44sxOj33sNgLS0NLr3Opfxv83J9Jo8awkndjqN2NhYxnz5I6M+HceRLdvw4fuv0/3ktmxYtya0BybELEAxxhhj8qBqteqcfkYvxox6M2BD0z0Ju7NMmzN7JvUbNObWO4dx9LEn0LTZkWzasC5LumbNWzJg4B2M+WIiZ57dhy8//fDwvCPqN+Sqa2/mrVFfcsPAO/ns4/cBaNu+A8uX/UuDhk1o0rRFpld6GxkR4YQTT+HO+4YzftIc4kqX5qeJ34bqkISFBSjGGGOysDFQcjbiqVdJTU3lwrNOZuIP37Bm9QpWLl/CqHdf5aJzTsuSvnGT5mzetJ5xYz9n3dpVjHr3VX6emDGIW9KBAzwy7HZmzZjKxg3rmPPXDBbMn0OLlq49yv8euoupk39mw7o1LFowjz+mT6bFkW0AuOb6W0j4bxe3D+zH/Hl/sX7taqZN+YX7htxAamoqf8/9k9dfeooF8+ewaeN6fhw/ll07tx9ePlpZGxRjjDEmjxo2bsoPv/7Fay+N5IlH72P7ti1Ur1GLdkcfx+NPv5Ylfa+zzuf6m4cw/IEhJB88yBk9zua2Ox/gpedGABATG8vuXbu4+7b+7Ni+jWrVa3Lm2Rdy573DAUhNTWX40NvZsmUjlSpW5vRuvXj4f88DUKfuEXz5w1SeHvEA1/Y9h+Tkg9Rv0JguZ/QiJiaGSpUq89es3xn1zivs3beH+g0a88Cjz9C1e+/CO2D5IOmNfUoKEakMJCS8C5XLRzo3xhgTnUp6CUrVsslc0G4n9eo3JjaubKSzU6hSDyWxZdM6vltUg91JpTPNSz6wh4/uaQpQRVX3hDMfVsVjjDHGmKhjAYoxxhhjoo4FKMYYY4yJOhagGGOMMSbqWIBijDHGmKhjAYoxxphMSnoPHhMdLEAxxhhjTNSxAMUYY4wxUccCFGOMMcZEHRvq3hhjjAm3tFTKxk8n9sAWUsvVI6n2qRATG+lcRTUrQTHGGGPCqPz6sTQY24K6v/Sg1vSrqftLDxqMbUH59WPDvu0xo97ktBOOpFWjipzX80T+mjU97NsMFQtQjDHGmDApv34staZeTmzixkzTYxM3UWvq5WENUn749gtGPHw3g+8YyvhfZ9PxpFPpf8W5bNq4PmzbDCULUIwxxhxmXYxDKC2V6rPvAhTxmyW4B/VWn30XpKWGZfPvvfUSl13Zn779BtCiZRseefwF6tVvyP+Nfjss2ws1C1CMMcaYMCgbP51SiRuzBCfpBKVU4kbKxoe+2iU5OZlFC+ZxWteemaaf1qUHc+fMDPn2wsECFGOMMSYMYg9sCWm6vPhv1w5SU1OpWat2puk1a9Vhe/y2kG8vHCxAMcYYY8IgtVy9kKbLD/Erv1FVRLIr04kuFqAYY4wxYZBU+1RSyjcI0ALFUYSU8g1cl+MQq1a9JrGxsWzfnrm0ZOeO+CylKtHKAhRjjDEmHGJi2dXxBSBrM9n097s6vhCW8VBKly5Nu6OPY/rUXzNNnz5tEsef0Dnk2wsHC1CMMcaYMEls1IftXT4ntXz9TNNTy9dne5fPSWzUJ2zbvmHgHXz+fx/wxSejWLl8CSMevpvNG9dz5bU3hW2boWQjyRpjjDFhlNioD4kNzi/0kWTPvfAy/vtvJ6+88ATbt22hZeu2fPDJOBo0bBzW7YaKBSjGGGMAGwMlrGJiSarbpdA3e3X/W7i6/y2Fvt1QiJoqHhEZJiIqIi/lkOY6L43/q2xh5tUYY4wx4RUVJSgi0hG4CVgQRPI9QCvfCaqaFI58GWOMMSYyIl6CIiIVgf8DbgT+C2IRVdWtvq/w5tAYY4wxhS3iAQrwOjBeVX/NNaVTUUTWichGEflBRDrklFhEyohI5fQXUKnAOTbGGGNMWEU0QBGRvsBxwLAgF1kKXAecD1wBJAEzROTIHJYZBiT4vDbmkNYYY4wxUSBiAYqINAReBvoF24ZEVWep6seq+o+q/g5cBiwHbsthsZFAFZ9Xg4Ll3BhjjDHhFslGsscDtYG5Ps8FiAVOF5FbgTKqmuMzqFU1TURmA9mWoKjqQeBg+vui8gwCY4wxpiSLZIAyCWjvN20Urhrn6dyCEwBx0caxwMLQZ88YY4wxkRKxAEVV9wKLfKeJyH5gp6ou8t5/BGxS1WHe++HALGAFUBm4HRegDC7ErBtjjDEmzKJiHJQcNALSfN5XBd4B6uIavP4NnK6qf0Ugb8YYU2zYKLLhlarK7MQE4lMOUbtUHB3LVyHWmhzkKKoCFFXtmsv7O4E7CzFLxhRrBw/BZzPhpwVQuhRc1gnOOgbsvmlM6Py4ZwePbV3N1pTkw9PqlirN8LrN6F25Zti2++fM33MTWMEAACAASURBVHnn9edZtGAe8du28Paor+h19gVh216oRcM4KMaYCNiXBGc8Dte9DWs2w5wVcM6zcP3boBrp3BlTPPy4ZweDNi7NFJwAbEtJZtDGpfy4Z0fYtn0gcT9t2h7NYyNfDts2wimqSlCMMYXn+fEwfx3MvA06NXZByYdzoP/ncNGJcN5xkc6hKSxWvRMeqao8tnU1geJ9BQT439bV9KxUIyzVPV2796Zr994hX29hsRIUY0qoz2dB32NdcAKuWue6jnDMEW6eMaZgZicmZCk58aXAlpRkZicmFF6mihALUIwpoQ4kQ9VyWadXLevmmZLBSk/CJz7lUEjTlTQWoBhTQvU6Gj6dDzv2Z0z7ZzP8vgZ6+Y9QZIzJs9ql4kKarqSxNijGlFBDz4Oxs+GYF6BfB9h7EMbMg6MbwdWnRjp3pjBY6Ul4dSxfhbqlSrMtJTlgOxTB9ebpWL5KYWetSLASFGNKqKa1Ydb/4Kxj4eP58NNKGNwLJj8I5ctEOncm3Cw4Cb9YEYbXbQa4YMRX+vtH6jaz8VCyYSUoxpRgzWrDezdFOhemsFlwUnh6V67JGw1aBxwH5ZEwj4Oyf/8+1q1Zefj9hvVr+HfRfKpUrU79Bo3Ctt1QsQDFGGNKEAtOCl/vyjXpWalGoY8ku3D+XK64qMfh948PvxeAiy+/mude+SCs2w4FC1CMMaYEsMAksmJF6FShaqFus9MpXVizrej2ELIAxRhjijELTExRZQGKMcYUQxaYmKLOAhRjjClGLDAxxYUFKMYYUwxYYGKKGwtQjDGmCLPAxBRXFqAYY0wRZIGJKe4sQDHGmCLEAhNTUliAYowxRYAFJqaksQDFGGOimAUmpqSyAMWYKJecAt/OgXlroV5VuPJkqFU50rkyxuRFairMniXEb4PadaBjJyU2NtK5im4WoBgTxTb/Bz2ehCWboXE12LIXHvgcvr4Deh8T6dyZcLPSk+Lhx/HCYw/GsHVLxrN36tZThj+RRu9zNGzbfePlp/lpwlhWrVhG2bLlOK5jZ+5/+Emat2gVtm2GUkykM2CMyd6gUZCwH+bdCWsfhM0PwxnN4fJXYe+BSOfOGJObH8cLgwbEsHVL5unbtsKgATH8OD58Dwz8c+Y0ru5/C99MmM5HX04kNSWFay4/m8T9+8O2zVCyAMWYKLVrH3w/Dx7qDh3qu2k1KsBbF8OeA67axxRfVnpS9KWmwmMPxqAKkDkQUXXv//dQDKmp4dn+h5+N55K+19KydVuOansMz7z8Hps3rmfhgnnh2WCIWYBiTJRKSARVaFo98/R6laFMKdi5LzL5MuFnwUnxMHuWeNU6gUtJVIUtm4XZs8JXiuJr794EAKpWrVYo2ysoa4NiTJRqWAPqV4OP50Hv1hnTv1kIB1PglJaRy5sJPQtKip/4baFNVxCqyuOP3MsJJ51Cqzbtwr/BELAAxZgoVSoWhl8EN70PicnQpz0s2gKvzoBzO0DH5pHOoQkFC0yKr9p1QpuuIB4ZdjtLlyzky++nhH9jIWIBijFR7MZuUCYOnvwOxn4KVcvDoJ4w4tJI58wUlAUmxV/HTkrdesq2rRltTnyJKHXruXThNHzYECb99AOff/sb9Y5oENZthZIFKMZEuWtOg6tPhQPJUDYOYqzlWJFlQUnJEhsLw59IY9CAGEQ0U5Ai4oKSRx5PC9t4KKrK8AeG8POE7/h07K80bNw0PBsKE7vVGVMEiED5MhacFFU37t5pwUkJ1fsc5Y3306hTN/P0uvXgjffDOw7KI0Nv49uvPuGlN8dQsWIltsdvZXv8VpIOFI0xCqwExZgAVGHWSpi+zFWrXNQRalSKdK5MUWNBiQEXpPTsnVroI8l+PPptAK7o0z3T9Gdffo9L+l4b3o2HgAUoxvhJSoZLX4Ef/oaKZeDAIRgyBsbcAhefGOncmWhnQYkJJDYWOp0S3rYm/tZsO1So2ws1C1CM8fPYN/DrIvjyarioPexMhFvHwpWvw6rm0KBGpHNoopEFJsaEltVoG+NDFd6bAgM7wSXHuDYftSrCe5dCXAyMmR7pHJpoY+1LjAkPK0Exxkeawo690MZvXIJKZaFBVdi2JzL5MtHFAhJjws9KUIzxERsDHRrD1wvwnp/hLNwCy+LhhKLVS88YY4osC1CM8fNQH/h5OVz0IXy7CF6bDr3fg1b14BJrJFviWelJyaAIqopq4TZsjQbq/avZPEOosFiAYoyfizrCJ4NhYTz0GQ13fA+dWsJvD0LZ0pHOnYkkC05KjsRDsaSmQeqhojFmSCilpSSTmgYHUyIbIlgbFGMCuOJkuLwTbE1wXY0rl490jkykWXBSshxKjWHJtvKUidtOdSA2rhwikS1RKAyqyt6EHWzcXZqkohSgiEgr4ArgNKAJUB7YDvwN/AR8raoHQ5xHYyIiJgaOKBpPJTdhZsFJyTRvcxUA2hyKJzaGEhOg7E8WZm+oBRGu4gkqQBGRDsAzuMDkD+Av4FvgAFAdaAc8AbwqIs8AL+U1UBGRYcCTwMuqekcO6S4GRgDNgVXAg6o6Ni/bMsbkjypMWwrLtkDz2nDGUcV/+H0LTkoyYd7mqizcWpnypVMRin97lDQV9iWXIi3Aww0LW7AlKN8CzwKXq+qu7BKJSGfgTuBuXLARFBHpCNwELMglXWfgc+BhYCzQB/hCRE5V1T+D3Z4xJu82/wfnPQfz1mZMa1sffrgXmtSKWLbCyoITA3AoLYaEpGIeiUehYI/4kar6Wk7BCYCqzlTVy4Dngs2AiFQE/g+4Efgvl+R3AL+o6khVXaqqI4FJ3nRjTBj1ex22/Qe/DYS0Z2H6YDiQBJe8nLlLdnFhwYkxkRVUgKKqyXlZaR7Tvw6MV9Vfg0jbGfjZb9pPwMnZLSAiZUSkcvoLsEe+GZNHyzbD5CXwwnlwRgv3dOVTmsLrfWDuGvcqTiw4MSby8tWLR0ROBLoCtfELclT1rjyspy9wHNAxyEXqAtv8pm3zpmdnGDA82DwZY7La5JVtdqifeXr6+4274IRmhZuncLHgxJjokOcARUQeAB4HluGCA9/C3aALekWkIfAy0EtVk/KQBf9tSC7bHQm84PO+ErAxD9szpsRrc4QbZXf8ErjDp73JD/+6v+0bRiZfoWbBiTHRIz8lKEOA61V1dAG3fTyuBGauT9etWOB0EbkVKKOqqX7LbCVraUltspaqHOb1Jjrco6gkdBMzJtTqVYPrToOhE2B/sqvmmbEGHvsFLj0RmtfJfR3RzoITY6JLfgKUNGBGCLY9CWjvN20UsBR4OkBwAjAT6Am86DOtF67rszEmjF7v70bSfXwSPPQjlC4FV58CL18T6ZwVnAUnxkSf/AQoLwKDKWDPGVXdCyzynSYi+4GdqrrIe/8RsElVh3lJXgamicj9wHfABUAP4NSC5MUYk7sycfDadfDEZbB+BzSoAdUqRDpXxpjiKj8BynPAeBFZBfwLHPKdqaoXhSJjnka4Epv0df/hNax9HDdY2yrc2Cw2BooxhaRKeWjfKNK5CB0rPTEmOuUnQHkVOAOYDOwkDw1jc6OqXXN67037CvgqVNs0JhK27obXf4HUNBjUw5VGmMJnwYkx0Ss/Aco1wMWqOj7UmTGmJLjpPfhgqgtOAJ4ZB5d2gk9vjWy+jDEmmuRn7N5duKoVY0wevT8F3p0MVxwLK4bC6mEw4CT4bCY8+0Okc1eyWOmJMdEtPwHKo8BjImIPoDcmj0Z+B02qw+i+0KImNK0Bb10M7evCSxMjnbuSw4ITY6Jffqp4bsc9SXibiKwlayPZ40KQL2OKpV374OzWbtCzdCJwalMYMy9y+SpJLDgxpmjIT4DybchzYUwJUacK/LYSklPcOCLg2qL8ugKqV4xs3koCC06MKTryHKCo6mPhyIgxJcGIS+GyV+GCUfBgDygVA09PhpU74J0Bkc5d8WbBiTFFS36exdMRiPEfe0RETgJSVXVOqDJnTHFzyUnwyAZ4ahz8uMxNKx0Ld5wFN3SLbN6MMSaa5KeK53XgGcB/cLT6wP3ASQXNlDHF2aOXwNDz4dOZkJoKV54M5ctGOlfFm5WeGFP05CdAOQoI1Jzvb2+eMSYXZUtD/y6RzkXJYMGJMUVTfroZHwQCPbu0HpBSsOwYEz7JyfDwlzDoA1i1NdK5iR6JB2HKvzBzRcbgccaY6LF72wo2LZ3C/t1bQr7uxD3xbFo6hf+2LA35ugsqPyUovwAjReQCVU0AEJGqwJPePGOizn2fuHFGDnlfwO/8Bq2PgEXPRDZfkfb2JBj6GexOdO8b14T3b4Tu7SKbr1Cx0hNTlCUmbOW3DwaydeXvAIjE0rzjpZx65fOUiitYvXBa6iH++GIYy2aMQdWVLdRqfCLdBrxDpRoNC5z3UMhPCcrdQENgnYhMFpHJwBqgrjfPmKjyywJ4YQKc0BCm3gKL7oFbTobFm6D3U5HOXeSM/xsGfgAXt4MFd8OMW6FFNTjveVgdH+ncFZwFJ6YoU1V+evNqtq1eDXwBrET1RVbO/pZZXz5Y4PXP/u5xls74GNWRwApgLDs2bGfiq5eRlpZa4PWHQp4DFFXdBBwN3Id7mvFcYAjQXlU3hDZ7xhTcwFEQFwvjB8DpzaFtXXi1D/RqCZP/jXTuIufFiXByE3j3Umhfz/3/+/5QrhS89Wukc2dMybZt1Z/s3DAPTRsFXIobH/U20EdZNvMTDibuzve6U5IT+XfaaNB7gXuAFsCFaNqn7Nm+nE3//haKXSiw/FTxoKr7gXdCnBdjwiI+AY49Aqr5PZyh+5EwaUVk8hQNlm+Bazq4kWzTlS8NJzWCZaGv6jbG5EFCfPoj787wm3MGmpbM3p3rKVO+ar7WnbgnntRD+wKs+yREyrE7fiUN6ZmvdYdSUCUoItI52BWKSAURaZv/LBkTWjUqwoItsCcp8/RpqzMPOV/SNKsN09dmnpZ0COZshBaBmsEbYwpNpZqNvf9N95szHYmJo2K1Bvled7lKtYgtVT7AuueheoDKtZrme92hFOzt+SMR+UVELhORgANyi8hRIvIksBKw5/GYqPHKtZCUAheOhjkbYO0uGDoexi+BTkdGOneRM6Q3TF0FQ76F1Tvhn81w6UeQkAQ3d4907owp2eq1OJlq9dohMf2B8cBW4ANEHqFFx0soW7F6vtcdV6YCrU/th8jTwBvAFuAXJOZKKtZoRsOjeoRkHwpKVDX3RCJxwM3ArbiKsOXAZiAJqAa0BioA3wAjVXVRuDJcUCJSGUhIeBcq2/OYS4yB78P7UyDF68UTI67HyornITY2olmLqBcmuK7Xicnufe3KrhfPuUX8J4Y1kDXFwb5dG/nlnf7s3JAx9FiTY86ny7WvEVemQoHWnXIoid//705Wzf4ScHFAtXrt6HHTB1Sp3Tzb5ZIP7OGje5oCVFHVPQXKRC6CClAyLSByHHAa0AQoB+zADdI2WVV3hTqDoWYBSsmVsA/u/9x1qb3rLDixRaRzFB0SEmH6MigTB6e3zniIYVFkgYkpblSVnRsWsP+/TVSt15oqtZuFdP17d65n18ZFlKtSh1qNj0N8G6UFENUBSlFnAYoxxZMFJ8aEX2EGKCW4iaApaVRhxVaYvxaSwzDm8dbdMHeNK5HITVoaLN4IC9e7/5uCseDEmOKnCBfmGhO8f9bBgHddAAFQpzI8eTlc37Xg6961D256D76Z44KgcqXh5m7wzBUQF+AK+20x3PIBLPeG229aC169Fs7pUPC8lDQWmBhTfFkJiin2tu+B7k9CykH49jr4fTD0aOEClu/nFmzdqnDRi+5ZNm9dDLOHwNCu8NrPcP+nWdMv2QTnPAtHVICfboRfb4ZW1eHCFzOCJxMcC06MKd6sBMUUe6Omwv6D8PONULuSm3ZKE9iUAM/8AOcfn/91z14NU5e6EVjP80b/OaEhpCk88xsMvxiq+LR1evVnqFYOJt4AZePctNObwVHPwosT4OPB+c9LSWLBiTHFn5WgmGJv0UY4vn5GcAJu9NTerWBhAR/OsMhb/qzWmaef1RoOJGd9ps2iDdCtRUZwAm4Y/h5HFjwvxhhTnOSrBEVEugPdgdr4BTmqen0I8mVMyDSsAePmurE+ypfOmD5nIzSqUfB1p6+rU+OM6XM2urFW6lfLmn7uStcwNsa7clS9vNQsWF5KCis9MaZkyHMJiogMB37GBSg1cQO1+b6MiSoDukLiIbjqEzdiasIBePo3+GoBDCrg4ya6tYWWdeH6L+CPtXAwBcYuhId/gktOhNpVMqcf2B2WxsOgb2DLHojfC3ePcyPcDoqOwRujmgUnxpQc+RmobQtwn6qOCU+WwsvGQSmZvpsD173tBmkDV7ox5Ex4vl/mh+Xlx/ItcP7zmR+w170tfDUEqgYY7PGtX+HOj91zb8ANjPbEZXDPOQXLR0lgAYoxkRXVA7WJyE7gRFVdlWviKGQBSsm1Pwl+XACJB6FLm9BWqaSlweR/YcNOaN8Ijs/lWVu79sHPC91yPdtDrcqhy0txZcGJMZEX7QHK08A+VR0RniyFlwUoxhQ9FpwYEx0KM0AJqpGsiLzg8zYGuElEegALgEO+aVX1rtBlzxSWzf+5X/P1qxe8yqMwHUiGLbvdwGsVykY6NyYcLDgx2TmYuJvkxAQqVKtPTKyNmlHcBPuJ+o9xOd/72y6EeTER8NcquG00/LXave/QGF66Gk5vE9Fs5epQCjz0Jbz5K+xNcr1zbjgDnu4LZUvnvrwpGiw4MYEk7onnj8/uY+2C8aBplK1Uj+PPuZs2p/WPdNZMCAUVoKjqGeHOiCl8q7ZBjyehZU34rB/ECrz4O5z5NMweAe0aRjqH2btjDLzzG9zbFc5o4XrQjJwE/+2Hj26JdO5MKFhwYgJJS01hwsuXkBC/A/QVoDlJez9lxmf3EBMbR6uT+0U6iyZE8tPN+AMRqRRgegUR+SA02TKF4dWfoWwpmDwQLj8WLjkGJt0MtSvCCxMinbvsxSfAu5PhibPgybOhZ0sY3gtePB8+ngFrt0c6h8aYcFm/6Cd2b12Mpn0HDAZ6Ax8ClzFvwovktV2liV75GUn2WqBcgOnlgGsKlh1TmOatcSOYVvJpu1E2Ds5qBfPWRixbuVq0EQ6lwoV+FYx92rlBz+avi0y+TOhY6YnJzs4NC5CYesBJfnP6sP+/tSQfCGu7TVOIgg5QRKSyiFQBBKjkvU9/VQPOBuJzXouJJnWrwOKt7kvd1+JtUK9qZPIUjLre4GeLt2aevnib+xvNeTe5s+DE5KRc5dpo2nZgm9+cxcTGVSSujHXPLC7yUoKyG9gFKLAc+M/ntQP4AHg91Bk04XNjN1iwBYZNcA1N9x+EEb/A9DVuXrQ6qgGc0hLuGgd/eqUl8zfBrWOhfUM4sXlk82eMCZ9mx19EbFxZkGuB9UAa8A0iL9Lq5CuIiY3LZQ2mqAh6HBQR6YIrPfkNuBgXrKRLBtap6uaQ5zDEbByUzJ76Hh78wo2sKgIpafDA+TDi0ujubrxuO5z9LPy7yfXgSUyG5rVhwn3Qsl6kc2fyy0pPTDA2LpnMr+9eT8rBPSBlQZOo37o7PW4aRVyZAMM3m5CJ9oHaGgPrtYi2RLIAJasNO+GHv904KGcfC01rRzpHwUlNg58WuCHmm9VyeY+zoRAiTq50twb9JG8RrgUnJi+Sk/aybsFEDu7bRe2mx1OryQlINP+qKiaiLkARkaODXaGqLihQjsLMAhRjwis9QIHggxQLTowpGqJuJFncwGyKq+LJLaKJLVCOjMmD5BTYtMuNgFs6iLN5937YlwQNauSeVhX2HHA9m8pEuFpb1T3osGKZ6C4l8g1O8pr2hjd2ZZPSGFMSBdtItinQzPt7MbAGGIQbYbaD9/9V3rygicgtIrJARPZ4r5kiclYO6a8TEQ3wskHOS5iUFOj9NFS8Hprd6f52HQFJyYHTz14JjW6D6jdBw9uh8gB4Zlz26/9uDhwzDKreCJVvgGvehO0R6r34/hRofqfLe/Wb4fYP3YMPo02g4CR9mlypWV7+3htUPex5NMYUHcGOJHt4ZAkR+RK4XVV9h/JaICIbgBHAt3nY/kZgKLDSe38t8J2IdFDVxdksswdo5Ze/KLxdm3A65X8wexXc3BnOaA4z1sJrM+D4h2DxM5nTbv4PTh8BVcvBc+dBzQrwziwY+hlULAuDemZOP/5v6PMS9DwS7r8SNuyG56fCP+tg9uPBldSEypu/wqBRbiC9J3u5rtQvToEVW12D4Gipcs+p5CQvpSrGGJMuP7fa9rgSFH9rgKPysiJV9f8N+6CI3AJ0ArILUFRVt2Yzz5QAK7bAnNXwSE949Ew37bJjoXE1uGecm3dCs4z0d30Myanw+2BoUdNNu7IDHP8SPPZ11gDlsW+gSzOYeAPEeGWMPVvCCS/B2Nlweefw7yNASiqMGAvXngCj+2ZM71AfLv7QPUfppBaFk5echDIAeW9QdavqMcYA+RtJdgnwkG+1ioiUAR7y5uWLiMSKSF+gAjAzh6QVRWSdiGwUkR9ExP9Bhv7rLeM7qByQZZh+U7SMmwdpClf4ffJ9j3UNpL7+K/P02avh+AYZwQlAqVhXKrFrf+a0qWkufd9jM4ITcMsfWQtmrqTQbNjpntTsv58XtIUypWDmisLLS3asdMQYEy75CVAGAj2ADSLyq4j8iquq6enNyxMRaS8i+4CDwFtAH1X9N5vkS4HrgPOBK4AkYIaIHJnDJoYBCT6vjXnNo4kujbxAY+WOzNNXeR1BGvk1gK1aHtbscsPj+1q5A+L8mnTHCFSrkHXd+w/C1j1QqxDD2yrlXX7887IpAQ6mQK3KhZcXXzm1IwkFa4tijIF8BCiq+heuseyDwAJgIfAA0NSbl1fLgGNx1TpvAh+KSMCqIlWdpaofq+o/qvo7cBluVNvbclj/SKCKz6tBPvJooshFHaFSGbjre1jmPVxh9U43kmy5OLjR79nb958HO/bD3eNg30E33suX/8BHc+GUVpnTikD/0+HNmTBxies9k3AABo+FAylw1SmFs48A1SvChSfA45Pgr/Vu2ra9cNNXLui64PjCy0u4gxJjjPGX54Haws0rkVmlqjcHmf5doIGqZtv7xy+9jYNSDEycDxe+4NqW1K4I2/e5apuPB8FlnbKmv/Rl+Oov9/TmsnGw+4B7Zs/y511DWV/7k+C852DyErfuPQdd1c8HN0G/Uwtn/9JtS4CeI2HhBqhX2e1n2dIw9k7o0S735fMjWoIQa4tiTPSJunFQROR8YKKqHvL+ny1V/b6AeRKgTJD5Elzpy8ICbtMUMWcdC1vegIe+hEUb4Ly68OTlULtK4PRfDoHpS2HkOEg8CBefCIN6ZG5nkq5CWZj0IExaDL8vhaoV4PJOcES18O5TIHWqwLwn3Ei/89a6oKpvZ1cNFQ7REpwYY0ywI8mmAXVVNd77f3ZUVYMeqE1EngQmAhtwjVf74rod91bVX0TkI2CTqg7z0g8HZgErgMrA7cDVwCnBVi9ZCYox2Yu2AMVKUYyJLoVZghJUGxRVjVHVeJ//Z/fK6yiydYAxuHYok4CT8IITb34jwPfRb1WBd3C9hX4G6gOn57Pti/Gh6l7hkpZTWFuI687rfob7mITzuBRZPgc91A1mVZW8VGtHWxW4MSVJnsdBEZHyqpoYio2r6oBc5nf1e38ncGcotm2cNfHwwOfw7VzXdffcDvDkZdDqiIKve8ce98Th+WvhUBpUKQf3nAMP9Sn4utPS4Oo33bgkBw65tiVnHQtf3AalApzVO/a6pzZ/+od78nG3o9wTm7MbR2TyYnj0a5i+3PWmufpUGHFJaErdpi1xed+4y3WLPqIqvHuDy38kRbz0ZPJkGD4cZsyAypXhmmtgxIiQrHrvjnX89d3jrPtnAqppNGrfi44XPETVOoE7AK75+3v+nvgSuzb9Q9mKdWlz2tUc2/suYkuVDkl+jDG5y8/TjJOBOcAUYCowXVX357hQFLEqngxbd8NxD7oodWBnKBUDb8+ChIMw93FoXCv/605Lg9q3uAang06G5jXg0/kwfQ08dKELDgqix5Oujchlx0C3Fm69H8+Djs3gL7/vtAPJ0PEht7+3dHYjyY6aDcu2w++PZB7UDVxw0utpOL4+9DvOjST75kxo29ClL1WAp00tWAcdH3Z5GHyKO+Zv/OG6Dk95KGuvosIU0QBl8mTo1QtatoQePSA+HsaNg3btYPp0bngn/yXJiQnb+ObJbhxMjEPTBgKlkJi3iSuzmz7DfqNSjYaZ0q/483OmfjQI5EzQC4DFIO/S5Jiz6HHjBwXbT2OKuKhrJOuni/fqCtwKlBWReXgBi6pODFnuTFi9/gvsOwDL74e63pgaN5wErZ6GFybCy9fkf93PT4Cd++CH6+Ecr9P4wM7Q8x14cQI8dnHgBqrBWL8DpvwL93SBZ89z027uDC1rwfCfXaPZdj7fOZ/8Af9uhn/ugvZeheHNndxIsiPGwnd3Z17/I1/BCQ3g90EZwci5R8Hpb7hB4vp0zF++AQaPdkHJ3DsyH/MWI928+SPzv+4i7eGHoVUrePlliPUOeufOMGSIC1Toku9V/zvtfQ7u34/qcqAuAJp2A4cOtmLRb2/Q+dKMg56Wlsrs754ELgX9HNdmH9CTWDv/GnZsWEDNhkE/3N0YUwD5GQdlpqo+paq9gWrA6bgB1O4Gfghx/kwYTVsCvVtlfFECVC/vRiqdlu8xgZ0f/nbrOrtNxrSYGOjfEfYnu+qN/PrqT0hVty5f/Tu65guf/JF5+rSlLuBo79OaqWycG6F12tLMadPSXLXO1cdlLik5rRk0r5k1fV4t3gjntMl6zC9qD6u3FWzdRVZamqvW6dEjIzgBOPpoaNAApk0rUFuULctn4m5XdX2mVkfTLmDTssyDVu/ftZHEhI248SB9H3R0BUgZtq7MaZBrY0wo5es3rIi0FpGBwMfAWOBcYBxwVwjzeFAPoQAAIABJREFUZsKsSnnYFKCAblOCm1cQVcu7QdH2Hsy67hhx8/OrTlVvXX5535Tg/tb2G2G1SjnYsteNZeKf3n8/RaByuazrTjoEO/cX/LiUiXNVRv427A7cdqZEEHFtTnb4DZmbnAwJCVDF9R3Pb5BSunxlRDYF2O4mypTPfLLEla2IC0z8028HTaZ0WXtShjGFJc8BiohsBWYA3YHpQC9VramqF6nqy6HOoAmfq0+DP9a6J/umpbnSh/+bBz8uc/MK4uE+bmj5Id+5RqkA8zfBM1Ogcc2Ctf+5ojOUL+0eDLjZC0ri98Kd37tn1Pg//O/qU2Hjbnj054zh7ietgA/nuHm+RKDfKfD6HzDLe4Z30iG4bzwkJBV8JNkrToZZ67Me85+Xw/nHFWzdRZYI9OsH330H/3pPuUhOhrfegn374KqrCrT6I0+6DNU/cB0A03BNk/8P9EdadrosU9qyFWvQ4KgeSMwTuM6FAHuB24iNK0+TY88tUF6MMcHLTyPZ+UAbYD6u3ckU4HdV3RfqzIWDNZLNoAo3vw/vTob6VVzJxobdLgAYMwhi89lGJN2N78L7U6BCaahbCVbudP//cwS0LeADBz79A6550+1Di5ruOTwKvNEfbuqWNf3jY+Hhr1zj1CrlYNUO6NoGxt8L5f2GBdy9343eOmcNtKoN8fvcyLOvXgODexUs32lp0PY+WLoF6lR01V5b9rigbfnzUDqCpSgRbSS7e7er4pk7Fxo1cu/37oVXX4XBgzMlzevYKKrK9E/uYtkfHyEx9YEYNG0DzY6/mK7XvUlMTOZWz3t3buCHFy9k/3/riIltg6atAzlE9xveo8kx5xR0T40p0gqzkWy+hroXkaq4tifpDWbb4p7LM1lVh4Y0hyFmAUpmqvDHcq+bcRqcdxx0aeN+1IbClH/hf2Ndg9lTW8LIy0N33Ndth3s+gWVboFltePYKOLJe9ukXrofPZrkH/3U7Cs7pkH0QdijFHZP0kWSvOjk0Xa/BHee3J8EH00DT3PD5t5/5/+ydd3iURdeH72dT6IQmBEIPSO8CIkVAQKqAgg1RQbCAFcX6fjZexYoIL4oCUlSqFEV6L9J77xACoZOQXjY73x8nMbubBJJsTTL3de1FMjs7e57Zh8zZmXN+J+dBw87C42nGSUmwaBFs2gQlSsjOSa30aU05EW9TSnHlzA6rNOMHKV+zNUYmN7o5MZYzuxdyPfQAhYuXo2bLxyhSMijb76vR5DW83kH598WGUQrJ5ukNPAnkRKzNrWgHRaPJGI87KNlAK8xqNJ7B65RkrTEMo69hGN8bhrEfuIpUIC6CCKjp/DuNRqOxwtlquBpNfiEnJ94/ARuBScB6pdQh55qk0WSNudtgzFI54gkuC692laDXjHbtI2Ph879SlGQToGM9+PBhx2NhNJ5h8rBSLt1F2b/ye/av/B+JcZGYfPypVK89HZ6bgm82lWRdbac90eEXWTN5ENdCDoGyULhEWVo/+gVVGnV3mw0ajbPIiQ5KWaVUP6XU/7RzovEU3y+Hx8ZDgA+80x7KF4JnJsJ/F6Xvm5AkQa8TVkKvWjC8Few+Ba0+ElE3jcaa7Qs/Yuefn5IYVx34BEtyb0IOLGP+f9vc8bXWuHvnJDEuknmftObauSOghgDvExvhx6qfn+XsviVutUWjcQb5VXlBk4uJjhe115dawQ+PpLW/uwQ+/xOGdYLSVnIV87bDjjOw7RVoWUXa3rwfmnwHny6Aua+5136N92Ixmzm0djLQHZF2Sv0O146oay8Rsn9plnYjUp0Td+6e7Fj0CclJUUjB95YprW8CDdk69z2qNdYZSJrchYfzBjSa7LP7LETGwUv32ba/1Eo0S/45Ydu+5jA0rZjmnAAUKwgDm8Hqw663NzeQmwJkXcnVkN0oSzzwIrZ/HgcDfpzYPueOY3jCOQG4eHwD0Ig05wSgGPAssbfyq0yxJjejHRRNrqNwShjATbua2jdSfi9SIH3/8FhJ77Xvb983v2E8qXKtc+KKI5QChQNSfrJ3Lm4BZvwLFnW7TVnF17cAYrfdjc4NMLw6uVKjyRDtoGhyHc2qQY1y8MEyEVADiIqHd5dC+RLQrrZt/8dbwdmb8N1G0X0B2BUK03aKKF1+Jbc6Jq6kZPna+BUqBYwiTe4+EXgLMGj8YNaqeXgiDbp2m2eBUOA7RLYQpPD8FMpUrud2ezQaR9ExKJpch8kE016Abl9BxVFyfLM/DJIs8OcI8LO7q9vUgje7w1t/ww9bpTjfrlBxdD7o45lr8CTaMbk9HQf9yIofnwJVFbgHkbwPp1brpwkoF3zH13tKo6VOu+c4sW02N0LfAsYBpYG9+PgVpdOQqR6xSaNxhCwJtRmGsSCrAyqlHnbIIhejhdryDmHhIqWfqiQ7pD1ULpNxX6Vg83GYtTVNSfbxVlK8L7+QVx0TVzgEkddD2PbH+9y8eISCRUvTpPtIqjR48I6vc3dasT0Wi4WjG6dwdPM0kpPiKX93G+59eBT+hYrf+cUaTRZwp1BbVndQbrnSCI0mJ1QoKUUJs4JhQNva8shv5FXHxJUUL1OFLi/+7mkzso3JZKJe+6HUaz/U06ZoNA6TJQdFKTXI1YZoNBrnoZ0Sz6Al+DUa56FjUHIBx8Lgy79g03EoURgGthWtD/tYi5wQHgPfLIFFuyTLpWdTGNkDygZk3H/qBtEguRElxyP9WsBPz3mm0N3KA/DdMlsl2V5N3W+HN+FVjklcHIwbBzNnQmwsPPAAvPMOVKvm1Lfx9LGK2ZzIxl+HE3JgFRazmSIlytDi4U+p3uShDPvHhF9k/6rxnD+0Dh9fP2o070P9Di/id4cMIVcQcfkE+1eOI+zENgoUDuDuVo9St91gTD7pzz6VUpzZs4gj638h+mYYpSvVoWGn4QTWyDjSPCE2ggOr/8fZA0tQykLVel1p2PllChW7y2G7LZZkjv8zg2P/zCQ+OpzA4GY07PIqpYN0MHBeIqfVjPsBjwKVARvtZ6WUVy8RuS0GZd85aDcKShSEfg0hNAIWHoKHmsL81x2rOhwZC60/gXPX4LFG4GuC2fuhTDHY9qn8a81ni+D/5kHNMvBQPTh4GVYchyZVYM/nDl1mtvllPTw3CVpUhvbV4Z9z8hg7EF7r6l5bvAGvckwAzGbo0gU2b4Z27SAgADZskOe2bYMaNZz6dp50UGZ/2IzoGyFAL6AmMA+4QOsnvqFOm2ds+kaHX2TRlw+SEJOEsjwGRGMYcyhdqR49R/yFr19Bt9l9I/Qgi8f0ItlcAmXph2QALaRyw650fn56ukrPu//+gr3LvsYwHkCpphimFSh1iAeem0I1O2csMS6SP8d0IzL8PKpDe/DxwVi7jiKFy9DnrZUULFraIdvXTx/GqR1zkTq1wRimhRimS/R4bSHlqjd3aGzN7fH2YoGvAlORQoFNgB3ADaA6sMyp1mn4YC5UDIAjI2HMQzDvaZg9ABbugnVHHBv7p7Vw4jLseBUmPwoT+8He1+HKLRi3wravxSIqrfcHw6GR8HUvWD4Uvu4Je0NgjRuLHsQlwsiZ8HQzUYf9sidsGg7D75P5uhV75zHyAqkaJl7nnAAsXAjr1sEXX8B//gOvvAJTpoCvL3z6qaetcxonts0i+sY5YDLwJ/ANcAxoxPaFn6Trv3/lWBJizCjLQeB/wDSU2sD183s4vXO+Gy2HnX99RnJSRZTlCDAGcaxmc/7AEi6d2GTTNybiEvuWjwH+D6VWA1+hLHtA9WDrvA+xWJJt+h/bPJ1bV0+jfvwBRo6EESNQk34mJvoqh9f/7JDd10L2cGrHHGTOFwLfoCyHUMl12b4g/Zxrci852ZgfBjyvlHoZEQj4SinVGclry+RgQJMTLBZYcRCebwlFrQTFHmkIlUrA0n2Ojb9sP3SrBXXKpbVVKw1968PSvbZ9t5+C2ER4rS34WWk+DW8tOy8T1zhmS3bYeRpuxsAb7dJ2kAwDRtwvGTqbjrnPFk/gtU6JNcuWyS5JU6sN1YAA2VVZ4vy6MJ4SSDu5fTZQHLDeKSkEvIw5/hYxEZds+p8/sAZleRIItGptAUYbQg+vcrm9qSiLhYtH16LU84D10dIjGKZKhB5ebdM/7PgGlEoGrHVgfIDXib0VSsRlW/nm80dWQ8sWUMVKvrl8eVSb1oQcXumQ7aGH12CYSmI/50oN4+rZrSTGRzk0vsZ7yEkUQ2VgS8rPcYiWMsCvSBGIl51glwZZdH1NEJtk255sgQQz+DsYg+LvI5V97YlJTD92oZSDvNhE2/YEM1iUe9N1U22zn5eYRNvn8xpe75RY4+8PCQmS3219VBAfL8/lEXx8/IGklIe1WmuMPO9rK1Vs8vUH0m/xGcTg41vWps2lTpdSMMIXkuxtSQYS0sWgmHxSP7NYoITVMynXadffx9cPMnIU4uPxyWZFaHt8fP1AZTLnhgmTKY/+AciH5GQH5TKiAAQQAtyb8nM1wIGICI09hiFBqBO2wPlwaVNKFFGvRstzjtCvJaw+Causvvz8cxYWH5HnrGlcVQJ0P1+TJjFvscD/LReb3nZjHbLmwVC5NHy8EuJSnJREM3y4QuJm7q/jPlvcQa7YMbGnXz8IDYWlS9Pazp+HFSugf3/P2eVk6nd8Cfme9jlp6q2XgW8pWKwsBYvaOhnB9/TCMGYC+61a56HUHqo26eUOkwXDgP79MEwTgPMpjQr4DmW5mi6mpGLdB/DxLQy8D5hTWiMxjM8oEViP4mVtBeyqNe4Ne3bDrl1pjQcPwtatVG/c2yHTqzbqiVLR2M+5YRpLpXpd8PUv5ND4Gu8h20GyhmFMBkKVUp8YhvEicnj5DyK5uEAp9ZzzzXQeuS1INvQGtP0ULkdAh2C4cAsOXYa3esDXTzo2dqIZHvpGjpFaV5Xdmo1noc3dsOLdtF2TVOZsgad+lJ2XjjXgwCU4HyGO0jw3VwReeQB6j4FiBaBVFdgZCtdiYO4r0DcPxMjlOofEHqXguedg6lS4+24oXhz27ZNjn40b4S7HMzmsyUqQrKuK+C39vg9hJzYhAbI1gHVgJNPt5TkE1b7fpm9iXCSLx/QmPOww0B7DiEKpHVRr0oeOgydhWKXDufzYKjQUWrWFsMugOmCYLqAsh2jwwMu0fDh9LMeJrTPZ+NurGKZKKEsjDNMmfHyT6fbKvHSBqcnmRFb89CRhR9ZB/frg4wMHDlA2uCXdh//hsBOxd9k37P57NIapNspSHcNYT4Eixej15t8ElK3u0Nia2+POINmcOCgmwKSUMqf8/ijQBjgFTFRKJd7u9Z4mtzkoADejYdI6ia0oUQSebgOdGziWwZNKkhlmb5WgW4uS7KABrTM/stl1Bt74VVJ7SxaRlOQhHR23IyecuCSxL8fCILgcvPgA1KvoGVucRa53TKxRChYvljTjmBhJMx48WJwVJ5FVZ8N6sb/Ta3KStnxw7Y8c2TCZxPhoSgfVpVX/0ZQsn7EqYFJCDCe3z+HC4TX4+BWgWtPeVG3cE5Mp7bjCbTE1N2/CpElU+nUt/oWLU7Pl4wTVbp8ugyeV6+f3c+yfGUTfvECpoLrUaTuYYqUrZdjXkpzE6V0LOLdf0oyrNOhGjeb98PFzToXOsBObObltFnFRNyhX/R5qt3nGKSnMmtvj1Q5Kbic3OiiavE+eckxcTE53QLLipHhaU8XaDnfiDdesyR14vYNiGEZJ4DmgDnIIeBSYqpTy+rtcOygab0E7JdnDWYuoq456nIknspK8eT403oM31uL5F8Mw7kcS/iORWt4ArwIfGobxkFJqgxPt07iYmHj4cY2tkuzLnZ3jvCkFc7eJ+uyNaGhZA97oJscxGbHjFPQfJ/E2hgF1gmDlO3BXHkte145J9nHm4unshThVYfX4lpnER4UTGNyU+h1fovhdzlXMzRK3bkkq9579cmYbWAZ+/RU6Ouccdv2M4ZzZtQhLssK3gD9Nur5Joy6vOGVsjcaenMSgHELSjF9SkhiPYRg+wA9Aa6VUfadb6UT0DkoasQnQ8TPYcw561ZUg2T8PQ63ysPFDCHBwfl6dDuNXQrvqUKMM/H0EEpJh/X8kK8ia9Uegy2jwMcHDDSAyHpYek4DcyxMgwP0q4E5HOyY5w9u/2W+Z+y5HNkzCMNqhVA0M09/4+MXT642/KF2pQY7HzfYuSmIiFC8BCfFAF6AssABIgD/nw0MZS++ncqd5/mPUfURcPg40ApoDy4EwarR8lPZPT8ierZpci1cryQLBwLepzglAys9jUp7T5BImr4PdZ2HLyzD/GZgzEHa/Luqy/3NMS4n9IeKcjO0NG4bBlEfh5LtQKQBGzkrf/7HxUNBPFHN/HwCLn4NVz0O8GR4Z55gtnsSr1V69nCE/3PR65+TGhUMc2TAJGItsHk9BWU6SnFiZbQs+cq8xAwZAQhyirrocmAGcAErAwIEODX3p1FYiLp8EXgf2ApOA00B7Tm2fT3KiV+dGaHIpOXFQ9iCxJ/bUARzUNtW4k7/2wIO14B6rIPx6gaIk++dux8ZevAcCCsGw+9LaiheEV9rA6kNytGRNRIxI11ezKtHRsSa0rAxbTjpmiyfQToljONsxmTyslEviOs4fXI5hCkAEtlMpjlKvcOnEBpISYnI8drbnYOVKoBZSnyaVCsBQKbzlAHuWfAlYgA9Ik7vyB94Bkji2dYZD42s0GZETyb1xwPeGYdRAlGNBxNqGA+8ahtEwtaNS6oDjJmpchWHIMbU9FuW44p5hSAyK/QmixZL5azKyJTmXrfHaKck6ntgdcXqWTuqNjv3nfpsbPRsM+eFm1h0rw0h5X4Xt/2DHbUlLO7YfK+V3wwPlzDV5npzcVbOASsBXwMaUx1dAlZTn9iI7KXszG0DjHfRpBitPwLaQtLb9YbDoEPS5x7GxezeTOJJxm9PaIuJg3D/QpQEUsSvaWrIo/LobTl1Pa1t5HHaFQtu7HbNF4124++jGfoF35k5KlYbdkWN463PICAxjHBVqdcCvQBGnvdcd6d4dOAlYFx0MBSZBCceCuJr1eh9ZLkaR5ozFA6MBP2q3fiazl2o0OSYnOygeCE3XuILB7WHWVmg7AbrWAl8fWHIU6leEl7s4Nnb9SjCiG4z8G+YfhODSsOwYKAPmvJ6+/6IR0O4TqPc19Konzs3qExKXMj+D/prchzfFkzhrJ6VUhTrU7ziMQ2tHYhjzUSoYw7QMX38L9z7iWNXebDNtGiz8E+L7Ax2Au4C/ADP8/qdDQ5er1pxSQXW5efF/wBokSHYFcI1arZ/Cx8fn9gNoNDlAC7Xlc+ISYdLaFCVZCzzUDF54AIoWvPNr74RSkr48bSNci4RWNeHVB6FKJmKP+85B/+/h/E3ZoG5UBZa9DaVyUQaPPuKxxdNOSVZ2Sxy1USlFyP4lHN8qqqaBwc2p1/75TBVWc0KWd32io6FHD9iyXf4DBgWKkm/r1nd8aVbmYfPstzi5bQ7JZjN+BQpyT8/3qNfh+azZpskT5AahtoHAi8huSiulVIhhGK8DZ5VSjrnqLkY7KBpXoh2UNDztnIB7HBR34WrxttwyDxrP4u1CbS8BnwJjkZDu1L29CCQHzasdFI3GVWjnxLsWuawu6LlBWdaZ5Jfr1OR+chKD8gowVCm1yDCMd63adwHfZGegFGfnJaBqStNh4FOl1LLbvOYRJFIrGEnE/0AptTA77+tpLBaYvxNmbUkRS6sHz3eUQoAZcS1SiuJtOgYlCsPAttCziXOKBbqa0X+K7bEJULsCjH8mvUhbKlFxMGU9rDgA/r7w6L3weCsRb8uIIxdgwiopXBhcDoZ1kmMhT5At5yQxUdQ9Fy6Um6FXL3j2WSjkpDLxo0fDxIlSoK9OHRg/Hho3zrhvVBRMmQLLl0OBAvDoo/D441J91kEsZjM7/vyY07sWYklO4q6qTWj92DeZHn3ERV3n2OZpXDq5lQKFA6jR8lEq138w08J1x7f8xr6VY0mIuUWx0hVp2fdTKtRqC3hGKj6rRFw5xZpJzxJx5TSGYRBYoyWdXpyJfyYVfsMvHePIxikw/5xUgx42DBo1ynhwsxnefhtmz5H7rEVz+PFHqCL/Meydk+zOuSuJuhHK0U1TuBZygCIlylG79dME1miVaf8LR9dxYutM4qNvUrZaM+q2G0zhgEA3WpwzsjvnV8/u4ujmaUTfDKN0xbrUbfecZ1SKPUBOlGTjgNopxzpRQCOl1BnDMGoCB5RSWf4raxhGLyAZqYQM8AwwEmiilDqcQf9WwCbg/xA1or7Ibk4bpdT2LL6nR494lIJnJsKvm+HeKlCmMKw8CVVKw6aPoJydrPu5a9D2U6lo3LkmhN6CPRfgtQdh7NPutz87tP0ENp+AuuWg1l2w/DiYLRIQ291uvQyPgftHwdGL0PluiEqAzWeh7z0w77X0TsrSfdD3OyhdGFpXhe3nISwSZr0M/Vu67RL/JcsOSkKCZFusWydOg48P7NkDLVrA6tVQxMGsj7ZtYfNmWZAqV4YdOyA5Gf78MyXLw4rwcGjXDo4dg2bNIDYWDh6EPn3gjz9y5KSkLoAWi4W5Hzcn+sY5JKCyLLACw+RLn3dXUTqors3rom6c569vehAfFYFSnTFMoSjLHuq1f4FW/T9P9z7rp7/EqR1zkeTBe4C1QCRMGCcLeA5wx87C9dCDLPqiM5Ke2xmpGLIFk28hnvr6ZDonJfTQKlZOehqKF0c1qCef1fXrMGsW9O9vO7jFAsE14dwZrOccX1/6vu34nLuS6+f38ffYviQn+aAsHTBMh1GW47R85L806PhSuv67Fn/OvuXfYpgaoCw1MIxV+BcuRK8Rf1Ei0HvT/rI758f+mcHmmW9gmIJRlsYYpg2YfOLo9vJcAmvc64Er8H4l2bNARl/HugFHsjOQUmqxUmqpUupEyuMDIBrRVcmI14FVSqnRSqljSqnRSEh5rsnzWHlQnJPpj8PWV0Qx9fBb4oB8uiB9//dmAxY48Q4sGiRKr989BN+vgJ2n3W5+llm6T5yTTx+EQ2/Bgmch5AOoGACDfkrf/6vFcPYq7BsBS4fApuGw8FkJ3l2w07avORlemAIdg+Hs+zDvaTj9ngjMvThFAn/dSbZ2T6ZNg/Xr4dtvYcwY+Ppr2eHYtQt++MExQ5YuFedk0CCYOhU+/RRmz4YyZaTNnq++gjNn4Oef4YsvYNw4GDUKFi2CBRncjNlg/8qxKc7JdGAH8DdwFGUpyPqpQ9P137FoFPHRJpQ6ASxCWXYD33F4/U9cC9lj0zfyegindvyB1Cs9A/yBpNM2hzdG3l5s5za4Y9dl5Y+PIxvX+4FlwD/AQizmONZNGWzT15JsZuPsN1BNGqNm/Q4ffwy//QZt2sALL0BcnO3go0enOCe2c47Z8Tl3NZtnvUNyYnWU5SwwH2U5CrzOjoUfExNxyaZvxOUT7Fv+LfApyrIfWIBSZ0iMC2Db/A/dand2yc6cJ8RGsGXu+8BzKMsJ4A+U5RzJ5kZs+v1N8kOCS04clK+BCYZhPIYkW7QwDOMD4POU53KEYRg+hmE8DhQBtmbSrRVgL8K+Argvg76p4xYwDKN46gMollMbncGCnVCrLAxsltZWowwMuif9QqyULNDDWkGQ1c7KK22gXLH0/b2J75dDYT94u0PaUdRdReHN++FqJFy387sX7IQnm4iSbSp96ovKrf117jwDF27Ch52hQMohpZ8PfNwFbsbAxmOuu65UcixhP3++7FY0aZLWVreuZFnMn5/567LC99/LMc3jj6dNeokScmxz9ap887a3pWNHqGa1XdymDdSu7bCDcnrHPOQU1lpivQYwhPDLZ2z6pmbBKMswIMjqmVcwTOU4t+9vm/6H1v6A7ECMIu1PWBHgP5AYCytWOGS7K4m9dROZk3pWrX2AJoQd32TT91rIXuLCL8EzT4O/vzT6+sIzz8ju18aNtoP/9huumnNXEnvrMtfP70Kpt4HUP3QG8DHKojh/0PbzPLd/CYZRDHibNEG6u1CW17lwZDXmRMdUc11Fduf8wpE1WMxxpLvP1fvcunqMW1dPkdfJdgyKUmqqYRi+iDhbYWAmcBF4TSk1O7vjGYbRAHFICiK7J32VUpntxAQCV+zarqS0Z8Z7gJuLYmSOOVkK4NkfNxbwleesUUqORArYfUomQxZks3PEKl2COVmKD/pkcJ2Q3nZzcvrrBCjgk35eUn+37//v2Hb9nYVTgmDNZvDzS9/u5ycpoo6O7eOT/mgmdXEzm7Nui33fbGKxJCNS6Pbn6gXSywsrhbKY5TkbTIAflmTbD9RiTkoby35skNiLHGK/i+KaYx97u0H+/NnOi8wJ6T+jzD7PZNfNuSuRe4UMbPEDw5Q2DykoSzIYvqDsjyALAAqVwx00l5Pd+zw59bozvs+VGz8jT5EjfWKl1CSlVBXkkDNQKVVJKTUlhzYcR46M7gV+BKYbhlH3Nv3tVwkjgzZrRiNueeqjYg7tdAo9msDBS6KSmsq1aJi2SwJfrTGZoHsj+Hm7CJelMmcfXIhI39+bGNweIhPgF6vdj9hEGL8ZShWBwBK2/Xs0gZl74eKttLYt5+Cfc+mvs3l1KFMMvt2QtpuvFHyzXvRb2tV23nU4vdhfz54SF3LG6hvtxYvwzz8SLOsIgwdLHMnSpWlt8fESjFuyJATa+fE9e8LatXDtWlrboUMSh9Kzp0OmVGnUDTiK7YbnNWAyxcrY/hc0TCYq1u2MYfoZiclIZQ7KcoHKDWxVA+u0G4z8t7eOyTcDY8CngOiAOAln1/ApUKQo8CvynS6VLcBWylSxvdHLVGmCf9FSMHeu7Y0+Zw4ULSrxQ9b06YOr5tyVFClRgRKBdcH4HrB2LseBMlOxXieb/pXqdUZZwoFfrFpjMYwfCAxug19B7xROyu6cB9Vuj+wF2N/n31GkZBWvjrVxFjkJki2U8rrYlN+rIMGqR5RSDtbABcMwVgOnlVIvZPDceeCpfxDaAAAgAElEQVQ7pdR3Vm1vAK+nOExZGd+jQbLmZOjxNaw9LEcYZYrAHwfkS++WT6B6Wdv+h0KhzSdyXPJwfbhwCxYfgX4tYPYr3p3JU+tNqYzctRbUvAvmH4ArUTBpKAy637ZvWDjc+yFEx0O/BhIku+AQtKgOq9+HAnZfImdskmDjxkHQvro4MjtDYcKzMKyz47a7LGU4KkqOUU6ckIBWHx/Zqq9YEbZuhVIOLoa1asnYLVpAUBBs2gQ3b8LkyenjUMLCoGVLiIwUW+LipH+LFrBmjRwXZZPUHQdzYjwzP2hIYmwEcoRxFzAHjGi6v/oHFe5uY/O6m2FHWfB9D4gvDOaHwbgALKZa44fo+NzkdBkOS8f1Jez4RuR0tzmwFDgF778Hn32Wbbuzc22OcP7wGlb+8CSy+fwYslDNB8PEgNEHKFTMVsXw5PbZbJgxHGrWlMydw4fh6FGYMCF9MHB8PARVls87i3P+1zfdSU4qgrI8DKTMeZOM59yVXDy2geUTHgcqoyzdMYzDKLWGBp1eoWXfj9P13/jba5zY+hsY3UEFY5j+xORzgx6vL6Rs1Wbp+nsL2Z3zvcu+YfffozGMtijVFMO0EtQJOj0/nSoNu3nkGrxaqM0wjJXAAqXURMMwSiA7IIlAGWCEUupHhwwyjDVAqFLq2QyemwMUU0p1t2pbBkQopZ7I4vgeF2pLSIIfV8PMLVLV94H68FYPqFwm4/6nLsPXS9LSjJ9uC0M6iDS9N2M2w9Ap8OcuSDRDhZLwzQBRq82IS+EwZhks2ycS9/3vhVe6QOFM1sl1hyVY+FgYBJeFV7vCgw0z7psdXK5ncusWjB0rcR4WC/TuDW+8AaVL3/m1d8JshqFDJdA1IUGclG+/hYceyrj/pUsSrLt0KRQsKPEqr7wChXP2n8N6EU+Mi2TDjOFcOLoJZUmmRGA1Wj/+LeWqN0/3usnDSsGpUxI0vHYTlCwBg5+GIUMY8nNk+r4A77wDk36BqFgoVwo+/giGDMmR3Tm5vpxy8eh61k9/ibioCACKl61E91cWULRU+s3dycNKScbX2LGSwRMcDK+9Bg8+mPHgkZESo7JiLaZE823nHODW1TMcXP0/wk5so0Dh4tzd6jFq3TcQk09OFCgc4/r5/RxY8wPXzh2gSImy1Gn7NNWbPZyho6QsFk5sm8XxLSnqvTXuoWGn4ZQs78TtUxeR3Tk/t+9vDm+YSvSNi5SuVJeGnV6ibLWMP0934O0OynXgfqXUYcMwhiC6KE2ARxANkzrZGOtzJJQ9FAlefRx4F+iqlFplGMYM4KJS6r2U/vchxQk/QAThegP/JRelGWu8Gy225hg5WcCzo/bqDfom7khHdsZ1akE2jSvwaiVZZG8yKuXnLshuisUwjG2IKEF2KIccyJYHbgEHSHFOUp6vjFV9b6XUlpRMn/8ioc2ngcey6pxoNLdDOyeO4yoHwh0y79lRnnXl4u8NTphG4w3kxEE5BfQxDGMh8CCQGg9SFtvInzuilHruDs+3z6DtD0T4IN8QFQfTN6Uc8RSBgW2gTS1PW6XxWnbsEL2VGzckxmTwYEk3zoiEBNFKWbFCskMefRS6dctRcJPDuxxRUTB9usTBlCgBAwdKvE5mHD0KkybBhQvQoIEc75Qvn3HfVLG6RYvkWK1nT+jXD3x9/7Xbxkm5dk0UdvfskTEHD/5XvTUj5+Tqud2c3DaL+JhwylZtxt2tBlCgcEC6fjni/HnRqjl+XI54hg6VfzVZJjkpgdO7F3Dx6DpMPn5Ub9qHivU6eUQxV5N1cnLE0w9JLfYB1iiluqS0vwe0U0p5JnIni+S2I55L4aKweuaaKKZeuAVnbsBHD8PHj3jaurxFnthB+fZbeOstydgJDJSsnPLlZdGvYrfBGR0NnTvDtm1Qr55kAJ09K7L7v/ySLSfFetHOkYNy6ZJkpZw9C/Xri2bLxYvw0UciUGbPnDkwYAAEBEDVquKsFCggwb1Nm9r2NZtFdXXRIgk29fGReI7OnWHxYoZMibHpPrn9ZWjbASIigVZgOgbJl2HSJIYk9E1nyoHVE9ix8EOMsuVQ5cvD4UMULl6OXq8vyVFFY5v527gxTQG4dm04eVKcyoULxZG8A/qYB5Lio1k6rh/XQnZiGPeCEYWyHKZmyydoN3C8dlKyiVfHoAAYhhGIHMvsV0pZUtpaAJFKKTfIZOWc3OagDJoIS/eKsurdd8mXv1Gr4eOVsH80NKzsaQvzDrneQTlzRmq19O8Pzz8vC/HlyxKA26pVevG1Tz4RBdlvvxWxOKVkJ+XLL+Gvv26b9my9W5LRIphtJ2XQIHnPsWOhUiW50X/9VXaC9u+HhlbRz5GRkvV0zz3w7ruy83PrFowcKem3u3fbOlfTp4vTNWpU2o7M7t3w9ju0euS/1Gv/vI0pf4/pzeVz1yF5HSKxlAS8hMnnN5747ACFiqVFs0deP8fcj+9JN+fGa69TuUJzOg+dnr15wGrukpPl8wwIgM8/l8Dl+Hhx2M6ehdDQNE2U25DfnZQ9S75i77JxKLUWUbNQiNruIDq/+DtVGnT1rIG5DG+XukcpdVkptTfVOUlp2+HtzkluQymYsx2G3yfOCYg2yvsPSHry3G2etU/jZfzxh2TiDBqUJtYWGAiPPCKLf3y8bf/Zs6F9e3FOQBb1rl1lUZwzJ0tvmdnil61FMVXb46GHxDkBudEHDJCjnrlzbfsvXy7HQS+8kLZABwTA00/D3r1w2q4GxOzZotxrfVzUrBm0updTe2zrjMZGXuXy6c2Q/B5p+o9+wJdYkpMIOWBbx/Ts3r8wCqSfc9W/H+cPLMOcZDfn2WH3bjh3TsZOzaoqWFCOsq5eTa8kq8mQUzsXodTjpFVQMYBnMUyNOLM7V9WZzXfkyEHRuAelJCW5hF35RV8TFPF3f80ZjZcTFycLtv236qJF5dt4UlL6/kUzELUqUiR9nRdXopQcW9jb4uMjC7K9Lam/2/dP/T2j/hldZ9Gi6RyI5KSElJ/sY3aKAj4kJ9mOnZwYn+mcK0sylmS7Oc8O2b3OTMjvQbfmpDjSf56gLCVIdsSB1Lgc7aB4MSYTdKoPU3ZAnNXfuSVHISQcujhB80OTh+jSRY461q5Na0tKgr//lmDZYnZlqB58UDQ2blnJ9546JUqyXW6vJJoVhdUs76KYTPDAA7BsmTgqqWzbJkdU9rZ07CivWWj17ddikRiToCCoY6d08OCDEjh80Uq99do1jE2bqVy7g03XoqUqUqxMTeAHpNB6KpOAJIJqt7fpH1SnAyoygzlf/DdlqjXDv6DMeep8ZeXxL82by87QwoW2UvULF0KhQrcPILYjw/HzCZXrdcAwzQKsa1HtBzYRZPf5a7yLHMWg5GZyWwzKztNw/3+lCvBjjUTifuY+6FgXloyUv9Ma55DrY1CUkiychQuhQweoUEGOAcLCYOVKuN9OvvfsWVGNNQxxEGJjYfVqCSTdsiXLYm13ckSytCju3Cn2lSkjx07XrknAa8eOIiJnf6OPHAnffCNFFmvWlNcfPgy//w5PPmnbNzxcrvPqVejUCXx8MFauppBPYfqMXE3h4rbyzSEHlrHq56cxjMYoSy/gMDCf2q2foc2T39r0VUqxZspznNv/N3SUOTc2bISLYXR/+Q/K12yd9TnIiAkT4OWXoXFjeRw+LNc6erTE3+SA/BaTEnU9hEVfdiEx3h9leQqIwjB+pUT5avQeuRRf/1ywEHgRXh8km5vJbQ4KwL5z8PmfsOl4mpLsiO7p5d81jpHrHRSQb+/jxsHUqbLIt2oF778vC3RGnDkj0vDLlqUpyb77buZpyRmQ1QXvjov0vn1iS2qa8TPPwIgRGUvuKyXX+MMPkobbsCG8/XbmOz9Xr0qg6YIFFIo2U7VBNxo/+AZFSlTIsPulk/+wb8U4rp8/QOHi5ajTbiB12gzCyOAbgSU5iUPrfub49pnER9+gXLXmNO7yuo3kukM7F4sWidqvtZLs44/neLj85qCABDPvW/4d5w+uwcevAMH3PESjLq87LxU8H6EdFBeSGx0UjXvIEw6KB8nOwufJowZPLNDedLSSHx0UjfPwdiVZjUajSUd2FFazo9yaF8hsXvLTHGg02UU7KBpNXuP4cZgxQ5Rk770XHntMgiozIjFR9FD++ksyUV54QfQ8MuP6dRk79bjh2WehXDnAiUc9WWXnTnjvPQl+rV9f9FwqZyIMpBSsXw+LFrFlfyyVG3QlqNb9GR7ZgIh7ndr5BzdCD1AooBx3t3ycYmUyr+QReng1e5d/S2JsBGWrNadFn48pWDTj67RYkgk9tJILR9fCqQDRUGnVKrtXn2OsHcnkpATO7v2Ly6e34V+oODVaPEqpClkup5ZniY++wcntc4i4cpLiZapS894n0sUquYuY8Iuc2DaLmPAwSlaoQ82Wj+FfqLhHbHE3+ohHo0khTxzxTJ4sToZRAoxKYN4PNWrDpnWiiWJNRIRonty4IQG18fFw86YEY+7enT4wddcu6PQgREWDqT5YjkJBX3q+MIvAGrdfYJ2+U/DJJ/Lw95fMnXPnJC15wQKRsbfGYoHBz8H0aeBbFcPig7Kcpmrjh+g4eFK6KrJR10NY/F1vYiMuYpgagjoDRhwdBv1E9aa905myfvowTu2YAwQAFYHDGKZC9HlnOaUr1rfpa06KZ+XEAYQdW49RsTLEx6OuX5W4ku++y1GJgZzy1NenWTK+D+GhhzCqBcPNm6hb4dz7yGfU7/ii2+zwNq6F7GXpuP4kJcRgGPVBHcXHz5euw+98nzub0EOrWPXzsyiLLxg1UZaDFCxahh5vLKBkoGfqnXi9UJtGo/FCQkPhhRfBMgSSw8C8DzgE5yJgxJvp+z/+uDgpX34p2S/z5sGwYRKs+tVXtn2VgicGQnQwWM6DeTdYLkB8E9ZOeQFLstktlwjILs6oUZI6vWCB1MyZNUt2cgYMSN9/7lxxTpgK5jMoy0lgLuf2LebEtpnpum+a9RZxkb7ACZRlL0qFoSwPs2H6yyTERtj0vXJ2N6d2zAWeB64Ah4BDKEtRVv40MN3Yh9dNJOzUZvjyS9Sv01FzZsmcf/+9ZFC5kd9Of01E+HmYOBH1y2TUvDnQvz/b5n9AxJWTbrXFW1BKsW7qS5gTaoA6j7LsRqkLmJPcf5+bE2NZO/VFLMmdUu7BPcAZEmJLsnHG626zw5NoB0WjySvMnQv4A98AqZkv9cA8QpwPa40RkGyZDh3SMnxMJimgV6mSFOGzZs8eOHUMkkcjRcgBSoHlG2IjL3L59FZXXVV6vvxShOdefjktFbpsWXjuOZHBt1dY/fV3MLUBnkVURA2gPxjdOLltnk3XuKjrhB1bi7J8AKQW5CsCjCXZHEfI/iU2/fct/5YM55yRxNwMJTHO9gvmiZ3zoH0Gc161Kvz2Ww4nJAcoBb//jurbG2qlfBP384MhQzCKFuf0zvnus8WLuBG6n8hrJ1HK7j5X7r/PQw+vJik+AhgLpGoYVUJZPuFayA6iroe4zRZPoWNQNPmePHG0AyL/bioKFnvV1EAwJ4mDYp2ym5wMpUvbdjUMabtyJf3YqWPZj43EbLiN8HD5t5TdsVHq71ev2rZHRoHF3m5ABZIYd8GmyZwYm/KTff/SYPiRaHedSfFRQGFEadaaQECRGB9lEy+QlBANpe3sNgyx/d85dgNKQUwMlCxp2+7vD8WKip35kLTP1/P3edIdbEnMB5+R3kHR5DuMJ5XNI8/Qvj2YrwGLrRqTwZgKDZpAcbvAuooV5VghNjatLTQUDhxIH7TZtCkUKgpMsXvTKRgmf8pWa35b05ya2vrUU/Lv0qVpbUrJ776+Uk/Imgfag2kZYKUky3UM0yKC6rS26Vq0ZEWKlKyCXKf1vfE7qETK322r3lqlUXcgnHRzzi+YfItStGSQTf+gGm0w1q5PP+f798vn5y5MJmjbVgT8zFbHFvv2oS6F/Sswl98oU6khPn45v8+dSWDN+5DdPmtbFDCFAkXKUqJcTbfZ4in0DoomX5CnHJHMuP9+6NwV1jwmcSgEg2kuqO3w5d/p+48bJwX6hgyRwNLYWPjzT/kW/f33tn2LF4cPP5CsGc4BHYB/gDk07PS6TYXfzHBaanH79iJnP2ECnDwJd98NW7dKEO+AAelr1wwbBj9NgestwDwU8MUwTcK/kA/1O75k09UwmWjR5wPWTX0ejAdA9QEOgTGV6k0foXRQPZv+9dq/wL5lY0mI7Y/EoQQDs4EdNH7wnXSmN+ryGme/WULy8y+guneD2FiMxUsoWqYqfZMeYobjs5N1Ro0SZd3hw0VJ+No1WLKEssEtqVT/9qUO8ir+hYrTtPsb7PxzFDm9z51F8TJVqd36GY798wawB2gGxlJQy2n+0Bh8fO9cyTq3o7N4NHmafOGYWBMXJ2qsk6fBzWvQshV8/H+yAGXEwoUSy3H5shw11Kwp8Sr166fr+tyEG5zcNpMDqydy6+pJipWuRv2OQ6nTdhBGNrJPnOKkJCZKleZVq+TnIkVg6FBRXM2I8+fhP/8H8xfik2ShSsOuNOv5LgFlq2fYPeTgcvYu/Y4bFw5QqJgoyTbq/Comn/TyzfHRN1n101NcObsXVBJ+BQNo3PV1GnV+JcOxb4YdZfeSLwg9shof3wIEN+lD057vUrh4WffromzeDB9/LP8GBIh674cfMmRG/q1EqpRyyn3uDCyWZA6tnciRDVOJibhAyfL1aNz11QyzydyFVpJ1IdpBydvkO4fETbhCfdRTImXerqTqLeJt3j5PGs+g04w1mmyS5+JJvAi9UOVPvMVR0uRfdAyKJtfjEsckORlWrEgrXPfEE5mrlHobYWEwc2aakmyPHhI8mgPsnZObYcdY/fNAImOvwF13SWpzcycFDrphzrPqbCWbEwnZv5TrofspHBBI8D2P3Db+ICbiEqd3zSch5iZlq95Dpfpd0gnAZcdGvbuk0egjHk0uwy27JFFR0L27nMuXLSu/JybCzz/D4MGuf39HmDsXBg6ULI2AAEkXbtZMsjXs03JvQ0YL1c6/PmP/inFIlkoQkhVjgheHwo8/Oma3G+Y8q4tvTMQllox9mMhrJzBMVVDqEj4+vnR6fhqV6qWP5TmzexHrpr0EygeMMihLKKUqNqH7q/MoWKRkBu+QNTzhpGgHRXMn9BGPRmOF21OC/+//RJjsm29g9myYPx8efFBq1Jw54x4bcsLly/D009CmjQS6zp4tmTqnTsFbb2V5mIwWKbPZnOKc1AROAaFACNAQJk4WmXxH8KI5/2f2SKJuRAN7UJZzoMJITu7AmslDSIy31SqJvXWF9dOHoSwPo9QllOU8sJnwsBB2LPzIrXZrNHkN7aBovBaPxJUoBdOmSfpts2aS2VKoELzyivz7++/utSc7zJkj9r/+elqqbYMGolQ6a5bsSNyBzL5B71z4EWAGvgVSM18qAeOlfWB6Wfcs44Y5z+rOQHxMOOcPLkdZ/gM0SWktDWoi5sRIQvYvtel/Zs8iLBaAH5BaPACtUZYRnNoxn2RzzrNhPLGboeNONN6EjkHReA1eEeSqFNy6BeXL27YXLCiqmzdueMaurHDzpjgm9joggYGywxEbKxonmXC7BTHyxrmUn6rZPZPy+4UL5BgXzXlOFvikuEhEDMv+OsuDUYCEmHCb1oSYcAyjBEqVsOtfDUtyPObEOIf0KjwZj6LReBq9g6LxKF6n6GoySZ2UNWtI+WosHD0qip+tvVhhs1UrcVL27ElrU0qupU4diUm5DbdbCBs8MBz5c2FfL+Z3wJDdjpziRXNepGQQhYpVIP11LgCVQLngFjatZas1R1muAGusWhXwOwFla9nI3OcWtEOk8RZ0kKzGI3iNQ5IRy5dLwGbjxtC5syhsLlgA1arBjh1SVM0bsVigXTupRvzww1ChAqxbJzbPmydHPVkgs52HaSMqY06IAQYBHRGFzZ+kvk98nGO2u2DOc3pEcuyfGWye+QbQN+VxCMMYT1DddnQdZlv9WFksLB7Ti2vnjqDUa0AwGLNBLeeB56ZSrelDObLhdrjDgdDBsprM0EJtLkQ7KJ7Hq52TVJYuTQvcLFRIUl6//jpbmTAeITJS5OhnzIDoaFGE/eQTcViyQYaBsvHxzP64MfFR4Ug8ii+UKg4hIemPlXKCk+fckUX25PbZ7Fk6lqjrJ/ErEEDtNk/RrOd7+PoXStc3MS6SnX+N4sTWuSQnRVMisC7Ner1Ntca9cvz+d0I7KRpPoR0UF6IdFM+QK5ySjIiLk7gNHx9PW5I9kpOlenHhnN/kmS1QZrOZaQ9cg1q1cqyvclucNOeOLrBKKZKT4vDxLYhhuvNpuMWSjMWcgK+/6/+wuOsYRjspGnt0mrEmz+BV8SU5oVCh3OecgNjsgHMCmS+Cvr6+UK+ea5wT8Jo5NwwDX//CWXJOAEwmH7c4JxpNfkHvoGhcRq52TLwJi0UCSPfskbiSvn2dc6SSyqFDouBaoICMHRSUed+kJFiyBI4fh+Bg6NVLXucJYmNh0SIJpG3QQHRTrBybvP7tX++i5A/MibGc27+UmPCLlKpQl6C6HTGZPOfAu3MHRacZa5yKdkqczI0bEjy6Y4dU7I2Nhddeg7/+EkE2R7BY4IUXYPJkSek1m0VD5bvvMs7KOXNGnIBTp6BYMVF7rVRJnJs6dRyzJbvs2gXdesL1K+ATAMm3oG5DWL0cypfXi6oTmTyslJ5PD3EtZC/LJzxJQsxVDFMAynKLEoH16P7qXAoHBHraPJejj3g0TiHXH+V4K8OHw4kTMGYMLF4sNXaqVIE+fcRZcYRJk2DKFHFKFi+W3YjeveHVV8UhsufJJyU+5OefxUH65Rc55unXT9KZ3UVSEvTqC+FVgFOQHAH8A8evw6AhejHV5AksyUmsnPg0ibFVgVMoi9znt66Gs/HX1z1snXvQDopG461ERIjk+4AB0KSJKKwGBsLIkbKz8uefjo0/aZJojPTuLY5GkSLiEJUvL46LNYcPw/bt8OKLULOmtFWrJjstR47Atm2O2ZIdVq6Eyxcg+WcgOKXxPkj+L6xYSkxEmPtsySdobRT3c+HoOuIiw1DK9j5Xlv9y4eiqfHGfawdFo/FWbt6UY5cqVWzbAwMl7uPKFcfGv3IlfbVgkwkqVkw/durv9rak/u6oLdnh3/eyP1aS3+OjvFjt14nonaK8TVzktZSf8u99rh0UjcZbqVQJ7roLNm60bd++XVKI77nHsfHvuQe2bBEnKJWbN+HgwfRjN2ggYmn2tmzYIDs7TZrgNv61bb7dE39AkeIs/I+D8+IGJg8rlet2JXKbvbmdMlUap/yU/j739S9O8bLV7V+S59BBshqnoGYaOgbF2fj5iejaiBGia9K2LZw9K4X/2rd3XAL+3XdlzJEjpVBfbCzMnSsBsM8/b9v3rrvkeOeHH0QMrnFjyf6ZN08qKNvvrLiShg2h50OwbCgknwSaAUuBH2HkR3JURYL77MkBevdDcydKB9WjUv2uXDg8FKVs7/OGnd7Gr0ARD1voenSascZpaAfFBSgF48bBF1/A5ctytPPkkzB2LBR3Qp2XVavgrbfgwAH5/YEHYPz4jLNyzGZRpR0/Xor7FSsmWUCffXbbIoQuITYW3nwLpk6DhDgoeRe8PQLefpshEyPca4sH8cSuhnau3Ic5MZZtCz7kxNbZWMxx+BcuQ6POL9Gw06tZ1udxNlpJ1oVoB8W1aCfFRZjNEntRokTKDoETUUrG9vfPmqx8YiJcvQplykh6sieJi5OA4XLlwM8vXy6e7nZS8uMcexpzYhwJMTcpVLwsJh/P1gLTSrIajcYWX18RUHO2cwJp2UFZrXnj7y+BtJ52TkBUZytWzLfOiSfQsSjux9e/EEVKBnncOXE32kHReBfnz4u+xu+/S5qtM4mMhNmzJYX2zBnnju1qdu0S/ZG//xYdkNsRHw8LF0oa8cGDdx7byXOeVxyFE9tms37ai+z+ezTmRAc1Z1xIuvl2w32unRSNO/BokKxhGO8BDwO1gThgC/COUur4bV7zLDA1g6cKKaXiXWGnxg0oJUGbX38DyiJtBQrBzxMlCNNR/vgDBg2SCr+pDBsm8RQeOsvNEpGRIoS2alVaW1CQCKtllDmzaRM88ghcu5bW9vDD4nzY73i4aM6tlUdzoxx7dPhFFnzegcTYtDTOvcvH0f6Z/1Gj+SNOex9nMuSHmzLXf/wBzwyCWOv7fDiMH+fd97lGkwGevmPvByYA9wKdEYdppWEYd9rHjgTKWz+0c5LL+fVX+OorUKOAKOASJDwKzw6C/fsdG/vUKXjiCWjWTLJUli0T5+THHyUrxZt57TVJBf7kE1i9Wr4VFysGPXpIqrE1t25JNk5QEMyYIU7Ne+9J7Zz//Cf92C6c81THZMgPN12+o+Ls8Zd834fE2HgkvdMMHABVj/XTXyYxzqVH7g7R/+Nd8PgTENcNCAVigDFyj7vgPte7KBpX41EHRSnVVSk1TSl1WCm1HxgEVEbyqe7wUnXZ+pFZR8MwChiGUTz1ARRz4iVonMX/JoKpG/A+UBQIBCaDT3k5qnCEX36R2I333pN02YIFoX9/SdX98UeHTXcZkZEibT9gALRrJ4XwqleX67h0SXZRrJkzR+rjfPCBaKj4+kKXLrKDMmmSrd4JuHbOcc8C5mznJDr8IlHXzgEfIpu7PkADYCaoRPYs/dqp7+dMTmz9HUMVBzUdqAgUBt4A41H5rDWaXIand1DsCUj5905/dYoahhFiGMYFwzD+NgzjdipR7wG3rB4XnGCnxtmEXgCL/cfoC+YGcMHBj+zCBVmw7avu1qzp+Niu5Pp1yZhJlZZPpVIlcbLsbb9wQQJdy5Sxba9RQ5wd6+MtcO2cp5AqSOaKnRRX7MxEXjsLWAD7eakFFCDq+jmnv6ezEOnz2kAh2ydUE7jomvtc76JoXInXOCiGYRjAGGCzUurQbTSg/XAAABnxSURBVLoeA54FHgKeAOKBfwzDqJlJ/9GI45P6qOgsmzVOpElD8FkGJFs1hoPPPyLM5QgNG0rBvRtW0tBKSf0YR8d2JUFBklZsX+dmzx4JhLW3vWFDiT05edK2fds2cWrsdVNcOee5lKWftkdOmpfYPbMWSCDk6Y7/Ol3WD2+gVFA9lNoNXLJqVWBa4tLP01uuX5P38BodFMMwJgA9gDZKqSy7+4ZhmIA9wEal1KtZ6K91UFxIjnVQNmyADh1B9QReBqLA5zMofAaOHpLFOqfcuAG1a8sC/dRTEBAgxyPr10tWTI8eOR/b1fz3v/Dhh3Ik1aaNKMlOnw7BwSJ5bxhpfZOSRJI+IgKefRYqVIA1a6Ty8IQJEndjjSvn3A7r3Q5nLGjO3j2xsalTJ1izFhgB9AUOAR9A4SSICs9SsKknMpnio28y75NWJMYHoiz/B5QBfgLmuvw+zyuZW5o7k++E2gzDGA/0Adoppc7m4PWTgIpKqW5Z6KsdFBfikFDb/Pnw+ltw4Zz83qgZTJ7oeM0ZEFn2oUPTdiMqVBB11oEDHR/blVgs8Omn8N13ckxjMkkg7M8/SzyNPRcuwJAhsGKF/F6qFLz/vsjlWzszqbhyzq2wX8AccVJc6pyAxOp06gQbNiO7SwYEloe1qzNW2M0Grl7Ib4YdZdNvb3AtZCcAhYpVoEXf/7Bh+ksufV/QTkp+Id84KCnHOuORryntlRQcyMkYO4CDSqnBWeivHRQX4rCSbHKyHMcUKCABoc4mJARiYuDuuyWINLcQGwunT0PZsqKaeifCwqTwX40adxZUc/Wck/HilRMnxZmL4B3f//p12WWqVQvq13fKe7prEY+6EYo5MYaAsjUw+ch97uqjGO2g5A/c6aB4+i/0BOBJoDcQZRhGYEr7LaVUHIBhGDOAi0qp91J+/wjYBpwEigOvAo2B4W62XeMKfHwc/pZ6W9xZ1M6ZFC4sxzdZpUIFeWQFV8+5l5HlhbpMGdGUyYUUK10pXdu/Wikuwlr/RqNxBp52UFL3HdfbtQ8CpqX8XBkJq0+lBPAzkhN5C9iLHA3tcJmVGvdx4wZs3Cjf5jt29A45dW9gzRrRM6lZUwr05VHRLVcucN4QzOnpRdzVTopG40y8IgbFnegjHtfi0BHPF1+IIFl8iuZeqVIiTNanj3OMy43cvCmKsefPp7UVKiSKod27e86uHJKRwqw7FmxvW5S9YafBFXPiDdelcS356YhHoxHmzRMBsscek2312FhxTh59FA4ckCyc/Ei7diLK9tZbaVk8Y8ZA374QHi5HP7kI+0XR1Quatzkm7sBaxfd26N0UjbeTN/eJNbmP8eOhaVN48UXJTqlSReTZixWDn37ytHWe4fJlOHpUUqN79JD06MaNJe04MVFSkDWZ4s2Lrytts96lutP76B0PjTejHRSNd3D2LNSta9vm7y8xF7mt8rCzOHZM0ozr1bNtDw4GPz84csQzdnkx3iaedjvc4aSkvs/t5kQ7KRpvRR/xaLyD2rVh715ReE3V64iLkx2E9u09aprHaNhQgmF375ZCh6kcPiyibE7WKnEFzhZoy4zc4JBkhLvtzuyITR/3aLwR7aBovIM334Ru3WD06LQYlBkzRDTrxRc9bZ1nKFUKWrSQIoCFC6fFoPzwg/z+9tuetjBTMvpW7opFUC+qjqHnT+PNaAdF4x107SpBsW+/DatWSVv16rB0KVSt6lHTPMq6dXDvvVKRecoUaStZUmT6/f09apo9WTkqyKmTohdSjSb/oR0UjfcweDAMGCBHGgUKSHptHtX7yDIFC8K+fVIAcPlyOQrr3NnTVtmQ3RiGrDgp2iHRaDTaQdF4FwUKwH33edoK76NmTXl4EY4EV9o7Kdoh0Wg09mgHJY9yPAxCb0LdIKhQ0tPWuJCQENldqF7dZXVkvIIrV+DgQZGvt8928gDOyvzwasfEy+Zco8lv5PP987zHpXB44DOoPRI6j4bKr8KzEyE+0dOWOZmoKOjXD6pVkyOP4GDo2VOUV/MSSUnw0ktQsaJcZ716ssMUEuIxk/J8WqoXzrlGkx/ROyh5CKWg9xgIuwFzB0LTIFh6DN5eAgX9YOJznrbQiQwaJDEZb74psSqHDkl2yxNPwIoVnrbOebz/PkyeDEOGpGXx/PijBBUfOiSF/txIvtg58bI512jyK9pByUP8cwJ2noGVz0Pnu6XtlTYQmwgfroTRj0PJIp610SmcPw8LFsCIEaKwCrIN7+sLo0aJgFle2JKPjYWJE0X+/7HHpC0oSNKPhw8XR8yN9XjyhXPiZXOe2/B0MURN3kIf8eQhTlySfzsE27Z3qAGJZjh3zf02uYRTp2S7qEkT2/bU348fd79NruDyZYiOTn+ddetKdo8brzPfLDpeNOcaTX5HOyh5iOpl5d/NZ23bN58FPx+oXNq17+9QJePsUK2a/HvwoG176u81arjHDldTrpwIstlf54kTUvE5F16nV++eQJ6cc3fj9Z+xJtegj3jyEO1qQ6PKMGgu/K8PNKsoMSgfroAB90HpYq55X7c5JqlUqwa9eslWvJ+ffNs9eBDGjYP774cGDdxrj6soUkTiIH76CUqUgLZtJR5i/HgJCu7WzS1m5IujnVS8ZM41Gg0YSrl5cfEwhmEUB27dmgTFc1el+ixx/jr0/x52WNXX69cCpr0ARQo6733c7pTYEx4OTz4pgbKptG8vsvBly3rMLKcTHw9Dh8Lvv8uxFkiNnj/+cJsuijMclFzhnKTiBXOeF8g3x4L5jMS4SGa8VQ0gQCkV6cr30g5KHkQp2HsOQm9AvYpQI9B5Y3vcMbHn6FHZfq9ePe/snGTEuXOwfz+ULw/Nm6cVVHQD+c5BScWDc55X0E5K3sOdDoo+4smDGAY0rSYPp43pbY5JKnXqyCOvU7Vqrq1JlCudE8jVc67R5AW0g6LJFK91SjS5hmw7JxERsGyZpPa2a+dcYywW2XGzWER8Lb/XedJovBz9P1STDuNJpZ0Tzb9MHlbKPbsgDz8MJe+S2KL774diJZ0nurd2rRRarF9f4kmCg2HJEueMrcmUXLt7pvEKtIOi+RftmGicSbYWpyFDYOFC4DlgCzAXoktD94fg6lXHDDl6VAT9ihSBr76C/2/vvsPlqM47jn9/FGGaTTGYEnroGIsWEDaI4ADBocNDsTEIGxyZuOASQMQOshFGPBBQHATYNFFsmgM4GAjYPLQgUYRxEEUEjCRMEcKiySAkJL3548yF0Wrv3t29u3dn9v4+z7PPvTNzZua8d+7OvnvOmZlzz00DqQ86KD0528wKyYNkBzknJNaoegY+NvzNeciK8ME+wE25mX8ENoVjvgxXXtnY9vJOPBFuvDFdlTNkSJq3YEF6XMLw4XDNNc1v2+riwbLdYyAHyboFZZBya4k1q+XN9vPnwwfvAZW3kN8E2DhdSdMfU6bA0KEfJSeQHouw/fbwxBP927bVxV091gwnKIOMExNrhVofOI23ngyBpYYAkysWzAZehPXWa7R6i1t/fXjuuTQ4tkdEujx9/fX7t20zaxsnKINAT1LixMRaqVoi0vQ35T13By4BxgN/AaYChwOLYOzYpusIwMiRMGMGjBsHs2enm/xdeCFMnZoeAGgDwq0o1ihfZtzFnJBYu+WfXtuvD6Bbb4VtPwPPfQP4RpqnZeGcs9Mlwf2x225w0UXwne+k/UBqtTnnHN+63qzAPEi2CzkxsYF2/IVvtOYb8t13w3XXwRprwMknp+fhtMobb8Bdd6Wunr32SvuwAecBs+XmW923UTcnKE5MzKzonKCUm291b31yMmJmZZTvFjSrxQlKCTgZMTOzwcYJSoE4ETGzwcCtKFYPJygDzEmImZlZ35ygtJGTETOz6tyKYn1xgtIiTkbMzMxaxwlKk5yQmJn1j1tRrBbf6r4JTk7MzMzaywlKA/w8GzOz1vIzeqw3TlDq4MTEzKx9nKRYNU5Q+uDEpOAWLkxPp124sNM1MTOzFupogiJplKRHJc2RNEvSLZI2r2O9QyU9LWle9vPgltfNrSbFtmgRjB0L66wDq60Gn/oUjB4NCxZ0umZm1gS3olilTl/FMxwYDzya1eVM4C5JW0XEu9VWkDQMuB74IXAzcDBwg6TPRcTD/a2Qk5KSOPVUOPdc2H9/GDoUnnwSxoyBmTPh4os7XTszM+unQj3NWNIawCxgeETc30uZ64GPR8S+uXn/DbwZEUfVsY+qTzN2YlIis2fDuuvCkUfCiBEfzb/hBvj5z2HGjLTczErHlx0X22B+mvEnsp+1/kOHAedXzLsTOKlaYUnLAcvlZq0M8M7c3E4Pfxveaevf2Vpp0iSYNw+GDYN3cw1tu+wCF10E990H++3XufqZWdPmz/W5uMjmvz9nwPZVmBYUSQJ+DawaEbvVKDcfGBERv8zN+yJwRUQsV6X8aOD01tfYzMxs0NooIqa3cwdFakG5ANgW+FwdZSuzKlWZ1+Ms4Lzc9MrAS8BfAQOXCg68wRInDJ5YHWd3cZzdZbDF2fa+uEIkKJL+AzgA2D0iXuqj+ExgrYp5awKvVSscEfOAebl99fw6p939Z500WOKEwROr4+wujrO7DMI4267TlxlL0gXAIcCeETGtjtUmAXtVzNsbmNjq+pmZmVlndLoFZTzwReBAYI6knpaRtyNiLoCkq4CXI2JUtuzfgfslnUIas3Ig8HfU1zVkZmZmJdDpO8l+nXTlzr3Aq7nXEbky6wNr90xExETgSOA44AlgBHBEA/dAmQf8iFy3T5caLHHC4InVcXYXx9ldHGeLFeYqHjMzM7MenW5BMTMzM1uCExQzMzMrHCcoZmZmVjhOUMzMzKxwujpBkTRKUkga10e5QyU9LWle9vPggapjK9QTp6QRWZnK18cGsq6NkjS6Sp1n9rHOcEmPSXpf0guSRg5UfZvVaJyS9ujleG4xkPVuhqR1JV0jabak9yT9QdIOfaxTxmPaUJxlPKaSpvdS5/E11ind+bbROEt8vl1G0hhJ0yTNzd5r/yqpZq7Qrvdnp++D0jaSdgK+RroUuVa5YcD1wA+Bm4GDgRskfa6BS5c7pt44M+8Am+dnRMT77ahXiz1FutdNj4W9FZS0EXA7cAlwNPBZ4EJJr0fEf7a1lv1Xd5w5m5OOa4/XW1qjFpO0KvAgcA+wL+np5ZsAb9VYp3THtJk4c8p0THcCls5NbwP8FrixWuESn28bijNTxvPtKcBI4FjS+WhH4ArgbdI9yJbQzvdnVyYoklYCfgGcAPygj+InAb+NiLOy6bMkDc/mH9W+WvZfg3ECRETUbH0oqAUN1Hsk8GJE9Dzd+hlJOwLfBwr5YZbTSJw9ZkVEPR96RXEK8KeIOC43b3of65TxmDYTZ4/SHNOIWCx5knQq8Efgvl5WKeX5tok4s9VKd74dBvw6Im7LpqdLOoqUqPSmbe/Pbu3iGQ/cFhG/q6PsMOCuinl3Aru2vFat10icACtJmiHpJUm/kbRdOyvXQptKeiVrdrxO0sY1yvZ2PHeUtGz7qtgSjcTZ43FJr0q6W9Lftr2G/XcAMFnSjZJmSXpc0gl9rFPGY9pMnD3KdkwBkDSE9A368uj9BltlPt8CdccJ5Tzf/g/weUmbAUj6DOku7bfXWKdt78+uS1AkHQlsD4zqq2xmLZZ80OBrLPlAwkJpIs6ppLvuHkD6pvI+8KCkTdtSwdZ5GDgG2IfUUrQWMFHS6r2U7+14LgN8sl2VbIFG43yV1LV3KOlZVs8Cd0vafQDq2h8bk+4g/Rwp1ouBn0o6psY6ZTymzcRZ1mPa4yBgFWBCjTKlPN9WqCfOsp5vzwauBaZK+gB4HBgXEdfWWKdt78+u6uKRtB6pn2zvBvv6KrNgVZlXGM3EGREPAQ/ltvEg8Hvgm8C32lHPVoiIO3KTUyRNIjWtHguc19tqFdPqZX5hNBpnRDxL+gDrMSn7v/g+cH8769pPSwGTI+K0bPpxSVuTPsyvqrFe2Y5pw3GW+Jj2+CpwR0S80ke5Up1vq+gzzrKeb0mPmTma9Iy8p4ChwDhJr0TElTXWa8v7s9taUHYA1gQek7RA0gJgOPCtbHrpKuvMZMnsfU2WzAiLpJk4FxMRi4BHgaJn9IuJiHeBKfRe796O5wJgdhur1lJ1xFnNQw2W74RXgacr5j1DeuZWb8p4TJuJs5oyHFMkbUAa4H1pH0XLeL79UANxLqZE59tzgLERcV1ETImIq4Hzqd1S37b3Z7clKHcDnyZlfT2vyaSBpEMjotpVEZOAvSrm7Q1MbGM9+6uZOBcjSdl6r7axni0naTlgS3qvd2/Hc3JEfNDOurVSHXFWs12D5TvhQSqubAA2A2bUWKeMx7SZOKspwzGF9PDWWcBtfZQr4/k2r944F1Oi8+0KwKKKeQupnSu07/0ZEV39Ij0peVxu+irgrNz0rqRM7xRgi+znB8DOna57i+M8ndQXvjHpjXJ5FuffdLrufcR1Lql1aCNgZ+BW0uV7G2TLzwKuypXfCHiX1C2yJfAVYD5waKdjaXGcJ5H6wjcFts6WB3BIp2PpI86dsv+704C/JjUlvwt8KVem9Me0yTjLekyXIiVeY6ss65rzbYNxlvV8OwF4CfgHYEPSZeCvA2fnygzY+7Pjf5AB+IPfy+If3PcCEyrKHEYa1DSf1Axb6BNCM3GSmulmkB6RPYs0ynpYp+tdR1zXAa9kx+Zl0mVrW+WWTwDurVhnOKm/dx4wDRjZ6ThaHSdwMvA8MBd4A3gA+EKn46gz1v1I3VfvZ++3EyqWd8sxbSjOsh5T0rflADarsqxrzreNxFni8+3KwLis7nNJ4+DGAENyZQbs/als42ZmZmaF0W1jUMzMzKwLOEExMzOzwnGCYmZmZoXjBMXMzMwKxwmKmZmZFY4TFDMzMyscJyhmZmZWOE5QzMzMrHCcoJhZXSRNkHRLjeUjJL01kHWqRdJ0SSc1sd7qkmZJ2rD1tfpwH2tKel3Suu3ah1nZOUExs1JrQ2I0Crg1Iqa3cJuLiYhZwNXAj9q1D7Oyc4JiZpaRtDzwVeDSAdjdFcCXJK06APsyKx0nKGYlIOkwSVMkzZU0W9LvJK2YW36cpGckvS9pqqQTc8s2lBSSjpQ0MSvzlKQ9cmWWlnSZpGnZPp6V9O0W1Ht/SY9l+3xB0umSlsktD0nHS7pZ0nuSnpN0QMU2Dsjmz5V0j6Rjs/VWyWK4AvhENi8kjc6tvoKkyyXNkfSipK/1UeV9gQURMamiDltLuk3SO9m2HpC0SbZsgqRbJJ0m6TVJb/XEKekcSW9IeknSV/LbjIgpwEzSE2PNrIITFLOCk7Q2cC3pke1bAnsANwHKlp8AnAn8S7b8NOAMScdWbOoc4N+A7YCJwH9JWj1bthTpMeuHA1sBPwZ+IunwftR7H+Aa4KfZNv8RGJHVM+904AZgW+B24BeSVsu2sSHwK+AW0mPrf5bF2mMicBLwDrB29jo3t/x7wOQs5guBiyRtUaPau2fl83GsC9xPeirxnsAOpGOxTK7YnsA62frfBUYDvwHeBHYGLgYulrRexf4eAXarUR+zwavTj3f2yy+/ar+A7UmPed+gl+UvAkdVzPsBMDH7fcNs/VNyy5cB/gScXGO/44Ff5aYnALfUKD8CeCs3fT8wqqLM0cAruekAzshNrwgsAv4+mx4LTKnYxphsvVWq7TdXbjpwdW5awGvUeBQ8KRG6rGLeT4AXgGV7WWdCtq+lcvOmAvfnppcG/gIcWbHuecA9nf4f88uvIr7y3wDMrJj+F7gbmCLpTuAuUuLwpqQ1gPWAyyRdkltnGeDtiu182G0REQskTSa1uAAgaSRwPLABsDwwBPhDP+q9A7CTpHyLydLAxyStEBHvZfOeyNXrXUlzgDWzWZsDj1Zs95EG6pDfdkiamdt2NcuTWkryhgIPRMQHNdZ7KiIW5aZfA57M7XuhpNlV9j0XWKHGds0GLScoZgWXfbjtBewK7A18EzhT0s5Az4f8CcDDFasurGfzAFlXzvmkLpFJwBzgn0ndE81aitR9c1OVZfkkoPKDP/io+1k9dcxRA3Wote1q/gxUDlqd2+R+6tn3asDrdWzfbNDxGBSzEojkwYg4nTSeYj5wcES8BrwMbBwRz1e8plVsZpeeX7KBqjuQuiIgjYOYGBEXRsTjEfE8sEk/q/17YPMq9Xq+orWhlqnAThXzdqyYnk9qmWmFx0njZfKeAHaTtGyL9pG3TbZPM6vgBMWs4CTtnF0hsqOk9YFDgDWAZ7Iio4FRkr4taTNJn86u6vluxab+SdLB2SDR8aSWgsuzZc8DO0raJ9vGGSyZGDTqx8AxkkZnV8FsKekISWMa2MbPgC0knZ3V63DSmBP4qGVlOrCSpM9L+qSk/nSZ3AlsXXHp7wXAx4HrsmOwqaQvS9q8H/shq+cOpC47M6vgBMWs+N4hXR1yO/B/pEGi34uIOwAi4lLS2JERwBTgvuz3yhaUU4FTSGNadgMOjIg/Z8suJnXFXE/qKlqddNVL0yLiTmA/YC/SOJKHSFe4zGhgG9OAw0hJ2RPA1/noKp55WZmJWf2vJ3WXnNyPOk8hXcVzeG7ebNJVOiuR/raPkbrUao1JqceBwIsR8UA/t2PWlRRR2b1rZt0ku1R3GrBdRPRn0GshZINuR0ZE5SW7rdr+F0iXKm/TQFdUM/t5BBgXEb9s1z7MysyDZM2s0LKbzj0KzAY+Sxq8e0G79hcRt0vaFFiXdCl2y0lak3R/l2vbsX2zbuAWFLMuV/YWFEnnA0eQrnh5kfQMm7MiYkFHK2ZmbeUExczMzArHg2TNzMyscJygmJmZWeE4QTEzM7PCcYJiZmZmheMExczMzArHCYqZmZkVjhMUMzMzKxwnKGZmZlY4/w/4AuHc1bNQHwAAAABJRU5ErkJggg==\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Create a custom color map\n", "from matplotlib.colors import ListedColormap\n", "cmap_light = ListedColormap(['orange', 'cyan', 'cornflowerblue'])\n", "cmap_bold = ListedColormap(['darkorange', 'c', 'blue'])\n", "\n", "plt.figure()\n", "plt.xlabel(iris.feature_names[feature_1])\n", "plt.ylabel(iris.feature_names[feature_2])\n", "\n", "# the color map assigns a different color to the different \n", "# values of predictions_z\n", "plt.pcolormesh(xx, yy, predictions_z, cmap=cmap_light)\n", " \n", "# plot the training points\n", "scatter = plt.scatter(iris_features_2[:,feature_1], \n", " iris_features_2[:,feature_2], s=20,\n", " c=iris.target, cmap=cmap_bold, edgecolor='black')\n", "\n", "plt.legend(*scatter.legend_elements(), loc=\"upper right\", title=\"Classes\")\n", "\n", "plt.xlim(xx.min(), xx.max())\n", "plt.ylim(yy.min(), yy.max())\n", "\n", "plt.title('Classification of Iris data using'\n", " ' kNN(k={}, weights={})'.format(neighbors_num,weights))\n", "\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Region boundaries for different values of `k`" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's repeat the training and visualization process for different values of `k`" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "It is convenient to clean up the previous code a bit, and define some **utility functions** that go through the different steps:\n", "- `learn_kNN_classifier()`

\n", "- `get_predictions()`

\n", "- `plot_data_and_region_boundaries()`

\n", " \n", "These functions, defined below, are just clean wrappers for the previous code." ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [], "source": [ "def learn_kNN_classifier(features_data, targets, neighbors, voting):\n", " '''Set up a K-NN classifier and fits it to the given training data.\n", " Return: learned classifier.''' \n", " \n", " classifier = KNeighborsClassifier(n_neighbors=neighbors, \n", " weights=voting)\n", " classifier.fit(features_data, targets)\n", " return classifier\n", "\n", "def get_predictions(test_data, targets, classifier):\n", " '''Input: trained classifier, test set for feature data paired with target values.\n", " Return: prediction labels and the mean accuracy over the test set.'''\n", " \n", " prediction = classifier.predict(test_data)\n", " \n", " mean_accuracy = np.mean(prediction == targets)\n", "\n", " return (prediction, mean_accuracy)\n", "\n", " \n", "def plot_data_and_region_boundaries(classifier, training_x, training_y, targets,\n", " num_of_pts=1000, xlabel='x', ylabel='y', title='',\n", " colormaps = [None, None]):\n", " '''Get a trained classifier and training data for two features.\n", " Plots the training data and the decision boundaries over the region\n", " defined by the min and max values of the given input features.'''\n", " \n", " num_of_pts = num_of_pts\n", "\n", " xx, yy = np.meshgrid(np.linspace(np.floor(np.min(training_x)),\n", " np.ceil(np.max(training_x)), \n", " num=num_of_pts),\n", " np.linspace(np.floor(np.min(training_y)),\n", " np.ceil(np.max(training_y)),\n", " num=num_of_pts))\n", "\n", " predictions_z = classifier.predict(np.c_[xx.ravel(), yy.ravel()]) \n", " \n", " predictions_z = predictions_z.reshape(xx.shape)\n", "\n", " from matplotlib.colors import ListedColormap\n", " if colormaps[0] == None:\n", " cmap_light = ListedColormap(['orange', 'cyan', 'cornflowerblue'])\n", " cmap_bold = ListedColormap(['darkorange', 'c', 'blue'])\n", " else:\n", " cmap_light = colormaps[0]\n", " cmap_bold = colormaps[1]\n", "\n", " plt.figure()\n", "\n", " plt.xlabel(xlabel)\n", " plt.ylabel(ylabel)\n", " plt.title(title)\n", "\n", " plt.pcolormesh(xx, yy, predictions_z, cmap=cmap_light)\n", " \n", " scattter = plt.scatter(training_x, training_y, \n", " s=20, c=targets, cmap=cmap_bold, edgecolor='black')\n", "\n", " plt.legend(*scatter.legend_elements(), loc=\"upper right\", title=\"Classes\")\n", "\n", " \n", " plt.xlim(xx.min(), xx.max())\n", " plt.ylim(yy.min(), yy.max())\n", "\n", " plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's check that everything is fine and simple to use." ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Mean accuracy using (sepal length (cm), sepal width (cm)): 0.927\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "feature_1_idx = 0 \n", "feature_2_idx = 1\n", "feature_1_name = iris.feature_names[feature_1_idx]\n", "feature_2_name = iris.feature_names[feature_2_idx]\n", "\n", "training_features_data = iris.data[:, [feature_1_idx, feature_2_idx]]\n", "targets = iris.target\n", "\n", "neighbors = 1\n", "voting = 'uniform'\n", "\n", "classifier = learn_kNN_classifier(training_features_data, \n", " targets, neighbors, voting)\n", "\n", "\n", "predictions, accuracy = get_predictions(training_features_data, targets, classifier)\n", "print('Mean accuracy using ({}, {}): {:.3f}'.format(feature_1_name,\n", " feature_2_name,\n", " accuracy))\n", "\n", "title = 'Classification of Iris data with kNN(k={}, weights={})'.format(neighbors, voting)\n", "\n", "xlabel = feature_1_name\n", "ylabel = feature_2_name\n", "\n", "plot_data_and_region_boundaries(classifier, training_features_data[:, 0], \n", " training_features_data[:, 1], \n", " targets, title=title, xlabel=xlabel, ylabel=ylabel)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's use now the functions to **iterate over different values of `k`**" ] }, { "cell_type": "code", "execution_count": 21, "metadata": { "scrolled": true }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "Mean accuracy for k=1 using (sepal length (cm), sepal width (cm)): 0.927\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "Mean accuracy for k=2 using (sepal length (cm), sepal width (cm)): 0.873\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "Mean accuracy for k=3 using (sepal length (cm), sepal width (cm)): 0.853\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "Mean accuracy for k=4 using (sepal length (cm), sepal width (cm)): 0.827\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "Mean accuracy for k=5 using (sepal length (cm), sepal width (cm)): 0.833\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "Mean accuracy for k=6 using (sepal length (cm), sepal width (cm)): 0.840\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "Mean accuracy for k=7 using (sepal length (cm), sepal width (cm)): 0.827\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "Mean accuracy for k=8 using (sepal length (cm), sepal width (cm)): 0.813\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "Mean accuracy for k=9 using (sepal length (cm), sepal width (cm)): 0.853\n" ] }, { "data": { "image/png": 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CrowxO7FXh32As8gIRqZja+XuxbYlWOR1AZnLRzZlDAln+9+N/QEd40P+fdhGeH2xNSu+eBZ7ZfiMl2mrnb8Ncljnh9ggcyDwkWQdTC3g2wLG+s+pKYnF9kRZZowJNBiZgQ1sRgHbjDH/uqV3xV7knAxCje0SOgtoBSw3xiz28vJWC4Bzi28xcIX7Odup1b00wPKDD8ddLufuQPbHJufvaR6rusz/4vttDbYm7FqP80tJ7Hd4vgld111f1McGSNnVbmVRYGpG4GTr99ux1bBLROQt7JVPHPaLciu2OjO7e5FTsCfZz0TkXWzV1/14/JiLyCDsF3IKtuFVceyVFmTcRx2Hbbj1B/ZHqBowHNvzIbcTuC+fdY6IfAyMcFq8T3bK2QpbzTYW2xbhAPC2iDyBvdq+DjjdyyJXOH8fEpFp2B/C5e73cd28jA0IpojIY8BmbMvpwcBbxphQDcDzBPaENEtEnsT+GFznrOtBk0NPnHARkdOwjSa/Bv7DVlN2xp6AvP1QAWCMSReRR7ENSCc6x0c57FWVZ1WvT8ehYwXQT0SuxnYNTDa2h8NkoLeIvIltOFkL2wB2J/Z+vy9mYq8aXccxxpiNIrIR6A784NxPzonrtsStInIYe/W4Mbsfp0AZY1512sa86/yQ3eUeiHnxCvZH6KIc8rgv/5CIPIU99j2nbRORDdh2Ea/lsIxvRCQJuz9KiMg1ru+Xs8/8JiJjyeimWh/bU6cmcL5Hvk7YgOEJY8zjuSx2Cfa80R3b+8tlBvYYcv3f3VBsl885znl3E1AaW2PT0xjj2Y7M3WPYY/5nEXkVG1A9gG1onF1tU25c23OoiHyIPfetwZ4/cjx3Q8D7Y5Gzjhec9jIHsLfRzg3kA/jDOb88iO1NM1lE3sHW0DyAPc8MC3cZPLTDdgjwvfbF15au+emF/bGdgP2RPI49qJdif9wqu+WbTdZxRlxdapOxVXXDsAfryVbSzob+DvuFS8ZWRc3Gfulcy7kBe399l1OG7dgqZfd++Z0IsDeNyWhBfTf2i3cc21J/Hpn73Ld30o5i75OOwwYsni20izrTErBVeu6fdxPexxn51PnsKc42u59sxhnxso8ytUTPYV+eih3D4aDzGZfhMUaB2/KC7U3T10veTPsI23h0PPZq2DV+zN/Ofoj1Yd03YavSj2NPXAOz2be5HodOvjrY9iuHnGmb3KY9hK0eT8bWctyMl7EbcijrZc4yf/FIf9dJv9OX/Yr9odqAre05edzhjLXgZRlZtocv+9FJc93i+gD7/cjpGLyFjF4RXnvTeOQv6nwOb+t1BcvFPNI3kXWckU7OcTMNKOHLvshhG0zCtglIwQaa44E6XvJd6pT7Nh+X+52T/1q3tDjnmE8DynmZpy62se82pzwJ2CD2EY88mc49TvoVZIwzstk5dl8F9ue2z922s+c56mnseTfNma8TPpy7g9wfjbDfx0Tn87+GHd3a8zzv07HvbXuR8/nqcmyN8TFnX80AOnjkedzzmPfh2M+uvN6O7wZ49Mjx5eXqqqqUUipAzq3EjcANxpgvI10eTyLyHHbsiUYma+PEqCN2BORlwHZjTPdIl0f5TkRGYS/GG5jca05PKlC3aZRSKhKMMTucRq6PiMjXJvCBsMLlAmBUtAYiIvI+tj2S65b2IGwXdM9eLiqKOZ0jhmBrTX0ORECDEaWUCpXR2IbVNbADgEUNY0ybSJchF6WxowVXxt5mWwpcbIyJdG8t5Z962I4kn/k7o96mUUoppVRERbRrr4g8LiLG45XjIDIicr6ILBGRZBHZ4PRsUUoppVQ+FQ23af4hY7Q/cBtbwZOI1MOO6DcOO6jTOcCbIrLHGOPLUN5KKaWUijLREIykGmN8HVJ3ELDFGON6+utqEWmN7VKqwYhSSimVD0VDMNJIRHZg+5f/CTxs7GOgvWlPxjM7XH4GbhLnkdeeMzjDX3sOz1sB7+PsK6WUUipnpYEdJoSNTiMdjPyJ7Y+8FvtsghHAPBFpYbyP0FiNrMPL7sZ+jkp4f0bLcHx8QqdSSimlfFKTAB7GmJ2IBiPGPq/FZYWIzMeONnkj9nHlXmfzeC/ZpLuM8VhWaWDb1tegTNielqGUUpFzZ2J2z6VTKjgpyYf5YsRpYEcRDplI14xkYow5KiIryP7ZGbvI+iTHKthhprN7ENNx3J7p4XqGUJkSUCY+2BIrpVR0ueXgPorqhZbKZ6Lqqb1O+45meL/dAvZR3N080roDi721F1FKKaVU9Iv0OCMvOOOG1BORs7FPsywDfOhMHyMiH7nN8jZQR0ReEpFmIvI/7IPHXsjzwiulVJS55WBIH4asVJ6J9G2amsDn2Mane7BPG2xnjNnsTK+OfToscPLx5RdjH+M9BPu0yrt0jBGllFIq/4p0A9Z+uUwf4CXtN+DMcJVJKaXyI60VCRdD8SLpFCuSjmTbT6LgMAhHU2JJTc/bGyeRrhlRSikVJA1EwqNkXCptax2kRrkUYmMk9xkKAGMMySeE2RvKk3CkeJ6tV4MRpZRSykOMGHo03UPlsnGULnsKMUWKUhjCEWMMx47soxMH+G5l1TyrIdFgRCml8jGtFQmP0kVTKVnUULZCdYoUsr7SJUpVpHjiEUoWTSMxOW+Ckajq2quUUkpFAxGDiJwcm6owcX3uvGwjo8GIUkrlU1orogoKDUaUUkopFVEajCillFJhUK9qHL9M/T7SxcgXNBhRSql8SG/RRN6ehF2MHD6U89o0pkmtknRoVY+b+l/BH7//Gumi5Tvam0YppfIZDUQib9uWTfTteT5lypZj2GNjaNq8JaknTvD77F94bPhdzPxjZaSLmK9ozYhSSinlp0eH3YmIMGnaPC7u2Yf6DRrTuGkLbh50DxOnzvU6zzOjhnNB++Y0q1uG89o05sVnRnLiRMYzXlf98zfX9OrKqfXL07JBBXp2a8vyZYsB2LZ1Mzf1v4LTG1emed2ydD/vdGbNmHZy3v/WrGLgtT1pUa8crVvU4J4hN7J/396T06f++C09zj+DpnVK06ppVfr3vZCko0fDtHX8pzUjSimVj2itSOQdPLCf3379mfuHjyK+ZMks08uULed1vpIlS/PCa+9Rteop/Lt6JcPvG0TJUqUZdMf9ANxz+400b3k6o597nZjYWFat/JsicXEAjBx2FyknUvhy0q/Ex5fkv7WriS9ZCoCE3Tvp16sL/a67iRFPPE9y8jGeGfUwd9xyDZ99N52E3TsZOqg/wx4dw4UXX8GRI4dZ9OdcTBQNb6/BiFJKKeWHTRvXYYyhQaMmfs13570Pn/x/zdp1Wb/uHqZ8/9XJYGTH9i3cOuReGjRqCkC9+o1O5t++fQsXXdqbps1bAlC7bv2T0z6Z8A4tWrbigUdGn0x77pVxdGhVjw3r15J09AipqalceEkvataqA3ByOdFCgxGllMontFYkOhhjaxTEzwHip/74LePffY1NG9fbACEtldKlypycftOguxl2721M/PpTzjmvCxdf1oc6dRsAMODmO3j0oTuYM3s655zXhR6X9KJZi9MAWLl8KQv+mE2LellrZLZs2kDHTt04p2NnLurUio4XdKfj+V25uGcfypYrH+gmCDltM6KUUvmABiLRo179RogI6/771+d5/lq8gLtuu47zO/fg/U8mMXnmIobcPZyUEykn89z9wGP8/PvfXND1IubNnUX3jqfx89RJAPTrfxO/LVxLryuvY83qlVx+YTsmvPc6AOnp6XTpfilTfl2c6TVrwWratutIbGwsH3/9E+M//5FGjZvx4ftv0KVDC7Zu3hjaDRMEDUaUUkopP5QrX4HzLujOx+Pf8toI9FDiwSxpixfNp0bNOtxxz3BOO6M19eo3YvvWzVny1W/QmJsG3c3HX03jwot78fXnH56cdkqNWlx34228Pf5rbh50D1988j4ALVq2Yu2aVdSsVZe69RpmernatIgIrduewz0PjmTKzMXEFS3Kz9MmhWqTBE2DEaWUinJaKxJ9Rj0zlrS0NK64qAPTJn/Hxg3/sW7tasaPG0vvSzpmyV+nbgN2bN/CjxO/ZPOm9YwfN5ZfpmUMiJZ87BiPDb+LBX/8xratm1m88A+WL1tMw8a2/ciTI+7lt1m/sHXzRlYuX8q8ubNo2KgZADf873YSD+znrkH9WbZ0IVs2beD32dN5cOjNpKWl8deSP3njlWdYvmwx27dt4acpE9m/b8/J+aOBthlRSiml/FSrTj0mz1jI66+M4anHH2TP7p1UqFiZU087k9HPvp4lf/eLLuN/tw1l5MNDSTl+nAu6Xsyd9zzMKy+MAiAmNpaD+/dz350D2btnN+UrVOLCi6/gngdGApCWlsbIYXexc+c2Spcqw3mdu/Poky8CULXaKXw9+TeeHfUwN/a7hJSU49SoWYfzL+hOTEwMpUuXYeGCOYx/9zUOHzlEjZp1ePjx5+jUpUfebbBciKshTmEhImWAxMRxUCY+0qVRSqmcaa1IZJQrnsLlp+6jeo06xMYVj3Rx8lTaiWR2bt/M9ysrcjC5aKZpKccO8dH99QDKGmMOhWqdeptGKaWUUhGlwYhSSimlIkqDEaWUilJ6i0YVFhqMKKVUFNJARBUmGowopZRSKqI0GFFKqSijtSKqsNFgRCmllFIRpcGIUkpFEa0VUYWRBiNKKRUlNBBRhZUOB6+UUkqFW3oaxRPmEntsJ2klqpNc5VyIiY10qaKG1owopZRSYRS/ZSI1Jzak2vSuVJ57PdWmd6XmxIbEb5kY9nV/PP4tOrZuRJPapejZrS0LF8wN+zoDocGIUkpFAb1FUzDFb5lI5d+uJjZpW6b02KTtVP7t6rAGJJMnfcWoR+9jyN3DmDJjEW3OPpeB11zK9m1bwrbOQGkwopRSSoVDehoVFt0LGMRjkmAfUlth0b2QnhaW1b/39itcde1A+vW/iYaNm/HY6JeoXqMWn054JyzrC4YGI0oppVQYFE+YS5GkbVkCERfBUCRpG8UTQn/rJCUlhZXLl9KxU7dM6R3P78qSxfNDvr5gaTCilFJKhUHssZ0hzeePA/v3kpaWRqXKVTKlV6pclT0Ju0O+vmBpMKKUUkqFQVqJ6iHNFwjxqJcxxiCSXV1N5GgwopRSSoVBcpVzSY2v6aXFiGUQUuNr2m6+IVa+QiViY2PZsydzLci+vQlZakuigQYjSikVYdqTpoCKiWV/m5eArE1YXe/3t3kpLOONFC1alFNPO5O5v83IlD7395mc1bp9yNcXLA1GlFJKqTBJqt2LPed/SVp8jUzpafE12HP+lyTV7hW2dd886G6+/PQDvvpsPOvWrmbUo/exY9sWrr3x1rCtM1A6AqtSSikVRkm1e5FU87I8H4H10iuu4sCBfbz20lPs2b2Txk1b8MFnP1KzVp2wrjcQGowopZRS4RYTS3K18/N8tdcPvJ3rB96e5+v1V9TcphGR4SJiROSVHPIMcPJ4vornZVmVUkopFTpRUTMiIm2AW4HlPmQ/BDRxTzDGJIejXEoppZQKv4jXjIhIKeBT4BbggA+zGGPMLvdXeEuolFJKqXCKeDACvAFMMcbMyDWnVUpENovINhGZLCKtcsosIsVEpIzrBZQOusRKKaWUCpmIBiMi0g84Exju4yz/AgOAy4BrgGTgDxFplMM8w4FEt9e2HPIqpVSe0jFGlIpgMCIitYBXgf6+tvkwxiwwxnxijPnbGDMHuApYC9yZw2xjgLJur5rBlVwppZRSoRTJBqxnAVWAJW7j5McC54nIHUAxY0yOz1U2xqSLyCIg25oRY8xx4LjrfTSOya+UUkoVZpEMRmYCLT3SxmNvxTybWyACIDayOANYEfriKaWUUiovRCwYMcYcBla6p4nIUWCfMWal8/4jYLsxZrjzfiSwAPgPKAPchQ1GhuRh0ZVSSikVQlExzkgOagPpbu/LAe8C1bCNUf8CzjPGLIxA2ZRSSimfpBnDoqREElJPUKVIHG3iyxKrzQZOiqpgxBjTKZf39wD35GGRlCrQjp+AL+bDz8uhaBG4qh1cdDroOTJvaE+awuGnQ3t5YtcGdqWmnEyrVqQoI6vVp0eZSmFb75/z5/DuGy+ycvlSEnbv5J3x39D94svDtr5gRMM4I0qpCDiSDBeMhgHvwDjL3k4AACAASURBVMYdsPg/uOR5+N87YEykS6dUwfDTob0M3vZvpkAEYHdqCoO3/ctPh/aGbd3Hko7SrMVpPDHm1bCtI1SiqmZEKZV3XpwCyzbD/DuhXR0bgHy4GAZ+Cb3bQs8zI11CpfK3NGN4YtcGvMX2BhDgyV0b6Fa6Ylhu2XTq0oNOXXqEfLnhoDUjShVSXy6AfmfYQATsrZkBbeD0U+w0pVRwFiUlZqkRcWeAnakpLEpKzLtCRSkNRpQqpI6lQLkSWdPLFbfTlFLBSUg9EdJ8BZkGI0oVUt1Pg8+Xwd6jGWl/74A5G6G75whASim/VSkSF9J8BZm2GVGqkBrWEyYugtNfgv6t4PBx+HgpnFYbrj830qVTKv9rE1+WakWKsjs1xWu7EcH2qmkTXzavixZ1tGZEqUKqXhVY8CRcdAZ8sgx+XgdDusOsRyC+WKRLp1T+FyvCyGr1ARt4uHO9f6xafR1vBK0ZUapQq18F3rs10qVQquDqUaYSb9Zs6nWckcfCPM7I0aNH2Lxx3cn3W7dsZNXKZZQtV4EaNWuHbb2B0GBEKaWUCqMeZSrRrXTFPB+BdcWyJVzTu+vJ96NHPgBAn6uv54XXPgjruv2lwYhSSikVZrEitCtZLk/X2e6c89m4O3/01NE2I0oppZSKKA1GlFJKKRVRGowopZRSKqI0GFFKKaVURGkwopRSSqmI0mBEKaUi4JaD+yJdBKWihgYjSimVxzQQUSozDUaUUkopFVE66JlSSuURrRFRyjsNRpSKcimpMGkxLN0E1cvBtR2gcplIl0op5Y+0NFi0QEjYDVWqQpt2htjYSJcqemgwolQU23EAuj4Nq3dAnfKw8zA8/CV8ezf0OD3SpVP+0FqRwuunKcITj8Swa2fGs2iqVTeMfCqdHpeYsK33zVef5eepE1n/3xqKFy/BmW3a89CjT9OgYZOwrTNQ2mZEqSg2eDwkHoWl98CmR2DHo3BBA7h6LBw+FunSKV9pIFJ4/TRFGHxTDLt2Zk7fvQsG3xTDT1PC97C8P+f/zvUDb+e7qXP56OtppKWmcsPVF5N09GjY1hkoDUaUilL7j8APS2FEF2hVw6ZVLAlv94FDx+ytGxX9NBApvNLS4IlHYjAGIHPQYYx9/+SIGNLSwrP+D7+YQt9+N9K4aQuatzid5159jx3btrBi+dLwrDAIGowoFaUSk8AYqFchc3r1MlCsCOw7EplyKd9pIFK4LVogzq0Z77Ufxgg7dwiLFoSvdsTd4cOJAJQrVz5P1ucPDUaUilK1KkKN8vCJx0XMdyvgeCqc0zgy5VJK+SZhd2jzBcMYw+jHHqD12efQpNmp4V+hn7QBq1JRqkgsjOwNt74PSSnQqyWs3Alj/4BLW0GbBpEuocqJ1oqoKlVDmy8Yjw2/i39Xr+DrH2aHf2UB0GBEqSh2S2coFgdPfw8TP4dy8TC4G4y6MtIlUznRQESB7b5brbph966MNiLuRAzVqtt84TRy+FBm/jyZLyf9SvVTaoZ1XYHSYESpKHdDR7j+XDiWAsXjIEZvrkY1DUSUS2wsjHwqncE3xSBiMgUkIjYAeWx0etjGGzHGMPLhofwy9Xs+nziDWnXqhWdFIaCnNaXyARGIL6aBSLTTQER56nGJ4c3306laLXN6terw5vvhHWfksWF3Mumbz3jlrY8pVao0exJ2sSdhF8nHom9cAK0ZUcoLY2DBOpi7xt4a6d0GKpaOdKlUNNNARGWnxyWGbj3S8nwE1k8mvAPANb26ZEp//tX36NvvxvCu3E8ajCjlITkFrnwNJv8FpYrBsRMw9GP4+Hbo0zbSpVNK5UexsdDunPC2DfG0cfeJPF1fMDQYUcrDE9/BjJXw9fXQuyXsS4I7JsK1b8D6BlCzYqRLqKKJ1ogoFTy9A62UG2PgvdkwqB30Pd220ahcCt67EuJi4OO5kS6hUkoVPBqMKOUm3cDew9DMo99/6eJQsxzsPhSZcqnopLUiSoWGBiNKuYmNgVZ14NvlOM+TsFbshDUJ0Dp6e8apPKaBiFKho8GIUh5G9IJf1kLvD2HSSnh9LvR4D5pUh77agFWhgUhhYBCMMRiTt41Oo4Fx/jXZPFMnHDQYUcpD7zbw2RBYkQC9JsDdP0C7xvDrI1C8aKRLpyJNA5HCIelELGnpkHYi+sbkCLf01BTS0uF4at6FCNqbRikvrukAV7eDXYm2e2+Z+EiXSCmVl06kxbB6dzzF4vZQAYiNK4FI3tUURIoxhsOJe9l2sCjJ0RqMiEgT4BqgI1AXiAf2AH8BPwPfGmOOh7iMSkVETAycEn1P2lYRojUihc/SHWUBaHYigdgYCk0wcjRFWLS1MuThbRqfghERaQU8hw1C5gELgUnAMaACcCrwFDBWRJ4DXvE3KBGR4cDTwKvGmLtzyNcHGAU0ANYDjxhjJvqzLqVUYIyB3/+FNTuhQRW4oLkOUa8KMmHpjnKs2FWG+KJpCAW//Ui6EY6kFCHdy4P9wsnXmpFJwPPA1caY/dllEpH2wD3AfdjAwici0ga4FVieS772wJfAo8BEoBfwlYica4z509f1KaX8t+MA9HwBlm7KSGtRAyY/AHUrR6xYeUJrRQq3E+kxJCZr1B1Ovm7dRsaY13MKRACMMfONMVcBL/haABEpBXwK3AIcyCX73cB0Y8wYY8y/xpgxwEwnXSkVRv3fgN0H4NdBkP48zB0Cx5Kh76uZu0EXNBqIKBV+PgUjxpgUfxbqZ/43gCnGmBk+5G0P/OKR9jPQIbsZRKSYiJRxvQB93JlSflqzA2athpd6wgUN7VOEz6kHb/SCJRvtqyDSQESpvBFQbxoRaQt0AqrgEdAYY+71Yzn9gDOBNj7OUg3Y7ZG220nPznBgpK9lUkpltd2ps2xVI3O66/22/dC6ft6WSSlVcPh9E0xEHgYWAAOB1kArt9cZfiynFvAq0N8Yk+xHETwrhMVLmrsxQFm3V00/1qWUApqdYkennbI6c/rkVfZvy1p5X6a8MK6cPhVRqbwQSM3IUOB/xpgJQa77LGzNyhK37lKxwHkicgdQzBiT5jHPLrLWglQha23JSU6vnpM9ewpD1yylQq16eRjQEYZNhaMp9lbNHxvhielwZVtoUDX3ZSilVHYCCUbSgT9CsO6ZQEuPtPHAv8CzXgIRgPlAN+Blt7Tu2O7GSqkwemOgHYF29EwY8RMULQLXnwOv3hDpkiml8rtAgpGXgSEE2YPFGHMYWOmeJiJHgX3GmJXO+4+A7caY4U6WV4HfReQh4HvgcqArcG4wZVFK5a5YHLw+AJ66CrbshZoVoXzJSJcq/MaVq6gNWZUKs0CCkReAKSKyHlgFnHCfaIzpHYqCOWpja2Jcy57nNHodjR34bD127BMdY0SpPFI2HlrWjnQplFIFSSDByFjgAmAWsI+cG4/6xRjTKaf3Tto3wDehWqdSkbDrILwxHdLSYXBXW8ugoo/WiCiVNwIJRm4A+hhjpoS6MEoVBre+Bx/8ZgMRgOd+hCvbwed3RLZcKoMGIUrlrUCCkf3Y2yNKKT+9PxvGzYL+Z8LI7hAr8MwseHc+nFkXHrg00iUs3DQIUSoyAhls/3HgCRHRh6or5acx30PdCjChHzSsBPUqwtt9oGU1eGVapEtXeN1ycJ8GIkpFUCA1I3dhn5i7W0Q2kbUB65khKJdSBdL+I3BxUzuAmIsInFsPPl4auXIVVhqAKBUdAglGJoW8FEoVElXLwq/rICXVjtMBtu3IjP+gQqnIlq0w0SBEqejidzBijHkiHAVRqjAYdSVcNRYuHw+PdIUiMfDsLFi3F969KdKlK/g0CFEqOvkdjIhIGyDGc2wPETkbSDPGLA5V4ZQqaPqeDY9thWd+hJ/W2LSisXD3RXBz58iWrSDTIESp6BbIbZo3gOcAz4HGagAPAWcHWyilCrLH+8Kwy+Dz+ZCWBtd2gPjikS5VwaRBiFL5QyDBSHPAW1O7v5xpSqlcFC8KA8+PdCkKLg1ClMpfAglGjgNVgQ0e6dWB1KBLpFSYpKTAqO9h32G472Jo4Pn850Iq6TgsXG+fPdO2QeaePvmNBiGqIDq4+z+OHthOuWpNKFmuekiXnXQogQM7VhFfthrlqzcN6bL9EUgwMh0YIyKXG2MSAUSkHPC0M02pqPPgZ3YcjxPOqKfv/gpNT4GVz0W2XJH2zkwY9gUcTLLv61SC92+BLqdGtlyB0EBEFTRJibv49YNB7Fo3BwCRWBq0uZJzr32RInHB3dtNTzvBvK+Gs+aPjzHG1iNUrtOWzje9S+mKtYIuu78CuQa6D6gFbBaRWSIyC9gIVHOmKRVVpi+Hl6ZC61rw2+2w8n64vQP8sx16PBPp0kXOlL9g0AfQ51RYfh/8cQc0LA89X4QNCZEunX80EFEFjTGGn9+6nt0bNgBfAesw5mXWLZrEgq8fCXr5i74fzb9/fIIxY4D/gIns3bqHaWOvIj09Lejl+8vvYMQYsx04DXgQ+9TeJcBQoKUxZmtoi6dU8AaNh7hYmHITnNcAWlSDsb2ge2OYtSrSpYucl6dBh7ow7kpoWd3+/4eBUKIIvD0j0qVTqnDbvf5P9m1dikkfD1yJHWv0TjCPs2b+ZxxPOhjwslNTklj1+wQwDwD3Aw2BKzDpn3Noz1q2r/o1FB/BL4HcpsEYcxR4N8RlUSosEhLhjFOgvMcDDLo0gpn/RaZM0WDtTrihlR0B1iW+KJxdG9bsjFy5/KW1IqogSkxwPQLuAo8pF2DSUzi8bwvF4ssFtOykQwmknTjiZdlnI1KCgwnrqEW3gJYdKJ9qRkSkva8LFJGSItIi8CIpFVoVS8HynXAoOXP67xvyd2PNYNWvAnM3ZU5LPgGLt0HDqhEpklLKUbpSHed/cz2mzEVi4ihVvmbAyy5RujKxReK9LHspxhyjTOV6AS87UL6eij8SkekicpWIeB20WkSai8jTwDpAn0+josZrN0JyKlwxARZvhU37YdgUmLIa2jWKdOkiZ2gP+G09DJ0EG/bB3zvgyo8gMRlu6xLp0ilVuFVv2IHy1U9FYgYCU4BdwAeIPEbDNn0pXqpCwMuOK1aSpuf2R+RZ4E1gJzAdibmWUhXrU6t515B8Bn+IMSb3TCJxwG3AHdgbV2uBHUAyUB5oCpQEvgPGGGNWhqvAwRKRMkBi4jgoo88dLjQGvQ/vz4ZUpzdNjNieI/+9CLGxES1aRL00FR79GpJS7PsqZWxvmkvzyeWE3qJRBdmR/duY/u5A9m3NGNqr7umXcf6NrxNXrGRQy049kcycT+9h/aKvARsHlK9+Kl1v/YCyVRpkO1/KsUN8dH89gLLGmENBFcKNT8FIphlEzgQ6AnWBEsBe7IBns4wx+0NVsHDRYKTwSjwCD31pu7HeexG0bRjpEkWHxCSYu8aOM3Je04wH+OUHGoyogs4Yw76ty+04I9WbUrZK/ZAu//C+LezftpISZatSuc6ZiHsjMi+iJhjJ7zQYUapg0EBEqbwXrmCkEDffU4WNMfDfLli2CVLCMFbwroOwZKOtachNejr8sw1WbLH/V0qpwiwfVcgqFbi/N8NN42ywAFC1DDx9NfyvU/DL3n8Ebn0PvltsA54SReG2zvDcNRDn5Rv26z9w+wewdpd9X68yjL0RLmkVfFkKC60VUapg0ZoRVeDtOQRdnobU4zBpAMwZAl0b2uDkhyXBLdsY6P0yzF4Fb/eBRUNhWCd4/Rd46POs+Vdvh0ueh1NKws+3wIzboEkFuOLljEBJKaUKG60ZUQXe+N/g6HH45RaoUtqmnVMXtifCc5PhsrMCX/aiDfDbv3bk0p7O6Dqta0G6ged+hZF9oKxb26Sxv0D5EjDtZigeZ9POqw/Nn4eXp8InQwIvi1JK5VdaM6IKvJXb4KwaGYEI2FFHezSBFUE+wGClM/9FHg+7vKgpHEvJ+oyXlVuhc8OMQATsUPVdGwVflsJCb9EoVfAEVDMiIl2ALkAVPAIaY8z/QlAupUKmVkX4cYkdSyO+aEb64m1Qu2Lwy3Ytq12djPTF2+xYJjXKZ82/ZJ1ttBrjfHOMccpSKbiyKKVUfuV3zYiIjAR+wQYjlbCDnrm/lIoqN3WCpBNw3Wd2pNHEY/Dsr/DNchgc5OMXOreAxtXgf1/BvE1wPBUmroBHf4a+baFK2cz5B3WBfxNg8Hew8xAkHIb7frQjww7O+0EP8x2tFVGqYApk0LOdwIPGmI/DU6Tw0nFGCqfvF8OAd+yAZ2BrLYZeCC/2z/yguECs3QmXvZj54XJdWsA3Q6Gcl0ES354B93xinwMDdpCxp66C+y8JrhyFgQYjSkVW1Ax6JiL7gLbGmPW5Zo5CGowUXkeT4aflkHQczm8W2tsi6ekwaxVs3Qcta8NZuTxnav8R+GWFna9bS6hcJnRlKcg0GFEqssIVjATSZuQ94FpgVKgKoVReKFkc+rQNz7JjYqDLqb7nr1AK+vn8LGyllCrYfApGROQlt7cxwK0i0hVYDpxwz2uMuTd0xVN5ZccBe5Veo0Lwty3y0rEU2HnQDmJWsnikS6PCSWtFlKfjSQdJSUqkZPkaxMTqSBX5ma97z3NsyGXOXz+uBVU0Wrge7pwACzfY963qwCvXw3nNIlqsXJ1IhRFfw1sz4HCy7SVz8wXwbD8oXjT3+VXB9t7g7B+vfvObUf88T5WLpEMJzPviQTYtnwImneKlq3PWJffRrOPASBdNBcinYMQYc0G4C6Ly3vrd0PVpaFwJvugPsQIvz4ELn4VFo+DUWpEuYfbu/hje/RUe6AQXNLQ9WcbMhANH4aPbI106FWr+1IpoIFKwpaelMvXVviQm7AXzGtCA5MOf88cX9xMTG0eTDv0jXUQVAL/rtUTkA2CoMeawR3pJYKyOM5J/jP0FiheBWYOgtHOL49Lm0OQ5eGkqfHBbZMuXnYREGDcLnroIHnTC5G6NoUopGDIRnuwLdStHtowq7+UUhIAGIgXFlpU/c3DXP8AC4GwntQeQzNKpL9O4/XVIfrrXrIDARmC9ESjhJb0EcENwxVF5aelGO/Jnabe2FsXj4KImsHRTxIqVq5Xb4EQaXOFxk7DXqXYAsWWbI1MuFTkaiBQe+7YuR2KqkxGIuPTi6IFNpBwLWQcPlYd8rhlxusSK8yotIsluk2OBi4EEb/Oq6FStLPyz1f6Au19I/LMbqpeLXLlyU80ZSOyfXdDYrQbkn932bzSXXfkvp1s0uQUhquApUaYKJn0PsBuo6jblH2LjShFXTMdsyI/8qRk5COwHDLAWOOD22gt8ALwR6gKq8LmlMyzfCcOn2kagR4/DqOkwd6OdFq2a14RzGsO9P8KfTi3Isu1wx0RoWQvaNohs+VTe8DUQ0VqRgqX+Wb2JjSsOciOwBUgHvkPkZZp0uIaY2LhclqCikc+DnonI+dhakV+BPtjAxCUF2GyM2RHyEoaYDnqW2TM/wCNf2RFJRSA1HR6+DEZdGd1dfDfvgYufh1XbbU+apBRoUAWmPgiNq0e6dCpUvNWK+FMbooFIwbRt9SxmjPsfqccPgRQHk0yNpl3oeut44op5GfZYhUw0jcBaB9hi/J0xSmgwktXWfTD5LzvOyMVnQL0qkS6Rb9LS4efldhj2+pVt2eN0qIECxTMY0UBEuaQkH2bz8mkcP7KfKvXOonLd1tpwNQ9ENBgRkdN8XaAxZnlQJQozDUaUyj9cwYi/bUM0EFEqPCI9HPwybFsRcf7mJDaoEinlh5RU2L7fjhxb1Iej+eBROJIMNSvmntcYOHTM9jAqFuHb0MbYh/yVKlZ4an80EFGq8PD1tOb+2K9WwAvA88B8J609cB/woD8rF5HbgduBuk7SP8CTxphp2eQfAIz3MqmEMSbZS7oqoFJT4dIX4dd/bDffuFjo0Ah+esj7CKyL1kGfV2HbfhtNly4OI66AB3t6X/73i+HRb2DFVhvkXN0OXrwuMg+0e382PDUJNu6BUsVh4Hkw5uqCP/x9ID1lNBBRKn/ydQTWkyM3iMjXwF3GmKluWZaLyFbsw/Mm+bH+bcAwYJ3z/kbgexFpZYz5J5t5DgFNPMqngUghc86TsGg93NYeLmgAf2yC1/+As0bAP89lzrvjAJw3CsqVgBd6QqWS8O4CGPaF/XEf3C1z/il/Qa9XoFsjeOha2HoQXvwN/t4Mi0b7VgMTKm/NgMHj4eoz4Onutvvyy7Phv122sW5BvUUu1/rfJE0DEaXyr0BOqy2BjV7SNwLN/VmQMeZHj6RHnNqSdthakmxmM7v8WY8qWP7bCYs3wGPd4PELbdpVZ0Cd8nD/j3Za6/oZ+e/9BFLSYM4QaFjJpl3bCs56BZ74Nmsw8sR3cH59mHazfRov2BFeW78CExfB1Xn0tN3UNBg1EW5sDRP6ZaS3qgF9PrTPFTq7Yd6UJa/ow/CUKpwCCUZWAyNE5CZXjYSIFANGONMCIiKxwJVASTJu/3hTSkQ2Y9umLAMeNcb8lcNyiwHF3JJKB1pGFR1+XArpBq7xeHxjvzPgvh/h24WZg5FFG+CsmhmBCECRWFvbMPLnzMtIS7f53+6TEYiAnb9RZZi/Lu+Cka377BOJPT/n5S2gWBGY/1/+CEZyquUIVW2G1ooolb8FMhz8IKArsFVEZojIDOztlm7ONL+ISEsROQIcB94GehljVmWT/V9gAHAZcA2QDPwhIo1yWMVwINHttc3fMqroUtsJKtbtzZy+3rmoru3ROLVcPGzcb9uWuFu317Y1cRcjUL5k1mUfPQ67DkHlPAxly8bb8niWZXsiHE+NTPsVfwVyu8VfGogolf/5HYwYYxZiG7Q+AiwHVgAPA/Wcaf5aA5yBvTXzFvChiHi93WOMWWCM+cQY87cxZg5wFXY02DtzWP4YoKzbq2YAZVRRpHcbKF0M7v0B1jgPINiwz47AWiIObvF4xvRDPWHvUVtrcuS4HU/l67/hoyVwTpPMeUVsA9G35sO01bYXS+Ix+wC+Y6lw3Tl58xkBKpSCK1rD6JmwcItN230Ybv3GBliXn5V3ZYlGN7+5XwMRpQoIvwc9CzenpmW9McanZ8aKyDigpjHmIh/z6zgjBcC0ZXDFS7YtSJVSsOeIvfXyyWC4ql3W/Fe+Ct8stE8pLh4HB4/ZZ9isfdE2YnV3NBl6vgCzVttlHzpub998cCv0PzdvPp/L7kToNsb26qlexn7O4kVh4j3Q9dTc548UX2tE3IMJ994zN7+5P0tvGg08lIq8iI4zIiKXAdOMMSec/2fLGPNDkGUSMrfxyKlcgq1VWRHkOlU+c9EZsPNNGPE1rNwKPavB01dDlbLe8389FOb+C2N+hKTj0KctDO6auV2IS8niMPMRmPkPzPkXypW0XXtPKR/ez+RN1bKw9Ck7Qu7STTaA6tfe3koqSLLrxqsBiFKFg68jsKYD1YwxCc7/s2OMMT4PeiYiTwPTgK3YhqX9sF19exhjpovIR8B2Y8xwJ/9IYAHwH1AGuAu4HjjH11tEWjOiVHj5M1iZtxoQV7pSKvpEtGbEGBPj7f8hUBX4GKiObVy6HCcQcabXxj6S0aUc8C5Qzcn/F3BegG1VlBtXTBqucSvS073XQuT1sv39nMaEd5tA+LZLfuDtVowJ40Z3XXz5+gwTY4w+70SpPBDIg/LijTFJYSpP2GnNSGYbE+DhL2HSEttd9tJW8PRV0OSU4Je995B9su6yTXAiHcqWgPsvgRG9gl92ejpc/5Yd9+PYCdsW5KIz4Ks7oYiXEHvvYft04s/n2Sf8dm5un0ycXdfYWf/A49/C3LW2V8v158KovqE5Zn5fbcvuGg32lHIw7mZb/oLAfayQnGpHPGs/dqydw5Kpz7J73Z/ElShN47ZXc9alwylaIvhuQ4f3bmbh96PZ/PdUjEmndsvutLl8BOWqeu+It/GvH/hr2ivs3/43xUtVo1nH6zmjx73EFvEyvK9ShUg0PbU3BVgMzAZ+A+YaY46GqkDhpsFIhl0H4cxHbPXYoPZQJAbeWQCJx2HJaKhTOfBlp6dDldttY9DBHaBBRfh8GczdaIdhH3VlcGXv+rRt03HV6dC5oV3uJ0uhTX1YOCpz3mMp0GaE/by3t7cjsI5fBGv2wJzHMo9JAjYQ6f4snFUD+p9pR2B9az60qGXzFwni6UvLN0ObR20Zhpxjt/mb82x33dkjsvbuyW+8DVrmS0PUHWvnMO31vtCoMaZ7V0hIQL7/kYrVmnLZPVOJiQ182NukxN1893RnjifFYdIHAUWQmHeIK3aQXsN/pXTFWpny//fnl/z20WCQC8FcDvwDMo66p19E11s+CLgcShUEkX5QnrvznVcn4A6guIgsxQlOsnuujIo+b0yHI8dg7UNQzbn4vPlsaPIsvDQNXr0h8GW/OBX2HYHJ/4NLnI7ag9pDt3fh5anwRJ/Ab09s2QuzV8H958PzzrNlbmsPjSvDyF9sg9ZT3X5fPpsHq3bA3/dCy+pO/nZ2BNZRE+H7+zIv/7FvoHVNmDM4I/C4tDmc96YdcK1Xm8DKDTBkgg1AltydeZs3HGOnLRsT+LJDzdUjxnzm220KV/7sesh4TnO3ePIYaNwYM/Y1iLUb3bRvz96hQ9my4ifqnnGp3+V3WfX7+xw/ehRj1mLv8IJJv5kTx5uw8tc3aX9lxkZPT09j0fdPA1eC+RLbnh4wZ7Np2Q3s3bqcSrV8foi5UspHgYwzMt8Y84wxpgdQHjgPOxjZfcDkEJdPhdHvq6FHk4wfRYAK8XaEz98DHkvXmvyXXdbFzTLSYmJgYBs4mmJvUQTqmz8hzdhluRvYxrbx+Gxe5vTf/7XBhSsQAdu995pWdpq79HR7a+b6MzPXgHSsDw0qZc3vr3+2wSXNsm7z3i1hw+7glh0MudZkefk7r4tnF13X3+wCEZOeTsL6PzHdu50MRAA47TSkeg12rctpQObc7Vw7H3u6quaWWgGTfjnb12Re9tH920hK3IYdW9E9CLsGpFjQZVFKeRdQMJgocgAAIABJREFU3aeINMXWjLhqSOKAH7G3bVQ+UTYeth/Imr490U4LRrl4O8DY4eNQxm0cj+2JdlTRckEsv2o5Z1mHoLnb78v2RPu3ikcTg7IlYOdhO1ZIbEzm/J6fUwTKlLDLdpd8AvYdDX67FIuzt308bT3ova1LsMIxAqovy3xvcIVMgUjOCxSKlChN6l6PoWZTUuDQIeLc2oz42kPHXdH4MohsJ8sdadlOsfjMB0tc8VLYIGS7R+Y9YFIoWlyfJqFUOPhdMyIiu4A/gC7AXKC7MaaSMaa3MebVUBdQhc/1HWHeJvsE2/R0W6vw6VL4aY2dFoxHe9nh14d+bxuMAizbDs/NhjqVgmuvc017iC9qH4q3wwlAEg7DPT/YZ7Z4Pvju+nNh20F4/JeMIeFn/gcfLrbT3IlA/3PgjXmwwHlWdfIJeHAKJCYHPwLrNR1gwZas2/yXtXDZmcEt21OkAhEXXwIHsD1bGrW5Epn0PaxyngSRkgJvv41JOkLDNn0DKepJjc6+CmPmYTvipWObDX8K5icat7sqU97ipSpSs3lXJOYp7ODQAIeBO4mNiw/qdpFSKnuBNGBdBjTDPqRutvOaY4w5EurChYM2YM1gDNz2PoybBTXK2hqLrQftj/3HgzPXIgTilnHw/mwoWRSqlYZ1++z//xwFLYIclP/zeXDDW/YzNKxkn0tjgDcHwq2ds+YfPREe/cY2HC1bAtbvhU7NYMoDEO8xxN7Bo3bU08UboUkVSDhiR2wdewMM6R5cudPTocWD8O9OqFrK3rraecgGaGtfhKIhrB3Ji+fC5MbX8UKOJyUy5fXe7N+8jJiatTEHD2KOHqbDlc/Q/PybgyqDMYa5n93LmnkfITE1gBhM+lbqn9WHTgPeIiYmc4vkw/u2MvnlKzh6YDMxsc0w6ZtBTtDl5veoe/olQZVFqfwuanrTAIhIOWxbEVdj1hbYMUJmGWOGhapw4aDBSGbGwLy1TtfedOh5JpzfLHTDPMxeBU9OtI1Zz20MY64O3XbfvAfu/wzW7IT6VeD5a6BR9ezzr9gCXyywD73r3BwuaZV9wHUi1W4T1wis13UITXdnsNv5nZnwwe9g0u0Q83ddGPrxRqIhGAHfA5L0tBNs+nsqu9bNp1h8WRq06Ztt11t/GWPYvWGhW9feC6ne6JxsxxBJTUliw5KJ7N26nPgyVWl09tWULF8jJGVRKj+LqmDk5MwiFbBtRi4HrgVi/BmBNRI0GFGFRTQEIzqSqlIFS9R07RWRXtgApBO2RuT/7J13eFRFF4ffuwkJoYVeDD0gHSnSpAhIL4K9IAqIDQSxoKLfpyJ+dkVBEAVEUKkKKNJ7770XaaFDAqSXzc73x0nMloSUzbYw7/PsQ3Z29u65k0vub2fO+U04sB54FVidW4FpNJqs4Q2iIyNS80a0KNFoNLciJyvUPwDrgInAGqXUgdwNSaPJGrO3wNeLZJkmtDQM7SIJqenNvEfGwsd/pTiwJkD7OvDeg87nrngabxYi1qRW11hX2Xgze5d9y95l35EYF4nJL4AKddrS7tnJ+Hu5A2v09fOsnNSfq2cOgLJQoGhpWj76KZXu6ubp0DSaW5ITn5HSSqmHlVLfaSGi8RTfLoHHxkKwH7zVFsoFwTMT4KP5jn0TkiQhddwy6FkDBreAnSegxftikKZxH6lCJKuVNp5g67z32f7nhyTGVQVGYknuxZl9i/njo1aZvteTJMZFMmdkS66ePgRqIPAOsTfysfzHfpzas9DT4Wk0t+Q23qJL46tEx4tL6kstYOnz8HZ7WPAsvNUOPv4TwqNs+8/ZCttOworn4bsH4YPOsPtVKF0QPpzrmXO4HbE3Q/NGQWIxmzmwahLQDdgKvANMB8YTdfUfzuxd5NH4bsW2+SNJTopCVsu/Az5A6goqsHn2CE+GptFkihYjGp9j5ymIjIOX7rFtf6mFeIJsPGbbvvIgNCoPzSqltRXOD30bw4qDro/XVfjKEk1GeONyzZUzO1GWeOBFbP88DgDycWzrLM8ElgXOH10L3AU0s2otDPQj9qYH7X01miygxYjG5yiQsmwfYbd3dHjK84KBjv2vx0pJrX1/+74a1+KNsyHWBBYITvnJXijdBMwE5C/k5oiyjr9/IBK33YVOOBheXeSo0WgxovE9GleBamXg3cViRgYQFQ9vL4JyRaFNTdv+j7eAUxEweh3/WoLvCIOft4vBmy/iy7MiWREknhItxcrVJF9QcWAUaZbwicAbgEGDzq95JK6sULNVPyAMGI1YAIJssD6ZkhXreCosjSZLaDGi8TlMJvj5Bdh3CcqPkt10y38EG07D1Bchn12NWKsa8Ho3eONvqPYpNPlWHnfeAe/29sgpOIUvC5Hs4ClB0r7/92CcBSoDLZAN9qZRo+VTBJcJ9UhMWaFWm2cpUaEBIpwqA42AJvjlM9Fh4BSPxqbRZEaWTM8Mw8hymp9S6kGnInIx2vQs73DhutjNpzqwDmwLFUum31cp2HAUZmxOc2B9vIVsXOcr5DURklnOiCc9SiKvnWHL7+8Qcf4Q+QuVoGG34VSq19ntcWQXi8XC4XWTObzhZ5KT4il3ZyuaPziKgKAimb9Zo8kCHnVgNQwjy7JaKdXfqYhcjBYjGl8krwkRyJrI0KZpGo134ZV28L6IFiMaXyIvihBrsiNIstpfo9G4Di1GcglfFCNHLsBnf8H6o1C0APRtDYM6OOZG5ITrMfDlQpi/Q6pNejSC4d2hdHD6/aesFY+P8ChZ4ni4KfzwbO5v8pYVlu2D0YttHVh7NnJ/HK7C54VIXByMGQPTp0NsLNx3H7z1FlSp4tA1q0s2WenrbszmRNb9Mpgz+5ZjMZspWLQkTR/8kKoN70+3f8z18+xdPpazB1bj55+Pak16U7fdi+TzQKXOjUvH2LtsDBeObSGwQDB3tniU2m0GYPJzXL9USnFy13wOrfmJ6IgLlKhQi/odBlO2WvpZ4AmxN9i34jtO7VuIUhYq1+lC/Y4vE1S4lNNxWyzJHN04jSMbpxMffZ2yoY2p32koJUJ0oq6r8SoxYhjGw8CjQEXAxh9ZKeXVtwNfEyN7TkObUVA0PzxcH8JuwLwDcH8j+GOYc7vrRsZCy5Fw+io8dhf4m2DmXihZGLZ8KP9a87/58N85UL0k3F8H9l+CpUehYSXY9bFTp5ltfloDz06EphWhbVXYeFoe3/SFV7q4NxZX4PNCxGyGTp1gwwZo0waCg2HtWnltyxaoVs3hLbcSGfbJrN4kSGa+15jo8DNAT6A6MAc4R8snvqRWq2ds+kZfP8/8zzqTEJOEsjwGRGMYsyhRoQ49XvsL/3z53RZ3eNh+Fnzdk2RzUZTlYaQSZx4V63eh4/NTHXY03vn3p+xe/AWGcR9KNcIwLUWpA9z37GSq2AmvxLhI/vy6K5HXz6LatQU/P4xVqylYoCS931hG/kIlnIp9zdRBnNg2G9mjNRTDNA/DdJHur8yjTNUmTh1bc2tcJUay/X3WMIyhwBTgCtAQ2IZsllcVWJxbgWmEd2dD+WA4NBy+vh/mPA0z+8C8HbD6kHPH/mEVHLsE24bCpEdhwsOwexhcvgljltr2tVjE3fTeUDgwHL7oCUuegy96wO4zsNKNGwPEJcLw6fB0Y9gyBD7rAesHw+B7ZLxuxmZ+DG/G54UIwLx5sHo1fPop/Oc/MGQITJ4M/v7w4YfpvmXSoOIZVtAMHB9hI0C8xa/k2JYZRIefBiYBfwJfAkeAu9g6b6RD/73LviEhxoyy7EdcUn9GqbVcO7uLf7b/4cbIYftf/yM5qTzKcgj4GhFRMzm7byEXj6236Rtz4yJ7lnwN/BelVgCfoyy7QHVn85z3sFiSbfof2TCVm1f+QX0/HoYPh9deQ038kZjoKxxc86NTcV89s4sT22YhYz4P+BJlOYBKrs3WuY5jrvENcjK5Pgh4Xin1MlKA/7lSqiMwBshgcl+TEywWWLofnm8GhazMuR6qDxWKwqI9zh1/8V7oWgNqlUlrq1ICHqgLi3bb9t16AmIT4ZXWkM/KP2lwS5lRmbDSuViyw/Z/ICIGXm2TNjNkGPDavVIps/6I+2LJbfKEEAFYvFhmPxpZTZQGB8tsycJb75OSVaHhDYLk+NaZQBHAegYkCHgZc/xNYm5ctOl/dt9KlOVJpFw4laZgtCLs4HKXx5uKslg4f3gVSj0PWC8PPYRhqkDYwRU2/S8cXYtSyYC1z4ofMIzYm2HcuGRre3z20Apo1hQqWdkelyuHatWSMweXORV72MGVGKZi2I+5UoO4cmozifFRGb1V48XkRIxUBDal/ByH+A0D/AI8kRtBaQTDkBt9bJJte7IFEswQ4GTOSICf47EBYhIdjx2UshgXm2jbnmAGi3JviWxqbPaxxyTavu5r5BkhAhAQAAkJaS5zqcTHy2uZkNEsif3yjKcFiZ9fAJCU8rAmRl73t7X4NfkHAI5TdwYx+LlzR2DDwDD5pxNLMpDgkDNi8kuNzb5/ynna9ffzzwfxCY6fGx/v9Hn6+ecDlcGYGyZMJh/9A3CbkxMxcglIXfA7AzRP+bkK4EQGg8Yew5AE0XGb4Ox1aVNKnESvRMtrzvBwM1hxHJZbfanZeAoWHJLXrGlQWZJnP16ZZsNuscB/l0hMb3Z3Lpbs0CQUKpaAD5ZBXMrfo0QzvLdU8lzureW+WHKLPCVEAB5+GMLCYJHVxnJnz8LSpfDII1k+TFYFiadESd32LyHfyT4mzfX0EvAV+QuXJn8h27hC7+6JYUwH9lq1zkGpXVRu2NMdIQNgGAZVGvbEMI0Dzqa0KmA0ynLFIQekfO378PMvgGwcaE5pjcQw/kfRsnUoUtrWDK5Kg16wayfs2JHWuH8/bN5M1Qa9nIq98l09UCoa+zE3TN9QoU4n/AOCnDq+xjNkO4HVMIxJQJhSaqRhGC8ii40bgbuBuUqpZ3M/zNzD1xJYw8Kh9Ydw6Qa0C4VzN+HAJXijO3zxpHPHTjTD/V/KUlDLyjILs+4UtLoTlr6dNhuSyqxN8NT3MqPSvhrsuwhnb4gomvOKc7Fkl2X7oNfXUDgQWlSC7WFwNQZmD4EHfDB/Lc+JEaXg2WdhyhS4804oUgT27JGlm3XroFT2KyqykjPiicTWRd/25sKx9UjyajVgNRjJdH15FiE177XpmxgXyYKve3H9wkGgLYYRhVLbqNKwN+0HTMRwY1la9PXz/PVld2JvXgHVDsN0DmU5QL37XqbZg465F8c2T2fdr0MxTBVQlrswTOvx80+m65A5DkmjyeZElv7wJBcOrYa6dcHPD/bto3RoM7oN/t1pwbB78Zfs/PsTDFNNlKUqhrGGwIKF6fn63wSXrurUsTW3xmuqaQzDMAEmpZQ55fmjQCvgBDBBKZV4q/d7Gl8TIwAR0TBxteRCFC0IT7eCjvWcq6RJJckMMzdLQqxFSZVOn5YZL7vsOAmv/iLltMUKShnwwPbOx5ETjl2UXJUjFyC0DLx4H9Qp75lYckKeEyD2KAULFkhpb0yMlPYOGCDCxIV4QpDsX/U9h9ZOIjE+mhIhtWnxyCcUK1cz3b5JCTEc3zqLcwdX4pcvkCqNelG5QQ9MJvdvZhcfc52jG6dx6cQWAgoUoXqzxwmp2dahkiaVa2f3cmTjNKIjzlE8pDa1Wg+gcIkK6fa1JCfxz465nN4rpb2V6nWlWpOH8cuXO7tTXji2geNbZhAXFU6ZqndTs9UzuVI2rLk1XiNGfB1fFCOavEOeFyBegDeV/Wo0eQ1XiZEcZfoYhlEMeBaohSzaHQamKKX0XwGNRuNRtIW8RuN7ZFuMGIZxL1JQH4nsTw0wFHjPMIz7lVJrczE+jYuJiYfvV9o6sL7cMXdmjZSC2VvEtTU8GppVg1e7ypJKemw7AY+MkfwYw4BaIbDsLSiVRwrG9axI3iTVmfTopunER12nbGgj6rZ/iSKlHJ1mXU1i3E0Wj32Ea2H7UQoKFCnOvU+Pd8hdySlrpg3m5I75WJIV/oEBNOzyOnd1GpIrx9bc3uQkW2ocMBuoopR6MGWX3qrAzJTXND5CbALc9zG8MwvKBEKFgvDhXEmYzQ3jsFemwePfQVwM1C8FczZD43fFVdaeNYeg1Ui4clOcZjtWh31noeJQuBntfCwajavYPGcEq38ayMWjZiLON+TwhgXM/aQ94WH73RpHcmIiv75dh6tndqEs7UA9RuzNKBaPfZTTe533o/x91D2c2DoTS3INoC/mhGC2//kha6YNdj54zW1PTsRIKPCVEgccAFJ+/jrlNY2PMGk17DwFm16GP56BWX1h5zBxZf3OOV8i9p6Bscvgm16wdhBMfhSOvw0VgmH4DMf+j42F/PnEafa3PrDgWVj+PMSb4aExzsWi0biK8HMHOLR2IvANMik8GWU5TnJiRbbMfd+tsaye9gIWcxziSroEmAYcA4qydtogp4598cRmblw6DgwDdgMTgX+AtpzY+gfJiV5dt6DxAXIiRnYhuSL21AKc9ATVuJO/dkHnGnC3VTJ8nbLiwPrnTueOvWAXBAfBoHvS2orkhyGtYMUBWR6y5kaM2LtXsdqyon11aFYRNh13LhZvQC/R5E3O7l+CYQpGjKlTKYJSQ7h4bC1JCTFui+X84dVADWS/llTuAJ4jKd65qc5dCz8DLMC7pNlJBQBvAUkc2TzNqeNrNDlJYB0DfGsYRjVgS0pbc2Aw8LZhGPVTOyql9jkfosZVGIaU89pjUc671xmG5IzYF2tZLBm/J71YkvU9XOPNpF7o2F+ot7jQXRdMyucqbP8HOx9LWqmv/bFSnhse2LZbk6fIyRU0A6gAfA6sS3l8DlRKeW03MkOyO6MDaLyD3o1h2THYciatbe8FmH8Aet/t3LF7NYbIeBizIa3tRhyM2Qid6kFBu81JixWCX3bCiWtpbcuOwo4waH2nc7FoNPbklmNrpfrdkOpG67XEGxjGGO6o0Y58gQVz5XOyQoW6HYDjgPWGe2HARAKCnIujcc93kNvFKNKEVzzwCZCPmi2fyeitGk2WyMnMiPtTxDUuYUBbmLEZWo+DLjXA3w8WHoa65eHlTs4du24FeK0rDP8b/tgPoSVg8RFQBswa5th//mvQZiTU+QJ61hEhs+KY5JH8kU5/jcYZMiv7nTSoeJZKg4vfUYu67QdxYNVwDOMPlArFMC3GP8BC84ec2502u9zbZxwnDyyB+EeAdkAp4C/ATNt+vzp17DJVmlA8pDYR578DVgJNgKXAVWq0fAo/P/cbtmnyFtr07DYnLhEmrkpxYLXA/Y3hhfugUP7M35sZSknJ8M/r4GoktKgOQztDpQxMEvechke+hbMRMsl8VyVY/CYUL5R+f19B54t4jqyIjuz0Tw+lFGf2LuToZnEDLRvahDptn8/QmdRVTBpUHKKjoXt32LQVLIqCwaVp1+9HylZrlvkBssCGmW9wfMssks1m8gXm5+4eI6jT7vlcObbGN/AqB1bDMPoCLyKzJC2UUmcMwxgGnFJK/ZlbwbkCLUY07kaLEc+RXTGSlfd4I960V48mb+MqMZLtnBHDMF5CyngXAUWB1Pm5G0jdl0Zz22A8qRwe9qjpejNrT5DTG7GndgDO6effqr+nz0WjySo5yRkZAjynlJpvGMbbVu07gC+zc6AUYfMSUDml6SDwoVIqQ4cewzAeQrKoQpFC93eVUvOy87mexmKBP7bDjE1iPNa+DjzfXjbBS4+rkbIh3PojULQA9G0NPRrmzkZ5ruaTPyX22ASoeQeMfQYaVE6/b1QcTF4DS/dBgD882hwebwF+GUjmQ+dg3HLZtC+0DAzqIEs7nibTmZDERPjlF5g3Ty6Gnj2hXz8IyqWtzz/5BCZMkM3patWCsWOhQYP0+0ZFweTJsGQJBAbCo4/C44/LLqvOYjbDm2/CzFlyzk2bwPffQ6UMfklXr0rca9dDsaLwdF/o0SPjC33yZPj0Uwi/DlUqwRdfQPu0XRuzkvcxcHyE22/YNy6fYOXEfty4/A+GYVC2WjM6vDidAKudbK1jv37xCIfWTebG5RMEl6xCrTYDKFG+7r/9bEhnzCd9/z0DFxZON5a4qGsc2fAzF49vJrBAMNWaPUrFup0z3CjPlUSFh3F4/WSuntlHwaJlqNnyacpWa5Fh/3OHV3Ns83TioyMoXaUxtdsMoEBwWTdGnDOyO+ZXTu3g8IafiY64QInytand5lmPuPu6mpzs2hsH1ExZmokC7lJKnTQMozqwTymV5b+ohmH0BJKRHX8BngGGAw2VUgfT6d8CWA/8F3H2eQD4EGillNqaxc/06DKNUvDMBPhlAzSvBCULwLLjUKkErH8fythZn5++Ko6oEdHiShp2E3adg1c6wzdPuz/+7NB6JGw4BrXLQI1SsOQomC2SrNrN7t54PQbuHQWHz0PHOyEqATacggfuhjmvOAqSRXvggdFQogC0rAxbz8KFSJjxMjySO8vjmZKj5ZeEBOjWDVavFoHg5we7dkHTprBiBRR0svqidWvYsEFu+BUrwrZtkJwMf/4pn2vN9evQpg0cOQKNG0NsLOzfD717w++/OydILBYIrQ6nTyLJjqWBpeDvD7u3y7by1pw+DS1aw5UIsHQEvzBI3gVDX4Fvv3E8/tNPi6CjEnA3sAqIhHFjYJCtwZc3LdVcC9vP/E87IiWxHZFdNTZh8g/iqS+OExAQZBNP50GzWDr5aYxCRVD16mAcOgLh12jXfyKrJvW3PfgtxvyBN5dTIqS2Tfeo8LP89WV34qNuoFRHDFMYyrKLOm1foMUjH7vk/DPi2tk9/P3NAyQn+aEs7TBMB1GWozR76CPqtX/Jof+OBR+zZ8lXGKZ6KEs1DGM5AQWC6PnaXxQt673ld9kd8yMbp7Fh+qsYplCUpQGGaS0mvzi6vjybstWae+AMvChnxDCMQ8AIpdSfdmJkKPCMUqqxUwEZRgQwXCk1OZ3XZgFFlFJdrdqWANeVUk9k8fgeFSNL90GXz2Dq4/B0SvnsiWvQfCw81gLG2f19eWIsbDgCW4ZASIpQ+WYdvPoXbPsQmnip5+2iPdD9C/iwM/yng3y5vRoNzcZAjBkuf2/bf8RMcX3dMkSM10BKjB/4GWYPtRUY5mSoMgzqloL5/SHQH5KS4cnfYNU/cO47CApw/TnmSIz88IPcLL/8Eho2lLZDh+CVV+Djj2H48JwHtGiRJC/27w99+8qg37gBL70kN6rLl237jxgBY8bAd99BlZRvWhs2wH//C7NnwyOP5DyW//0P/vMfYCqQqppPAE2kXGu/nVX640/A7xsgeQsQktL4DfCqCKomTdL6njoFVasB/YEfkdXmGKADBOyDuCgw2arX7IqLrFbTZJfp79Qh9uZNYDtQJ6V1PvAAFep2ovNLM9LEiNkMlSvDHSHw0SgICJC2jz6Cffvg/Hnb2bRMxnzgS7bbhq2c/Byn92xDWRzHvNebyylVqVGun39GzP+sM+FhZpRaAwQj5cOvYZi+4/FReyhYtNy/fW9cOsbvo1og30P/g6S7X8Uw3UNIzSp0GTzTbXFnl+yMeULsDX4bUReL+UlsrnOjE8GlInj4vQ0emcHympwR4AtgnGEYjyFXQVPDMN4FPk55LUcYhuFnGMbjQEFgcwbdWgD2RuVLgXvS6Zt63EDDMIqkPoD05yvdxNztUKM09LWSbNVKQv+75TVrlJIql0Et0oQIiItpmcKO/b2Jb5dAgXzwZru0WfZSheD1e+FKJFyzu4TnbocnG6YJEYDedcUd1v48t5+EcxHwXkcRIgD5/OCDThARA+uOuO68UslxUuoff8gsRKoQAahdG1q2lNec4dtvZanl8cfTBr1oUVl6uXIFrl2z7f/HH7KsUcVqyrdVK6hZE+bOdS6WX39FVlL7WjVWAwbCwWO2fZWCufMgeRBpf6ABhoB/GcdYvv4amVkYRdqfsILAfyAxFpYudQhn0qDi2VqOcdXMSOzNCGRM6li19gYacuHoetvO27eL4HjmaREiIDNLzzwjs1rr1tn2z2TMrc8/tQJIWRzH3DCV4fSev506z+wQe/MS187uQKk3ESECcmv5AGVRnN1v+/s8vXchhlEYeJM0c7dSKMswzh1agTkxFzbWcgHZHfNzh1am2PvbXefqHW5eOcLNKyfIS2RbjCilpgAjEaOzAsB0pLLmFaVUtiWpYRj1DMOIBhKACcADSqlDGXQvC9h9veNySntGjABuWj3OZTfG3MScDAF+jsvggf7ymjVKybJGoF1mj8mQm6/ZEyaPWcScDP4m8EvnPMExdnOy43kCBPo5jkvqc/v+/x7brr9XYTZDvnyO7fnyyWvOHtvPz3F5JfVGZn98V8aSnIzYhdt/cwvEwa1UKUg2p7xmjQlIJ5akJKtj2R8byZXIAO9I6LSPGyA/DuOSet72v6OMfp9ZGPN/z18plCXjMbcku+8/kcWS+ln2seQDw5QSZxrKkgyGP2m1E6nIeapb2Tx7kmyOuSU59bzTv86VG39H7iBHHr5KqYlKqUrIomRZpVSF9JZVsshRoAFiKf89MNUwjNq36G//ldRIp82aTxC5nfoon8M4c4XuDWH/RXEXTeVqNPy8Q5JSrTGZoNtd8ONWMQFLZdYeOHfDsb83MaAtRCbAT1azGrGJMHYDFC8IZYva9u/eEKbvhvM309o2nYaNpx3Ps0lVKFkYvlqbZi+vFHy5RvxR2tTM9dPJPXr0kGWHkyfT2s6fh40bJZHVGQYMkLyPRYvS2uLjJVG2WDEoa6fZe/SAVaskcTSVAwdkCaVHD+di6d0bOIztROZVYBJUtUtgNZmgazfw+xHJoUhlFpjPOcYyaBDy3946X94MfA1+gbJU5aUEFiwE/AKct2rdBGymZCXbC73frlACChWXJTPrC33WLPzyF5R8H2uyMeaGyUT52h0xTI5jriznqFjP1vUwuzNL2aFg0TsoWrY2GN8C1kJyDCgz5et0sOlfoU6GddvZAAAgAElEQVRHlOU68JNVayyGMZ6yoa3Il987jYmyO+YhNdtiGP44XuejKVisklfnxuSEnOSMBKW8LzbleSUkkfSQUsrJvV7BMIwVwD9KqRfSee0sMFopNdqq7VVgWIo4ysrxPZozYk6WXIpVB2UZomRB+H2ffJndNBKqlrbtfyAMWo2UJY8H68K5m7DgEDzcFGYO8e6Kmhqvyw7AXWpA9VLwxz64HAUTn4P+99r2vXAdmr8H0fHwcD1JYJ17AJpWhRXvQKDdl8Np6yURuEEItK0qomV7GIzrB4M6uv7ccrxMExUlSyHHjkmyqZ+fTLeXLw+bN0NxJ//g16ghx27aFEJCYP16iIiASZMkl8SaCxegWTOIjJRY4uKkf9OmsHKlLPnklPh4CKkon01vxA10FhjRsGoZtG1r2//AAWjRCuILgPlBMM4BC+Chh2H2TMcLvUMHiZF7kGTNRcAJeGeE5E7cgtQKGk94cJw9uJJl459EJpUfQ25Kf4Bhos8n+/jtrRo2cR7fOpO10wZjhFZHNbwLY/8B1NEj3PPY59Ru86ytQMjGmA8cH0HEhcP89WU3kpMKoiwPIpPGC6jS8H7aPzsJwzByxRQuK5w/spYl4x4HKqIs3TCMgyi1knodhtDsgQ8c+q/79RWObf4VjG6gQjFMf2LyC6f7sHmUruxU2qJLycqYW7N78Zfs/PsTDKM1SjXCMC0DdYwOz0+lUv2u6X6Gq/GmBNZlwFyl1ATDMIoiMxuJQEngNaXU97c8QObHXwmEKaX6pfPaLKCwUqqbVdti4IavJLACJCTB9ytg+ibZvfa+uvBGd6hYMv3+Jy7BFwvTSnufbg0D24l9uzdjNsNzk+HPHZBohjuKwZd9xOU1PS5eh68Xw+I9YgP/SHMY0gkKZHBPXH0Qvl0KRy5AaGkY2gU610+/b27jlJHZzZvwzTeSC2GxQK9e8OqrUKJE5u/NDLMZnnsO5s+Xyp2QEPjqK7j//vT7X7woORiLFkH+/JJfMmQIFMiF/xyRkZLfsHSVqPBaoVK62yKDcs0TJ6Q8d1VKae+Ap2HgQMmTSI+33oKJP0FULJQpDh+8L/2zgScEyfnDa1gz9SXiom4AUKR0BSK3r5LqJzsGjo/gwrH1HFj9A9cvHyO4ZBXqtn2B8rWlhNlhtiKbY/7IBzvYv+I7LhzbQmCBItzZ4jFq3NMXk59/usd35XhdO7uXfSvHc/X0PgoWLU2t1k9TtfGD6SZpKouFY1tmcHRTiutttbup32Ewxcp587SocPPKyVuOuT2n9/zNwbVTiA4/T4kKtanf4SVKV2mSbl934E1i5Bpwr1LqoGEYAxHfkYbAQ4hHSK1sHOtjYDGym1Nh4HHgbaCLUmq5YRjTgPNKqREp/e9BNuZ7F/gT2Sv7I3yotFfj+2hH1byFN7iUZrYEklGMzi6dZKfs2RvGSeN5vKmapgAQlfJzJ2SWxAJsQYr+s0MZZAH1KLL7UjNShEjK6xWBf2u6lFKbEMHSH9gH9AMey6oQ0Wg0Gnu8I6n11rjK7t0Xzl1ze5ATB9YTQG/DMOYBnYHU/I3S2GblZIpS6tlMXm+bTtvvwO/Z+RxfJyoOpq5PWaYpCH1bQasamb9Pc5uybRv8/DOEh0tOyIABUuKbHgkJMHOmlMMGBMgyTdeunklGioqCqVMlb6VoUfFKadUq4/6HD8PEiXDuHNSrJ0s05cql3zfV+G3+fFka69EDHn44wyWguKhrHNv8K9fO7qNAcBnubNHnX9fT9LhyeifHt8wgPuY6pSs35s4WfQgsEJxh/2xx9iz8+COTjh6F0FAeDXrExoHTlS6ynnCodQXJSQn8s3Mu5w+vxuSXj6qNelO+TgeP+HRo0icnyzQPI+W8fsBKpVSnlPYRQBtrQzJvxNeWaS5eF2fSk1fFafTcTTgZDu8/CB885Onobj+8fonmq6/gjTekcqZsWUkMLVdObvD2NuzR0dCxI2zZAnXqSCXOqVNiTf/TT+4VJBcvSnXIqVPiznrtmlQZvf8+fPCBY/9Zs6BPHwgOFmOww4cl4XblSmhkZ9ZlNouB2/z5UL26JA0fOSLnvmABBAbazDBcv3iEv0f3JiE2CmiBYRxBWS7Rus831LjnKYdQ9q0Yx7Z572GULoMqVw4OHqBAkTL0HLYwWzv3pnvTX7cuzTm3Zk04flwE5Lx5DDzV7NbvzQZZWa7x1WWapPhoFo15mKtntmMYzcGIQlkOUr3ZE7TpO1YLkmziNTkjAIZhlEWWT/amLNFgGEZTIFIp5QbLqZzja2Kk/wRYtBvWD4Y7S8mXulEr4INlsPcTqO+Y86ZxIV4tRk6ehGrV5Mb7/PNy0710SZJjW7RwNA8bOVL2dvnqKzFeU0pmSD77DP76y/lS4+zQv7985jffQIUKcqH/8ovM8OzdC/WtMpMjI6X66O674e23ZUbn5k1xry1UCHbutBVSU6eKwBo1Km2mZedOSYAdPRqGDLG50f79dS8un7qGsqxGLIySgBcx+f3GE//bR1DhtEzzyGunmf3B3Q5jbrwyjIp3NKHjc1OzNQw2oiI5WX6fwcHizluggFTMfPABgYdP8uSoffj5B6T/3hzgq2IjM3Yt/Jzdi8eg1CrEQUIhLrX96fjib1Sq18WzAfoY3pQzglLqklJqd6oQSWnb5u1CxNdQCmZthcH3iBABsWR45z4pCZ69xbPxabyM33+Xipj+/dOMz8qWhYcekht9fLxt/5kzpdyzdoqtj2FAly5yA5w1y31xp3hncP/9IkRALvQ+fWS5ZvZs2/5LlsiSzgsvpBmABQfLfjW7d8M//9j2nzlTHG+tl3waN4bmzeU1K2Ijr3Dpnw0oywjSvBTzAZ9jSU7izD7bPTxP7f4LI9BxzNUjD3N232LMSXZjngk2gmDnTtmzp3//tOqm/Plh4EASIq9y6cSmbB37duXE9vko9TgiREA8avphmO7i5E6f2mM1T5MjMaJxD0pJGXBRu60H/U1QMADiMjaa1NyOxMXJzTkgwLa9UCH5lv2vc6lV/0LpGEQVLCivuQulZOnBPhY/P7n52seS+ty+f+rz9Pqnd56FCjn0TU5KSPnJPsemEOBHcpJd/8T4DMdcWZKxJNuNeXbI5DzthU5endlwFnNSHI6/T1CWoiRnUyxqXIcWI16MyQQd6sLkbRBn9Tdt4WE4cx06uclTQ+MjdOokyxWrVqW1JSXB339LImthu22ZOneW3YNvWtnenjghDqydbN0gXYrJBPfdB4sXiyhJZcsWWWayj6V9e3nPPKtvtRaL5ISEhEAtO3eBzp0lqfe8levp1auyKWDnzjZdCxUvT+GS1YHxyIbiqUwEkgip2damf0itdqjIdMZ8wd+UrNKYgPzZ3wrrX1HRpInM+MybJ4ItlXnzICiI5R93/dcZNTccUvNComp6VKzTDsM0A7Dem2kvsJ6Qmu08FJXGnhzljPgyvpYzsv0fuPcjKB8Mj90lNvDT90D72rBwuMPmpBoX49U5I0pJNcy8edCuHdxxhyRAXrgAy5bBvXa2t6dOiduqYYgYiI2FFSskyXPTptwxPssq27dLfCVLytLR1auSjNq+vRiy2V/ow4fLzsctW0q827fDwYPw22/w5JO2fa9fl/O8ckWcW/385DwLFZL3lSljM6twZt9ilv/4NIbRAGXpCRwE/qBmy2do9eRXNodWSrFy8rOc3vs3tJcxN9aug/MX6Pby75Sr3jLHQzJpUHEYNw5efhkaNJDHwYMS8yefSL6MC8hrMyxR184w/7NOJMYHoCxPAVEYxi8ULVeFXsMX4R/gAzcCL8KrElh9GV8TIwB7TsPHf8L6o2kOrK91c7RI17gWrxYiqSQlwZgxMGWK3NBbtIB33pGbcXqcPCn26YsXpzmwvv12xqXAOSDL5aF79kgsqaW9zzwDr72Wvi29UnKO48dL6Wv9+vDmmxnP6Fy5Ikmg1q6377wjMyk43oAvHt/InqVjpLS3SBlqtelLrVb9MdJR/5bkJA6s/pGjW6cTHx1OmSpNaNBpWK7Ykk8aVFxmfL7+WiqAQkPhlVdkZ2YXktcESeS10+xZMpqz+1fily+Q0Lvv565Ow3Kv/Po2QouRXMIXxYjG8/iEEPFCUm9q3rYEYC+QvPnm66mx8+Yx0XgOLUZyCS1GNNlFC5G8ha/eZD0hSnx1rDSuw1ViJCcOrBqNxps5ehSmTRMH1ubN4bHHICgo/b6JieI38tdfUhHywgvil5ER167JsVOXDPr1gzJlXHIambJ9O4wYIYmpdeuKX0o6m80BoBTdXv2LM3sXsUlZqFivCyE17k132QXEKOvE9t8JD9tHUHAZ7mz2OIVLZrzbRdjBFexe8hWJsTcoXaUJTXt/QP5C6YsHiyWZsAPLOHd4FX7+gVRp2IsyVT208VlCgpSEpy6NPfWUjOVtTnx0OMe3zuLG5eMUKVmZ6s2foECR0pm/0QXEXD/PsS0ziLl+gWJ31KJ6s8cICCrikVhciZ4Z0Whugc/NikyaJILCKApGBTDvhWo1Yf1q8Ryx5sYN8RQJD5dk1/h42X6+QQPxuLC/Ue/YAR06Q1Q0mOqC5TDk94clC6F1a/edI4iAGjlSBFRIiPhx+PlJTkiPHrZ9LRaq3/MUx7fOwDBVBvxQln+o3OB+2g+Y6LBbatS1MywY3YvYG+cxTPVBnQQjjnb9f6Bqo14OoayZOogT22YBwUB54CCGKYjeby1xsJA3J8WzbEIfLhxZg1G+IsTHo65doU67F2j+0P9u6Qaa6zMjERGSILx3rwjLiAhJ9h09GoYNA27PmZGrZ3azaMwjJCXEYBh1QR3GL58/XQbPoGy1DHacdhFhB5az/Md+KIs/GNVRlv3kL1SS7q/OpVhZz+wJ4lWmZxqNxgsJC4MXXgTLQEi+AOY9wAE4fQNee92x/+OPiyD57DOpQpkzBwYNkkTSzz+37asUPNEXokPBchbMO8FyDuIbwmN9xHLdXVy7Jm6qzZqJ+Jg8GWbMkBmaPn0c+8+ezfGtM4ApKMtJlOU4MJvTexZwbMt0h+7rZ7xBXKQ/cAxl2Y1SF1CWB1k79WUSYm/Y9L18aicnts0GngcuAweAAyhLIZb90Nfh2AdXT+DCiQ3w2WeoX6aiZs2AQYM4uPoHzh9Z4/TQZIt33pGKqgkTRMTOmiVOsq++KrNrtyFKKVZPeQlzQjVQZ1GWnSh1DnNSQ1ZNfgFLsvuuc3NiLKumvIgluUPKNbgLOElCbDHWTRvmtjjchRYjGk1eYfZsIAD4EkitQKkD5tdEaFh7eIBMzbdrl1ZpYzLJ5nEVKsgGdNbs2gUnjkDyJ8hm2wDFwfIlXAyTY7mLzz4TE7eXX04rPy5dGp59Vqzi162z7f/Lb2BqhWzybaQ8HgGjK8e3zLHpGhd1jQtHVqEs7wKhKa0FgW9INsdxZu9Cm/57lnxFumPOcGIiwkiMs/3ieGz7HGjrOOZGpcr8s902FpeilAjQXr2gRso37Hz5ZLPBIkVguqNIux0ID9tL5NXjKGV3nasviY08z6V/NrstlrCDK0iKvwF8A6T61VRAWUZy9cw2oq6dcVss7kDnjGg0eYWoKDAVAou922hZMCeJGLEuk01OhhIlbLsahrRdvux47NRj2R/b5nU3cP26/Fvcbtki9fmVK7btkVFgsY8bUGVJjDtn02ROjE35yb5/CTDykRgfbdOaFB8FFEAcWq0pCygS46Ns1veTEqKhhF3choEqXtzh2Km4JHFVKYiJgWLFbNsDAsQcz52/Ty8i7XeQ/nWelMHvyBUkZRJLYoL7YnEHemZEo8kAn8sXadsWzFeBBVaNyWBMgXoN5RuvNeXLi/lXbGxaW1gY7Nsn/iTWNGoEQYWAyXYfOhn8Axz7u5KnUnbOXbQorU0pee7vL/vrWHNfWzAtBqwcWLmGYZpPSC1bU7JCxcpTsFgl5Dytf/+/gUqk3J2tbPpXuqsbcB2HMecnTP6FKFQsxKZ/SLVWGKvWpDPme50ySMs2JpPk+SxbZrvEtmePJAS3beu+WLyIkhXq45cv/evcMAVQuor7Eo3LVr8HmcWzjkUBkwksWJqiZaq7LRZ3oGdGNJp08DkhAuJg2rELrHxM8kYIBdNsUFvhs78d+48ZI5vTDRwoSZ+xsfDnn/Lt+NtvbfsWKQLvvSvVK8ZpUO3A2AhqFgwfAaVKueMMhbZtxfJ93Dg4fhzuvBM2b5YE2z59HPdyGTSIoNETiY9uirI8B/hjmCYSEORH3fYv2XQ1TCaa9n6X1VOeB+M+UL2BA2BMoWqjhygRUsemf522L7Bn8TckxD6C5I2EAjOBbTTo/JZD6Hd1eoVTXy4k+fkXUN26QmwsxoKFFCpZmTubP+HQ36XlvKNGiSPt4MHiwHv1KixcCC1bMuBsC0y3YfJqQFARGnV7le1/jgJOA+2AjcAs6ncYZrNjs6spUrIyNVs+w5GNrwK7gMZgLAK1hCb3f22zY3NeQFfTaDR2+KQQSSUuTlxMJ/0MEVehWQv44L9ys0mPefMk9+LSJVmiqV5d8kvSK+9UCn7+Gb4YDcePQOVQeG0ovPiivNedJCbKbsTLl8vPBQvCc8+JU2k6PP7RPnYs+JjTexahlIVK9bvQuMfbBJeumm7/M/uXsHvRaMLP7SOosDiw3tVxKCY/R9vj+OgIlv/wFJdP7QaVRL78wTToMoy7Og5J99gRFw6zc+GnhB1agZ9/IKENe9Oox9sOpaNu8RXZsAE++ED+DQ4W19v33mPgtNt3F06lFMe3TGffigncvHKcwiWqULf9c9Rq3f+W1U6uwGJJ5sCqCRxaO4WYG+coVq4ODboMTbeqy11o07NcQosRza3waSGiyRBfK1H1BsdaXxszjXvQpb0ajYvRQiTv4g0396ziLbF6Sxya2wOdM6K5bbml+EhOhqVL05wpn3giY3dPb+PCBSnNTHVg7d5dEjtzg4MH4YEH5DNKlZJy4ia5lNTnRWOebE7kzN5FXAvbS4HgsoTe/dAt8wViblzknx1/kBATQenKd1OhbicHM7WskpWNBe1nLVwlHCYNKq5nSDRuQS/TaG5LbilEoqKgWzdZRy9dWp4nJsKPP8KAAe4LMifMng19+0q1RHCwlOg2bixVE/alsNnl3Xfh48+RapEQpDrFBC8+B99/79yx3TTmWbmxxty4yMJvHiTy6jEMUyWUuoifnz8dnv+ZCnUcc29O7pzP6p9fAuUHRkmUJYzi5RvSbegc8hcsls4nZJ2MREZ65+EqQaLFiMYavUyj0eQSmS7H/Pe/YvL15Zcwcyb88Qd07ix7tpw86Z4gc8KlS/D009CqlSShzpwpFTMnTsAbbzh3bLM5RYhUB04AYcAZoD5MmCRW8s7gRWO+ceZwosKjgV0oy2lQF0hObsfKSQNJjLf134i9eZk1UwehLA+i1EWU5SywgesXzrBt3vtOx5IdITBwfIRLhINertG4Ay1GNBprUitG7r9fZhQMQzaZGzJE/v3tN09HmDGzZkn8w4allbfWqyeuqjNmyExDTnnjDcAMfAWkVqBUAMZKe19H6/Ms40VjHh9znbP7l6As/wEaprSWADUBc2IkZ/Yusul/ctd8LBaA8cjeNAAtUZbXOLHtD5LNzlelZHcWRM9kaHwRLUY0txWZzoooBTdvQrlytu3584tbZXi464JzlogIESH2Phtly8rMhbXRVnY5dSrlhyp2L6Q8P3eOHOOmMc/KTTopLhIxlrI/z3JgBJIQc92mNSHmOoZRFChq178KluR4zIlxTkScRnYFhhYkGl9DixHNbUOWqmVMJtk3ZOVKUr7yCocPi1NmSze6ZGaXFi1EkOzaldamlJxLrVqSQ5JTXn8d+XPxq90LvwGGzGLkFDeMeVZvzgWLhRBU+A4cz3MuqATKhDa1aS1dpQnKchlYadWqgN8ILl0jV7d6z27Sam4KEr1Uo3E1uppGo7Fn5EhJpnzjDejYUZwp586FBg2gd29PR5cxnTrJjfv99+HBB+GOO2D1ati2TXJInDFsatMGChWA6P8BF4D2iDPlD7LfzZNPOhe7l4y5yc+fxj2Hs2H6q0As8ABwAMMYS0jtzpSq1Mimf/la7ShdpTlXTz+EUq8AoWDMBLWEu3tOyXWTrKxU2jjTX6PxFLqaRnNbkG0PkUWL0pIqg4KkzPSLL5yvSHE1kZFi2T5tGkRHi5PqyJEiTpwlPh4qV4bL4Uj+iD8ULwJnzjguDeWEXBxzZ2cFjm+dya5F3xB17Tj5AoOp2eopGvcYgX9AkEPfxLhItv81imObZ5OcFE3RsrVp3PNNqjTo6VQMmZGdstvcECR66UcD2oE119Bi5PYkx4ZmcXGyV4ufX+4G5GqSk2WX3gIuuMjNZjh6VLaezy3/EmtyOOa5fbNUSpGcFIeff34MU+Yr2hZLMhZzAv4B3vuHxVlRogWJRpf2ajQ5xCln1aAg3xMiIDG7QoiACJA6dVwjRCBHY+6Km6RhGPgHFMiSEAEwmfy8WoiAFhMa70XnjGjyNHnC4t1ikeTOXbskD+SBB3JnWSSVAwfE+TQwUI4dEpJx36Qk2dn16FEIDYWePeV9niA2FubPp8nso4TdUZuQ2u0xmXxQOGo0t8CcGMvpvYuIuX6e4nn4OtfLNJo8jc+LkfBwSezctk12po2NFav0v/4SczNnsFjghRdg0iQpozWbpfpm9Oj0q2NOnhQjshMnoHBhcUmtUEGETK1azsWSXXbsgK494NplDFMwynKTomXr0G3obAoEl3VvLD5KTpds9OyK+7h6ZjdLxj1JQswVr7nO9TKNRpNNfF6IAAweDMeOwddfw4IFsudMpUpSYeKMbwjAxIkwebKYpC1YAPPnQ69eMHSoiB97nnxS8jl+/FHE0E8/yVLNww+LiHEXSUnQ8wGM8ErACZTlBrCRm1eus+6XYe6Lw8fRosK7sSQnsWzC0yTGVuZ2uM61GNHkSfKEELlxQ2zR+/SBhg2lNLdsWRg+XGZM/vzTueNPnCilwL16iagoWFDET7lyIlKsOXgQtm6FF1+E6tWlrUoVmUE5dAi2bHEuluywbBlcOodSPwKhKY33oCwfce7wcmJuXHBfLD5OZoLEnXvgaGw5d3g1cZEXbpvrXIsRTZ4jTwgREAMzs1lmQqwpW1byNC5fdu74ly877oprMkH58o7HTn1uH0vqc2djyQ7/fpb90pA8j4/yYpdcLySzPW1cteeN5tbERV5N+en2uM61GNFovJUKFaBUKVi3zrZ961Yp2737bueOf/fdsGmTCJ5UIiJg/37HY9erB/nyOcaydq3M2DRsiNv4N7Y/7F74Hf+AIhQpXdX+HZoskJVZEi1K3EfJSg1Sfro9rnNdTaPJU+SZWRGQm/+IEfDaa+Ib0rq17BEzYwa0beu8Tfrbb8sxhw+XTepiY2H2bElOff55276lSskSzfjxYqzWoIFU4cyZIzsF28+YuJL69aHH/bD4OUg+DjQGFgHfU7/Dm+QLLOi+WG5DtCBxDyVC6lChbhfOHXwOpfL+da6raTR5hjwlRFJRCsaMgU8/hUuX0qzXv/kGiuTCvifLl4sF+7598vy++2Ds2PSrY8xmcXMdO1Y2titcWKpx/vc/MSlzJ7Gx8PobMOVnSIgjoEBJ7ur4EvU7DM2yL4gmY1LzQrTw8CzmxFi2zH2PY5tnYjF7x3WuHVhzCS1G8i55UoykYjZLrkTRopJompsoJccOCMia9XpiIly5AiVLSkmwJ4mLg/BwBszLh8kvn2djyWNkx25e41rMiXEkxEQQVKS0x69zV4kRvUyjyRPkaSECUu1yKzMyZ0it0skqAQGS5OoNBAVB+fKY/PRNM7fRQsR78A8Iwj/ARf//vQQtRjRexdlrsOIABOaD7g2gaG5OAkRGymZsMTHQrh1U9aEEsB070hxYO3eWfJKMiI+HxYvh2jVo3lyST2/F2bOwYoUsAXXvLrMvPkZm5aY5ubEe2zKTC0fWULhkJe7q9IrXW72nkhgXSdjBFZgTYyl3ZyuKlKzs6ZA0mkzxqBgxDGME8CBQE4gDNgFvKaWO3uI9/YAp6bwUpJSKd0WcGtejFLw9E75YaJC6dBjob+LHgRaebn3r92ZpVuT336F/f9nJNpVBgyT/wZtzDCIjxVRs+fK0tpAQMSlLr4Jl/Xp46CG4ejWt7cEH4bffHJdUlJIk1i++BGWRtsAg+HGCJKXepkRfP8/cj9uRGJtWOrl7yRjaPvMd1Zo85MHIMufUrr9YM20IyUlp13mtNs9yzyOf6lwajVfj6avzXmAc0BzoiIijZYZhZPZ9OBIoZ/3QQsS3+WUDfP43KPUREAVcJMH8FP1+MNh7JuP3ZUmInDgh29E3bizVIosXixD5/nupDvFmXnlFym9HjpTZi8mTJXG0e3cp77Xm5k2pigkJgWnTRMCMGCF7yfznP47H/uUX+PxzUKNIHXMSHoV+/WHvXnecnVey8NveJMbGIyWVZmAfqDqsmfoyiXG5tkSe69y8cpJVU54jOakrEAbEAF9zeN1PHFo3OZN3azSexaNiRCnVRSn1s1LqoFJqL9AfqIjUMGXyVnXJ+pFRR8MwAg3DKJL6AArn4iloconvlvlhMjoD7wCFgLLAZPyM0kxcbdvXeFL9+8gSP/0kSZ8jRkiJav788MgjUh77/fe5eh65SmSk2L/36QNt2shOtlWrynlcvCizI9bMmiX7xbz7rniU+PtDp04yMzJxoq2fCMB3E8DUFdsxnwR+5aS/h/BkrkL09fNEXT0NvIdM2voB9YDpoBLZtegLj8WWGcc2/wYUAaYC5YECwKvAoxxa+7MHI9NoMsfTMyP2BKf8m9lfo0KGYZwxDOOcYRh/G4ZxK8elEcBNq8e5XIhTk8uEhZuwKHsN6o/Z0pBxBXplX4BYc+6c3Jztd5etXl1e81auXZPKlVT79VQqVBBBZR/7uXNSDVOypG17tWoibKyXqADCzmoc6V8AABpqSURBVIHF/r+OP5jreXRccttuPDviJvLqKcAC2I9LDSCQqGuncy+wXEbswWsCQXavNCTm5kUPRKTRZB2vESOGYRjA18AGpdSBW3Q9AvQD7geeAOKBjYZhVM+g/yeIyEl9eEkZgCYV40nFpXs6gd9iINnqlevgt1FMrpyhfn3ZbC7cyj5ZKdlPxdlju5KQEEkmtd/3ZdcuSVK1j71+fckVOX7ctn3LFhEw9r4kDeu7bsx9lJIV6iOrxQvtXlkFJFAmtJn7g8oixUPqoNROwFp4KAxjIcXvqO2psDSaLOE1PiOGYYwDugOtlFJZ/lpmGIYJ2AWsU0oNzUJ/7TPiRrI8k7F2LbRrD6oH8DIQBX7/gwIn4fAB58paw8OhZk25GT/1FAQHyxLHmjXw99+Sf+GtfPQRvPeeLCu1aiUOrFOnQmio2MIbRlrfpCSpnLlxA/r1k8qblStlh91x4yRPxhpXjrmXkJMln0VjHuDC0fXAa8ADwAHgXfwCEnnmq5OYvDQRND46gjkjW5AYXxZl+S9QEvgBmE2nl2ZQsW6nLB9Lm55pMiJPm54ZhjEW6A20UUqdysH7JwLllVJds9BXixEXkCs+H3/8AcPegHOn5fldjWHSBOf3YAGxLn/uubRZhjvuEFfTvn2dP7YrsVjgww9h9GhZajGZJEn1xx8l/8Wec+dg4EBYulSeFy8O77wjlvLWwiUVV455JgwcH+HWHWCzemO1mM0sGvsAl05sRWaNDIKKlKXb0LkUK3enS2N0logLh1n/66tcPbNdGsqEwBef/HudZ1dcWP9+tDDRQB4VIylLM2ORrx9tlRjw5+QY24D9SqkBWeivxUgukutmY8nJsqQSGOgaH5AzZ8Rn5M47JcHTV4iNhX/+gdKloUyZzPtfuCCb3lWrlrlLqqvH3AvJyo01Pjqci8c3UaR0KCVCfGuZY1L3qCxf51kZCz1Tokklr4qR8cCTQC/A2lvkplIqLqXPNOC8UmpEyvP3gS3AcSR1fCjQF2iplNqWhc/UYiSXyPOup5rbgrx6g3Vm1im9MdH28BrIu3bwL6X8u8auvT/wc8rPFZH09lSKAj8idYg3gd3I8k6mQkSTe7hMiISHyzb1gYHQvr3n9z7xFlauFL+Q6tVlczovzVvwBfQNNXPshczA8RH/Lqvp8dO4Aq/IGXEnembEeVwmRD79VMy94lP864oXF5Ov3r1d83m+QESEOK2ePZvWFhQkjrLdunkuLh/mdrqZerJMWpM3cdXMiP56pckWLhMic+aImVevXuKS+vPPUKcOPPooHDnims/0Bdq0EYOzN96A+fMlkbVkSXjgAckj0WjcyKRBxd2adKy5fdBiRJNlXJojMnYsNGoEL74oVSKVKomFeeHC8MMPrvtcb+bSJTh8WMqRu3eXkuQGDaTUNzFRyn41mlvgqpkMLUg0uY0WI5os4fJk1VOnoLZdxUJAgORInDzp2s/2Vo4ckdLeOnVs20NDZdfeQ4c8E5fGp9CCROMLaDGi8Q5q1oTdu8UZNZW4OJkZqFXLc3F5kvr1JVF1507b9oMHxeDMDV4gGu8hdYnEm0SAN8Wi8W08XU2j8QHcUsL7+uvQtSt88gk89JDkQ0ybJpu7vfii6z/fGyleHJo2lQ3wChRIc2AdP16ev/mmpyPUeIjsmpG522BOo8kuuppGc0vc6iXy009yg03dQ6ZqVWm79173xeBtxMdD8+awb1/arFGxYuKw2qSJZ2PzUXy1IiSrYuJW5+cqQeKrY6rJPnnVZ0Tjxbjd1GzAAOjTR5YlAgOlpPV299PInx/27JHN75YskeWsjh09HZXGi9EW7hpfRM+MaNJFu6tq8iq+eoN2dlYj9bz17IjGGbTPiCZbHL0AKw7AhevZf69PCZEzZ2DFirxfcXP5spynrqBxG7GRVzh/ZA3XL+YNnxtXJ7/qnBSNM+hlmjzGxevw1HhYlXLP8jPBUy1hwgDIH5D5+31GiERFQf/+MHduWi5F9+6S9Fo8D/1RTEqCoUNh0iRJ5gVo0QJmzBAvFk2uY0lOYtOcERzd9AsqWca8VNUmtO83kcIlKng4Ou9G28VrcoqeGclDKAW9voaj52F2XzjxNoy+H2ZtgWG/eDq6XKZ/f8mheP11+O03cW/dsAGeeMLTkeUu77wjQmTgQPj1Vxg1SmaDunSR3XY1uc72Pz/iyOZfUM+ljfm12HMs/v4RLBY95pmhZ0g0OUHPjOQhNh6D7Sdh2fPQ8U5pG9IKYhPhvWXwyeNQrGDG7/eZWZGzZ2VG5LXXZDYE4I47ZKv0UaNkKcPeQM0XiY2FCRPgscfkARASIjM/gwdLRY3enyZXMSfGcmjjFIcxV8WLEzl4MOcPraJCXZ1AnBHWeSl6hkSTHfTMSB7i2EX5t12obXu7apBohtNXM36vzwgRgBMnZBqoYUPb9tTnR4+6PyZXcOkSREc7nmft2lJlk1fO04uIjbxCcnxMumNuBAZy48oJzwTmY2hfE0120WIkD1G1tPy74ZRt+4ZTkM8PKpZI/30+JUQAqlSRf/fvt21PfV6tmnvjcRVlyoi5mf15Hjsm/iN55Ty9iKDCpfALCEp3zFVCAkVKVfFMYD6InhnRZAe9TJOHaFMT7qoI/WfDd72hcXlYdATeWwp97oEShR3f43NCBESM9OwpSxj58sm32P37YcwYMUirV8/TEeYOBQtKrsgPP0DRotC6tTiwjh0r+9N07erpCPMc+QILUvOevhyaMRVlNebGt2MpWLoKFWp38HSIGk2eRIuRPITJBH+9Do98Cz1+Smt/uCl818+xv08KkVSmToUnn7TdubZtW7FOz0t89hlERIjQ+vZbaatfH37/XXJkNLlOk97vEx97g3+sxrxo+Tp0eGkKJj/XjHnqkoaeTdDcrmjTszyIUrD7NISFQ53yUK2sYx+fFiLWHD4syxZVq+adGZH0OH0a9u6FcuXEBt4wPB2Rz5LVG35U+Fkizh0gKLgMpSo1wnDxmGfmnOoLORhaTOV9tB28JssYBjSqIo90X88rQgRkR9/bYVffypXloXEbhUtUpHCJim77POtKFD1Tornd0AmsGo3Ge7hxQwzd1q3L/WNbLHDwIBH/b+/Ow+WoyjyOf38QwxZGZBON7LIZVDCJEBGCIKAOA5OAAVwgCDjRceFxAcKIRAUDykgGCeAGGVAJ6AiK4BMQZRkSlCAOGSAsY0JkDQYwMYSEJO/8cepKpXNv3+7b3amu7t/nefq5t6rOOXXe1O3qN+dUdT35ILF6dfPbb5J8AlKG0RCzZvDIiJm1h7Fj4bobgOybZodsBj+dDocd1njbv/kNTJgAjz7Kz4BNttyO/T54PtvteWjjbbdAb6MkZp3MIyNdpqOmaKxznHwyXHcdcBIwE7gW/rYFfOAIWLiwsbYfeih9Od4mm8A3vgEXXMDSnbbhlu9+lL8s+GMTOt86ZZumceJkA+VkxMyKd+XVwBjgMmAU8EFgBqx+Bb74xcba/va3YciQdGfSyJEwfDicey68fhvm/ObShrveak5IrBs4GekiHhWxtrRiBbzyElD51fY7Azulu4gaMWcO7LUXDM49KXLQIGLEO1j0dDmegnzyJc+XLikxq4eTETMr1uDBsN5gYHbFhkXAAti2wSflbrcdPPpouoC1RwSa+wibbvamxtpex8qSkHh0xOrlZKRLeFTE2tpBBwDfA6YCfwPmAuOA1XDeeY21PWFCetLxlCmwaBG88AJccgnxyFzecsBJjfZ8nSvLKIkTEquHkxEzK94NN8AubwY+BWwK7AG6Ey44H4YNa6zt/feHSy+FW26Bo4+GsWPR9b/gnWO+wrbDyvv17mVISMxq5Vt7zax4G24IjzwMt94K06fDVlvBaaelZ/I0w4QJMG4c3HwzB85YzNDdD2SjTbdsTtsF8tNxrVM4GekCnqKx0jj44PRqhc03h2OP5c3Pd9aIghMS6wSepjEzKzlP2VjZORnpcB4VsW7VbR/Q3RavdRYnI2bWkb7/yc39AW1WEk5GzKyjOSEpjq9lsVo5GelgnqIx6y5OvKysnIyYWcfzh7RZe3My0qE8KmK25jSBExKz9uVkxMy6hhMSs/bkZMTMrIM44bIycjJiZmZmhXIy0oG66nqRVavSU1hXrSq6J9amfHtpcTxKY7UqNBmRNFHSPZKWSFoo6XpJu9VQ7yhJD0panv0csy76a21kdfZo+Te+MT1z5PWvh0mTYOXKontmZmZ1KnpkZDQwFdgXOIT04L6bJW3SVwVJo4BrgKuAt2c/r5W0T+u72/66ZlTkjDPgzDNh333hy1+G0aPhnHPgU58qumdmhfOIhJVNoU/tjYj35ZclnQgsBIYDd/RR7VTgloiYnC1PljQ6W39cq/pqbWTRIrjoIjj+eBg/Pq17z3vS6Mh3vwtnnQVDhxbaRTMzq12hyUgvXpv9rJbWjwIurFg3g5SMrEXSBsAGuVWbAixeNsAetrvFi4vuQevNmgXLl8OoUbB06avr990XLr0Ubr8dDj+8uP5Z21mxrAveF5UWF39678p/9w634uUlLWlXEe0xrC9JwM+B10XE/lXKrQDGR8SPc+s+BFwRERv0Un4ScHbze2xmZta1doyI+c1qrPjU+VUXA28D3l1D2coMSr2s6zEZ+FZueVPgCeBNQGtSvPbQLXFC98TqODuL4+ws3RZnUy9MaotkRNK3gSOAAyLiiX6KPwNsU7Fua+DZ3gpHxHJgeW5fPb8uiYiOHUPsljihe2J1nJ3FcXaWLoyzqYq+tVeSLgbGAgdFxLwaqs0i3XmTdygws9n9MzMzs9YremRkKvAh4EhgiaSeEY+/RsQyAElXAk9GxMRs238Ad0g6nXSNyZHAe6ltesfMzMzaTNHfM/IJ0h00twFP517H5MpsB7yhZyEiZgLHAicC9wPjgWMi4nc17nM58BVyUzcdqlvihO6J1XF2FsfZWRxnA9rmbhozMzPrTkWPjJiZmVmXczJiZmZmhXIyYmZmZoVyMmJmZmaF6uhkRNJESSFpSj/ljpL0oKTl2c8x66qPzVBLnJLGZ2UqXxuuy77WS9KkXvr8TD91Rku6V9LLkv4kacK66u9A1RunpAP7OJ67r8t+D4SkoZJ+KGmRpJck/VHS8H7qlPGY1hVnGY+ppPl99HlqlTqlO9/WG2eJz7eDJJ0jaZ6kZdl77cuSquYKzXh/Fv09Iy0jaSTwcdLtv9XKjQKuAc4CrgPGANdKencdtwsXptY4M4uB3fIrIuLlVvSryR4gfZdMj1V9FZS0I3AT8D3gI8B+wCWSnouI/2ppLxtXc5w5u5GOa4/nmtqjJpP0OuAu4LfA+0lP6d4ZeLFKndId04HEmVOmYzoSWD+3vCdwC/CT3gqX+HxbV5yZMp5vTwcmACeQzkcjgCuAv5K+42stzXp/dmQyImkI8CPgFOBL/RQ/FbglIiZny5Mljc7WH9e6XjauzjgBIiKqjiq0qZV19HsCsCAiep7i/JCkEcAXgLb84MqpJ84eCyOilg+4dnE68OeIODG3bn4/dcp4TAcSZ4/SHNOIWCNRknQG8H/A7X1UKeX5dgBxZtVKd74dBfw8Im7MludLOo6UlPSlKe/PTp2mmQrcGBG/rqHsKODminUzgHc1vVfNV0+cAEMkPS7pCUm/lLR3KzvXRLtIeiobOpwuaacqZfs6niMkvaZ1XWyKeuLscZ+kpyXdKuk9Le9h444AZkv6iaSFku6TdEo/dcp4TAcSZ4+yHVMAJA0m/c/48uj7C6zKfL4Fao4Tynm+/W/gYEm7Akh6O+nbzW+qUqcp78+OS0YkHQu8A5jYX9nMNqz9kL1nWfthfG1lAHHOJX1b7RGk/4G8DNwlaZeWdLB5fgccDxxGGgHaBpgpaYs+yvd1PAcBW7aqk01Qb5xPk6bnjiI92+lh4FZJB6yDvjZiJ9I3Lz9KivUy4CJJx1epU8ZjOpA4y3pMe/wzsBkwrUqZUp5vK9QSZ1nPt+cDVwNzJb0C3AdMiYirq9Rpyvuzo6ZpJG1Lmtc6tM65ucrsVr2saxsDiTMi7gbuzrVxF/AH4NPAZ1rRz2aIiF/lFudImkUaHj0B+FZf1SqW1cf6tlFvnBHxMOnDqses7O/iC8Adrexrg9YDZkfEmdnyfZKGkT64r6xSr2zHtO44S3xMe5wE/CoinuqnXKnOt73oN86ynm9Jj2L5COmZcQ8AewFTJD0VEf9ZpV7D789OGxkZDmwN3CtppaSVwGjgM9ny+r3UeYa1s/KtWTvTaycDiXMNEbEauAdo90x9DRGxFJhD3/3u63iuBBa1sGtNVUOcvbm7zvJFeBp4sGLdQ6RnUPWljMd0IHH2pgzHFEnbky6+/n4/Rct4vv27OuJcQ4nOt98EzouI6RExJyKuAi6k+gh8U96fnZaM3Aq8lZTN9bxmky7y3Csiers7YRZwSMW6Q4GZLexnowYS5xokKav3dAv72XSSNgD2oO9+93U8Z0fEK63sWzPVEGdv9q6zfBHuouIOA2BX4PEqdcp4TAcSZ2/KcEwhPbh0IXBjP+XKeL7NqzXONZTofLsxsLpi3Sqq5wrNeX9GREe/SE8EnpJbvhKYnFt+FymDOx3YPfv5CrBP0X1vcpxnk+audyK9KS7P4nxn0X3vJ64LSKM+OwL7ADeQbpnbPts+GbgyV35HYClpamMP4GPACuCoomNpcpynkuaudwGGZdsDGFt0LP3EOTL7uzsTeDNpOHgp8OFcmdIf0wHGWdZjuh4pyTqvl20dc76tM86ynm+nAU8A/wjsQLr1+jng/FyZlrw/Cw9+Hfzj3saaH9K3AdMqyhxNuuBoBWkota3f/AOJkzTU9jjpsc8LSVc7jyq63zXENR14Kjs2T5JuFXtLbvs04LaKOqNJ87PLgXnAhKLjaHacwGnAY8Ay4HngTuADRcdRY6yHk6agXs7eb6dUbO+UY1pXnGU9pqT/BQeway/bOuZ8W0+cJT7fbgpMyfq+jHTd2jnA4FyZlrw/lTVkZmZmVohOu2bEzMzMSsbJiJmZmRXKyYiZmZkVysmImZmZFcrJiJmZmRXKyYiZmZkVysmImZmZFcrJiJmZmRXKyYiZ1UTSNEnXV9k+XtKL67JP1UiaL+nUAdTbQtJCSTs0v1d/38fWkp6TNLRV+zArEycjZlZqLUiCJgI3RMT8Jra5hohYCFwFfKVV+zArEycjZmYZSRsBJ1HnI+IH6Argw5Jetw72ZdbWnIyYlYCkoyXNkbRM0iJJv5a0SW77iZIekvSypLmSPpnbtoOkkHSspJlZmQckHZgrs76kH0ial+3jYUmfbUK//0nSvdk+/yTpbEmDcttD0smSrpP0kqRHJR1R0cYR2fplkn4r6YSs3mZZDFcAr83WhaRJueobS7pc0hJJCyR9vJ8uvx9YGRGzKvowTNKNkhZnbd0paeds2zRJ10s6U9Kzkl7siVPSNyU9L+kJSR/LtxkRc4BnSE9GNetqTkbM2pykNwBXkx5DvgdwIPAzQNn2U4BzgX/Ltp8JfE3SCRVNfRP4d2BvYCbwC0lbZNvWIz06fBzwFuCrwNcljWug34cBPwQuytr8F2B81s+8s4FrgbcBNwE/krR51sYOwE+B60mPYv9OFmuPmcCpwGLgDdnrgtz2zwOzs5gvAS6VtHuVbh+Qlc/HMRS4g/T03YOA4aRjMShX7CDgjVn9zwGTgF8CLwD7AJcBl0natmJ/vwf2r9Ifs+5Q9COL/fLLr+ov4B2kR5dv38f2BcBxFeu+BMzMft8hq396bvsg4M/AaVX2OxX4aW55GnB9lfLjgRdzy3cAEyvKfAR4KrccwNdyy5sAq4H3ZcvnAXMq2jgnq7dZb/vNlZsPXJVbFvAsVR5vTkp6flCx7uvAn4DX9FFnWrav9XLr5gJ35JbXB/4GHFtR91vAb4v+G/PLr6Jf+czezNrT/wC3AnMkzQBuJiUJL0jaCtgW+IGk7+XqDAL+WtHO36ceImKlpNmkkRQAJE0ATga2BzYCBgN/bKDfw4GRkvIjIesDG0raOCJeytbdn+vXUklLgK2zVbsB91S0+/s6+pBvOyQ9k2u7NxuRRkDy9gLujIhXqtR7ICJW55afBf43t+9Vkhb1su9lwMZV2jXrCk5GzNpc9kF2CPAu4FDg08C5kvYBej7QTwF+V1F1VS3NA2TTMReSpjVmAUuAL5KmGAZqPdIUzM962Zb/wK/8kA9enUJWTx9zVEcfqrXdm78AlReULhvgfmrZ9+bAczW0b9bRfM2IWQlEcldEnE26/mEFMCYingWeBHaKiMcqXvMqmtm355fsItLhpOkESNctzIyISyLivoh4DNi5wW7/Aditl349VjGKUM1cYGTFuhEVyytIIy7NcB/p+pa8+4H9Jb2mSfvI2zPbp1lXczJi1uYk7ZPdqTFC0nbAWGAr4KGsyCRgoqTPStpV0luzu2s+V9HUv0oak13AOZU0AnB5tu0xYISkw7I2vsbaSUC9vgocL2lSdjfKHpKOkXROHW18B9hd0vlZv8aRrhGBV0dM5gNDJB0saUtJjUx7zACGVdxuezHwD8D07BjsIumjknZrYD9k/RxOmnYz62pORsza32LSXRo3AY+QLuD8fET8CiAivk+61mM8MAe4Pfu9cmTkDOB00jUo+wNHRsRfsm2XkaZTriFN92xBuvtkwCJiBnA4cAjpuo+7SXeaPF5HG/OAo0kJ2P3AJ3j1bprlWZmZWf+vIU15nNZAn+eQ7qYZl1u3iHS3zBDSv+29pGmxateQ1OJIYEFE3NlgO2alp4jK6Vgz6yTZ7bHzgL0jopELUttCdkHshIiovE22We1/gHR78J51TCcNZD+/B6ZExI9btQ+zsvAFrGbW1rIvcLsHWATsR7qw9uJW7S8ibpK0CzCUdPtz00namvT9KVe3on2zsvHIiFmHK/vIiKQLgWNId54sID3TZXJErCy0Y2bWNE5GzMzMrFC+gNXMzMwK5WTEzMzMCuVkxMzMzArlZMTMzMwK5WTEzMzMCuVkxMzMzArlZMTMzMwK5WTEzMzMCvX/WIQuWqZ/NYkAAAAASUVORK5CYII=\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "Mean accuracy for k=20 using (sepal length (cm), sepal width (cm)): 0.793\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "Mean accuracy for k=50 using (sepal length (cm), sepal width (cm)): 0.833\n" ] }, { "data": { "image/png": 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "feature_1_idx = 0 \n", "feature_2_idx = 1\n", "feature_1_name = iris.feature_names[feature_1_idx]\n", "feature_2_name = iris.feature_names[feature_2_idx]\n", "\n", "training_features_data = iris.data[:, [feature_1_idx, feature_2_idx]]\n", "targets = iris.target\n", "\n", "xlabel = feature_1_name\n", "ylabel = feature_2_name\n", "\n", "for n in list(range(1,10)) + [20] + [50]:\n", "\n", " voting = 'uniform'\n", "\n", " classifier = learn_kNN_classifier(training_features_data, targets, \n", " n, voting)\n", "\n", " predictions, accuracy = get_predictions(training_features_data, targets, classifier)\n", "\n", " print('\\nMean accuracy for k={} using ({}, {}): {:.3f}'.format(n, feature_1_name,\n", " feature_2_name,\n", " accuracy))\n", "\n", " title = 'Classification of Iris data with kNN(k={}, weights={})'.format(n, voting)\n", "\n", "\n", " plot_data_and_region_boundaries(classifier, training_features_data[:, 0], \n", " training_features_data[:, 1], \n", " targets, title=title, xlabel=xlabel, ylabel=ylabel)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "***\n", "\n", " \n", "- How do we select the **best classifier / best `k`?**

\n", " \n", "- The best accuracy was for $k=1$, with 92%. Should we *buy* this classifier?

\n", "\n", "- We are only measuring the **empirical error,** the performance on the training data!

\n", " \n", "- Instead, we should select the classifier with the **lowest expected generalization error** (i.e., the lowest expected classification error on new, unseen data)

\n", "\n", "- But, how do we **estimate the generalization error** of a given classifier?\n", "\n", " 🤔 ...\n", "***" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Another classification example: cancer survival data" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "In this case we have a CSV file to read. We can use Pandas to read, inspect, and manipulate file data." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The dataset is contains data collected in about 30 years (from the '50s) in Chicago hospitals, about the survival rate of women with a diagnosis of breast cancer after a surgical operation to remove the cancer. \n", "\n", "Data consists of records of three numeric features: age, year of operation, and number of axillary nodes (lymph nodes) before the operation. \n", "\n", "Two are the labels: survival after 5 years from the operation, and death within 5 years from the operation." ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [], "source": [ "import pandas as pd" ] }, { "cell_type": "code", "execution_count": 24, "metadata": {}, "outputs": [], "source": [ "cancer = pd.read_csv('../datasets/haberman_breast_cancer.csv') " ] }, { "cell_type": "code", "execution_count": 25, "metadata": {}, "outputs": [ { "data": { "text/html": [ "

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ageyear of operationaxillary nodessurvival (1-survived > 5y; 2-died in <5 y)
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306 rows × 4 columns

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" ], "text/plain": [ " age year of operation axillary nodes \\\n", "0 30 64 1 \n", "1 30 62 3 \n", "2 30 65 0 \n", "3 31 59 2 \n", "4 31 65 4 \n", ".. ... ... ... \n", "301 75 62 1 \n", "302 76 67 0 \n", "303 77 65 3 \n", "304 78 65 1 \n", "305 83 58 2 \n", "\n", " survival (1-survived > 5y; 2-died in <5 y) \n", "0 1 \n", "1 1 \n", "2 1 \n", "3 1 \n", "4 1 \n", ".. ... \n", "301 1 \n", "302 1 \n", "303 1 \n", "304 2 \n", "305 2 \n", "\n", "[306 rows x 4 columns]" ] }, "execution_count": 25, "metadata": {}, "output_type": "execute_result" } ], "source": [ "cancer" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's store feature data and targets in named arrays." ] }, { "cell_type": "code", "execution_count": 26, "metadata": {}, "outputs": [], "source": [ "age = cancer.loc[:, 'age']\n", "nodes = cancer.loc[:, 'axillary nodes']\n", "targets = cancer.iloc[:, -1]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "EDA: let's give a look to the data!" ] }, { "cell_type": "code", "execution_count": 27, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.figure()\n", "plt.xlabel('age')\n", "plt.ylabel('axillary nodes')\n", "\n", "labels = ['survived', 'died']\n", "colors = ['r', 'b']\n", "\n", "# plot the training points\n", "for t in [1,2]:\n", " plt.scatter(age[targets == t], nodes[targets == t],\n", " color=colors[t-1], s=20, edgecolor='black', \n", " label=labels[t-1])\n", "plt.legend()\n", "plt.title('Cancer survival data')\n", "\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Data seems quite messy, hard to separate." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's proceed by fitting a k-NN classifier using different values for `k`, in the same way we have proceeded in the case of Iris data.\n", "\n", "The same functions defined before are going to be used." ] }, { "cell_type": "code", "execution_count": 28, "metadata": { "scrolled": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "Mean accuracy for k=1 using (age, axillary nodes): 0.850\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "Mean accuracy for k=2 using (age, axillary nodes): 0.837\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "Mean accuracy for k=3 using (age, axillary nodes): 0.824\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "Mean accuracy for k=4 using (age, axillary nodes): 0.817\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "Mean accuracy for k=5 using (age, axillary nodes): 0.830\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "Mean accuracy for k=6 using (age, axillary nodes): 0.810\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "Mean accuracy for k=7 using (age, axillary nodes): 0.804\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "Mean accuracy for k=8 using (age, axillary nodes): 0.791\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "Mean accuracy for k=9 using (age, axillary nodes): 0.781\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "Mean accuracy for k=20 using (age, axillary nodes): 0.771\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "Mean accuracy for k=50 using (age, axillary nodes): 0.771\n" ] }, { "data": { "image/png": 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NpZ24FrBPgYkiMkhVN5b2AVWdLSKv4zrQjystb4ibcZ01S7r9eR2uib0kg3B9er4UkX4R6qDbKXlYh1BLKNpvryRC0YPoj8AwEWmmRfvVdPf+ht6JGItJwD+9k9JWwARV3eqdRA7AbYMLQlp8N+JOCF+m5JbukoLkjbh9ba8I06I+y49FNMca3N2x0bSY3IW7nAN7DuTVwvIkZTyjMMEAqaT6vRC3rkPF05IXreB+E/UxpaIuP92L25FGiUhO+ERxAz8NKf6x3RTXzL77Uom422PPLvEDqgFV/YY9naGKDdymqtvV3Wp8D+6MpGt4njgEzwgvKyVPcCPYGZZ+SYS8O2H39y3LJKCLFB+k7hxvmZOjmEc0JgHHiEiLsPRzcBF8PLdafoCrXG8WkYgdE0Xk2JCmTyVs/YnI8ew5+4vVdFyfmkvFa64Kp6rzcXdb7a+qM0t4bY302ShMBrqKyP5h6cPDi+H9jXrbofhZTizzKMlE4GBc34KJ4PYn3G9/Fa4CjObSU7xnlFHxmrn74A6qU0SkaRkfAdd6lUN0gQSq+guu0+NVuL5N4X7Bde4uyRJcy8VO3EGyQ9j0uC4/leBU3CXi0H30A9w2cW5Y3vNw/ViKDUwYpYm4E+eRwHJvPQXT++OC693biLpbgScDBwJzSti/IrVKBLe9mcDQ0GOM12p4QpzlhyhaBss41sRz+Wmx97dH2KJOjL34MZuPazUcHloPeg0ApwBfaeJu2Y5Ge1ygVVJrWzEVMk6Nqn4lIpfhOqx+JyJP45qEq+I24ItxZwMlXfsciztzes1r4m2Eax4OP6hdittRxuIuZ1TH9UyHPddtR+F21Gm4lpRmuDOtzbhe9+X9rl+KyMu48R32wp2t7vS+Z66qPo47gG4EnhGRu3CtUGfizsDD/ej9/buIfIwL7OaEXjcO8TAusBgrIrfjKsvjcb3an1bVRA2sdBeuopgsIv/ENSee6S3rJlXdHOsMvRa9k3GXVr7ytpHJuKbyNrjKeAiu6RPcej1P3Oioc3AH2Bsp/fJRacvfJiI34C5fTfS2k9W4W8f3V9UrvayXAB+LyKe4fhArcGcTnYGDVPUv8Swfd/fRX3G/3W3ess/E9X8I9Qvu7O8+r9LZgFsvAyguuO1cIyIv4baz+cS2/ZVkEq5Fsh9FD4YTcduHAp9FMZ8fgb7eSc1KYKsXPCaMqv4sIr29sn0hIv1LazFW1UXe9ldaP5lwd+LW4dG4bTbUFFw/nRLH8FDVleLufvrUK+MA9cZqUtU/2HNpNyoi0gbXH+sNXD8GxQV31+Lq3udClv2TiDwP3CUiAVw9OBBXL9+mIWPUiBvZejKuc+idZRTjO9x2NpCil/Imsueu1fDA9xrcrb5fer/BYtxddfsCQ1S1tAESb8fV/Z+KyKO47fNGXGf00lrKSlPSPnQmZRxrANS7qytGM7xlPOB1ldiIu0so0p1HCaWqheLuYH0Vd/XiWVyL0Y24Oz5HlPb5JOgFfF5SP8eIou1RnIgXrtIcjTvY7sRtbLNwlWCTkHxTKD5Ozfm4Cj0PV6mPwG1Eu3uJeyvgXdyOkIdrspqC2xmC8zkHV9mu8sqwAtf0GzpOQl/ivPtJ9/Qgvxa3Q+zEXQ6ZTtExEA7z0rbjrpePwgU+4T3Uc7xpa3BNf6HfdzGRx6l51fvu+d46+xsljFMT4Tcq0hO/lN+yG64T5ybvO84mbMyIkPmVefdTSP56uDPl73DjI+R728vLwOEh+erjKubV3jr8ErfTF9l2iNDDP2wdnBeWfpw3j23efH8i7K4Z3BnUm96y83EH40nAJWVtL2V89864oG4H7uzkOdzZWfi2GMy3BRfUvIXrD1Pst8Pdyr4CFwzvnk+0218pZRX2jL3TIiT9cC/tuwifGU3xfWV/9oxXoRQfpyZ8fwv+nn3LKN9oit+F1BJ3588ioH1IXTM3wucb4050iuwnJW1P3rR7vGnhy90Ht+/+JSz9Ti9/6Dg19bz1sT6WbSdCWRrg6sJFuNbTnbi+U/8m5O7EkPxVvfIE6+b5wFUR8p3glfmSKMvxrpd/eNiytnnbZP0In2mLG2E+2HdyDe4k9NYo9t+h7BmnZgmuj9SjwIawfBHrJSLXqcX2IaI41pTnhetA/am3Da7BDS0xOHzbL2X7HU3Ru3KLra8ytuWTcK15O7zfaiIh9W9J229p+18Z5V0MfBRhv1FC7qCK5hW8FdoYY0ySiMiHuGEAjiszcxoTkftxY5d00OKdQNOOuHFyZgMrVHVgWflN+hCRkbhGiH3U3TkVlQq5/GSMMZXczcD34h7DUO7L3Cl0NDAyXQMa7zLaBPZ0LbgU17IZy6VEk2LeTQtX4FoLow5owIIaY4xJOlWdKyLnk6Q7cSqKqvZMdRnKUAc33EITXP+XWcBgVS3veEmmYrXD3WBUbJyustjlJ2OMMcZkhYwZUdgYY4wxpjQW1BhjjDEmK1hQY4wxxpiskPUdhb0BylrgxjwxxhhjTGzqAH9oBnTCzfqgBhfQxDXKrDHGGGMA96iRFakuRFkqQ1CzFWDZY1A3yifMXLV5UTLLY6L028x3mPbG34AHcQPMBoDHgZH0u/BFWnbqm8LSGWNM9svP28obt/WADLnaURmCGsAFNHVrlp0PICe/bnILY6LS6YhzWbfsR+ZPuwHxjQQNoLqV/QdeS9sDhlDCcyeNMcZUUpUmqDGZR3w+eg9/iM69z2PZ3PGI+GhzwPE0aLZfqotmjDEmDVlQY9Je49Y9aNy6R6qLYYwxJs3ZLd3GGGOMyQrWUhPBqPqNuGjT+lQXwxhjTIVTqlcppFqVQoS0v4O5XBRhZ4GPvAIfkB19FFMa1IjIncAdYcmrVbWZN1286RcDDYBvgCtU9aeKLKcxxpjsV6tqAYe23kTL+vn4fdlxkC9LoFBZvimHGcvqs31X5rdzpMM3+AnoH/I+EPL/TcD1uPt5FwC3ARNEZD9VzYjby4wxxqQ/nyiDOq2lSb2q1KnXAl+VnCxpuyiZAoUF+dSuuY5Gtdby3txmFGpmf+t0CGoKVHVVeKLXSnMtcI+qvuulnQusBoYDz1ZoKY0xxmStOjkF1MpR6jVsTpWcKAc1ywZVq1PPX5XcHUuonVPAlp1VU12ickmHjsIdROQPEVkkIm+ISHsvvR3QDBgfzKiqO4HPgcNLmpmIVBORusEXbnjnmI2q3yiejxljjMlAIoqIVMrxr4Lf2yeZ34co1UHNN8A5wLHARbggZrqINPL+B9cyE2p1yLRIbgY2h7zsEQnGGGNMJZDSy0+q+nHI2x9F5CvgN+Bc4OtgtrCPSYS0UPcCD4W8r4MFNsYYY0zWS3VLTRGquh34EegABPvZhLfKNKV4603oPHaq6pbgi3I8r8IuQRljjIlWu72qMn7cB6kuRqWWVkGNiFQDOgMrgUW4wGZAyPQcoA8wPSUFNMYYU2mtXbOKO26+hqN6dmS/1rU4/MB2XHDWUKZ98Vmqi2Y8qR6n5gHgQ2AprgXmNqAu8JKqqog8AtwiIr8CvwK3ALnAaykqsjHGmEpo+dLFnDqkD3Xr1WfE7ffSqUt3Cnbt4osp47n95quZNG1uqotoSH1LTSvgdWA+8C6QD/RS1SXe9PuBR4CngJlAS2CgjVFjjDGmIv1jxFWICO9/PJ3BQ06h/T4d6dipKxdeeh3vjZsa8TP3jbyZow/rQue2dTmqZ0cevO8Odu3atXv6vJ9+4IyT+9OtfQO679OQIQMOZc7smQAsX7aEC84ayv4dm9ClbT0GHrU/kyfu6Yb66/x5nD98CF3b1eeQri257opz2bB+3e7p4z58h0F9DqBTmzoc2Gkvzjr1WHK3b0/S2kkfqe4oPKyM6Qrc6b1Swh6ZYIwxldumjRv4/LNP+dvNI6lZq1ax6XXr1Y/4uVq16vDAY8+x114t+OXnudx8w6XUql2HS6/8GwDXXXYuXbrvz933P4HP72fe3B+oUtWNE3PHiKvJ35XPm+9/Rs2atfh1wc/UrFUbgDWrVzLs5H4MO/MCbrvrP+Tl7eC+kbdw5UVn8Nq7E1izeiXXXHoWI/5xL8cOHsq2bVuZ8c1UNMsf+wDpMfieMcYYk7YWL1qIqrJPh/1i+txV19+y+/9We7flt4XXMfaDt3YHNX+sWMrFV1zPPh06AdCufYfd+VesWMpxJ/yZTl26A7B32/a7p70y+lm6dj+QG2+9e3fa/Y+M4vAD2/H7bwvI3b6NgoICjj3+ZFq1bgOwez7ZzoIaY4wxphTuogFIjA9OGPfhO7z438dYvOg3F2gECqhTu+7u6Rdcei0jrr+E995+lSOO6sfgE0+hTdt9ADjvwiv5x9+v5MspEzjiqH4MOv5kOnftAcDcObP4etoUurYr3kK0dPHv9O47gCN6H8NxfQ+k99ED6d2nP4OHnEK9+g3iXQUZI9V9ajKC3dptjDGVV7v2HRARFv76S9Sf+X7m11x9yZn0OWYQz7/yPh9NmsEV195M/q783XmuvfF2Pv3iB47ufxzTp05mYO8efDrufQCGnXUBn3+7gJP/cibzf57LScf2YvRzTwBQWFhIv4EnMPazmUVek7/+mUN79cbv9/Py25/w4usf0qFjZ156/kn6Hd6VZUsWJXbFpCELaowxxphS1G/QkKOOHsjLLz4dsbPtls2biqXNnPEVLVu14crrbqbHAYfQrn0HVixbUixf+306csGl1/LyWx9z7OCTefv1l3ZPa9GyNWeeewnPvPg2F156HW+88jwAXbsfyIL582jVui1t2+1b5BXs8yMiHHLoEVx30x2MnTSTqjk5fPrx+4laJWnLghpjjDGmDCPve5xAIMDQ4w7n44/eZdHvv7Jwwc+8OOpx/nx872L527Tdhz9WLOXD995kyeLfeHHU44z/eM/AfHk7dnD7zVfz9bTPWb5sCTO/ncac2TPZt6PrX/PP267n88njWbZkEXPnzGL61Mns26EzAOf89TI2b9zA1ZeexexZ37J08e98MWUCN11zIYFAgO+/+4YnH7mPObNnsmL5Uj4Z+x4b1q/d/flsZn1qjDHGmDK0btOOjyZ+yxOP3Ms9d97E2tUradioCd16HMTd/36iWP6Bx53IXy+5hjtuuYb8nTs5uv9grrruFh55YCQAPr+fTRs2cMNV57Nu7WoaNGzMsYOHct2NdwAQCAS4Y8TVrFy5nDq163LUMQP5xz8fBGCvZi14+6PP+ffIWzh32PHk5++kZas29Dl6ID6fjzp16vLt11/y4n8fY+u2LbRs1YZb7ryfvv0GVdwKSxEJdoDKVt6TujdvHgV1a5ZvXnZrtzHGZKf61fM5qdt6mrdsg79q9VQXp0IFduWxcsUSPpjbiE15OUWm5e/Ywv/+1g6gnvfoobRml5+MMcYYkxUsqDHGGGNMVrCgxhhjjDFZwYIaY4wxxmQFC2piYIPwGWOMMenLghpjTJlyN69izaIZ7Ni6NtVFMcaYEtk4NcaYEuXv2MK0167l9+/HoKr4fH727fkXDh/2H6rklHOMBGOMSTBrqTHGlOjz0RezZt5HPHWy8sP18OAJAZZ9/xbTXr8u1UUzxphiLKiJkfWrMZXFplULWDJ3Ak//OcClh0OPFnDtUXD/4EIWzniH7Zv+SHURjTGmCLv8ZIyJaNOqBQAM7Fg0/dj9QFXZvOY3atVvkYKSGZMBCgNUXzMV/46VBGo0J6/pkeDzp7pUWc9aaowxEdVu2BqAb5cWTf/Ge1+7QasKLpExmaHm0vdo9d6+NJvQnyZTz6bZhP60em9fai59L+nLfvnFp+l9SAf227s2QwYcyrdfT036MtOJBTVxsEtQpjJo1LoHzdoeyCXv+hk/H7bthDE/wXUf+tm7S1/qNmmX6iIak3ZqLn2PJp+fjj93eZF0f+4Kmnx+elIDm4/ef4uR/7iBK64dwdiJM+j5pyM5/4wTWLF8adkfzhIW1BhjIhIRjr7wJXbV7cKxo6DOrXDSi5DT7GB6n/NsqotnTPopDNBwxvWAImGTBPfw6IYzrofCQFIW/9wzj3Da8PMZdtYF7NuxM7ff/RDNW7bm1dGVZ3+1PjXGmBLVatCSITdNZu3imWxZu5j6zTrQqPX+iIRX2caY6mumUiWshSaUoFTJXU71NVPJa9YnobcCwcgAACAASURBVMvOz89n7pxZXHb1TUXSe/fpz3czv0rostKZBTXGmFKJCE3b9aRpu56pLooxac2/Y2VC88Vi44Z1BAIBGjdpWiS9cZO9WLtmdcKXl67s8lOcrF+NMcaYUIEazROaLx4SduFLVStVy6oFNcYYY0wC5DU9koKarSL0qHEUoaBmK3d7d4I1aNgYv9/P2rVFW2XWr1tTrPUmm1lQY4wxxiSCz8+Gng8BxbsKB99v6PlQUsarycnJoVuPg5j6+cQi6VO/mMTBhxyW8OWlKwtqysEuQRljjAmVu/fJrO3zJoGaLYukB2q2ZG2fN8nd++SkLfvCS6/lzVdf4K3XXmThgp8Z+Y8b+GP5Uoafe3HSlplurKOwMcYYk0C5e59MbqsTK3xE4ROGnsbGjet57KF7WLt6JR07deWF1z6kVes2SV1uOrGgxhhjjEk0nz/ht21H4+zzL+Ps8y+r8OWmC7v8VE52CcoYY4xJDxbUGGOMMSYrWFBjjDHGmKxgQY0xxhhjsoIFNQlg/WqMMcaY1LOgxhhjjDFZwYIaY4wxxmQFC2qMMcYYkxUsqDHGGGNMVrCgJkGss7AxxpiggCpfb9/EmM1r+Xr7JgKqqS5SpWCPSTDGGGMS6JMt67hr1e+sKsjfndasSg53NGvPoLqNk7bcb776kv8++SBz58xizeqVPPvi/zFw8ElJW146spYaY4wxJkE+2bKOy5f/UiSgAVhdkM/ly3/hky3rkrbsHbnb6dy1B3fd+2jSlpHurKXGGGOMSYCAKnet+p1IF5oUEOCfq35nQJ1G+EUSvvy+/QbRt9+ghM83k1hLTQJZvxpjjKm8ZuRuLtZCE0qBlQX5zMjdXHGFqmQsqDHGGGMSYE3BroTmM7GzoMYYY4xJgKZVqiY0n4mdBTUJZpegjDGmcupZsx7NquRQUm8ZAZpXyaFnzXoVWaxKxYIaY4wxJgH8ItzRrD1AscAm+P72Zu2T0knYOBbUGGOMMQkyqG5jnmrVib2q5BRJb1Ylh6dadUrqODXbt29j3tzZzJs7G4BlSxcxb+5sVixfmrRlphu7pTsJRtVvxEWb1qe6GMYYY1JgUN3GDKjTiBm5m1lTsIumVarSs2a9pLfQ/Dj7O874c//d7+++40YATjn9bB547IWkLjtdpE1QIyI3A/8CHlXVa720asADwBlADWAScLmqLk9ZQaNkgY0xxlRefhF61apfocvsdUQfFq2u3HdWpcXlJxHpCVwMzAmb9AhwMjAMOBKoDXwkIv6KLaExxhhj0l3KgxoRqQ28ClwEbAxJrwdcANygqhNV9XvgLKA70D/SvLzPVRORusEXUCepX6AUdieUMcYYU3FSHtQATwJjVXViWPrBQFVgfDBBVf8A5gKHlzK/m4HNIa+UXqqywMYYY4ypGCkNakRkGHAQLhAJ1wzIV9WNYemrvWkluReoF/JqlYCilosFNsYYY0zypSyoEZHWwKPAWaqaF8tHIeLzwgBQ1Z2quiX4AraWs6jGGGNMpfR4vXapLkJMUnn308FAU+A72XObmx84SkSuBI4FckSkQVhrTVNgeoWWNAHsbihjjDHpLvzKwpbcFBUkTqm8/DQJ1+n3gJDXTFyn4eD/u4ABwQ+ISHOgGxkY1IBdhjLGGJO+RtbtleoilFvKWmpUdSuu0+9uIrIdWK+qc733zwMPish6YANuzJofgfBOxRnDWmyMMcakm0a+ZakuQkKkw91PpbkOeB94C5gG5AJDVDWQ0lKVk7XYGGOMSQdt/bNp6fsl1cVImLQZURhAVfuGvc8DrvJeWcVabIwxJnsFAjDja2HNami6F/TspfjTbNjYtv7ZqS5CwqV7S01WsxYbY4zJPp+MFY482M8Zf/ZzzWXu75EH+/lkbHKf/fTUo//mpGN70a19Aw7p0oKLzz2F3xbOL5avrX92VgY0YEGNMcYYkzCfjBUuv8DHqpVF01evgssv8CU1sPnmqy84+/zLeHfcVP739scECgo45/TB5G7fvjtPtgYzQWl1+akysstQxhiTHQIBuOtWH6rghlTbQ1UQUf55m48BgwJJuRT10htji7y//9HnOKRrC36cM4vTj0zZE4MqlLXUpAG7DGWMMZlvxtfCqpVCeEATpCqs/EOY8XVyL0MFbd26GYCujVZXyPLSgQU1xhhjTAKsiTJ2iDZfeagqd99+I0f2OoBunfdN/gLThAU1acJaa4wxJrM13Sux+crjgVuGs/Dn73j9v3cnf2FpxIKaNGKBjTHGZK6evZRmzRWRyI8nFFGat1B69irx8YUJ8eCtZzLmky+Y/P7TtGpRARFUGrGgJs1YYGOMMZnJ74c77ikEKBbYBN/ffndh0saraeP7ngduGc67H03ms/eepl2blslZUBqzoCYNWWBjjDGZadDxylPPF7JXs6LpzZrDU88XMuj45LTStPXP5oqb/s0rb3/Ma8+OpE7tmqxavY5Vq9exY0deUpaZjuyWbmOMMSaBBh2vDBgUqJARhUPHnXn6xXcA6HvSpUXyvPj47Zx3xpDELzwNWVCTpmz8GmOMyVx+P/Q6Irl9Z8IH0tN1M5K6vExgl5/SmF2GMsYYEy6bH3NQXhbUGGOMMRnCgpnSWVCT5qy1xhhjDFhAEw0LajKABTbGGFO5WUATHQtqMoQFNsYYkzyKoKqoJrdzb6wqov+MAqhCmn33eFhQk0EssDHGmOTI3eUnUAiBXTtSXRSgYjsD5+YDhflULVhXIctLJrul2xiTVbSwkNW/f0PuljU0atWdek3bp7pIJgPsCvj4eXVNqlVdS0PAX7UGIhXzNO1wLX2/kBdI/nIUF9CsWb+J+hvH4Nfc5C80ySyoyTA2fo0xJdu48hcmPHseW9b+ujut/UGncNQ5j1GlavUUlsxkgll/1AOg8641+H0kPahp5FvG+sLWxdIWJXWpIVShMJ/6G8fQbMOLFbXUpLKgJgNZYGNMcYGCfD5+Yhg7ttQDvgC6AO/x+/dXUb1OQw4/7b4Ul9CkP2HWH/X5cVVdauYEEJLdx2RPl4KRdXsleVkRqFK1YF1WtNAEWVBjjMkKS3/8hNxNy4BxQDcv9ULQ5cyf9h8OHXo7VXJqprCEJlPsKvSxOS+5XU5DT05H1W8E+UldXKVhHYUzlHUaNqaoreuXIVKbPQFN0GEECnLZsTXzO0Ga7BCsv0fVb2R1eYJZUJPBbGcwZo/6zTqgug34JmzKRKpUq0uNuk1TUSxjirB6O7ksqMlwtoMY47Tq0o96TfdDfKcDbwE/ASOBh+l29EXWUdiknNXXyWdBTRawHcUY8Pn8HHf12zRt2wo4HeiGz38PXY++mIMG35Tq4plKzurpimEdhTPURZvW205iTJjaDVoy5IYxbF7zGzu2rKF+805Ur9Ug1cUylZzV1RXHWmoy2EWb1hftPW+MAaBe031otu9hFtCYlLO6uWLFHNSISGsRaRXy/lAReURELk5s0UxpQneUYHBjO48xxqQPq5MrXjwtNa8BRwOISDNgAnAo8C8RuT2BZTMxsgH5jDEmPVhAkxrxBDXdgG+9/08D5qrq4cBw4LwElctEwXYaY4xJP1Y3p048QU1VYKf3f39gjPf/L0DzRBTKGGOMyUQW0KRWPEHNT8ClItIbGAB84qW3AOz6RwWzHcgYY9KD1cepF09Q83fgEmAK8Lqq/uCln8iey1KmAtmOZIwxqWX1cHqIeZwaVZ0iIo2Buqq6MWTSf4HsedSnMcYYEwULaNJHvOPUCHCwiFwiInW8tHwsqEkZ26mMMabiWd2bXuIZp6YN8CPwAfAk0MSbdBPwQOKKZmJlO5cxxlQcq3PTTzwtNY8CM4EGwI6Q9PeAfokolDHGGJPOLKBJT/E8++lI4AhVzReR0PQlQMuElMrELbij2UB8xhiTHBbQpK94Wmp8gD9Ceitga/mKY4wxxqQvC2jSWzxBzQTg2pD3KiK1gbuAcQkplSk32/GMMSaxrF5Nf/EENdcBfURkHlAd9yyoxbhLT39PXNFMedkOaIwxpjKJZ5yaP0TkAOAM4CBcYPQ88Kqq7ij1w6bCWR8bY4wpPztJzAzxdBTGC15e8F4mA4yq38gCG2OMiYMFNJkjqqBGRE6MdoaqOqbsXMYYY0z6s4Ams0TbUvN+2HvFjSocngaR74wyacBaa4wxJnoW0GSeqDoKq6ov+AIGArOB44D6QD3v/1nAoGQV1CSG7aTGGGOyVTx9ah4BLlXVqSFpn4pILu6hlp0TUrIssyMfps4HETiiI9TISV1ZrMXGGGNKZyeAmSmeW7r3ATZHSN8MtI1lRiJymYjMEZEt3usrETkuZHo1EXlcRNaJyHYRGSMireIoc0q9MhVaXQkD74MB97r/X52W2jKNqt/IdlpjjInA6sbMFU9QMwN4RESaBxNEpBnwIPBtjPNaDowADvFenwEfiEhXb/ojwMnAMNzjGWoDH4lIxvTbmb4AznkGBnWEuX+DH2+AgR3g7Kfh619TXTrbeY0xJpTViZktnstPf8U9vHKJiCz10vYGFgBDY5mRqn4YlnSriFwG9BKR5cAFwNmqOhFARM4ClgH9gU8jzVNEqgHVQpLqxFKmRHtiPOzXBF4+A3xeCPnKcJi1wk3r1SGVpTPGGGOyR8wtNaq6EOgBnAA8BjwOHA9096bFRUT8IjIMqAV8BRwMVAXGhyz7D2AucHgps7oZdyks+Foeb5kSYeFqOKLtnoAGwO9zab+uSlWpirIzE2OMsbowG8Rz+Ql1xqvqY6r6qKpOUFUt+5PFiUh3EdkG7ASeAU5W1XlAMyBfVTeGfWS1N60k9+LuyAq+UtoHp0Mz+HIRBAr3pAUKXVrH5iV/rqLZzmyMqcysDswOcQU1ItJHRD4UkYUi8qvXgbd3nGWYDxwA9AKeBl4SkS6lLZ49Y+IUo6o7VXVL8EWKnxx+1UBYuA7OeAVmr4DvV8CwV+D39XDVsaksWXG2UxtjKiOr+7JHzEGN169lIpCLu/z0BLADmCQiw2Odn6rmq+pCVZ2pqjcDPwDXAKuAHBFpEPaRprjWmozQqwO8egVMXgQHPgwHPQyfL4LXroBD90l16YqzndsYU5lYnZddJNarRiLyM/BfVX04LP164CJVLdc4NSIyCdcZ+BpgLXCWqr7lTWuO6yMzWFUjdhSOML+6wObNo6BuzfKUrHx27oKvvLudDusA1aqmrizRsHFsjDHZzgKasm3JhXoXAVDPu/qR1uK5+6k9EH7XEsAY4F+xzEhE/gV8jAti6uBu3e4LDFLVzSLyPPCgiKwHNgAPAD/iWooySrWq0Le0i2ppxgboM8YYk2ni6VOzDOgXIb2fNy0WewEv4/rVTAL+hAtoJnjTr8M9d+otYBruktcQVQ3EUW4TIzuLMcZkK6vfslM8LTUPAo+JyAHAdFyn3SOB83CXjKKmqheUMT0PuMp7GWOMMeVWUkBz0ab1FuxkuJiDGlV9WkRWATcAp3nJPwOnq+oHiSycSZ503nnt0pfJFhtXzWf+1P+xdcMyGjTvRKcjz6V2g5apLpaJwOqc7BBzR+FMky4dhdNRcCcuLbgJ39ETFXBEG1BZRWMy1aJZY5j84oU0qgUHtihk+hIfu7QaA698l73a90x18SqtSHVPaD2Trid7qZJpHYXjDmpEJAd3e3WRfjmqujTyJ1LDgprSlbUzRwoqgvkiBTzJYIGNyTS7dm7nzVs7c3yH7bw6HKpVgc074NjnfCzc2Y6ht32DiKS6mJVOaXWcBTORZVpQE884NR1E5Evc2DRLgEXea7H312SQ0B35ok3rywwgQvMHn/Sd7Cd+W2VjMs2KX6aQt2M7/x7sAhqAejXgroGFrF/1GxtX/pLaAlZC4XVd6F+rY7JHPB2FRwMFuGc/raSU0X1NZihth7ad3ZjYBQryAahTrWh68H1gV14Fl8iECr2MbnVcdoknqDkAOFhV7VTDVBjrPGwySfMOR+D3+3lsaoC7j3NpqvD4NKhdtxENW3ZNbQErKes7k/3iCWrmAY0TXRBjymKBjckUNes2pcexN3DPuPv5drmPXq0L+WSBnxlLA/Q555/4q+SkuoiVmgU02SuexyQcA9wN3IIb3XdX6PR060hkHYWzjwU2JhOoKr/NfIf5XzzLtvVLqde8M936X0OrzkenumiVlgUzscu0jsLxtNQEH1EwKSw9+PRsf7lKZDJeOo+BY0xFERH27Xkq+/Y8NdVFMVhAU1nEE9TYaYaJKLQFJZrWlPC7EazSMcYYUx7xjCj8eTIKYjJfrH1ewvNaJz5jTKJZXVK5xPNAS2NKlKgKJJoxc4wxBiLXO8keP8ukJwtqTMJZZWKMqUgVNbq5SX8W1JikSUTFUtpjGowxJpzVD5WbBTUmqRLRamOXoYwx0bCAxsTcUVhE7gReVNUliS+OyVYlPQQzWjakuTEmnNUHJlw8LTVDgN9EZJKIDBeR6okulMle1mpjjEkEC2hMJDEHNap6MHAQMAd4GFgpIk+LSM9EF85kn0QEJRbYmPIqLAywZvF3rPx1OgX5uakujjEmQWJ+TEKRD4tUwbXcnA8MAuYDzwGjVXVzQkpYTvaYhPRjQYlJpT8WTGXaK5ezef0KAGrUrMNBJ95J597npbZgJirWQlOxMu0xCeXtKOwDcoBquMckbAAuA5aJyOnlnLfJUlYpmVTZun4pE54+jf3rr+SLy2H29TC821amvXEDS3/8NNXFM2WwusOUJa6gRkQOFpEngJW4S1DfA51VtY+qdgLuAh5LXDFNtrHKyaTCL1Nfooa/gLF/LaR3e9i/BYz6CxzRzsdPnz2e6uKZUlidYaIRc1AjInOAr4F2wAVAa1UdoaoLQ7L9D2iSmCKabGWVlKlom1b/yp9aF1K72p40Eei3byFbVi1IXcFMqayuMNGK54GWbwMvqOqKkjKo6lpsDBwThfLe6m1MLOo2bst3X/vYsStAjap70qcu9lG7SbvUFcyUyAIaE4uYAg8RqYrrFFwvOcUxlZVVXKmhqqxa+BVzJj7Jr9+8ya68bakuUlJ1OvJcNucJp/5PmPMHLN4A14+Bz34tpHPfy1NdPGNMOcXUUqOqu0SkGhD/LVPGpKFYnzCeDfJ3bGH8M2ezauFURGqimsv0avUYcOlLtOjYO9XFS4p6Tfeh38Uv8/krl7P/QxsBqFo1h55Db6b9QSeluHQmnJ3smFjFfEu3iIwAOgEXqmpBUkqVQHZLd+ZJRXARWnlWluDmy1evY8FX76P6GjAYWAZyAVVyvmX4PT+QU6NuqouYNIGCfFb+Oo1AwU6a7dOLajXrp7pIJgILalKvMtzS/Sfgz8BSEflURN4NfSW4fKYSSnVFlurlV4SC/B38+s1bqN4EHI8bkWFv0NEU7NzGou/HpLiEyeWvkkOrzkfTpvsgC2jSVGXYD03ixdNReBPwTqILYkyoyng5qCLl522lMJAHdAmb0gLx1Sd3y+pUFMsYY8ol5qBGVc9PRkGMCVdRd0aFnxFWhmCqeu1G1Kjbkh1b3gNODpnyBVq4gcatD0hV0YyxVhoTt3haaoyJysJV8PwUWLYBurWCv/aBpnHcN5curTaqyvJ5k1g8+yMKCwvYu+tA2uw/GJ8/83Yjn8/Pgcddy/Q3bwT8wGnAfMR3Dw1aHEirzkfvzrt1/TLmT3+ZreuWUL9ZBzoedia16jdPVdGNMaZEcT37SUROxdWCe+Mek7Cbqh6UmKIlhnUUTo33Z8JfHhWUOkBXVL+jbo0An90a4MC28c0zmYFNWR2FtbCQKS9dzm8z30Z8nYBqaOEPtOjYl2Mvfw1/1WrFPpPuVJWfv3ieWeMeJm/bKsRXhbYHnMgRp/+b6rUbArD858mMf+ZstDAHtAcwC39VH8dd9RZ7tT80tV/AZCVrpUkvWd9RWESuBl4E1gAHAt8C64H2wMcJLZ3JSNvz4Oyn/QQKTyJQuIpA4XQKdTlb87pw3rN+4n2GajIru7ICpkXfj+G3mW8Dr6CF89DC2cB4/lgwlXlfvpC0ciWTiNClz4UM/9cPnP7P2Zx9/6/0u2DU7oAmUJDPlNFXUBjojRYuR/ULVJcR2NWdKaOvRAsLU/wNTLaxgMaUVzx3P10OXKyqVwL5wP2qOgD3rCcblM/wyRzYlhdAeQio4aU2IVA4kjlLAywsRx/UZAc2JQU3v818F5HDgDNxdwoBDACGsvCbzL7pz+evQp1GrYvdwr1q4XTytq0G/TdQ20ttgOrdbF3/G+uW/VDhZTXZI7gvh/81pjziCWr2BqZ7/+8A6nj/vwyckYhCmcyWuzP4X8OwKa7S2p5XvvmnovLblZ+LaqTlNmJXfm6Fl6ciFOTv8P6L/DvumW5MbEIDmXToL2eyRzxBzSqCtRosAXp5/7djzymsqcT6dnGXNuDpkFQFnqJxnSp0bVX+ZYyq36hCg5tWnfqATAB+DUldg/j+j9ZdjqqwclSkvdofis9fjeK/49NUqVaPxnvvn6KSmUwW3n+tovdlk93iuW3jM2AIMAt4HnjY6zh8CJDZ7fAmIVo3gusGKQ99fDPCtyg98clYCnUa958BVRN4s1BFnentd8Q5/Dz1FbZt6IUWngdUR3yjyanhp3v/K5O+/FSoXrsRBwy6jllj7wP5CfRwkM9AJ3DIkH9RtVotAAoLAyz46lV+++ZVduVupHH7I+ne/wrqNd0nxd8g/RUGCvhl2v9YNON1du3YQpMOR9Gj35XUadxmd5687Rv5afIzLJ79KYjQ7sDBdDv6kowc8Tk8eLFgxiRaPI9J8AG+4CMSROQ04EhgIfCMquYnvJTlYHc/pYYq/PczePzTKixdD91aKzefGGBIku6Nq4jAZsfWtXz/8QP8/t1YtLCANvsP5MBBNxQ5AGUbVWXht2/y46RRbF23iHp7daDHgMt3PydJVfn8pUv5beb/cVwnoU195b2f/GzMr8bg6z6mUatuKf4G6UtV+ey5c1nywziO7wIt6yrvzPWzLVCLwTd8QoNm+7EzdxMf3H8cW9etQPVUIIDIO9Rvvi9DbviQnOp1ylxOOrEgJvNk2t1Pcd3SnUksqKk87Np8xVv12zd89NBgXhoG5xzi0rbkwaGP+clt3Idjr3g7tQVMYyt+mcLHj5/CW2fDX7wreRtz4eBH/dD6OPpd9BKzxv2H78c9hur3QEfvkz+CHMyfTr6d7v0y58niFtBkpkwLaqK6ECAiPaKdoarOib84xphMsmzueJrUqcJZB+15tm3d6nDF4QGu+WAyhYFd+PxVU1jC9LV07nhaN6zCqT32rLsGNeGSPwW4bfynqCpLfhiP6lD2BDQA3UGPY8mcTzMiqLFgxlSkaHs3zMb1ECyrI7Dihic1xlQC4vMTKFQKtehdB/kF4K5U270DJfH5qrAr4C7VSshqyg+A+Nza9Pn9uJEzwkg+4kv/qtYCGlPRor37qR1ucL12ZbzaJ6GMJgkChbCroOx8mcQq0IrX9oAT2LA9wGNT96St2gKPTffTpsdxGfkIiYrS9oATWLW5gGe/3pO2fBM89ZWfNgechIjQ7qATQD4AZoR88gvQ8bQ78ISKLrIxaS+qGkdVlyS7IKZiLF0HN70O73wrBAqVvl183H9GIYdYOGri0Lh1D7odcxk3fPg0L8/y065BgE8X+PBVb8DgoXemunhprWm7nnQ+8jwuf3c0z8/w0apeIeMX+KhaqzF9h9wKQOfe5/P7dx+ybulhQD+QAOhnNNv3CPY77MzUfoEy2EmGSYWoOgqLyInRzlBVx5SrRAlmHYX32LANuo/ws3pzYwKF1wG18fuepqr/Z2aMLKRb61SXsPyss3DFU1WWzR3Pr9+8Tn7uRpq2P4zOR/2VmnWbprpoaU9VWTJnHAu/eZNdeVto1uFIOvc+n+q19wQEBfk7WPD16yyZ8wkiPtoeMJgOh56e1s8bs4Ame2RaR+Fog5poH/KiqppWF3otqNnjPx/BiDeqUqgLcQNDA+RSxdeJ0w9bxivp3+ewTBbUGJN6FtRkj0wLaqLqU6OqvihfaRXQmKKmzodC7cuegAagJgWFw5gyLzvuULHRSY1JLdv/TCrF85gEk6Ea1IIqvkW4m9T2EBbTsHZ2j1dkjEk+C2hMqkU7Ts3VwH9VNc/7v0Sq+lhCSmYS7tze8NKXC4F7gL/jfv63gXe4oG+0VxgTSxXmr4QtO6B7a6iRk5j5xvv4hC1rF5G3bT31m++XcaO1GmNMZRdtn5pFwCGqut77vySqqlHfRyMiNwN/Bjrhnvg9Hfi7qs4PyVMNeAD3BPAawCTgclVdHuUyrE9NiH+8DXe/D35fXUSqURBYy9BDhLeu0oQ+kykac5bCec/A9969dQ1rwZ2nwFXHJmb+sQQ1W9ctYfLoK1iz6CsA/FVrs/+AKzhw8I3ewzmNMaWxVprslGl9aqK9pbtdpP8ToA/wJG4Qhiq4JoTxItJFVbd7eR7BPUBzGLAeeBD4SEQOVtVAAstSKYz8C5z2J/i/b7ewswAG9YA+nZWKPm5v2Ab9/wUt6sCY86FZHXjuW7j6f9CoNgw/ouLKEti1k7GPnsL2TT7gLWAfArveYNa4f1O1eu2MGLXVmFSygMaki5jPzUWkhqruKGFac1VdGe28VHVQ2OfPB9YABwNfiEg94ALgbFWd6OU5C1gG9Ac+jbX8Brrv7V6p9PJU2JQLP1wHzb2HDffcG1ZshgfGVmxQs3jOOLZtWAT8CAQfwHgQsIEfJjxFt6Mv3T3CqzHGmPQVT039vYgUe9ayiJwKlPe5T/W8vxu8vwcDVYHxwQyq+gcwFzg80gxEpJqI1A2+AOsYkYZ+Wg7dm+8JaIIGdoSfVlRsWTat/AXxt2BPQBN0LHlbV5Kfl/YtrsakjLXSmHQST1AzAZguIiPEqS0io4GXgH/GWxBxHRceAqaq6lwvuRmQr6obw7Kv9qZFcjOwOeQVVd8bU7HaNoH5a2BzWJvft8ugbeOKLUvthntDYCWwNGzKN1StP8Jw9AAAIABJREFUVo+q1WpXbIGMMcbEJeagRlWvAoYC1wBfAD8A+wM9VfXxcpTlCaAHrkNwWYTw+5L3uBfX4hN8tSpHmUySnNvb/YCnvwI/rYL12+H+yfDa93DFgNjn98MSeGYivPU15O6M7bNjj76a+rV8+OUU4DtcLPwsyON06XN+pX9+UWFhgGU/TWLeF8/zx/wv0MLU3CmXblSVNYtmMu+LF1g8+yMCu2Lc8LKAtdKYdBNvbT0eeBe4DCgAhqjqvHgLISKPAycCR4Xd1bQKyBGRBmGtNU1xd0oVo6o7gd21i925kp5aNoT3r4czn4RuD7g0n8DVA+HKgdHPJy8fhj0hfPCd4mL0QurX9PPutQFoGd086tSAT/8eYOjD3/PHxkN2p595uJBz/N+jL0wW2rJ2EROf/gsbVi/CJ1Co0KRVZ/pf9ha16rdIdfFSJn/HFiY8ex4rf/2c4HZXvU5zjr3sfzRpU+zqfNLEO3SBMdkqqlu6i3xAZB/gNdzlnwtxdzD9DXgMuFVVd8UwLwEeB04G+qrqr2HT6wFrgbNU9S0vrTnuktJgVS2zo7Dd0p3edu6CiXNhax4c2RFaxXjid+Nr8NC4HAr1BeB0YAk+uYgaOV+w7PEADWpFd2v3qPqNKAjA5Hmwdgscug/s613grKwHDVVlzH29qZO3gNfOCHDo3vDF7zD8NT/StCfHXTs21UVMmc//dyULZ4xDC0fjzsd+QeSvVKu1mGF3z6JK1eoVUo5UBjXWSlM5ZNot3fH0qZkNLAL2V9UJqnobcAxuvJlvY5zXk8BZwHBgq4g08141AFR1M/A88KCI9BORA4FXcLepTIyj7CbNVKsKxx8Iww6LPaAJFMIzk/wU6nXAmbiGx30o1NfIzYc33JAzUVe+VfwwoLu782rfknpsVSJrl8xi7fKfeebPAf7UBkSgzz7w8JAAK379ms2rF6a6iCmRv2MLC2e8gxbeirsS7wO6oPo/8ratZumcTyqkHMHt2oILY/aIJ6i5XFWHqeqmYIKqTgcOBGbFOK/LcP1epgArQ16nh+S5DngfN4DINCAXd7nLxqip5Lbnwba8AK5LV6hmVPE1YfmGPSnlqfgr60Ejd5MbnWH/5kXTD/Au623fHPXoDVll5/aNaGE+xbe7DojUrBTrpbLuEyb9xdNR+OUS0req6gUxzktKeI0OyZOnqlepaiNVramqQ1R1WazlNtmnTg3Yu1EVYEzYlNnsCqzigDZFU8sb2FS2irxhy64AfBjWW27MT+Dz+anfbL8UlCr1atZvTk6NhsCHYVM+QzWXRt56S6ZUbYuVcT8wmSXu2zpEpAvucc+hT+tRVQ3f041JChG4bWgBFz//BlAbdxVzEX7frfw/e+cdHkXVxeF3ZjcVCCVA6D30Jr03lS5FQfxQUQQUsYAiooCAiqCgIIrYFZSigCLSBKT33nsLvSRAet2d+f44WTcJbRN2s9lk3ufZB3KnnZ2dmfube08pW8hE17q3D+bdyQchPQ9p27o5wc8moFBZytXpwmuLlhAWo9GkDKw5BR+tVqnYuDf+AYX/W/fW5WOc3PE7ibERBJVvQNk63TLNrySzMZm9qfnoIHb9PQ4wIS6Bh1HUsQSWqEvRis0z3abM8K0xxIyBJ5ARR+FywEKgBhKVawsv0gF0XTc508AHxXAUzt7oOny5Asb+aeJWjBUFaFdT5fv+2j19dFJ2ABl9WOcEYWNJjGXbgpGc2j4XiyUJb28fgps8T4PuYzGZ5X3m8Lrv2Dr/XQJzmyiSR+HwFQuBRYNpP3gJfnkyOelQJqFrGvtWTuHAyq9ISogARaVMrc40+9+n+OZ2bed/r+vVVdekIWhyLp7mKJwRUbMYsAIDgDNAAyAQqcn0lq7rG51t5INgiJqcQaIFTl+DArkhKO/91zdETfpIjIskJvwyufIXT1W9POL6GRZ80IDXm+lM7ATeZth/Gdp8a6Jgzado8cwXbrTa9VgS44i6eR6/3AXdKmZsOBrpl95r1xA1ORdPEzUZmX5qDLTRdT1UURQN0HRd35RccfsLxGHYwCBT8TZDFQfz0oD9wZ7eh3VOEjIp8fYLwNsv4Lb2M7v/JJePyoSOVryTnya1isHgplbGrZ1P896fZ+u6WWZvP/J7iG9RRqdODUFj4Elk5GljAqKT/x8G2DJwnQM84+42MMB4WDuDpIRoAnwVfNO8HhUJgKSkRDTN4h7DDFJhCBqDnEJGRM0hpJwBwHbgbUVRmgKjkekoAwODHELR4GZcDrew6oS9zWKFn3aqFC1X9z+/GwP3YEQrGeQ0MjL9NA7Ilfz/UcASYCNwg9T5ZQwMsh1GWvrUlKjShuIVm9Bt5jb6N9AonQ9m71PZf1mh/Wvvudu8O2K1JHJ8y6+c3rUIa2I8Jau3oVqrAS73iXlQ0jNdeqf10nPdGkLIwFNJt6PwHXeiKAWAW7ozduZkDEdhA2djiJrUJCXEsO+fzzi9bRbxcVEUKdeAWh2GUzS4ibtNuw3NauGf6f/j8rF1QEcgAEX5G/98Bek6bBn+eYPcbOG9eRCx4eh1awgag5TkBEfh29B1/eb91zIwMMiOePnkon7X0dTvOtrdptyXs3v/5vKxNUhNXikHr+shxEbU5cCqL2jU4yO32ucqDEFjkFPIvmEJBgYuwnjwey7nDixHUepjEzRCGXTtGc7sXeYus1yKo2HexnVtkB1wykiNgYGBgSegKArJeULToKH8l0c052AIGYPshjFSY2BgkGMoVbMDur4LWJ6i9QyKOpuyD3Vwl1kOk15/rrutb4zMGGRXjJEaA49n1UH44E/YegoCc8PzLWDM4+Dv427LDLIaZWs/xsmqj3LxSCdQ2oIegKIsIVf+otRqN8Td5rkUQ8QY5ASMkRoDj2b5Pmj/CWiJMKUL9K4F01ZCl89A01x3XKOD8ExUk5m2A3+lWe/JFA2Op3DZC9TpNIRuw1fil6eQu81zKs4oBWJg4GkYIzUGHs2o+dCyHKx6CUzJEv3RitDpR1hzBB6p7l77DLIeqsmLyk37ULlpH3eb4jJsgsYQMwY5DWOkxsBjiY6HPSHwXD27oAHoUFnS9K8/6trjGx2GQWaTnuR7xvVpkBMxRI2Bx+JtBh8zXIlK3R6dAJHxEODnehuMjsMgszCuNQOD+2OImmzIlVtw4DzEJrjbEtfibYZejWDyBth/Wdrik2DoYkiwwFON3WtfTiPm1iVuXjqCNSmbX3hu4NuAQI5dhhNXIOvlbTcwyDoYPjXZiKvhMOAHWLpPHnx5/eCtTjCyGyjZNAXHpN6w+yzUngxVg+BypIzSfNcfSmbSi21OrwcVFXaO9b8O5uqpjQB4+wVSp9NQqrd+yc2WZQ8uHllDhXlmzoZKxfOKRcx8289Cq6puNszAIAtiiJpsglWTKKDr4fB9D6gSBAsOwHsLwNdbxE12pHBe2P0RLNgBW05AYB54thkEF3G3ZTkDS2IcSz7vTmyECZgFlCIx7le2LRiBt29uKjZ+2t0mejSvhAdS/2sFq94aeBuwcuraeNp/spV9EzQqF3O3hQYGWQtD1GQTVhyA/edh86vQpIy0NSkDsYnw6RIY0h7MJnda6Dp8vODppvIxyFzO7l1EzK1zwFGgcnJrc+AWe//5ItuIGneNxk1eDlACXV8OeAOg6a2xaqX5YkUo0/tmukkGBlkaw6cmm3DgPOTzswsaG52qwLVIuJ7la6t6Ljl56unmpaOopvLYBY2NTkSFncoW/jXunF7cc9YLi9YRm6AR/LBobdkbkk3fUgwMHgBD1GQTSgZCeBycSfPs3XsJ/L0hfy732JXdycmCBiBX/mJo2gUgLM2SPXj7F0Q1e99pM4/BnRFH3+cLpEwhCyZ1Z5olOmZ1J6ULWt1il4FBVsYQNdmE7vWgcAA8PQcOXYEkK/y2Fyauk7IBfh7ct4RGwpzN8PtWCI/J2D50XXxuZm6AzcddF0GS0/KDVKjfA5PZG5TewEkgAfgRlG+o1vL55AKSjhMZFsLJ7b9xbv8yLEnxrjA5XQwIv+EW4Wq7hgY9qmPV9iD+NLcQ8fg6Fu0ELz+S6WY5zIUbMGsT/Lkz+0dhGmQtDJ+abIK/Dyx+Cx6fAjU+s7c/9hBM/J/77HpQJi4WZ+dECfzA3xs+fxYGtHF8H1duQdfJsPOMva1eWfjrTShewDl25iQhkxLf3IG0e/lX/v2+P4lxFf9rL1+3B7XbD3V4P5pmZfNvwzi++RdsVbS9/QN5uN93FK/cyslWew4da8PHT8GoeZ9i0SYB4GVS+expaFnFzcbdAV2HobNg6grQkl8c8vnDzIHQpa57bTPIGSh6Nk96oChKABAR8T0E+LvbGteTaBGn4WsRUL8c1CrtbosyzpI98NhnMLQlvN0KkjQYuxJ+2A5bxkLjYMf20+pDOHUFfnoSWpaHjWeg7zwoUxg2jnHlNxBywhSVJTGOC0f+JTE2gsLl6pO/SKV0bb9/5efsXDQemAz0BS6BMhiTeTO93t+Jf94gV5id5bibOL4WIfe1AnSoDQXzZK5djvL1vzDoZ/i4IwxsDGExkjdq+XE4OgnKFXa3hQbpJTIW8g4AIK+u61neO9MQNQZZlo4T4VY4bH3N3qZpUGkiNKkMM1++/z6OXIRqw2FBH3iipr194UF4fCYcmAA1Sjnf9pTkBFHzoMx+tyZxke2BH1K03gKlGA26vkPNR1+726bZEk8d+asxHKoUgHkpymrFJECJcfBKWxj3pPtsM8gYniZqDJ8agyzL+TCoVyJ1m6pC3RJw3kGdYFsv7X7ql0y93JV4ageVWei6TlzkJaB+miX5UdXyRN+84A6zDDLA+RtQr2Tqtlw+khgzM+41AwND1BhkWWqUhFUnwZIiyCMuCdadhuol775dSqoWl2zK/xxP3b78mLRXLe48e+9FTnMgTg+KopA3qAqwPM2SEDTrUfIXyzqpc135G9quEU++TmqUlHst5QTA9SjYfRGql7j7dgYGzsJwFM4iJFng7z2w6bg41j3dFCrk8Ky4b3SEJmOh2wx4s4X41ExYDZEJ8Oqjju2jVEH4X2N4czHEJIpPzYYz8N4/0LMBlM3kOf60HdbdpqZiI65ycsc8YsOvEFiiOuXqdsfsnXr+9Oblo5zZvRBLYizFK7WkeNU2qKpn5i6p3e411v8yCHgRm0+Nor6HT64gytd/wqXHdvQ3SZuvxpIYx9m9iwg7vx//vEFUaPAkufK5J8VvkgX+2g2bT0CBXPBMM/f4rwzrBN2mQJ+58FJjuBEDY1ZCbl/o2zLz7THIeRg+NVmA8Bho+7FE51QoCKExEBUP0/vCSw+72zr38vduGPwLhCSnQalUFL7uC62rOb6P2AR4dQbM2iyh7mYTPNMEpj0PuXxdYbXj3KkDvXD4X1Z99zy6FRS1NJr1OLnylaTzG3+Rp6B4fu/7ZzK7Fn+EogYCedC1EIoGt6DdoDmYvTOhPLkLOLzuO3YvmURi3E0ACpWuT8s+X5CvSMX7bJkx7jQi4qj/U/StSyyd0p2oG6dRTZXQtQsoqpWH+/1A6VodnWaPI9yMhtYfmThw3oqXqQyaHoqux/Bdf+jXKkO7fCB+XAcjf5eknwB1y8IP/aF2mcy3xeDB8TSfGkPUZAEG/Sx5WJb1k4zAcUkw9G/4dhuc+AzK54zAj7ti1eDwRTCp9umkjBAWBSGhULogFApwro3OYED4DZLio5k9ogaWxOagzwLyASdQ1PYUrVCajoP/IPTcHhZNfBQYCYwGvICVKEo3and4nbqdhrvzazwQlqR4wq8cx9svgIBCZV12nLsJCEdHaVZM783Fo0fQtX+AqkAk0BeT1wqennAIb7/0X2AZFTUDfoCf1wdg1VYCDYE4YDCq8gNnpuiULpSh3T4QiRa5Z3P5SB227FpQNyfgaaLG8KlxM7ouSapebWIvceDnBZ91gdw+MGeLW83LEphUqFkKqpV4sIdjwTxQr5z7BI0tkdudPiCd2vlDK7EkRIL+FSJoACqia2O4fGKdTEttn4eilgTeR9LnK0A7dL0PJ7b87pbv5izMXr4ULFXLLYLmbuukFTTx0Te5cHglujYSETQAAcA0rEmxhOxbkmpbV/rIWDWYtUnFqr2JCBoAP2AKiuLL3K0uO/Q98TbDQ2WgYlFD0BhkLoZPjZuxajLVVDJf6nY/LyiYK+MZdA08C1unmRj3M/KuUTTNGiWSl0eSGBcBFAPS+s+UIDE+wrWG5gBsIiStsLERkiT1yCGtt3phUHxIjItMt5DJqPCxWCE+ScN2fdjxR1XyEh4bl6H9Ghh4KsZIjZsxm6BxBfh1twgcGxvPSB2n5mnrBBp4LCmjW+72Bh9UvhGgAbNTtOrATHxzFyGgUFmKVGiMru0AjqRYJwFF/Y0iFRq59Dt4Ko5GFjniZ1MyEPzzlgBmYMt+LMwDPZ5pD41Mt20ZxccLapc2oSozkevGxjqSrFdpnr4ciAYGHo8xUpMF+KAntP8EWkyHZ+rA+XCYvgUaVYDOD7nbOgMbCUkwcyP8sUMEaKeHYEBriezICHfy3yhQrArl6j7BmT0vgb4LqA38DSyhXpcpqCYvKtTvwYFVXxN1oyW69goQiKL8hKKcpk7HL9JlQ9SNCxxZ/wPXz+7BL6AglZo8Tclq7i8qlLKjv5fz7r18Y5w17ZN2PyYV6nd9l/W/vAJKFOjdgUOoyjc8Vkehblm70Lmf47EzbJzQy0rHSZtQlWZo+rNACCZ1GvXLmWhfyyh6aZCzMByFswj/HoIxC2DLScjrB32aw4c9IW8WtjknkWiRDMdrj8AjweBjlnwc1UrA+lHpu7bu19Fp1iT2/jOZo+tnEh9zjbxBVXiowxAq1O/x3zpxUaHsXDSO07sWYk2KpWhwc+p1GUFQubQJ7O7OjYuHWDK5C5YkE7rWFkU9jq7t5aEOw6jb+R3Hv5CTcTTE+n7buZIB4Tc4s2cRe5dN5taVQxTIbeLlh628111GT1Kudzecae+KA/DefBM7z1jJ42vihVZWPuwBeTwzEM4gC+FpjsKGqMliaJo41hnOdVmLn9ZB/x9g9UvQuoK0HbwCDb+Ad7rA6Mfvv4+MlEvQNOs9c8/oug66jqKmfyZ5yZSuXDsdjq5vxO6U/AEwhp5jdpK3cLl7bm/rlJ1dBuJBQq3vtr2zSencrWmS6fpOy++EK+0znh8GzsbTRI3hU5PFUFXjgZQVWbgLWpe3CxqAGkXhiRqwcOf9t89ox3+/ZHqKomRI0CTERnD11CZ0/Q3sggZgGIrix7kDkt33Xh1wysgtZ/Gggsa2vjPsulOEWkpstjp6+jMjW7Dx/DDI6RiixsDAAaya+FKkxayC5oGDnbpucypN61anyid5eWYX47yXeHCnHWltSI9Nnl76wMDAkzBEjYGBAzxWB1afhB3n7W2nwmDBQVnmafjmyk+hMg1QlC+A2BRLvkLXYyhZo63bOuKUIyMZHXXJKiIiq9hhYJBTMHxqchihkfDBQpi/DRIs0L4mjH0CKrmnZI3HEJcIbT6CPSHQtao4Ci88BCUCYfMYCMwjHXCbI4G8MUvhWoSKqqjUKZvEwiHwvinrlSi+fnYXS6c+jmbNh651RlGOo+vrqNZ6II17fASIz86JrbM5uPo7om6EkLdwMDUffTmV03JWwhARBgbOxdN8agxRk4OIioOGo+FqOPSrLxmLZ+yCiATY8YFRQPN+xMTD9H8lpNtihc514PV2UCC3CJpTO/9g3YyBQHngOeA68D0mb7OkzvfN7d4vcAduXT3OodXfcO3MHvwDClKp6dOUq9sdJdkxY/eSCexd/inwONAElDWgL6Ph4x9S4+FB6TpW2sy8zsQQMwYGrsEQNVkMQ9TY+XIFvDkLDr4FlZMr+IbHQbVPoUNt+OFF99rnyQwIv8Gs4VWJj84L7AVsF9tWoAlVW/anyZOfuM/ADBAXFcacETXQtbeBD1MseRWz9688PeEgXukQao7mnkkvhqAxMHAdniZqDJ+aHMTqw9CyvF3QAOTzg161YM2Ru29n4Bjx0WHA89gFDUBjoCqXjq5zh0kPxPUzO9C1RCCt2n0JS2IkYRf2Z3jfrkqMZ2BgkLMxRE0OIrcvhEZLEc2UhEZnPCuuQUpUICxNmxW4QTm/Ux4XBWP2sYmztN8pFAAvn1wO7+tO3/tBz8eDbOuKcHQDAwP3Y4gaJxEaCaevia/FndB1uHBDPu6a8ftfYzhwBb7dardhzUmYd0CWGTwYgSWrAN8CtsQ1VmACcI3X2qVe15IUT8T1MyTGZZ3R3LQioWhwU3zzFAVlGGCz8waKMpI8BYMJLFHTJcd11TYGBgbZH7f61CiK0gIYBtRFyhJ313X9rxTLFWAMMv6dH9gOvKLr+uF0HMOlPjXnw2DgT7A8eSS+RAH4oAf0bWlfZ+MxeH0m7EsOB36oNHzxHDTL5GJzug6DfoZvVkO5QMjlLVlx21SFJcPAzztz7clunA+DSm+ZiU+yADWQEY4rNK8EG0bLOpom0Wfjl+YlKSECRfWmQv0naPzkBLx987jN9rslvbt8fAMrpj+NZlVBqQ76fkzeXnR8bT6Fy9Z7oP3fCVeVREiZATjlMQxxZGBwbzzNp8bdoqYD0BTYA/zB7aJmODAScVQ4AYwCWgCVdF2PcvAYLhM1cYlQYzgkJcF7j0DJfDBjJ/y2D357FXo1hqOXoO4oqF0UhiYLnU/Xy4jJ7o+gciaHUus6rD8K87dLSHeHWtC1rlQLN3hwImNh+G/iv+TvDQHNp1KpyTP/dZ6j5sH4RQo6bwAdgT0oyjiKVapPh9fmucXm+2UNjrl1iRPb5hIZepZ8RYIJbtQb/4DCd90mo8dKe9wH2S499aMMYWNgcHcMUZNBFEXRSSFqkkdpLgOf67r+SXKbD3ANGK7r+rcO7tdlombmBnj+WzgyDKoESZuuQ+cf4WIM7P8YXvoRlu6Gk++AX3Khu9hEqPAxdK0PX7/gXJsMshYpO9MpvoEUftlEXOIwZFrKxnzgSboNX0PBUrUy1T5HOnRX+p7cq8r23Zbfa9m9uNv3MESNgcHd8TRRk5V9asoCRYCVtgZd1xOA9UCTu22kKIqPoigBtg/gsjH9veckksgmaOT40K06HLggqfX3hkC7SnZBA/IG366iLDPIOfQ5uY64RCvQNc2SbgDcuHgw0226H+5ypr2XE3FGRYghXgwMsj9ZWdTYUsFdS9N+LcWyO/EuEJHic9H5pglF88H5cIiIS91+8CoEBUitoKL5xG8lLQevQrH8rrLMICviF1AYUIBDaZaImPHPm/WyH6ZXCKQnosldkU9pMaKgDAyyD1lZ1NhIOz+m3KEtJROAvCk+JVxkF882k2KGz/0GlyIk8unX3fDtNhjQRtZ5sQ3svACjlkNUvHxGLIPdF2FAa1dZlvM4HwYLtsOawzJCllVI2fn65w2iVPX2KOpIYDVyGR9BUfvjn68kxSu3couNZ6+Lj9X6o+LInJb0CJV7hUonxkdx7sByzu1fxmfed97fpZvyO646CEkWh7+Cw2T2aI2uw47Tcn4Pu+z1ysDAwEZW9qkpB5wG6ui6vjfFeouAcF3Xn3Nwvy6Nflq8B57+SsSKlwmSrNCjAcx+BbyTCyB3+wz+3iNTUyAPuq71YOEbzrcnp2Gxwss/wY/rFWzXcslAM38OsVCvnJuNSyZlJx8XFcY/X/2PGxf2gOIDegJ+AcVo/8pcAktUz1S7rJZEkuYVY/Zm/b+3hDKFzCx600LNUvfeNr2jGye2zmbLvJFYEsW/389LZcqzGi89LMs1DYbOhi9X2kVp8fww91VoXjldh3KIjPrlpIfzYfDE57DrrL2tQy35TnlzeHZzA8/B03xqsrKosTkKT9F1fWJymzdSUCdLOArbiIyFRbshPBaaV4LaZezLNhyFluMAegG2TusAMJ8N77nmgZ2TGPsHfLDQhK5PBv4HnMWkDiLAbx/nplrJ4+duC28XALquc+XkJm5eOkLu/MUpWb0tJnPmx9NvXziWw6u/RtO/AHoCJzCpAwnMfYSQqdb7hvg7KmyundnB4s86An2A95AB4gnA96wZAa2rweRl8NYcmNABnq8PlyPhjb9h72U4NRkKBTzIN818dB3qjYKbkfDNE9CgJKw8AQP/gEdrwLzB7rbQwMAxPE3UmN15cEVRcgMVUjSVVRSlNnBT1/XziqJ8DoxQFOUkcBIYAcQCczLf2rsT4A/PNr/zsi9XKpjUili1ucjMGYCGWd3HV6tOGqLmAdA0mPqPCV1/BXg9ubUQVu1PwmPK8Ps26J8Fp/gURaFYxeYUq3iXiyYTsFoSObNxOpo+DHg5ubUgVm0B1yMrsXAn9G56733YRjnuJ26OrP8RRa2Irv2Efcb7W0zqJr5ceYzW1XS+XAF96sLw5GnboDywoA+U+BB+3QRvdszoN3UPW09KRfdVL8IjFaWtV224FQuvLITLtwyfOgMDV+BWUQPUA9am+Hty8r8zkdw0EwE/YDr25HttHc1RkxU4dc2EVWuGXdAAqFi0Zpy8ehZwgeNADiE6HsJjrUCjNEtKYTYV4WzoHTy0DQBIiA0nJuFO564iZjUfZ0PDHd7X/QpVRoaeR9caktqFT8GqNefk1ZPouoWQMHinZertCuaC4EJw5rrDpmQZzkolCRqXTt3euIz44Z0PM0SNgYErcKujsK7r63RdV+7weT55ua7r+lhd14vquu6r63pLXdfTho5kaaqXsGBWV5FavCRhVv+leglD0DwIuX0hKK8ZcbpNyXGSrFeoksmJDe/Eg0TWuNLfwzdXfrz9Arn93O3HooVnOCnknZyK8xcLxqyuBpJStMp9UaOkBUWBykXh35Op93UxHI5dI0v8junFZnPa7/TvCfG9Kx90+zYGBgYPjrtHarI9QzrA3K0XUOiGzghAR2E8OhcZ3N7d1rmWc6Hwzu8QEgp1ysBHT0I+x2sg3hdVhbc7Wxg6+0egENDGIk4hAAAgAElEQVQbOINJHUpQXhNPNLhLIS4XousSgbX2iIiuEY0CGe+dfmFjEwaOTvGkF9XkRY2HX2T3kk+QQVCbT80blAw00aXOg527lMJmX2eov11BoQs6owAVhQloeghDOsg6QzvBgB9gyCLoW1+iCd9dBgVywzPNHsiUDKHrsOk4rDwIvl7QsyFULOr49nXKQqsqMGAB3IqDhqVgxXF4bwU819w9PkKxCTBvGxy/IqKqVyMy5HN25CL8sVOCIjrWgoYV7EEQIOdu3RHJqp3LRzKrl8tYAmoDg3STZRyFXUVmOArfj792wcCfzFyLkJGZInnNfPOCha6Ol87xOKavgsG/yAMuKI84fvqaYcU70KKK846j6zDmD5i0RCU+ScJm6pQxMfdVa7o6IWcQlwjdJ8OKg1AkQCLi4pLgiz6wr0H6RMm9MummZ/t7baNrGgVWFGLqPyqJFjl3DcvLuSvr5E5o8R548QczV5PvgcIBZr5+wcLj9ZNt0WHiEvjoLzlvALVKwa8vQ437RGI5myQLPDUN/twJhXPLbxiVABN6wTtdHN/PjSjJOL4kOXbTbIJnm8JXfTO/ztqRi9BmvIlrERpepqJYrFfIn0vl3xFWHirj+H5GL4APF4JJzY2CFxbtFv9rovDryzomFRKS4PEpsGy/3APRCRCTCFOeIdu/xGVXPM1R2BA1mYTFKo6DIKMW2bnWUnQ8FHhR3k7nPQtFA+DIVej4I0Qlwo3vnH/MiFg4eAECc0OV4s7fvyOMXgCTlsD8Z6FTFekMhy+FaZvh4McwNU/6RUlaHiTV/93qKd2KkRwqhfJAJRdO9djuAV2Xe8DrDuPE0fGw/5yEPFcrkXoEILP4dCm8+xvM7g09a0mNtPdXwcdrYOtYaBScvv2FhMKFGxBcBIrkc4nJ90TXocY7Jo5droBVWwqUB85jUrtSMvAQpydbUB1wRFh9CB6ZAPABMBwZ6J8FPM/XfXUGPiKCZ9xfMO8Z6FIN4i2Sl+vzjbD3o9SRoQaegSFqshhZRdTkJEbPhw//gkNvQbUUSXLn7oXes2HTaGiayRXKM4NSr0HnSjD9CXtbogVKjIO+reCT/0mbIyMu9ysy6ei6Bumn+ttQOwhm9ba3aRqU/xja1YZv+rnPtoyw/xzUHgGwDOiQYskmoDkbR0MzB+7HZ6fD3K2VsGpHSRn4oNCFOmWXsWuclfJDoE05+L6nfTuLFUp9BE81hcnPOOUrGWQiniZqDJ8aA6dzJTlwpmyB1O22v0PCsqeouRF9+3f2Nkv19hvR9rb7TQ1lRpkBg7tzM+b231FVoUz+1L+jp2C3OW02yrKy3MFY0rAosGoVSB3JCTrlCYtSASs3oqFcmnNnNt1+DxgYuApPKJNg4GH0aCj/zt6Tun3OXjCrklU1O9KkIvy+X95MbRy+CnsvQeM7TFmkp/yAM7YzcIzGwbDggEw72Qi5CZtD5Df2NGqXBm+zCsxOs2QOqqJQv7xj+2laEVTlXyBlqoRYzOp8WlSWyDbbPZCU4h44fh12XYAm6Zy2MzDICMb0UyaQkASzN0vWYUWBLnUkosM7G4+TlR8C52/Aq02hXklYdlRETYdasOxtd1vnGjYchYfHQ4NS0K8BXI+GKRugQB7Y/RH4+9x7+wHhNxwWK5oGf+2G37ZATAI8XB36t3LNNT55mfhJxMRDgB+M72WvbZYV2XQcflwHV8MlCunlh6FEOjTg7rPQdCzUKAovNoSIeJi6CUxm2DfeuRF8mcWI32HC3wrwAtAG2ITCNwx6VGfa847tIzQSqg83cSO6KFbtTcAfVZmGt/kIu8ZpVCsBW05Aq3FQr4TcA2Ex4k+Txx/2jJeIQAPPwtOmnwxR42LiE6HDRFh/DFomj/6uPwOtKkvn7pv52fEzheh4aP8JbD8FFg18zNC9PswehENOiZ7I1XCoPUIlLErDqomA1XV4ugn8Osh5Tq+6Di98CzM2Qv2SEOgPq09B+cKwYbRzw4W7fgqL90LhPNCkNGw4IyHKzzaDGQOddxxnMWU5vDlLkvZVLQxrT8v0x5qRUKv0/be3sem4CIGNx2X7x+vBpN5QqqDrbHclmgaTl8OkJWauR1oIzG3mjQ4W3ukCpnTcj6evwdDZCov3gKbrtKis8mlvLdVoz9rDMGIebDslOXl6NpRzZyQb9EwMUZPFcLeo+eIfeHM2rB0IzZNFzYbT0OZbmPosvNI2823KTCwWCIuGwgHZV8zYeOlH+HFdPqzaLqAo4AX8DLzE2pHQqqpzjrPigAjGGb3gueSQ6BOh0OhLGQH8wqFSr/fn0k0oPRi6VoPfnpEOKj4JHvsJ1p2GyB8zPzT5Xtjsfb0ZfNpZrrebsdDqa8gXIIIvvcQlSqefXUZVNQ1iE8Hf+8Hux0SLFB691+8fmyDXzJ2i3Aw8B08TNdm8m3E/f+yAjpXtggagRXloXwkW7HCfXZmF2SxhrNld0AD8vs2EVXsZCZn1R0TNAMymEvyx03nH+WMHVCoMfVLkOapYCPrWk2XOYsTv0nF92E46J5BEdGPbyujbuL+cdyxnsGi3uLCObWu/3gr4w7BWMuJyPSL9+/Tzzj6CBuS85PZ98PvR23x/QevvYwgag8wnB3Q17sWigZ/X7e3+Xqmd6Qw8H3EQTpuiVQF8SXJiRYwkqyQyTDud5efka8rmKOub5vq1Xc9xic47ljOwWJNHVdLkgPJPtte43wwMsj+GqHExHWrB4iMyPWDj+HVYfBQ61XafXQbOp/NDVkzqd8CtFK3LsVhP0dGJv3XH2rD/MqxOUVcoLAZm7sapxxnVDVQFJq8XPx6Qfz9bL1Fsb3d23rGcQbuaIsSmb7G3JVrgi02Sndjw6TAwyP4Yg4Mu5tW2MGcL1P0cnkwOZZ63H8oWgpcfce6xrBpMWymRH9cioH45SevuSGItT2bnafjwL4XNJ0wE5oIBbSwMaZ966HvBdvh0qYkTVxWCi+i81clKz4bpO05YFIxfJOnzLVbo9BCM7Gp3Hv2gB6w4cIXo+IpYtKdQuAbKnzxSXaXTQ5rDx9E0+H4tfLsaLt2SDnn4YxLhBNC9HjxcDTr8AE/UEEfh+QdAV+C97un7TveiekmoXgK+2gI7L0LzslKgcf9laFHZnh03IUkcdH9YZ+ZWDLSobOW9bjp1yjrPFkeoVAyGtIehi2HlCagaBEuOwrlbsGyY87MTrz8KH/8tWZKL5IUX28g9nROmWg0MsiqGo3AmcDMaPlsGi3bJg7VrXXizoxTrcybPfQ2zNktq9yqFYeEhOHQVlrwF7bNpbpgNR+HhCQq6HoxVewo4jaL8Rte6Gn8O0VEU+Hw5vDELVKUVmt4GVVmLpq9lUm94q5Njx4mMhUZj4PIt6FMXfEzw6x4wmWDHh1A8OeHYmetSKmHlAS/y+On0aW7hlUfB5w5TkHfj9Znw5Up4vAbUKiod866LMO81ew6g+ERZ57etEtL9SHUY1glKF0rX6XOI3tNg4U7QdOmwn20G3/WXZboOnSep/HNAQdOfBkpjUudgUs+ybpR2x/w8rkTX4ddN8MNaiUarWxbe6iz/OpPFe6DbZKhdHLpUlXxECw5KWL3t3BgYZAc8zVHYEDXZBFsq9O97Qv/kjs9ihbbfwY1E2DfBPXV0XE2j0SZ2nnkITd8M2DwXfweeYuNoGeUoMshEbOJAYFqKLQfj6zWNa9M1h66Lz5ZKmOqBN8VJF+BqJFT7FJ5r6bz076evQfBQid55s6W0aRp0nwkHr8PJyekLwXU19npAC4Fuya3xqEojmlU6yPr3HB+h8hR0HaoMgzIBsLSf/feYvhleWQhHJrqv/piBgbPxNFGThR6PBg/CyoOQyxueTxERYzbBwMZw4AJcz/KXYvqJiYftp61o+svYBQ1AT8xqflYehO2nITbRCryaZutXiU/S2HISh1h1EB4NtgsakCrEPWrCygMP9j1Ssvqw/PtyE3ubqsKgJnA2VERPVmLVITCbCgNdU7T6oukvseGY5lQH6azChRtw/Aq83Di1wOzfUJyUVx10n20GBjkdQ9RkE/y8IdEKMWkiUsLjZYTGJxt6T5lNYFIVIDzNkgR04vH3Thl5lnYdceb1dzDPip83hMfd3n4r1rm5Wvy8ZCQgMv7249jsyEqIvXFAUpol4XiZlGzpX2KLBkt7PUQlJEc7ZrHfyMAgJ5ENHzk5k8frgw6MWG6vPXQpAiauhfY1b0/tfitG8nZ48uyjj5c4zZrUSUBIcqsVGIOmxdGjATQKhmL5zajKu4Ctol40qvIuQXnNt9XyiY6HK7dkyiclvRpL7Z95++xt607BX4fhqcbO+06d60inOGyJRO4AXI+Cj1ZL7ZyS6Sz5pOvyO9+KeTC7EpIkuV1impGXJxuBVYsCPgBsJ+0UZnUKTzbS0z1Vputy/iNjH8xeZ6Dr4nAfnubcFc4LravAhLVwJXkENMkK7ywTod2t3u37MjAwyBwMn5psxNf/wqCfoXheCC4IW85Bwdyw7j0ILiLrHL0Er/8C/x6Svx8qLSnMbZE1nsb5MGj6vplLt0ChIaoSgkW7xMT/wbDkkOM1h6HTJJUkqz+6XhdF2YNZjWHJMI1Hkr93WJQ46M7frmDRdIrnN/NBDwsvtJLlVg2e/gp+3wY1i8rI184L0rk5u9zFrE3w3DdSmqBKIdh2HnL5wpoRUKOU4/tZexjemiPROSARU1P7QLUSju8j0QIj58H0VSZiE60E+JkY0t7K6MftUy8f/QWj5oNZLYGml0JnO6UCYfMY638O1I4wbxu885uZs6EWVEWhS12Y9pyern04ixUH4M1ZJo5ckjeER6qrfPW8RsWisvzoJWg9DiLioFEpOB4KV6Pg+/7Qr1Xm22tg4Co8zafGEDXZjH0h8NP65JDu8vBCS3uU1bUIqPkO5PeFYS3FB2f6Fuk0N4/B4Wq9WY2IWJixQYrpFcwDz7e4/bucC5Uw6RNXReANaA1lkiOFrBrUHWni0MU8WLVRQAVgDjCPGS/Bcy1kPU2DJXuTQ7o16PwQPFHfNVlTD1+U0PxLN6VmUf9WMkLgKLvPQpOxUL+EFBWNTYJP10NoLByYAEUdzNny3DcKszaZ0PRhQBNgDQpTeb29xufP2tfbdhJmbpQRoaYV4bnm6bvf/t4NXScDdAb6Apcxq+MoVTCMw59YM7VG2pYT0OJDBU1vjq6/AkRgUsdTIPcFjk60EphH1guLkt9oz1k5ny+0hJrpEJ0GBp6AIWqyGDlN1NyLDxdKXo2z78ooAMibeK3JUL0MzB/sVvPcxpI98NhnAJuApimWPEGZgn9z5nOLx0WOPfUl7D0NB4fa0/yHRkO5CTC0E4x94v77OBcKZYeAzjTglRRLxmE2jeHKVxoF8zjH3jojTew/1xxNX4NkYQY4DFRn5kDo09w5x3GEzpMU/jlQGat2AHsqr8uoShkm9Eri7ccyzxYDA3fjaaLG8KnJQew8Ay3K2gUNSIfXtZoksMup7DwDZlMgqQUNQE9CwiyEZwH/jvSy87TkT0lZt6hQbqkU7+hvvSdE/LSgR5olPbBYNQ6ed4qp6DrsC7Gi6U9iFzQA1fAyVWDnGeccx1G2nTJh1XqSOjdpMXSaZrotBgYG6cMQNTmIoAA4EXa7E+yx6xCUjqmN7EbhALBqEUBomiXH8PVSyeXjDqsejKC88rumRNfl9w/K5/g+hGNplhxPs/zBUBQokNt8h+NEo+mXCQpwznEcpUheUDiaptWKSTmeo+8TAwNPIMeLmks3Yele2HXGsyOBHKFfKzhzA95aAlHxMvX09Rb4+wj0a5163fAYWL5PUsFbXFgI0KrBpuOwbJ9kXr4TMfGSC2b1IYnCcTZPNQZfs4bC88AVZHxiGSZ1Es+30FKNdkTGSsbgCYsyVvXZUXQd9obI1Ni5tFrLAfq1lkzE0zbJ7xwVLxFVJ0OhX8vU616+JffAztOp74FGFSC4iBmTOhD+6+T3YVYHU6+ciarpcDi+Hy89bEFVvgbmI1FUYcAAFOJ4tln69qXr4lO0dC9cvJExW2AB8D0Sqh4BDMaiXeGFlvfc1CCZW8nPjw0ufn4YGKQlx/rUJFnglRniVGtNHrmoVQrmvc5/EQ7ZkSnLYdgciVwxqxCbKE6z37xgr1kzcTG8/6csAyhRAGa85PwIqS0nJKIoJEz+9vWSGkdjHrdnP/5xHQydJVEmAIXywPS+9nIBzmL5PugxVSUuUUdV/bFqMTSvpLJ0mEae5MLbw+fClGWQlHy9mFQRRLMGOdeWkFDo9QXsSJ7qUBR4uolE1jjqMKtpEPQyhEVLRW+LJp9apSS7NEhn8+oM+H6tgpb8HKhSzMQfQ6z/ZcQ9chEemWDiSrgVs5oHixZFmUIm1oywUrbwnY+dEeIT5fwv3adhUv3RtHi8zPDLQI1e6QiZP3UVnvwC9p6Tv1UF+raA6S+knoq7F1YN+n0njs+q4ouOBVWxMvVZnVfapv+75SR0HSb8DR/8qZJgkRulWH4zswdZaFXVzcYZZAhP86nJsaJm+Fzp4Cd1lho7x67D639Bgg7HP3VNREtW4cIN+GuXVDRuVyN1mPDcLdD7K3ijhWSxvRUL7y6Hreck/buzagtdi4CKQ6FmEZjYCYrkgR92wPjV8F0/GNBGQrEfHi9Zkt9uLblA3l8Fiw7Drg+hdhnn2GIjPAb+2ClRLY0qSNFGm7hasF06yy7V4P12EtI9aR38tAMm9JLCoc5A0yRCLTYOpnWX8PHFR+DNxRJd81Vfx/bTexrM3Qo9a0KZ5JDoXRclt85Xz8PLj8KoeTD+bxO6PhHoCZzApA4iKO9pzkyx/levKiEJFu2WulaVikrUlyvuD12Hbadg4zHI6w9PNCBdjshJFilfYNLhi25QLQj+PAjDlsJrbeHTp9Nnz/5zkqnbz1vyIbkjtNzT+HUj9PkG4C1gIHADVRmGj3kTJydrxjn0QAxRk8W4k6iJT4SgQTCoMUzoaF/3wGWJBPpjiCSzy4k0Gg35zbB8gL0tKh5KjIPBHaQStTOYuBjG/AEXR0FgisSAPX+BIzfg8EQpGHjuKuwZYhcXFiuU/xja1oLvB9x5366g6jAIj4ZzI8HLJG26DnWmwNUYuDLdOcdZeQDafQKbX4UmZeztH/0L41bDtemORfH5PQc1i8G21+znLsECxT8ARYVLX0GhgSYi44YAn6bY8ihQld9eJV0jJFmBRbug2xTY+4YUmrQxajlM3QzXvzay/bqaWu+YOHixPbq+JEVrBCa1KKO7xzH6cbeZZpBBPE3U5EifmrAoiIyD5mkq99YsBnn94ORV99iVFTh1DZqXS92WxxceKu7c83LqmrxJB6bJdNy8rCwDmUpoXjZ1IU6zCRqXtq+TWVyPhGZl7IIGxK5W5SHqDuUTMsqpazKt1bh06vYW5SA+CS7dcmw/mg6tyqU+dz5maFpWrv1bMRAZZwXSxkpXwazmy/Tz6wxOXYPcPqkFDcj1HB0vo4MGruX0ddD1tI5HeYEaHnlNGXgeOVLUFAoQ8bIuTWjrvkviu1GxiHvsygoEF7n9vETGw56Lzj0vFYvCoauSOyUl68/Yj1OxKKw/nTpaK8kKW0Iy3++pSD7YcDZ1mQBdhzWn+M/nxhlULCo+HZtDUrevOy0+R8UdTJqnKrA2jeNvfBJsOisjPQVyQYCfCVifZsvDWLTw/zJQexLBRSA6AXZfTN2+/rQIcyNyyfUEFwFFWZOmNRz0Azn6uWqQeZjGjh3rbhtcyvvvv+8DvNu7qf2hZjZJFtrJ/4KfGYoFSEfZfwHkzw1f9CHdNWs8iZBQcZBedwRy+0LRFCG+AX7wyXK4EQPlAuFEKAyYD5ci4acXxdfBGQQXgW9Ww6oTUtIh0QqfrIUfd8D4XlCnjPxeE5dJxFaFQLgYAa8shL2XxWm2iIOhyY5y8gq8NlPKTVwNh4bl7c7TRfPBzxth9yWoVAhuxEo00aoTMPpxyaLrKBYrLN4D87fD2etQoYjdibVMQVi4C+buFl8YXzP8sgtGrxCH7u4ppkUv3oCfN4jvkbdZBI9tZOb4FfjnEFyIkHMXchNeXACHr8Hnz0jG5bhEnQ3HtgPnEHGzFFV5n+IFopjeV8ecPCoVlyglDBbtltGO4CK33x+hkTBzg5QXsGqSrTltwsLjl+Hn9bD5uGS5LpSBUO3oeBj5O3yyGLaeFN8n/+SQ+/JB8NsW+H0vnAqD1Sdh/j6YvlV8ajrWTv/xDNJHHl+dP3eeQgrIlgGOoSp98fU6x88v6el6AYiOhzmbYfFe8XerEESGCqQeOC/X3fZT8kyxZVh3NmFR4ly+Yr845d/pHvBEEpLg48UAfDx27NgEN5tzX3KMT42C1Dga2knakyww+Bf4fp095LBuWfjtVelksiufLoW350pn6WWSUZi+LcQ/xdZRTV4m/i7RyZWiSxeU6CdnRy9sPwXPTLdPJfl7w7tdYGQ3eRjoOjw6QcSXNfkyNanQowH89ppzbXlvPoxfJKnfcvnIecnrB4c+gRLJRSRbfigRW5YU0U8VguDoJMcfXpduQtuP4cglSYYXFiOjJkuHQcMKss6FG5IReMtJ+VtVpOzA1y/wn/PuN//CKzMUwIyi+GDVonmivsLcV3W8zGCxQO5+cm3bzp1ZFSFx+Sv5OzQSqg83cT3SikwRRKEo8F0/jf7JIf4Hz0P7T+ByOBTODdejoWwhWPmO/T5ZsB2e/VrETG4fcS5/uBoselNqVum61I+a8DeYFF90QNPjebODOO86eu42HYNHP5YRpwL+chyzCWYOhP81kXVmbYYXvhVbAnykSn1QAOwd73hpCIMHQ/zlVOKTwwRLBpqZ84qFZpUc38fWk/DYp3AzBgrmkhHdasVh5btQzMHfUdOkFt63a8Ck+qPrGroezwc9YFT3DHyxe/DXLgmwSLJAgC/cjIVWVeDvoc4dyXUHnuZTk2NEzatNYdpm2DIWGgfbl18Nh/3nJeFWzVLZQ1nfjS0noOn7MKwVjHlUfCxm7JI3+OnPw8BH7OtGxkpIsb+3dLauGrnSNNhxWpyR65dLXU189mYRPZM6SxQQwMazMO5fWDEc2tZ0jg3Hr4gjcKcq8ENPERv/noTuM6BkQREtqw/BIxNgeCsJK7daJZvNO8tIVR/qfnT4BA6dh4XPQb2ScO4m9J4DIeFwdmrqsONDF8SHplpxu7ACERq13gWdl4FPAH/gdxSlDxN6WRn+GPSZDr9uBhiHVDD3QTLkTuXL5+DVtvD8NzBrcwBW7S+gFXAdRemLn9cKLk3TCPCDqm+DrwLzn4XgQnDoCjz+C+TPA9s/FJFW7g3oXh2+6i5iY9lR6DVLItimPCujUl0+A/gIGIpIxy+Bt5j3OvR0MDy/wADI4w2L+orfzJkb0OMXOHINIn+UN8pSr0u9qxm9oGiATLc9PhMeqQFznSyEDe6O7fmRywcalE/f8yMhScpzlMsHc56GUvlh53noPhNqlpECso4wYz30/Q5gGvAiYEGuwY9YPQLaVEvnl7oL1yKgzGDoVBm+6QGB/rDiODz5K/RpAdOed85x3IWniZpsPMmSmg/bQdkCMgyZkiL5oF1NKRqYnQUNyJRT+YLwcUd52JhN0L+hlEn4Kc15CfCHR6pDk4qunYpTVWgUDI/WSC1oAH5cC48Ew1utoG0l+XzQDmoVk/w1zmLUPBkN+amXlJBQFHi0ooi/E1dkxOrHdVC9CEzoBENbwtttYHgbaFsRfnLQlks34Z8DMK6dCBqA0gXg2ydkJGTFgdTrVy8p12ZKQQMy5WRSCwJTgTyACeiNrvfmu9Wiiv7YaQY6ASORJHLTgClAOab+I1NKc7YoWLV3gdaI0AhC138iLlGmxracFMH3RVcRNADVi8KnnaXDOnxRhKdJge96iNO3okCnqlJE8+f1Mkrz/VoFk/oQMAIRV97AUFSlCd+vdeziWn1IRmYmdbY7ApcLhG+ekKiuqf/ItF14rAjTYnnFlublYOTDsGCnTDkbZA6250fj4PQ/P/7ZD1fC5ZoqlTwqU7+U3PvL90uySEf4bo0JVWmH1C3zAvyADzGrFR2+Zx1hzpbk67ynjCopCrSvDK83k+koq3b/fRg4jxwjalRVfDeuZ3md6TpCIyE48PZ56YoFXZsdN6OERkHFNHlxFEV+x1An/o7XIyGvrzyQUlKpkEQR3YgSW4IL3i58KxWWZY4QlrxecJrvZPuOjn6n0EjQKYs8qFNS+T9bEiwqUDnNcgWoQkSsRGwlWXUgrTNQEKqai9Aou71pf4OU9oZFSY6hAN/b14mIE8fu6xEqVu32uUtNr8LVcMceQWev39uW82Fii783lMh7+zoWq/hlGGR9Qu9yn1RK/vuGg/fb1QgVTU8756Vg0apyLdJ5b7ChkTK6mz+Nv2GlwvJCFJ/otEMZOECOETVXoyR6pWF5d1viPhqUl+iiqyk6zwQL/HXY7s+RlWhQXhLPxaZ4KNyMhVUnoYET7W1dRRx/N6YoVqjr8Ns+iTgqGSi2rD4lDtQ24pLg78OyzBGCi4ifzvz9qdt/T/67frnbt7kTDcqDpu8BzqZotWBSf6dhBVsW10TgDyClX991YDXVS0pSuxIFzMDvafa+GqsWRYPy4qytKjAvjb3z9snUZY2S4nB89ibsumBfruuyTa1SMp3WONiKSV2ClBuwEY1ZXUSzShYcoW1NGRG6zZbkv7vVk/MXmwjLjt2+TrF8RvI8T8F2P93pPsnn77jPY9OKSZjVhUDKnAthmNSVNKrgPLeLBuXhYjhsDbG36Tr8vg+qFrc7shtkDjnGp6ZsfojT4OAn9iyloZHw/Vqp+1Qkn2Rsredgx+KJhEZKttpcZnirpTh1frUF9l4SX6M6yXl7YhPg103w7yG5IXs1gg61Uo9SXA2Xc7c3RBz3+rdKf4ZfXYfVh2UKIypOHJGfa253rDt6CeqOFAfVoOSIhYsREGeB/R+L2HAGiRYo+NcfUMsAACAASURBVJIo/HfaSLTQ3H2SjXbgw+Kge+mm+LEU8pdsy75m8dE6dA12fCBTRSBvZjM3wNoj8j3+11im1mznbvwicZrt10B8eHZfhMkboENtSfpoY/85+GGdHLd2aYl8sjm6RsZC1bdNXI0ISp4+CkRRvkVhA2tH6rSoAr9vgae+UoF6wKtALDAJhRAOfGylekmZNuv3PUANZGheR1UO06B8ApvHWFFV6P8d/LIJBjeTZIBrTsH0LfBGspNvkgXqjYIrt+DtVlA6P/y6W8SoLYllSChUH64Sm1gUXZe5I4Ur+Hhd5MDHusPh483fh00noE5xcXK3arDvslwHZz6X6+mR8VLDalgrqBoECw/B7D2SRXnQo7IfXZe6UPO2i9Nx2xrwdNOsm5gvNh7emgtL9so12r2+ZLF2tGRGVuTKLfhujfgzFi8g13fNFJnNu0+W6dihLSVH1tKj6c/effA81H9PJclaG00fDMRjUicR4HeWQ59YHXY4vh8WKzQcDedD5borWwDm7IW/DuGRSSxtxCfC7C1Sf+6v3YCH+NTkGFHzaHVJMW97gB67DK0+lERkzcrC8VA4fwumPUe2re+iaZKld+k+mVYBme+uWAR2fCjh3eEx0GocHLwg5+VmrOSTebE1fNNPOucD56HNR3LRNy0jYcKXIyXMul8rx+0ZOgsmL4fKhWUKY+NZCA6C9e9B4bwinEq/LuHeDUpCghX2X5bRk9CvIbcTowqGz4GJS2VkQtMlUsjLpHB4ov5fjaPDF+GNX2HVIfm7SbBE1DVJnsEJi5IIqeNXJGngtWg4eg0Gt4PP+8g6ug6f/yNFMa+Eyznv10oe1rZOdcZ6eOF7STVQLUhy1vh4weoRduF4LhRe+0Vh6V4dTYfqJUxM6m2lfS1ZHhMP1d5WOXdDAWwVBRWaVdJZP0qmIE9ehYbvQUyC/NYnQkU0jn8S3u0qWyRZJBLu63/FX6VgHni9HYzoaveVCI2EIb+KH06SVUopvP+E/WGeZJFyFxuPiyBRFSnZ0LC8/NY+aWfR7sKGo+Ks7WMSgbXrIoTHSfTTM8lFL6Pi4K3Z4iQdlwilAsXWF9vYI+r6fiu+DjWLysjZprNQt4ycX0eyNWcmkbFQboiMENYvKUJuzyWJ6DozBfx977+PrMbeELkekizQpLS8GFxNThlhc7iPS4R3fhNfv+h4GWkb1hkGt0+f7+Pm4/DmbBM7Tss98Eg1lal9NKcWYwWZEntjFvy+TV6SgoNg7BPQu6lzj5NZRMVBq3Em9oRoKNRDZycYoiZrcLfaT49OgPPXYMMgCMojD4shi+CbbXBuquNhg57Ewp3w+Ocwuzc8VlUKM54Kg1Zfy9vP6Mel2OW3/8LGV8QhV9fhh+0SIbXyHRl1aDoWoqJhzUDxQ7FYYeAfMGsPXJzmWL2erSehyVj47DEZ+VAUqb/V7Cvo2UhGR6q/DceuwJqXoEXykPTfh6HrzzJltGaUc87LmetQ4Q3QeRsYBoQCuTCpTelU+xKLhqa+RyJjJUw6fxofnFdnwNzNsOkVqBIk5+6LTXJdbRoNTVNM71s1eRDm9U/dqd+MhhKvQa+a4nhoNkmH9vC34OcPW99PfczoeIkWKZA79cN+3EIY84c3mr4e8ZsxA8uBp1gwWOoqdZwIJy7KPVAsr4jeoYvF5pCpqUfCkiyShbhAbv7LX5OW2AQRSAXzpLblh7Xw4o+w9AXoUEXaVp+Edt/D1Gcde4nQdYlQK+ADy/uLD0+CBZ6eDWvOwMUvUw/zxyfKC0vBPKl9yJbsgcc+k+io55Jz/uy+CC2nwxsd4cOe97clM3liirwlr3oR2iRHbS47Cp1/FAHw80vutS8jNHwPEuNh9UCJlkuySi6seQfg0rTU91VCkjh4B+Z5sICFWzEyfelq0RqXKPdk2nvA0xizAMb95YOmbwQqISkfPEPU5BifmpTcjJapleGtRdCA3DDj2osr5cKdbjXPZczbDnVKQO86kmG1gD80KAVP1ZY3DJAka8/VE0EDcmP2byhOb/O2SeTBlpPwbhu7Y63ZBB93khGVxXscs2X+diiRD4Y0t9/8lQvDiw3lOCAjCd2q2QUNSEHJ5mVFFDmLBdulGjOMBQoCVYBSWLVhLNmrE5fG0S/A/3ZBA2J3/wYiaEC+12tNZUrGdn5tmNT/t3fe4VUU6x//zEkBpInSREEFAekoTWyoVEEELnIR8XrtCteCWBAERLAiCAjYG9IsPytIVUEUUOlFinTphE4ICUnO/P747nFPDgGOEiCJ83me80B2Z3dn352deXfmLZqNipylGL9AHeNLLXzl4ez80OM6JXv8Y2fG8gXyqsOP7EBHz4olaNsDlwFnAYWA9gTMpXz8sxSzSYs1XV7KM6wNBORhEhcDn/2a8Xxxsarv0RQakFJRrNCRdfnkZ2hc3ldoABqWh+YXHymXo7FkoxTcPk18o+Q8sfB8cw1Y3y7NWD5vvOobaRT/yS+aoQkpNAC1zoOOl8LHs6Ory6nku9+0TBlSaACaV4JrL1JbyWlsSJDn3FMN1f+A2ttLLdTuv4m4pzxxeo4n6oFZJP+pmYXLF5/5O5DTGD0zlqC9Fch5SRD/kUpNKNR9wQgDrnxxWnZITj31dToVpKQqIFkkBfP4FvopqUd6shjjlUn1ZRN5nvzxWlaIVnbJqVAg/shBJ3SdEIUzWWIqlBey0ksyORWMiUeuxhmuRNBqliLa80TKLhCQ7VLKXziHMTomQ02880Z7npRUgxSZjFhbmORUfR1bm/k7EB8T/XWiq8uR1wHdU7TtJcUrF3meUDv8K+fJrC6R7S67ELRw5lHegfT0I7dnd/7sPyLekwLxavfZ8Rn8E0lJMyhcRM7jH6nUlCgsz43XZvnRhEEh+g+lKjZIbqRJNZixVjmuQuw4IC+fkC1Gk+oy9NwTFtNj9np5tzStrjD+F5WQgXF4/IXXvb8bV42+Lit2KM1AiAPJ8P5cX/5nF5SnzeYwp5mVOxTYqmzxv3Lnx6ZpdUgL7gfGhG1NIWCGU7dcTNRfeE2rw/tzFI04xPer4Ldt0bepRp78hs/0t6UHZZRcthiUi/K+W1ySSkxgNBCeRXAx8APNqmsZ6dIL4I3ZUnBCfDAXDqRA02rRXScamlSHb1bAmrBZpg274avf/HZ3PKqXgeKFYOhPGfNZvfqTPKyuqXT0YyPrMmtDRm+tnQdl2BltXU4l1UrDZ4tl7xdi9U4tQdXJgZ6cF5VUROphMzPmdBvmtfdGUfYfjpNLi5qpxAZGoqX4nMU/xqbmyZYyGAx51kxZDC0GwMXFFHxu+Q55StzVQCkDspKE/TIM/dpbmmlVS0Zv0diehDN1iVIYrNiijuHBphlzAR2PpBRZ6S/bpOUEUMj/wvkURr5MUS35XNZbObE61ITdh2DsAnngTO+lAeTredBmkKbxb6gMi7fK1uWhJjDkv9HVJT0I1/aDmas0DW2tFEoL/NIXqpWB75dC05f0FX1bbQ2+I+Zqpm3+877H0eI/4MWvtTxzVn64o4GiI4dPWff5Pxg+Vevd+fNC50bQ17OfsBZuGWa8pZCbsJQnJvAxAbOOb7sHuTrKAXPZJtkJFc4LN9dQSoGxC2VQPKW7v3Rz0yD4ar5vlHxxKVjwHMR6z6TLCBgyBYqeoRmp9KAUpc+6+M97536FZZ+1SoPD+cXg9Tv8VBYbd0HNHgH2JMYRG4jHEiA9eJCLSwWZ0y9I/rwKaNfkRc2yxcWoPjsPwq2Xw8j/+ff15Vx4dZJsjy4uJduTcCVtXyJc9axyO4HaSL920OV6/b3nINTpCZt264sc4OBhLSvMfdbPAbVii57jd7/FceYZljsapPFAEz/K8ogZcPubMphtVhFmb1Dk52fayh4MJIv3Z8iOZ9tepT55oqXvJpx8GK58RmkqOl6qZzVqnmLNzunHn0bhGxLgpfHwzYI48sVbOl6RRtfr1Xb+Cp/+Aq9OimFdQoBqpdN5/IbgX4pku3wz1Oyu/4dmmPYnq20ve9mv79KNkt2sVVpquf1q6NQo43LhpEUw4JsAK7bEcFGJdB65Pkir2n/tfrKCz+dAuyEKotj8Yn1kjV8OXa+Hgbee+vosWK9cYr+uUZ98RwMZlmd10NE9BzUOfPJzLEFraFM7lSdaZs9EqxsSoFbPGPYlFSEt2B4YDjnEpuYfo9TkjdXX3g+9fFfI2avUmOeuVcO6+1q477q/lzTtaOxOhPpPq4Pt4CXUG7tQ7rmzn8ncNiMzQiG/65SWPcLsDco+3L+DFKRo63LBw3A4VXY1+ePl7pp4GGb2hjpe7Jc12+V6/O1SrRF3qK+cWQXCOvQfV0h2CzfIqPq+hnKJj3Yt+dBhKHKPlKp21RXSfsx8DaqDb1MYf1ByuI6vyRrfAmcXUE6hUJyan1fBdc/DOQXhX1Vh7W65Ut5cH0Z1Vn06DIOPZsuD6rryMH01/PyHckh9+rDOk5YOr02Ft6fFsmO/4aqKqXRvpUHxr7Byi2Q3zUsW2vEK6Nrc92yq0xPmrYMqJWUrMXej4t8Uygv73lWZkp0Ver1xBXkLff2bZrXaevVNSpYx8YFkaF9Ttk1j5sOeQwoh37iaXMFr9/Se9SWQlCrltOI5MLOP7F/aDISvFsCFRaBtdV1j/DINhIc/VF1emQCPjoary/ou3b/+Ae/cI6+t9HQodLeWDf5VzbMfWihvuN5t4Om28qir11t16niplKfR86FoISkSZxeUYlr/6QCH00qSFrwZ2IQxn9G8RpCvH7UEAn7ajDPzqi0EjO752XbKFwYy1h4+FW6oJJfuccs1szH+Mc3SpKTClX01kBXKI4U2OU2edHP7STlcnwC1e8awN6kw6cFbgb0EzEfULpvOjF7pUXtrPfcl9PwUAqYBQVufmMAEgsHFjOocvVfMzgNwaQ/J8NZLZaA+er76j7nPytB8zhp5LJYoAG2rwfo9CkfQtg58/JDegXemwT3vQEygNunBRgTMDIJ2FoNu9ZXPU8n0ZRrgF/2hRKz3N5IidqptUX5aKaeR8wor1cfqnYrbdduV8MH9WXed/UlQt3cMq7fHe20qlpjAKEoVSWLes+l/K7nryWZ9ghTlL+fFsn1fGjilJnsQUmq+vw8avvXX3Y5PlL6fq2EseVQpCgBWJUCNV9QRhzrjY5GSqkGsaXkY2cF/8bt+Da/PVoLCaJSjW19T1ts5XWQcCXKlrPIynFsUFr/49+7x79BuCPzfrzDhLt+AdN8hqPmKXKGTPojuPA36QuJBeRzl8wabD+fCfz+C2X20TFXqAbizDrx5k+/W2+kzeXVtGpb12b6PRmKyFLnrL4Yvbve/BPtMhr5T1Ynmi4N/D4Xnr4fuDbU/PQgt3tVSVuK78PhH8OpkmHY/XOMpd7uToNoAyJsH1gxWstbRP8Hirr4h8ILNUHuwYrbc3wji/qN0DT908mdD3pwtT7aHm8oltdQDcE9dGOK1U2vh9o9g/ArJ7omxMGwKfHSrFCxQALy6Q2D1LkgeAS98Bc98Dosf9SMAr90F1QfCYzfoOi36GyYvuYj04Dz8tfyvgNZM7qYZqDIPwjVlYcwt/odHt/Ew+Cd5zSTsV66qwa3g4au0PzUdmrwFuw7Dohfggxlw51vw84NQ73yV2XEAqr8CresobMHdb8MHM4qSHlwGhMLazgYuZ8T9cNtVx3/WO/bBuQ8Y0oLdgBe8rUGgPcUKfsnmYWl/zpYei16fwuCJeo4Xet5oK3eo/3jmJujWEho+B7v2wqwHFFEZpMDeMhpm9FLsrZKdY9h/6D/Ae8gdwgIPkTfuNba9FqRwNnNlP1Vc/jSkH9Y7kNfrP979Be7+VAp3VsUtG/ANdBsbS9AuRo4IABuICVSmW8sknvt31lznZOByP2VTapWGKy+AiQtP7XUnLZLHTkihAYX/vqGS8phEw7x1+mIL9xQC/Z2cCj8sj+483/+meCQhhQagZCHoWAtWb4vuHFnF979BubMzesQUzgf3XBa9kWpSCsxYCZ3q+woNaDagaH7JN5R7JVx2xsiNPN1mbQ6p4/H8l5qZ6nJVxqntR67WEPPcV5oZMShvTIiYgILfpQZhzGyYsBCqlfQVGtAS3p11YeNu/T1pEbSv4Ss0oCBm15STXKYuVl0euCJjEs0760qWo2cprsyhw6pvCGOgy9XKnjx3LXz+KxTLD/8Os0c5Ix46Xa7nuC9RdWlRKWOKg7Jna9l34kIpSpOXQHrwPjIaJ95IbMy5TFykYITb90sO4TOpXa7WcuS0ZTBliTyi7g8LdhYXo3tcslGee5MWacYppNCA8n11vMR/H8cviCU9eDu+QgNQn4CpE/U7O20ZpAUtEBZRkQDQhYQDaSzeeJQDI5i0SB6AF4a511csLsV40iLd+/fL4L7LfIUG9OxLFpKH25w1sP9QuleXUAdigC4kpwb5aWV0dclt7EuC2auhc31foQF5f56ZT/LNKiYsDBC0zfAVGoDzSQ+24+v5UWi3jqj5xyg1AAdTM3bgp4L4WMXuOKIuh+VlEu05QsdEniN8//GIjdFSU2Z1OdXTvjEBfdGHGwv+1brEBPSLlEtqugbUPHH+sk9kmZAc8p/CEOYhg+Oj1SVPDMTHScFJSs28TMG8eo4HD2c0mAVITPGHrPjYI68TunZ8rB+4MLLM4TQpgbGB6NpdbIxc+dMye45AfLzu6Vh1AQU6hMjkTEGwycTHRlGXGJVJDx7pQRMqExdzfLmE7uvIuoAxiVG/a365yPMc/LO+0Z7nWPUNGL89hJMW1DsQkssx6/IPHVNjA+prjngH0vXLSrnEx1oCJjGTPYnkic3dqyWnmn+MUvPZYpi/CdrVOznnDwWJihxobqoHE1fCtNVSbg6maBlh0koFmQvHWp0jJaJTvvQCeb70mSLbkj1J+oLuOUmGsddG5ArcuQ9+WgFpETMe7etpCSI8p8r8TbLHyGyadc7qY8/gBINKNJiUfPQymxLg3e9hf8Sk5W1XwtYD8qIKyWz1TnlRRbozAyze4BuihsgTBy0vgcE/wua9ii6bkgrPfycPnrZ14M6r1bH3nCRDZNCg13OiBrl7r814zsRkGclFKlvhLFwPP/9+9P0Am3YdmUDxsebqSPtO1VIbyJan+wQNTq/dAS930P97TPS9y/YkwbPf6j7a1lMqibW7FTY+xPLt8t4LRUq9qa5yHs3dCL/vgD92y87ilz/0DtQvr7r0n6YlyL2HZETbZ4o69KfbQIOLZTjZa7IU0D1JsuPpMwXOL6o283Az2Jes84Se48a9MHiGFMp88arLlN/l6bbjgH4/rJFxaLt6Glja1QsSExgKrABGAwuAwaQFd9GunryAypeAvt9Krut26V14aqJm+BpVlQE+RvVNSdU9JSRC/+m6l+KFVZdFW9TmD6XqfhZtgdEL/L6hQ/00YgIfIG+xH4GlwCjSg8tpVzfjM01LU6TjnREJYRtXg/x5YlBm8q3AN8AOAqYPF5WI/dPI/c/2slM2fpHvbLt6SjkRnpdsykoZSN9UVwpNm1ryAtu4x3uOqfDSND2vm+rJS6pUkViM6YXyf80AdmF4iiL5Y7g6Iu9pNO/AHzthzXFmd+esll3GiZB4SO/b4WMkhdx7UO/bMc+TrJndcPLnheY1lKZkq9c/Wat37VCqbNjCSQ/K2PfvZN3+dz3rBcKcGLZ1JsZ8SYf6OdA3PxuTI2xqjDGdUajXc4DfgC7W2h+jPLYQXia9G2rCV49mrSFwwn4ZUobCY1crDf1u4k+vgpRUGWwu2+ynJggYqHKe1mxDRodfztX6+dJNmkJvf5k8AUIeUt8thWb99fWbmg5xAUizMPZ/fjj6+evkfZOa7of6L1cCVgzQ/rQ0KPk/2JWopYiCeZSaID4GVr8C53lT3K0GwIRF+tozaDZk+O1wr2fjEQzCbW8oaF1KmvZXKw1Tn5TxJ6gjuuQpRfFM9+pigYPvQJ48MjA96z5Ffa1UHM4tDNPX6NjJ3eA6z7Xz3nfg/R/8mYDYAHS/0fdcWrsDajwpOacG/et1aQaD/qMy3T+G/uPk6XLFBXLp3XNISkb/W1RmQ4I8rVZtk+zyxclw/NUwb64HPoA3vtX58eRyfQ0Y95hf5rkv4aWvpVQZFJX3i0f8vFq3DdcSUr44aFBOSuW2A/JmWzNYZWp0l+HsuYXkITJ9jQaqp1rBM+0k//JdYW2ClqGKFoAZa+TRtvAFGQMfOATndNZxofoGUNqA1YNV92c+g75fSGapQW1LD8pwd+cbOmbsLHlZxQVUJi6g841/TPmqwDdsLl9UeW+mrfESgj4gJexwGlTvBqu2h6XnMPK2W9Zfhvubd0PpB1WHtKBv+3R5eRk2A0z7DRq+oGPTwur77t1wp6ec9v4/6PeFvy8uABiY96w86oJBaPqigtqB2mRMAM4prLxwZ+bXIFmis9pouvVnvyqUlMdRqP8o31WDdprX7uJiZWxcxVNYhk2CB0f6dYn17u27J+E6z2X+81/h5qHabr32Xb88zOit/cmHZdy/fb9SCqRZGWqXPgtWD9JswvoEqPKE5JwW9L3q7r7G9+QctwBuHODXIfTvqE7Q0Vvq3LRL3nC/b9V954uD2xtI2Q7xwQ/Q6X1/Niw+Vl5LL9zsl2n+klKJhPcfb98Ft19D1GzbK6+vnQf8/qNaafWZMd4s19y10HawPP0smsXsfqOf4gPgl9XwxBgtUxsjJWZgR6joBRddtQ2u7quPyWvKyQ5sVULGVCHpQb3Xw6Yog3jxQlLmu7WM3kMqNQ1uHBhg0uIgAVMHiCdoZ3J5+QDf9ghm27xj4GxqshxjTHtgMPAccAn6dJpojClzzAMjKH0mLNggTTurOJymBHqTFsIzTWDULXBOPmgz2I+MOXsVLN8CFYrCG231K19UrppzvEF83Hy5SJ+bX+fo0wQmLNC5Q4Hfvl+ml+uOOvDxrfDAlepIQ5FU09LkYRJjoFcjGNtRtjwrt0KFR1Vm7np12EW9ZZD9ybL6P5wmo1KQMfG4BfKy+qA9DLwRihWA/33gR/FtP1SeKG2qykD0yWthxWao9qQvm1o9NRPStYHq2/FS1f+Mu7R/8x7N8BTKo+SQu5Lg/DPVEX7kRZnt97mSLl5cXCkDhreRd83zX8OHnko7bIqWXRpXVPqHZ5rqnO9N94MsvjxenXyZM+WVU7qwBsxBE33Z1egOW3ZL9mM6QsOLYOgUeGiEyrw+Fd74Ttcf3kb1qVxC9i33vqMygydKMa1ZCj7sAP1vgOQUuRDv8L7kJy5RJ33BWfo6LOmFfw/ZwgD8tlGDcfECKnNBER0zeLL2H0xR/c/Kpy/1vUlQpojayk6vy7llmL42q5eCd/8NQ1tD6SKwaQ+89q3KXFhccmlRSffcq5FmyaqU8mdd/ve+2lTnK/Qc76yrfUqEqWd4MBnyx+nYhIOqb1oQ5q332vc8WL0DLioKr/9LBtsViulr//+82abaPTUwXV1WxvAvNoezz5Cb7ULvPHe8qWv/t7bq0uUqDXaPjNL+9HR4eZwG4x7X6R1oXVVK/t3eM1qXADNWyNZocCt4vz1cUgq27PVDLtw4UDNotc7T/kGtlIdrzQ741Gub5z8Eq7fL42tsR+jRELBQs4c/2/LwKNWvy1Wq73+9D50WA/Xv+gS9S4XyKiL3yA5wVVnZMjX2bIt7fqoPp1KFlMg1NU1eTpv3wCvfqMwjIzWT1rC83oF+zaTAf/ijZjoAOgyVgnF3PdWl8+VSfkLPMS1NyW7/2Am9Gqs9NKmgnF/3e155M1bIg6pkAbWnd9pBleLQf7xswQDavyo7nnplYMTNMKClImLf864+uqKl3CPqqx+7Rn3MzTXVf1f1+pgd++CqvpCSAi/foGvVOEfJYodMUpnfNilH3YFE1XVoa1i5Ca7uJ6UJlAtw8Yty2IjJB1dWlnF1uGLU5UMp/zfXkOxuqqr3vNvY6O8nLhbGPRZkdGf4V505tKo1k/fvhe+fyt4KTU4k28/UGGN+AeZbazuFbVsOfGmt7R7F8YWAfcufkGdNyGMgK/hottyF54Z5EwWDytOTZOGXfhosNybAuh5+dNx9h+CC5zWozH9eHXrhGOV3CX0Fzt0IdYbAJw8poF2pB6DrVfBsmPvlqz/CI1/DusFKKPjFXPjmLoVRD9F+pJYdDrwN1Xqo01rXwzcgTU6V99P2REh8Xx4xFYrBwq5SSkBT/eVflNv7qoFw5r1wWy14J8xi/5OF0H6Ukgt+8rOSZr77bw2CIbp8BcN+gqndofdnSja39DGo7CUZTQ9C/aFaDkj5EOJv08C2+knf9mXXQTj/OTAB2Pc2FLxLHjHj7/JtcWasgQavQ6/WUK6kBsNnm3kDj8eL30OPCfDmnbB1n5I2fn+/ws+DBs9W72uaP/E9yHe7Bqj1T0nJAw0kF72omZbgKGX6vqAw/PKw/wW3YgdU7g//uRJ6tYFKj8uQdWgbvy4fzIE7PobuLTXz9PEvGlQ6XOKXufdTBfZb8bIGjYdHwsonfAP0tHSoPQRKFZNbd6CjlJgVT/hG1Nv2w4XPe/YWI+CirlDrHPjkP77sJq+EZm8ruWNishKgDrxRxswhnp6sKfpf++odGDAhozeRtdD4LS11HXgPSnSClMNqd0U8hfpAsupiA7DrTbW7y86XF0roHVi4GS4ZpGc/p6+U5kcbwEthIQxenwWdP4fRnTVoDpwIX94OrcKCuN06Rm7me96C9sMUo2ptD33ogGYbqw6AQ+ny6Ap01IfHksd8u4o/9kC5F6QIbH8NinWSq/yIDv51vlgC/xqhZ31OYSVIfaMt3BdmuPz4OBg0Q7nA7noblm2BRV2lfIL6j6uGw68bIXUkxNwqI/C13TUTAVpWuuA52V2ljtR7ck05mHyP/xxnr4fLh0HrWorJ1Kw/9G4MT4fl2Ro4HR4fL6+7bXuh20cw5V6FEgg9x7YjtHx+8D0o1xW27dE7EEovcygVkOj+MgAADCxJREFUKr6kmc8D7+k5Vi4B87r4MXJW71SZ886CDa9yXAZPlKI64mbFpwrxv8/hrZ9h41B4bAyMmQXLH5fhNOgdqPsqbNwHCW/C7W/A9KWw7HHfiHrHASj3osIsPHPT8euydQ+UeRieawZPhC1V95sKz36nnGPZ0R07K8lpMzXZ2kTMKHZ9LSDS2XgKcPlRjskDhFtlFAQF/br8fH1tdGqY2ZF/nRkr5MFTvmjGKLKtqkjZ2HMQ1m1X8khj/DLGKHjYN8sVO2beOhjSKqMRb4ViUPYsxXMomFc2NC0rZ7zODZXg4a9U5ocVcEacllfCy7SuItuKUbOk0Fx5gb6ow8u0rKzoyvs9m6BWVdRZhWxQzs6vnFHzNsGUpfryjaxL4wr6ov98jj971PzijGVurAxDflSHtGY7VCym/E/hZdpUlUK3Pwmw0OJizVKEysTFQKPyiqeyapsUi9ZVtdwToua58n6asgQOzdM9tah0pOy6T4BBkzXQFsmnmDAZnmNV2TMs2+y5BlfQ0mAG2VXyoggnwZ5E6HJFRsPDUoXUyc/8HQZOkEJxY5WM52jhKaEf/yyvIgM0rRAhuyrw9i8KCLcvSXUtVuDI5zjMe46xAck7Nd2PGHxGvLzfvl0lW6h1CdC3UUbZXVZGnh/Tl2uGxHqyipRd36nw5neajSlVSPmuItvdd6vkcbT3oJ5RTCBjmesrwScLIGGv5NK6SsZ3oOzZULYIrN0Db09TO4hsd809e5B3p2m2JU8MNCh7ZF1Gz1dOtwXrof4FmsmILDPkR8kuJqD6JqfpB5JJvTLKmP7O9Myf47XltJQ7ebE/oEe2u5aVYcAPUupX74ByZ2nWLkNdqmqJdPcBvVPNL9ZzCJWJCUCTilKiVm3V821dJeNzrFJSsZtmr1bfEbSZPMfK8Nh4zXaeEa8Zzrqlj5TLF0vVR23eDdeVk5IceU9ve/nEglbHJKUCXv9RvIBmURZv9d7r4zBmlv49ov+oon7qvR80a1y1hOJbRdb3mam6zszf1c+mBf0yeePg6gsVnyaauvy4QsrSDZF9b2XoPVnXuK7y0Y/PDew/dLpr8NfI1jM1xphSwGbgCmvtrLDtPYD/WmsrZnJMH+DpU1ZJh8PhcDhyP+dZazcfv9jpJVvP1IQRqXmZTLaFeAF4JezvgsAm4DzgQNZX7R+Pk+/Jw8n25OLke3Jx8j25nEr5FgS2HLdUNiC7KzU7gXSgZMT24mTM1Pcn1toU4M+JWOMHPTmQE9YDcxpOvicPJ9uTi5PvycXJ9+RyiuWbY55ftvZ+stYeBuYBjSN2NQZmHXmEw+FwOByOfyrZfaYGtJQ00hgzFyVguRcoA7xxWmvlcDgcDocjW5HtlRpr7cfGmLOB3ij43lKgubV2Q5SnSAGeIWxJypGlOPmePJxsTy5OvicXJ9+Ti5NvJmRr7yeHw+FwOByOaMnWNjUOh8PhcDgc0eKUGofD4XA4HLkCp9Q4HA6Hw+HIFTilxuFwOBwOR64gVyg1xphOxpjFxpj93m+2Meb6sP15jDFDjTE7jTEHjTFfG2POO511zskYY7obY6wxZnDYNifjv4kxpo8nz/DftrD9xiuzxRhzyBgz3RhT5XTWOSdhjDnXGDPKGLPLGJNkjFlojKkVtt/J929ijFmfSdu1xpjh3n7XL5wAxphYY8yzxph1Xttca4zpbYwJhJVx7TeMXKHUoFDRTwK1vd/3wFdhD3Yw0Aa4GbgSKACMN8bEnIa65miMMXVQrKDFEbucjE+M31DIgtCvWti+J4CuwANAHWAbMNUYU/BUVzKnYYwpAsxE6RWvByoDjwJ7w4o5+f596pCx3YYCpX7q/ev6hROjG3A/apuVUFt9HHgwrIxrv+FYa3PlD9gN3AUUBg4D7cP2lULpF5qe7nrmpB/qkH4HGgHTgcHedifjE5NrH2DhUfYZYCvQLWxbHjQo33e6657df8CLwI/H2O/km7XyHgys9uTq+oUTl+d44N2IbZ8BI73/u/Yb8cstMzV/YoyJMcbcDORHEYhrAXHAlFAZa+0WFMTv8tNSyZzLcOAba+23EdudjE+c8t708TpjzEfGmLLe9gtR7rNw2aYAP+BkGw03AnONMZ8aY3YYYxYYY+4J2+/km0UYY+KBW4H3rEZX1y+cOD8BDY0xFQCMMTXQjNcEb79rvxFk+4jC0WKMqYaUmLxAItDGWrvMGFMTOGyt3RNxyHaOTJTpOAqeongpmt6MpCROxifCL8BtaBasBNATmOUtn4bkF5nAdTtw/imrYc6lLNAJpVt5HqgLvGqMSbHWfoiTb1bSGjgT+MD72/ULJ85LaMZrhTEmHYgBnrLWjvX2u/YbQa5RaoCVQE30UrUFRhhjGhyjvAFcOOUoMMaUBoYATay1yX/lUJyMj4u1dmLYn0uMMbOBNcB/gZ9DxSIOc7KNjgAw11rbw/t7gacsdgI+DCvn5Hvi3AVM9GZjjoWTbfS0R7NftyC7u5rAYGPMFmvtiLByrv165JrlJ2vtYWvtamvtXGttd2AR8DAymor3DAbDKc6R2q0jc2ohec0zxqQZY9KABsBD3v+342ScZVhrDwJLgPKo/cKRX7ZOttGxFVgWsW05SooLTr5ZgjHmfGRr907YZtf3njgvAy9aaz+y1i6x1o4EBgHdvf2u/UaQa5SaTDDIYGoe8nxo/OcOY84BqgKzTk/VchzfIW+cmmG/ucDosP87GWcRxpg8yNNhK7AOdVzhso1HSqWT7fGZCVSM2FYBCCXEdfLNGu4AdgDfhG1zfe+JcwYQjNiWjj92u/YbQa5YfjLGPA9MBDYCBZH74DVAM2vtPmPMu8BAY8wu5BU1AH0JRxq8OjLBWnsAGff9iTHmILDLWrvU+9vJ+G9ijBkAjAP+QF9YPYFCwAhrbSgeUA9jzCpgFdADSALGnKYq5yQGIfukHsAnyKbmXu+Hk++J48VMuQO117TQdtf3ZgnjgKeMMX+g5adLkPv2e+Dab2bkCqUGGVeORHES9qEYKs2stVO9/Y8AaahTy4dmHm631qafhrrmVpyM/z7nAWOBokACsqO5zFobmk3oj2T6GlAEGRY38ZRNxzGw1s4xxrQBXgB6oy/bLtba0WHFnHxPjEZoOe+9TPa5fuHEeBDoh9pmcWAL8CbQN6yMa79hGM+v3eFwOBwOhyNHk5ttahwOh8PhcPyDcEqNw+FwOByOXIFTahwOh8PhcOQKnFLjcDgcDocjV+CUGofD4XA4HLkCp9Q4HA6Hw+HIFTilxuFwOBwOR67AKTUOh8PhcDhyBU6pcTgcDofDkStwSo3D4XA4HI5cgVNqHA6Hw+Fw5AqcUuNwOLIcY0wzY8xPxpi9xphdxpjxxphyYfsvN8YsNMYkG2PmGmNaG2OsMaZmWJnKxpgJxphEY8x2Y8xIY0zR03NHDocjJ+CUGofDcTLID7wC1AEaAkHgC2NMwBhTEBgHLAEuBXoBL4UfbIw5B/gBWAjUBpoBJVC2Z4fD4cgUl6Xb4XCcdIwxxYAdQDXgSuBZ4DxrbbK3/27gbeASa+1CY0xfoJ61tmnYOc4DNgIVrbW/n+p7cDgc2Z/Y010Bh8OR+/CWmvoBlwFF8WeFywAVgcUhhcbj14hT1AKuNcYkZnL6coBTahwOxxE4pcbhcJwMxqFZlXuALUipWQrEAwaInCI2EX8HvHN0y+TcW7O0pg6HI9fglBqHw5GlGGPOBioB91lrf/S2XRlWZAXQ0RiTx1qb4m2rHXGa+UBbYL21Nu1k19nhcOQOnKGww+HIavYAu4B7jTEXGWOuQ0bDIcagvuctY0wlY0xT4DFvX2gGZzhwFjDWGFPXGFPWGNPEGPOeMSbmFN2Hw+HIYTilxuFwZCnW2iBwM7KLWQoMAh4P278faAnURN5NzwF9vd3JXpktwBVADDDZO88QYB/ypHI4HI4jcN5PDofjtGOM6Qi8DxS21h463fVxOBw5E2dT43A4TjnGmNuAtcBmoAaKU/OJU2gcDseJ4JQah8NxOiiJlpxKIm+mT4GnTmuNHA5HjsctPzkcDofD4cgVOENhh8PhcDgcuQKn1DgcDofD4cgVOKXG4XA4HA5HrsApNQ6Hw+FwOHIFTqlxOBwOh8ORK3BKjcPhcDgcjlyBU2ocDofD4XDkCpxS43A4HA6HI1fw/6rzvY6UAtdsAAAAAElFTkSuQmCC\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "feature_1_idx = 0 \n", "feature_2_idx = 2\n", "feature_1_name = 'age'\n", "feature_2_name = 'axillary nodes'\n", "\n", "training_features_data = cancer.loc[:, ['age', 'axillary nodes']].values\n", "targets = cancer.iloc[:, -1]\n", "\n", "xlabel = feature_1_name\n", "ylabel = feature_2_name\n", "\n", "for n in list(range(1,10)) + [20] + [50]:\n", "\n", " voting = 'uniform'\n", "\n", " classifier = learn_kNN_classifier(training_features_data, targets, \n", " n, voting)\n", "\n", " predictions, accuracy = get_predictions(training_features_data, targets, classifier)\n", "\n", " print('\\nMean accuracy for k={} using ({}, {}): {:.3f}'.format(n, feature_1_name,\n", " feature_2_name,\n", " accuracy))\n", "\n", " title = 'Classification of Cancer data with kNN(k={}, weights={})'.format(n, voting)\n", "\n", "\n", " plot_data_and_region_boundaries(classifier, training_features_data[:, 0], \n", " training_features_data[:, 1], \n", " targets, title=title, xlabel=xlabel, ylabel=ylabel)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "***\n", "\n", "Again:

\n", " \n", "- How do we select the **best classifier?**

\n", "\n", "- We are only measuring the **empirical error,** the performance on the training data!

\n", " \n", "- We are aiming to find the classifier with the best **generalization error**\n", " \n", " 🤔 ...\n", "***" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Estimating the generalization error: hold-out and cross-validation techniques" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "\n", " Goal: Build and select a model that has the ability to generalize well, make little classification mistakes to new instance data (i.e., feature vectors not present in the training data!)\n", "\n", "\n", "- We need to find an empirical way to **estimate the ability of a *given* model to generalize to new instances.**

\n", "\n", "- *How?* We can measure the performance on instances that the classifier has not\n", " seen at training. This will allow to build an empirical estimate of the generalization error, that will be better than just looking at the empirical error on the training data." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**How can we proceed, operationally, given that we have only ONE dataset?**" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Hold-out method: split the dataset in two groups, for training and validating, and measure performance" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "- General idea: Break up the data into two groups:

\n", " \n", " - on one group, the **training dataset,** that we use to train the model,

\n", " - on the other group, the **validation dataset** that we use to validate the model \n", " - $\\rightarrow$ **empirical estimate of the generalization error**" ] }, { "attachments": { "image.png": { "image/png": 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" } }, "cell_type": "markdown", "metadata": {}, "source": [ "

\n", "\n", "
" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "\n", "Questions:

\n", " \n", "1. Which **percentage of data** should be used for training / testing?

\n", " - Maybe something like 70/30?

\n", " \n", "1. How should we **select the data** in the two groups?\n", " - Randomly seems a good criterion!

\n", " - Just split the dataset arrays at the desired point, if data is already shuffled up\n", "" ] }, { "attachments": { "image.png": { "image/png": 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y2LmXJuI6QfLAIzNb46/xi9+3/SGBuLIcXlmdvIjihPWDjkycK5bOFUzf/lbTd4BN/Ovj1mfPAyMXUMLcVcY+exxg0159w/nmzljJVCcUsE1SZanv9XbB0nHj3UJI59+ssQL3C+pRnyWyb7SlDb/gMpv33Y9pF1q8vFcuXOgWWfz8JFQPv+jP3impj2vad+KjT661VPeVSxbhutZTBrcwVm3VP3a2UVdcZ93a7BBoe3+Z0n12/fGQY1Jmox9WW6wfHkx/nebuGk4bkR8hAAEIQAACEIAABCAAAQhAAAIQgAAEKppA2QjrdUuXOivrsFDWdeOtrHZmGrcrGZpPorksoftKePWJe+6z88O8i3MxkSEZZ13efcudE2l0XKeF9dl9f2cBLLcuM95+z/od2CErcVd5d/zFBjbg8OOsbvnytFnLnYv8PcsC3Z9/Ul3CdfP9Lev8oedc7Ny1hDOTZX+vnfdI1EvpukWDhx4Nnxr4W65Fqn/oaGFxt3OLzWzmux8Ezg3/IUvkBT16BfJUvhLLFw0cHD7d+dSWX3x/nbUoIkv5ASEXMf5z0n3u/NtNbcTl1zj3NUkZZvii0G2SKnsnqo8db6OuvskkGqerX+Rv67Swntvv5tonk+95ud8Z2OGEQB6d1tvIRvzp6lTFW/293tqYM9cmPfGsdf5tq0B8lanjuquvm4X9BkSns0aUn/z3f1jPHX6fFD+yXmuuJ/W9wO9rru90b1+sWrTIvWnhjye2WuQhQAACEIAABCAAAQhAAAIQgAAEIAABCEAgFYGyEtYnPPi3oDDmLNa3cm4vUlUgm++d25HPv7Ie24U2OJSIvN7GTiyUsJ8uLJ8xM6lssgKuGTjEJj36d+u60ZZJv/vFuqjPWjSQ9XGqIPFa7meGX3i5dWzWPOf0/Xlq48mq086z8OapK6rnO9cp/nNlmZzJ5YcTJM9fa63uxZf4OvySK1NVyX0v3+ASTr043rFb621t2YRkv/fOYv2ADknna3HCi5vP0dXzgsts6bgJacvr/7EYbeLPL/FZgvPsOas3+I3qC82aW6ffbmpdWrYxtYHeWIhksk4L69Vu74wukCSs9w9tGOvcJ11+baJISR/WuEKa8vTz1rl5SOSW+K28d9rDZr79blJU98UaF056i6TTrzeOLr+3YKQ3Mn7bynpuv6v1P6CDVZ12rg07709JcXSNpdvAVAtbenuhS8vNE3H1Nsmkx5+JLiPfQgACEIAABCAAAQhAAAIQgAAEIAABCEDAzMpIWF9mE//6RELc8kRBCWPLpkxtcGPVLVvufIfLZ7uXtnfUd9Udu6bOo77elk2akhTPWYKfdaFJtPbSShzXaWFdNtrKeu6wm/Xd5xAbcOixSWKhBLz5naLzlVV3zYBBNujYU5LTlrgo9x4tN7deu+xtAw49xrntkNsXWdp223zHSNc3XVttayvmzAnUU64w+u5zcCAPZ7F7QIfAeYE/tCnllKnWbYudAvFUd2fJv4cs+VO715FbnaozLgjEVZ7iFGVJ7YT1/ZOF9QRrv9i6fmtnga+05Je9b/tDnZ97tXGUlbcTi/98XVYb5BarTQKs1/yhhZ9pr76Z1IfUD3SNDDzieLdApM1LtSiifQBcX9AGviGRvetGWwU3fo3IUMz7hRYzHKsrr484Wz5q6t1eCPJzL3E/qW20t8C2uzgf91EuiZRofe0Km/3RJ5GivJee/LNLnB9w2LHOLdL01/7lNuuVQK5Ne8OLLWr3JSNGRZfZZaqNUatt1LU3uz0G+u13uA274DLn2z11JH6BAAQgAAEIQAACEIAABCAAAQhAAAIQqHQC5SWsP/r3JEHOCesTJ8XSTrKyHnXF9Ul5OMvlcy+N9EHuMq6rdy5DPHEv7XGdFs4ntNxoaKNT+VFf2KuvLR073rpv1TaQt1xXzPrPf5Pq5vnRrvrjuYHzvXxlzdtnr4Oc9fLsjz93IuCqxYudW5lFQ4baxIcft26tg37YnQuOPQ9M8q/tNqk88fRgPvKzvlVbq6uN3sB09RsAXwfjeOL2mg1na2ekdt8jy+se2+0aiK86jb7+tiQW+sIJ6yFXMB4Ld9Qiw4ZbOGF05J+vs5nvfWgLe/WxpWPHOb/3M95618bd+Rfn2kRubgJx5YKmRRub/uY7kaK+V6BitomXp3d0rnN69k7aZFOCeffNd7Sxt99ryycHF5/URtq4VpuHyo2ORHHV23NhJB/q6YJbcGl/aICV0hh11Y3J0WRNP2OmTfnHi64dwnxdObfYyb3ZobpEBgnzs+ckuZ/x0tLiVe9d2zur9Jn//o8tG5/8ZoN8/vdqt1eizOrzffc6yFYtXhKZpf/LuhUrnDCvxSyNEwQIQAACEIAABCAAAQhAAAIQgAAEIAABCKQjUD7C+rJlNunxpxKimCeoybp2aYSIlq5SqX7zLI4l1nvpu6N8MW+zixP2ouJKVF1cNSwYxycke2nI/YX8pk/825NJFq9Rvsy1uajcUASCBMbqahtz691JlsYSKDu3bGNVZ5xv837oZPX19YGo3h+rrdDXbgyq8snSd8yNt3unJI4S5EdeeUNS3cRo+dTpifP8HxRHAmuAoY+HLOmrf+jkj5L4LJZynyOB1x9fiwyzP/wkcZ7/gxPWDz4qcL4XVxbKvX+3j42+4Tbnnz0VE+WrDVyHnnWRddlgi0BaKotE22WTJvuzXfu5yG2yNuM1luBz5lrV6ecFyqy+IGvs8X952Pn5D8Tx/aE+v2jwUBt69kVunwFZZE959gXfGdEf1YfchrC+dnXC+tU3BSK4BYfxE91GvvJ777VL4tisuXXbbHsbd8+DziI9ENn3h1s86N4r+e0P9fn1W9vgE0+zOZ99aXXLa32xgh+di6Gnn3P9oce2v7P+hxxtU55/OXgSf0EAAhCAAAQgAAEIQAACEIAABCAAAQhAIAYC5SWsP/FMkjAn3+WyPI4ryBp1+EV/TsrHWY+//1FkNk6Q7z8wKY5fPJSYPPziK2zJmLGRaTihco/gBqqrhfU3A+c7a/BPv4xw+bG+qYwjLr3KWQcHIoX+qJ0127puHHR5I3Fy2suvhc40kxgpn9aJuqwRUmUBvrBvxAaT9Wa1M2dZr7Z7JsXx0pDAOvmZaPHW+bR+5fVg3GbrO/FV7mWigvx9y92Nl747SnBtsZkNOuoPNuujT9KKy4k011hWa1HAs+D20pS/7kmPPZU41f+h2G0Sznv2J59bx18F3Q2p/CMuudJWLclsjS3XK6sWLbb5Xbrb/G49Tf05U1g5f7713m3fAHP3VsG1tySiKh25Xxl17S3Jgrj60RqLer0tkKmcctU05ZkXAvmpbVRv+U9PueiRKM3qD+rPcz790qa9/Lpzd5NqoSUUjT8hAAEIQAACEIAABCAAAQhAAAIQgAAEIJATgbIS1ienEtZTiNU51XTNydp8srpTlyRfzE6ovOzqyCQlIC7s0z9J9PMLvNqws3b27Mj4+tKJw4cdF0hjtZX2x2vjrBF+Bx75h8B5TmD85YY25KQzbcXceWvPj/pUv8ZtTcivtvxez/nsq6QYTjT+5Iuk/HT+3M8jzl+5yuZ365F2M1WxHJlik0sJvFoc8ARtV7d1W1r/g45M6YpH7ORD3B/H22BVVug5hXpzbyb0PzDos93z8S7/74FQgjZJ5K+8Z85yb0H46+4s7Hfbz5aMGp04Ne4PesNCbwL48/W761G/Wdinn3sDQAK6/zz3eZ0W1n3LnW38fQ+7xZtM5ZPw7t7S8FnIK51urbYzuTciQAACEIAABCAAAQhAAAIQgAAEIAABCECgnAiUlbAui+GwQOdcwYybECsz+WLu1maHQF4SVuU6IiqsFtb7Bc73yinfz0NOPiutqK40naB8+TVr01jjIkN+sL0gsXL2fz9L3mRznebWc/tdbUH3Xt6pKY8q64Ievdfm41mgb7CF+z4c0bm50aaPYdcszSPc1KgeS5bauHseSErf46FjOpZiL7cr/vM7/WYTG3vHveGiJf6WP/BBR58UiCOL+kWDhiTOyeVDXW2tzXzn/SSrdW0mu6Br90BSpWgTrwBu0ePzr5IWMfSmw5RnX/ROK8jRuS7y+StXe8md0Oib7nBCefWPnVP6Q/9RG5Vu3c4mPPSYiXU2wbkXuuamQBs7i/et2jpL+8XDRtjyadNN56Xa/DSbfDgHAhCAAAQgAAEIQAACEIAABCAAAQhAAAJxECgfYX3pMrfppl9w1efVvr6nxVHXRBry2d0vZLEsEa/nTrtHinYphfU1vtmzErxrV9jsjz4x+X6WQCn/2MPOvSTgd1rW0kPPvCAoLv58fZNrlXF3P5Aof7oPssif9+0PSWl02XBLWzRkrYjvT6N2zlyTyx0/e23yOeGBR/ynuc8Sxvvte1jgXLHr4o/vNj/dOdlSWb7qR45OcmvirOO//CYpL+8Lt8HqCacF8lR+i4eP8E7J+aiNMvvufXAgzSh3MKVqE1VI9R561oWBMnr+4FfMmZtznXOJ4IT1kLsfWaxrc9g5H39ufXbfP1CuRN/RglGbHZxbHS0MZBvkwmXKM88npan6dt+6nXtbY+ytdzkXL/O++9EtqkhozyWPbMvCeRCAAAQgAAEIQAACEIAABCAAAQhAAAIQyESgjIT1pTbh/keShDUJ0HGLiPKzPuy8S5Py6tZqW2eRHYaWSlh3G4LedEekGB9OQ1a2EqXl51w+3sfedk/QH3t9vS2fOs26bb5joFzORcleB2X0q+7l56ycP/sykIZETwnRS8eO904LHOX/vd++hwbidFpvI+eyxX+i23h0UFVQGJeQ2npbqzr9/EB85Rd20+Isxd/9IHCes0reYieTX/hUYWVNjQ059exAPJf+yPxdoTjL+7vvD6Qpf94SshOhhG1ibrPV0SbL/IRoLavx32xq4+//a6KIhfqwonq+W2jy562NYrWooo1+/d/7P7u3FQ7oYPLRnkvQgpB8wOua8qeX9FmLOC03d+5xxtxyl1usWjS4yrRYRoAABCAAAQhAAAIQgAAEIAABCEAAAhCAQLEIlI2w7oTOu4JCp0Q1CeurFtbEymPV4iU25sbbkwS8VCJ+KmFdG4QuGz8xlrI5YbFTl6QyyU1KttbqKkj9ipU298tvktJxlv/TpkeWVVbZw865OBBHIurAI08MnC+r4slPPhs4T/7Uh194mU179Y3A91E+2sV99HW3Bs6LyieQqdzP1CyyqjOCwr3b1HZM/pvaahPV6f98M1iWdVtav/0OT2RfyjapW15rM954J1A+LUJI1A4vWCQKHOOHFdXV1nO7XYP5h/yfJ4nea35X28z893+y2iQ1UWQtPM2Z69wqqU+kSjv8feffbOL6qTY+lWugbF3PJPLlAwQgAAEIQAACEIAABCAAAQhAAAIQgAAE8iBQRsL6Ehtz0x1JglrXTbcxiYxxBufv/DKfv/M1gqBcWNQtW56UVSphXefHFST0Tn3x1aT6a4PTWe9/lHU2EoOrOyYL9FoEkPuTqLDab/qDwbybNbdeO+9hslL3gizbJbYnxE1Zq7fa1uZ36pKUp3Or8sQzXlR3dJbx+x++Nv4aC+wJD/wtcF74Dyf8n3tJIF5Dfe+L07wfOwXSlHCtOnuhpG2yaLHbADbBWqx+tZF708IrXyGPertCm4/688/2s3NXs8veVtN/UE5FVF9bMnykDexwYpKlfqa83QLNEcfbnE+/dC50csqYkyEAAQhAAAIQgAAEIAABCEAAAhCAAAQgkCOB8hHWFy+2UVfekCTkSbitr6/PsVrpT5fv6kHHnRrIS2Kg/EZHhZTC+mbbR52e13d1S5eaBOawgCjf6Iurhmadpspa039gUjqyxl9ZXR2Zjqx8p78Zso7W2wKbbmMr5y90cdwmp8OGO3/vXhklZg465mSrW7HClo4bb35LY1myj/jT1Wvzq6+3ZRMnmTbe9OLrqPot6NZz7XkRn+S6Z/hFVwTiOWE9hWubiCSSvlJ9tHGsvyz63H2LnW6fUqcAACAASURBVBLnlrJNtAjRd6+DAuUTu+mvv5UoXyE/rJg7z7V/mE/gb7ll2WBz67F120A5dY7b1PeUs7N2YeTVRf1XewGMvvF29/ZAj23amRZpAvmmspyXRf9WbW3aK6+b+gwBAhCAAAQgAAEIQAACEIAABCAAAQhAAAKFIlA+wroTT/8cFNCaBYXOuCDI5USvdnsF8ur4yw1s0AmnRWaRUlhvvV3k+fl86dykXB90k/Kj6r/5jqbfsg719bZk7PhA3SRKOmF9wWqRPJyW6je/W8+kOG7D06rVG546NzBPPRc4p0uLNjbz3Q9ccrJw7rbZ9onfna/tg49OZOV8v3/+deJ3J5Su08J6td3LVi1JXz+9YTDy8uAbBg11BaM6L+jVJ1gebWC77e8SZS5lm0jYlh95v6DcZYMtbGGvPonyFfKDrpF0grYWorTZ7+jrb7XJf/+H22TYX1Z9Xr0B7t8i9y3IVHa1T83gITb1+VdsxGVX24DDj3cLXz22bmd6iyOcl/9vuT2a+d4HVr9q7dsWmfLjdwhAAAIQgAAEIAABCEAAAhCAAAQgAAEI5EKgfIR1+dE+84KgYCahc/tdc6lPxnOdSN5/YNImibKwHnX1jZHxXZw+/YJlk1jdatvI8/P5cpWz2L8+mIdck+y0e87J1c6aZR1/tVEgLec/fu686LRkTT5psnM14hco5Sd9zhdfuzgrq+fbwMOPS6S52t3HPibLagVtHtn/oCMTv7tNSbdqaxLkFVb70P/L2t8lvGqDVL9Vuzsz+T/H5uobA3HdZqyjxyafnOU3ci8UttJ3G8Xuc0gihVK2Se2Mmaby+NtDm8TGvZFvorKhD7XTZ1rHZs0D+buyNGvuBPf+hxztrOe1YKKFj9HX3pzUf9QHdI3M/uSLgEuhUFaZ/6yrs+XTZ9i87zvalH+8ZKOuutEGHHas9dxx9+Q8ZS2/TgvrvWv77H3R19VZ7cxZtrBvf5eHfLXLVRABAhCAAAQgAAEIQAACEIAABCAAAQhAAAKpCJSNsC73LIP/cEZQyJNFc7u9U5U9r++dwHv3A8F8fr6+c1Ey/Y23I9MsirC+ZImNueXOpHLJYl0bkuYSnPX45jsG0kq3eanSdptVbh/crLLz+q2dxbBzmzJ4qGmjSE/o7fTrTWzMzXcmirXaXUvwjQOJ395GmxLeBxx6TCK+0snWf7yzHL/htkBcl/bI0Yn8c/2gfjD2jvsCacp9yeCTzkgkJUv6krSJFjomTAqUbfVCxc5Wv3JVonwF+6C3HkaPDeYv9yvrtLDuW+xowy+63BYNHLw2e5V38hQbeMTxSXG0ONBnr4Ns8bDha89v6CcJ7VOm2oy33rWqU892fv69fukd3aa/d96XOaf6eifaj7vnAeu798GuTw7scIIt7NU3c1zOgAAEIAABCEAAAhCAAAQgAAEIQAACEKhYAuUjrC9YGNwYc43laZ89DoivcZxl9hTr/bt9ggKgLOO329Vqp8+IzCulsL7pNpHn5/Ol/HmPf+CRYLlkFb/x1lY7a3ZOSa6cP9/EzRMZdXRC9OgxKdPRwsaQk88MxJF4Pva2u53V+aTHng78Jgv4BT16J9Jz/sgfeixwjrN4/+xLs/p6Wzp+onVu7nPh0ay582e+fOr0RBqpPkjgHnvr3cG0JdoPH5kqSvrv6+vdRq4Djz4pkKYTY+9+IBG3lG0iC22/z3q1oXze59oXEpXJ4YP6e5SffreYctOdtqqmJik1WXjP79zNemz3uwBTldvbdDV2a/v6esdj3F1/sc4t2gTy9fZMyORGSfsLSKD3W+e7BZYTT8t5QSsJCl9AAAIQgAAEIAABCEAAAhCAAAQgAAEINFkCZSSsL7D+B/pciUhYX7el28AwLvqrli61Kc++aLL+9YvOziXJJVemzCatsB7Txqp1y5fb1BdeDZTLCeIbbmE1A4ekLFvUD1Gbs2qTyflduked7r6rW7LUxt/7YCD/jr/a0IaedaHJAr7/wUclflO79D+wg8kNiBfqa2tt1vsfJc5R2eWje+Kjf7f62hU264OPA7+t3vj0FC962qN7y+COoBsZLRQsHjYibbxUPzp/759+EbDAd6w32Nyqf+iYiFbKNlkxb16SJbbasLpTl0T5CvVBInl1xy6B9nJ8Wm5u8779IWW2dcuWO1ctKqfO9/9TX5AvdgnZcQctJFWdfl4gP1feDbe0RUPSb/zrFm1uCy7aKK4WMZZNnBx3UUkPAhCAAAQgAAEIQAACEIAABCAAAQhAoIkQKB9hff4C67PnQQFxrOMvWjr3IXGwlji+oEcv675V20AeToDbaEub+833KbNJJ6zLTUocwYmZP3ZOKlvn5q2dL+tc8pDPa/kuDwibSuefb6ZMRuL37A9D4ve6La1v+0OtZsBg5w/dS08i6aTHnw6k5aycBwxy/q2985yl8vl/stU+0m8KlkdpPPFMII1Uf0S579HGqouHrt5YNVW8yO/r6m3phInW/6C1CwWuvHI79Lt9bMX8+YlopWwT57P+gCMCzDr9dlOb8PBjDfNXnqhd6g/ewoPXjt7RLc50Tb04oxRXLlhoIy65Msna3rmy2XJnq+7UNXXGef6idpLg75XTO+qNiblffZs2VfemxcPBNy0U38X98pu0cfkRAhCAAAQgAAEIQAACEIAABCAAAQhAoHIJlI+wXj3feu2yd0Ack1XzwKNOanDrSPxePGKUDTnlrED6EtCUx4DDjzVZrqYKxRDW5S5FFrKdfrNpoIwdf7mBDTr+j4lNQFOV0f99lOsUtznrlTf4Twt8doyGjzDl5wmTbvPJTbex8X95OPBd9y12siUR/s3lpkQuYrz4zh3HHgdY7ezZ1mf3/RPf63f5fK8ZMChQhlR/OGH93ocC8btsuIVpk8mcQl2dLZsy1cY/8LdAWiqPuE944JFgciVsE7XhuLAPePkr3/NAWzQkjwWF+nq30az6WLbuUbx29I5irg0+04a6Ols6Zpz12//wJMbuWjviBFs+dVowCZVtwUJbMmKULZswMeeNQ1fvATAkKT+5HprxzvvBvEJ/OVcwb74THfetd0Nn8ycEIAABCEAAAhCAAAQgAAEIQAACEIAABFYTKBthXe5Gemwb9M8skXfwiac3qK0kii8aXGUjLr8mYE3txMJmza3H1u1szhdfp80jrbC+Kr7NJGWl3G//oJWyyim3J3LNIfE9U3D1HTTEqv54TkAslMjde7f2pk1GUwVtYBr2kS23L9pA1hNX5X96yElnRpZF4uiAw45NnKs4EtCrf+hkipdIY50WTmiXlXw2wfk6v88n7svNzPqtbco/XrTFQ4ebXN9kCrLClhCvDUuj/HHL7/6yiZOSkilVmzhr+R86JS206C2AoWde6DYLzaY/6BxdW3pbQ65YRl11g834179NbzWkCnLpMvX5lxPt5bWbe0ugKrOoL9Zzv/zGurXZISkN58f+rvvXuoSRn/QZM52LpqrTzrWRl19r837olLafBsotUX5hTWR51c6z//tZ4PTwH+I8v3PXpHKuflMkejPjcBr8DQEIQAACEIAABCAAAQhAAAIQgAAEIFB5BMpKWJcltCfi6bjawvV4Wz5teu7uL9ZY6M7v2iNJZPby6Lx+Kxt72z1Wn0GwTiusr1wZW6+pW7bMuVjxyucdJUoPOu5UW9inX+oNFSWgzp1n1T92NgmUXlz/sYt8ZH/3Y8rySnQfdsGfIuN66Tgr4Lffi0xDVtZjbrozEL/Trze2oWdflPTd6Btui0wj6ktnsX7X/YE0VB613+ATTrMpz73shOMlI0c5wXnF3LnO/Yz8lGvTVAnqcz770gYf/8ck//qeVf6UZ16Iynr1xq2PBzduVd7FaJOV86ptUGiDVeWtTURHX3er2zxWiyGRQf2/er6zMNfGs31+v1+Cn94qqE7TD1L1Qy3wLB07LjK78JduMeQvf01aGHAuYdrsYAu69XBRnF/2Z19MuI7RAlCvtnvatJdfd280yMJe9VB6zu1Sfb3J973qLcv3RVVDbfpr/7Leu7ZP1M/rq+6tiIGDw0UL/q23EiZPcQtsXjxXxq12tgU9127OG4zEXxCAAAQgAAEIQAACEIAABCAAAQhAAAKVTqCMhPV51q31dkFxrFlz69ZqGyd+z/u+oy0dN8FW1SyKdhUhwW3ZMlsxZ64tGT3WJKjLQrfPXkG/7Z545on2tTNnZewDaYV13waeGRPKcIJzxzJ0eKSlr8rb/4AONufTL6ym3wBXx+VTptrSseNtcdUwZxU+8ZEnnSjp1TF89DZpdQJlRFkkWMoPezhe4u9mza3nDruZXL5EBeeb+5MvguJ1s+YmMT6RhqzYN9oy7SaY4bSdYH9zULD3pyer+p5t97Sq086zUdfcZBMfftwJs5P+9qSNuOwaG3D48datVahvrdlcU/7i9TbDqqXLwtm6v0vZJvUrVtq8r79zG2n666vPqrOs7OXrXm8zaNFF1vvq+4sGD7Xqjp1t8hPPWL8DOwTbQ8L8ehvbqKtujKyvvnR+xx96NNBmylNCdZIbl1SpyBJ91mz3xklS2X+5oQ0+6UxnNe98yYf93auMv9rQ+h14pI288gbni3/GG2+7vi+f6TPefs/Ve8xNt7vFElnxJ+Wxbgvru9dBGd3euPouW2ZTnn7eudlR/5a7HbfgFuO1nQoT30MAAhCAAAQgAAEIQAACEIAABCAAAQg0TgLlJay32jZJIHOCmQT21tvZ8EuutKkvvGKzPvjYWV7P79zNiYrV33d0riemv/mOE1WHnXup9dppjyRB0RPfJFL32/cwm/ddx6xaLZ2wLh/NcQZZZ4+/96GA6xSv3LKk1QaSffc9zIaee7GNvv5WG37h5Tb4uFOt22bbR7NbIyB7HHtss0tKcdSJyMNGmDbJTOTpiy9BduRl16Subn29SezvuvFaP+vhdCQI92t/qKme2YaozU/D6eb8twT/9Vu7txmWT56atiilbBPnL/+2e0xvG0TWcR0tPm1rffc80FnvDzvnEht45B+s+5bBtz/8cZ2wfvVNKevsWZv74+izLN31VkS2wV03vfta+E0UpaV+rLcnVi5caIOOOTm6br6+58rSrHn0dZF03vomf/CTn3ou26KaFoU0nsx44x1Xrriv66wLwokQgAAEIAABCEAAAhCAAAQgAAEIQAACjYJA2QjrcvfQe7d9sxbYJIpKPJTg3qVlm+wEN2cJu5ENOPTYnCym0wrry+MV1uUTW1bBg445xaIsccNiZ8q/12lh8okd/l3uU1K5PVGPlZ/0/gcfnRRP6cgVyLxvf0jbsVfV1FjVH6Nd0SgNtZveJMglOGH9mpsiyxSuX1Z/N2vurK+HX/Ant1lmxrKUsk3W+Egfefk1ztI/q/qFhWbf3xLV+x98lC3sk3oTUucK5rGngrybNXcCeS4LIuLqifRazPKX3S3SXHmDc+sy9aV/WpcNtgj87j831896C2HomRfYiur5GZuWEyAAAQhAAAIQgAAEIAABCEAAAhCAAAQgkA+BshHWnVXwfQ9FisG5CmupzpfgNviEP6YVFaMgypJ70aCq4OanEhq33NlZukbFach39avqbPGw4Tb4D2fkzKPjL1qarNIHHvUHG3PTHdar3V4BwVK/a2Eh1caXcgcz9YVXk6z9neucw441WVCnC3W1K2zWB/917kbC7SBr9b77HJzSYj5Vum4zzedeDpRJwqw2x1Sa4XzS/a3NM+XqY8ytd1vt7GiXNlHlKGWbqK1qZ81y7dlz+90CHNLV1f+bOGlz4KrTz7P53XpGVTHxnay3temnn63aX5blmfYjSCTifVjjw7zvPocE2kmLRsMuuMydtXL+Aht9zc2ufB3XbRE4z1+HjJ/dmy3bu7c5lowa7ZWAIwQgAAEIQAACEIAABCAAAQhAAAIQgAAEYidQNsK6Ew9nzLQxN99lAzuc4KzXtUljRjHNZ42b6lz5a5bAPPziK2zJqDG5Q5TF8vQZAXcrEhoHHnNySoE690yCMSTmy6f8mJvvdGJ01023DQidgbrKrclvW1nPHXd3YryE8eVTp5vcWcx89wPrucPvExwllg445GiTFX5kkBA6foIT5xN5NGvu/p7z+VeRUcJfyl3IgEOPSeTp0lljJT799bfCp2f+WyzGT3A+5rttvqN136qtVZ16jk185AkbcsrZTiiXyN65eevkNxeaNTeJ6YojFzTDL7jc5K9ffHMNJWuTNQVdtWyZid/AI090m236he9EW/mvB/WLlm2s9y77ODcx0178p9uDIGO91d+nzXCW7Z1btHFc++yxv814692MUaNOUD+U+yYt+GhzUpVbG5TOfP+jxOl6K0EblmrhS7913Wir4EKWv16hz1pkkW/0gR1OtAn3P2LavJYAAQhAAAIQgAAEIAABCEAAAhCAAAQgAIFCEigfYd2rpVxfzJlrc7/+zoadd6n1+f1+zt1LRhExJLbpfLmJ6bPHAc5Kd9b7H6XcoNLLOt3R8/Mtq9+um2xjffc+yKa/9q90UWL5rX7lSlvYq4+Nv+9hG/LHc6z/gUe6DVnlNqfXLns7sViWxCMvv9ZmvP2urZhXHcjXbUj6+tvOB7fzxb3PIaaNINMF5wrk8adXi5u/2MCJuPL7nq0YLYvnuZ9/ZT132n21OCrf8C3b2PALLsto8Z6qXFoIWDRoiE167Cmb/NQ/zPOLrjcd5nfpbhP/9qSNvOoGG3rWhTbouFNt4BEn2MCjT7IhJ53hFlTk/mZh734m6/eGhlK0SaLMdXW2fNp0m/LcSzbk1HOs3/5HWK+d97TuW7dzCz/q8+qj6h8DDjvORl17i83++POcfKMrL1fH3n1t1LU328grr7dZH35iqxYtShQj1w/qU1NffNWGnHSmDTnlLJv60mvJmxCvcXsz6z//dZuHDj7xdLcXQu9d27u+1GPrdu4tES0U9f5de+u798HObdGw8/9k2l/B6xO5lo3zIQABCEAAAhCAAAQgAAEIQAACEIAABCCQK4HyE9Z9NZDbEW1wOOGBR2zIyWc5C9q+ex3kLFplgSwrbm3aqc0Re2zTzolvffc60FlLS3Sc8NCjVv1j5wYJgl5xJCovmzjZWdWOv+dBt1lqQ4RGL91cjvW1tbZk5Cib37WHzf3qW+euo6bvAJMrjXShfsVKJz7LmnfeNz+YRM60QQJn9Xwbe/s9VnXG+Tb5iWdt1eL0LmDC6dUtr7WZ77zvLOj1BsKoq2/M2QVMOM1s/1betbNmO3/x2S4GZJt2+LyitUk4Y/kvX15ri6qG2az3PrQp/3jJJv71cXetyPJb/WPZ+IkRsUr4Vb2ZeGW1MWi9Wd2SpVbTf6DN/fxrm/H2ezb1uZdNG5LOePMdm/PZV7agR29bMnpsskBfwiqSNQQgAAEIQAACEIAABCAAAQhAAAIQgEBlEChrYd3fBLI0XjpmnC3o2sNkfT75mRds/H0P2YSHHrNJTz5jU59/xWb++32b37W7LZs4qSC+z/3lqZTPKV3GZAOgvt4J8rXTZxTMZU42xeAcCEAAAhCAAAQgAAEIQAACEIAABCAAAQhAAAJxEmg0wnqclSYtCEAAAhCAAAQgAAEIQAACEIAABCAAAQhAAAIQgEC+BBDW8yVHPAhAAAIQgAAEIAABCEAAAhCAAAQgAAEIQAACEKhIAgjrFdnsVBoCEIAABCAAAQhAAAIQgAAEIAABCEAAAhCAAATyJYCwni854kEAAhCAAAQgAAEIQAACEIAABCAAAQhAAAIQgEBFEkBYr8hmp9IQgAAEIAABCEAAAhCAAAQgAAEIQAACEIAABCCQLwGE9XzJEQ8CEIAABCAAAQhAAAIQgAAEIAABCEAAAhCAAAQqkgDCekU2O5WGAAQgAAEIQAACEIAABCAAAQhAAAIQgAAEIACBfAkgrOdLjngQgAAEIAABCEAAAhCAAAQgAAEIQAACEIAABCBQkQQQ1iuy2ak0BCAAAQhAAAIQgAAEIAABCEAAAhCAAAQgAAEI5EsAYT1fcsSDAAQgAAEIQAACEIAABCAAAQhAAAIQgAAEIACBiiSAsF6RzU6lIQABCEAAAhCAAAQgAAEIQAACEIAABCAAAQhAIF8CCOv5kiMeBCAAAQhAAAIQgAAEIAABCEAAAhCAAAQgAAEIVCQBhPWKbHYqDQEIQAACEIAABCAAAQhAAAIQgAAEIAABCEAAAvkSQFjPlxzxIAABCEAAAhCAAAQgAAEIQAACEIAABCAAAQhAoCIJIKxXZLNTaQhAAAIQgAAEIAABCEAAAhCAAAQgAAEIQAACEMiXAMJ6vuSIBwEIQAACEIAABCAAAQhAAAIQgAAEIAABCEAAAhVJAGG9IpudSkMAAhCAAAQgAAEIQAACEIAABCAAAQhAAAIQgEC+BBDW8yVHPAhAAAIQgAAEIAABCEAAAhCAAAQgAAEIQAACEKhIAgjrFdnsVBoCEIAABCAAAQhAAAIQgAAEIAABCEAAAhCAAATyJYCwni854kEAAhCAAAQgAAEIQAACEIAABCAAAQhAAAIQgEBFEkBYr8hmp9IQgAAEIAABCEAAAhCAAAQgAAEIQAACEIAABCCQLwGE9XzJEQ8CEIAABCAAAQhAAAIQgAAEIAABCEAAAhCAAAQqkgDCekU2O5WGAAQgAAEIQAACEIAABCAAAQhAAAIQgAAEIACBfAkgrOdLjngQgAAEIAABCEAAAhCAAAQgAAEIQAACEIAABCBQkQQQ1iuy2ak0BCAAAQhAAAIQgAAEIAABCEAAAhCAAAQgAAEI5EsAYT1fcsSDAAQgAAEIQAACEIAABCAAAQhAAAIQgAAEIACBiiSAsF6RzU6lIQABCEAAAhCAAAQgAAEIQAACEIAABCAAAQhAIF8CCOv5kiMeBCAAAQhAAAIQgAAEIAABCEAAAhCAAAQgAAEIVCQBhPWKbHYqDQEIQAACEIAABCAAAQhAAAIQgAAEIAABCEAAAvkSQFjPlxzxIAABCEAAAhCAAAQgAAEIQAACEIAABCAAAQhAoCIJIKxXZLNTaQhAAAIQgAAEIAABCEAAAhCAAAQgAAEIQAACEMiXAMJ6vuSIBwEIQAACEIAABCAAAQhAAAIQgAAEIAABCEAAAhVJAGG9IpudSkMAAhCAAAQgAAEIQAACEIAABCAAAQhAAAIQgEC+BBDW8yVHPAhAAAIQgAAEIAABCEAAAhCAAAQgAAEIQAACEKhIAgjrFdnsVBoCEIAABCAAAQhAAAIQgAAEIAABCEAAAhCAAATyJYCwni854kEAAhCAAAQgAAEIQAACEIAABCAAAQhAAAIQgEBFEkBYr8hmp9IQgAAEIAABCEAAAhCAAAQgAAEIQAACEIAABCCQLwGE9XzJEQ8CEIAABCAAAQhAAAIQgAAEIAABCEAAAhCAAAQqkgDCekU2O5WGAAQgAAEIQAACEIAABCAAAQhAAAIQgAAEIACBfAkgrOdLjngQgAAEIAABCEAAAhCAAAQgAAEIQAACEIAABCBQkQQQ1iuy2ak0BCAAAQhAAAIQgAAEIAABCEAAAhCAAAQgAAEI5EsAYT1fcsSDAAQgAAEIQAACEIAABCAAAQhAAAIQgAAEIACBiiSAsF6RzU6lIQABCEAAAhCAAAQgAAEIQAACEIAABCAAAQhAIF8CCOv5kiMeBCAAAQhAAAIQgAAEIAABCEAAAhCAAAQgAAEIVCQBhPWKbHYqDQEIQAACEIAABCAAAQhAAAIQgAAEIAABCEAAAvkSQFjPlxzxIAABCEAAAhCAAAQgAAEIQAACEIAABCAAAQhAoCIJIKxXZLNTaQhAAAIQgAAEIAABCEAAAhCAAAQgAAEIQAACEMiXAMJ6vuSIBwEIQAACEIAABCAAAQhAAAIQgAAEIAABCEAAAhVJAGG9IpudSkMAAhCAAAQgAAEIQAACEIAABCAAAQhAAAIQgEC+BBDW8yVHPAhAAAIQgAAEIAABCEAAAhCAAAQgAAEIQAACEKhIAgjrFdnsVBoCEIAABCAAAQhAAAIQgAAEIAABCEAAAhCAAATyJYCwni854kEAAhCAAAQgAAEIQAACEIAABCAAAQhAAAIQgEBFEkBYr8hmp9IQgAAEIAABCEAAAhCAAAQgAAEIQAACEIAABCCQLwGE9XzJEQ8CEIAABCAAAQhAAAIQgAAEIAABCEAAAhCAAAQqkgDCekU2O5WGAAQgAAEIQAACEIAABCAAAQhAAAIQgAAEIACBfAkgrOdLjngQgAAEIAABCEAAAhCAAAQgAAEIQAACEIAABCBQkQQQ1iuy2ak0BCAAAQhAAAIQgAAEIAABCEAAAhCAAAQgAAEI5EsAYT1fcsSDAAQgAAEIQAACEIAABCAAAQhAAAIQgAAEIACBiiSAsF6RzU6lIQABCEAAAhCAAAQgAAEIQAACEIAABCAAAQhAIF8CCOv5kiMeBCAAAQhAAAIQgAAEIAABCEAAAhCAAAQgAAEIVCQBhPWKbHYqDQEIQAACEIAABCAAAQhAAAIQgAAEIAABCEAAAvkSQFjPlxzxIAABCEAAAhCAAAQgAAEIQAACEIAABCAAAQhAoCIJIKxXZLNTaQhAAAIQgAAEIAABCEAAAhCAAAQgAAEIQAACEMiXAMJ6vuSIBwEIQAACEIAABCAAAQhAAAIQgAAEIAABCEAAAhVJAGG9IpudSkMAAhCAAAQgAAEIQAACEIAABCAAAQhAAAIQgEC+BBDW8yVHPAhAAAIQgAAEIAABCEAAAhCAAAQgAAEIQAACEKhIAgjrFdnsVBoCEIAABCAAAQhAAAIQgAAEIAABCEAAAhCAAATyJYCwni854kEAAhCAAAQgAAEIQAACEIAABCAAAQhAAAIQgEBFEkBYr8hmp9IQgAAEIAABCEAAAhCAAAQgAAEIQAACEIAABCCQLwGE9XzJEQ8CEIAABCAAAQhAAAIQgAAEIAABCEAAAhCAAAQqkgDCekU2O5WG0FFd9AAAIABJREFUAAQgAAEIQAACEIAABCAAAQhAAAIQgAAEIACBfAkgrOdLjngQgAAEIAABCEAAAhCAAAQgAAEIQAACEIAABCBQkQQQ1iuy2ak0BCAAAQhAAAIQgAAEIAABCEAAAhCAAAQgAAEI5EsAYT1fcsSDAAQgAAEIQAACEIAABCAAAQhAAAIQgAAEIACBiiSAsF6RzU6lIQABCEAAAhCAAAQgAAEIQAACEIAABCAAAQhAIF8CCOv5kiMeBCAAAQhAAAIQgAAEIAABCEAAAhCAAAQgAAEIVCQBhPWKbHYqDQEIQAACEIAABCAAAQhAAAIQgAAEIAABCEAAAvkSQFjPlxzxIAABCEAAAhCAAAQgAAEIQAACEIAABCAAAQhAoCIJIKxXZLNTaQhAAAIQgAAEIAABCEAAAhCAAAQgAAEIQAACEMiXAMJ6vuSIBwEIQAACEIAABCAAAQhAAAIQgAAEIAABCEAAAhVJAGG9IpudSkMAAhCAAAQgAAEIQAACEIAABCAAAQhAAAIQgEC+BBDW8yVHPAhAAAIQgAAEIAABCEAAAhCAAAQgAAEIQAACEKhIAgjrFdnsVBoCEIAABCAAAQhAAAIQgAAEIAABCEAAAhCAAATyJYCwni854kEAAhCAAAQgAAEIQAACEIAABCAAAQhAAAIQgEBFEkBYr8hmp9IQgAAEIAABCEAAAhCAAAQgAAEIQAACEIAABCCQLwGE9XzJEQ8CEIAABCAAAQhAAAIQgAAEIAABCEAAAhCAAAQqkgDCekU2O5WGAAQgAAEIQAACEIAABCAAAQhAAAIQgAAEIACBfAkgrOdLjngQgAAEIAABCEAAAhCAAAQgAAEIQAACEIAABCBQkQQQ1iuy2ak0BCAAAQhAAAIQgAAEIAABCEAAAhCAAAQgAAEI5EsAYT1fcsSDAAQgAAEIQAACEIAABCAAAQhAAAIQgAAEIACBiiSAsF6RzU6lIQABCEAAAhCAAAQgAAEIQAACEIAABCAAAQhAIF8CCOv5kiMeBCAAAQhAAAIQgAAEIAABCEAAAhCAAAQgAAEIVCQBhPWKbHYqDQEIQGAtgfr6eps3b56NGDHCqqqqbOTIkTZ//vy1J/AJAhCAgJlV2lih+lZXV9v48eNt7NixNnXqVFuxYgV9AQJNnkBtba1Nnz7dRo8ebQMGDLAePXpY3759bfjw4TZnzhw3FmSCEEcamfJoSr8z3jSl1qQuEIBAOROotPlsObdFUykbwnpTaUnqAQEIQCBPAsuWLbOXX37ZTj75ZDv66KPt9NNPtzfffDPP1IgGAQg0VQKVNlYsXbrUHn/8cbvkkkvs/PPPt5tuusmJi021fakXBOrq6mzmzJn20Ucf2a233mpnnXWWHXDAAbbTTjvZ3nvvbSeddJI99NBDbhE+Fa040kiVdlP+nvGmKbcudYMABMqJQKXNZ8uJfVMtC8J6U21Z6gUBCEAgSwKyTm/fvr395Cc/cf/+93//1w455JAsY3MaBCBQKQQqbayQZe7//d//JcbGddZZx2688cZKaW7qWWEEVq1a5SzS77nnHmvevHmi33tzA+/4s5/9zM4555xIOnGkEZlwBXzJeNP4G9lbVOrfv7/17NnTBg4caLNnz278FaMGEGhiBCptPtvEmq8sq4OwXpbNQqHiIKDJzbRp09zrqx07djT969Spk5vojBo1yvSKaqGCXi9asGCBaWLVuXNnl7eXvyZZy5cvL1TWpAuBnAlociFLNO+hWcL6QQcdlHM6RIAABJo2gUobKySI/L//9/8SY2OzZs3s2muvbdqNTO0qkoDmrRJ2ZaH+P//zP4k+780L/Mef/vSntttuuyVxiiONpEQr6AvGm8bd2Or/ukfee++9tt9++1m7du3cXPqvf/2ryTqWAAEIlA+BSpvPlg/5plsShPWm27YVX7NFixbZ7bffbjvuuKNtvPHG7t+mm25qbdu2tTPPPNM+//zzgvhK9SZW//jHP2zfffe1Nm3aJPJv3bq1swTu1q1bxbcPAMqHAJOL8mkLSgKBciZQaWMFQlc590bKFicB7R2gebH/DQ0J7C1btnRvtB1xxBF2+OGH21577WVbbrmldejQISn7ONJISrSCvmC8adyNrbc1tA+B/xrSglSLFi3c3kWNu3aUHgJNi0ClzWebVuuVZ20Q1suzXShVAwnIWl1W6b/61a8irW5kgbbDDjvY4MGDG5hTcnRZwn/44Ycp8/75z39ul156aXJEvoHAms0B9UbD4sWLi2bhwuSCrgcBCGRDoNLGisYgdGkxv9j3jGz6SiHOqaS6FoJfujS1Se9xxx2XmDNLVJcgKAMVbViqOYnexNRbly+++KL961//SkoujjSSEq2gLxrDeFOOzRHXuNDQdLSwpL0J/G936POvf/1r+/7778sRHWWCQMUSqLT5bKEauqHjZqHKVYp0EdZLQZ08C05Ak5uvvvoqaXLjn+zole6rrrrKNCDEFZSWJsbyT+3Py/9ZlgzHHntsXFmSThMiIGuXIUOGuAdWPbhqA1FZvxQ6MLkoNGHSh0DTIFBpY0W5C12lumeUojdXUl2LzVfGKCNGjDAZfnjzVflR14bm2bpNjCONYte73PIr9/Gm3HipPHGNC3Gks3LlSvv2228D7sN0PWm/gmLM5cuxfSgTBMqVQKXNZwvRDnGMm4UoV6nSRFgvFXnyLSgB73VU7wFBR1nfrLfeeomHBv2t11nlhz2u4E2q5KPay1ObnUnE98oiYf2YY46JK0vSaUIE5L7owgsvTPQV9SO9el3owOSi0IRJHwJNg0CljRXlLnSV6p5Rit5cSXUtNl/NXb/++uvE3EPzVb3xGWWVnqpscaSRKu1K+b7cx5tybIe4xoU40pFx1eTJk23//fc3uf7caKONbPPNN7fjjz/eve1RjvwoEwQqlUClzWcL0c5xjJuFKFep0kRYLxV58i0ogShhXdY3Rx55pGnTJU/k/uUvf2nPPfdcbGWpqamxc845J5G+RHRtCrnZZpsFvkNYjw15k0po4cKFbtHF659yWaQ9AQodmFwUmjDpQ6BpEKi0saLcha5S3TNK0Zsrqa7F5itXQq+99lpinqo5yG9/+1urqqrKuihxpJF1Zk30xHIfb8oRe1zjQlzpyIJT7pL+/ve/2wMPPGAvvPAC/tXLseNQpoonUGnz2UI0eFzjZiHKVoo0EdZLQZ08C04gSliXiP7www/bFltskXh4kEXwQQcdZEuXLm1wmfQa7NChQ90rf54wKgt5bWIqiwXvOyzWG4y6ySZQqhsUk4sm26WoGARiJVBpY0W5C12lumfE2qmyTKyS6polkthO0xz4oYceSsxTNV+V+4pc3uiMI43YKtRIEyr38aYcscY1LsSVTjkyokwQgEAygUqbzyYTaPg3jJtBhgjrQR5N5i+9jqbO3qdPn7z/9e/f35YsWdIomUQJ63qtVZYDN954Y+Dh4Te/+Y1169atwfXUQ8X999+fSFvWxjvvvLONGzcOYb3BdCsjgVLdoJhcVEb/opYQaCiBShsryl3oKtU9o6H9KJ/4lVTXfPg0JI42Jr3mmmsS81cJ69q4VG9hZhviSCPbvJrqeeU+3pQj97jGhbjSKUdGlAkCEEgmUGnz2WQCDf+GcTPIEGE9yKPJ/KVX0Xr16mW777573v+0AeeoUaMaJZNUwrpede3evbv94he/SDxAyP/55Zdf3qBNTLWQMWXKFNtpp50S6cq3+l133WXz5s1DWG+Uvaj4hS7VDYrJRfHbmhwh0BgJVNpYUe5CV6nuGaXou5VU12LzlZ/USy65JDF/9YR1uXfJNsSRRrZ5NdXzyn28KUfucY0LcaVTjowoEwQgkEyg0uazyQQa/g3jZpAhwnqQR5P5y9tE03M/ks9R/hXlJ64xhlTC+ptvvuk2kJH7F49JHJuY1tbW2nvvvRdIc9NNN3X+KeMQ1iXc66FlwoQJNmjQILdo0qVLF+vYsaN17drVevfubSNGjLBZs2ZlXCCQyxpN3mVJP2bMGJs0aVLebyaoXAsWLLDx48fb2LFjXVpxuNVRn/PeulA5lfbUqVNNZfcHnSOLKtVdDDp16mTiojc1tCikAT+uoLz0BofaYMCAAYk2UJ5arOnXr5/zo6j2DpczVRmUpm7set1a/0aOHGmHHnpooh/prYftt98+8bt3nnesrq5OlXRO32czuSgGa+URZz+fMWOG6+NeP8+3b3rtpH6utNQHZJ2XTVBfUDupbfv27evejtF1q7dk9Pfw4cPd4pvyKGUoVDlVL12HTfk69reb11f84+uyZcv8p2T8rDTmzp2bGKO1GZruMbkEpaF8p0+fbqNHj3Zjlvqcxiqv3yldbywJHxUv6o21chkrcmHhP1dcdM/Q/UEcdP/UGN6zZ093vxZ3neOFOIQupRfXuKa0inHPiLPMHstcj8Wqq8qlvOK+v+da33Tnx90eSk/jsnfda4w488wzE3MPzY/XX399N7fzzvGOM2fOdLziSCNdnYvRLl4dUt2f9LvmuIMHD3Zjhe7dMlrS+JHNfELxiz3eZGIa9bsWUDTH1jxFbytrHt25c2dX12HDhpnmUjLYyjfEOb8Q0zjGwLjSCTNRut54r/nixIkTI++l/niKUw7zJJWjEPMGf10b+lllLORYXS5t4XGK89rx0ozrGNe4Iea6pos9b852PqvrWfdI6Qze2KjPcv8bnjPmwzYujqnyjrMPeW3lzQdKpVukqmupv0dYL3ULFCh/hPUV9vnnnwceEuQKRsK6BrCXXnrJJKh74npDNzGVcKYNSb305Ef9pJNOcg8fDRHWJaZIVP7+++/dJquXXXaZ6U2C3/3ud84KfpNNNrGtt97afv/739upp55q9957rxv00wmumpBoQ50LL7zQzj33XLvyyivtgw8+CIgJ2XZLiYvPPvusXXzxxXbeeefZ1VdfbT/88EO20dOep3Z666237KKLLnJp33LLLSYhSEEDu250PXr0cPmffPLJtttuu1nr1q1tyy23dG9pnHHGGc6/vW58uqnkG5SXbpwSYF555RX705/+ZAceeKDtsssurg20gLLDDju4TWpPO+00e+SRR+yrr75yD6SZHkT0YPb000/bTTfd5P6Jn8rv9SP10ZYtWyZ+987T8eabb7annnoqZ8EtikO6yYXqr3bWw6T2CzjllFNs1113jZV1Ifq5+sedd97p+o7Xzz/66KOo6mf8TvVXO6mfa3NiveGiNk4X1Oc08fjuu+/ssccesz/+8Y+255572rbbbmu6brfZZhv3t8YJ9RldN+mu23R5NeS3QpezEq5jP389lOo60bilfqdrWuN3LkHjgvrEBRdc4NK47rrr3PWXbRpaWNZio8bPW2+91c466yw74IADXN/TWKV+qH4n1w/+McX/WfG0WBwOpR4rwuXJ9m+NYxK4dM9Q+0hEFAddh61atbJ27dq5e/hf//pXN9arngoNEdYLMa4V+p5RiDJn20bh8wpdV+VXyPt7uD75/F2o9tA4pfmMd81rLNA14M09dNRblxp7vHO843333efmYnGkkYpJunbRPkkNmXf580x3f9L8TaKyNqE8/PDD3Vxb925x0pj69ddf+5MKfC7FeBMoQJZ/6FlR4u+7775r119/vWkOu++++7p5aJs2bdw89/jjj7fbb7/dPvvsM3duLvPpQswv4hgX1O5xpKPrMxyUtu6dl156qbt/X3HFFfbf//43fFrg73T9UH2pGM87hZw3BCqb5x/pxgTtY1aMMaFYbSFEhbh28kSfFC3ucaNU8+ZM81npJTLAeP75592cUTqD+prGRn0+9thjTXNGLULqGs01xM0xnH8h+lChxs1w2Rvr3wjrjbXlMpQbYT21sK4boyxONUH2HiIasomp53Zn3XXXTaQnv+3eRCofYV2DoaxH/vOf/9j5559vG2+8cSJtr8xRx5/+9KfOwllC3pAhQyLF8jlz5tgGG2yQSM+zipZ4nEtQvWW5rUUJryx6EJMP+ziCbnia4Htpa2FEPMRGlsNaHJG47f0edfzZz35meiiQlWbUBDhTOTXRlCW6NvWS5XhUHuHvJIbL0kuTaomq6W62sgr195twWpn+1uZickHU0JBqciHWeqNBD+ByK5WuPPmwLmQ/l1Wd3rrxyqx+vuOOOzqriFx4qZ/Lgksuo7y09PmGG25ImYwektTnJERkc+2qbFoUevLJJ13f1hhVjFCMclbCdexvK42j/nuLrgsJ7LkEjdFanPX3t2zGVfUbCcGffvqpnX766fbzn/88kYaXVrZHjWNatFX/94dSjRX+MuT62RtnXnzxxYz3DF2LWvzSQpruM/kI615+hbh/F+qeUcgy59pe3vmFqquXfqHv714++RwL3R4apyREZTse+M/TnO+f//ynMzhoaBpRbIrZLqnuT3qGkjGBDAn8RjgeB43Pxx13XFTx3RxV8/dijTeRhcjiSxkMfPnll874wO8e06uj/ygGv/71r93ziIT4bEKh5hdxjAsy0okjnaj5d7hP6flSb6KmC+E4xXzeKca8IV3ds/mtHMYEjcnFevYs1LWTDetM5xRi3CjVvDndfFZj+Ouvvx7QIfxjovdZc8atttrK3njjDfd2UyZ+3u+F4OilrWOh+lChxk1/2RvzZ4T1xtx6acqOsJ5aWBc2iZ2yPPYGRh3z3cRUg6N/0yeJ27Lo9QTVXIV1TXI02MsiWRNZfxm9zxrIJWJrwuZ95z9q0q+V1KhJn6z29LDgP9+bxKXpUkk/adXSv1mr0lN5vQWFpAg5fhG+4amM77zzjnOd8ec//zkgdPrrEv6s9pBF/xdffBG50JCqWLopSRg/+OCDIx+svHyiHrr0m9pIK9ue+6FwPmpnidZ+Ac1LM9ujBHy9OtfQEGatfiULV73ide2117q+lk2ZcmFd6H6u12pPOOGEQD9fb731nOiYCy/1c73h4a+/0tFbHlFB58uyS33OH0ef1Ve0kKJ2ixI99Zv83GoxR5P4QoZilTPct5radRxuIz0gbLTRRom2l7Au6+hcQj5irtLX2P7oo48GFk69fifhRG+/iL/GpnDfDP+tvipL7vCCZLg9izFW5MIufK7GGT0g3XbbbVnfM8RC91ctjupNJT8vLappTEwVCjmuFeqeUcgyp+KU6ftC1dXLt9D3dy+ffI7FaA+NU1qYD1/32fytsURvfcSRRphPsdslPJ559ye5ftHboal4aNzT3DAc1HbFHG/C+Wf7t4RKzdXDCyMa67RwonuF5ika7/xzXM1RZKGZKRRqfhHXuOC5rizE/Dvcp9RX5H40XQjH8fqhXAUW+nmnGPOGdHXP9Fu5jAnFaAuxKNS1k4lzNr8Xatwo1bw5fN1581m5fdFb8tkavmmM3HDDDZ1lu+qSKRSKo5dvofpQXONvHLqFV9dyOyKsl1uLxFQehPX0wrr46PV8vxWqhC65WtHAkW3QuZqgydrUm4BrIH7wwQcTSeQqrEtQk297/4RPgqUsXyXWabIvK2xZssv9y2GHHeZeSQrfAPS3XtlVXf1BQole+1SaXpkl/sh1Si5inqwq99prr0QampDLqls3qjhC+Ianhzm5upH1p1du5ambmbjIPcs+++zjyqBJqXeOjjpPG8tqpTWboJueRPWwRbxuni1atHCuX5RXhw4d3D/PpUD4QdW72colQ1S/ku9OvWIsS2r922677QJvAKjs6pfe7/6j6nPEEUc4f4jZ1CndOWHW6htyGSF3Qd5DVdysC93PNRmXBYFXfo+l6hTVFqn4aJK09957J/qTOMh9RNTkSdeaXLrod3//k0in1wbVXnIRokUzvUouKyZxVpre+ZrYqS/LMqZQoZjlDPetpngd+9upVA8IGrO0oCMxxOtL6le6N2mckhsjbaath3RZWmqs8d8DdJ1owUj9VP/22GMP11f9ddPncHsWY6wIlyGXv/WAISFI9ziPi466zuR2S29F6Trcf//9nYsH/2K24uia9Y8hmYT1Qo9rhbhnFLrMubSX/9xC1FXpF+v+7q9LLp+L0R4S0+T2w5tTaO4m4xL/NeJd29453lFzH/mZjSMNP5dStEt4PJOorMXJs88+O8FC17/GVb3Bo38SnTUvO/roo/3Fd5+LPd4kFSCLL9S/qqqqnAGQ1966V2ghVfcKPQfpXiFhSfNtjY96i0djn/6le1tP2Rd6fhHXuBBXOmHk4T6Vj7BerHlSseYNYUbZ/l0OY0Kx2qIY10623KPOK+S4Uap5c/ha9e55MnDynst01JgvnUELZBoP9Uyo8dI7R+Ood5/Qm8fqt6lCITkqz8Yy/qbi09i/R1hv7C2Yovy6sL799tvExNCbPOVybKqbl3rI5M9Y4oHHRIOiHrTlFznb4PkF86ex2WabuY2NvDRyFdbVdtogSWl6D/+awMsdifzDaoNS7/V8CYS6MeghRxNgv7Cr+shiWqvs/qA4qqN+85dbNwlZ2mQTlL827vCL/5pwy59wXCHqhucXLCVWShT5y1/+4jaek3W+/Knr9XuJlxLAvfrpqMmRfJJnCrrpyVJbD4/++N4NV74m5atbDybyv6aHS1kYv/322871h14JC8eTT/yofiWOKrMsh/RPafgtndWG6k/e7/6j3D3IqiqOEGat8qvvefUoBOti9HNtGuW3HhZPtU+UKB7FUe0j/3p+Uc5bgAufr+tKG3wdddRRCW7KT/1Qi1ayfNWDnBd0vsYGWb5rsuZfGBPvO+64I3Gde3HiOBa7nOG+peuoqV3H/nYpxQOCxiwt8PoXgMRZQpj8A2uM8gfdt/797387Mdm7xvWAILH9448/dhvrajNP3WvCIdyexRgrwmXI9m9x0fiqxVevnjrqepa1qVxcaaxXm8k93DfffOP2HGnbtm3ggckfN5OwXuhxrRD3jEKXOdv2Cp9XiLoW8/4erk+2fxejPcRWVnnenELjgRb5/X1dC23vv/9+4hydq/Hhxx9/dA/vcaThMSlVu4THM40NelvPE0w0x9WcTG7dtFCvf3fffbdpXx/tg+EPpRhv/Pln+1nzVtXHa2vNU2S5/sQTTzjXV/50NF/QfUD9Q29eySWg9lVKFYoxv4hrXIgrnTCLcJ/KR1gvxjxJ/bVY84Ywo2z+LpcxoRhtIR7FuHay4Z7qnEKOG6WYN6ue4WtVY6L/2VfzPWkBGvM1J9ZzvIwK9ez9+OOPBxYnvfFUrnalD6QKheRYjD5UqHEzFa/G9j3CemNrsSzLq4k5wnr05qUeQokLWlnUpNIbEGWt8txzz3mnpD16E8727dsn4mtSHn7tP1dhXZMJPfDIGlyWhXr4VxqZgm4QenXdX5+w9byXRth9jeqvustveTZBNwbdaDxuOsqiRwsCcYWoG57yUf1kVajNIAcNGpSUndpFvOST2C+IanIky3K5CEkX5MJHcf11041WizCpLM+99GQl/eqrryb5Y1c7aGFEbZsuqGz+TXD1cCeRp9ChFKyL0c/VltpU19+WepshlRuXMGdZn+mtD398LTjqbYZw0JsgWhhRP/POV17qS+mEfHHQBmlhQV4btI0aNSqcTYP/LnY5S9G3BKlU13EpHhA07sifr9fvNEZqPH7ttddS9hdNjvWg4HcFoMVHuXhIF0rVnunKlOo33adkeelx0VFjuYQz7Q8SFWRpJLdhsmD33z+8NDIJ68UY1/zljuOeUewy+8ufy+c46lqqcSGXepaiPcRFVnpeP9dRi8IaW7INDUmjVO2SajxT/SWqa9FbCwn+oDmmuOgZwh9KMd7488/2s4yKZOzhtbWMBfTsoH6XLqh+eq6UwUKqUOz5hcoRx7gQZzrhPpWPsO61TSGfd4o5b0jVX9J9X25jQiHbQhxKce2k4x/+rZDjRinmzapf+Fr1X3daWNYCqgznooLmitqjwm8opPgyjLr11lujorjvCsmxFH0orvE3JbBG9gPCeiNrsGyLi7Ce3hWMOGoSKWs1v2WzNwGSoJYpiLEs3PxCmkQ3DbT+kKuwrrhKWw/+GvSzDRJKFMf/Oq8mzHIZEw5Kv1OnTgFXOHqIkKir3zIF+QCWuwDvJiQGsmQJP2hkSifd71E3PE1sJFbKrUEmty4qY9iVSyY/+uoTWmn2u1NQnnKnoAeKbIJubHK1409DArlepZV1SLpQqhtUKViLQ6H7uSY+srDzX6MSy84555ys3MHIMsH/VovaUQ+kesD0Bz1o62HT7xpJY4ncNGkRK1MQB7mQ8buhkICXzYaVmdL2/16Kcpaib5XyOi7FA0JY0FLfkzuhTOOx+qb8hXvjuPr3zjvvnPY11lK0p78PZ/tZfUCb7OktNH/99MaK7n3pgu6lcscmtwhi6cXXMZOwrnQLPa75yx7XPaOYZfaXP5fPDa1rKceFXOqpc4vdHuExRH29WMJ6KdslajxT3b05rd4SzSaUcrzJpnzeOZoD6M1U/xtymlO/99573il5H0sxv1BhGzoueBWOK51wn/KeK718oo7hOOqDhX7eCV/zhZw3RNU53XflNiYUui1Kde2kawP/b4UcN5RPKebNyjfqutO1J0PDCy64IONb/FqckjGdzlc8/dM8Wi4+9fwYDoXkWKo+FNe4GWbVWP9GWG+sLZeh3JqUY7Ge3mJdCPWKvHwdewOijpnEVw+9BhO/H0ZNxGURHRbl8xHWvTxyPeomsd9++yXqo4lS1AZLSlerpn7RUHXXK0yylk8XJDp07949IFZqki7L3jhD1A1PK8FyqyHRPFNQO8hXpr9t9QAhq/NUQXHkH98fR4sTsuTKJahfyaLen44YyW1NulCqG1QpWKfjkOm3bPu5Jhpyz+IX1zRBlhukKDcX/nzVz3v16hVwd+S5aPGfp8+aXL3wwguB9pZbJrnryTao7bV3gtdnVE75c9VYHlcoRTlL0bdKeR2X4gFBjP2uq7IZa9SntAiotze8PqejFgSjNr32+mAp2tPLO5ejFhWeeeaZQN0kimeAhYwdAAAgAElEQVTyD+zloetfr/v676fik42w7qWR6zHbcc2fbqnuGV4Z8imzFzfXY0PrWspxIde65nt+vu0RFtnU14slrJeyXaLGM917PRd82bZDYxlvNCfSgqPf2ECi0Ouvv55tVVOeV4r5hQrT0HHBq1Bc6YT7VL7CeqGfd1TOYs0bPMbZHsttTCh0W5Tq2sm2PQo5bqgMpZg3K9/wterN8WSpnsl4z2MnF596s0lxvX+ptIZCcixVH4pr3PR4NvYjwnpjb8EU5UdYz2yxLnSyaJX45fcV7vlQ1gCYKkStpus1evkoDIdiCusSdE8//fTE4K4HBL2mFFUXPQiEhWfVQd+lC7LW1WtO3g1EeciHrSz84gzhG55WgVUX+cLNJqiN5CpG8byyqn6PPfZYyujKU37bvfNVN/noztZqyUtY/erDDz8MWDtqci0L5nShVDeoQrGWD7pChFz6uaxyr7vuukSbqm016XnnnXfSFk39POzuSBvY9OnTJymeJlayEPb6jR5ad91117SWv+FEdD3KDYeXho4S57UwEFcoRTkL1bfK9TouxQOC8vS/eSWhJJ0bGK8/eYtH/j6nheWoPu7FKVR7xj1WaCz1u1fyrqdu3bp5Vcl41DxK1u26D3iMCims5zKueYUv1T3Dyz+fMntxcz02tK6lvr/nWt98zs+3PUoprJeyXcLjma5zjZ/aYDxq3pyqTRrTeKP7hX/fCb3FJ0OQKAvLVPWN+r4U8wuVo6HjgleXuNIJ96l8hPViPO8Uc97gMc72WE5jQjHaolTXTrbtofMKNW54afv3w9KYFHarm6msMrjzP+9nM1cLX6uKr7cac3HDGaWlSEe68MILI4tcKI6l6kNxjZuRsBrhlwjrjbDRsikywnp2wrpYajDeaaedEg/OeojOtImpVtP9vpcVRz6Ro0TfYgrrEhGvuuqqRF30kCAxUEJvOEh41sZuftcxmgDK/6xuFFFBDxozZ860du3aJfJQnEMOOSSjf8ao9NJ9F77hZTM5Dacnq2SJ6Z4oIqsDbdqUKujBwv/AoTwlmIpVrkGcZPXk5a0btjYHTJdWqW5QpWCdK0//+bn0c42F8v2viY7XFpq0nXbaaWnbQuOCfyNZ9QVZryo9f9A1IQtfuYHypy93M7kEz22Nl4aOujZlNR9HKFU5S9G3Snkda9Jc7AcE1Vf+IL2+I2Hon//8Z8Zu4wnHXjwdZbEe3vDan1Ap2tOff7af9UaWNm/16qbxV26cZKWfS8jnYS2X9P3n5jKuefFKdc/w8s+nzF7cXI8NrWspx4Vc65rv+fm2RymF9VK2S3g88+Zpmr/lEhrTeKPryL/oqOcXzTUefvhh564wPMfJhkOp5hcqW0PHBa9+caUT7lPZPLvkE8crt3fM53mnWPMGr4zZHstpTMim/cL1yqUtSnnthMud7u9CjBtefqWYNyvvOK47Gaj0798/YKCpPqPNwKNCITiWsg/FNW5GsWqM3yGsN8ZWy6LMmhjhCiazKxihlEh+//33Jx7A9SAuMTbVJqbeAOZ/aE+3OlkIYV1lkPitm4IeALRTtf7pFU9tQuSJCTqme51XA+KJJ54YOF8CoW4SUcETYvTw4eUhVs8++2zU6Q36Lo4bnm7WG2+8caKsaqcon/MqqJiOGzcuacX7iiuuyKseYnv00Ucn8vbaQvVKFUp1gyo261T1D38fVz/XNejfrEsPkq1atXLXTDhP/a2JktwdaXLk7+dRVrU6V1aw3nk6ylLi8ssvtyFDhmT9T298vPnmm4F0ZFkvf/1xhFKVs9h9q9TXcSkeECTq6A0Jrw9qAVEWl5mC7iF+dym6LrQYmGphVekVuz0z1SHV7xLE/YvGGvvPPffcVKen/L4Qwnpc45oKXax7RpxlTgk7ww8NqWupx4UMVcv557jbo1TCeqnbJY7xTI1XzuNNuHPJZcBLL70UWIzVvUP3Dc2PP/nkE2exGd5LJpyO/+9SzS9UhoaMC/46xJVOPn0qnzj+sutzLs87Or+Y84ZwWdP93RTGhFzaopTXTrp2CP9WiHHDy6MU82blHcd1p3TC7S2NRPsVRYVCcCxlH4pr3Ixi1Ri/Q1hvjK2WRZkR1rO3WPdchvg3DvRWqCW6h4Ms3v79738nRAxNSOWy4ccffwyf6v6OQ1jXoKkNh2S9qgUTTXzlE/HJJ5907ipkha1/2ohOm4h6AouO6YR11UUuMfxCuSbXd9xxR2RdZA11/fXXJ9KXEKONPcePHx95fkO+jOOGJ/Z6k8Dj4b3yGlUuXTNqQ+9cHeWr+KGHHoo6PeN3elDV5if+9LRoIfc0qUKpblDFZp2q/oXq57qO5d/e3xbp3GXogfL2229PnK9+vskmm7jNjsNl1zX0/vvvJ85VHnIFo7dgtPlhLv/C/py1aBXlXipchmz+LlU5i923Sn0dl+IBQe4f/Pt96P6lvpTO6lIPr/IhecQRRyT6rnffS9efit2e6cqS6jfVTRtF67r1rnnd12655ZZUUVJ+H4ewXqhxTYUu1D2jkGVOCTvDDw2pa6nHhQxVy/hzodujVMJ6qdsljvGs3MabjJ1pjaCke4bGRW+M1FFjpuap2stI7sT69u2blYuYUs0vVNeGjAt+VnGlk0+fyieOv+z6nMvzjs4v5rwhXNZ0fzeFMSGXtijltZOuHaJ+Uz+Nc9zw8ijFvFl5x3HdKR0tUrVt2zYwlsqoT20bFeLmWMo+FNe4GcWpMX6HsN4YWy2LMuvGhMV6dhbrwqmB4YQTTggMirJ2i/LHqhum/zVKT8RINYDqfG2W6E1e5c/9mGOOydiKmqxLEJS7FvmBv/HGG51VohYA/IKBl26qYzphXXlIsPe7LJEouNtuu5ketPxB58rfs3a79vKSUK1NPgoR4rjhib38pfnLK1+SUUGryNrd2ztXR4mvb7zxRtTpGb8L+6JXenrtUosiqUKpblDFZu2vfzH6uUQJPSD63QLpOvzDH/7grNP95dFnvcbpt3DXuccee2ykz1XP+sDfb+L6rP73/PPPh4uX19+lKmex+1apr+NSPCCozhqntBDo9T1vUVDjezhoMVlvOMla3b+Jna6PTJtQF7s9w2XP5m/Nfzp37pxgISaqW9QbJ5nSy1dYL8a4prLHec8oVpkzMU/1e0PqWupxIVWd0n1fzPYolbBe6naJYzwrh/EmXT+K+k33APkRlh9j/1ud3v1DR8179txzT3vwwQfds5DEo1RB7SgreH/8uD5nmgc1ZFzw1yeudPLpU/nE8Zddn3N53tH5xZw3hMua7u+mMCbk0halvHbStUPUb3GPG14epZg3K+84rjulE/ZvrrFPBpepNkCNm2Mp+1Bc46bXFxr7EWG9sbdgivJroqdNt+QvOt9/2267rRN1U2RR1l/LX/Hnn2cvrEsUl8sFv8igV8cvu+yygJgmgU4bWcrVgzdp1KQvldsYQcpXWJd1+H/+8x877rjjkl7Z9PLWUWWWuO/981uf6/d0wrrKp3yuvPLKRH0UR+J92AJffeq7774LiPpyVSHr/UKEOG54uUxutIihBwg/WwnhH3/8cV7Vi0pPvNIJ9aW6QRWbtR9osfp5eOKjxSk9UE6ePNlfHOdDvWvXroGxQNd4qs0g5TZDb474+43SlpAnf9X5/NOETHsj7LHHHs6VTKCAef5RqnIWu29FXXfFvI5L9YCgfLU5stcP1QfVj/Qmk0RmuRoaOXKkO/7www/ujQy/qxTdP9q3bx+5T4i/yxW7Pf15Z/s5ynpH1/ALL7yQbRKJ8/IV1os1rsV5zyhWmRNwc/zQkLqWelzIsaru9GK2R6mE9VK3SxzjWTmMN/n0Ly3caI6stzI19mtvkCijHT1T6HlQb89JjFe8cCjV/ELlaMi44K9HXOnk06fyieMvuz7n8rzjxS3WvMHLL5tjUxgTcmmLUl472bRH+Jw4xw0v7VLNm+O47lQHjR0yvvLm3zrq2W/ixIleFZOOcXIsZR+Ka9xMAtRIv0BYb6QNl6nYWg2Tv2hZn+X775FHHkn7KnmmMpTy91yFdQ1wsuDzWzdrghnexFQPOn4RWhNOxYmyCvTqrxtsrhbrsnaWqO63JNdALQtxpbX33nvbQQcdZEceeaSzuj311FNN/2SBu8022wQG90zCugRzCS1aSPBuClo4CPsWV939G6Oq7ltvvXVWr4l6LHI5xnHDy2Vyo8nco48+mmAgFhLC33rrrVyKnTg3ymJd6X3wwQeJc8IfSnWDKjZrr97F7OeaePj9Sat9Jba9+OKLXnHcUWWSywjvWtA4oGtO40NUULraY8A7X0dZemnjGqWT77+77rrLLepoLI8jlKqcxe5bpb6OS/WAoH575513Bvqh+qLG6TZt2tjBBx9seltH943/z955QE1SVG9fRARFWBAlSlgyIiA5LpklLAtK2pUkOYPkpOSsLCqSRZYsCAISlowkSUtOS84SRFAECYrWd371/2qs6e3u6e7prpp536fOmdMzPd1Vt557q+rWrVu3+O0bUHiGsS5vN42TwdD8dOWWuWLoop/12yQLXSeeeGKZbOyzVQzrIfu1usaMkDSXZsL/f6GbusbuF8rWOTQ/YhrWY+pddfRnsfubsrKVfB6HIQ6sPvroo81qq61m9Xrfecj1o8wROJSduWUyxdIvoKObfsGvR135VJGpKu/4tPO9zHzHvRtKb3DlFbnG7qtD8yJm2ynCj6xn6ug3XN6x9OY6eE0dcNzyHVvoM3FqTe78d/X1r3XgGFOG6uo3fUz6+bsM6/3MPdGeiUBZwzoZoWD4BjU6RibjzhsdAxdxWzn00CmaaQboJFFlDevQfv3111tDhysHwwfetRjPMQRyKCJbjOhM/YTx24+BzvudDOu8D42Ef/HLm3/++W3cMP53Cw8Y0t0zKNk77rijX3yt3+sY8MoommleR1XDBwAE8Qs5LM/hxTVtJ4APWqwBKjTW1Dm0nNN+J0yYYOOHOp64EC8sLpGQc+JS+7HyWMwipmBWQm4uuOCCNj67MBxZ78S4H4vO0LIVux2nTRBGjx5diuVljbko5g8++KBxB2pjNEcGGTecrKddeY7FPhZqMW4h/51SaH52oiftf/BIHihMLOGDDjoo7fHce2V5Ebpfq2PMCE1zLuA5f3ZT19j9Qk61JvorBj9iGdZj86WO/ixmfzOR8HRxAx2JcI8cor7ZZpvZw/eSMdiZ8+Bgg37rp1j6BTR00y/4dagrnyoyVeUdn3a+l5nv8HxIvSFJa97vgdAnlOFFzLaTx4ei/3XTb7gyYujNlF1HuyMfwmRxWKnTs9G9CZtbJnWDY0wZqqvfLINVLz8rw3ovc0e0VUaAiUmZUDAUhJJx7733Wi9W1zmyPR4PP1bQMWL7Hq8YJaaffvrUOOw+4QywZTzWmcizLdPR4Mo56qijJjKk++Xwvaphnfodf/zxrTIpm/AJV155pS0CPMeNG9f2Pwcc3XjjjUkSavtdx4BXRrmB//fff39bHZlUENu+SmIFG+8fx0euhGZgK21WijVAhcaa+seQc/BlV4fPE7wK3OG7LoSWb5BkMSQvHFBa22Dyyc6WXkqx6AwtW7HbMX3OLLPM0pIxFm822GCDUqJQ1phLX4Px3sk1xnI8Czk4F090tqSyEMpYwpV+iN1QnCPA4iiHYhdNoflZlC7/ORYIWAT32zH13nbbbf3HCn0vy4vQ/VodY0ZomgsBn/JQN3WN3S+kVCfzVgx+xDKsx+ZLHf1ZzP4mU4i6/IP5zjXXXGNGjRpl/JBhjDGMJ+xy9VMs/QIauukX/DrUlU8Vmaryjk8738vMd3g+pN6QpDXv90DoE8rwImbbyeNDlf/K9huujBh6M2XX0e7IhzGb8J1OB8d2xK7lqqksjjFlqK5+sypWvfaeDOu9xhHRUwsCdDJlDesUnGYMRakk5jKerHj2+R0nhlPn7ZpFOANGUcO6Uyj8WO/ugFA62k6pqmGdlVK84DEiuvo5T13+Y9K1ww47tP7DYLHIIotYL/9ONFX9v44Br4xyw+SIeNvU22GQ9GguWhfyIjwQRi2XF5gRpxLZzEppAxSr4E2n0FjHknO3qu8b3NiVwIIZifazzz77tPEMrwP6haxE++CAYWTF8ZrvHIbcSykWnaFlK3Y7ps/xw3GhYDNOlEkcnuvLKAs1e+65Z2oW8JXY6U7+GDsYp8CdfM455xwbZ51dFxyazfXAAw+04Ys44DyvP0orMDQ/02gocu/dd9+daJF82LBhpevLuF+UFzH6tW7HjBg0F+Ff2jPd1DV2v5BWn7R7sfgRy7Aemy919GfwMUZ/kyY/dd6DN/R/LL6yKOv0GxxODj744LaiYukXENFNv+BXoq58qshUlXd82vleZr4TWm9I0pr3eyD0CWV50Q9ziDye+f+V6Tfce6H1ZlduHe2OMfuhhx5qO5cLR46tt97aFVPpWgbHgdD/VgKpB1+SYb0HmSKSukegqmGdk5XPPvvstom083S77rrr2jpOvAKzDjT0a8CAUdSwTvkYQpwCyzUtDrSfv/+9qmGdPFAqOSjVlY0ijVcjsaVff/31tjqkKdY+HXV8r2PAK6PcQDPPzzrrrG0YcKBTnpd5Wl2Rv9///vdtkxEM9niR5iV4gEHW5wHhd5pOobGOJecoKq+++qoNq+QwxvCJZy88Yxu0C6fB/xg0f/SjH3WEH7kZOnRoi28Y4sgHw2YvpRh0hpYt8I7ZjqnvEkss0SYL8803n2FRp0hyZ174how8wzr5coC0k2eeZat+WmIC0G2Kwc8qNLM112/L4NNpx1CyHPqEG264oa0fz+NFjH6t2zEjBs1JnIv+7rauMfuFonWMxY9YhnVwicmXOvoz6hCjvykqU90854ycvjcmi7jf+973Jso2hn4BEd32C64ideVTRaaqvOPodlfw988JY87BuSppKbTekEZD3r1+7xPK8AIcYrWdPB5081+ZfoNykP+QerOrW7Ld4ZjCTs6sM7Xce/6VHf+cZeh0cK6EYiTKQLepDI6xZKiufrNbrHrlfRnWe4UToqNWBKoa1unEOMXZj6OOgQOl0jd4YjgjBjnbfzolOruihnW80n/xi1+0ddCEZMGoXyThWcsqqd/BF4mxTt4oWsRW9L3zMOqfddZZ9lA7P0/wIGxKkyk54LmwPGXKLKvcEDdyo402asOPAfLII48sFH/Y0Ua8uHXWWaeVDzJE2KCrr77aPZJ6ZXKbjMvOe0y2m0yhsY4p52C8zTbbtHiDXCPPTz31lLntttvajGhseb799ts7Qp8WT5+2485n6JhBoAdi0BlatoAyZjtGycTo4PeXhM3Co6VTwvBNrPSVVlqp7f08Yy5ngxx22GGt51kIRr6R8yZSDH5WqQf1J/SLz4cyZ2awwEFoOH+XGnnl8SJGv9btmBGD5ir85J1u6xqzXyha51j8ANvtt9++rb0U1R1d3armEZMvdfRnTjZD9zcO96avYMRuH9eXoouvuuqqExUbQ79w2NehN3fbvzhAqshUlXdcee5aZr4TWm9wNBa99nufUIYXYBKr7RTlR5XnivYb5B1ab3b1SbY7+jgcB3/84x8Xsu9gM8II759R52xGyXBZrsyy16I4xpKhuvrNsrj06vMyrPcqZ0RXVwhUNaxTKF7fu+66a0uJdMqkf2VyTciIIqmMYR3j9iWXXNJWdlEDHRMyDPB4R/q0Fp0cuZVRf1EBzxQUaF9pRaleYYUVOobAKYJN3jPJAS+EYd3JDYsZDkNWsBdeeGFr8GK7VV4CQwa3Sy+91MYydnngOUKcZfLPSyi7hGlw73HFKMc2wSZTaKxjyjk8YIEDeXI4Y3Bj8YRwG+4efMeDosiiBnlyHoEfRsi9//LLL1diHbJUd4pBZ2jZAjPqSSiwGO04OWFFnhgv8CKHrqyEIfeBBx5oW8B1sljGmItSP/PMM5szzjjDhjDjwF5kkF1HTADYRcHCH3yB1rJyFoOfWZjl3QdPQt0wSXI40uaXX35589xzz+W9avmEUZ2dLO5dd83jRYx+rdsxIwbNueDn/NltXWP2CznVavsrFj+qGsV94qvmEZMvdfRnYBCjv/GxL/qd/p46Mw4U7fsJc+Mf6E4fuMsuu0xUJHyMoQd12y+4itSVTxWZqvKOo9tdyxhzkwt4TesNjsai137vE8rwAkxitZ2i/Giy34AG2p7vIIK+1aTe7OqdbHdOzyMiwXHHHZfruQ4mzPfPPPPMtmgG2E3WXnvtVH2/SRxjyVBd/abjSb9fZVjvdw6K/lQE3KDsOkmudJR4ZHdKKMh4rvoTcj8fFBDCg4wfP75TVvb/MoZ1DLfEOsco58rEWMeBiyi3aYmOmjIIPbLgggu23nPvFzWskzcTo5133rmVB3VlcOOAR5dfGa+/NHqL3ksOeCEM69DGynnSa52yWWC4++67M0M6wAd4dO6557bFVgdDDjO84447OlYdZffkk09uYQ3mzmM+aeClPLag1ZFCYx1bzokbSogdJ9Pwd9FFF7W7UNw9cGd7X9GEsTLNu5X2hLcyBpNOCY9lwtFgYCUERROhZELTGVq2HMax2jHjB7scGG+cLNEHEFYLnibbrFO0b7nlFjN8+PDWO+5drnnGXBffkTAn/jvsPGJb+IYbbmh22mknu2h0wAEHmEMPPdQce+yx5qSTTrJhzzigDnoffvjhzDHGYco1Fj99Gop+JzzDsssu24YLHv1bbbWVXWhI5gMveAc+0d/7eLrvebyI0a91O2bEoDmJe9Hf3daVcmL1C0XrGIsfVY3ifr26ySMWX+rozxwGofsbV26ZK3ok8yB0G/RZdFb6vayE3oIjAv2e6wNx9vn1r3+d+kpo/QIi6ugX6synikxVeSfJgDLG3NB6Q5LWIr/7uU8owwuHRYy248rudG263witN7v6Jtud6+O40s+hM7ObOW3+hhMmjpDYg/z32Ol8xRVXuCLark3jGEOG6up/24Dq4x8yrPcx80R6NgLdGNbJFQU5aSRzHSerkYT5YAJUJJUxrJMfzye9zjFmH3/88baD5386MlYJMRBi4B8zZow13joaMeS472UM687rBuODe9+/OiNx2ZjjRXBKPpMc8EIZ1t0AnzRUOQ9k4hljJH/sscds2KAXXnjBGk5vvvlmu8LNoOpjxoSELdZ5kxdXd+QWo46PPwYy5IGFExZdnn/+eXulvAsvvNDKgnu/6jUG1jHlPHlIKfwCZ9duuLKY9MgjjxSGFMWLnQqE7vH5j9yuuOKKVtEizAdtB89h+hhCSeFJjActoZWuuuoqeyjYkksuaeNBX3bZZYXLL/pgaDpjyBZYxGzHTAjXXXfdNjlAvji8+IILLrALJ8gBh47iGU34Lw4pRm6QPYzyvrKeZ8ylru5sDTzVfdkr8p3xjHMlkFEM7tADz7JSLH5m0ZN3n0nM6aef3raTBExYNN9rr72sYQk+4NEPL/70pz+ZE088sTX+wgvGXhZGHZadeBG6X6tjzAhNcx7P8v6ro64x+4W8uvn/xeBHN0ZxR3s3ecTiSx39mat/jP7GlV30SrhIduKgz3IGxTHHHGMdiXy9hPGLuQV9IgYiYg67/s8t2GbpRqH1C+pdR79QZz5VZKrKO0me028UjbHOuyH1hiStRX73c59QlhfgEaPtFOEDzzTdb1BGaL2ZMpPtjv4Nm4nr73BsJLQjczv6POZqzMFxluI8vDnnnLP1LO8w3yOUY9KBxuHcNI4xZKiu/tdh1O9XGdb7nYOiPxUBGjqhAFznyLWoxzoZYrj+5S9/2TK0+fkQXuDiiy9OLTftJgNs0RjrrmwM5b7HI+VjbF1vvfWsgR2vaA5ZPeSQQ2xYFjpznsHLllhfvrd9GcM65bPi6SvSft0xwnDAaYiUHPBCGdapGwrnHnvs0RZKwuHAhGT22We33qV4IxPTnvACvle/exaerb766qVCueBBlPSyZLAn/7XWWsuG5WFihAEXIz5nAnSbYmBNG4sl505h972wHM+4Imt4rBZdPHP4s9iFh0NyUQYDHSF9lltuOTN69Giz//77WwMeXmOEn9l8881tu/XpwVsCo2ATKSSdMWTLYRarHTP+sEgyzTTTtI1BzlC7+OKLWzkYNWqU5TvtG7njf+L906f84Ac/aL3byZhLfVHY2Z7vy3HZ7/RtbPk/9dRT7RZXh6N/jclPn44i31nMZOGKhXB/TAQX6sqCJe0Rj34OeVtkkUVaYz68oH/ddNNNzQ477NDCtRMvYvRr3Y4ZMWguwr+0Z7qtK3nG6hfS6pN2LwY/ujGKuzp0m0cMvtTRn7n6x+hvXNlFr86w48YGxh4WDukH99tvP6uX/OpXv7I7mxif0Fvcs/SJ6DaEzcvTjULqF67edfQL5FVHPlVkqso7ru7uWsWYG0pvcDSWvfZrn1CFF2ATo+0U4UmIfiOG3pxsd+iJ2223nVlggQXa+j0cLDCYM1fjgyOKH/qTPpK+lIUtjPBZKQSOMWSojn4zC7N+uy/Der9xTPQWQqBbwzpKIyuTGDmcUuk6TjwL8TYtmsoa1smX/DfbbDPrLeeXn/UdhRfDK+8QUsA38pY1rLPSihdLWlkY+zDqh0jJAS+kYZ0JEl7FGFTwAgXfNDyy7vE8ssNCSJZnTxaGbqtY0vM9rSwmPXgVdZtiYR1TzmmX/oEzPr4oUaecckppWJEbFAwmqCymOYOpn3eR78gPizdFDy0uS2hIOmPJFpjEbMd43xBX3fd2zuM9skJ4Is7uoO/xjeSdjLls62a76o477tjqqzAco+SzmMPuK3ZBIO8smmI8Z+KAjPmGE+hzfRee9YyjyRSTn0laivxmLMcbk5A4jF95PHD/wQs8kVhcfe2116yRyf3XiRfQFLpfq2PMCE1zEd6lPVNHXWP2C2l1SrsXmh/dGsWpQ7d5xOBLHf2Zz78Y/Y1ffqfvGF04x4d+zPVpRa6MCzhzFDkYO6R+4epbR79AXnXkU0Wmqrzj6hFsIc0AACAASURBVO6uZY25IfUGR2PZa7/2CWV54XCJ0XZc2XnXEP0G5YfUmykv2e6GDBlixo0bZ9gtTHjQpPE8q69EZ5xnnnnMz372M0O7ykohcIwhQ3X0m1mY9dt9Gdb7jWOitxACeKRycBnGBdcR0mGWCa3AJGHbbbdtM44xMSdGbZnEBIktl44OOuqNN944NwuUc7YbUT7v+qFBXD5cUXYxAmIo4eAPBnM+GEzc/xh22B5UNFH2o48+2macd3kNHTrUvPnmm0Wz6uo5VnZXWWWVFm7uQJAymYK9C7FAHcDxhz/8YaEsGJwYdAnBw2GtM800k4EG8sn6YPwnhMPSSy9tfvKTn9gQA4UK8x6iXOjGwDb//PO3ybBfLmUx8MPvblMsrGPKOQtIP/3pTyeaYKIgEbLjxRdfrAwryhPe5quttpqNrV1kEku5eDhjXEXuDz/8cKtkViaiwIsh6IwlW676sdox5XOw0QknnGDbcZaCDt9ZCMUD5qyzzrK7pfDS2nvvvVv9DF40GEPSEm3o1VdfbTtgmnEP72u2qnJ4KWGrCBlGTF3ODyHcFKGlTjvtNFsOxnd2O7n+BZqQQ8agZIrNzyQ9RX47jOj7OZybvtPV1b9Sb/pveMHhr3gO008QIsc9By/YlZKXQvdrdYwZoWnOwy/vvzrqSv4x+4W8+rn/QvPDeYY6OUe3pK2U0R3ryCM0X+rozxzP3DV0f+PKLXKFtqefftp6qLO4yg5ceO34nrzyH17qjBEHH3xw6tkUWeWG0C9c2XX2C93q31Vkqso7ru7uWma+42R0yy23bPG+Sb3B0Vjl2o99QhlepGESsu2klZ+8F7LfCKE3u/rR7vBEd/0ejiZ33XWXDSX5xz/+0YaBwYbi25Lcs1zRGVlwRGfkENM0ZxRXFteQOIaUobr6Xx+rfv0uw3q/ck505yJA54WX2vrrr2+NVBiq2OpNjOqiCeM8MVfxOl555ZVtPniEk2+ZxGTjoIMOskY28hkxYoSdtBfJg4n9H/7wB7sdnXfxOuSAUrawYzgZNmyYjd995ZVXtrZmsiCw22672VAWGPYIVwIeZZJbVPAHkDJG6TJlZT3rDBrUgboTBoXQIWUS2GOQIqwHeRAS4De/+U2ZLOzqM17hGFdYEGGCgdcnCx6sUDM54TfhWzhk9uijj7ZxiksVkvIwK8AsBBHfjYF/iSWWsGWyiILhHtmua/dAbKxjyDlt4qWXXrIGSSdjTkbwOug2kf8bb7xh2Fa9xRZbWB6yEEL7xXBPG2bRBy9iQgkRYom4zxwsRsznUKlpOmPLlsMRL5IY7RjD1OWXX24NGXiO037hPf0GIWEI68TW+ieeeMKRao1ZnOVAGClkknjtWYchOXxR8J2izwIoZRZJzmsNj26/v2cReezYsRNl4cpzbSZWvzwRYR1uoPgT5oxDW+mnl1pqKcsL2iJtkv6VutB/+3oCE6Xrr7/ehv5yvCiKbeh+rY4xIzTNHdiW+XcddSXzWP1CZsUSf4TiB/0UB7GtscYats+h79l1111L6Y515OGqH4ovdfRnjmb/GqO/8cvP+w5tGK8YU5grcGg2cws3NuHQgV6CQ8naa69tdeiyOy9d+U3rF64cd62rX+gmnyoyVeUdV2d3LTPfceWF0hscjd1c+6lPKMOLLExCt50sOtz9kP1G03qzqxPG56OOOsraCLATEf7KhVelvpw1gd2B+Rn6upu/MXdDZ8SmgBPUk08+6bLseA2JY2gZ6qbf7Ahcnzwgw3qfMEpkVkOAzpmOkQ/fqyQ6Cry033rrrY6rkVn505HiWcwWf7Y6lU0Y+THSPfDAA+bqq6+2MbxuvfVWG66GvJOJ59955x374XvZxGCDd4pvaMGblrj1IZPDjbpX9cxmYCE8B3nggd5NAks8QPH6JIbyRRddZCcn/MYYg6zUnSiTOMEcKsgiC0YeJjkobnWmXsCauoaUc/Dz6007Z1Gp7oQMwsM777zTtiGMphgx2HKIFzGLdVX7pzppbYpOH+PB2o4x0NJH4C1ODEY8xlm4pW9KS2BGf5U3ZvAMOyv8cDN4VNN381/RBN8JJeN7rbPLglA2aanX+JlGY949jAocJExfSltkTOXwYAzvaYn6YoiCF1XGkND9Wh1jRmia03Avcq+OurpyyCv0+O7K7nQNwQ/kHP2UMZiDtekXyqY68kiWmeQLh7ZjFK5L76qjP0vS7P8O3d/4ZXf6Tt3x2mRuQX/I2IRDB16b7FiqUx9qSr9Iq2Nd/ULVfKrIVJV3knUH407zHcqJoTckae3md7JPqHsuFooXRTEI2XaK0AQ+IfqNJvTmZP3AlvGO+R8L2clEXekH77nnHqsrcsYetpD77rvPYpB8vszvUDhCU0gZqtpvlsGuV5+VYb1XOSO6hEAkBOjoMQLiteIM63g1sEKLcUFJCAgBISAE4iPAYgyGYddPc+VshrK7qqgJCx4uhBj5ELqGA1SVhIAQEAJCQAgIgYGBgPSGgcFH1UIICIHeQ0CG9d7jiSgSAlERQOnCY8U31uAFue+++0alS4ULASEgBITA/xDAE5LQJX5fzaHJZXezsJhKnHZ2Jbm88F4/4ogj/leYvgkBISAEhIAQEAJ9jYD0hr5mn4gXAkKghxGQYb2HmSPShEAMBNjeRVxvZ2Dh+o1vfMOGLYhBj8oUAkJACAiBiRFggnzccce19dUYx9nWXyYR+ouDl/w+n0PtrrvuujLZ6FkhIASEgBAQAkKghxGQ3tDDzBFpQkAI9DUCMqz3NftEvBCoFwFicD366KNmqqmmahlZOA2bgzk7nXZdLyXKTQgIASEgBPIQcAdr+gZxDpnefvvt7UGtneL2098TT5nzIuaYY462Pp+DdokpriQEhIAQEAJCQAgMDASkNwwMPqoWQkAI9B4CMqz3Hk9EkRCIhgCei4cddljLwILBhpAAJ5xwQjSaVLAQEAJCQAhMjIA7D2Po0KFtfTbG9VGjRtkDcjn0mINJOYjulVdesYeWPfnkk2b8+PHmxhtvtCG+fKM652nMNtts5rzzzpu4QN0RAkJACAgBISAE+hYB6Q19yzoRLgSEQI8jIMN6jzNI5AmBUAigbOGhyCGlzgNykkkmMTPNNJN5+umnQ5GhcoSAEBACQqAgAp988ok55ZRTzCyzzNLqt13/Pdlkk5mFF17YrL/++mbLLbc0u+yyi9lmm23MyJEjzdJLL21mmGGGtnfo77nH4urnn39ekAI9JgSEgBAQAkJACPQLAtIb+oVTolMICIF+QkCG9X7ilmgVAg0iwPZAQgJgXPENM2uvvbbB6K4kBISAEBACvYcAMVPZVcSi6JAhQ1r9t+vHO13p86ecckqzyCKLmIMOOsh8+OGHvVdJUSQEhIAQEAJCQAjUgoD0hlpgVCZCQAgIgRYCMqy3oNAXITC4Efjoo4/MHnvs0TLK4O04++yzmwsuuGBwA6PaCwEhIAR6HIFPP/3UXHvttWb33Xc3yy23nO27p512WkM/nmZY5/50001n5pprLnuGBnHZx40bZ4i7riQEhIAQEAJCQAgMbASkNwxs/qp2QkAIhEVAhvWweKs0IdCzCLA18LTTTjNrrbWWWXPNNc0mm2xijj76aPPBBx/0LM0iTAgIASEgBP6HACFcJkyYYPvyffbZx8ZaZ9fR8OHDzeqrr26vI0aMMKNHj7be6WPHjrUHVmtX0v8w1DchIASEgBAQAoMFAekNg4XTqqcQEAJNIiDDepPoKm8h0IcIfPbZZ4ZDTJWEgBAQAkKg/xFg0syOpPfff99e5ZXe/zxVDYSAEBACQkAINIWA9IamkFW+QkAIDFQEZFgfqJxVvYSAEBACQkAICAEhIASEgBAQAkJACAgBISAEhIAQEAJCoBEEZFhvBFZlKgSEgBAQAkJACAgBISAEhIAQEAJCQAgIASEgBISAEBACAxUBGdYHKmdVLyEgBISAEBACQkAICAEhIASEgBAQAkJACAgBISAEhIAQaAQBGdYbgVWZCgEhIASEgBAQAkJACAgBISAEhIAQEAJCQAgIASEgBITAQEVAhvWBylnVSwgIASEgBISAEBACQkAICAEhIASEgBAQAkJACAgBISAEGkFAhvVGYFWmQkAICAEhIASEgBAQAkJACAgBISAEhIAQEAJCQAgIASEwUBGQYX2gclb1EgJCQAgIASEgBISAEBACQkAICAEhIASEgBAQAkJACAiBRhCQYb0RWJWpEBACQkAICAEhIASEgBAQAkJACAgBISAEhIAQEAJCQAgMVARkWB+onFW9hIAQEAJCQAgIASEgBISAEBACQkAICAEhIASEgBAQAkKgEQRkWG8EVmUqBISAEBACQkAICAEhIASEgBAQAkJACAgBISAEhIAQEAIDFQEZ1gcqZ1UvISAEhIAQEAJCQAgIASEgBISAEBACQkAICAEhIASEgBBoBAEZ1huBVZkKASEgBISAEBACQkAICAEhIASEgBAQAkJACAgBISAEhMBARUCG9YHKWdVLCAgBISAEhIAQEAJCQAgIASEgBISAEBACQkAICAEhIAQaQUCG9UZgVaZCQAgIASEgBISAEBACQkAICAEhIASEgBAQAkJACAgBITBQEZBhfaByVvUSAkJACAgBISAEhIAQEAJCQAgIASEgBISAEBACQkAICIFGEJBhvRFYlakQEAJCQAgIASEgBISAEBACQkAICAEhIASEgBAQAkJACAxUBGRYH6icVb2EgBAQAkJACAgBISAEhIAQEAJCQAgIASEgBISAEBACQqARBGRYbwRWZSoEhIAQEAJCQAgIASEgBISAEBACQkAICAEhIASEgBAQAgMVARnWBypnVS8hUBGB//73v+b99983L730knnhhRfMG2+8Yf71r39VzK33X/vss8/Mm2++aZ577jnz8MMPm3vuuceMHz/ePP300+bdd9814KEkBISAEBACQkAIpCOgcTQdF93tbwTQ/9577z0zYcIE88QTT5hnnnnG/O1vf+vvSol6IdAwAv3UbvqJ1obZpuyFgBDoEgEZ1rsEUK8LgYGGwMcff2zGjBljtt9+e7PVVluZ/fbbzxqaB1o9//Of/5i3337bXHHFFebAAw80m222mVlxxRXNggsuaJZZZhmzwQYbmGOPPdZOpgZa3VUfISAEhIAQEALdIqBxtFsE9X4vI/DJJ5+YX//612bDDTc066yzjhk9erQ5//zze5lk0SYEoiPQT+2mn2iNzlgRIASEQC4CMqznwqM/hUA8BNyE9aGHHjL33nuveeSRR8xf/vKXxgnCS3uyySYzX/jCF+znK1/5itl3330bLzdkAZ9//rn1SD/ssMPMdNNN16qrq7O7fvnLXzZbbLFFSNJU1iBHIFa7H+Swq/pCQAiUREDjaEnA9HjfIYB3+nLLLdfSEb/0pS+ZVVddNbceGsNz4en4p/DrCFHPP1Cl3dRRqSqyU4XWKuXUUT+XR+zyHR26CgEh0I6ADOvteOiXEOgJBNiaxmB/+OGHmxVWWMEsvPDCZuWVVzbHH3+8YXW9yYTx/otf/GJrIjHFFFOYPffcs8kig+YNtiwe4KE+ySSTtOrpjOn+ddJJJzWLLbZYUPpU2OBFIGa7H7yoq+ZCQAiURUDjaFnE9Hw/IoAezg5GpxdiWEcXz0oaw7OQKXZf+BXDqdefKttu6qhPVdkpS2vVcuqoI3nELr+ueigfITAQEZBhfSByVXXqewTwBCPOt+85jmL/jW98w8Z4bLKCA92wTrz4a6+9tg1bDOzf/OY3rWfS8OHDzRprrGGWXnppM+ecc5o111yzSbiVtxBoIRCz3beI0BchIASEQAcENI52AEh/DwgEyhrdNIZ3x3bh1x1+vfJ22XZTB91VZacsrVXLqaOO5BG7/LrqoXyEwEBEQIb1gchV1anvEWDSSuxv5yXjrkOGDDG33HJLo/Ub6IZ1DmYdOXJkC1uM6ixYHHzwwTY8zEcffWT+/ve/29A7Z555prngggsaxVuZx0cAD5BPP/3UwPtudoR0m0/Mdh+fC6JACAiBfkFA42i/cEp0doNAWaPbYB/DpQN1I20D592y7aaOmldte2VprVqOq6PaiENCVyEw8BCQYX3g8VQ1GgAI/Pvf/zY33XRTW0gWjOvEA8eTvck0kA3rxKWbMGGCmXzyyVuGdeKoczDVZ5991iSsyrtHEcD74/HHH7cLKCykcDBZlTZWRz4x232PskdkCQEh0GMIaBztMYaInMYQKGt0G8xjuHSgxsSw7zIu227qqGDVtleW1qrlUEe1kTo4rTyEQO8iIMN67/JGlA1iBFjRfu2118ywYcPMrLPOamaccUYzxxxzmPXWW896UzcJzUA2rKMQ3XDDDS2jOosVU001lbzSmxSoHs/7ww8/NNtss01LJoihSiigsqmOfGK2+7L11fNCQAgMTgQ0jg5Ovg/GWpc1ug3mMVw60GBsIel1Lttu0nMpd7dq2ytLa9VyqI3aSDme6mkh0G8IyLDebxwTvYMGAVa2H3nkEfOLX/zCHH300eaMM85oPL464A5kwzrhPsaOHdsyomJYn3baac0TTzwxaORKFW1H4IMPPjAjRoxoyQQH9y600ELtDxX4VVc+sdp9gSrqESEgBISADZulcVSCMBgQKGt0A5PBOoZLBxoMLaJYHau0m2I55z9Vpe1VobVKOVCuNpLPP/0rBPodARnW+52Dol8I1IzAQDasf/zxx+bYY49tGVFdeJ0///nPNaOo7PoFgboU3bry6RfcRKcQEAKDEwGNo4OT74Ox1lWMboMRJ+osHWiwcn7ievdTuwlJq9rIxLKiO0JgICEgw/pA4qbqIgRqQGAgG9Y5nPJHP/pRm2Gdg0v/8Y9/1ICcsuhHBOpSdOvKpx8xFM1CQAgMHgQ0jg4eXg/2moY0uvU71tKB+p2D9dHfT+0mJK1qI/XJmHISAr2IgAzrvcgV0SQEIiIwkA3rxLfbfvvtJzKsEyJGaXAiUJeiW1c+g5MLqrUQEAL9goDG0X7hlOjsFoGQRrduaY39vnSg2BzonfL7qd2EpFVtpHdkVJQIgSYQkGG9CVSVZ88hwGEjTAZffvll8+ijj5r77rvP3HnnneaPf/yjueuuu8z9999vJkyYYN555x3Ds90kjLRvvPGGjYf+0EMP2XLuuOMOW+ZTTz1l3nrrLRuDsVMZPs3PP/+8eeWVV8w///nPTq9N9D/54JH97LPPmvHjx9v63n777ebee++1scX/+te/ttW5TsP6f/7zH/P+++9bLCj77rvvtphz5ffTTz9t3nvvvbbyJ6pAFzeoO4oMoV74PPfcc2bTTTdtM6x//etfNy+99FLrGffs22+/XYguyoAvyNbDDz/cki0w/tOf/mQefPBBW3/qCR5lk6vDiy++aF544QUrW34+/P/3v//dPPbYY5a3yDTyDb/Zst9EosxPPvnEvPnmmxZT6g1Pqa/jK4fvOiyTV94rI8t1yhG0o0g7mp555hmz2mqrtWSCGOvzzz9/63/3nLsiz6S68knyh3xdX1W03fMOcp4lI45e+gH6Ofo75JM+8IEHHrCywvvdJugIKRdl6PVxbXoMKEOXe7auccPll7zW2YaSefeC/DWNH3VuEsMkplV/w4u6xyPHX9cHNjGOlq0vNIXsa5rivcM2dt/t8G+qnuTfqa78X0WX4T03Ztbdt1cxuvn0FBnDeR790LWvslenkzge5l192rrFirzq0KWS9Po0FsEv+b7/m7zq7g+T+feC7uXTVPS7j3O3spAss0i7ceUznqCToo8yV+b7k08+aZJz02QZab9dnszHispOEVqTZRUth+d6vY002ef7uIXQ0fzy9F0IxEBAhvUYqKvMYAh89tln1hh5yy23mNNOO83stNNOZtVVVzXf/e53zRxzzGFmnnlmM/fcc5vFF1/cbLzxxubwww+3g3sZRdVV5t///rcdyC+55BKz9957m1GjRpnll1/ezDnnnGb22Wc3iyyyiFlvvfXMwQcfbK655hr7LANaVmIQuvTSS80OO+xgttxyS7PrrruaK6+8Muvxie4zoGNIu+eee8ypp55qDcpLLbWUmWeeecy3vvUts/DCC9tDG48//nhrkGXwJ9VhWKdeTA5uvvlmc+KJJ5pNNtnEUPa8885rMYcGfm+wwQbmhBNOMLfeeqs1wE9UiS5vMPE+++yzzX777Wc/hIGh3sRWd5+vfOUrZq+99mo945494ogjDMbhrAS+KH4szFDGjjvuaFZaaSXLZ2RrlllmMQsssIBZZpllrCxQz+uvv94a8Tn4pmhCDi688EKz7bbbmh/+8IfmgAMOaNFFPizWcMDtGmusYWUZmaaOm222mbnhhhuKFlP4uX/961/WOAtNBx54oC1nxRVXtLylvo6vYO2wTF55D9nulJqQIxYbTj755BZte+yxh22jTh4mmWQS881vfrP1v0/7/vvvb375y1/aw/vqyIf+KZmqtPs8GXETAPqBU045xWy44YZmscUWM7POOqut9xJLLGF+8IMf2D6CyUxen5Sk1f8dUi78cjt9DzkGdKIl7f+6x41kGU20oWQZMeWvafyoawgMk5iW/d3keNTkOFq2njwfsq9pmvcx246PfdP1pKy8ulbRZUL07VWMbtSzjO6OYfanP/1pqs7h6x9p39FJfv7zn3fUn5vAqpd0IF+W+d5kf+iXlSfToXQvn54i35uQhWS5ee0GXFjswAnn9NNPt3NTdFLmTcyV+b7uuusa5qYY2lk0K5rKtj3yzaM1q9yi5fRyGwnR54NfCB0ti0+6LwRCIyDDemjEVV4QBBgw8Bq/7LLLzFZbbWVmmmmmliHVGdDSrpNOOqn1VsUY/PjjjxfyWKZCxBwdN26cNXxOOeWUuWVhuBsyZIilixX1rMRgj2He0fmlL33JetZmPe/fd/U/88wzraHX5ZF2xUMXgzfGRjy3uzWso3DgucwkoAjulI+Rj8kB5aN01ZUwfGPgTqt3p3tf+9rXzDnnnJNKChN7PNE5CBXv5k558T98xzuehRIWHIoqi0k5mGqqqaxco6zgmb7RRhvZvJM0TDbZZGbkyJGp9Fe5CV+QjauvvtqMHj3aTD755IXqnaTLYcGCVt4CQ1NyhLf8V7/61cq0TzfddHZho458Xn/99YlYkeR3kXaffMfJCP0Abeqss87q2A98+ctftgt/tF0mXkVTaLkoSpfrA0ONAUXp8p9rYtzw82+qDfll8D2W/DWNH3ULhWES0zK/mx6PmhpHy9SRZ0P3NSF4H6vt+NiHqCflZdW1ii4TSr+HZpwjnB7DeLzyyiv78E30PVnPvDGccYqdm+jBroyyV+YTN91000R0cKPJcbCXdCC/8k33h35ZSV6H1L18Oop8b1IWkuVntRtHw7nnnts2v02TedrEXHPNZc477zy7kyVZRtrvJD/y2p57P4tW93/atWg5vdpGQvX5IXS0NP7onhCIhYAM67GQV7mNIcDki0EPTw4UzqwBG09lBt20/zFKsmKeZvhKEo4Shyd50oCLUoBxFu9XDKpTTDFFmwEU4x4r8lmpymBPXtSfScdBBx1ky0yrX9o98MDoiwe2r+RD95577plFZtt9VufxxmcHQLIMDMvUGSzSjLL8R/xzDNYoX3UkDAIYQpO0FPnNAgme/smEQoJhfJVVVmnjZzJP6pu8x2+wxTPj/PPPL6QsJuUAxf3iiy+2oV/YfZFWBveQbWisK7H74Wc/+5mZfvrp28qknmCFnEObLztZtPEOuyayDLhNyRFt49VXXzW07yzaOt1HfgnJU0c+bP9PpiS/4WORibw/+XcywoR9l112KdwPsLBI273uuusKL3CFlIskVlm/Q48BWXTk3W9q3HBlNtWGXP7+NSmzIeSvafyoX0gMfTzLfA8xHjUxjpapo3s2ZF8Tivcx2o7Dk2uoelJWVl0JY1dUl6FvR28Ipd8naa4yHue9g65L/bP0xU76CP/T37KDMJmaHAfr0qXq0oFc3UP0h64srkn5CDH2+eUX/d6kLKTRkMSFNsDOVsK+sOu2qHML7WKGGWawnu2MQ51SWrll9ee89urKL1JOr7aRUH1+CB3N8UNXIdArCMiw3iucEB21IYCi+sgjj7QZzzAY4T2N0QgFnpAseLIT/mX11Ve3W8+SAz2/CQeCN01WoqwnnnjCLLrooi1DHYZFjIZrrrmmDT1zyCGHWEWCcC7EcsY7HGM1n3322Scr64kUtiKDPZkxaGKwxwPVV8p5n7A0eMFDx7Bhw2zIEH/xgXeGDx/epuQXNayDEyFdCPPil4vBnq195Es4EyZEhCmBBkKH+IZYaCScCl62dSQm4oTk+fa3v20/eJdPM800bfQhG9DhnnHXZZdd1oYF8ulAUcCoTlgfv44of9/4xjdsPrwH7/m40DtJ475TFpkMoXzlpaQCx2INBu7NN9+8RQP5YfDFC5wPRm4WL9ZZZ528rAv/R71ZMKEMV2/4xk4D6rnddtsZ5BwjLl7y8803nwFX9yz0TT311FYOkIUll1zSykIaAU3LETFcCZvj+AytYOpo5Qp27n//uuCCC1o5JjRCXfkkMUjyu0i7T77DQgdhrehzXL3gFxMU+kDaGHJKe2Ai6J7hynPUE0+bTimkXHSixf8/5Bjgl1v0e5PjBjQ03YaS9Qwtf03jFwPDJKZFfocaj+oeR4vULflMyL4mZPsJ3XZ8XEPWk3KTda2iy9D2k4vaTen3aTRXGY87vfPuu++2dEX057wPHrzJuQq6FTtmk6npcbCXdCDqHqo/9HFOynQo3cunocj3pmUhSUMSFzfPwnnKzfm4MldBJ8X4zZwQBxHmz+4ZdFI3v2FXMzzOS8lyO7U98mrynV5rI6H6/BA6Wp4c6D8hEAsBGdZjIa9yG0OAgYMDHBmQGVQxJmNgJGwHcYY5oNSFoHCr+ByaghHKN4AymONZjNdnViJOHCFPnGGKd/BcP+mkk2zYDP89+WhZtQAAIABJREFUyqLs3/72tzamHLGNiXmclaoM9gxmxEnGgOZo4orBHO9lYoFzWCMr/xzucuONN5rddtvNLLTQQm2KjP9uEcM6deNQ1rXXXrtVLlhgbCZ+M17wKBgu8TyHNV1++eVWofInChjif/zjH7d45N6pcoXPeEiwo4AP2GNU9evHpOR3v/td6xmeu+qqq8xtt93WtqgCtmCHQdJ/3ymMxM6/4oor7EILcoExAu/7iy66yMoIE6Lke8T6JxZ9XkrKAbzE88Mpnnhfo5gih2yZ5HPooYfaWNrEde82UW88tH2PaOqMwZnY7tTTTxidwZmFG1dfaMWADa4ccsrBubSFZAohR8gEbcTJBPwBP0crcjvbbLO1/nfPcSUMDt5lpLrySWKQ5HeViQH88Re4aFMsqB155JEWe3bigAFhUljsop26+nNlckgs+bwUUi7y6Ej7L+QYkFZ+p3tNjhsh2lCyfkmZbVr+msSPusXAMIlpp98hx6M6x9FO9Ur7P2RfE5r3oduOwzd0PSk3Wdcqugx9OwctMk41rd+n0VxlPO70DnUirB+6SN4HR4wxY8bYc4rceO10q7TdtU2Pg72kA4XsD10bSpOPpsc+v+wy35uWhSQtybbu2quTW+aVzKWYqzAfYB7EAhP6NTLuO6u5d9gtiyNbXkqW26ntkVeT7/RSGwnZ5zeto+XJgP4TAjERkGE9JvoquxEEULAwpi699NLWexZjMkbcTonBlVAoGNbcQI7B95hjjsl8lUNOMY665/F0JQ9oyEsMOsREfOWVVzIfqzLYky+ew44erigWGGIffvjh1LLwACD0A4ZQJjr+u3wvYlhnay4TApRK9z6esPvuu6814qcW/P/jP3L4ZtIgP3ToUPPss89mvVb5PnHN8ZhwNHLFqMj20U6Jd6mP/y7Y4n3dyfOc/H/zm99MFI8d+WLBJ09eknLgl49RHU8PFgH8hAJFmRi5u03kQ6x+Vy7tA8/1sWPHZmaNMomy7IdHwlibFlrHzySGHHFw2IgRI1r1Y6LKQlPZVFc+SX5XmRj4vGJHCocHY4xIJuSEvhG59ts+7ZjdFtQpK4WUiywasu6HHAOyaMi73+S4EaMNJWW2aflrEj/4FgPDPHlJ+y/WeAQt3YyjaXXpdC9kXxOa96HbjsM6dD0pN6uu9BdFdRn6dhblQ+j3aTRXGY+LvOP4kndlN+qvfvWrNj0br3921qal0ONgTB0oVn+YJdPoyU3pXmm87nQvtCzk4YIz04Ybbmgdj9LoZk7KDgzfOYQ+AgeRAw88MO2V1r1kuUXaXqh3IDJmGwnZ5zeto7UYri9CoMcQkGG9xxgicupBgNV5DMkMmEUTxkDe8UOFYCgnZExawihFLHPf2xpj8qWXXpr2eOl7ZQd7FCcOQ8VD3xk2MBLiKX377bfnlk/dCZ9DWA8UEfc+106GdXBggYCJjnuPPAixw8ElnRK8IoSMH5KGMjH21Z2qGgTAFk8JPxQKijOhULIOjUrSjlJzySWXtOUBfwgNhEd4VkrKgcMY4ye7HtiF0WRKYgZvCSXSyWgP74nN7+ilrt/5zncyt3LGkqO6FN268knyu8rEAMyRT/ojwvR0CuvCobTJ8Eb0g+wuyEqh5CKr/E73Q4wBnWhI+7/JcSNWG0rKbJPy1yR+8CsWhmmyknUv5ngETcm2D7+LLlBn1SnvfrK8gTQGhWw7DuNYMp5WV2Snii7TtH7vsErSXGU8LvKOKy/rio4+fvx4u4sWzPiQL04zabv/XD4hx8FYOlDM/jApH/Clad3L8bbsNaQspOECNiwEbb311nbunEc/i6k4I/lhGplDELYTz/aslCy3SNsL9Q40x2ojIfv8pnW0LN7rvhDoBQRkWO8FLoiGnkGAAXaFFVZoGQMZlLMOgGTwwJDte2mjBHDaeR2p7GCPoRNvFqd0c8VAnRfH3acTxZ1teH79XR55h5eiAJ1xxhlt5RJSh7AZRRPKBnHvHe0opsQKRxGsMyUn6JRXxCCApxA7Fxx9XFl0wfu9TCJsCt7Dfj4szBCiIysl5YB3wceFK8l6r677lO+Hv+lEryuXhQRC/fh1ZWEibcsy78SSo7oU3brySfK7ysQAzPHuIQwTRvNOCfkmbr/PK4zyaQeiubxCyYUrL9SVevl9YN4YUIWmJseNWG0oKbNNyl+T+MHPWBiWkaWY4xF0Vh1Hy9TRfzZUXxOD9yHbjsM0Rj0pO62uoXWZsn17kuYq43GRdxxv0q70eRjPOZvIjdHgRizqMnp2Wt5Z96h3Waxi6UAx+8OkfDQ59mXxqun7VWQhDRfmo3iqd3L0cPUhfCg7cp3Mcy2il/phK4u0vSStTb1DvWK1kZB9ftM6mpMPXYVALyIgw3ovckU0RUMAw+fo0aNbAznKK9vRGCjSErHK/XjmhFPAcJq3op6WT9q9soM9A7YfUgUlBAN3ntdpslwM2Xi3U2+nzHTyWEf5wYPZPc9CA/HxOh0y45fNogBhQlwejnbitteZqhoE4AUxqh194DPjjDOW9hYHk9///vdtuwJQ4vDuz0pJOYAGFnA4BDZLLrPyqnIfGfdjcFN2XhgYVwYLNcQNdZhxxQv6gQcecI+0XWPJUV2Kbl35JPldRcnHs4d+i3MUiiQ8vggVw3uOX4TuOfHEEzNfDyUXmQQ09EfZMaAKGU2NG7HaUFJmm5a/pvCDl7EwLCNHMccj6Kw6jpapo/9sqL4mBu9Dtx1wjVFPyk3WNbQuU6VvT9JcZTwu8o4v78nvGMVw2PHDtbFwzvlIjN1NpCpYxdKBYvaHSfloeuxrgted8qwiC2m4sHu6TIhP5oVJhw8cmrbZZptMkpPlFml7od6B6FhtJHSf36SOlsl8/SEEegABGdZ7gAkioXcQIHzF7rvv3jIuofhzanmWkZhB0jdmY3DFeHjcccfZ8B7deFyXHeyJacaBks4whoJH/Hc8h8skPFx9A1ueYR3DLh7I0047batclP8tttiiTJEWXw62dLRzBUcMs3WmqgYBFkr8BRSUNRYTqkxq3n77bett7uoK1hzsmZVXUg7c8+QTIlF3YiI6ejGsn3POOR2Ldos07j2ueKynHQYcU47qUnTryifJ76YmBkkG4hGHMd3xi4k7B+JmpRBykVV2k/fLjgFVaGli3IjZhqrIbBK3MvLXBH7QExPDJB55v2OOR9BVdRzNq1PefyH6mli8D912YtUT/ibrGlqXqdK3J2kONR679oBeSBhCX7fHeYUD14sunLu8ylyrYBVLB4rZH1aRjyQfyox9yXdD/K4iC3XggnPOQw89ZM9fcHop7W+NNdbIrHaVckO9A9Ex2kiMPr8pHS2T8fpDCPQIAjKs9wgjREZYBBhoWA1nQMVAyYnkfAjtwuGjbhDnmhcqBE+Ss846q83wyDsYpYjN/oc//MGu0HOoaNlUdrDHII4x2tHOyv6WW25ZtlgbOqKoYR3FB494VyZXDPE777yzefzxxwt/iO9+/vnnt+XDlj9ikteZqhgEkJUXX3xxosWGXXfdtRJpKBzrrLNOW12RMfidlsrKQVoe3dxjwYYdCI7HyDbe8p1SMjQRi06Er+F+MsWUo7oU3bryqcLvKu8keYCHyUwzzdTic975ErwbQi6SNNb5u64xoApNTYwbMdtQaPlrAj/4GBPDonIUezyCzirjaNH6pT0Xoq+JxfvQbSdWPeFrHXVNk4/kvTr79io0V3knWQd+Uw8OF99ll11a4zJ61PTTT28uuOCCtFdK36sTqxg6UOz+sA5el9W9SjO54At1ykIduEB2EhvmppzVlJWqlBvqHWiO0UZi9PlN6WhZfNd9IdArCMiw3iucEB2NIsDAwkGjeEBz2CQGb7ZW/vznPzeHHnqo9czEO5NY4hwI6YyIXPMM6xDNoLz55ptbY7r/HgowntzEOSZ0BgcP4VlRNJUZ7FGIOACTMh0NGEAPOOCAosW1nivjsY43/O9+97tWmZSNN82CCy5oD0LlMNSiHz+eI/ngPXvSSSe16KrjSxWDAJ7Xt912W1sdiTN+7LHHViIJGji8x/GJK3JCKI60VEYO0t7v9h7bQJFvRy8eI/Aqz2MeeSSO4vDhw9veI15iWoopR3UpunXlU4XfVd5J8oEJ/NChQ1v8cmGtks+53yHkwpVVx7XJMaAKffCsznEjZhuKIX914wcPY2JYVIZij0fQWWUcLVq/tOdC9DWxeB+67cSqJ3yto65p8tFk316F5irvpNULXhE6EH3T6V/OYYb/qqQmsYqhA8XuD+vgdVndqwrf095pUhbqwAWaWVRdaKGFWvJPO8ABJEv+q5Qb6h3qE6ONxOrzwbVOHTdNhnVPCPQaAjKs9xpHRE9tCGDc41CbJ5980h7ws++++1rP2yFDhrQZoJ3CmnXtZFhnqyZx4zbddNM2j08/v8kmm8wstdRS9gBMPLxRFjqlMoM9yuUdd9zRpnxgmB4zZkynYib6v4xh3a1K+3Wt6zshR04//fSJ6OvmRhWDAHXkdHq/XtB23nnnVSKF3QsHHnhgW36EWmGxJy2VkYO097u9R/2pqz+5cwsLLFYlE+2B3R8cpOsf7Is8HnHEEcnH7e+YclSXoltXPlX4XeWdJCOY3BED08l5J8N6CLlI0lj2d6gxoCxdPF/3uBGzDcWQv7rxgycxMSwqQ9AYczyCzirjaNH6pT0Xoq+JxfvQbSdWPeFrHXV18hGqb69Cc5V3XL3c1fVvzBvcmIy3Lk4rzGnKpFBYxdCBYveHdfC6rO5VhvfJZ0PJQh24QHsyNjhtgbPDsg5ArVJuqHeoT6w2ws5614/Uec2bp7s+rG7bSFKm9VsI9BICMqz3EjdES60IEBfusssuMyNHjpwoVIs/sGD8wwvXffwwKDzXybAO0SgrKEd4MS+33HL2YEvfe9yVR97zzjuv9cTGGM97WanMYJ+2Is2Ad8YZZ2Rln3m/jGGdsB54/bv6caXeGFGJp13lg9JEXPsll1zShpLJJLTCH1UMAizOHHPMMW11xBBOTPgqKS0/wt5kGerLyEEVeoq8w3ZMDlh1fIbH8IldHizoEMrnmWeesddbb73VHHzwwW1hiWhbtIusmKAx5aguRbeufKrwu8o7Sb5Xmdw1LRdJGsv+DjkGlKWN5+scN2K2oVjyVyd+8CMmhkXlJ238CDkeQWeVcbRo/bKea7qvicX70G0nVj3hax11dfIRqm+vQnOVd1y93BV9wnfAQOdiZyMOC2VTKKxi6ECx+8M6eF1F9yorA+75ULJQBy7QjEytu+66rbkHcxDmla+88oqrUtu1Srmh3nH1GTFiRKs+2ATwyC+bytAcs8+vW0cri5OeFwKhEZBhPTTiKi8IAngFY1QnprMzBnLFC3OOOeYwyyyzjCEsxVprrWW+//3vm4033th++D7PPPO0vVPEsO4qxdY6Dmc8+uijzWqrrWbmnntuG3Pcp4HvbOfkgE9id2elMgMnhvXLL7+8jW6M2yeeeGJW9pn3yxrWTznllLZy8c7ncBnC0FT9HHLIIdZwzYp3namKQQDFPXkyPYbwCy+8sBJpaR7r5Af/0lIZOUh7v4570PyTn/ykjc/IMUrh7LPPblZZZRWzySab2DbFb39RiWfmnHPOTI986EPxiyVHdU0G68qnCr+rvJOUiyqTu6blIkljmd+xxoAyNLpn6xg3YrahWPJXJ37kFRNDV5dO19jjEfRVGUc71avT/033NbF4H7rtxKon/K2jruTDDs1Q+n0Vmqu848v/v/71L3PjjTdaQ7qbO6BXr7/++rbt+c92+h5yHIyhA8XuD7vlNfyront14nva/yFloQ5cqAMe675TD+1hhhlmyGwHVcoN9Q71idFGYvb5Tg7r0HFdXroKgV5GQIb1XuaOaKuEAErp9ddfb415TinFuEdcNgzoZ555pvWEZisZA46fWM3fe++92wyIZQzrLi8Mwm+99ZY9kHOzzTazh60Q89zRw5VDPnfffXdD/NC0VGawZ9BKHiJKeQcddFBa1rn3yhjWMehziJJfLxcmJLeQSH9WMQik7QaoGmaHasPvLbfcsg0zwhMRxz0tlZGDtPe7vYdsPfjgg+bb3/62pRmjOTymTfl8T37nORYMWMRiYSJvd0ZMOapL0a0rnyr8rvJOUi7KTu5CyEWSxqK/e2EMKEqr/1w340bMNhRD/nzc3Pdu8COPmBi6OnS6xh6PoK/KONqpXnn/h+hrYvE+dNuJVU/4W0dd6dvRdVmsdzpHk/p9FZqrvOPknz6MnX2rrrpqW/1w0rnnnnvcY4WuocfBGDpQ7P6wG147JpbVvdx7Za6hZaEOXKgfYVM5rNRv6wsssEBm1auUG+odiI7VRnplnt6tjpbJeP0hBHoEARnWe4QRIqM+BDAME3bCDcQY+Kaffnpz1FFHTWRIT5Zal2Hdzxfj/TXXXGNGjRrVFh4D+tjSRuiMtFRmsMdoyeGlvrETr/htt902Levce2UM6yhr48aNa2FNnVgw2G233XLLiPVnFYMAk/r777+/rY4sWhCzv0rCA4PdDE4+uRJWhdBAaamMHKS93+096B09enSLXozl7LbgUFomt8gwskY740pd2Cny3e9+1+y44472wOBONMSUo7oU3bryqcLvKu8keVJ2chdCLpI0Fv3da2NAUbr958qOGzHbUAz587FK+14WP/KIiWFaHdLuxR6PoKnKOJpWl6L3QvQ1sXgfuu3Eqie8rqOu9O3sNnX6U9P6fRWaq7zj2gJzkOOOO65t1x8615FHHukeKXwNPQ7G0IFi94fd8Noxsqzu5d4rcw0tC3XgQv2gm9Cgrr0TVpId0VmpSrmh3oHmGG0kZp+fxSfuV9HR8vLTf0KgFxCQYb0XuCAaakPAKVn+oYmEf9lwww07GtUhognDOvli+H777betoZGJgFMSMNASjzotlR3s3333XUNcdZc3CsiwYcOssSAt/6x70Okb6DGU77nnnqmPs/rMQUpsU3Xlui2rqS9EvlnFIADvXnvtNRtGyK8jcf/YklwmkRcHfia9rYi7j/KTlsrKQVoeVe/BX2KnO/7SrvBAh6Z33nnHnHPOOTbOOie/EzeQK3FBCety0003ZdYpSU9MOUpTdPGQKZvqyqcKv6u8k6xfmcldKLlI0ljkd6+OAUVoTz5TZtyI2YZCy18Sp6zfZfAjj5gYZtUheT/2eAQ9VcbRZD2K/g7V18Tifei2E6ue8Lvburq+Hd3W6WJN6/dVaK7yDvigT9511132jCZXP+qK9zpnDJRJDquQc6EYOlDs/rAqr31eltG9/PeKfo8hC3XgAt0PPfSQ8WUY552tt946s+pVyg31DkTHaCMx+/xMRv3/P8rqaJ3y0/9CIDYCMqzH5oDKrxUBTojH2OeUUq4Ymwn/UiQ1ZVinbKcA+qvvGCy/973vpZJWdrBny5wL1+Hqn+cJnVYoxt0bbrihzVsmz7BOHiiFQ4cObWGOUR46MLz2WqpqEKCOs846a6uOLI7MOOOMmV7mWfUG39///vdt+DIxxAM8K5WVg6x8qtxnm+1vf/vbVr1d+KK0vFCCu0mx5AhFl9ilrs3AW7Zdl0115VOF31XeSdavzOQupFwk6ez0u5fHgE60p/1fZtyI1YZCy18aTln3yuBHHrEwzKI/7T40xhqPoKfqOJpWl073QvY1MXgfo+3EqCd87rauMfr2KjRXeYd+CqcL5gO+LsLuP3TysikGVrF0oJj9YRVeJ3kJ/XPNNVeL78wJOLOorhRDFpK4YBxnF+uf//znwtUifv4RRxzRwoV2QRhKdp9npWS5LEyxwyUvhXoHGmK2kV6dp5fV0fJ4qf+EQGwEZFiPzQGVXysCbC36xS9+0TYQTz311Oa6664rVA5bjlkNd4ot1yox1rMKYwDHi9zl77xR0p4vO9gz2SX0i8uba5lY4HjL3HvvvdYj2c+jk2E9LWY4ixmnnXZaWrWi3qtqEKCOG220URu2KHhsz0UpKJrwOlpnnXVa+bhtzFdffXVmFmXlIDOjCn9w2NFhhx3WohdvkW222cYaVipkl/tKLDlCJpIx7wkdxWSkTKornyr8rvJOsm5lJnch5SJJZ6ffvT4GdKI/7X/4W2TciNWGQstfGkZ594riRx6xMMyjP/lfzPEIWqqOo8l6FPkdsq+JwfsYbSdGPeF1t3WN0bdXobnKO9SNnX6+dy46Jmc+ldExXZuKgVUsHShmf1iF145H7lpG93LvlLnGkIUkLswp2aH94x//2IZ36UQ/Mo8RfrHFFmvNP5gv4ZiWFT6VPJPl9pphPWYbSc5zemmeDt+K6Lid5Eb/C4HYCMiwHpsDKr9WBPBuuuSSS1oDMYN50cED5QMD/Hzzzdf2fpZhnYGfwQDP7KKKL+FaFlpooVb+GK132WWXVAzKKggYxgm/gfLiDOMoFcsvv7x57rnnUstwN/GkxqhO3Gz3rrt2Mqzz7pVXXtkWKoXJwRJLLGEPYXJllLkWxbNMnjxb1SBAHa+99lrDIo3DhTouvPDC9mBPttrlJeqD8n/ppZfaOOQuDzxTNthgg9yQKWXlII+Osv8lFXIU25lnntmcccYZdsvyhAkTLI9ff/11qwTTFlg8gGYMImX4GEuOoJPwNY4nXKeddlob4qgMXnXlU4XfVd5J1q3M5C6kXCTp7PQ75BjQiZa0/2kT8KuJcSNWGwopf03iB79iYZgmK1n3Yo5H0FR1HM2qT979kH1NDN6HbDsO5xj1pOxu6xqjb69Cc9l32O3HAfG+Ryn65dJLL23DEDq+lbnGwCqWDhSzPyzL6zQeltG90t7vdC+GLCRxcfo15wVwhkCe57qbL7HT3F9oYof32muvXft8KUlrU8Z4+BSzjYSapzeto3WSd/0vBGIiIMN6TPRVdu0IYOB8/PHH2wZjjJff//73DUbttMQggGJDiI4FF1ywzcCGMpBlWMej9fzzz7db1e6++26bP3llJZQbPJMxVDslA6P/r3/969RXqgz2hINZdtllW/lTDl7GW221lcH4mUzQyztsNSWOo6PLv3YyrJMnxlRibyff23nnnW2MPOreKTG5eOutt8wDDzxg6WkilEw3BgG28CW91t2OA/ifVUcwRvbOPffcttjqGKlnmWUWc8cdd+RCU0UOcjMs8aeLcUhIIZ+3hPth6ypnF+y00042Bv8BBxxgDj30UHPssceak046yZx99tn20N7bb7/dPPzww5ntzycnhhxhuDn55JPb6ud2IyS91uEl21PTUl35VOF3lXeSdSgzuQstF0la836HHAPy6Mj6r+lxI0YbCil/TeMH32JgmCUvWfdjjUfQ0804mlWfrPuh+5rQvA/ZdnyMQ9eTsrutq+vb0bucPtKUfu+wqkJzmXfQKRh7fW9SdENCDeKIUTU5rHzDZNNYxdSBYvWHZXidxcsyuldWHnn3Y8hCEhfXXrky72W+8NRTT6XOmwjJioMcbcB/7+tf/7q54oor8qpaqY9J0tqkYT1mGwnV54fQ0XKFQH8KgYgIyLAeEXwV3QwCKClJr3NCohx//PF2IOd/BjdWjjmoc/z48WbMmDHWyOkGcRRb9z3LsE7YGDy8UVyJKX7MMceY2267zcbdZjUegzXKHmVwACQKATHmXL7OOPnII4+kAlFlsGdAO/3009u8xykPL/a99trLYAB+9tlnrZcxNP3pT38yJ554Ygsv6g1WGHwdnUUM6xiVmQQQQsO9xxUFZcUVV7R1xyOHsh02nPaOsR9v+vvvv99cddVV9iDXJZdc0mDIveyyy1Jx6eZmNwYBdgRgJE4ameE/3vnEIsdI/thjj5lXXnnFvPDCC3ZR4eabb7YeGiiFPjbguv3223f06q4iB91glHzXnTuAp7pPf5HveJgQCxgZwODOrgjqk5ViyBHeTiwssQDl6kTbpA9hsY2Fuueff95e4eWFF16YehByXflU4XeVd5I8KDu5CykXSVo7/Q41BnSiI+3/pseNGG0opPw1jR88i4Fhmqzk3Ys1HkFTN+NoXp2y/gvZ14Tmfci24+Mbup6UXVddk2cJNaHfO6yq0FzmHdeOfYcbdEp2Q6Jv/PGPf+z4QS9F70ym0ONgTB3I4diP+nlZ3SvJ5yK/Q8tCsg2gUzOXdjo2izycJ8C8kTkw80D0bA4r5Zy0Oeecs/Us7zCXXGmllTIdWxwGyXKbMpJXKQcaY7aRUH1+CB3N8VtXIdBrCMiw3mscET1dI4DRHEM5W87cIM4Vw9l6661nDex4D+NRe8ghh5gVVljBDto8g6cqMd38cCqdDOuuDBQHDNKjR482++23nzVY/+pXv7JevKNGjbLhJdyzGLBRAInRjTdBWqoycOP9grGaON5+HSgXZR1jIfThZczhOIssskjrIE1owvi76aabmh122KGFXRHDOvSzUIEXQlKxJV9Cayy33HK27P33399iw6E0e+65p9l8880t5v7EAo8GFgjqTt0aBJjg77HHHm0hYRxPwXf22Wc3w4cPN3jqE6ufMDwzzDBDC0v3LLK4+uqrFwo3UkUO6sYNRYmQRY7+KlfwIQzSqaeeasPiZNEYQ47YUZDc6UF7hndrrbWW9SZjEY2FI9oICydpqY58qvC7yjtJ+qtM7kLKRZLevN+hxoA8GrL+c5MO14bqHjcoN3QbCil/IfCLgWGWvOTdjzEeQU+342henbL+C9nXhGw/IdtOEtuQ9aTsOupK304ouqb1e4dVFZrLvMMOuMMPP7xNt0JnJuwgzgxFPjgvjBgxYiLv3xjjYCwdCH7F6A/L8NrJVPJaRfdK5tHpd2hZSOLCfHS77bYzCyywQEvWkXMWxTCYMw/kgxMORnenH3FFR2KHbJEdHMlye82wDp9itpEQfX4oHa2TzOt/IRADARnWY6CuMhtHAG/xzTbbzA7a/gCd9Z0BHiMa79xyyy1txtAswzoDFLGZfYNwVv7+fcrCQNfpEMgqCgLAYqjHM5wwHRio/bKzvqNCKbXsAAAgAElEQVS44CGA0fi1116ziwHu2aKGdRfyhEWFOeaYwypDLo8yV/DBQF30wNkywtStQYA64nHPwgMTHmgtWzcO32GBJ2unQrI+VeUgmU/V32zFZ8vmjjvu2KovRnIUXRZLCAHELgMWpNiRgfEc5RkesqDi4wNe1P+CCy7IjJMYQ47c1sXkrgKfdvedOrHbIy3VkU8Vfld5J0l/2cldaLlI0tvpd4gxoBMNaf83PW5QZug2FFL+QuAXA8M0Wel0L8Z4BE3djqOd6pX8P3RfE7L9hGw7SVxD1pOy66gr+eD12bR+77CqQnOZdzAG77PPPm16ktM1ylxxaGF3bDKFHgdj6UDUO0Z/WIbXSd6432V1L/de2WtIWUjiMmTIEDNu3Di7E3nRRRedyHieJevMTeeZZx7zs5/9zDAOdErJcnvRsB67jWDYb3KeHkpH6yQL+l8IxEBAhvUYqKvMxhHAuMy2sm233daGafHDPPgDOIY+VswxBh522GE21iFKDkZBnuN/vNDZQpVMlPH0009bL2wMiXiY5Bla+Q/lF2PkwQcfnBrz3C+DVd9VVlmlpXC7g1v8Z7K+Q9urr75qfvjDH5pvfetbLY98v+58R2khjh1eAngB4dWABw1hO9yzeBrgiV40Majibb7aaquZ2WabrdDCA3RMM800Zu6557Z1xoOHMDp1J+fR4uoGT8Anjb9ZZaO8o7wRWojdDjPNNJOBNy7PtCvKHThzGNVPfvKTUoe6diMHWXUoet/JkR//E6M6Ox3YrsnhpWxBJpwSYYYIhURYFUKonHbaaWbvvfe28s5OEIcLvIbPtM+8FFKO4CmTDia4888/f9sZDY5urvCRSQF9RFqqI58q/K7yTpJ+6v+d73ynxSf6TPqPtBRTLtLoSbsHjU2PAWnldroHXU2OG375odpQSPkLiR9YhsLQ51uZ76HHI2irYxwtWseYfU0I3odsO1mYh6gnZddRV1eHUH17FZrLvIPOfcopp0y0w9TXOzp9R4/FmSVNLwk9DsbSgZxchO4Py/Da0Zi8ltG9ku+W+R1SFsAFT3Qnuzik3HXXXYaQPYQ3IgwMc2vmE+4Z/8o8AQc05qYcYspiWpFUhR+h3nH0x24j0NFknx9aR3O46ioEegEBGdZ7gQuioTEEUFr/8Ic/2PAmK6+8svWs5YBSQqJgHBw2bJiNc81p2QwGJLyxdtttN3uYJ8Zhwnq4/5KEMkD+4x//sDHEeYcwIHjvYqinDIx0ePJigOU0czzci3oqOwM3NEA7ISkIcVM0QRuHlXCQJIe3LrXUUpaueeed1x7SSlxw8jz66KNt/GiXLwrM9ddfb+tCueuuu665/PLL3d+FruD1xhtvGELhbLHFFlbBwiAJ9pQPNhjxwIZwKSNHjrQx4DkM9uWXXy5URpWHMKBzKM4aa6xhMSUcy6677prJ37wy8J7Ac5lFiI033tgakPHYJv4nHhYstvCbECPgD87EGC+bupWDsuX5z7uyUXJRerkOHTq0sDw4T0N2T/hKMzspxo4d6xeV+j20HOFJQmx/lH4mBbQR+El7ZlFk/fXXt4fQphLr3ewmH4d5mXZf5R2PXPsVYxn9E4cY0+4JJ/Wb3/wm+Zj97cqLJRepRGXcbHoMyCg293aT40ay4BBtyMlDGZlN0llG/kLiB50hMEziUfZ3qPEIuuocRzvV08lWrL6mad67+oVqO1l4N11Pyq2jrj79Ifr2KjSXeQfc2WHKIjbhXKp80J9xfqFfzEohsPLLDq0D+WXzPVR/WIbXSRrd7zJjn3unm2sIWcBwe9RRR1l9EgcxwqG6EIrIKbsrmM8iu4svvnhrbsi8EL0b/RMHqyeffLJUVavwI9Q7yYrEbiNN9vmhdbQktvotBGIhIMN6LORVblAEWCXH0PvAAw+Yq6++2sZqu/XWW+2BKWnKKM+/88479sP3Iol8WPmmDAzTxIPDSMcqPd41GOzLJvLECwXa07xRiuaH4sDhodDFIZtgwIGhGN7TkhsUCXuCd3Y3icGbuO933nmnufbaa235GLfZFugOUy3jMd4NLbxL3fCGB1MOUIW+bhMygvc2HtscwnrRRRfZxRZ+c/glClQ3qS45KEMDZb744ottB9mye4HdFvxXNIEvoWR8r3XCC+2+++5Fs7DPhZQj+InMshDCwhzthgUxJkBlUtV8qvC7yjvJuoAx20RpG1ntvtfkIlmHrN/woukxIKvsvPvgWfe4kVVek20olPwl6xYSP8puEsNk3ar+bno8gi5wr3scTdaXMgbDGBSr7STxdr+blPE66urodNem+/YqNFd5x9WnyWvTWCVpp7wqulSd+DXdH9ZBaxHdK4ltt7+blgXqxBzrzTfftLuhk/SCG/Pie+65x85JL774YjtHvO+++6xOlHy+6O8q/Aj1TlodeqGNNN3nh9Jx0/DVPSEQEgEZ1kOirbKEgBAQAn2CAIsdLML4nubEIMe7qmxiUciFVyI/Dif6wQ9+UDYbPd8DCEgueoAJIkEIDAIE1NcMAiarikJACAgBISAEhIAQGAAIyLA+AJioKggBISAE6kaAXQ6Er/EN6xw8WtZrG08Q4v0TQ9/lhff6EUccUTfJyi8AApKLACCrCCEgBGzoEI1BEgQhIASEgBAQAkJACAiBXkdAhvVe55DoEwJCQAhEQAAD6nHHHdcyhmMUxzhOqKMyiViLHD7kjOpcOej3uuuuK5ONnu0RBCQXPcIIkSEEBjgC6msGOINVPSEgBISAEBACQkAIDBAEZFgfIIxUNYSAEBACdSLgDrH1DeKTTz65PeyXQ1s7xcUnZh8xrYk5P8ccc7QM65NOOqnhIFvi9yv1HwKSi/7jmSgWAv2IgPqafuSaaBYCQkAICAEhIASEwOBDQIb1wcdz1VgICAEh0BEBQrhw6NTQoUNbRnGM7BjXR40aZTiAlsM9OZiUw3lfeeUVe9Dck08+acaPH29uvPFGs++++7YZ1b/4xS+a2WabzZx33nkdy9cDvYmA5KI3+SKqhMBAQ0B9zUDjqOojBISAEBACQkAICIGBiYAM6wOTr6qVEBACQqBrBD755BNzyimnmFlmmaXNuI6BfbLJJjMLL7ywWX/99c2WW25pdtllF7PNNtuYkSNHmqWXXtrMMMMMbe9MMskk9t5hhx1mPv/8865pUwbxEJBcxMNeJQuBwYSA+prBxG3VVQgIASEgBISAEBAC/YmADOv9yTdRLQSEgBAIggBxbk844QTzne98xwwZMqTNWO6Hicn6jkF9yimnNIsssog56KCDzIcffhiEbhXSLAKSi2bxVe5CQAj8HwLqayQJQkAICAEhIASEgBAQAr2MgAzrvcwd0SYEhIAQ6AEEPv30U3Pttdea3Xff3Sy33HJm9tlnN9NOO631Wk8zqOPNPt1005m55prLLLvssjYu+7hx4wxx15UGDgKSi4HDS9VECPQyAuprepk7ok0ICAEhIASEgBAQAoMbARnWBzf/VXshIASEQGEECOEyYcIEc9ppp5l99tnHxlpfe+21zfDhw83qq69uryNGjDCjR4+23uljx441jz76qCFWrtLARUByMXB5q5oJgV5CQH1NL3FDtAgBISAEhIAQEAJCQAiAgAzrkgMhIASEgBCojACGjo8++si8//779iqv9MpQDqgXJRcDip2qjBDoWQTU1/Qsa0SYEBACQkAICAEhIAQGBQIyrA8KNquSQkAICAEhIASEgBAQAkJACAgBISAEhIAQEAJCQAgIASFQFwIyrNeFpPIRAkJACAgBISAEhIAQEAJCQAgIASEgBISAEBACQkAICIFBgYAM64OCzaqkEBACQkAICAEhIASEgBAQAkJACAgBISAEhIAQEAJCQAjUhYAM63UhqXyEgBAQAkJACAgBISAEhIAQEAJCQAgIASEgBISAEBACQmBQICDD+qBgsyopBISAEBACQkAICAEhIASEgBAQAkJACAgBISAEhIAQEAJ1ISDDel1IKh8hIASEgBAQAkJACAgBISAEhIAQEAJCQAgIASEgBISAEBgUCMiwPijYrEoKASEgBISAEBACQkAICAEhIASEgBAQAkJACAgBISAEhEBdCMiwXheSykcICAEhIASEgBAQAkJACAgBISAEhIAQEAJCQAgIASEgBAYFAjKsDwo2q5JCQAgIASEgBISAEBACQkAICAEhIASEgBAQAkJACAgBIVAXAjKs14Wk8hECQkAICAEhIASEgBAQAkJACAgBISAEhIAQEAJCQAgIgUGBgAzrg4LNqqQQEAJCQAgIASEgBISAEBACQkAICAEhIASEgBAQAkJACNSFgAzrdSGpfISAEBACQkAICAEhIASEgBAQAkJACAgBISAEhIAQEAJCYFAgIMP6oGCzKikEhIAQEAJCQAgIASEgBISAEBACQkAICAEhIASEgBAQAnUhIMN6XUgqHyEgBISAEBACQkAICAEhIASEgBAQAkJACAgBISAEhIAQGBQIyLA+KNisSgoBISAEhIAQEAJCQAgIASEgBISAEBACQkAICAEhIASEQF0IyLBeF5LKRwgIASEgBISAEBACQkAICAEhIASEgBAQAkJACAgBISAEBgUCMqwPCjarkkJACAgBISAEhIAQEAJCQAgIASHQLwj897//NR988IF5++23zV//+lfzr3/9q19IF51CQAgIASEgBAYNAjKsDxpWq6IDCQEU7ffee89MmDDBPPHEE+aZZ54xf/vb33qyitD6/vvvm5deesm88MIL5o033tDEoCc5JaKEgBAQAvUh0E/jVH21Vk6hEJB81Y+09LX6Me0mx//85z/m1VdfNSeffLI59NBDzfHHH2/uvPPOzCzVJjKhaftDct4Gh34IASFQEYHPPvvMvPnmm+a5554zDz/8sLnnnnvM+PHjzdNPP23effddQ1+jNHgQkGF98PBaNR1ACHzyySfm17/+tdlwww3NOuusY0aPHm3OP//8nqzhxx9/bMaMGWO23357s9VWW5n99tvPDjo9SayIEgJCQAgIgVoQ6KdxqpYKK5OgCEi+6odb+lr9mHaTI/w48sgjzRe+8AX7mWKKKczOO++cmaXaRCY0bX9Iztvg0A8hIARKIsCiJ7uIrrjiCnPggQeazTbbzKy44opmwQUXNMsss4zZYIMNzLHHHmudH0tmrcf7GAEZ1vuYeSI9G4EQK4SUEaKctFrinb7ccsu1lO0vfelLZtVVV017tHXPDQIPPfSQuffee80jjzxi/vKXv7T+b+oLK7aTTTZZi9avfOUrZt99922quGj5xsI3WoVVsBAQAkIgB4Eq41ROdvorMgK9NsZJvuoXiCr6Wq/JRf2oxMmR+cUrr7xi5ptvvpb+PM0005irr746kyC1iUxo2v6oIudtGehHZQTUX1SGTi/2CAKff/659Ug/7LDDzHTTTdfqn90CqLt++ctfNltssUWPUC0yQiAgw3oIlFVGEASIO3jXXXeZ6667ziqe119/vTUe11k4CgGK7g033GCuueYac+2115o77rjD4CUSMqE8syLqOm8M6yuvvHImCSjovHP44YebFVZYwSy88ML2ebaVNk07xvsvfvGLLVrxuNlzzz0zae3HP2Li2494iWYhIAQGPgJlx6mBj0j/1rAXxzjJV/3yVFZf60W5qB+VODl++umn5uyzz27pzpNOOqlZfPHFzUcffZRJkNpEJjRtf5SV87aX9aMyAuovKkOnF3sEAWSYhTk81CeZZJJW/+zsMf6VPnuxxRbrEcpFRggEZFgPgbLKCIIAMce/853vtDq6ySef3Ky++uo2vnddBPzzn/80+++/v/nqV79qO1MMxvPMM4/dDlRXGUXyKas8s7pKzC/fc5zO/xvf+IaNz16kzKrPDAYFNia+Vfmi94SAEBACTSJQdpxqkhbl3R0CvTjGSb6642na22X1tV6Ui7R69ds9jDeEGcARxhlqmHfgDJOX1Cby0Pnff2Xl/H9v6ls3CKi/6AY9vdsLCODEiVOlb0/BwP7Nb37TRhIYPny4WWONNczSSy9t5pxzTrPmmmv2AtmiIRACMqwHAlrFNI8AB2R+97vfbSmhKKNTTz21ufLKK2spHEX39ddfN7PNNlurDAzr888/f64HSS2FJzIpqzwzEBAHzCno7jpkyBBzyy23JHKv92e/KLDwFw8hvIHKevHHxLdebik3ISAEhEA9CJQdp+opVbk0gUAvjnGSr/o5XVZf60W5qB+V8DmCK7tv8XhEX8dwM/vss5vnn38+lxi1iVx4Wn+WlfPWi4P8SzfzJKBTf9GcAHXLm+YoG1g5Y2saOXJky55C34yT4sEHH2zDw2BD+Pvf/24jJpx55pnmggsuqAUA8bcdxl7FQ4b1dj7pVx8jgDf5IYcc0ursUEbxWufATBpgtwmF4KqrrmrLn7Amu+66a7dZl36/rPL873//29x0001tIVnAh9hgeLI3mfpBgcWL4vHHH7cDIAMhB8GWwSUmvk3yTnkLASEgBKoiUHacqlqO3msegV4c4yRf9fO9rL7Wi3JRPyrhc/zggw/MRhtt1JpvEKt3880370iI2kRHiOwDZeW8WK4D+6lu50mgo/6iGRmpgzfNUDawciUc8IQJE6xtyTko0jdvuOGG5rPPPmussuJvO7S9jIcM6+280q8+RoCGxqGcHI7pOjxWEtmKQzysbtOHH35ottlmm1belDHttNOam2++udusS79fVnlmYeG1114zw4YNM7POOquZccYZzRxzzGHWW289u7JamoASL/SDApvkLTHr2cpVNMXEtyiNek4ICAEhEBKBsuNUSNpUVjkEenGMk3yV42GRp8vqa70oF0Xq2cvPYLx57rnnDAeVurkMu29x7OmU1CY6IfR//5eV82K5Duynup0ngY76i2ZkpA7eNEPZwMqVhSHO2HP9MtepppqqNq/0LLTE33ZkehkPGdbbeaVffY4ASiVxrZKd3qWXXtpVzVAGCAPDVkyXN2FgOAQUT/nQqYryzMLDI488Yn7xi1+Yo48+2pxxxhmNx1cHl35QYPEOGjFiRBtvF1pooVJsjYVvKSL1sBAQAkIgEAJVxqlApKmYCgj02hgn+arAxA6vVNHXek0uOlSx5/9OHlqKgxAOMfCmU1Kb6ITQ//1fRc6L5Txwn6pjngQ66i/ql5G6eFM/ZQMrR/rmsWPHtmwF2INwsHziiScaraj42w5vL+Mhw3o7r/SrzxH4+OOPzU9/+tO2To9tOpzejHG8aiIMzB/+8Ie2fPGMP+CAA6pm2dV7/aQ894MC28uddFeCopeFgBAQApEQ6KdxKhJEKrYLBCRfXYCX8Wo/6GsZpA+Y2+ij3/ve91rzDQ7Jw/GjSFKbKIJSfzj8FKtJuKc0TwqHddmSxJuyiFV7HhvTscce2+qbMawTUvfPf/5ztQwLviX+tgPVy3jIsN7OqwHzCyMygvfAAw9U/jz00ENRvLG7YQJbKB999FG7Ncd5lrtDf95+++3KWbPtZNttt23rTDms4p577qmcZzcv9pPy3A8TtV7upLuRE70rBISAEIiFQD+NU7EwUrnVEZB8Vccu681+0NeyaB8I95m7vfjii9ZY4+YwU045pRkzZkyh6qlNFIKpL3bSFqtJuKc0TwqHddmSxJuyiFV7noNJf/SjH01kC/rHP/5RLcOCb4m/7UD1Mh4yrLfzasD8YqvVfffdZ5ZYYonKn1VXXdU8++yzfYcJpzGvvvrqbR0fMbAuuuiiSnVJCwMz6aST2pAzeLLHSP2kPPfDRK2XO+kY8qUyhYAQEALdItBP41S3ddX74RGQfNWPeT/oa/XXundy5AC8888/v23+gkckjk5FktpEEZTksV4MpfanNE9qx6OXfok3YbiBk+X222/f1j/jZEmImCaT+NuObi/jIcN6O68GzC938rbzeKhyJW4UMbn7LdHBnXbaaW0dH+FgNtlkE4NHe9mE8fzqq69uy++rX/2qjVOelxcGeTrhl19+2XrRs9Bx5513mj/+8Y/mrrvuMvfff789Xfqdd94pHaamivLs0/P888+bV155pdKOBPJhdZZFl/Hjx9u63H777fbgWOKM/fWvf22rTx0TNZ92diR0iyX5gSHbt/g888wzZrXVVmvxmPj5888/f+t/95y7vv/++xOx3qexG3zJmLyI3Y/sPPzww636gvOf/vQn8+CDD1qa33vvvUoyTf4MTHhGvfDCC+aNN96YKB+egc+cgI6sUjbyyy4YeM/7MRNtGT7AO+Tw7rvvtm2LK7+ffvppAz7Uo0zqhA3/s3j32GOPWdmnPSOPYMI2wWSqO79k/vymjJjyUhaTtDrk3euEocMAfj/++ON2JxHyCl/4nSbfyfIog/4aeec93keWaGu0w08++ST5Sunfrow6xgTkn76VNkx/8+qrr1bqzx12yPRLL71k+wPySpPlshUuMk45TDisj36GPuaOO+6w35988smJxpOyNPjPN9Vn+GUU/d6PMu14hfxWHePQz2iP9NsYCx2/aXNPPfWUeeutt2wM3iI4FpGvIvnwTCjZ8DGsQ5fpVD/Ka1pf8+tUVC54p6oOQj9Rlw4CHfTtb775pj0wFH2Lfh89y+kRr732WqYuyHt1nrMErwhd6eZs6KLf/va3DQb3IqlIm3D8arLPdWXUMdYVqTflNS3nRego+kyo/qab/hZM654ngY8vG3X3F72sA/r17rbvb4o3WfIbSl6zyi9yH0zqngeRJ+OUm/vTZ2666aat/pl++utf/7rVnd0z7kqUBN6vkkLyNyRvq/ZHIfGowi//HRnWfTQG0PfBbFink0DpZmHAKaeEg/nWt75lO8eybMbYst1227XlNcMMM1jDWlpeKMAYK2+55RZr4N9pp50M3v/f/e53zRxzzGFmnnlmM/fcc5vFF1/cbLzxxubwww+3k8s0Y21a/twrojwn36VD4xDXHXbYwWy55ZZm1113NVdeeWXysczfdGworoS/OfXUU+3gstRSS5l55pnHYstBrsSBPP74463BERpJ3RjWm8ISo9HJJ59s9ttvP/vZY489zJxzztnG429+85ut/91zXPfff3/zy1/+cqKJTrf4ghUYszDBwsvZZ59tdtxxR7PSSiuZRRZZxMrOLLPMYhZYYAGzzDLLmFGjRpkTTjjBXH/99XZQZ5dK0QStF154oQ1v9MMf/tCeFcDk0dGAzMPnU045xWy44YZmscUWs4dngRG7YH7wgx9YGcDwRXsLmSgPxeXmm282J554ol0wQw7nnXde27aQR35vsMEGFp9bb73VGuCL0piHDRhj/OEA4DXWWMO2Y9ozss9kmNPik6nu/Pz8e0FeqmDi16HI9zwMwQCjMMZY+p611lrLLLjggrZPot3we5999jE33nijNeillYdhBSMKBzoj7/TVjBfI0rLLLmv7zIsvvrjS+EF5TfRjTCA4hHqbbbax/fluu+1mLr/88kqKPNtbaeuMc/QH9Ie0m25T3jgF36gDuJ9++ul2PKGfYYzkkHC+r7vuupan8JY+qWpqus+oQlc/yjQ0V9Uh0EkxolxyySVm7733tuPX8ssvb8dd+E1bXW+99czBBx9srrnmGvtsp7ElT76K8iSUbDTRB+TVkfYVSl+rIhed5D9PB1l00UVr0UFwmmEhFV3owAMPtGP4iiuuaHUJ9CynR7D139cB/e+8R5uoK6H/MT9wcxecgkaPHl04+7w2EaLPHchyXpgJOQ+G6m/q6G+bmCcBTRP9RS/rgE20iaZ4kxTdUPKaLLfMb/q1pubNzA2Yi7s+n7GA+Z7rn7ly3t5ee+3VesY9e8QRRxg3ry5TH54Nwd+QvO22PwqBR1keZT0vw3oWMn1+fzAb1mEdK4zf//732zq/r33ta/Y05zKspcN+/fXX7WTfdaRf+tKXzMorrzyRQZFOCk+syy67zGy11VZmpplmaivfvZ+8ElYG72iMhHhXUmanlKc8Z73LO0xkXfnUAy/tIsnV7cwzz7QTYJdH2hUPG4ycGK7xgKxiWHflNYUlXkbsOkijv8g9tuYiF37qBl/yYZKHdywHoyAPRehgwYjVchZLMDQXNT4laSVUEliDOzw766yzOvKZCR+GEDy7UBxDJBRyykNxKdK+kMVZZ53V/PznP7f1Ktq2/HbisKFPxatyo402MuCe5A8HjI0cOXIiGLKwrpqfK6AX5KXbOri6dLpmYYi8sohJX0Ofk+SJ+w2/ZpxxRruAhHy7hDywYwjDyAorrJDKV5cH48dBBx1kDX7u/U7XJvuxd99910w//fStOrtdNkwwyiQWRvDSpH6urkwU9t133zLZpD4L31gEdPn6Yydj5bnnnts2Jrnn/Cv1mmuuucx5551nF1BSC8q5GaLPyCk+869+lOkkzUV1CBZuxo0bZxdtiBft8zf5nbY6ZMgQq0NhiM9LWfKV947/XwjZaLIP8Ovif3dlhtLXqshF8h03zkJ70zoI/T56KTtRMVpPPvnkuTKZlFH/N/KKIbyMY4PPK/87dOERiS7hykBPxfmmaMpqE04mmupzXf5N6exp9XdlhpLzNBrK3AvR30BPXf1tE/Mk6Eu2/SLjSPIdv7/oVR3QyWcTbaIp3vjyHEpe/TLLfm96HoQ+jUOb64/LXNGpzznnnLJVss83zd+QvK2jP2oaj0pMynhJhvUMYPr99mA3rGPoI06hbwBDWcWLlcGuaKLTToaBYWKIx6qfUIgZ+PFmZlKY1vliIMBggRKR9j/04aGXNNj65bjvWcqz+z/tWuUd8qFuGEEwKk0xxRSptKfVh7pi8MX7mrq7Z8hjzz33TCPR3msaS/In1IE/eXG0Fb1izCYEg5+q4kseDHIYxldZZZU2mU3S48uz/x/44umJzOO50SklaUVJxSOX8Cm77LJLYT6zKMTOi+uuu67QglAnuvL+Z8UaT0bK8+vOd3BhAgpf0ibJ/EdcPBYuOrX/LGwI/cLOk2TZ7jftGv4lU935kUq/I0UAACAASURBVH+vyEtVTJIYdfqdhSE7JuhjWORxfMi70vcg3xilkQO8SY488si2g+Ly3ke2tt56a2v46URz0/0Y3qgs8vj0uslmJ9r8/2lXRx11VFs+jGFldjP5+fnfk3yjjeARivHogAMOKLy4Sftmlxie7WUWDkL1GX6di35PYuP64F6W6STN8BMng7yEDoUsJSenjFlMPNkZRr9N2/THN/psdqDkpSr0uPxCyEbTfYCri3+lzJD6GmVX4UPyHSf/IXQQ+s6f/exnbQuT9KPIH/o9Mgk9vt7q97P+d95hd1MdzgWurfj5O1x8Hud9T+Iaos8dLHKeh3un/0L0N9DgZKjb/haeNjFPgsY0Ge00jiTfce2iV8fLJttEk7xxchxKXl15Va4h5kHomzjS+X1y0e+MJezuL5ua5m9I3tbRHzWNR1n+dHpehvVOCPXp/4PdsE5DJIY4XoquE0QBJmxDEcO1YzsewP5BFS4PDAN+wkhDPHrfWIvREa9aDIEY5PDuxZOd8C8crspWdyaPjj6u/Gb7EPzLS0klo8gEt8o70EAnzAQ3abyiTEKD4N2L5/uwYcPsFil/YYF3hg8f3jZh7mRYD4ElxmdCeRC7ks98883X5rEJLzCiuf/9K2EmqFMy5nJVfBl4MKqzFd6XBWSNQ1HYkkw4ijXXXNN+XPid5GDP8xif2NaM/OelJK0oAHhFESLI0cCkkvyQX8LRQAOe9Ci07hmuPAcmrCg3lWgPhKYgNIdfNos3tCP4se2229qFLUKyII/g5k+MkVfq4Xssp9GbxAbjD5PwzTffvFU2WGMMwlONDxNx5GWdddaZKMu68+sFeekWk4lA6nAjiaGTV58n9LeElFh66aWtsQ+5mG222dr6HmQH2lF2kQO28bs+G1nBA5xQR0zyaGfw1v3v5I7+i1AWnRZomu7HMOQQVoN6O9robwnT1Ik2H24WGcDM5QEOtHMw7zYl+QattEvGVNc2udJ+6GfAnbaLlzvGKvcMtLk2x+4T2kCnFLLP6ERL2v9JbPpBppM0d9I7kEPOXSF0hy9f8JbxjDB5hxxyiF1kYeyB9+w8oY3xIYRTXipLj8srlGw03Qe4+vjX0PoaZVfhQ/IdJ/9FdJCpp566JU/IFf1EUR2EvoMFesZvXybZ2YZMEg4LmWQBlh1o6IZ+H0s/RPmML3yWXHJJq3v4PKj6Hd6hhzm6uE4zzTSFDy5N40WIPnewyHlVvobsb+rsb5uYJ6XJaKdxJO0d11/0qg7YdJtoijdgHUpeq7Yn3gs1D2IRlrCrzgaAbkyf7PfRro91z7grc2bOkKmSmuJvSN7Wqf81hUcV3nR6R4b1Tgj16f80nptuuqmt8fsdQZHv/Xp4qWMZHaKvpFNnjCqEuSiSME7i+YMnsMMLIwtxxJMJvDnEkOecwRkjG2E9iFVNuAG3VZR8mVTQ4UKfbyBFaac8vHbyUnJSUkUxKfIOHSMeARhYHQZcMeDgnUvsMQ4hY1WXQ4qIY0ys34UWWqjNKOK/28mwHgJLeEG98KTjc9FFF7V5QsMHjHLuf//KDgY8dZOpCk/AF/wYgH2M3EBNvNkrrrjCGieIR4xM43UNvYRDIURC8j3iQxODPC8laaU832iNwZoFE7x57733XrsYBV5sacSAjcHfLxcll7jzTSTaCwfarb322q0y4Q80YERkRwSDrks8zwFGxJvGUOcvXlGvH//4x6226N7xr0lskHW8bJ2Rjz4AIyD4E56Cz6GHHmpjcxPzPpnqzK9X5KVbTJIYdfqdxNCXV2SBfh2jHHHCORSKfhu5YGcRC1Y84+SVdzGWsGuGPpD78BQDyWGHHWbD/fA+ByuybZ5FUOrr3icvFhQ7xU5suh9Dzmnn/vgEbRgtob9Ioh/kIEB/8YD+mRjrdaQk38DQYc53yqLvo/3Qz1AfDP30r2PGjGkzyDr8WfzAeJCXQvcZebRk/ZfEph9kOklzJx2CMYt+0vEO+cST8qSTTrKhOHxs4Bl60m9/+1sbb58FLtpzXipLD3mFlI2m+4AkNjH0NWiowofkO778Iy95OsjOO+9cSQcBH8JG+OGpKBdDCGMF+pWfcJ5AHnEacTKMHsD4cdVVV9lDTum3kNs6UloIS5yDwKpoSuIK3U33uYNFzovywH8uZH9Td3/bxDwJbJIy2mkcSXvH7y8YV3pNB2y6TTTFm5Dy6reTMt9DzoPAGUdKZwNgPMApz40HXFlo/d3vftd6hmcZH2677baOTpJZ9W6Cv6F5W2d/1AQeWdh3e1+G9W4R7NH36dQHu2GdFU2MkgzArhPEgIDnOI20U3KeLe5drgzev/nNbyZ6lY6ezhfPP7xcMDhj3OuUUDAIZYBi4MrBEHjMMcfkvlqHYlJEmaFjxHvH0caV9zA0Epc3LYEboUGYjPgGKZdHJ8N6aCypAxMaFkwcjUyeWBwok6rwhB0RxDJ25Tp8MfJ18jxnGxyymIzHjvywoAOOWSlJqysfOWTHwSabbGINlMn3GZiRa2j2eUsbw8MXHOtOeOaykOC3Y7zmoSEvLAT156DRpEF+6NCh9nDjLDqzsAEj+g+M9ShMfgIX+JHcxcAzdebXa/JSFRMfuyLfszBEXlkAZoESg0kyub4InjsZT17pj9jxkOZZwjjBuRf0d/57LCRhHMxLIfoxYhdymJJPW5nFY/p3jNr++3hyskhcR8rjG5MRDoploTAtwTvicvsLftCJwY2dBnkpdJ+RR0vWf3nY9KpMJ2nupENwIDsLvU6+2NWDvpM3NoEXcon+yq7DvFSWHvIKKRsh+gAfnxj6GuVX4UPyHScjRXQQxtkqOghjNPG4/bLo78aOHevD2PadMQDjuR9ag/6/yhb/toxTftBeMNo7+urQQ11e4NpUnztY5DyFZR1vhexvmu5v65gnAdj/Y+9MoKUnyoQ96virow46LogoiwrKIqCIIILs24fsAp8sLqCiIIwsIiCr7EdAlEVAAeFDVEBRVhVQUEE2URFBRAVxAxHHfRtn8p8nTrXVuUl3kk4nfW8/dc49yU0nlaqnqt5UvfXWW9m2P+w7kvdMXK8n8XvZdptoqmzarK9DG0/BDV2Ng0hO1osB9RAjL74t4wxNlG/bZTtOedQEj3GVl4r1cZHtOF4V6/+wTMI9RdaiDwsQrKuHBQQog8D4A46rgSJXMjBH2UynoWyg084z8dIiBp+4jBkUmuiYDOvM0DFg8zCsMwMDOvpYSV9//fWDkpdOXOAah6W1vCc8z3GYYp2I22TJ+5oQ0lXLBL5YXsZLkhn8sCQZpUKZwIcSdxBxHJQRy+nzFI0hzmxaKRfejcKapdDD3Lqw8VfWdQ11+Gtf+1p4RSNHFNYoV2JXFdQnrIhRKg4L1CNcyMTuiah/DMqLQh4b+KDYx4qSFShVQlPxTVp9GYVJFX7cm8cwKApwJ4GVc1FgeT3utUhv9g9Zy74WrMYoCmGCNZ5Iog7m+dPPxjFuOUb8yGLqdMgbkz9MEvLbsEA7xp1BeDbU8bwJomFx5f2eV268C+U/vuqHWdaHyUPuD2lEvuFOpqjMu5AZeXkfdi2PzaTX6WyaB/UhKAfKN14xxPeFjYKbClXSwzu7qBvjlgGBZZf9tarlQJqzz9C+x90HySpFqL+4hxsm7+hrsMIplkHLL798KZdUoXzKHJFpsas90od1ZJWQx3XcMpf0TUM9r1IO3NumvGlD3jYxToJLto4O+o4E5tlngrxgsmhS+4BttQkYNVE2bdbXUK5Vj12Og0hr9htCPZwNivW2y3bc8qiJ+l617pW9X8V6WVKz7D4E+rRbrFNkdIhxTRI6xBzLWJsEoRBbOqJYwddW04EOwxprrNFLI52MYUqbbCejTsdk2DMMNk455ZReumCHAmeY39PAh0kDlvTHeQtxDNq8NDxf51iHJe9pQkhXLRMUfqxMiOsmij78D1cJLF/GwjyOB2UGblyKQjatPIslKK5VULYNC6Qdv+PxOxkQYmXfZECxdsYZZ/S9B9dJuOMpGyhbVqmEtDJ4x3c2MjIv5LHhmeAaKO+ZQdeaim/S6ssoTAbxyvstjyH1FX/6g1YtEBcdcdzDIPdDHeAY5N8wtyLEQZuIV4aQdyYciXscgfzGcnPQNwGrEFa4xHnDXUp2H5BsOpHPN954Y99KEOQGkxBNhbxy4xuCpfqwybuQBtw8sUokzt8gWdOFzAhprXLMYzPpdTqb5tCG8vJNH4qJ+XilERMkuFdqKlRJD++cLXWDtJK3sjKA+7vsr1Uth5C/2CUL7XvcfRDSGbvdG9ZPIp0EDBhwLRfLIIwZioxs/u+xygdkIhOH4T1Mkm699daV4smWBXGNW+ZWSmDm5tlUzzNJH/pvm/KmDXnbxDgJaNk6Oug7EiBnnwnyYi72Aau2CRg1UTZt1tdQrlWPXY6DSOtsVay3XbbjlkdN1Peqda/s/SrWy5KaZfepWP9HgcEBv990UOPOKu4hihRrPImV4hVXXNF7hmeZGW/S2ipUKRSj8+fP770LpQ3L3xFMRSHbyajTMRn2DIIrdqMBA5SaVaySYYxFJXkK/Onkj0uxXocljJsQ0lXLhPvxYx64wIjVFFUtoqmrn/70p/tWBlC2WHUXhWxaGcxR58qs5CDOoKyMB4EoLk844YSiV9a6jlINi7LACCUNG+GR57IBhQPLtkMcHKnH+G3PC1k23I9CaP/99x/YJvPi4lpT8U1SfRmVSRGroutZhtQ7VmWUra8on7MrLFjFMGzlTUgPnWlWEcV1CCsV5MY4QhU5Rv3OTnLRFrk2KOA2ApcqIU/IH/bSYKVRUyGv3FjxdO+995Z+RV7+mIDcZZddcuPoQmbkJmTIxTw2k16ns2ke1odg0ivenwXjBCaBi1YbDEE24+eq6ZktdYOMVpEB3N9lf61qOZDe7DNt9EGoj8jtIPP4rg9yAxMqHJOQN998c+85nmeF3q233hpuGflIn+qee+7pewdyDjdnVUIe13HL3Crpy947m+p5Nu3D/m9b3oxb3jYxToJZto4O+47kPTOX+4BV2wR8miibtuvrsPaT9zt1p6txM+mZrYr1Lsp2nPKoifqeV7+auKZivQmKExiHivV/FgqDOJaOh840Ryz6BrnKQHjutttuvWdQOmDl2tSA8J+p+4dV/Z577tl7F+l71rOeNVB52ETHZFhnBmUUmzoFbnRk8JeK9U6VgLUnz4Z4xqlYZ4VCVZbkpQkhXbVMqEux0oHyQIlcxwr2oYceSi2qA2N446uzKK6qac0rbzbsiq2AsTZjo7qmAhNLWIThPzHkC8XMzjvvXOkVKOHZSCbEwZFBMQPlvJBlE1jCuE5oKr5Jqi+jMqnKMctwmOzKxk/7zk4SomApK8uySmjqEBaLVRTE2TQN+r+KHKON48omdicGH/zCo5TOC7Qt6vMKK6zQaxc8s+666xbKjLx4hl0btdyIH6UWG8nGk+OkNc9FQlcyYxiHvN9HZdNFna6a5mwa6UdRT4899ti0/zXIuCGPWfZalfTMprpBPqvIAO7vsr9WpRxCGdZ5JjwbjlX7IHxDMZAJfQEU6+ecc06IrvAYDETCc0H+33333YXPVP0BOYcv9/gd9JX32GOPSlE1wbWKzK2UuJybZ1M9z0l+4aUu5M245S3xj7oXFcDq1NE6z8SFk2VDO5vUPmDVNkE+Ry2bLuprXD5lz7scB5HG2ahY76pss22uyf7fqPW9bH2rc5+K9TrUZsEzKtb/WUgoRQ488MC+DisKwZNPPvmfN0VnCCF8g8a+xbEc2XXXXaO7qp8SL4oOOggoNX72s5+lfyyXjn25hw8+S3eKQp1ORtVnUIjHypo61jOkfxyK9SZZksYmhHQVvqT/hz/84YwJh6qDqFA/SP+8efP66jidRtKUF6qkNe95rjEbvcgii/TeSf0YtjdAUVx51xncsToiO9B8xzvekW4oyaaSZf6wwD3//PP74sGVBL7p80ITbOJ4m4hvLtSXmEnV81EZ0hl+4xvf2FcHqgyqkNusxojrIrLxlltuqZqVvvubkmO0/y233LIvfUxIoZDOC0FRFE948k089dRT826vfW3Ucgsvzsoa0o2P42zoSmZk01Hm/1HZdFGnq6aZPsxZZ53Vp8ykDTEJy7fic5/7XDo5RR+tTqiSnkmtG03JgC77a1XKIZRznWfCs+GYlQvD+iBMPrDiLchx6iEr0YYF5H/sFhEFAa7hiiYuh8WX9zsGAGzWHNIW2smwjZqzcTXBlTizbItkbvb9Rf/PhXpelLe8613Im3HL2ybGSbCqU0frPBOXSxffy/j9eedNtQniHrVsuqiveUwGXYNXl+Nm0jYbFetdle045dGo9X1QPRv1NxXroxKc0OdVrP+zYGCBgg7rj9BpDRZveS4luHbllVf27uUZ3AZwrUpAmKGgxzIWf/cMIvEv+oEPfCA59NBDU+teLHxxi8KmiCFtHFH6dKlY5wOGRT8DiJAuBiHvec97qiBI721CsT5OliSyCSFdpeNHnfzSl77UYwtj/H0ec8wxlfnyAB97NgMMZcURxRq+pfNClbTmPc+1Rx99NMnuQcAy/6YC1sQXXXRRX55wBbPccsulm+KyMW7Zv9hXLWxQIp500km5SW2CTRxxE/HNhfoSM6l6PipDLIB23333vrpURbGOLP7whz/c9zyK9apum8Ylx2grF154Yd9EHfL6ve99by5qeOyzzz69/CDn2TT5Rz/6Ue79dS+OWm7hvSjEXvrSl/bSSxtmUi+74qArmRHSWeU4Kpsu6nSdNPPMTjvtlCrT4+8TdY5vFPt64I7jtttuq7wisEp6JqVujEMGdN1fq1IOoY3UeSY8G45V+yC4WKAuhnrIOIC+waDVaLDF9/mGG27Y9xz7PjQZ8upnnT0vmuBKvsrK3CIGc7GeF+U173peebbVfx2XvG1inASrOnW0zjNxuXTxvYzfz/k42kR4x6hl01V9Dekvc+x6HEQaZ6Nivcuypd2OQx6NWt/L1Le696hYr0tuwp9DALl56T8LiU7iyiuv3OsY07HG3Qo+DbMBwcku46HzjaUGLlHolA8LdMLZXIOl+WywuN9++6UWMijmYyV1iLvo2LVinfpzww039BiQTpSRJ5544jAEM36vq1hviyUJbkJIV+n4oag7++yz+/iyLPm8886bwa/MhTxXFSx5ZjInL1RJa97zXGNQi+/OUIeD/9yi+6teD7PdIf4mj7BGUZoXmmATx9tEfHOhvsRMqp6PyrDLQVUbcox3MImLFWVoJwziX/7yl6cDgZg397K/QOwejbbLhqJNh1HLLaQn6x+SPLJPQnYD1K5kRkhnleOobLqo03XSjKsiXCbtsMMOfSucQj3liJufV77ylelm3hhB0F8rE6qkp8u6MW4Z0HV/rUo5hHKt80x4Nhyr9kGoA/SxUFiH+hcMGpCf2UDdZWUp1urI0/AMfeEmN3nmvSg/Lr744t47eBeTo4ccckg2WQP/b4IrLygrc+PEzPV6Hud12HlX8mac8raJcRLc6tTROs/EZdTF95L3j7tNhDyOWjZd1deQ/jJH0tjluJk0zkbFepdlOy55NGp9L1Pf6t6jYr0uuQl/jo42G7Phw7nuHxtpoSCeCyFvJ2k6x9kN3vgI0pGO3cBU8QnOx5vO8WabbTZj+XPolHOkk461TPiLl+Tze9eK9bwZTpSRZ5xxRuXqUFex3hZLMtSEkK7S8curjyjC8QVeJ+TFh7uTIkV9lbQWpafqoLYonqLrLLNmdUfcbpicot3i37rOH8o4JtRWWWWV1I1M3rubYBPH20R8eeU72+pLzKTq+agMuxpUkc+25Bjveec739nXXpjQZWVMHOgbXHPNNX0TvciKT3ziE/FtjZyPWm4hEcjn1772tX15o/0/8MAD4Zb02JXM6EtEyX9GZdNFna6bZvpVfC9YkbX66qunm3TnGRrQD6LfyWoilPE8NyhUSU+XdWPcMqDr/lqVcgjlWeeZ8Gw41umD4OKEjd1Dv4J6SL+A1aMYk+A67nvf+156vO6665KDDjqozyUifXbqcNmNs0Nahx2Ry1/4whd66SJ9jD323nvvYY/2/d4EVyIsK3Pjl8/1eh7nddh5l/JmXPK2iXES3OrU0TrPxGXUxfeS94+7TYQ8jlo2XdbXkIdhx67HQaRvNirWuy7bccijUev7sLo2yu8q1kehN8HPMkuELyqsKur+HX/88QOXSE5w9mckjSVY+JtFORw61HSQ11lnnb7l5Hl+DhnAM0kxLGA1jFI9thrkXVgDLrHEEslqq62WsHx04403Trbaaqtk2223Tf84X2qppXrp4plJUKxfcsklfWlCoYmf4aqhjmK9TZbkpwkhXaXjRweBSZ1QFzmi3Lrggguq4k3vz7NYJz7KMC9USWve81yrM6gtiivvOp0BfD7HjLBsZNNCXBLV/cMCjAkMZGReaIJNHG8T8c2F+hIzqXo+KsOuBlVtyjEUMyiC8DMc2kze5newiDd4Rpk5ro25Ry23UE+wnoyVYeQPgwEGOXHoSmbEaSh7PiqbLur0qGmmH8aGj0cddVSy3nrrpfUudtEX6i11mE2q6cMOClXS01XdaEMGoFjvsr9WpRxCedZ5JjwbjnX6IJTHwQcf3JORoc4hBxdffPF0TIBLO/rq/B9PAHEPRjdFKwFDuuocaRu4jQzp4Ug7eMtb3lIpuia48sKyMjckbhrqechrmWNX8iZOW9PytolxEumrU0frPBOz6OJ72UabCHkctWwmob6GvBQdux4Hka7ZqljvYiydLccm5dGo9T2btib/V7HeJE3jmmgCdBTpLMcdVyxVYqt8hCabI4Z7wnJ6PjqDAgr5q6++us/SnU44fmBRoJ955pmphSxL17Nx8cGP/d3y7q4V6wjA7MaRLEtlE9iqoapivW2W5KcJIV2l45dnYcbERR1XO6QfN0VveMMbevWWOpRnrRrKrkpawzPZY51BbTaOQf/DaMGCBX15Csu2Bz036m9NsInT0ER8c6G+xEyqno/KsItBVRdyjDaJ+5fw/eIb9JKXvKTnWgPLEVZkoUgP96C82W233aoWSan7Ry238BJcg7BZaUgz+cKVTTZ0JTOy6Sjz/6hsuqjTo6Y5cGFSE3dEbCq94447pmVL/yKUL0cU7kwADXLBVyU9XdSNtmRAl/01yrRKOYQ6UOeZ8Gw4Vu2DwOn2229PXTtSx1Ca06dAnsR1L3vOfRgqYByDQcSwlRQhfVWOtAlcU8bvxihn++23rxJNrbLIe0FZmcuz01LP8zgVXetC3hSlpSl528Q4iTTWaft1nol5tP29bKtNhDyOWjaTVF9DnrJH0pjdd6vNcTPpmY2K9Ukr2ybk0aj1PVu3mvxfxXqTNI1rogmg0P7Qhz7U13GNFXVB6RD7jS7r4xDlMctDQ6eYjvizn/3s5Mgjj5yhSM9CmkTFOizYvDQecKCA2XXXXbPJH/p/VcV62yzJQBNCukrHjwHeLbfc0qsv1BvqGj756wQmjbAADPWPI5NGLKfPC1XSmvc816oOaoviKbpOx/Sqq67qyxPKFtxdjDM0wSZOXxPxzYX6EjOpej4qw7YHVeSvCzmGRc9xxx3X12ZwGXTppZemyPPaFBtI4oJgHGHUcgtpgiUunIJ8Y7UZK1eyIS9/bciMbDrK/D8qmy7q9KhpzuNCv+zyyy9PFYhsCBzKmCOrBVmFURSqpKeLutGWDOiyv0bZVCmHUJZ1ngnPhmPVPgj9pPnz5/fqGMpyVkawCTqW6NQ3+rn03znSh2IF6korrZROPmJRPq5AGeLnPe5zs0Jv3rx5lV7ZBFdeWFbmhnvbGP90Xc+rFEQX8qZM+kaRt02Mk0hjnTpa55mYR9vfy7Zkf8jjqGUzqfU15I9j1+Mg0jAbFeuTXLZ15dGo9T2uV02fq1hvmqjxTSwBZslYhowlbxi8MUBfY401EjZ3QPhgdR5+48hg/tZbbx2YpyDs482NwmZwCI1hYRIV66T5kUcemeE6Z80110w5DctT/PtDDz3UN1hA0fGud70rvqV33gVLXp4npLGQrBKqdPwYIDz44IOpm6BQ3xhE4UcYlw5VQhiQxfsCMDjDVy11Oi9USWve81yrOqgtiqfoOu2V1SRwiRltscUWRY80cr0JNnFCmohvLtSXmEnV81EZtj2o6kqO0WbuvPPOvm8c36KddtopdX3EoOBtb3tbrz0hJ1ZcccWEJcvjCKOWG2mCJW7c4u8rSq83v/nNM5LclcyYkZASF0Zl03adJkujprkIC/KNfgIrJ1BqBnnPZDM+rotClfS0XTfalgFd9NdCuVQph1GeCc+GY5U+COWP7/TQn0CeYIFO2h9++OHknHPOSf2sIys33XTTVGYecMABqTu6L37xi4V9qZCWJo7ZMgxprBJ3nbLIxl9F5k5TPc9yGvR/2/JmUFqyv9WVt02Mk0hLnTpa55k4321+L9tuE+Rz1LKZ5PoayrHrcRDpmCTFelkdxaSXbR15NGp9D3VqHEcV6+OgapwTS4DGyMaiYeDGESsVNizKfnjp1GKFMUzRiVKeTnkcJ77ccf9SJvDeSXMFQ7pZCrrsssv25WuQFXReXlHsfv7zn+8bLA9SrHfBknRTL1DYhjJkcI+7hCqhasePQeHzn//8vnc+5znPKbQyL0oLjD/96U/3MUaZhiVWUaia1rx4qgxq854vc413LLnkkj1GKAKpkwyExxWaYBOnran4Znt9iZlUPR+VYVa2085xt8USyTIBufThD3+4Vw95Huvam266KffxruQYicl+45BlWF3iAuYnP/lJut9HkHPDFJe5matwMVtufFOx/iQtZQNW+OwTE9LMkZVmrAbLC13IjLx0DLuWZcMkP67qyoa26zTpGjXNg/IWBs3xygSUoFtuuWXhY1XT02bdaFsGdNFfCwVTtRyaqkuUZ7zClH4P/tHzArKeDZqDHKEfiquhvIBirItAGeK6K6QRgEqjQQAAIABJREFU2c3+TGW/U6Q5WxbjlrnTVM+r1ok25U3VtNWRt02Mk/LqaJlvX7Zel3kmZtLm97LtNkE+myibSa6voSxJY1fjZtLQpWJ9FB3FpJdtVXnURH0Pdarpo4r1poka30QTCB+82CqKQfrhhx8+w/cs19nAdVjAKv3kk0/udYbpFLP8/sorrxz2aPo7y1OxvgudaY5d+1gnYXxAcP0Sp6uKPzMmJL7+9a+nVkFxHIMU612wDHnN+ijHlQ/1pWyo2vHDd+zrXve6Pr7Uufe9732VfHj+6le/SpcLB8bUbdJ+2WWXFSa9alrzIuJDXXZQm/d8mWt5vuOZtDr99NPLPF7rnibYxC9uKr7ZXl9iJlXPR2XY5qCKvHUlx3g3Shh8V8cuBWgzZ511VrrpXpATHFFi4pJqXCFbbrwTZf573/ve1NXAsPfS2UYJH/uNR76R7iIXIV3IjGH5yPs9y2aSFQUh/aOmOcRTdCR+VsWFOgqTddddt+j2GUrEYQzbrBtty4Au+muhYOrUizrPhPeFY5U+CKtyDjvssF7dYtXLLrvskvZzQ3xdH/O+8Rj+DNvEN053luu4Ze401fOYc5nzNuVNmfRk76kqb5Exo46TSEO2jg6T23WfifPbZh+w7TZBPpsom0mvr+QzT0a2NW4OnN/61rf2viPI12H6mrge1j0ftXxnQ9lWkUej8qhbDmWeU7FehpL3zBkCDNR/9KMf9flrxaLjFa94ReqHNgzoGLxjPRxvbFoEAUXGJz/5yT5BW1b5xwcYBfyLX/zivueHCeo2OiYoxlkCiyIkcKED9OpXvzr5/ve/X4QjvY4VNUp1fFeGZ8NxkGK9C5YkmEEXy35DGjnie7hM+QcQVcsERldccUU6CRPeS11cYYUV0g22WL41KFCX+Vh+6lOfSv2Bhjiw2tp6660HLl2umta8dFQZ1OY9X+YajPAPTZ5C/kJ7vf/++8tEMeMeuA0KTbCJ428qvtleX2ImVc9HZdjmoIq8dSXHeDf1GzdTz3ve83ptBstfFJTxoBhZjhu0YSuyqpZVfH+23EIbxrfxscceO9ByPcg3Vn7R5sOz5GWTTTYplG9dyIw4z2XPs2zKKBfiuNuu07y7SpopP+5nddEwmRvyhSuMl770pb2ypq+w++67h59nHKukh4fbrBtty4Au+muhQKqWA8/VeSa8Lxyr9EGyyi76+M997nOTM844I/nqV7+abhxKn4JVPUzmUW8xWiCd9A/L1uGQtjrHvNU5GOmw10zZkOUa5Oa4ZO401fOyZRDua1PetCFvmxgnwSZbR8t8++o8E8qBY5vfy7bbBPlromzarK9x2VQ5J41djZtJJwrdLhTro5Zv22U7bnk0Ko8qda7qvSrWqxLz/llPAGXk61//+t7gjY4n1iuxEpgPPZujlelMowDFr208+EcRuNVWW6V+yvOAES+DAlx4LLfccn1pIT2ToFgn3SxNfdWrXtWXPli96U1vSgcg2byRL57B/QuKnNCpj4+DFOtdsCQPDLryNrbFejxrtU4eGQBlQ52OH8uZslbr1D3Yfe1rXytcAkwaUEJ87GMfSzfdCnwZLC666KLJDTfckE1e3/910toXQQs+1sP7GNziCzXkkSN16B3veEfqe5lO7LDA0u5f/OIX6X4J1M1BrmSaYBOnp8n4ZnN9iZlUPR+VYZuDKvLWlRwLXOn80z5Cm0Eu0GYWXnjh3rUqq49CvFWP2XIL6eHI5PN73vOe5Lvf/W6unKPMmLBmgjt+DgvOz3zmMwOT0rbMGJiYgh+zbMooF+Ko2q7TvLtKmvlusnICNz58y/he8d0qCshxVllRT0N5U0c+8pGPFD1SKT0hkrbqRhcyoO3+WmBapV6M8kx4NhyrKNbpA7BXA+4MQ/3iyMoeVt5ts802ydvf/vZ0/x/k0qGHHpocc8wxyUknnZR89KMfTTfYvf7665M77rijsF8f0lX3iPID2RanDzlNGsqGbFnEcY1D5k5TPS9bBvF9bcmbNuRtE+Mk2GTraJlvX51n4nJo83vZRZtoqmzaqq9x2VQ972ocRDq7Uqw3Ub5tlu245VETPKrWu7L3q1gvS8r75gwBBnAXXXRR31J5Op8oH0IntKzFeYBCBz9rdU6H+LjjjksVB/yOIGCWjU26brvttuTEE09MlaDhnfH7J0WxjnDEt3BsMUx6sWLfe++90wHzvffem2Dpw8ZQN954Y3LCCSf0WJAnOKDsDfkcpFiHZ9sseScDGhSuTBqEdDLgokyZ/GDi5L777kuP11xzTXLBBRek5RnKn2Odjh9WZgzWsoO9YJWNT1CU5N/+9reTBx54IPnBD36QDg5JAxafKJlCejnCltn0QQqMummN88p5lUFt9tkq/9NescrHvU2cVzrjr3nNa9KB6O233576psfSDOXCL3/5y3Tih5UVuLr47Gc/m26Ct8oqq6SsL7744sIk1CnHwshq1oui+GZzfSnKU5nro5ZJm4OqkJ8u5Fh4d7BejeVZ3HaQy8hkZPc4Q7bckKl820Ja+K7gQ5v2zT4ntFfkLAow9i2JN2TmGdr8WmutlTuxGeejbZkRv7vseZZNGeVCHHcXdbpKmnFxh7EC3zL2xTj66KOTL33pS31ymgEy/SH6DigU8b8f6kZQeFIvikKV9IQ42qwbbcuALvprcK1TDnWeCWUYjlX7ILQZ9jPCUj3Us7JHVsrg25c+Bwp3VmSShyYDCrl77rmnt8EqaUOGs6lv2ZDl2obMnZZ6XrYM4vvakjdtyNsmxkmwydbRMt++Os/E5dD297LtNtFU2bRVX+OyqXre1TiIdHalWG+ifNss23HLoyZ4VK13Ze9XsV6WlPfNGQIoHX/605/2bYARd65ROrCMHpcxZQNKcxTlLLeM46JTvPnmm6cKdqyLsXw55JBD0iX4dCa4F/9g+JCNXa5MimIdViyNnTdvXl/6SDcDZhTP8+fPTy192DRqxRVX7E1QwBHF7w477JC87W1v63EZplhvm2UoYyzqstb5DEqw8tx4441TNwooClDwki8U3XGo2/Gjw7fXXnv1uYQJdQjGiy++eLLhhhumFqj44scVT2x5Gu6lrq2//vql3NfUTWuc36qD2vjZqudMSGFFlp2AoI7hsodNhqmH+++/fzqxg5Xku971rmSnnXZK21bWCpLJoqLQBJs47qbjm631JWZS9XxUhm0PqshfV3IssMU6JVZUBjnBESURm3iPO2TLjW/cW97ylmSZZZbpfQ9ow0y+ojCnvfKH8io7mRsUrSjhy4Q2ZUaZ9GTvybIpo1yI4+iiTldJcxhYhXpH+TGZg5x+97vfncrpU045JbUM3n777VM5Hu6lTiDrWTGGsrEoVElPHEdbdaNtGdBFfw2udcqhzjNxGXJepw9CvcS9UKhrdY70y3BZdNppp6Xu+LLpGuV/8sSGpSFdyAVcdpXdUDXLtQ2ZOy31vG65tiFv2pC35H/UcRJxZOtomW9fnWfi8mr7e9l2m2iqbIinjfoal02d8y7GQaSzK8U6726i7bVVtm3IoyZ41Kl7w55RsT6MkL/PSQIIR6xAQuc1PqJ0wIquasBSdscdd0yVBHF8RecMHlGQ8sy1117bpyydFMU6DBjYYtnIUlks+YvyE19nEI21IQpj/P2yrDb8PkyxzjvbZBnKOSxdylqBh3THR5S5WNnFoW7Hj8EwltZMPmBJRb2I3zXsnPvZzI8JnEHWfU2kNY6jzqA2fr7KOYz4iKKQYdBJ/RrGJe93WDFRMWhj4brlWJSfpuObrfWliE+Z66MybHtQFfLUhRwL78ZdFVbCee0AOc5E77hDttwWWmih1F8wK0Ze9rKXzVCe56WVa7T3pZZaKnn/+99fWsHUpsyowzHLpoxyIX5PF3W6SpoZwLFvSTypWVS+8XVkNJPXZTaWrJKemF2bdaNtGdBFf61OOdR5Ji5Dzqv2QVBO43qKvn/oZ6EkxxUMk/O4nGNVG4YuTEqiPGcSkD4Dfb5sPaXftWDBgsL9HrLpLfM/rioxRonfxTiBPmKZkOXalsydhnpehn/ePW3ImzbkLXkbdZxEHNk6WubbV+eZuCy6+F623SaaKBuYtVFf47Kpc04a2x43k84uFetNlG9bZduGPGqCR526N+wZFevDCPn7nCTAMpKrr756hpVwUFJ+/OMfr5xvBjQsY991113Tpc+DluFjoUen/bDDDksHBwwQ6LzTmSYNWHaxbKcoMBu4zjrr9DrfYUO3ovu5XueZEB95+/GPf5y88Y1vTK356QjFHf9wjgIEn7hYHLIpFLP2KHhYOhvuwYIG6+NBoU2WIR18cOgI7bvvvslLXvKSPp/5Ie0cyTtKIcosDqPw5d10HHEdhHXSIoss0rccOH5/OCcdsF511VWTgw8+OHXHE6dn0PkoaQ3xwmr55ZfvlSv1nfoxzsDHGmvz9dZbL1lsscVKKW2ok0972tOSF73oRWmbOfzwwxNcEBSFJtjEcTcdH3HPxvoSM6l6PipDBlW069B2kLGsSuI7UCbQgcM1SVDGEA8WtbgsGRS6kGMhPbz7W9/6Vt+ELekmD0suuWTy85//PNw6tiPlhiV64I5yio0CWcr75S9/OZ3A5luHcivcEx9puyhZ+Z6wiWnZ8ooz1IbMiN9X9nw21ukqaab+3X333amFOspJNmGM209czpzzG20KBedBBx2Uu4dLlm2V9GSf5f826kYXMoB3ttlfq1MOdZ7JlmGVPkhgEm/gjNxhlSWyHRcsuNzDTSN7AuC2CPeAuAI8/fTTUxcy1E1WmIa6i3yiX0G/v6lAvx9Xg3FbYSUs+02UCXDtQuZOQz0vw3/QPeOUN/Aft7wlb6OOk4ijTtuv80xcFl30AdtuE02UTcxsnPU1fk/d87bHQaSTeoTBYPgGIKcZSwzS19TNX/a5Jst33GXbhjxqkkeW9Sj/q1gfhZ7PzmoCfKjf+c53pu4z6Iiuvfba6YalLBPNKk2rZBRl8uc+97nU6oQ4sYBhg1LcptCJX3PNNVM/2JdeemlvmTOzoKSFTStRGrLxHIKpKARlNffyDlyV4IpmUKjzTBwfQgz3AmykxMasr3zlK9PJgaWXXjrN3yte8Yo0HUcddVTqizw8GyYxcGdCWl/72tcml1xySfh54LENltkEoETDopJVC9QL8oWPWCZCUGJvscUWudaeo/IlHVhUYQnPRMS2226bKhmwnOL9WGyioOB/XNZQBrDG12fV0ERa6WBgkUidpVxxF3T22WdXTUrl+2kXuHLCjcDOO++clhETHbQx6iLtDIU/Vme4zcHlBfsBsJEeewEMC02wid/RdHxx3LOpvsTprno+KkM6veyrwYbU1FVcJiFvkWllAorgm2++Odlkk03S56nzrDQqq5zuQo6RL74rTPSGQQDHNibAAlM670ceeWQqI5gIxuVHcKEFe/xr892ija688sq9Nkz7Re4iU5gIu+uuu0KUtY7jlhl1EjUb63TVNFPGWODiP532Rh+A/hDfUuQ0E9jIaSaTaVt8T8quuoJ51fTklVNbdaNtGdBmf61OOdR5Jlt+Vfog4X0ow5GDHJlgLNsXDdburNyM5Smrf84999xs0mr/T7nhhjJ2e4fMLutnvWuZO5free1CjR4cp7wZt7yNspFartcZJxFHaIttjl+77AO23SbqjmHj8g3n46yv4R2jHtsaB5FO6hGTnPFYYo899hiorxk1f9nnmyrfcZdtW/KoKR5ZznX/V7Fel5zPzQkCNHysXvAjjrIOhTrXmggoY4jz1ltvTS677LJ0g7brrrsu3aAt7x3c//DDD6d/nA8LxEF6Q7qH3c/vdZ7Ji5eOERtGYvXPBpvkj00iUbznBd7LAJulW1hmVw3jZpmXHt5JvUBxzUQJeWXQz2CuKDTFl/h5P1ZUWE6x+SarKFBQ8D+bqfIxGSU0kVY+zLhooQ7WKddR0s+zvJ8y+spXvpJcccUVaV2k03PVVVf1NtatY0nQBJs4b03HF8cdzmdDfQlprXMclSHPI4Ooq2xuy/9VAvcj91CmoxCuYz3dthxDyYL1b6wIYvUGbaWtQBuFN9wYYGYDXJkAuOmmm9LvyIUXXpimj4kMJr+bDuOSGXXSSd6rfsPj9/B823W6bpp5jvKkP8S3FF/5KGZYwYDFL3WgTqibnrx3tVE32pYB5LON/lqdcqjzTLbcKLNhfRDe88Mf/jBdCRpkISsnkY38VjbwLlzJxFbruDrac889y0ZR6j5W1G299dY9uc0kAJNRlGOZQDq7lrlztZ6X4V/2nnHKG+r1OORtNm+Uc9VxEnHUaft1nonTy/Ntfy/j97fdJuqWTZzm+Hyc9TV+zyjn5Hmc42bSRj1CRoexBFy6CE2W77jLFmbjlkdN8hilPFWsj0LPZyUgAQlIQAISkMCEEaAjy4AXq+CgTEJBgzU4g0uDBCQggWkgwOQ6BiBBDnJkLx32DqoamAgLbhuJh02WX//611eNZuD9GE3gniZOL2607rjjjoHP+aMEJCABCUhAAt0RULHeHXvfLAEJSEACEpCABBongDIJi+BYOYOV5n777df4u4xQAhKQwKQSwNIbt3mxLGTj0UGrD/PywmQlvutZ9RPiwnr9iCOOyLu99jWsB1nFEbuD4T3kwSABCUhAAhKQwGQSULE+meViqiQgAQlIQAISkEAtAiy7ZJ+IoADi+MxnPjO58cYba8XnQxKQgARmIwEU68cee2yfLEQ5jluiKgHXWmyiHMtUNuW98sorq0RT6l5WFWU3Wl1ttdVqu0wq9VJvkoAEJCABCUigNgEV67XR+aAEJCABCUhAAhKYLAJYPH7rW99KnvrUp/aUQI973OPSTY/r+IafrNyZGglIQALlCSDz8OsfK8TZEPStb31ruln8sH1YkKf402WvmyWWWKIXDzKVjdPZO6jpgL9Y9tOJZfhCCy2UXHvttU2/yvgkIAEJSEACEmiAgIr1BiAahQQkIAEJSEACEpgEAlhWHnbYYT0FEAolXAkcf/zxk5A80yABCUigNQJhv4kll1yyTyaiXN9+++0TNjxnk3o2JsUFywMPPJBudnrXXXclt912W/KFL3whdaEVK9XZr2KxxRZLzjvvvLHlgw3yNt10016aSe8uu+ySbto+tpcasQQkIAEJSEACtQioWK+FzYckIAEJSEACEpDAZBFAiYQFJZuUBgvNxzzmMckiiyyS3H333ZOVWFMjAQlIoAUCf/7zn5NTTz01WXTRRXtyMcjHxz/+8ckKK6yQbLHFFqn7ld133z1VYG+22WbJqquumiy88MJ9zyBPucbk5d///vexpR5L+0svvTR54hOfmL6f96LMZ1NqgwQkIAEJSEACk0VAxfpklYepkYAEJCABCUhAArUIoIzBZQFKmFhxtMkmmyQo3Q0SkIAEppEAvtZZtcOkI25Vgnwse0SmPvnJT05WXHHF5MADD2zF3/mjjz6arL766r208v7TTjttGovPPEtAAhKQgAQmmoCK9YkuHhMnAQlIQAISkIAEyhH4wx/+kOy11149RQzWmIsvvniyYMGCchF4lwQkIIE5SuAvf/lLcsUVVyR77rlnqrBGNj796U9PkJN5CnauP+MZz0he+MIXpntU4Jf9qquuas0dC+n9+Mc/nk4GvOAFL0iWWWaZ5IADDpijpWO2JCABCUhAArOXgIr12Vt2plwCEpCABCQgAQn0CODy4PTTT0823njjZKONNkq222675Kijjkrw12uQgAQkIIEkdeFyzz33pLJy3333TX2ts6pnww03TNZff/30iH/z+fPnp9bp5557brohdBerfrC0v/LKK5Ozzz47ueCCCxJ8vxskIAEJSEACEpgsAirWJ6s8TI0EJCABCUhAAhIYicBf//rXhE1MDRKQgAQkMJwA/tJZ8fPrX/86Pf7P//zP8Ie8QwISkIAEJCABCSRJomLdaiABCUhAAhKQgAQkIAEJSEACEpCABCQgAQlIQAISqEBAxXoFWN4qAQlIQAISkIAEJCABCUhAAhKQgAQkIAEJSEACElCxbh2QgAQkIAEJSEACEpCABCQgAQlIQAISkIAEJCABCVQgoGK9AixvlYAEJCABCUhAAhKQgAQkIAEJSEACEpCABCQgAQmoWLcOSEACEpCABCQgAQlIQAISkIAEJCABCUhAAhKQgAQqEFCxXgGWt0pAAhKQgAQkIAEJSEACEpCABCQgAQlIQAISkIAEVKxbByQgAQlIQAISkIAEJCABCUhAAhKQgAQkIAEJSEACFQioWK8Ay1slIAEJSEACEpCABCQgAQlIQAISkIAEJCABCUhAAirWrQMSkIAEJCABCUhAAhKQgAQkIAEJSEACEpCABCQggQoEVKxXgOWtEpCABCQgAQlIQAISkIAEJCABCUhAAhKQgAQkIAEV69YBCUhAAhKQgAQkIAEJSEACEpCABCQgAQlIQAISkEAFAirWK8DyVglIQAISkIAEJCABCUhAAhKQgAQkIAEJSEACEpCAinXrgAQkIAEJSEACEpCABCQgAQlIQAISkIAEJCABCUigAgEV6xVgeasEJCABCUhAAhKQgAQkIAEJSEACEpCABCQgAQlIQMW6dUACEpCABCQgAQlIQAISkIAEJCABCUhAAhKQgAQkUIGAivUKsLxVAhLohsDf//735Fe/+lXy0EMPJf/1X/+V/O///m83CfGtEpCABCQgAQlIQAISkIAEJCABCUhAAhJIkkTFutVAAhKYaAL//d//ndxxxx3Jsccemxx66KHJBz/4weT73//+RKc5L3F//etfk5///Odp2snPTTfdlNx2223J3XffnTzyyCNOFuRB85oEpozA//zP/yQ/+clPkptvvjn5+te/nvzsZz/LJcB9999/f3oP9z788MO59037ReXutNcA8980AWQPRg633nprcuONNybf+MY3UsOH7Hu4D/l1yy23pPfR78EwwlBMAKORRx99NLnnnnuS73znO8n3vvc9mRXj8hcJSEACEpDAxBBQsT4xRWFCJCCBPAJ/+tOfUqX6v/zLvyT8PeEJT0je/va3J1ixz4YQBqGf+cxnkgMOOCDZcccdk9e85jXJcsstl6y22mrJ1ltvnRxzzDHpIGo25Mc0SkAC4yGAUgVF1N57752stNJKyctf/vIEuZENQamOHFxhhRWSlVdeObn22muzt031/8rdqS5+Mz9GAn/84x+To446KllllVWSZZZZJnn1q1+dnHLKKTPe+Pvf/z458MADUznGfWuttVbysY99bMZ9XvgngT//+c/JRz7ykWSbbbZJ5s2bl8yfPz85//zz/3mDZxKQgAQkIAEJTCQBFesTWSwmSgISCARQoGMV9ZSnPCVVrD/mMY9Jnv/85yf33XdfuGVsx6CcwSIL69FvfvObyS9/+cvS7yPtWKQfdthhyTOe8Yw0/WGCID7+v//3/5Kdd965dLzeKAEJzD0CKKxOOOGEBBnH3+KLL558+9vfnpHR3/3ud+nqHWTIYx/72GSppZZKfvSjH824b1ovKHenteTNdxsE6AM97WlP6/VnkFUveMEL+owdmCT88Y9/nNC3CX2dxz3ucamSvY00ztZ3YNG/+uqr95j967/+a7LuuusOzM6o/dSBkfujBCQgAQlIQAKlCKhYL4XJmyQggS4J/OY3v0nWX3/93mDj3/7t35LDDz98rEliYMggh/esscYaqWXo2muvnRx33HEJVkXDAs/j4gULdQaeYXCZd3TAOYymv0tgbhPA5dXXvva1ZNFFF01lBStz3vKWt8zINPd98Ytf7E3UPelJT0r233//GfdN6wXl7rSWvPlugwDtC1dV2X7Ms571rOQvf/lLLwkoe5kUjO+jH7TEEkv07vFkJgH6nKxkDNxQrNPvLAqj9lOL4vW6BCQgAQlIQALVCKhYr8bLuyUggQ4IMGA777zzEhTQDDiw0lx++eUrWY9XTTZWj/hAf/zjH98b5PDuZz7zmanfy2Hx/e1vf0uuuOKKvucZWDIAxSJpww03TDbYYINk1VVXTa29Ntpoo2FR+rsEJDAHCaAc+elPf5psueWWqaxBTqBgxzdxHFBWYZmOBSOyiPuWXHLJdFVMfN80nyt3p7n0zfu4CSCrHnzwwb4+EXJoscUW69snBlnFCr+gIA79NlxXGYoJVFWsj9pPLU6Jv0hAAhKQgAQkUIWAivUqtLxXAhLohECwkkKJFAZquIbBF+W4Agoa/BuH94XjQgstVMqf8a9//etks8026z3P4BOl/EEHHZQqwv7whz8kWOIz+DzzzDOTBQsWjCsrxiuBHgHaEhNV1L8yKy96D3oyNgLsI/GhD32oN3GI+4QddtihT1HFy/FZfOSRR/ZkyhOf+MRkjz32GFu6ZmPEyt1/lJrtfHbU3tlWTqQ3q1jHqnqdddbpA56nWMdIgT1lDMUEqirWR+2nzrb6V0zOXyQgAQlIQALdElCx3i1/3y4BCZQkgCLw3e9+d0+pxGCOzbBQSo0jBJcLWMcHpTpHfKVjyT4oMKi855570o1Ww7Moy9iQ6q9//eugR/1NAmMjgHXbnXfemU7iMJnDpmjD6vLYEmPEKQHK5Oabb04tPpEVTMA95znPSa6//vo+QsijL33pS+mKl3Afe03ccccdffdN8z/K3X+Uvu18drSC2VhOtLFvfetbfX0iXPMx4ReHIK9C/4cjxhCnnXZafJvnGQJVFeuj9FNnY/3L4PJfCUhAAhKQwMQQULE+MUVhQiQggUEEGATggzh2zcIGWrfffvugx2r/Fiyz1lxzzXSzVJRd+AfdfPPNU0vzQREz2Pn85z/fN/h86lOfqlX6IGj+NnYCWDzvsssuvXrJ5BTuiAzdEEDGPPzww8l2223XKxPk21ZbbTVjI0BcxWy88ca9+/DB/uY3v7mbhE/oW5W7/ygY2/mEVtBMsmZjOWHIEK+awfBg6aWXnuGOCkOIffbZpyevuO+lL31pau13nItMAAAgAElEQVSeweC/EYGqivVR+qmzsf5FqDyVgAQkIAEJTBQBFesTVRwmRgISGETgV7/6VfKiF72oN1gb9yamKPNx1XLyyScnRx11VHLGGWeU8q+Oq41zzz23l06stZ7+9Kcn3/nOdwZlz98kMFYCv/3tb5NNN920Vy+DsmOsLzXyQgJhGX88WciKmKuvvrrvmSBPwuqZYNV+00039d037f8ETrGV7DTKXdv57GgJs62csFa/7777+vpg//7v/572jWLi3HfXXXcliyyySPqtQV79x3/8R3LqqafGt3meQ6CqYp0o6vZTZ1v9y8HlJQlIQAISkMDEEFCxPjFFYUIkIIFhBLCwectb3tJTDLKZKRuBolCZpIBV1zHHHNNLJ4oeFGY/+9nPJimZpmXKCDiQnqwCzyuPl7zkJQkK9zg8+uijqZwLCmPk3itf+coEBZbhnwSUu/9gkVevsBY2TBaB2VZO7Mnx/ve/v9evYUKQTdgxeIjDH//4x+TAAw/s3YcbPHyr038zDCZQR7E+OMbiX2db/SvOib9IQAISkIAEuiegYr37MjAFEpBASQL4J7/wwgt7A7ZgCY7Pz0kKLIP+z//8z750snHp7373u0lKpmmZMgIOpCenwFnC/5Of/CTBRVSsMF955ZX7Eony/N577+1zgaULnz5EvX+Uu/9AYTvvVYmJPplN5YS8+tGPfpQsu+yyqbxi9cwLXvCC5LrrrutjjLxif5nFFlusdx+Thbfeemvfff6TT0DFej4Xr0pAAhKQgAQmnYCK9UkvIdMnAQn0CDC4+8EPfpCw/Dgoo3AHc/TRR/fumYQTLLPe+ta39tJIWlGsT5pl/SSwMg3tEZhNipz2qHTzJpbvo2wKcowjluhZxTrW69n9GlSs55eZcvcfXGzn+fVj0q7OpnLCWv2UU07pySsmBA899NAZSFk1csQRR6T34QIGV0wnnnjijPu8kE9AxXo+F69KQAISkIAEJp2AivVJLyHT1ygBrGl+/etfp36yb7vttnQzzC9/+cvpkf/vvvvuhGX3KHCrBO5nkPTDH/4wVfyy0Vy8TJ/ff/Ob3yTf/va3k69+9asJ77z55ptTS0QGItnQdHzZ+Pmfd7Bk9/7770/uuOOOND1f+cpXkuuvvz658cYb001Bv/e976U84rzkxZV3bVx5gCMbigaFFEqmtdZaq493XnrqXCMPKGtghG/RBx54IGWWjSvkFVcv/H3/+99Pdthhh14aSSs+RrH4CveE40MPPVS5vsXv593UoZBG6iBxVgmU7y9/+cu07pLPBx98cIY7imHxoQDkOZ5n8uMXv/jFsEd6v4+rXfZeMMIJfFEq/PznP0/LlbbCJrq0kSAzyHcoz+yR52hnZUOTLEg7A/WQJtrzeuut16uXWB1iTRh+zx6RleMIpCu0K1abIAuRPchF5OMtt9ySWj2ysSf3Vg08M0geEx/3sIIE60reh9wjDSi7sRDn+XEGNtrE2jPIsaBYx8VLHFilc8kll/TdhwsGNjIdFsgj5Y9MoF3++Mc/TuvysOfi34kDVw8hDuo6aRoU2uIf3hPq7bjkLu8Z17cy5GGUvgNxjKOdh3hD2c+1+jOoDvMb+W9STgWeob6OUx43/R2h7FdcccVUDtHnWn/99ZNHHnmkDyHvpA1iyY48Q05tueWWra7Uw3iB/jdsv/GNb6Qy/YYbbki/Md/97nfTfgmTmsMCZUVfM7RLvuNciwP/IxfIM30Bvl28i+8J++nQp8o+Ez+fd15Hsc47Qj0d1k8dh5zIy4fXJCABCUhAAtNGQMX6tJX4lOaXDj+DmWuuuSY54YQTku222y71Ubv00ksnz33uc5Ollloq/R8/kMcff3yq8KiiVKIzf8EFFyS77rpr8sY3vjF5z3vekyoZwU0nng49G2BusMEG6cZPvHOFFVZIdtxxx9QaMVssTccXx08nHEUJg4CPfvSjyW677ZYqphk0LbHEEsmiiy6aLLPMMslqq62WbL/99ikPNtNDKVxmQBLeNa48sNx/33337VM0LbzwwukEQHh3U0fy8KlPfSp529velrzhDW9I9thjj+TSSy+dET2KV1i++93vTv9wA0P5xkqzJz3pScnee+/duyfci3UXyqq6AQUdCkHSuPPOOye77LJL8r73vW/GoLcofuoDk0k88+Y3vznNJ+lkcFg2kAYGlnvttVda/2kDhx9++FAL/XG3y7LpL7qPyQIUr7TtAw44IG2vr3nNaxLkBm0EJSgyg/IO5Zk98hx1aFgYBwsmXD70oQ/10kb5BKUHdROLwmc961m93+O077///skHP/jBoUrUYfmKf0chy6TLtddem5x++unJ29/+9mTddddNVlpppVT2IBfZnBir7W233TatQ9TtKrKY9w2SPUEJwcafbKa3zTbbJC9/+cuT5z//+SmbV7ziFcnrX//65LTTTks34KNcxhGQpbSZJzzhCT05ERRR8ftoW3y3+C3IE56hnQ8LyCXywXcJ+UX5w75KoA7xTYxlAxMhg0Jb/Mctd9v4Vg5iVbbvMK52PtfrT1EdHpecGlc5xfkYx3eEOkr/BvnDZOySSy6ZK0fIX/DBHiZth8mKOO2jnCMnUSp/8pOfTPbZZ5+07/rqV786lemLL754Oimw+eabJwcddFBy+eWXp/cOku3kecGCBansfNOb3pQcfPDBPV/yyAUU6kzCwgUjilVXXTV54QtfmLrAednLXpbMmzcvOfLII5MvfelLlSYW6ijWSWuZfmob9W+UMvRZCUhAAhKQwGwmoGJ9NpeeaS9FgE4n1qUojRZZZJGeciIoKbJHBgQoWT7wgQ+kymQ60cMCnWE68SEulslefPHFCZ19Bhave93rUiVW+D0cUZZsttlmM6JvOr7wAhSFt99+e7qxJpaqIR2DjijfsLZGcYuCB8uYMmFceaA8zzrrrL60L7TQQqlyuUy6qtyTzQOWWlj8ZgMTFUxIDOJY9NtTnvKU5JxzzslGWfp/BkvHHnts37upfwwwywTqKMo2yjmkkc3GUNKXDdSJeFNZ4nre856XWnwVxdFGuyx697DrtHmszS677LJk/vz5fcrPwKjsERYoiwdNSo2LBVZ2uEoqm9bsfWy4ix/wUQMKDKwIkYkoKcrIYdKCaxTkFJOhd955Z2nrv2y7DfKYdDBBiPwI1pfZPIf/aQMoYvh2DLPQrssHucG3gYkFJuKYtDnvvPP6oqMuMin82te+Nk0z962zzjrJZz7zmb778v4hfiYr4jyhYK8SsEqNlfpPfOITk/32229gFG3xH6fcbetbWcSqSt9hXO18rtefbCUet5waVzmFfIzrO4IxA8pqNsB91atelRx11FG5sph+AC7wuI/+MJO6bQTSd9VVV6WT+k9+8pN78i7IvfjI95j+It8hFPFFIdsun/a0p6XfAuoIhhDnn39+yoLxQhx/fM5v+JpH+V52cpj3YtQS4qHPufbaaxclM72eTWtRP3Xc9W9gIv1RAhKQgAQkMMcJqFif4wU87dlD6Yh1ChaQoaMajnSwUTqhNI6tBsPv/MYgAUU0nelBIdsZRpHDJpu4fsEiM8SZPdIBRkmSDU3HR/wMulCM8z7ynk1L+L/oNwYJWLQzoGCJ7LAwjjzwThQOLLcN6eXIYAr/n02HbB6KBjkoIFBCxmkqe07asSqtG4JinLSFd1KfsTAtE7C8whorPMuRsmYVR5nNVlH84XoG5XGIg7RstNFGha9vq10WJmDID+Qby7tnP/vZvTyRN9oG5YWVN2180KA6sOAZJhmKlLPjYkG5sHw/VoqGNJU9IhtZCj9KIB20IyzgUWjkvRuOrOiI63B8H3lAsVxWyZ9tt0Ee4+pr9913T1AOx/EXnQef51deeWWuImkULjwLG2QHVo1f+MIX0u9F3reGa7QxXMd88YtfTFdA8eywQNzPec5zenllsgDryiqBCaa4nsPuXe9618Ao2uI/Lrnb5reyiFXZvsM42/lcrz9xJR63nBpnOZGPcX1HiJtJ4bvuuith5SJW2kw65QX6Irj2Yk8I3LAMmkzOe77ONdLCKsKsYQMyC6MFvtV8x5Bbcd+W/v1xxx1X+Mpsu0SxjrswVrAxycA3pei7EV/nneyvw+ovZOmwkH1vUZ8zjqfMM+Ouf3F6PJeABCQgAQlMIwEV69NY6lOSZzr5KCJQEMYdXRQ4LP3fcMMN02WeKHxwyYIlMu4dYiUCnVr8d2PlOChkO7Z06FHM7bTTTr1308Gmg48Ckj86/ChAWTKaDU3Hx+ADpXrWSjN0+sk3lkgoQ/nDxQXcsspi7sftCq4x6KgPCk3nIbwrDBDiyRDOsZhuOmTzUDTIQRGL25xll102/cPKloFYXO9Q0sE53BOOcMfdxSiBARuTHuF91OEXv/jFpVYXkMfYZ32IAyUoPq+HBQbP+BynboRnUT6z4iMvtNku894/7Bpthck42mrIDzxZxULboJ4dcsghqYKW1SZwpmzDvXBgc11kDH+rrLJKKmfy3jtuFkyA4X4q1DXSimwKaeVI2wm/x8flllsulZG4gxgloBT+5je/2afghxdW60x4MvGIZTgWhLh/wXcv3LKW9vyP2ySYDQvZdkt9xDUR1toh75Qpsow0IONph7TbrMKE+2CBtd9sC5OiGB0X/3HI3ba/ldm6WqfvMK52PtfrT9ye25BT4yqncX9HYk6TdE6Z4csc1yuxXGcim281rsb4VuOaEdlPHx83bijZ+cOlYFHItku+C7gvw81d6OtwpI/M94pvCPFjbY6VOt+NkCaO9AdR5BdNsId0ZN9b1OcM93Ms+8y46l+cFs8lIAEJSEAC00pAxfq0lvwczzfKVzZP3GSTTXqdWzrBWI7gPxf/4nQyQ+B+/EyzSRzLLmOlDor49773vQOtb7IdWywDWdYfOtdYXKLAwR0NS/35O/TQQ1P/vvivzYYm42PwwUZOKI7ijn5Q9OJzErcCDFCwXkZZgZX+xz/+8TS9+I3MPofrAtwTDApN5iH7HsoqtpAmL/i4JK9NhmweigY5KJfZwArLKf4+8YlPpArNmBvK1osuuqh3D/d99rOfTa1VyygLB+UrLMGO38dAbpjCnnqPRXJWmUg8od4Pei+/YSmHf/b43Vh6U5+yoe12mX3/sP+pP/gAj5diU7dQOLNHAm0jDiidKet4YoI2jwKbsmXC4etf/3rCJpzZ0AaLYGkY6iVtOl69g0xECRB+j4+4wcFqdtRA3WaChvpB+8HHO5OJxxxzTIKfc9gEy0aY0OaotyhC4ok90srkEVbnw0K23VKG8QQrdRtXBdRbygdLeCwycVWDP3K+E3F9RjGMxeFsC5OiGB0X/6blbhffymxdrdN3GFc7n+v1J27PbcipcZRTG9+RmNMkndNfpU8dZDXfCCzXTzrppBnW4XDiW8P3mlU77KXBHhtFIdsu+XbF++YwIU2f88ADD0zHE3xDaC+4LONbwYQ66Qlp44gxDRb9g0Lee8u4gon7LIP6qXznwne+i/7AoLz7mwQkIAEJSGA2E1CxPptLz7QXEsAqhE4jA/rQsUV5iG9YOr9FgYE1G41mFfJs1nTvvfcWPTbDYiS8kyNKdTrGLPePAx19lpznWYRmO9ejxIfSlXzHcdDxpuM/zPKc9J199tmpJWf8PBMPKMYGKbKbzEPMjfPf/va3fWVE2rA+zSo+s89V/T+bh6IBSzbePEU3yjp4jiNQ35kUigdyKA+ZvBkUeA5lf1y24Zy2s8YaaxQu+w7xwghrrfg5BnlBWRru49h2u4zfXeac8jnzzDN7eYEnluvnnntu4ePkE+VsvBQdReww9z5dsKDdbLrppr38MQmAP9xxBmQEk04oIbDwx98sE2PDAvWKfR3iOo3cOfroo4c9WiiPiYuVGGxenafgQCaTNuQlCs64TrOKB36zKUyKYjRwHDf/UeVuF9/K7DcmsOJYp+9A/WyqnU9T/elCTjVRTl18RyZFBuK3HCOP0GZQdvPNGNQvJe0o5HGp9cADDxRmpahdIsMYS2yxxRbpdz8vAiZp2Lcmu48RfTK+LXxnikL2vWX6nHWe4f1N1L+ifHhdAhKQgAQkMG0EVKxPW4lPQX7ptNJhRpETOtx0TnExwCZHwwKdYlzIxP6AWTZKh7goZDu24b0oJ7GMwTKzSmgqPgYYWA7Hbi0YGODWgoFFmcDAjY0w4zhQyLGkFuveotBUHvLiRwGCD/HAmSPpG5SevHiGXcvmocwghzhHVfAMS1f2d+o8G2phERWYkFYsqXFtUBRoD3vssUfvmfBsODIZMIhpUEbE7kUYPB522GEzXtlFu5yRiCEXsuUGQyYN8ia/4qjgiN/pwI32sfzyyxey74pFVwNpZOodd9yRKrxjboPOmbDgmdilEooTXMYMC9l2S7kEhQiufIa5dcG1UtZtFulgBcJsCpOkGG2Df7b9Uu5lJzS7+lbm1VXSXbfvQP1sqp1PW/1pW06NWk5dfUcmQQaSdzbEjleXovD+1Kc+1Ujyitolk+aspqK/NSjQb16wYEHqFi7uF7CaLW8FW4gr+94yfc46z/C+UetfSLNHCUhAAhKQgASSRMW6tWDOEcDq9IwzzugpuejU4lIA1wZlAx1O/P6GDjFKAVyPMPDKC9mOLc/xTHCzkPfMoGtNxYebDiw8Qz44opxiU9YqAUtwrDzjeBjQ4EqhKDSVh7z4UWTutddefelB8cWGWU2GbB7KDHJ4/ygKnrrpp85us802fUxQKg3afBLFSVjeTH2lbsTuN1CYn3XWWYVJYvDIZrZxvWCC48Ybb5zxTBftckYihlygvGOXScPqeIgODqwYyHIo2myzKxazbSBNebBqInCl/eVt9hzKIRyz7ZbnmfDBDViZDeSQm+yREd7LEaUNK3xmU5gkxWgb/EeRu119K/Pq6ih9B+pnU+182upP3bZdV06NWk5dfUfqcmryORTr9913X9+qVPorH/vYxxp5TV67xMBm6623ThX6ZV4SfJpnvyO4giwK2feW6XPWeYb3j1r/ivLgdQlIQAISkMA0ElCxPo2lPsfzTGc265qCzY0GWe5mkWChiiuHuEOMwhG/7Xkh27HlOTr5bIzKAKBqaCo+4sGXcMgHA/bnPOc5lS3oYffpT3869ZEc4qLDzyqAotBUHvLiZykvfu9DWjiywiDrbifv2SrXsnkoM8gh/lEUPFXSF9/LIPsjH/lIHxPqINfyQrDQxN0A/LCQxC3I6173ul4cuMNgU9aiOsyEC9ZboRyCa5E8C+8u2mVevgddQ5HEZETID/wGuYEJcWFdffPNN/ee43kmem699dZwS9+xKxazbSBN/Zo/f36PK/ILX+lF9TFAzrZb6iXP3X///eGWgUfaBq5ieC7UBSwVTzjhhIHPTdqPk6IYbYv/KHK3q29ltq5S30bpO1AHm2rn01Z/6rbfunJq1HLq6jtSl1PTz1E/cQEYZDT9FQxAHnnkkZFflW2XyDD2G2K/orKBfhCbuIf0cRy26ir73jJ9zjrPkIdR619ZDt4nAQlIQAISmAYCKtanoZSnKI8oXLASffrTn97rzNLZ3nnnnStRQJHM5oNxhxhFGcqzvJDt2NIJZ8nnQw89lHf70GtNxccAIx540Eln0gHFUdVAXrDAD0xCHoviaioPeenEuvC4447rpYU0sTkom7A2GbJ5KDPI4f2jKHjqpp9yuOeee/o2Ih2kGEcRH/sTx6J077337lvtgSKTzSbhkA20NSaa2H8g1AksulhJkA1dtctsOob9T3uhHoX8oOA655xzhj2WrmS5/vrre8/xPJb7eRttdslitg2kWZmy55579nHF3dGwSdK67TYuaJbro0wPdYH2wUZ5sylMimK0rNyM2dbhP4rc7epbma2r4btat+8Aw6ba+bTVn7j+VTmvK6dGKacuvyNV2IzzXvhl90Oin37sscemLuyKVpiWSVO2XdaRYfTJvvnNb/bt10E8VQxSyry3blpHqX9lGHqPBCQgAQlIYJoIqFifptKegrxiOYof3KAM4Yiy7x3veEdy5513lv6jM5x1cYErAHyN54W6Hdu8uLjWRHwMvHADwkA98IAFPrXrBDrh8+bN68VFnFj3kta80EQe8uLlWt6KgrLWxUVx5l2vm4dRFDx56Sh7DQs2XGWE8kYxvsQSS+SWEVZ2O+ywQ+9eFMpXXnll6pM/9lvKSoA8f/wMWm+44Ya+zSW596qrrpqR3K7a5YyEDLnAZmisbgn8UKay6mRYoD6ecsopvefgziRUnuV+lywmdSCNrIIV7Q2F4s9+9rP0j6X+bEYXyiPIHCaFBoW67TaOE6XiIoss0nv3MEvD+NlJOZ/NitE6/OvK3S6/lU3U1Wx9a6qdT1v9yXLM/t+0nBqlnLr8jmS5dPU/3wFc1cWT4Xwj+G6zF8fnPve55N577003K62axqbaJW3ouc99bu87Qn98ueWWK0xOnffWeYYEjFL/CjPgDxKQgAQkIIEpJaBifUoLfq5mG1/HF110Ua8TSycbFxd0ZDfaaKNKf7FvX+LBevGkk07KRVe3Y5sbWUOKdRSfuEYh7eEPhekxxxxT9NqB11FaZDcMZWUALhPyQtNM4ncwoMKSOOQrlA/KzSZD3TzUVfCMmnYs+Y8//vg+Lii7r7766hlRo8BE6Q47FMFsaMsgkDyvssoqvTgYpL7nPe+Z8TzueA499NDefcTBUmmez4au2mU2HcP+Z7Jhp5126uUJazHkwCDrUZQtbIa54YYb9j239tpr576uSxaTMpBGKcTGc6wAYtIGBQi+cVk2T53CMpw/NoRl8+e4nZfZjLJuu40L7NFHH+1bjRHcDMT3TPr5bFaM1uFfV+52+a1soq5m62FT7Xza6k+W47jl1Cjl1OV3JMupy/9pP3yz6afE3wn6I/RP2VcDd2633XZbJRcxTbVLJuvDPjYhfbhjLJocrvPeOs9QZqPUvy7L3HdLQAISkIAEJpGAivVJLBXTVJtAsGAJHdgmj1hEf/jDH85NW92ObW5kDSnWYXH22Wf3DTbIw6CNk4rSw3UUqQcccEBffFgKoRTLC00zid9B3rL+xJn4OPXUU+PbRj6vm4e6Cp5RE4wiAL/erEwIdZ/zfffdty9q7rvpppt61ub4WWdJNYFyPuigg3rPMzG12mqrJQzk48CAMfbfj+IRf+t5oat2mZeWQddIJ+0jttgPk1EogrOBpd5YVzOhA6fAnLp4xBFHZG9P/++SRZcDaSYgmPi566670o2k99tvv3R1ABM/KEECu2HHNhXrTBSF9KhY/8cELfKECY9Boa7cjONEsV6Vf125S5vs6lvZBKuYG+dNtfPZrlivWn9g16acGqWcuvyOZOtbl//zDcYqndV38QqjILc50r955StfmRx99NHpilb6LsNCU+2SVYRMssfpYb8mJuPzQp331nmGd49S//LS7jUJSEACEpDANBNQsT7NpT8H8447gexmQShtUHTh87jOH51g/PpixYs7mbxQt2ObFxfXmogPJRYDibhDjyIc3/F1Ql58uMcpUtQ3kYeidFLOrB6I80ZaFixYUPRIret181BXwVMrkZmHGDSutNJKPTYofLH6ZSAeAmUZ+6hHeYylOwHrzWuuuaZPUUwbiDftYjDL/7ECGv4XXnhheEXfsat22ZeIkv+gTMIHaqhbyA/yjwU1rm9wE0XeOV533XXpJAR+XcP9WLmvvvrqhRtldsmiy4E0fogvvvjiZLPNNpuxdD+w40h9hWH4i11Z8buK9ZIVOUnSFShYRwa+TA6ggKoSfvnLX85wJzbXFOt537a2vpV1vzGDyrCpdj6NivU25dQo5dTld2RQ3eviNyZDmIhjNSbfXmRe3mQt35Kll1467TuijOe5otBUu6SMX/va1/ZkMLKYccgDDzyQ++o6763zDC8fpf7lJt6LEpCABCQggSkmoGJ9igt/LmadwQZWy0GRwBFrlQ022CB1Z4FLizp/hxxySKqQRqGYF+p2bPPi4loT8aEseP/739/HAuXnBRdcUPTagdfzLNaJ75JLLsl9rok85EacJKnlKxbBcTmjCLnsssuKHql1vW4eulSsU07U8ZgNA7nvfOc7PQYMqOJNv1gyjQV7CLg+WXTRRXtxsNLh9NNPDz+nSvrYwpNBLK5k8qy6eairdtlLcIUT+B188MG9vAeODMoXX3zx1If9dtttl1qh8X88gOceNnstWsXRNYuuBtIwRakeb34MVxS9uCNiRQRWfRtvvHGy1VZbJdtuu236x/lSSy3VVxYq1stX5mlTjNaVu11+K+t+YwbVgqba+bTVn7bl1CjlNJu+qYPqapO/sRKPDcOPOuqoZL311kte9KIX9a3eC99y9svYeeed0z2Iit7fVLvEYn3dddft+4ah+Keu5YU6763zDO8epf7lpd1rEpCABCQggWkmoGJ9mkt/DuYddxVYLYcONMfgymGc2a3bsS1KUxPx5fngxHL/xBNPLHrtwOv4n8bVR8wWNw74cc8LTeQhL16uYVWGK4lsWq6//vqiR2pdr5uHugqeWonMPBQszrH4DXwo95NPPjm9EyutBx98MLX85XeUwSgv44EeZb3jjjv2nkcBus022/QsvPgd36UhfiavsEQuCl21y6L0FF1nYH777bcnyy67bJo3lObIDxiFvOYduY9JJhTETGYNsoTrkkUXA+m//e1vqY9/JhwCO3iybB8F+plnnpmuBGJpPMqiONDO99lnn95zPK9iPSY0+DxPMTp//vzBD2V+nQaL9S6/lXW/MZli6vu3qXY+TfWnCzk1Sjl1+R3pq2wT+A8GML/4xS+S888/P+3HLL/88jN8sOPSas8990zoy+SFptolKwhDf4LvF98+/i8Kdd5b5xneP0r9K0q/1yUgAQlIQALTSkDF+rSW/BzNN4Ojq666qk8RQwf6ne9851hzXLdjW5SoJuJDSXjLLbf0sWCDJxTSdQKWN1gBBeUYR1xksIAPe30AACAASURBVKQ2LzSRh7x4uYbi+u1vf3tfWrC6xj1Hk6FuHrpUrJP/hx9+uLcxKeUUFN8MOLNtBKU5SvQ44DYm3hwWxTHW2Sy3RmmMX3Es1ENdQHEfW7THcXGefSfPtdEus+kY9j91HMVjyBfKcizb2PgYxTCW/1i7wYMj9R8rbFzv7LbbbulmnMPe0SWLLgbSKGZZnh+Ywu7Zz352cuSRR85QpGfZqVjPEqn2P+01XnmCHNh6660rRTINivUuv5V1vzGDCrGpdj5N9acLOTVKOXX5HRlU9ybtNyZrL7/88mT77bdPYpdtfI/4nuPOLS801S5Z/cd7wvcPgwc2Oi8Kdd5b5xneP0r9K0q/1yUgAQlIQALTSkDF+rSW/BzNN4pDNsdDgRA6spxvscUWY81x3Y5tUaKaiC9YJqM4jVng7xGr5iqBuHDzkbU6xV8lA7y80EQe8uLlGlZGDJRCvjgyeCnyW1kUz7DrdfPQtWI9+36UmSjYULhjmR67isHNC1bDcaAd3XPPPQm/Bca42rnyyivTusNgNFwn7oUXXrjPB3scF+ddtctsOgb9TxrxnR5kR9i0lToANyYa8LO+0047JZtuuml6ZDNfXE998YtfLGwH2Xd2ySJvII0137hCUFjGG7uG1Q9Z6/S8NKhYz6NS/hqK0diVDkodJkerBOp+vGJjLm5e2uW3su43ZlAZNtXOp6X+dCWnRimnLr8jg+reJP5G+0bBzeQ3/ZXQd8HQhI3a80IT7ZJ6dfPNN/fJTybkd9lll7xXptfqvLfOM7xslPpXmAF/kIAEJCABCUwpARXrU1rwcznbDAaXXHLJXuc5LL1EQTCuULdjW5SepuKDRWxZzKAC/45FVuZF6UF5/ulPf7pvUIKCDGveotBUHvLiz8ZNvp73vOelLmLy7q97LfseFFP4gh4WsoptBnJlXFgMi7fs7ywTx/d9PIhEMc41lia/6lWv6rUP0vXd7353RtTk/dWvfnXvPhRqe++9d6qYP/DAA3vXYfKa17xmoPsTIu+iXc7I1IALMPvEJz7Ryxf5Zal4XmDAPEroigUDaSYZg2KB+oEf2nGF7MoH3ps3kVP0fhXrRWTKXacNs3FxKG++hS9+8YsT6nqZwAQsk2ixHJmLinVYdPWtrPuNGVR+TbXzaak/XcmpUcupq+/IoLo3qb+FybNnPetZPXnIJPqWW26Zm+Rsu2RymJVpRfvI5EWCEUPcV0IO41oOH/BFIfveMn3OOs/w/lHrX1EevC4BCUhAAhKYRgIq1qex1Od4nrFmzvoCz26+2DSCuh3bonQ0FR8sXve61/UGEqFj/773vW+oIjROG75W582b14sHRQvuHAZtFtpUHuJ0hHMmSVAIB4VRUO6G35s61s1D14r1vEEkllJve9vbku9///vp4A52KNoYLOatYGBQeNhhh/UYM7BESYcv7FVXXbV3nYHi0UcfPRR5F+1yaKKiG7L5DZZllGXToSsW5CUrG2nHKJbGEbBKx7d/aKccw8qHMu/DNc+b3/zmvufLTFDVbbdxmlBavfCFL+y9m4lENq2dTQHFCYqjmD8us77xjW8MzQaTR+w3sNZaa/U9P1cV6119K5uoq9nCbKqdT0v96UpOjVpOXX1HsvVttvxPW1tzzTV78ox+IxuL5oVsu0SGYuHOar8yRjr0wX7yk58krAgL8jf0m4v2JSId2feOU7E+av3L4+Y1CUhAAhKQwLQSULE+rSU/h/ONdfWll16axC5QglLw/vvvr5VzOsmDQp3OcBvxweKKK65IlVmhcw+LFVZYIVWasJx4UCDfDN4+9alPpT6lQxywxVdvkRsY4myaSUhnWAKdtaLcY489wi2NHevmgQHLW9/61t6ACm5lFIKNJfz/rJHYcDSUGUp0XPd85CMf6V1DSVbEDWU7m8EysAtx4KOUusBz4Rp+xm+77bahSe+iXQ5NVHRDVrlC/Xruc5+bnHHGGclXv/rV1DUO8oPBMj7mGVwz4UQdQSk/TEZEr0rbTdsyiveTTtzXhLLjiKIV91njCFhGf/KTn+x7X9lJTsoD10NYWMfpLdOO6rbbmMFcUKxnJ4vgSNtlJcYg2U3bv/XWW/tWN4QymKuK9a6+lU3U1bject5UO5+W+tOVnBq1nCb9m5qtl03+z/eWtsN3uOy395FHHkle+tKX9r4nyLLdd989N1nZdhnkH98vDAkGWa6THiaFTznllL7VPljIY6AySPZm3ztOxfqo9S8XnBclIAEJSEACU0pAxfqUFvxczzYKr9VWW63XgQ4KhXe84x2ptV6ZpfBY7P3iF79IFQyf//znB1qp1OkMDyqDJuPD6ixrtR4sdb72ta8VugVgcMBA5GMf+1ifb3UUjvjrvuGGGwZlYWyKdQYln/nMZ/rKlsEOCtCmQ91ymATFOlbIsRKdNsDADrctYZDI5pwXXXRRITY2dGPT0nA/z8cbUTJJ87KXvWzgQDGOvO12Gb972DntHUteJgpCfjkyIYHlMpMUbJj7rne9K7VaO/TQQ5NjjjkmOemkk5KPfvSj6QZpTETccccdabsZ9r4uWKCs/tCHPtSXP1YcsIIla7VO+//Tn/40LBsDf2cS7M4770yoJ4Epk3JbbbVVISPei1Ib11PLLbdc77nwvIr1gcj7fgyTY7TzwA/5zYa7fNOy5Qt7ZN61116bbrAXnomPc1WxDrguvpV1vzF9BZ35p6l2Pi31pys51UQ5dfEdyVS3Tv7le3X++ecnRxxxREI/lr4q8qso0OdnhSXyK8gz+o30kfJCtl2GZzjy3P7775/cfffdM/rPpAFjlAULFvStquQ59gH67Gc/m/e63rXse8epWG+i/vUS7okEJCABCUhgygmoWJ/yCjBXs08nGsta3BzEHWI6qSgWUcyyzB1f41if4ncaJSLWqLjKuOWWW9IOMBsbrbLKKqmy7eKLLy7EVaczXBhZw9beYXCcVRgGK378SqMk//a3v51u/vmDH/wgVTBec801ybHHHpsOBmKGDEywxh40iCFvTTMJvFAGka44TVhS33jjjeGWxo518zAJinWUBWxAGivVYBYs/TkussgiyYMPPljIi3y86U1v6mMdniculkazoWfZ0Ha7LJuucF/w6Y2lely/ypwz6cB+BsgXFO5f//rX0zYQ4s4eu2DBpBQKVdzchDwFv9soslGC33fffemR9n/BBRckDL5HCSjJs1bnT37yk5Pjjjsu9e3P77wD6zk2mGP1w4knnphO3oU0xnVOxXq10kBZzIbVgSXHsHoF5Q+W6XwH2biXOovrnuC+AO7ID/blCM/PZcV6F9/Kut+YQbWgyXY+LfWnCznVRDl18R0ZVPfa+g2L8I022iidtF122WVTK3JcrMR9euou3xRkG31+3N4FORYmzL/5zW/mJjnbLoPcDM+HCWLGBcTBd5OxA98vlPVMXoZ7OQYF+bDvafa94bncRP7fxTrP8GgT9W9QuvxNAhKQgAQkME0EVKxPU2lPWV5R1OAPMatQRlmA+wMsb+fPn59anpxwwgmp5QvWqDvttFPy8pe/fIZly4c//OFCgnU7tkURNh0fCsO99tqrzyVM6PSjYMcqecMNN0yw6MenMZtWLrzwwn0DA+5HIbf++uuXch3RdB4CK6yBdtxxx17aKE8UoVhuNR3q5mESFOuwYPDJZquhrONjmGQaxIxBO8rV+Ln4nAkNrFurhDbbZZV0hXthxvLwOJ9Vz2lTLDk/7bTTUuu1EHf22AULLPvizWvJG0oG2vvGG2+c+mBHYcGkJBZ2DzzwQDbZlf5HkYCiPDvBgyzZfPPNUwU7q2Kw+j/kkEOSNdZYo+d+CGt6ZDETOKEMVKxXwp8qT7CSpK0GhhyRm0xwrLzyyul3cPvtt09ZUxfC72z0x/fg9a9/fe/ZuaxYh2zb38q635hhtaCpdo7ybRrqTxdyijJsopy6+I4Mq3/j/j0o1oNMQ26xkpI+PZP99OlxxcLKMmQbff5wL7KPcQErtTBAyAvZdkn8fBP5rscyku/aOuusk+y8885pv5S+M5Ps4V0cuZ9NwgetDgxpyL53nIp13tlE/Qtp9ygBCUhAAhKYZgIq1qe59Od43rGoptNIJ3uJJZbodYbjDm+ZczrhKJ7x91sU6nSGi+LietPxwQLLfDavRAlNnsrkPdzD/ShZUIQVWfhk89N0HkL8+NRcaqmleuln4LHeeuuFnxs91s3DpCjWse4//vjje6xCeXJEWXnwwQcP5EW9wRKLDSfjZzlnsIglMnmtEtpsl1XSxb24g/nud7+b7Lbbbr02gpIcVzBMxOFeihUsKHuxfmOQvcwyy6TyIR64wye0GayCUU7lhS5YhCX0KM2zZZr9nzxh7TdqYEUQk2EocrPvyPsfdij6eYaJm3iST8V69dLAchO/6iie8nhnrwVF0L777pt+N+KJprmuWG/7W1n3GzOsFjTZzqel/rQtpyjDJsqpi+/IsPo37t+ZTGC/EORRVn4N+p9vCwryXXbZZWDfJa9dojRnHEA/IF71Neh99B/oJ+EyrkiJH7PKey/GEYNCnWdCfE3UvxCXRwlIQAISkMA0E1CxPs2lPyV5pwOOtTnKV5ZnlumIo1jAwg8rE6xRDj/88NT/ahEyrGe4L3SwsVjZZJNNim4fer3p+Hghgy864LhgwCoUNyBZy5qQ/nBEaY0bgFVXXTVVwlbZ/HUceUDxefPNN/eUnqQTZR0WseMIdfMQrB4DRwZzz3ve82b44xxHmuM44cXS5LxVG5TrddddF9+ee45SZdNNN50xMYVi/p3vfGfuM2UuttEuy6Qj3MOg98c//nFqsR3KjUHxiiuumJxzzjmpWx3cJcETn64sO8etCi5UTj/99GSfffZJle9YWYfng4KSyYlBoU0WyAEUSChNX/KSl/T5Pw/p5kjbx38+LhJGDbCFwa677pqwbL9IKUE7oT0zYXHYYYel7+b9wc8/v6McZiXFoFC33cZxwii4RIEHaX7jG98Y3zKrzlnpwyQbZR5v7B2XOfWVSQzcGZ111lmpi57gHincR7tHoTUodMW/Kbnb5reyCVZ5ZdF0O5+G+tO2nKLcmiynNr8jeXWuzWuUFT7OsVBncpvJf74PQU5lj/xGP4gJclw84vZxUChSVuMuCpdZ2267ber6jT5C9l38z3X6WIwL6D/QFysT6siDOs+EtDRZ/0KcHiUgAQlIQALTSEDF+jSW+hTmmU74T3/603RpKEs211prrVRpxOZ4Sy+9dGpRghIFS1SsUjbbbLNk7733TjdHKqNMxjIYv8oo77EuwaXCKMrepuOLi5wOPlaopJfBAQMNrG9ReGEJziCF/3EXwSaDRx11VDqQiOMocz6OPBAnEwPxQAbro+985ztlklT5nrp5QPH3yU9+Mtlggw3S+oD7nD322KOUxVLlRA55AGUTLpFCWqifuP3BNRC/DQvk5fLLL0/9NDNIpO2su+66yXbbbZfuRTDs+UG/j7tdDnp39rdQ1igXqV8cl1xyyeSSSy7J3pr7P+0Ka3c2OY3rJxudnXvuubnPxBfbZoGlGv5ht9xyy7RMX/GKV6QyAKU2E2lbbLFFunFxnMZRz3G38LnPfS7ZYYcd0naB9T8yGIs+JjDWXHPNdP+GSy+9tNdWWBHBBA51DvmKuypYDQqhLEeRx7QNFMi8lzYzb9685Oyzzx702on/jbZMfUYZhdUlZQ17ZD4uYXABhHuEWJ7yDPtwIMPggL92/BUPCl3xb1rutvGtbILVoLJosp3P9foTOLYlp8L7ODZVTm1/R+I8tH2OUpgJH+QR3wj6NXxTglxjEpE+PYYkGLogz5tYccl7mfBlPwpWcSI76T8zlmAcQRqQk0cffXTlFV915EGdZ7Jl1VT9y8br/xKQgAQkIIFpIaBifVpK2nz2CDDwwFrlK1/5SnLFFVekSgOUoFdddVVqicrmRwwgq4bQ2UaB34SVZ9Px5eUH6xs2uMT6Fj+qH//4x9NBCv+zkSGd7VFC03nAMgflT1BcYlXLoGmYoq2LPJB3rL2pD2yMO840DstfSAvugEgP1rhcqxJoE2wERtvhWOTepEqc8b3japfxO4rOYfHDH/6wz1UGlrlYtlXhRB5QrsdW66yQwQ1HldAmC2QAZYoVHkrvq6++OlU+lJl0qZKn+F7eST1k48zLLrss3Wia1RNs/pbHm/txAcUf52UC8SCHR5HHlAPuxIgDC8a5Emi7yHdWXLDJN6su2PyZvOYFWJJ/5AcyrUzoij/vHYfcpd6N61vZBKthZUL6m2rnc7n+xBxhNm45Fb+P8ybLqc3vSDYfbf9PG6J/yDeFbxhyjYnjr371q+lqqaou64os1uN88U7ivemmm9L+84UXXpiOI1jVVvV92XirfruakiFN1r84T55LQAISkIAE5joBFetzvYTNnwTmCAEGDmykGPuGRoGJVZBBAqMQYNIAq9wwYcOResYkW9XAgDi4LiEe3G6w+aNBAhKQgAQkIIHJJ1BGsT75uTCFEpCABCQgAQm0RUDFelukfY8EJDASgazyE5+Z+AP+xje+MVK8PiwBllLj8ihWrLNZb1WrbSZ/8NPO/gwhLiZ/jjjiCCFLQAISkIAEJDALCKhYnwWFZBIlIAEJSEACE0RAxfoEFYZJkYAEigmwzBd/0EFhycar+LJn6apBAqMQQLF+7LHH9uoWdQzlOMvKqwQ2jzvzzDP74mFTtSuvvLJKNN4rAQlIQAISkEBHBFSsdwTe10pAAhKQgARmKQEV67O04Ey2BKaJAL5Cv/WtbyVPfepTe0rLpz/96akPzWniYF7HQwCfwfhlDZM2HJ/whCekG2my0e+wPReon/jiZZ+CJZZYohfP4x73uHSTZHxTGyQgAQlIQAISmHwCKtYnv4xMoQQkIAEJSGCSCKhYn6TSMC0SkEAuASyBDzvssD6F5eqrr17ZVUdu5F6cegK4cGFjvyWXXLJXx4Jyffvtt0/Y3JjNPdmY9L777kt9/bPZ6V133ZWwUdkXvvCFZL/99utTqj/2sY9NFltsseS8886ber4CkIAEJCABCcwWAirWZ0tJmU4JSEACEpDAZBBQsT4Z5WAqJCCBAgIoPbH4XX755XtKTyzXcblhkEBTBP785z8np556arLooov26lmwYMft0AorrJBsscUWyRve8IZk9913T3bZZZdks802S1ZdddXU13+4l2Pw/89k0N///vemkmg8EpCABCQgAQmMmYCK9TEDNnoJSEACEpDAHCOgYn2OFajZkcBcI4CbjssuuyxVVqK0xBIYJecjjzwy17JqfjomgK/1448/Pp3EWWihhWYo2GPled45CvUnP/nJyYorrpgceOCBye9///uOc+TrJSABCUhAAhKoQkDFehVa3isBCUhAAhKQgIp164AEJDDRBLAkPvnkk5MXvehFyQte8IJkpZVWSj7wgQ9MdJpN3Owl8Je//CW54oorkj333DPB3dDiiy+e4M8fq/U8ZTrXn/GMZyQvfOELk1e96lWpX/arrroqwe+6QQISkIAEJCCB2UXgN7/5TbLBBhv0DDr4zm+++eazKxOmVgISkIAEJCCB1gioWG8NtS+SgATqEEBB+YMf/CBZsGBBcvbZZyeXX365lsB1QPpMJQK4cLnnnnuS008/Pdl3330TfK1vsskmyYYbbpisv/766XHTTTdN5s+fn1qnn3vuuekGu7guMkhAAhKQgAQkMDsJYNDxwQ9+MJk3b16qYMcNnO4HZ2dZmmoJSEACEpBAGwRUrLdB2XdIQAISkMCsJ4Cy/Q9/+EPy61//Oj1qlT7ri9QMSEACEpCABHIJ/PWvf01+97vfJbgkNEhAAhKQgAQkIIEiAirWi8h4XQISkIAEJCABCUhAAhKQgAQkIAEJSEACEpCABCSQQ0DFeg4UL0lAAhKQgAQkIAEJSEACEpCABCQgAQlIQAISkIAEigioWC8i43UJSEACEpCABCQgAQlIQAISkIAEJCABCUhAAhKQQA4BFes5ULwkAQlIQAISkIAEJCABCUhAAhKQgAQkIAEJSEACEigioGK9iIzXJSABCUhAAhKQgAQkIAEJSEACEpCABCQgAQlIQAI5BFSs50DxkgQkIAEJSEACEpCABCQgAQlIQAISkIAEJCABCUigiICK9SIyXpeABCQgAQlIQAISkIAEJCABCUhAAhKQgAQkIAEJ5BBQsZ4DxUsSkIAEJCABCUhAAhKQgAQkIAEJSEACEpCABCQggSICKtaLyHhdAhKQgAQkIAEJSEACEpCABCQgAQlIQAISkIAEJJBDQMV6DhQvSUACEpCABCQgAQlIQAISkIAEJCABCUhAAhKQgASKCKhYLyLjdQlIQAISkIAEJCABCUhAAhKQgAQkIAEJSEACEpBADgEV6zlQvCQBCUhAAhKQgAQkIAEJSEACEpCABCQgAQlIQAISKCKgYr2IjNclIAEJSEACEpCABCQgAQlIQAISkIAEJCABCUhAAjkEVKznQPGSBCQgAQlIQAISkIAEJCABCUhAAhKQgAQkIAEJSKCIgIr1IjJel4AEJCABCUhAAhKQgAQkIAEJSEACEpCABCQgAQnkEFCxngPFSxKQgAQkIAEJSEACEpCABCQgAQlIQAISkIAEJCCBIgIq1ovIeF0CEpCABCQgAQlIQAISkIAEJCABCUhAAhKQgAQkkENAxXoOFC9JQAISkIAEJCABCUhAAhKQgAQkIAEJSEACEpCABIoIqFgvIuN1CUhAAhKQgAQkIAEJSEACEpCABCQgAQlIQAISkEAOARXrOVC8JAEJSEACEpCABCQgAQlIQAISkIAEJCABCUhAAhIoIqBivYiM1yUgAQlIQAISkIAEJCABCUhAAhKQgAQkIAEJSEACOQRUrOdA8ZIEJCABCUhAAhKQgAQkIAEJSEACEpCABCQgAQlIoIiAivUiMl6XgAQkIAEJSEACEpCABCQgAQlIQAISkIAEJCABCeQQULGeA8VLEpCABCQgAQlIQAISkIAEJCABCUhAAhKQgAQkIIEiAirWi8h4XQISkIAEJCABCUhAAhKQgAQkIAEJSEACEpCABCSQQ0DFeg4UL0lAAhKQgAQkIAEJSEACEpCABCQgAQlIQAISkIAEigioWC8i43UJSEACEpCABCQgAQlIQAISkIAEJCABCUhAAhKQQA4BFes5ULwkAQlIQAISkIAEJCABCUhAAhKQgAQkIAEJSEACEigioGK9iIzXJSABCUhAAhKQgAQkIAEJSEACEpCABCQgAQlIQAI5BFSs50DxkgQkIAEJSEACEpCABCQgAQlIQAISkIAEJCABCUigiICK9SIyXpeABCQgAQlIQAISkIAEJCABCUhAAhKQgAQkIAEJ5BBQsZ4DxUsSkIAEJCABCUhAAhKQgAQkIAEJSEACEpCABCQggSICKtaLyHhdAhKQgAQkIAEJSEACEpCABCQgAQlIQAISkIAEJJBDQMV6DhQvSUACEpCABCQgAQlIQAISkIAEJCABCUhAAhKQgASKCKhYLyLjdQlIQAISkIAEJCABCUhAAhKQgAQkIAEJSEACEpBADgEV6zlQvCQBCUhAAhKQgAQkIAEJSEACEpCABCQgAQlIQAISKCKgYr2IjNclIAEJSEACEpCABCQgAQlIQAISkIAEJCABCUhAAjkEVKznQPGSBCQgAQlIQAISkIAEJCABCUhAAhKQgAQkIAEJSKCIgIr1IjJel4AEJCABCUhAAhKQgAQkIAEJSEACEpCABCQgAQnkEFCxngPFSxKQgAQkIAEJSEACEpCABCQgAQlIQAISkIAEJCCBIgIq1ovIeF0CEpCABCQgAQlIQAISkIAEJCABCUhAAhKQgAQkkENAxXoOFC9JQAISkIAEJCABCUhAAhKQgAQkIAEJSEACEpCABIoIqFgvIuN1CUhAAhKQgAQkIAEJSEACEpCABCQgAQlIQAISkEAOARXrOVC8JAEJSEACEpCABCQgAQlIQAISkIAEJCABCUhAAhIoIqBivYiM1yUgAQlIQAISkIAEJCABCUhAAhKQgAQkIAEJSEACOQRUrOdA8ZIEJCABCUhAAhKQgAQkIAEJSEACEpCABCQgAQlIoIiAivUiMl6XgAQkIAEJSEACEpCABCQgAQlIQAISkIAEJCABCeQQULGeA8VLEpCABCQgAQlIQAISkIAEJCABCUhAAhKQgAQkIIEiAirWi8h4XQISkIAEJCABCUhAAhKQgAQkIAEJSEACEpCABCSQQ0DFeg4UL0lAAhKQgAQkIAEJSEACEpCABCQgAQlIQAISkIAEigioWC8i43UJSEACEpCABCQgAQlIQAISkIAEJCABCUhAAhKQQA4BFes5ULwkAQlIQAISkIAEJCABCUhAAhKQgAQkIAEJSEACEigioGK9iIzXJSABCUhAAhKQgAQkIAEJSEACEpCABCQgAQlIQAI5BFSs50DxkgQkIAEJSEACEpCABCQgAQlIQAISkIAEJCABCUigiICK9SIyXpeABCQgAQlIQAISkIAEJCABCUhAAhKQgAQkIAEJ5BBQsZ4DxUsSkIAEJCABCUhAAhKQgAQkIAEJSEACEpCABCQggSICKtaLyHhdAhKQgAQkIAEJSEACEpCABCQgAQlIQAISkIAEJJBDQMV6DhQvSUACEpCABCQgAQlIQAISkIAEJCABCUhAAhKQgASKCKhYLyLjdQlIQAISkIAEJCABCUhAAhKQgAQkIAEJSEACEpBADgEV6zlQvCQBCUhAAhKQgAQkIAEJSEACEpCABCQgAQlIQAISKCKgYr2IjNclIAEJSEACEpCABCQgAQlIQAISkIAEJCABCUhAAjkEVKznQPGSBCQgAQlIQAISkIAEJCABCUhAAhKQgAQkIAEJSKCIgIr1IjJel4AEJCABCUhAAhKQgAQkIAEJSEACEpCABCQgAQnkEFCxngPFSxKQgAQkIAEJSEACEpCAD3NPaAAAIABJREFUBCQgAQlIQAISkIAEJCCBIgIq1ovIeF0CEpCABCQgAQlIQAISkIAEJCABCUhAAhKQgAQkkENAxXoOFC9JQAISkIAEJCABCUhAAhKQgAQkIAEJSEACEpCABIoIqFgvIuN1CUhAAhKQgAQkIAEJSEACEpCABCQgAQlIQAISkEAOARXrOVC8JAEJSEACEpCABCQgAQlIQAISkIAEJCABCUhAAhIoIqBivYiM1yUgAQlIQAISkIAEJCABCUhAAhKQgAQkIAEJSEACOQRUrOdA8ZIEJCABCUhAAhKQgAQkIAEJSEACEpCABCQgAQlIoIiAivUiMl6XgAQkIAEJSEACEpCABCQgAQlIQAISkIAEJCABCeQQULGeA8VLEpCABCQgAQlIQAISkIAEJCABCUhAAhKQgAQkIIEiAirWi8h4XQISkIAEJCABCUhAAhKQgAQkIAEJSEACEpCABCSQQ0DFeg4UL0lAAhKQgAQkIAEJSEACEpCABCQgAQlIQAISkIAEigioWC8i43UJSEACEpCABCQgAQlIQAISkIAEJCABCUhAAhKQQA4BFes5ULwkAQlIQAISkIAEJCABCUhAAhKQgAQkIAEJSEACEigioGK9iIzXJSABCUhAAhKQgAQkIAEJSEACEpCABCQgAQlIQAI5BFSs50DxkgQkIIH/z95Zx0dxrf//zx/0e29vW6AthZYWqUPd3Z26u926+627uxt1t9veuiFBgrsGQiCQQAIBAgmaPL/X59mdZc7I7uxmZ2Y3fOb1ymtnJjNnnvM+/pznPIcESIAESIAESIAESIAESIAESIAESIAESIAESMCPABXrfmR4nwRIgARIgARIgARIgARIgARIgARIgARIgARIgARIgAQ8CFCx7gGFt0iABEiABEiABEiABEiABEiABEiABEiABEiABEiABEjAjwAV635keJ8ESIAESIAESIAESIAESIAESIAESIAESIAESIAESIAEPAhQse4BhbdIgARIgARIgARIgARIgARIgARIgARIgARIgARIgARIwI8AFet+ZHifBEiABEiABEiABEiABEiABEiABEiABEiABEiABEiABDwIULHuAYW3SIAESIAESIAESIAESIAESIAESIAESIAESIAESIAESMCPABXrfmR4nwRIgARIgARIgARIgARIgARIgARIgARIgARIgARIgAQ8CFCx7gGFt0iABEiABEiABEiABEiABEiABEiABEiABEiABEiABEjAjwAV635keJ8ESIAESIAESIAESIAESIAESIAESIAESIAESIAESIAEPAhQse4BhbdIgARIgARIgARIgARIgARIgARIgARIgARIgARIgARIwI8AFet+ZHifBEiABEiABEiABEiABEiABEiABEiABEiABEiABEiABDwIULHuAYW3SIAESIAESIAESIAESIAESIAESIAESIAESIAESIAESMCPABXrfmR4nwRIgARIgARIgARIgARIgARIgARIgARIgARIgARIgAQ8CFCx7gGFt0iABEiABEiABEiABEiABEiABEiABEiABEiABEiABEjAjwAV635keJ8ESIAESIAESIAESIAESIAESIAESIAESIAESIAESIAEPAhQse4BhbdIgARIgARIgARIgARIgARIgARIgARIgARIgARIgARIwI8AFet+ZHifBEiABEiABEiABEiABEiABEiABEiABEiABEiABEiABDwIULHuAYW3SIAESIAESIAESIAESIAESIAESIAESIAESIAESIAESMCPABXrfmR4nwRIgARIgARIgARIgARIgARIgARIgARIgARIgARIgAQ8CFCx7gGFt0iABEiABEiABEiABEiABEiABEiABEiABEiABEiABEjAjwAV635keJ8ESIAESIAESIAESIAESIAESIAESIAESIAESIAESIAEPAhQse4BhbdIgARIgARIgARIgARIgARIgARIgARIgARIgARIgARIwI8AFet+ZHifBEiABEiABEiABEiABEiABEiABEiABEiABEiABEiABDwIULHuAYW3SIAESIAESIAESIAESIAESIAESIAESIAESIAESIAESMCPABXrfmR4nwRIgARIgARIgARIgARIgARIgARIgARIgARIgARIgAQ8CFCx7gGFt0iABEiABEiABEiABEiABEiABEiABEiABEiABEiABEjAjwAV635keJ8ESIAESIAESIAESIAESIAESIAESIAESIAESIAESIAEPAhQse4BhbdIgARIgARIgARIgARIgARIgARIgARIgARIgARIgARIwI8AFet+ZHifBEiABEiABEiABEiABEiABEiABEiABEiABEiABEiABDwIULHuAYW3SIAESIAESIAESIAESIAESIAESIAESIAESIAESIAESMCPABXrfmR4nwRIgARIgARIgARIgARIgARIgARIgARIgARIgARIgAQ8CFCx7gGFt0iABEiABEiABEiABEiABEiABEiABEiABEiABEiABEjAjwAV635keJ8ESIAESIAESIAESIAESIAESIAESIAESIAESIAESIAEPAhQse4BhbdIgARIgARIgARIgARIgARIgARIgARIgARIgARIgARIwI8AFet+ZHifBEiABEiABEiABEiABEiABEiABEiABEiABEiABEiABDwIULHuAYW3SIAESIAESIAESIAESIAESIAESIAESIAESIAESIAESMCPABXrfmR4nwRIgARIgARIgARIgARIgARIgARIgARIgARIgARIgAQ8CFCx7gGFt0iABEiABEiABEiABEiABEiABEiABEiABEiABEiABEjAjwAV635keJ8ESIAESIAESIAESIAESIAESIAESIAESIAESIAESIAEPAhQse4BhbdIgARIgARIgARIgARIgARIgARIgARIgARIgARIgARIwI8AFet+ZHifBEiABEiABEiABEiABEiABEiABEiABEiABEiABEiABDwIULHuAYW3SIAESIAESIAESIAESIAESIAESIAESIAESIAESIAESMCPABXrfmR4nwRIgARIgARIgARIgARIgARIgARIgARIgARIgARIgAQ8CFCx7gGFt0iABEiABEiABEiABEiABEiABEiABEiABEiABEiABEjAjwAV635keJ8ESIAESIAESIAESIAESIAESIAESIAESIAESIAESIAEPAhQse4BhbdIgARIgARIgARIgARIgARIgARIgARIgARIgARIgARIwI8AFet+ZHifBEiABEiABEiABEiABEiABEiABEiABEiABEiABEiABDwIULHuAYW3SIAESIAESIAESIAESIAESIAESIAESIAESIAESIAESMCPABXrfmR4nwRIgARIgARIgARIgARIgARIgARIgARIgARIgARIgAQ8CFCx7gGFt0iABEiABEiABEiABEiABEiABEiABEiABEiABEiABEjAjwAV635keJ8ESIAESIAESIAESIAESIAESIAESIAESIAESIAESIAEPAhQse4BhbdIgARIgARIgARIgARIgARIgARIgARIgARIgARIgARIwI8AFet+ZHifBEiABEiABEiABEiABEiABEiABEiABEiABEiABEiABDwIULHuAYW3SIAESIAESIAESIAESIAESIAESIAESIAESIAESIAESMCPABXrfmR4nwRIgARIgARIgARIgARIgARIgARIgARIgARIgARIgAQ8CFCx7gGFt0iABEiABEiABEiABEiABEiABEiABEiABEiABEiABEjAjwAV635keJ8ESIAESIAESIAESIAESIAESIAESIAESIAESIAESIAEPAhQse4BhbdIgARIgARIgARIgARIgARIgARIgARIgARIgARIgARIwI8AFet+ZHifBEiABEiABEiABEiABEiABEiABEiABEiABEiABEiABDwIULHuAYW3SIAESIAESIAESIAESIAESIAESIAESIAESIAESIAESMCPABXrfmR4nwRIgARIgARIgARIgARIgARIgARIgARIgARIgARIgAQ8CFCx7gGFt0iABEiABEiABEiABEiABEiABEiABEiABEiABEiABEjAjwAV635keJ8ESIAESIAESIAESIAESIAESIAESIAESIAESIAESIAEPAhQse4BhbdIgARIgARIgARIgARIgARIgARIgARIgARIgARIgARIwI8AFet+ZHifBEiABEiABEiABEiABEiABEiABEiABEiABEiABEiABDwIULHuAYW3SIAESIAESIAESIAESIAESIAESIAESIAESIAESIAESMCPABXrfmR4nwRIgARIgARIgARIgARIgARIgARIgARIgARIgARIgAQ8CFCx7gGFt0iABEiABEiABEiABEiABEiABEiABEiABEiABEiABEjAjwAV635keJ8ESIAESIAESIAESIAESIAESIAESIAESIAESIAESIAEPAhQse4BhbdIgARIgARIgARIgARIgARIgARIgARIgARIgARIgARIwI8AFet+ZHifBEiABNYlAs3N0rR8uaxeskRWLViof2uWLhNpbo6OQnOzrFnWIKsWLoz2u9HFMO2XmteskZU1tdI4vVxWL16c9tko/gl5mpuaovgUv0ECJEACJEACJEACJEAC6w6BQhh7rTu0c45poY3Pco5Ia32xQMoRFeutNYMxXiRAAiSQiUBTsypyl44ZJwv/7CvVH30mla+8KRVPPCcVTzwrc99+XxYNGCSrF4Wv5G1asVIWDxkqc9/9QCqeel7q/uonTY3LM8Wg1fy/edVqWTRgoJQ//IRMuvQqTYeGSVNiiR86kEvHTZDa73+SBT//Lg2Tp8YiBz9KAiSQHwIo0yvmVknDlKmyamFdfgJlKCRAAiRAAi4CrG9dSHjDTqCAxl52sXjuTaCQxmfeEq6jdwuwHBWMYh1Wcej0148eK8smTZE1DQ3raC5htEmABEggZALNzbJ68RJZPHCIzHz4SRl9ZG8p6dhN/v5/G5l/bdvL4G12kbl9PgxVIAxC6keMlmG7HyB/t2mnf4O67iCLSwaH+t1CCnzl/BoZttv+Kf79/rmpTLroyugt95ubZXnlHBlz7KnSb/2O0r9DF5lwzsWiqxcKCRhlIQESCERA69dRY2X67ffK+LMulNkvvhbJZGkg4fgQCZAACbQiAqxvW1Fi5jsqBTb2ynf0Wmt4BTM+a62As41XAZejwlCsNzXJ8lmzpeyOe2XUYcfJuNPOk3mffxPLEnS4QlhROUeWV8xeJxQJ61p8sy27UT3PdIiKNL8D1y7oJMx5/R0Zuut+KUWuS6luKdnbtpfSnnuFWh83NTZK+QOPGbL0W39Tmfzv69aJBMNAbMnwkdK3bfu1DNq0k8Fb7yRr6usjZdC0cqVUf/z5Wjn+30YyYOOtZPHg0kjl4MdIgATyQKC5WVbV1MrYk85KlekBHbrIgt/+zEPgDIIESIAESCBFgPVtCgVPHAQKcOzlkLDVX+aiaymk8VmrT6AgESzwclQQinVk9FnPv5Lq9MNicXCPnVTBHYRxXp5BQtXUyvwvvpZpN98pU6+9Rar6fKiWe3kJv9ACWdfiW2j8LXmYDhYJ/kZBALO8dYuk4ukXpX+7LdbWuZYS3eu3TTsZsu2u0rxqVWgSwq/6tJvuMOSBknnozvuE9s1CChjK7HlffG3EHxMdJZt2lcZp0yMVdc3SpTLp0qsNWfpvtLnMefPdSOXgx0iABFpOoHn1alnUf6BZnjfsLLOefanlgTMEEiABEiCBFAHWtykUPLETKNCxl13EVn3eAl1LIY3PWnUaBYlcEZSjglCsY5O2kQcdZXb8220uVe9/HARzXp6Bcn/2S28Yyqb+G3aWsrvu1w398vKRAgpkXYtvAaE3RGE6GDh4ETIB7SB8+qX032Azo771s1aH1fjgHr2k7Pa7Q5UMFuszH3vaJdOgLbcXDFRa+2GlizMdVLFeNiPS6GPz2tHHnGykhSrWX38nUjn4MRIggZYTwD4Vs55+0VGeO0vla2+1PHCGQAIkQAIkkCLA+jaFgic2AlYfv9DGXjYRW/VpS3QtVtoVwvisVSdSgMhZaVHI5aggFOurFizUpeb2TNtvg81k+t0PBsCcn0dWzqsR+PS1y4Dzkk49ZNnEyfn5SAGFEkp8sQSubpHyaphWJk0rw7NwjQVlCPELJR1igcOPFjyB5mZpLJ8pQ3fZ11XPab3Xtr0M7LKduocZefAxMrb3GTLxoitk9ouvqiuBMOPXtGKFblrqqn836y6rahaE+emCCBudheqPv3ClS8mm3aRxRnmkMq5etEiG7XaAIUt/THS/91GkcvBjHgRCaIM8vsJbrYjAmvqlMvGCy83y3L6L1Hz7QyuKJaNCAiRAAvETYH0bfxoUnAQFPPYqOFYhCdQSXUshjc9CwlMcwRZJOSoYxToG7nalChTrM+59OJrExmZtM2dJ3/U6GDJAngEdtpSFv/8VjRxRfSWE+MIHFTadnfXMS+rLc+L5lyW4NTdHFatQvxNK/EJIh1AhMPCiJtC0fIVaKdrrWeu87z83keH7HiYVTz0vC379Q3RibMXKyOILNzO1P/7irn837ar1SmSCxPQh7bh99Jkr/lCsLy+viFSqVQvrZFC3HQ1Z+rffQuZ/8U2kcvBjJoFQ2iDzE7xqhQR0BcqxpxjluVX2a1th2jFKJEACxUWA9W1xpVcU0hby2CuK+Mf+jRbqWgppfBY7yxgFKJZyVBiK9doFAkW6peTBb78NOulmdlGlIZQJ8OdrlwG+3uFbuGFqWVRiRPadfMc34Zf3mhQ/+EcetscBsnLe/MjiFOaHwopfvtMhTAYMu7gJIK+NOODIVBm16rq+/9hErdMX9S+JLYK6OczQES7Z1pVNM5tWrJSq9z9xxb+kYzfd2DvKhFlVu0AGOPzv62aHP/8WpRj8loNAWG2Q4zO8bGUE/BQ9dX/1a2UxZXRIgARIIF4CrG/j5V+IXy/ksVch8gpDppboWgppfBYGm2IJs1jKUeEo1tff1FAqqGL94SciS2+4Iqh672NVrg/YeEuBhV5pzz2l/KEnpLmVWF3bYeY7vqsWLpSBm29rpCE2R5z32Vf2zxbteVjxy3c6FC1gCh4qgeamJlk6doJAiW4p1PGLCbDSnfdRC/VQBcgUeFOTNEyZasgG+VSxPqg009tF/391hfPOB674Q7G+Ym5VpPFbWVUtfdu0M2RBm7ioZHCkcvBjJoGw2iDzK7xqbQRU0ePYM0HLc7/4JlJbG2PGhwRIgARAgPUt84GdQMGPvezCtuLzluhaCml81oqTKG3UiqkcFYxive//bWwM5Ptt2Ek3s0tLOs//xKxU7Q8/Sdmtd8nUG26T6o8+a5Ubl1rY8hlf+Ml3ufP512ZSdse91ueK+jfM+OUzHYoaMoUPjQA6BnPefNeoY6G47r9RZ6l4+oXQvhs0YDSayyZMcsk3YJOtpH7k6KDBFO1zmj5vvOOKf0nH7rJyfk108Wpq1kkW++SLTnBs0lWWjh0fnRz8kotAmG2Q62O80WoIrF68REYffZJRt0CxvpgTZa0mjRkREiCBwiDA+rYw0qFQpCj0sVehcIpCjlx1LQUzPosCUoF+o5jKUYEo1mtdFnL9N+wkFU8+V6BJTLGcBDDoL9mshzF4g9/mCedc4ny0KK9be/yKMlEodGACa5Yuk8mXX2uWz7btZWivvWVl1bzA4YT1IFzB1I8YZchnKXSXjZ8U1mcLJlz1HffKm674l2zWXVbX1UUmZ/OaJqkfPdYtRwwuaSKLdJF8iG1QkSRUgYmpip6jTjTKtK4EGjK0wCSlOCRAAiRQ3ARY3xZ3+uVb+kIfe+U7vq0xvEIZn7VGtkHjVEzlqCAU67DIc1rI9d+ws8x65sWgzPlczATg+2hwj15GOqrv5pPPjlmy/Hy+tccvP5QYSqESWL14sYw48CijfPZbv6NMuebmghC5efVqqetXYsinivVNu0pD2fSCkDFMIZqWL5fZz7/iij8U62vql4b5aSPs5tVr1OWLsz1WBf+SJcazvIiWANugaHm3lq+poufI3kbdgpVAS4YNby1RZDxIgARIoCAIsL4tiGQoGCEKfexVMKAKWJBCGZ8VMKLQRSumclQQivUVVdVGpx+DeijWZz/3cuiJxQ/kh8DqukVSutPeRjrCvc+YE07LzwdiDqW1xy9mvOF+vrlZsPHfiso5smzyFFkxZ67AQnpdOrAhZUnnrY3y2X+jzdU9TCFwaF61Smp//s2QD+2Abt5ZOacQRAxVhqbG5TLr6Rfc8e/UQ/C/qI7mVatlwa9/uOQYuOX261yZiYp50O+wDQpKis/ZCaii54gTjDKtivURo+yP8ZwESIAESKCFBFjfthBgK3u90MderQx3KNEplPFZKJErkkCLqRzFr1hvbpYVlXONTn9Ksf7ia0WR5E0rV0nDlGm6hH5ldfxuFeKAtnrRYhm+zyFGOsJifdxJZ8UhTt6/2drjlzUwKKsbGgp3DwKVr1Eay2fKov4DZc4b78q0W+6ScaefJ2V33CMLf/9L4Nd7nTiam5XD3wW8ISUU6zXf/c+oPxKK9e6ysqa21SdTU2OjzHzsGXf8O/UQWPNHdWg6fPO9KQc2uO21V1Qi8Ds+BNgG+YCJ+naht30OHlD0jDr8eKNM694Vo8Y4nuQlCZBAayTAMWp0qcr6NjrWBf+lIhh75cJwXatPCmV8lktatYp3iqwcFYRiffms2UanXxXrG3WWylfeLPg8AaXHogGDZPzZF8nIQ4+V8gceE8Qn7YGBWf1SQQMMRUbRHM3NAl9TqxYuVNkxi2dZ/iIuIw851khHKNbHn3mBRq955SpZvaReMOsEX7Gr6hapYlaamwsn+q09fvkg3dys6bh44BCpeu8jqf70S2lM56oDTBsbZcXcKt0UcdnEyarkRR7K+wHZFi+WhqllWiYh3+R/XyeDt97ZyJdQMOMeLNfXhQNldPGgISYDWIN33lrLYyEwUIXutw6FLmSEj/HFiwtBxFBlQBkpf+hxVxoN7Ly1RFlHNq1cKdUff27I0Xe9DupGKFQAhRo46pS6RbK8YlaivcpVzqQyFmGlPVppG4R+EiYGUOeumF0pq2pqdRVRlHk7Lfcg/yzkti+N/KroOfQ4o0yrYn30uDRviU7orTOTz2lJxPtPtI3oO+ctLZqb8xdWvGiMr4PTmmXLBG1Yvo7WUG+tU2PUfCV8C8JhfdsCeK3s1WIYe2WLfF2sTwplfJZtWrWW54utHBWGYr28wuj0JxTrm8uc19+JNl/ooHa5DqSDfhhK4lE2/5X9/rWZlN12t6cyBBUSLNsX/vG3xq3y5ddl/lffyZIRo3TQ6fVNvANXOfWjxqqyEO8u+O1PPV86bkJicOr1YpB7WcQXnfrlsytl3idfSMVTz8vsl9+Q6g8/VSvThb/9KbU//iLD9jzQSEe4goGlFP4//4tvpPLVN2Xm489IxRPPyqznXpKqPh9JXd8BvnHPGAVVpC6RhmnTpX7kaFk8qFTDg6/mJUOHy7IJkwT++7EhX6Yj1vhlkQ6Z4pH6P9gsWiyN5RXq/gQbEoIRFNvLZ86SNcsaUo9mc4LBS+0PP0lpz700rfutv6lMvuxqdz5MTh7hu1Uffipld9wrE86/TMaefI4quyuefkEWDxyce9pbQjc360TNsvETZeGffWX2i6/JhPMulcHb7GLkRdQp9r/+7TaXqnc/tEKJ/jek9PGKiKfSWicXdtLH4VcbPuTgLgd5Br6cocyO1AXJylUy32kprYr1HtLU4JNXVdG1RFbMqZLGshlat2ICB/EIRWEXYpqtaWiUGfc+bORR5NdBXbbzStLg95RRvfKpHzlGFg8eKov6legqjsVDhsnS0WPVRRLyCA7svD737fcNOXTlUSHvlRFSuqAzh/py1nOvyNRrbpaq9z7W6+DwE0+iDV8yfJRU9flQ/ehjIn6Vx4a0sbZB2UYq4POoV8AQq1FmPf+q9o2m3XSHzHzkKZnzZh/tGywdO16w0g+c8nYgTyzOT9/Akqng2j5LsAy/quhxGD0M2KSrgHvqQHu9pF4npTEJu/DXP2T+1//Vth7tKvpWDdPKVMGbeifPJ8gr6K+k+nJ/9ZO6v/rpng9Lho2UpWMnSOPMikjbpayimOd6CPXBitlzZP63P0jlq2/Jwl//1LY5K5lsD6Mf3DijXBb+9pfU/vSr9o+D9I1tQWg/Icw0Ql8E4x3tu2dY/QvjJOy/ksqvX34rc995X+Z99pWOj2DEk+sRS72V5/xjxb2ox6hWJGy/hV5PxFnfah+iYrbUjxgtDZOnCiyL83Wo/mLqNB1bJ8LO3wRWVjKG0LZn9f0sHo597BUCq6KuT3LUtWQ7PltnymEIOiav4hV7OfISKs29glCsQyliV3rhHP5/577VJ43o+f0XOnRQAlZ/9Fli8FsyOOOmceiUQlkBi76U/G02EvijheVE6kh2mKBghmV7ySZdU8/3/b8OMnzfw7TjvHL+WpcH2qmunCu1P/ws0++6X63BB3XrKVAIQtExuHtPGX3sKdqRREc32yPb+GrFcv+jAmV5Kq5JZSWUq7As7fevjub/2mwk+F//DTYz71tKzrbtZXCPnaTqg0+yEh8KDwywMOia/dLrMvH8y2XEAUdI6Q57CCw8B26xrQzb7QAZ2/sMKX/wcR1ELB0/UbCrsN8RV/yyTQc/+a37sNbBREPd3/01H0++8gZ1fzLysONkxAFHyriTz5YpV92oSh50vmAJlc2B58edco6RngM23lIHv1Y4VqMy560+MurIE83ykUz7vm3by5Dtd5M5r7+tinHr3aC/yAOwIkUeqHjyORl7wulSslkPQy5nPrVf9/snJgSuCfq5vD0XdvpAoYyBByxCMSiHK5xlk6ZIxeMONyNQrHfrKQt++UNqvv1B6705b74rs194VSqeekFQt5lCAAAgAElEQVQnKDBxtqhkkKycNz9v8fcLCCtaoMixpxHOS+Bj3LGqBx18TPItGjBQVzWV3X6PTLzoCq1bp99xr7r9QbwwiZkPBXvoaSai1tCo5434t2kng7r39EOW9r62H3Pmaj0ApczEC6+QEQcdJaW99paBXbaTQVvtIEN33kdGHXacukiq+e4HVWoh71S+8oYhB8rKpEujLytpI4hJgLDrukWLZeJ5l6VY6Aqs08/PznIdru7mzF27cTDavG12kbl93JN6cbVBmTjn9H8oBedWqZJr3KnnCvKQkbfRDrRpJ2g7Rh91osy450Gp/fFXnQBqiYI9jL6BFf9CafsseYL+YpJ05CHHGPxVsT5+otaPqxYskMWlw2TOa2/JhHMvlSHb7742vdq0k/4dukjpDrvLhPMuU4OQJUNHuCfSgwrjfA4K/WXLdOKp+pMvBP2VEQceKUN22F0GbNpVBmy8lQzeZmcZttfBMvrok2XyVTdoW7WkdLjmr3zU706Rsr0Oqx5Cuk2//R6BsQ7KSknHrsofdXvWR1Oztpno8/Rv30XDRD8O/eKMR0RppH3hkaN1vDP2xDNlxv2P6KSvIV/SkAKTwjC8mnjhv7UfadQvqGO795JZz7yYfd8yhnorrPwDbsU8RnWme7HUE3HVt2j7MFk65bpbZMT+R8j4My9UI7yc6gsDfmL1EowyJpxzsY6tsRIde/Hgm1EdYbbteYlDAY29wmJVzPVJS3QtcHsbdHzW2sthmO2VlsMCKke51gvxK9abmqRh6jSj048BGBTIc9/9INd4Zfdec7NaTKkSsG17+VuVfrur1U66gNS6790PXLKXdOyuii19F2FXVauyIp0Vbf92W6iCEEtOMLCEFTss3zHwdA1ILcX0/9tIO8hTrrk5MchIJ6z9f9nGF8qBqmpVgqeTJZf/QcE6bI8DA1mVS1OzWqDDPzYGYAM7b5OWjcqDgWG7zWXMCafL3Hc/VIss12Asrvhlmw72NHSeI6yaWqn9/ieZeMHlOrmTLj0wQYLOF6xTs9kXALPVmESxh60bDb/wqkpkNSqwSuz7z02M5+zvWOdYkj7ntbeDd9AwSVVXpwrDqdfcpEpCK6xsfjEZNvLQ45wUw7uOIH1gYQ6lB1x5zHzkSZl20526OgD5AYoJF5827TwnyqznUDbhMmfmY09LU0NjeGwwAIRi/avvXDJioqzZcheFtF+yRP3jT73xdhmy3a6u5y3Z+2/UWSace4kONHIeWESQZhZUrCBBfW/Jr7+Y/Nh2V+uRYL9gVF+vFnvTbr1bBm65nRmmre2wfwu8MOG2qGSwlD/ypPFOYhXWPcG+H8VTEaQL8gwsrdF22DlB2QdryqBHwtLiByMM1D2YTDeOuNogQ4j8XIAdLGOn3/2g/6S6Mx9Cyb5pV5l08ZW6oi/dJLinlGH1DWwfi73ts8mSzakqeg4+2siD6gpm+EipHz5KVxAO2/MgVd7a87rXOfIu+mvom2PStiUH8gncJla9/7EaRhgGKs78YbvGc0N321/K7rxPlgwfmVerzKziE2I9BDZLx4xbO8GB+LdpJ0Pgwm52ZVZi4mFMmGI1X1/bPiv91u+oSrh0gUWZRrBAx6pGK9/126CT9mNUPij3GxoEKxdgSDF0531Tz1nPO38xdsrGaCfyeivE/GOladGOUa0IoG9YZPVEXPUtLOXHn3F+qlyg/z501/1k2cQpNpo5nDY3y/KK2TLqiN6usCNxpxlB254DFeOVghl7hcyqaOsT1LXV8xKGflno+KxEzmZ81mrLYRTtVRHrMKy8gt+CUKwvmzwlVWFbnSMMaLH0OooDg98FP/9myKBWehdfmfbzUIJjSbMls/ULi2nM6kCBC6X6zIefNDvItkGC9Q5+B3TspkojuDGxu5exP+N1jg4ofLsHtfTKOr6Y/JhWlrCc8ZHdS65A9zBY2GH3jH4RMVMKC1RYoA/quqOLeZBvYSCBjjtc6BhHTPHLOh0ModdeKJupZepmZ+DmASYbbGk4oEMXzTtBrZK9lAtQvMFSGEr1+lFjZNxp5wZPn7btVEGq1sVro+R9hvI0v0atqodst1vgb2ASoX/7Lcznk65QkAZhH1GkD+KB5fvD9z7EGDwHKReZnsFE4bJxASzbWgAS9eX8L7810wiuULbcPhEqLMkq5wis6mHBmElm/B8WxphQqx+T3pewl9hRpJn9u+i4Tbv5TjNeWjfuYX8s/XnSmg/L4Ut32tsMy1bm/dihnAzf62AZe9KZxrv9N+wkFU88l/7bEf03qnRBeZr/jXsFBSxoYS0Z9IAyCCsqDOZI1+0cEyYxtUFB4xH0OVVOTS+Xqdff5rlSyeDglSdh1LDtrjLv868D+4HWPBFW38AW8VjbPpsc2Z6qoucgU7GOiTT0XUc5XMRkTJ9kmqFOgPU4VsflcqCvgJVUqPMgS9Dv2p/Dak9Yty/8q1/gvJKLrF7vhF0PwboOLqOgTLfHGSt5s3aRmRyHDNttfyMs1PdoH/2OqNMI5cvet1ejm90P0HEN3LpgRQNWXTmZ2PnYzxG/UUecoO7N/OJo3Y+63go7/1jxKtYxqiV/1HnQ+m5LfuOqb1dWV0s/x+rwhKvOa9QtWq5xSkzKvWrUHShnulK5X0muwQZ6L6q2PZAwPg8VytgrClbFWp8gjXLR8VlJns34rNWWw5B1TIVSjqw0b8lv7Ip1dGiWjZvgqrRhwQ23LFEc1hJse6cMVutDe+2V9vO+g+btd0so1efXqAsGNG5G2F4DyqQiaPSRvWXMcacGej4VJlwGbLWDDlTSCpz8Zy7xxSzc6CN6q2uX1Hd94pHN/7EsdeoNt6cVGxMG8Ls56ZKrWqw01OX8Z17oUuTHEb9c0sEJyhoQKBvMxOaQJhgkw/c9OlCZDvjfHtS9l/EduACaev2t6tMPy/6zlUEnhh58LP2n1VJ9kcx69iW3yyFnnLFKYcPOMmTbXWTkgUfpBrpwheGUq6Rjt9A3MI0qfTT/Hn2SK47OOOdyDbcBi4cMTZ8+LfwvFOvzvvjGlN9yhZK0WMLkDfJqNnHQ8n7GBYEnHRGNqNLMjgzLnFEPGnFr2173MrA/53sOpXpNrVolZlrlZHzDWXY8rtUt29vv+X46qn9EmS6oC2c997KZHhhMbtpVGiZPCxxl+PufdOnVRjhqSbbLfq4w4miDXEK05EbSokUniBwKQc1zbdpJvw07CSZztU/k9QzyH/J9r711EjWTOFH0DSwZYmv7LAFy/FVFz4FHGXkQ6QHFY7Z1gf15GJ9MvPhKaZyRneV6ohzPUPdd9vByOYf1+oj9DpfG6eU50sn+tUjqIaxgmT1HBnba2kgjVYYfe4qr/5ouFimlgqO8QQkHdyteRxxptKJ6nhFX5AfUt/Wjx8msp1+Qkk3XutAMmlfQx8PqmbRHxPVWJPknGeFiHaNC/DjyYNp8EvCfcdW3WLEMN17OsoH2FqtYwTPrQz0KlKmbVSPcNu10tXCuE6tB5IiybQ8ij98zhTD2iopVsdYnLdW1ZDM+a3XlECtQp5cn9G8h6pgKoRz5lfFs78evWIeV6/CRrsYAFqawYIzi0MrCuQw/gFLDq7CplcUeB+oGS3Bx4eVfHJ1j+BYPqnBHg4Zw4YIDftZxbjRycAmDTvK9DwXClUt8dTbptz9l4vmXyYj9DhNYv5T23FOtRwd13UF9m8Mi3CmXxrV7TyndcU9dQowl8MP3OVSw9BiuSCZdfq1aOfsJbllBjzn+NFfY+i0sIe+wpVpowl8wJiVghQN/4vB178WqpPPWsqp2rT97fDuO+OWSDgYnDL7mVqmP5ExWPDqIdgysUmmFTtIW2+oSfCN8j4vVdYtc1rAYYMNf55Srb3KnEXyDduohI/Y9TMYce4ouJ8RgJ/Vt5G24ZTnk2LTKT7gKqfn2e8GEm/1d+zks5+FnHxvmwlVQ1XsfqdsGLF+D+wZlYFMcojxhE57QjgjTB515WO/ZebT0HLyQdihPuiFoaKAS/rJhpWrIDMV6t566hA8+mL3KsvG8LW3t9+FOpnH6jGDSR5hmdoG0LbnuVjP+mNzdaW/7Y77nsKiofOVNnVCyx13Pk+6w4Fsdq4NglY46eOhO++iKgExcE23xN77fjuQfEadLom2/zUyP/7eRtnPY4DfoAb/cY086ywhHlYEHHOkKIo42yCVEC27Amgnu1tx7rcA/dDeB0cDkK64XuAmDb2T4UdZ2eottXVaoJZt2MzfX9JArqr6B9em42j7r+7n+qqLnALdi3bOe2GhzKd1xD60f4Jcd/bUh2++mfU/kW+c76k7k6puCW0RCiTlvvm+fBW04JsRRR8H1wOijT9J2Da5fsFLJ8KWdrO8xMT/j/kdzxZPdexHWQzopd8lVLubotwTyjZ6MGVysoLw50w5t+5JSj9U3caQR3E3MqnTJqKtMz71EV5855ccE3IBNu+nqH7Rnow473lX3BLGqjbTeijD/IPmLdYyqq72LtJ6Iq77FeHL6fx5wtaXo38ElDDb6zfaAC8jyh55wlcu+/9hY22+0wWEcUbftLYlD3GOvKFkVa33SUl1LNuOz1lQOUQ9HpWOKuxy1pA5wvhu/Yn31alnUf6Cr4sYsa+2PvzjlDeXar7IYuvsBab+X8LtkLvPWRmznfaR+xCjdQMfoDEIJvMlWqqjChnLOpZnGs5aSqG07gXsPDDBm3PuwWiR6KdAw6FG/rZY/4jSS5xpfBAlLPsRt4R9/qU/kue98oK45yh94VJXlRhxUYbuNVL76pk6SYENNTKJg4ymkOazQMdPqd6jFwoxyGX/GBa78ge9gAA/f0bCQq/nvj7qZJeIGRSrcvVQ8/qyys8vUd732KqefD9co49eSdAAzVODYoAlWufY46nlSoT1830M1v004+yLB5MTwfQ6RQVtt73oeStQxx5wsTctX+CWH3odSCe5G7N9DnkcedQ68ESb8scJNEfIM/GOvmFstU6+7xXgfYWGQBz9+nkfSGheb3Nm/a50j/kN32Vc3aJz32Vey3GMzX1gblvbaK/U+8gEG7yjDYR1Rpg98/MH3KCaNDEVp2/aqjDDuoW5B/tisuzLABNfIQ49V91OY/IAiHUovbFQ0475H3K6TQgCmFuuffZVKH03bNhvphm2znnnJcxIS+QtLx1GPYjIFspf2XJvGVv7Q5fNvvBNI6ijTzC6Q1gXX3mzGHwOiXfa1P+Z5jjq07q/+7v0G2mykFv5oL6Zce7Pmj3mffSmLSwbrZoXYjwErQMaccJqueLJ4OX/RFi+IqC32jGAMdZ2XQhxlBkpGdDaDHtpZPMCc8EK+RXvud0TZBvnJkO19DO6wqmXw1juZeRiTY1turwN+WODaD0wkQEGIPRxGHnS0WBPzqKuG7X6Athf25+3ncfQNYmn77JHO8Rx5EHyd5Tp1neyXaj1x9U26cggKV0xGwqc1rB1n3POQbjILJXbqvWQfdUD7LlL14aeBLCLVR+tbfdx9FrRHnbfWfTGq+nyoddTKqnmyauFCzSPYVwd9zfFnX6T7ftjbM80v2KcnF4vMLJlG2T6gfCz46TcXK13h9/ATwSRvatZ0dG7sjr4aJk7wDecRSxo1NatbIWfe8rxGf7Pz1pofsaEc/KhjTAGrOkzE29/RSeGvvnNGMXUddb0VZf5BJIt1jBpLHkzlipadxFXfqoJ15BgZ3MNcUYzygAnLaTffld1KF1irT57qKlMIDxPfNd//1DJQPm/H0bb7iBLodpxjr6hZFWt90mJdC1YUBxyftZZyiMwfZXsVZzkKVNCzeCh+xfqq1bq7tL0zhHNYIcN3YhQHlKyT/32d0SFDxxPWVOmONY2N6vPbkB0DyS7buZe5tk0MMGGthQ0/kGFdvlctZXpS8QXfk3BlMfPRp1NKRyhR4HvRafULGQZuvq3AOiXTkWt804WbqLgcFn4BrP59w4Qyta5ON6hyWWPDArNDFx1kqX9NH0WHDoT3OdRIV3Qwym79j+9n/f6R9/ih0sox30FGVN4Y/Hpt4Iq8CwsFWHEtGTZC1jQuV2UQ8gb8A1c89bznRrRYaovJjnSHMt33MIOpkf+TeRjKI1gQLfjldyM4dASwKSDSwf4eXAL5ddR08DOo1DXARL6A0hQ+oWv/97M0rVhpfMt+AWXV7Jdek6E776MDcyiSK19/2/5IXs+jTh9wXV4+U+ujsSefrYo7TKTANc+Esy92TzD9cxMZf/r5qsBYOna8LueHJeGa+nqdmEJ4UR6qWP/0SyNPIH9gAgSKXXte0XRvt4WuTpn94qu6LwWUdlCGwp0MVl/Yn1c/k/++NmN0ok4zu0CoX6ZcY674gMJo6K772x9znyctClyTTm3bq7Icm0EuHT3W/Z51B9aJtbWCyQu/fQtg9YdJ0biOONLFU4n6fx10AicbDmrl3HNPIz9iIhArfLI9wmiDspXB83m01bULZPxZFxrxRDnF5F35Q4+nn0Bfs0aWjp0gE867VIYnV7JVvvKG56f0Zkx9gzjaPn8Iwf+jip5DjjHTxtZOo02cdstdWk+kNop2BI/2oGFqmUw491LBPgP2+lXrqV321Y1IHa8Zl9r2T5qiqxed78OvPgxHoEj3PeAObtFiXZmDyRp7GJiYR388zCOOegjlCn05e1zRv4PBRBCjAFVQvv2e8T7CwtgCK5ycR1xppN8dP9Elpz3eVrsPv+nlDz+hhjR2+bWu3XEPIwzs1YWNdj2PiOutOPJPMY5R48qDnnkkh5tx1rdQTs166nnPsRL6xYsHlQaOEVZyeFqrox902PGJcWXg0AI+GFPbHlA6z8eQX2MZe8XAqhjrEyRaS3Qt+n6W47OiL4cx6JhiK0eepbplNwtAsb5Kar77n9EZQmcqsUlYuH59LXS6G/05FxsyqFXZsadYj3j+JpR1rxvvQfa+/9xE/1KdQig5uu6om0VBoY4DiiT4kE89Y1OqY6AyeOudE25SRrgVnSrv+Ze53oUv5CBLRHONryeE5E2dKLjjXlOm5AaR6d7z+x8saWp/+Nm1tPNvWGG230InQrDLc7oDG11i40U741z9Bec7fpC7JemAQcTECy434qZ5b70OasUPC34/y0rk28qX31CrHzsbKLun3/VAOqQ6sIUbH/t7znMd+O13uPcyYxGB7BjM299Tq+I3+3h+G1b0kNf+PM5RzsafeUHGAb0VKOKNPDX37ffVzYCfEsF6viW/caUP0hyNOiz0rQkV+C4bdeixBj9N6/+kT+uWxD/bd7U+/PQLQ0Zneus1VsFsvo2Wfy/fvgkFtWn5jbp8TG//TdosWWNLM6vjd+UNRvzVEnOvgy3xPH89JyTAqPPWMuupF9Ja/doDVAVMn49UEerkHmVbbJfJOo8jXVbVLVK3OXYW6lP6oisssQL9ql9uhxWlhnP+ZYHetz8URhtkDz/Xc7TVNd//aPZ5YCW3fkeZfPm1akSQMezmZh38wGhg0cAhOnHs905cfQModaNu+/wYZHNf6//DjjPqFlVStt9CV6nN//b7tBMfqW9hEq56nky97tbU6gKrfGBPE6yeS3cg/06/6z6XHLCmhtvEdKsXNVx8v6ZWar79QVfeWd9GXLBSImx3ZXHUQ7pZ3OPPmMx0fLSlrvpMxxv/g8yjjz3FfB+8ttk5ZaxjDyOuNILSGUYdqTS1jYf0XtLl46TLrvF1aaHlcw+zb5pQrH9oj2LqPOp6K5b8owYlxTVGjSsPpjJGC09irW/V0KJahu95sKss6X5Dp5+vBigZo6grXcrVzZKzTKrP9pD2v4urbc/II8gDEY+94mC1ruq8VDGfzfisyMshsnsc7ZUWs4jLUZCine0zsSvWEwoVt6UiXKYsHTMu2/jk9DxcVDh9eGsjdMYFacNT2T/+3NWAGQ1RUhFU8djTxsChGZb6P//meletjXfbX+a8/o7vgLRp5Sp1w2J8R638g7nPyTW+6WCoL7b7H3XFB9b7WR/JAdzoo092hWdZ+61akMayCR9sTi4tdfgVVxdD/8vexVBe45cEkms6YBCyeNAQt3sMDJi699KJqkzMMQj1tJDdbf+0/lJR2ZY6lOJGPlS/2DumdeOkbhZOPcdI2/7YQPWxpz3FVoXSnY4Bufo73iYSNyWeQqW5GWf6eInlqVjfoJNakno9H8c9rUs/yaBYV9dS20r5/Y/65lFVNH/xrZG3oKAevtdBaaMVd5ppx+3ya025sWrqoKPSyg2LxtFHmZvWQnGLDTOznTjCpMQ0bKDqrDMjbIudkY0rXVQh3mU7Iz0SE4/3O0VMew0LXKwks9eRqnC+8vq073n9M4w2yOs7Wd1DWz1vvsCK1B5HtWLedX9pmBp8o9dA342xbxBH2xeISYaHUP/Dv709fXRy58J/qxV6htfNfzeLbpI88iDTZ7tOpu9zqP+KSfjQnlkh2I/HJcf5lwn2UPE9MOnS0KB78WD1pnOVXqKvfr7v6/n4R1z1EKy4sJrDuSE16pCpN9yWNmqQuX7UGNeG37qC64rr3O/GmEaQFW6H7HkjdY6Vie23UEOjlTU1brmTd7Sfc7hZD+G9mm/+634n4norrvxTdGPUGPOgO5Pkdifu+hZGEnCnhTo+VYaSE1VYGRxk7zpVoD7/iut9q57HJFbejxjb9rzHJRlgaGOvmFgVXX1ipUOOOj4rX+QyPivacpi0Vo9Lx2Qxt/+GVo7sH8njefyK9RUr1HeiswHAbvBYehrFkfCJZg4UVDlx2TVpP68zhj/96mp8UnGBlcWmXdXlCxoq+5HoaJW63sXmjPBpmfaA0rhshqvDrMs7X30r7av4Z67xTRcwLGsweZCKe7IhxxJdxDWbQy1Jvvufy2f3323b6cZWQZazKd/BQ13yqPXl4OxXQuQzfhaLXNMBS4CxdNvJGoqfslv+E0ihpn6Z/+7v2tAz02ZPcM8zeNtdXN+2ZIEM8HmfTqkHpf7Ei64wwoC//LKb77LQGL+eLhCSG1vCwhGuZbDBBp7zs9I3Agz5Is708YqaV6OEiQy4BCqUI0iHDfVb2W13GxOUTvlR7pcMHW7kLSiKB3XbMW09FHeaaZm4+EpDbnWndGRvZxRT1xrX0mHmsl/EteuOyiD1YNATuHuYNMVleRxlW+wUNa50wcSt0wWRlpknnnWKmPZaw9nU3KwZdR3q72yPMNqgbGVwPq99oB9/kb6OyRhYinq5mnC+n+11nH2DONq+bPl4Pa8T+A6r5ZYYrujk5adfuqzW0XdYXDLISwR10wZf2FY/QX/bttc9C+o9VmVagWC1GjYer3r/Y3Vv5sxnqNuxOgc+3sM84qqHECcYIow77Vw3ux330JVpfvFOTMQ9Yr4H/8ibdZe6vgNcr8GVXlxppG3ZsBEuWZFP1Jjm1HMlnVIdkVHlx1W2VV/JiXivVbxR11tx5R+NZxGNUePMg64CkeON2OtbKF3n1wj2TjLqW3Wt2EFGHnxM2noDYyhsJIz9fZzvY2Xx7JfTuGnLkRlei7Ntb4HYaV8Na+wVF6tiq0+sxMlV12K9n8v4DOWoGMsh4hxXe2Xxdv6GVY6c38nXdfyKdbh5eMXt5gE+xFdUmptd5SvSznBgiTR0V7MR0cHvTXc6HzWu/ZS3VmOEweXkK2/wtK5sXtOk1iTWs9avKjGmZLbywozxcA//4djMJ9ORa3zThYuJg1nPv+xqiLHMtynp/ibd+/b/eblIAR8o1rCZYpADimNseGVxtX7VXc64iUGCMJ7JZ/ysgHNKh2ZRC8Eh2+1qxg0Kta120EGoFX6m31U1tTpRYbFJMN5c5r7l7ZIF4cECE5uM2d+xztV1xe4HqL/udN/GAGjKVTcaYehE1iVXeb4G9pUveyxnhYul7r3UX/H0O+9VFy8L//hbV7pA0Y5OQORHzOnjFV/PRmmjzjL7xde9Ho/lnirWfVxjIX+pa66jTlRXBGkFTG64ZOVJ6xfKhNV++08UQJppnXfuJUaZUBc2x5/mG12tk54z61y1RL34ypwnmGAB328Dc/+DbNpipCNcEcHCFOUceW91XZ364IZlM8ol2vXlFbOksbxC64rlM2d5L0+OMV0SHMyNGuHuYvZzr/imh9c/oFhHP8DKh/gF36DtmD3MMNoge/i5nEPpN8GZb5Ob7oJhvo84+wZxtH354KcrxE4808iD6GcumzQ55+DRd3BuYp7OHYwqh08xV6mpIcCd93nKAGuvhinTZN7nX+s+IXD7Zi9Dep7cdHXK1TcJXDeFdsRYDyFOqFPnf/GNy9AE1tjzv/neO9oY1FdVu5RjfZP+kRGm84gzjXwV61iF2WOnQL6hseqh5tvv1Y0m8hbafLhL9FoNEWm9FWP+KbYxapx50Fkecr1GHMbGXN9qfxqTn469rFBvoj9S1ecj3+glJjc+ddW3ugpt530Em0qHccTZtocRH4QZ1tgrLlbFVp9Y6ZqTrsV62XLb6+znwsVomvEZXi/Gcigxtlc25MZpWOXI+EgeL+JXrDcuV8tJZ6cZnaK0GxnlEYIu++5u7iavg9/70ytxdZOViZNdDRDiguWW48+80FcR5PduQvE7IWPsEr6Ezc3uoFSZcP6lGd/NNb7pAoZl0ZzX33axUIXWwrp0r5r/g2+qOXNloGNzKl2CttfBvjzNQBKz39jQ0pmvMKBsnF7ufDzjdd7iZ/tSLungNwBJLYf22cjV9tnUKWZhJ11ylcGo3wadZOajT6WecZ5gQI1JJydXXGND2Tlvvut8xXXtpVjHwBkKGq/D2rDXq5NoyJH0wwm3BGV33KuDLGzMidnqqI6408crnt6N0uYyx8envVcYYd/TzvyH7s68pq9aYe8gC//8O7MYydU8Rr6AlV7Hbjoh5RVAIaQZNo3FZrJ2uS1LPS+ZcQ+d6/FnX2S8o66ufsze1ZX1DVUo/8NUYmlbnM71VlPCMmNR/4Ey74uv1Xq06r2PdIIOeyPMevZFdfMEFz7T77xPV7RMueZmmXzF9TL58tumuL8AACAASURBVGsEijG4PnOuUIszXRKW5l0NtukUhxY/56/yXN9ckq2W708+53w043UYbVDGj6Z7QDe0nCawfrbnW7Qh2Fww70fMfYM42r58MFxdXy/jTj/PSKOgBhx+31/T0Cgz7nvYCDNdG45JtYFbbGM8j3ql3r6xcrPopBwU/lAkY6NUlDl73kqdY2PcTj3UcAVlNcwjznpI44V8X1Xt8nesk6jnXSoYSzgPGBUs+PEXl1svKNXmvvO+83G9jjON/Bjr5MttdwebKMZmfgvrZO7b76krNBgZNZRNd8c14nrLL25R9Nn9xpkoR4U4Ro0zD7ozSm53CqG+heSoF0cdfryr/sRYesT+h6uxg1cMV9XWuly7aX7B2DCMdh1CxNy2e3HIx71Qxl4xsiq2+sRKw1x0Lda7+M1lfGa9X1TlMOkGZonH6rEo2iuLmfM3lHLk/Eger2NXrKODXv7AY67KH51mLH2O4tBBtGNwGGgQ3dwsjTPKXbJrw7Xf4dIweaq/+OpLbpbrXQxSsYlPpgNWgRVPPme8j++OPPjoTK9qg+scDAeKb5qQLX9SqYGP5QoGKw+qqtO8af5Llaj9BhjxSjTq2Vn5+fmwV+vLuVXmRwNc5St+9k/lku8gBwZGTs5qvfTFN/bgM57r4NjhFx++O+Fn2fNAgz670vVtyNJ3vfYyfO+DA20gpgr9ixxuL9Io1tHpgoJq3KnnulzXODnYr/tvsJkuH4dyD/s1eFlpecazBTdjTR8fuT0bJQyw3/O3WvEJKrTbflYySE/kSewHkM69kCWYdvwmTHLl0ZJNu0lj+UzrMeO3ENIMVk5jTjjdkFs35z3nYkNW+4VusLn9bsY7CUvUKfbHsjpHOYNlkr0c6eToknrfcBIrSt7Q/R3s72Vzrml85Q3GN+JMF+2Id93R4JCTKxjwXK+DIxysFnnNiGuQC/CA71QnV23Tsmhjg3wryDMos9UfOCbDkhamzkmSIOFleibWvkFcbV8mKAH+7zUBVwIDg7IZAd72fsQrLyYUNke4XvBanan9hb0OTqwqgw/1Zctk6bjxUv3xZ+r2BG23M5/rNTav36CTWsvPuOdB9ffu+mCeb8RZD1lRSWzoeL/JJDnhvGK2e2Uv2pOJ511qPt+2vZTuuKfnBHPcaeSnfC7p2F2Wl1dYGPLyG3W9FWv+KaIxatx5MC+Zy8fgIcr61ooHVmpgRQv6Lc66FC5d5rzhNoJCG1v3dz/TvSDG8m3ghnVXaZyee5thyeX1G2vb7iVQnu6FMfaKlVUR1Sf2JMxF12J/P5fxmfV+MZVDyBxre2VBc/yGUY4cn8jrZQEo1huk7A6PjQk338bTEiOvsU8GpsoEh5WeNjyvvZ3+c6hkZlZ4NFqdpfLVN9O/K6L+l7Dc397oqQ/wIZl9gENJCL+S9nfR+A3u0SujAjHn+KaJEeSZ94l7E1pVaM0M3jFGoYbVsxEvWENj2euX36aRwPyXdhD6uhX06KjD8izbI1/xs383l3SA7yv4mXbygXJl+azZ9uAznntOzkDB7aPMU6Xl+Imub0MWtXR/xN/S3S6MWnSccYERTsLazX+1Bb4N/8/YqNE5KeRk4bxWNyJH9pbaH372djlhF66F53Gmj5/ovo1Snw/9Xon8virW33f44MWEDZQBPfeUZZOCKYsxQMfEpDMPqMJ5wiTPeBVCmmkaOTaATLl18ZRaBJZFTgUU/A23ZGOplTW1LnaqWF+8xEeK5HLXw9yWUc40SHetSrkDjzS+EWe6YOko8p1d5mzqOCsi3nV8Z8FkX7ZHGG1QtjLYn/daeaR59sJ/2x/L23mcfYM4276WAoRiHS4x7HlZ+2UzvCcag3wP/auFf/czwkT/s3THPVyvJ/KtuTG1WiLfca/AHzE22Jz77gcy5vhTXfs7pGRu0077GMN221+tkeEjPMhEq0uYHG7EWQ9Z4qJdW1w6TN0hppioe0S3gkzz6sTJUrKJueLGYm6Faf+NO438FOsDu2xnFzMv51HXW7HmnyIao8adB/OSuZKK9TjrW3s8Vi9aJGOOO8Wsp5O+1uHKa9V8czNgWOZOuthcxYz6JohrXPt3sz2Ps23PVtZsng9j7BUrqyKqT+zp5N0P31zmZNLxJQPJZXxm/36xlEPIHGt7ZYdmOw+jHNmCz/tp/Ir1Zct0d3t7Z1EVxN175T2yfgGqMsFj8y109tMeTU2ybPIUV6OFnbdr/vu/tK/in5hFg9LCHvcBHbaUur/7Z3xXBzZ//m28i3CCKFhzjm8aqXQzjW+/d8mjCq10lvuOMLFKYeYjT7nD2aSrLBuf2UWOFZyfgk2VRHVZuKZJBpiv+Fny4TeXdFBrb8cmh0h3DEDgKiCbA8879zdQv87HnuwZTPPqNbKoZLArbVBeB26xrcDtSpBDN/c5/jQjHFXInH952teRpkvHTZRpt/5HN+bBJJLvUvHkiolU2cKkU7eeau0PhmEdcaaPX5w8G6WN4Ev/Pb9XIr+vivX3PjbyBNJOlZlZLD9VBYTXpsWbbCVLho/0jFchpBmU4c7NpmDFPfnK6z1lTiydnWPyglXRdrsFWzbvHapaM6bKjLXqCG7Z0vgwTljEXuy2cnKWQed1m3b6DtwTlPbaS+t9u1hxpovuYbLXQQbfXHyjo0OPdLQz1U3GX8pesR5GG2Tnne15gtHBZtzgv/X9j7MNKtDzcfYN4m77AgHyeUjL0aXXGOmkivUcXOJZn4DyFptC2vM1zrHPi/PABP6sp583nkW7PfOJZ9UABe4KnKs6UuG2aafK5GG7HyCTLrtGFvz8e0bDEef3W3odZz1kl13b8SN7Gxy1v3bcqdK0cu1+MgmDCZM3+miDttxeJzHsYVrncaeRr2J9i20tEfP2G3W9FWv+KaIxatx5MF8ZLO761h4PyyVU/3ZbGPUG6len1bo1eQzr+lT9iz4b6o5uO8pSu9su+0fycB5n254H8X2DCGPsFSurIqpP7ImSi67F/n7W4zP7y8mNeeGardDLIcSOtb1ycLMuwyhHVthh/MavWF+6TCZffq1ZkcNKsddeYcTXM0y4KjEaEjQ6GCB++Inn89ZNv84glOPYRDHToVZxO+5hfFsts7/6LtOras2/zMPlwYCNt5S6fgPSvp9rfNMFqg34z78ZcQFTWBcvHRNM4YrwMVs27eY7zXDabKSDAvwv8AFfy9PdbnoyWV/6hZ+v+NnDzyUd1NfXmQ5r77btBQPPbA/MfM9913QtAD9aY086yzMoMKj96VczbayNJY85OfAKE1SSox0DxGwsHVHu6seOU7/MUDyOOqK3xn9w9166ssFZlu3XmHiCH2gsOw3jiDN9/OKjjZLDoliVe69kXlXjF2a+72te7PORK29lu9mwKtYHDnGHg3rRZ8KyENIMFg1Dd9vPkBsK2ak33OaNGh3cSeb+Hgmr76O8nw94d2X1PEMGlB3UmasW+G9EiXph4Z99ZcLZF8nIQ46VkQcfs/bvkGNl1KHHyqjDjle/naOPOlFGH3OKbvoz9uSzZMJ5l8rU626R6o8+c/n8jDNdUGYQF3vdoVZbN6ff0NyJGdycS7FR9nLZODiMNsgpbzbXurzWMQjHirslpcOyCSbws3H2DQql7QsMy/ZgwkL3BiMvt9Q1gdazpcOMMKGAGbL1zrYvJ07V5dw9DxnPYhPN0p32lr4Og5ZUedP9Urqoe7nJV94gC3/7M57NyNUCtV7Gx9TnssNEG1n17gcuv+monzEW0AMui6qqZdgeB5q8/7GJ7vnkZ+Ufdxr5jaUGbr6NHUFeziOvt7B/Skz5x49rIY5R486DeclcqphaJlOuiq++dcYDhkzjHBtHo57V/uIBRwr6njiafNzyplZOZrF/l1OGTNdxtu2ZZGvJ/8MYe8XJqpjqE3u65aJrsb+f9fjM/nLyvBjKIUSNc9zlgU1vhVGO/L6Vj/vxK9brl+omRakOdXL5//C9Ds5H/DKHkdwIwv59nGNmqfrjz9O+D6vxBb/9aXRg8a76SR8xKu27+Cc2VRxx0FHG+zrofimY/1UoQdDo2WXHhED1h5/6f7sF8fUPVERdr/zlWBqcZLFk6Ih0rxr/g6/NqdfebMQJA7bSHXY3ngtysXL+fOnr4JNQEmW/2VW+4peSO8d0gK8vZycJg1RYfWV76JKyN0y3O4klf3d4BoWlmtWfmEu6taxs1Fkqs1DSqsX6cacaaZxu4zNPYaybTU06kIRir/LVt2TqdbcqiyHb7+4qG5BVd7bfZV/XRolWcC39jTN9/GRHo+ScyNA9FZ57xe+VyO97TfIgvVQBlIVlJTp+9SPcrmASE5berqQKIc1W1dW5N6f712bq9skrMbwsRnWgtN/h+bdYT7Pxq102KB+xMXTDtDJpmDZd/3C9vHymLJ9dKSvmVsvKmhpBfsRqGT8ljxVmnOmCb2OC0d62oq2ddOnVlniBfqHEQZtsDwdlb/YLrwZ63/5Q3tsge+A5nKP/4bQ0Hrj51q4JkhyC9nwlzr5BQbZ9npTcN5Xb9bcaeRArCRuneWzs6H7d846uMHK4IkReGL7Poa7nVRFw4+3G9+3lwTiHQn3TrjJiv8Nl2o23CzZERr6P84izHjLijX2ZKmbp6kQ7s4SLqif1UdTBNd//6FK+g+mCn34zgrNfxJ1Gfgqbks5b28XMy3nU9Vac+Qdlp1jGqHHnwbxkLjUOWyZTY6xvnfFAHoChHyZT7PUGztEvnvf5V9pnXF4xW0p3MA39MPYeuPm2sqhkkDPYvF7H2bbnNSKOwMIYe8XJqpjqk1RS5KhrSb0P7xJZjs/s71rnxVAOIWuc7ZXFyvkbRjlyfiOf17Er1r0GsKooPCx7RWGuYHxnsz5Ib7GuPuE++8rVWAX1K66+pk8713gffhCn33lfoKgkNljbwXx/g05S/nCik+0XSK7x9QsP99ExXjzI21J00YDgjTI2aSq74x4jTugAYBkrNiTN5gCfgVtub4SlG73lsHlpvuJnlz+XdMAynYnOjT8ti/UsLQrQkS279T8GH53Y8fH/q65jXnvLeB5pg1USSPugh9dman3/sbGMPfHMoEH4PwdFe+UcnRQbf/p5Ap/Tzs6kunS450H/MFrwnzjTx09sTGSMPuZkg4NuxPjks36vRH5fFesem/KiLl2exR4Nupx1kod7Lkz+vPqWZ7wKIc20Lu+ynZFGiXz6kKfMcAUDZbVzo1G4hEJ653rAdQkGU/YyE8S9WK7fS/denOkCK9/JV1xvcMBqnvGnnZdOZNf/1DqyQxcjHFWs5zCpFUYb5BI46A2vzdeTS8bhNiWMI86+QVG0fT7QVWF1y11GHoSitWHKNJ83Mt+Gden0ux80wtTVbqec7XrZS7Fvr1/0vE07Kem0tYw8+Ggpu/M+gTFGpok314dCuhFnPeSMktfqg8SE6mG62hNL1seddp6ZLut1UK7YZNrviDuNIlOsx1Fvxdlnx95XRTJGjTsP+pWNbO/HXd96yYsx14RzLjHqBdS7uv/U0SerW9oqrz2OsIL5lHN0fO8Vbr7uxdm25ysOXuGEMfaKk9W6qvPKenzmlRnUGrywyyHELqT+joUxjHJkhR3Gb/yKdSy5PvQ4o8LXAewZ54cRX88wV86vcSkT1BVMn488n7duJnxUv2nIjsZK3Y0EUG6gIzHl6puM93XZ1QXpfU1b31e/T/sdZr6//qYy6fJrrUc8f3ONr2dgyZvoGHtuGgi3OL//le5V43/wH1b+yJNGnJRpx+662avxcIYLLN9xLonVAeW0sgxvuv+dr/jZQ84lHbRRvdN7s981S+rtwWc811nAo08yWA/o0MXXskl9dz7+rPE80gZMs7F+81RaYfB30NEZZQ78QHOz5pcZ9z4k2PMAclp/UEbCdQ46wPk+4kwfv7igURpznMOnPSbgHnrC75XI7ydWT7yTSiMrrVSpOzuLTXkthfN67Y2wYNU34/5HPeNVCGmWUMCaFkWQOd0kqdc7LXXFoZv8ODfU3rSrLJs01ZNdmDfjTBdthx56wshDUGCNPOSYrKKsabTJVkY4ulrk2ZeyCgcPh9EGZS2E7QVMDGNgbpVV/JZ06pF1O20LMu1pnH2Domr7HBRRjmCsYU8n7QcF3BDaEZxaN2ID+NHHmpvi+e1B4OdiQOVp214GbrmdrjIrf/BxWTou+D46LrlCuhFnPeSMEoxL4Ban3z83MdNz4y1lUd8BOiEB4wh7WmMsM/ft9PupxJ1Gvor1Tj2cCFp8HXW9FWf+KaYxatx5sMUZKxlA3PWtVzxgLYvVP6j37XUDzjE+wir3UUec4Pof+t+1P/7qFWRe78XZtuc1Io7Awhh7xcmqmOoTe1Lkomuxv+811so0PrO/b50XejmEnHG2VxYn528Y5cj5jXxex69Y91B+wrfslKtvzGc804aVUCZ0MBoV58YeXgGggpvpGHyjocIGTrCczHRoBfnAY8Z3s3HrkbB4d1in/N/Gap2a7tu5xjddmGopOtH0+QsWUNTW/vBzuleN/3m5J9FwNtlK6kePM57NdIHVEGNOON3gC+vqbCzorW/kK35WePjNJR18LefAZ+QYe/Dpz5OWOwO7bGvygSWbz2az6gPx3oeN55E2OpGUZnNDpyDa8bz9XjOc5MaLGGDl88DkyvizLjS/pS6KuoYyiI8zffy46aqg3mcYDKAEmR6S1b6fHOnuw5pu9suvGzJq3urYTVZkucLES5mpbcpVN3iKUAhptqq21rX5p64qeOp5T5lx03NiVSdMHs/ZHzHqJKyaAnvrT12bjRztK0dY/4gzXdAOqT9jGwf1Ib3NLpKNRTbyonMzsIRi/cWssYXRBmUthO2FVQsXulYEBdnjxRZEVqdx9g2Kse2z4Krsd5s+zqFgWTZxsvVIVr/qb/6Hn6T/Bo56AvtY/NXXFZbnpClcvmyylYw++mSpePoFaSjL3S0NPogyqb6Cs1y15xLW40ac9ZCHOGpdOmxXx34c/+ooky+/xuWCQl3f7bR3xsmuuNMorWI9z2kaeb21fIVUeq30jKDPXkxj1LjzoFdZy+Ve3PWtn8ywRIUrO6tfZ/1ichyGRjBotO7hF/dHHdlb3fb5hZmv+3G27fmKg1c4YYy94mRVTPWJPT1y0bWY72c/PrO/bz8v5HIIOQutvwOZwihH9jTJ93nsinUssRi8zc5Gha6WL/c+nO+4+oaHDcb6bdjJkAFWH5Uvv+77Dv6hS75uvsN4z/LhnPbF5D9RQVa+/rbxvvoT33GPQH5ydenctbeY7+vGr3unfT/X+KaNU3OzNM5wbxYadDNWK2zM6GGTQXsDj3NdQfD+x9ZjgX69LKMTKxE+DPS+8VCe4mcPM5d0wABk8cDBLkvBhGuP5wIv2UPnr/KlN8yVGsg7PfcUcPM6dCbTw00PNphCugU9tHF+5ClXGufq/z7ddyEXVkw485Na5v/ye7pXc/pfnOnjJ7A2Sk5/0fDfffs9fq9Efh+K9VnPveRKp1zyhG4K3WsvIywMGsadeo5nvAohzVZ4bBqayRe3l2UU2o/BPXaSxaXDPeOa7iYUt0vHjhfss2AvLzoZ2X9guldD+V+c6QLL0AW//mFwAJOSjt1l1fzawPFVxXrH7kY4qKtnPf1C4DBSD4bQBqXCzuEEe8SMPPBII27oR818/JlAhgXZfjLOvkExtn0WX1X03PeIkU7YFHrZhInWI8F/m5qlcWaFbk5sryP+Rt9h531kVXIjPHuAiXTrZ/jjt/rJ9aOyMAawB2o7Rz98wS9/yOwXXtG+I+r/fB5x1kNe8dD+02NPG+kJ/nB7h76YPV2CjqXiTiMwXjJshCG71redeuS9Lom83oqzz76sQaYVyRg17jzoVdZyuRd3fesns9ZjpcOkZLMernJmrzOsc/T7qj/90i+4vN6Ps23Pa0QcgYUx9oqT1bqq88plfObICqnLQi6HELLQ+juQKYxylEqQEE7iV6wvWCgDOnYzKnpVKDz/csui29ysFn2N02fIsgmT0lo9qoXjxuYy/CDLtXXm6bJrDNnV3+FBRwWSvXnlKpn/9X+N99GooYMMpXmmQzvYD7vdpmR6P9f4ppUHG0RUznHFBZvAzvvki7SvGv+EJXXFbMEyG6uBxy98cI/pfYak8xNphJNc0uJcAg3L1anX3uJ8NPN1vuJn+1Ku6YDZV+dklA5st99dlk3IbIWmFeeQoTKoW0+DsVox3+vj0zk5kTT1RnMiSRV52+xsi1XmU50RfcXtQilhGesYaKMcL16iVvTwtY1ORTZHQlk4zogn8pNuThxSpzGu9PHjoo3SKecYDHST2pvv9Hsl8vtwtTDzCbebIQwCMFDJ5khsdHKiEd++67WX4Xsf4jvhGGuaQWE6c5Yhr+bRjTrLnNe8/cKDhyp/f/nDpQjXSYSTz5bls+cExgaLTyjVJ191g1uO9l2k5r8/Bg4rnw/GlS5ab4yb4GKhkwwlwfeTUMX6Zm7FekWalQi+/EJog3y/FeAfUDbPcPrZXq+DDNvzIFk6LgelbbLPhvbf001XjH0DyBN52xcgDYI8oooex8pItLVLx2S3AlCammR55Rwp95gUR39t5iP+e/tgI/nB3c3+BowcZj37kvbTg8TD9Uxzs/oDnf/ltzJwi23VSGBQ1x2l+uMs+puuQL1vxFUPeUnTvKZJlo4e63JxZ+8v67nuedAz8MqEONMIfdKoFOuR11vJ1amx9NlhpVxEY9Q486BXWcvlXiHUt35yJ4zxbnb1a5x1h+ox9j1MFVp+YeX1foxte17j4QgslLFXjKzWSZ1XjuMzR1YwLgu2HCalLKT+DkQKpRwZKZLfi/gV6zW10tfhL1DdsLyV3iegFwZsrAC3ARgwwA/h7BdelUmXXKWbIk6/+wFpLJvh9Zp4LQ1UC+AnnvF83rqJDUEmnn+50Ujp8qkjTrAeSfsLZQbckjgbNd38tHxm2nfxT1i8w3ei8331n5lmaW2u8U0rEAb9s70U65tLVQZf9c5wYVEy4gDTEg5xRLzq+g7wVY7Zw0FHHflg/BnnG3zUUmrXfXVAZn8+43ke42d9K9d0SAzybzfiBT6YNIB/fWxq6HdgMqd++EgZf8YF5vtt28uQ7XeTBp8ygvC0MbjhNsd77dTK3e97XvdRTjEYduZb+Pqr+faHta/AT3r1PKl85U0Zf+YFMuWqG2XhX/2Cpx0UNUvqZY5zVUjSr2DNd/9b+608nsWVPn5RAIMxvU2XSKpYv/EOv1civ+9l5YP8MXCLbbLexM6r86dhddnOfzWGKs6iL1MKuqlJGqZMdZeHjTL7xkUHaOQhx7rehTuXabfcpXUgXDf4HlBOLVsmdf1LEnWlY+NScFMfve9+4BtEmP+Isyyh7nG6xUlNuAdwT4D2GRtEul3BdJKKJ5/LHlsIbVD2Qqx9Qy2n/urnmgTHPjHYKE3boQCcsBEvVi4uHlyqfbap190i1R995llW4+obRN72rcXc4jMYYMB/ub29RR+78tU31egE7UOmA3UI+lPYsNRrz5KhO+8jyytm+QbjyQ8blnbspu174/TyrCyT0b9DfxP5ZPDWO6Xihv736KNP8pUj13/EWQ95yezVptvTF+e6X9NFV3i97nkvzjRKq1jPs3vAOOqtuPJPsY1R48yDnoUih5uFUN/6iY1yhlVCOhFpd3PnOEefb85rb/sFE8r9uNr2UCKTDNSrns7H2CsuVsVWn1hpm6uuRd9vwfjM+r7zt5DLIWSNq71ycrKuwypHVvj5/o1Xsa4DxcpUp9jqGKo16cefp49rUiGwYs5cWTZ+oiqo533xjW7SNPqI3uq/0QpPO5mwVL7+Vk+lrO74u9UOhhy6McFDj6eVAQqciRdeYbynM70HHJH2Peufvj5TN95KFg8Zaj3m+2v5urTHE+ewqqvrN8D3vVzj6xsg/uG3TH2jzWXOW33Svur8p7qFeNbtFgKWmPCZDssWWGt6HhikL1ioS4KhjHWyUT7YUPWPvz1f972Zx/hZ38g1HVApLx46XAelzvhhwDzt5julfsQo9asJ63A8D/+jjeUV6u9+zHGnmi5gMAj712Yy/a77LdE8f9X1xN0PmEzV9UQvz3LlGYi11GjwUDMcKPA27Cyzn38l9Zpl2Y7BMuKJSRG4qpn79vvaOYRlI5Z9oyOLsoQ8CGXWqro6Qb2wdPwEqXrvIxm6y76ub2FAXz96bOpb+TyJK3384qCdMKfLBriCufU/fq9Efh8N+bRb7zLTSf3u75q1LLqSx7lUPoNf/TjTLLGqYrwZ96RCu+qDT9PG35qkgsstZ12gSqYje0vtDz+pD2Ns4IMylSonCxaqlXrV+x+rj03n+9Y1JplnPv5sWjnC+mec6aKbX+9+gMFVJ86P7C11f/aVhqllgo3wMLmBX9RHDdOmqzVpXd/+Mu/TL2T6Xfd5KOc7ScUTOfAMoQ1qabqtXlgnYxybWCLf6MTOTXfK4sFDtT72/A4mPusWyZLhI2XWMy/JsN32T7GGC6g6jzY6rr5B1G2fJ68cb+qkpcfeKHB3OPbEM6Xytbd1UgOTe5gMgYs6KLgwGEWfAQr12v/9LGOxT4dz4g3K8U49pPLlN9JKp+W4dLgM7LJdKo2t+gV97UmXXiV1f/WTxrLpnhMqeB+bs6+YW62TAbU//iJlt96t+7tY4eAX/e/h+x2eVpZc/hlnPeQlb9OKlVL14afaJ7LH336O1V51f/fzet3zXpxphG/7WqxnuUrRM3KOm1HXW3Hln2Ibo8aZBx1ZJOfLQqhv0wmf6Gv/x12XJ5XrlpuulfNq0gWT9//F1bbnPSK2AMMae8XFqtjqEyspctW14P2WjM+s73v9Fmo51DjHpGPy4oR7YZUjv++19H6sinVVLE+Y5OpoQ0kw77OvtIONZf1QlGLgCotzLFfHYA1+k+e+874qh6BsHbz1zmk7mRgQwCIXFZLzQKHD+/ZOqfomvC+9n3edXb/+VuM9/c42k1TIEgAAIABJREFUOwfzdY2JhTlVLrnVcjfA0nu/zqi6X/nUfzlsrvF1crNfa1p6bF6qqw/efNf+aMZzK194DcKg2Bh54FGqLILyGIoMuKCBxRMmWDA4q3jyeVXA2tPTft5v/U1l8uXXZmch1dSkS2rt4eA8l/hZAFqSDpr3rrnZ8FtqyQZGI/Y/QjfWrf74c7UCn/X8K+rmYeCW7oEt3MgM2X53VRRZsnn9ouxA8W19x/pNuOto8HrF+54uZZsl2KjXCgO/OpN/01r3JKhMRx58jPGMPvfPTWTEQUfLlGtvkVnPvSzVH3yi+WHBL79L9Sdf6PLystv+o4oAWG3Zv4FzdQuy18He7ga8Jc76bhzp4yek+hzvuafBQeu3u/3d/viFFdZ97bBd5J6kRFnP9oCyed5nXxvxRbqjXan5+nvf4OJKM63Hh4/0lBcrOzId2MR04iVXuTaf0nzfpp26Fpt44eWp+qD2x1+1nEC5O+b40wSKc2cZsV/rxq/X3JxJjND+H1e66AD5HnPTxxTTzbeRCedeopORFY8/I9P/84C6GMMKtlGHHa8rLewM7efqNuPRp7Lmlc82NuuP+7yACe6Fv/6hylV7HHEOJScsmeHuAyvNoDiDWz6dfBg7QTD5MPu5l2XEQUe5Bvnqsu26W11fjatvEHXb54p4C25gUgD7aTjTx7pGOg3puaeMP/NCmXrDbVLx+LM6eT3rqedl8pU3yKgjesvAzqbvbutdTIbDfdSaRne/2imylqf7H/Wub9q2l0Fb7SATL/y3zH2rj644retXon19GInU/Pd/6hYLk/9jTzrLZTWfkqf9FupSzPntfFzHVQ95yo4+1KxKZWbF3f6bmFQ9UbBCMZsjrjTyG8tg0ibtiqtsImd7Nup6C5+OI//oN4tsjBpXHrRljxadFkp96xcJbUPHT/StO3Ltn/h9L+j9uNr2oPLl8lxYY6+4WBVjfYJ0a4mupaXjM798U6jl0JI3jvbK+rbzN6xy5PxOvq7jVazDSmHocFeHX62dbr5T5r71nlS+9LoqSjFwnXjRlTLqqBOltOde6iPZ3pHMeA7L2m12UX/NTniaaI7N7tRi/YFHnY8a19oBcGwKBTl0g7OaYBucwToIlkN2+aGsxeAi46Gd69nqf9x4f8POMuuZF31fzzW+vgGqFXKTWhHb5cA5lPxVH36W7lXP/4Ft+QOP+SqLYJUPy6QJF1ymFtrq8ueE0zMucVP5khv8wao56AG/llhCl6/44bstSQetlCdOlhEHHOGSySmjy8rMvuwPFmebdZeZARQ9UFhWf/S563uw/obv1WwOr6VZWJEw/qwLU8GsXrJE1LreLq/feZt23nnF+XybjXQ1y+wXX0t9J4yTONLHLx5gXdJ5ayPdtH572N8nrl9YYd1PzEgfZciI/DDh7Iuz/qTVEYLljb0sqHuvNJbXcaUZ5MVksV1WnOsGuz/+kjn+TU3SWD5TXSBAoeIMx3nd12l16iwjjmuEiXIY1xFbuqzGRtFDdCWNk2FLrnUvi7sfzBpnGG1Q1kJ4vKDW3HfdLwM6mPvUpBi1TUzuDN/zILWQxuTD6KNPlkFdzVWCqecxyaorDG/z+JrongtR9w2ibvs8I57jzcRg2OHCzVHG7ewDnbdpp0YFcLUHlyyBDhiSzK2SCedd4nIf5PwmJsQHbrGdGkgM7LKty/jE+Tz6OHBfMO6M82VlTTiWlnHVQ35ska5TrvX2lwzjHLjJyfqIKY3SKdZR9sI4oq634sg/RTlGjSkP5iuPFUx9myZCKuONbteHahi47a7SOCOzK9o0wef8r0Ib9+cckeSLYY694mBVlPVJS3UtLR2fpclEhVoOIXIc7ZUfqjDLkd83W3I/dsV6/cjRGRUBrk50toMCWO112U7K7rjXkxX894w79VxDDnTSqz/8xPN566b6OO/zofEeZE1swjjaeiztL2bSBjmWx6oCKKAPVrzvtEJObEx4l+93c42vb4Bp3HsMaN9FrYnTvev5P7XmnytjjjtNfUXmnAfatpcBm3R1pREmMzItX7bL5av8yjV+yQ0Zcsl3llxqdfP731KKSaEslWXKE4PR9l1kyjU3B/Jbju8t+OUPF0v4vl82aYolVqBfWNkO3/dQIyy1srL5R0X5ghuhARtvZTyXc17ARM+GnWXCORfLqrpFgeRsyUNRp4+frHAB4rTc1zrm6Rf8Xon8vtaDXu64Mkxu+gmKTbBg7WbPK2Aw6ZIr/V7R+3GkmSoVSt0TzLpR5oBBaeW1/qlhjBilCvB+GSzQ7Uyc52CETdZgxWr9z1rhYX0rjt840gXxXFNfLxPOu9TlzsVik8sv2uepN9yeNcYw2qCshfB6IekjfcpVN7j8yefEZ/2OMvKQY2TJsJFeX1NXRpgUj7JvEHXb5x3x3O7q4M25N0q2fWj780nf6JMuvkKwoXhWRxMsrWdrmRrUbcfc+i12WZIrI2A0g00aG2eUZyVOtg/HVQ95yQlf4Qv/7KuTUPZypq4cdttfrfS83st4L4Y00vZr2IhUm2PFB2043N6EckRdb2GchBU+EfbZi3WMKjHkwXzlsYKqb30i1dS4XPd5scqZ9ZsP/98+nwx2u8DG/cGE9n8q1LFXDKyKtT5pic4rH+MzvxxSsOUwKXDU7ZUfp1DLkd9HW3A/VsU6fL3CggUWXFbFnrffNgk/n9jYaNThx8vMR57ytFYHu4TrgK9kUNcdBco9WIzDlQbctKQ7MKOzdOwEl/UNFIGLhwxL92rqf2q1vMPuRvzVTcP9j6SeSXeilp5YSm0bbGAzWCgP/Y5c4+sXHu7roH9QqSEHZII1M9z35HLAQm/ZxEky9uSzPZXj9jg7z+FmZHCPnWT0MSdL2W13J5TPdkb/10GX7CMPBjnCiF8+0gFhzP/6vzJ8n0ODWWxbDJJLr+ESJ6iFl+b3MeNMC8427bTcpNsw1YsvNkGBKwV7uiHNRh1ubvwLBfy0G25PuHpaz7RAtr+b8RyTa5tvqyscGqZO8xIplHtRpo9nBOCXubzC4AxW6sLo9Xc8X4njJlx+jT7qxLWKFqwq6d4z7V4R6eT0Wu2gltfHZN7YLvI0w+Y406abq7A0/r3SbgjojD/KJ8KZeNEVSeV48PICNnCVNv7si3S11NBd90vlmUztiVOOsK4jTxdEBKsBZlbIuNPPc7XzQeocTOA6+zfqiuzf12aNKYw2KGsh/F7ARtPz52tbO2TbXdeWY6u9CfCLyRy45MOqpUUDh/h9Se9H3TeIo+1LCyCLf2JfBWxEZ598x4oAGJvYJ9Ay5mesJNhgMxm250FSdud9gfsNLlGRV+bNl9kvvi6jjuyd8LuerWFAm3YqC/Ia3FlhhSfakCiOWOohn4hh/DD6yBNTdTXSMMhqW5/g1t6OOI0S5Wu8uTIh2bcMwxVMKqIR11v4bpT5R7kW4RhV0yfiPJjKEy08Kbj61hkf1btUy7C9DjbqDbQPcMdVPyKYUaAz2HxdR92250tuVzgRjL2iZlWs9QnqXLiXzlbHp2map/GZV/7AnjGFWg4teaNsr6xvGr8RlCPje3m4iFexnnRKP9KhGA7Swfd6BgNW7HY9dKe9ZdRhxwncg8DitaFsenpUScsFuJ2Bn8kpV98oC4IswU9aHWMDKGvQ0g/+n/c7XAcO6T+a+K9ukGbbtEs7xthI0se63hkmZsedy0HhQmHsKWc7H1173YL4rg3EcYbKZ/JUw7oYg7YR+x+etZ9He8ioyLEsDT5Ch+9ziJR02tp/MAgL7A07q79wKOPnvPGuTo5opfr51zJku91SHQnINurQY4P5wodAYcQvT+kAy6VFJYNk3GnnJRTQ6dxBqLVZd82js55+IevBqCosj1+7igAKWlh0Bp2gsNJWNyZ9+Y1UudF8v35HtZ63nrF+kcexYenYE8/QpeElm3YzB2BplDZQIAzZblcZfdRJMvPhJ3VjNivcqH6jTB9nnNDx8nJhlPNKEucH8nSNwfOCn3+T0ceeIqW99lblDdx/gV0uh/pEfvl1Y7JJFZpXXBcouKjTzLKoQHlCW4JVIJj0yvpAnVK3SPcfGXvC6VK6454altU+pdpNKKb+tZn6Xx+yw+4y7uSzpfrDTwVywCql6r2PpXSnvVXpNfLgo3WlStayhPBC1OmCKGgbNL1c+xPDdj9AXfSkODrrHpvCDxP6k6+8XkYfc0qq3bHqOfiyzvoIow3KWoj0L6xZvlywGe7oo0+Swd17+bfVFje02R26yNCd9lE3MXPf7KObwab/SuK/UfcN4mj7gnDI+EzSVRT2qxi45fYyqFtPGX/6+WqxiD4DFOVQsmOVJvqORt5O5me8M2Lfw2TSxVeplTTYt/RAGMsrZqkcow49ToZsu4sM3HwbnWD0Uvhj4h37ZGBFDfZegYU6NifPZADTUjm93o+jHvKUAxbQf/ytfV70dbDiCPsaoM3PxxFZGkHZV1VtuHLUFYxwQRbQ+KUl8Y2y3oKcUeYftOlFN0a1JWZkedD2zRadFmh9a8UJ+y7UfPO9MfZCna8GFOdeIs0RlDdLFr9fpHlBjPv9BAxwP6qxV9SsirI+aaGuJW/jM1u+KYZyaIkbZXtlfdP6jaocWd/Lx2/sinUs84MvQK+NKo0OvjUQQwPwj03U3QpmV6E4GL7vYTqQg6XezMefkdrvf9TNLLNuIJpFlcDZvKfLRIaNkDHHnKxywFK8JsDGo1bipSopW/zUTcMTz1mPpP3VpRq//aV+3ZUXLJG77qiDlbQv4p85xDddmIklcLcLrB2RnsP2OFA3lkz3TtD/oWAvKR0m5Q8+rn40Rx50tM704VtQAGHQBz/AU666Uao/+dy1DFaVRe9/IvDzOrDz1mrhjU0vszlCi18+0iHZcGBfgvFnXqCK89Kee6qifXCPXlpOkB6w4J9xz0OyqGRwNlFPPQsF6MLf/lRr85GHHCuTLrtWFg9Kb12Yetl+kuw4QSasaoD7JExILepfYn9q7XkyfvO/+k43DMQGZnh+6C77ChSDUOIg32PyZOjO+8rwvQ8RyIc6oerDT4P7gV37xfyeRZQ+TqFRbrBc3FmXqruqMWOdj8d7DQulmlqp+e5/ulwaG5rmfCRXQ4054QyBVSM25x3T+wydgAocZoRphnocGzxOufomrcem3XJXy5QjaolXI/O//EatS1FeRh/ZWxVSUEphw+/Jl10j5Q89rhuZrnLsCYId67FhYMVTz2v5Rj4qmCPCdLHHGZOBdX/2lWk33aFpBGUg+h6wOIHSEnzH9j5DJ0SgXMbA0Gqf1Tq4bXsdvMJ1V803P9iDDnweWhsUWIIADzY16UrEytfeknGnny8jDjhS259B3Xup4gzKU1imo+3GCqWpN96hfSZsUp/LEVXfILa2LxcojnfQT106ZpzuvTP7xVdT7SF8pi4aMEjL+ZTrbtF2HXUDrKAxyTnulLNVgQ23eUuGjhCUgXwfqhiYXi5VfT6SmY89LVOvv1Xgux2TM+jnoZyhbzfhrAv1f3Pf+UBdz2XTT8+3zBpeTPWQMy7o2877+AuZdPGVauQw580+wQ1GnIH5XEeRRlq3XX+b1g0lm/WQ4XsfrBMnPiLl/3bE9RYmDOACL/Q+O/YyK9Yxqi2Vo8iDts+16LSQ61vkOfRTnGMClDlM0hXSEVXbHkacox57RcVqXdR55X18ltxQtVjKoZaPiNorZ1mMuhw5v5/LdeyKdQjd1NCoG5SOOuIEHWyV7riHDNlmF1WYQWk6bLf9E4qyg49OdLDPu1TKbr9bZj//isz78hv1xbmqdkEu8c/PO8hwtQtUjjWNy7MKU31WvdVn7TLz5Maa9SNGBQ4HHdIZdz+oAxEMQLARJXwSRX40NwtcfCz49Q+peOo5VZChEs730bxypTRMmarK4QW//K7fqR8+SuA2JN2ByhGDSFguL/ztL4FVa1ZHRPHLSiaPh5GnYLE0/+vv1NJ7zuvvyPwvv1XF3cqqeR5vZH8LE2IN08pytijGF1VR8fvfAstkrEhY+Oufei+jNM2JOgP7Myz48VdVDGKpOzYkhdVt7f9+0c0g4RYDlXKhHVGkjxVn5HlYghudaCz57NYzFut9S64ofnUgVjZDLWjnffJFiywbI0sztCWL8u//H6t24KoDZQJ/2LitNRyRpYsdFtqBZQ3qX3rJ8JHaDi2bOFlWVs/TZf72R3Fu9W9gNYiJ97nvvJ/7Kq4iaYMsBmgnlo6fKPO/+EYqX31LKp54VmY+8qS2S2i7l5dn6aPbCtjnN4q+Qaxtn0+883kb8UP/Ea5VUIfGciQHcejnwY97iyZZI4hALPWQM17NzdH2d/KcRshryytma91Qfv+j2m+JK92jrrdCzz+tdYya5zzoLFJRXEdZ3zavXqP9FfhSt48JdHXI0Sfn3i+JAFQUbXs+oxHn2Ct0Vq21PsmUARDvPIzPirkcAlHo7ZUtHeIsRzYxsjotCMU6JEanakXlHFXKzvv8a6nq86HM+/RLtZpb+MdfCUXZ1DLdTCyrGBb6w7CsrJwjky6/Ri27Rh3RW8ofeCx7i5OmJrX2DOovu9CxUD4SIIGWE0C9CsUWLPotdyBwiTLxgssLYslny2PIEEigCAhAIb50aSgWv0UQe4pIAiRAAiRQjAQ4Ri3GVPOUGX2QKVdebyjVoWAf0KGL+qD2fIk3cyLAsZcPNtYnOhZgOfTJH47bxViOCkax7mC5zl3CsnbpuAlqnbPORZ4RJgESCI0AVmZUvvqmjDn2FF35M/6082RJ6fDQvseASYAESIAESIAESIAEWgcBjlGLPB2xR8uUaVLSqYehWO/btr16Csi04rvIYx+L+Bx7+WNfZ+sTlkP/TOHzn2IrR1Ss+yQkb5MACZBAqyGAJWwLFsriwaUZXSa1mjgzIiRAAiRAAiRAAiRAAiSwDhOAcgruc+0uYHDeb4NOUv7Ao+swmZCjzrFXyICLK3iWwxzTq4jKERXrOaYxXyMBEiABEiABEiABEiABEiABEiABEiCBgiOgm9nPl+H7HWYq1tu0k4Fbbq/uIgtOZgpEAq2NAMtha0tRz/hQse6JhTdJgARIgARIgARIgARIgARIgARIgARIoPgIwO3Gwt//kr7rdTAU633/sYmMO/Vckebm4osUJSaBIiPAclhkCZajuFSs5wiOr5EACZAACZAACZAACZAACZAACZAACZBAoRHApqWTLr3aUKonNi3dUuZ/832hiUt5SKBVEmA5/P/snXd0FEfyx//8ge/sOxMMxiRjsME2OOCcc+BsnHOOZ59zzjnnnHPOOUchFBAIECAkEALlABLKWaCt3/vW7izTk3Z2tTuzK2re09PszHR39afD9FRXVw/IYjVlShTrJiRyQQgIASEgBISAEBACQkAICAEhIASEgBAQAilIIBCgrrJyyhw7WVWsDx5GOTvtTetaWlIwUyKyEEgxAtIOU6zAYhdXFOuxs5OQQkAICAEhIASEgBAQAkJACAgBISAEhIAQSBoCfT09tOazr1SlOjYt/deWtOL625JGThFECAxkAtIOB3LpqnkTxbrKQ34JASEgBISAEBACQkAICAEhIASEgBAQAkIgJQnA/UTB+ZeaFOuzR0ygxr/TUzJPIrQQSDUC0g5TrcRil1cU67Gzk5BCQAgIASEgBISAEBACQkAICAEhIASEgBBIGgK99Wspa+JURbGeNngYzdt1P1rf0ZE0coogQmAgE5B2OJBLV82bKNZVHvJLCAgBISAEhIAQEAJCQAgIASEgBISAEBACqUcgEKDOVaUERTo2K9X+Zv1rFK285a7Uy49ILARSkYC0w1QstZhlFsV6zOgkoBAQAkJACAgBISAEhIAQEAJCQAgIASEgBJKEQF8fdSwroln/3iqsVP970FDK2np7as7IThIhRQwhMMAJSDsc4AWsZk8U6yoP+SUEhIAQEAJCQAgIASEgBISAEBACQkAICIGUJLC+pZWWnnE+ZU3YkdI2HUGZY7aj5ZdfS4He3pTMjwgtBFKRgLTDVCy12GQWxXps3CSUEBACQkAICAEhIASEgBAQAkJACAgBISAEkopAoK+PukrLqeK5l6ngnIup5J6HqKukLKlkFGGEwEAnIO1woJfwhvyJYn0DCzkTAkJACAgBISAEhIAQEAJCQAgIASEgBITAwCAQCAyMfEguhEAqE5B2mMqlF1F2UaxHRCQPCAEhIASEgBAQAkJACAgBISAEhIAQEAJCQAgIASEgBISAENhAQBTrG1jImRAQAkJACAgBISAEhIAQEAJCQAgIASEgBISAEBACQkAICIGIBESxHhGRPCAEhIAQEAJCQAgIASEgBISAEBACQkAICAEhIASEgBAQAkJgAwFRrG9gIWdCQAgIASEgBISAEBACQkAICAEhIASEgBAQAkJACAgBISAEIhIQxXpERPKAEBACQkAICAEhIASEgBAQAkJACAgBISAEhIAQEAJCQAgIgQ0ERLG+gYWcCQEhIASEgBAQAkJACAgBISAEhIAQEAJCQAgIASEgBISAEIhIQBTrERHJA0JACPSHQGD9euqpq6fOlSW0rrm5P1FJWCGwcRIIBGh9ewf1NjQQBQIbJ4M45xr9UqCvL86xSnRCwIKAtF8LKHJJCAgBIeAhgUCA+rq6aF1LC/WubeC/9W3tMqbysAgkKSEgBITAQCYginWPSxcf893VNdSxvIh6Gxo9Tl2SEwLeEgj0rqOm2ZlU8sCjVHjR5VT54mvUUbjcWyEkNSGQwgT6unuoec5cqn7rPSp7/Blq/GsW9XV2pXCO/BUd7+C2JUup/rufaO3Pv1PHsiJ/BZLUBzQBab8Dunglc0JACCQzgb4AG/a0LVpCDX+mUe0Hn/B3SNmjT1PZo09R9RvvUtPsLFrXJEY/yVyMIpsQEAJCIBUIiGLdw1LCB33rwsW08ua7KP/086jiuZflZe4hf0nKewI9a+po3vT96O//G8J/szYdSYXnXyYWIt4XhaSYggT4nTE/j+bttj/9PWgo/2VN2IGaM7JTMDdJIHIgQF2VVbRoxkk0a7MtKX34OFp65gXEVmtJIJ6IMLAISPsdWOUpuRECQiBFCAQCtK65hZoz51DpA49R3hEzKWPLbcLfIto3yd+Dh1H2drtQ9dvvp0jGREwhIASEgBBIVgKiWPeqZAIB6q2rp8XHnx5+sc8ePo7W/vanVxJIOkLAUwJQKrTkLqC0wcPCdR7Kwextd6L1ra1RyYLlm92VVdRVViFKsKjIycOpTKCvs5NK7n14Q/v5vyE0a7ORtOzSq1I5W77J3tfTQ7UffqrwnL3F1tScneObTJLwwCUg7Xfglq3kTAgIgSQlEAgQjHqqXnmT5u66r/K+DyvUQ8Y+/HvwMMqZuqe4hkvS4hSxhIAQEAKpQkAU6x6VVGDdOmpKz1Re8Ombj6byp573SAJJRgh4SwBKrNWffanUeQxiM0ZOoM4VK90JgwFyXT2t+exLWnH9rVR05Q1U8/b7bHXqLgJ5SgikLgH4VV9x3S1KG8JE1dyd907dTPko+fq2Niq86H8Kz/QhY6jqtbd8lEqSHqgEpP0O1JKVfAkBIZCUBGCp3thEZU88R+lDxyrvekulOhTsg4bSnMm7UqC3NymzJEIJASEgBIRAahAQxbpH5QSfuOVPPKe85NOHjKbKl1/3SAJJRgh4S4AV6x9/rtT5sGK9eJUrYWCpXvH8q8oAGRNSxbfdw5sQuYpEHhICKUoAFq+lDz9hakNZ47cnTNbKER0BbFqWd/QJCk9WrL/yZnQRydNCwAUBab8uIMkjQkAICIE4EdC+O9L/PUp5z9sp1bECMHvSNCq++Y44SSDRCAEhIASEwMZKQBTrHpX8+tY2Kjj3EuVFnz5sHNV9/b1HEkgyQsBbAkG3C58pdT6oWN+GOleVuBKmZ3Udwae0cVCcsdUkai9Y5ioOeUgIeEoAbr8am7h+dqwopr6e2K2g+rq7edNSU/0fNZF669Z6mq2BkNi6piaaN31/pT9JHzqGat75YCBkLznzEMf2kPAMxllWab8JLzFJQAgIASEQJBAIUGdJKc3dZR/lHR8ePw0eRpnjprB7mAUHHU2LZ55KBef/lyqee4ldtQpGISAEhIAQEAL9ISCK9f7QiyIsW8rNOFF52c8ePp4afv8riljkUSGQOgRYsf7BJ0qd1xTrXSVlkTOCjQZLyyltk+GmOKTtRMYnT3hPAPsKtBcup/Inn+f9NArOuTjYxwcCMQmDpcn1P/5irv8jJ3A6MUW6EQfqbWikrG12VHimDxtLaz77aiOmkrisx7s9JE5SokTIKu03kSUmcQsBISAENhDo6+rmVeBhRbrOj3rapiMod59DqezxZ2jtr38QGz1092wILGdCQAgIASEgBPpJQBTr/QToNridYr3xr1luo5DnhEBKEejr7qGadz9SlFisWN9yG+oqr3CVFyjC4E9aGSiH/CF2FBW7ikMeEgJeEQj68L4iXF/hD33e7vtTz+o1MYnAGwDPnR+OT2sHsuFmTDipt34tzTb4XeVNxH/+LbYIJZQjgXi3B8fE+nkzEbJK++1noUhwISAEhIBLAvhemL//EabxUto/R7B1elN6hsuY5DEhIASEgBAQAtETEMV69MxiCmHl23X2FuOpaZa86GMCKoGSngAvg3/zPdMgN2PLbai7usaV/Iij5p0PWbmO9gLr0pype1DJ/Y9SIEYrYFcJy0NCIAYCvQ0NlDlmslLnsYHW6k++iCE2Iurro47lRUp8UK6zYj0rJ7Y4N+JQPTW1lDZoqMKT38MZ2RsxlcRlPe7tIXGiUkJklfabwBKTqIWAEBACQQKBvj5qW7yUoETXDBDwH8YNOTvvzRbqwkoICAEhIASEQCIJiGI9kXR1ca9rbqG8o45XXvj4oG+WD3odJTkdSASgFK969U2lzmOgm7HlROpZU+c6q7B8r//+Jyq+8TYquuYmqv3gE9m41DU9edBLAr1rGwj00/gYAAAgAElEQVQ+u/UfdrP+NYqKb7krJjHwsdi+tFCJD3HPHrE1tS7IiynOjTZQX4A/rvVlE2Q5gdoW52+0WBKZ8Xi3h1STVdpvIktM4hYCQkAIBAnw98Zrb5nGSulDRlPZE88KJiEgBISAEBACCScgivWEIw4mwIr1I49TXvpsdThnrkcSSDJCwFsC7O/wxdeUOg9FVsaoibSusdFbYSQ1IeABASgSM0ZNUuo8fHsuPfPCmFKHK4nW+QuV+DRlcHt+YUxxbqyBAuv7qDVvsYklVtC4dU21sbKLNd/xbg+xyuEmXCJklfbrhrw8IwSEgBDoH4H1be207JIrlfc7rNXnTtuLempW9y9yCS0EhIAQEAJCwAUBUay7gBSPR1ixfsRM5aUPq8OWebnxiF7iEAJJR6Cvq4sqnnlRqfOaYn19a1vSySsCCYH+EoCPz+xJ05Q6z/49TzgjpqgD69ZR46wMJT5WrI+cQB3FK2OKc2MNFFi3npoysk0seaKvpWVjxZLQfMe7PSRS2ETIKu03kSUmcQsBISAEggTWNTfT/AOOVN7vszbbkpZfcb0gEgJCQAgIASHgCYHUV6wHAoRNp7orq6h92XLqrqomWAkl28GK9cOPVV76rFifvzDZRPVHnhQpR3/gpGaqfZ1dVP7Es0qdZ8X6VpMI9+QQAgONwLrGJsrZaS+lzqf9YwtadOzJMWU10NtL9T//psTHbQhW1pVVMcW5sQYK9K6jtb/+YWKZOX77xIwZ5J1G8W4Piay7iZBV2m8iS0ziFgJJRED6e18LAxuTZ4zeVnm/pw8ZQ1WvveWrXJK4EBACQkAIbDwEUlOxjgFMRyd1lpRSU3omVb36Fq244TZacsrZVHzLndTw+18E35bJdECxvvCwY5SXPvvJXbgomcT0VpYULEcA6uvppY7lK9itQE9tCiwxDAQIm+dCVljQeXX0dXZS6cNPKnVeU6x7JgfXsQ7xye6y0FOubrvMl1ePrWtqpty9D1bqPCzWlxx/ekwiQDFX980PSnxBxfpE6qmrjynOjTUQs/zqO5UlNjabtmf8kKToOy1+ANSY4t0e1Njj+ysRskr7jW8Z+RkbynJ9R0dcRUCcXaVl1FFUTOtaWu3j9mkMZy+QR3eSffwm/b1HFSFCMoEA6wP+TvKNyWV8HaEc5bYQEAJCIMUJpI5iHQPL5mYegDbNzqKadz6gZZdeRdnb7qx+KA8aytdguW57IK7GJuoqK+/fQDk06ENckQ5WrB/yH0VWVqznLXEMCgVksk0SOAoc6WY8yzFSWgm4j/JA/cs/43xacMgMKrn34cj+eVFPWtsIdQAfUl4eqDtwGVH54mu06s77qP6nXwm+ZL04oFgvuf8Rpc5DKZg5eluiQCCxIvCHaCs1Z87hvqL248+p08l1RiBAkLe7uoY3OGwvWMYD9d4Gb1glFoa72FOtbrvLVQKeQl3p6ibUDbRprL7QVknh94KDZyh1Hor1/NPOZUECPb2sQIF1Fdphb2NT8B1k0x5YMfe1QRms7VPQ3JyAzA3cKPt6eqj2w0/VstlkOC8f71euU/yd1q+8I7CH7SHVZJX22+8S8z+Cvj5eCVv31XdU886H1JK7IC4T9diUvfHPNFp++bW09KwLqer1dwjvBePh5xjOKItnv5N5/Lax9/eeVQL3CWH81Zw1R3m3swHC6G0t25T7mOP3pIyv48fSKSa8c9e3txPGe3IIASEgBLwmkNyK9UCAlQ/t+QXU8GcaVTz3Mi09+yLK3m4X0wsUL1HtL33oGKp5631LlngBQ2lW/vSLVHTF9TxQxu9oD7wkW3IXUs3b77MfaShbex02ZGTFukHhMnvEBGpbnL8haShgW1p58gCDhIZf/6A1X35L9d//xPlvzsphpZ+jZcuG2JLnLAHl6CpzPABuoY4VK6l1QR6BX2PabPZZ3DI3l9qXFlLPmjrCpnZuDyjDFup85c/61ygqvukOS0Ux6ggs2xv++JuqXnmTKl94hdZ88Q21zF9IsI6zOhCmu6aWWhcuZgU+wq797U8+b1uylN0eWYWzu4Z0MAHFbWPQUMrYahLVvv+x+fHQJBFcKkER3164nDpXlrAssVppYVXJqrseCLdLrX1mjZtiTt/pCituungyzOkx/T0MrtBucqbuyenP2mwkLbv4f2Z+oUkPbGpY8/7HVHzLXbT0nItp8QlnMreyJ56l5sxs2/LSpxntOQZ+mHBBncJqgp6aWj7HJkx+HKlWtyMxgo//zpKyDW3/r1nU+Ncs9rPdMm8BtS1eSp2lZVG5JYKSo6uiklZ/9BmVPf4MVbzwKrcnWJU3/PYn1f/4C83b4wClzsMVDFYr4f6az76iypdeo9JHnqSyR5+i8qefp5q3P+B+yapPgCJ+jdHKmhXrk6jPznqSlRIt1F1VQ53Fq7gPwoQRXKYlZEIL6TU1M2u4Y0NbQn+L92pXaTmtb4+vlWe43DmfrZzH1gWLqDl7LjXNyuBVbM1z5lFb3mJ2EYe+AEdfdzdVv/GuWjZYTRCL/3u/3mnhzPfjJI7vRa/bQz9yzQYKXrZdyJoK7TcR/WR/yinasImWv6+jk0rue4RmbTqS0jYZTrl7H0J133xPuB7rEVSyZdLcXfcN90ezh42jqtffNkXp5xjOJIzuQiK5J934zaf+PpGMdUWZmFMPxwWoL3VGAwQ2stuJ84b9VcASYyC0J+ynAUM9L11SDrTxNcaSiRr3obzwHczf6E6rwkPfb/hmDetMPv+aqt98l1Z/8gV/N1tNVrqt8Cnd/txmUp4TAkIgrgSSUrEO5TesyaEEKXvsaVp87CmUMWpSeACqKejs/mMAvOziKyxB4UVQcPbF4bjYmvCUc6KzXA8E2IIlvFHK4GGs7K9+21qZD0HwEl9w8NHhdCE7K9bzC1jZ0bt2LTXnzKOql1+npWddRHO2340H8pzHQUMpffg4ytlhN1p69sWspG2ZO9+sJLTMsX8XE1mOTrlCulCYof5UPP8KFZxzCc3f/3DK2WF3tpbOHDuZ5k3fnxbPPJU/mGDF3ZZfQJEUmlDAQ4GDj6tw3Rs0hOCjFzPk4SM04IAiDZbtGSMmhJ9P+8dwyt3nUKp86XXqWbPBlQMUFN2V1VT//c+08rZ72Oo1a5uphEki1NHsiVMpb8aJPGCAstDNgTjb8pYo8hr9PWNAiviwQSLqb/ENt1HBuZfSkpPOosKL/kcrb7+XJ59a5y/kwaibdLVnoJBHXsKsMPk1aChlTZyqPRLxPwZYUNTVfvBJcAIrI5uV0ZECYvJpyYlnKmnP3mI8K1W1sKwUKqvgj9mFRxyncNJkThs8jOZsP52qXnmDld5a2Fj+Iz1M5EDh2JSeQas//ZLbctljz9DKO+6nVXfcx8rW6jfe4brbXlAYF8s4N7KmWt22zRMG2u3tPOlZ+9FntOyya2j+AUfQnB12o9kjJ9DsLbam7O12pnl7HkR5R51Ayy6/hutWS04ur1aIpHjmyaJ7HiK0I62OaP8xeYONMGf9a0v13qAhhHvp/x6lXtcmg/H+mLQT1bz3kSlbrJj78ltTOEyQ9RlWv0BZA8Vh0+xMXqFSfPOdVHD+f7kPWnnLXewybe0vf7CiPVI+TYJYXMDEECYtG/9O57YJ1nDHtuDQ/9D8/Y9ghTWsMTH53Do/z9nVgUX8dpe4r6yq5nTRjxac91+af+CRlDNtL8ocN4Wytt6B5u68Ny089D/sIg5KMPRx+EiqfPFVhSXGCoUXWY8VrNL3651mJUu01xLxXvS6PUSbZ/3zfsiatO03wf2knntCzr2SPxDgb5HM8VM29BuDh3J/DaOXWKwi8a6Fwmjh4TM3xPl/Qyjtn1vQ4uNOVXD5PYZThMEPj7gny/jNl/7eI8amso3ThYSPC0KGNr119dRdUcUrS2EIVPaIwe0kFOvbTCWMeeq+/p7HefC3XvHsS1T2+LMEQz0YGTVlZFHP6jVxyr11NANmfM2uUBM77uNvvgV5/O24+LjTaNU9D7KBhEI2NNHVlDmHv6EKzruUv9MwntPG439jXD1xGpU/+Vx0324p3v4UTvJDCAgBzwkkl2IdCsnGRv5gLrriOv5IDneSmhLCxX8oPhcc8h8TTAxSodSCslIfLxQuGOi6PYKz498rcbAlyz6H2kbBivWDjlLCsCuY3AXUmruQFWrz9jiQFY962azOkda83Q+g6rfe40GFbaJ+3UhwOdpmqy/Aikv42IeSJ3P0dgpvK5ZQ9KI+LDr2FKp+631eLWCndGKLx7feM8WZseVEwiCPj0CALY+hwHFaWZE+dCxPGsH9CBRisGKH5TuUv5Zyhuo9LOSxyz0sUCMdWGpc8+6HanyDh9HcnfZk1xWwSIel7bLLrqasCTuqz+naGZSI8/c9jMqffoEtUCOlq92HpSrypOQHg93Ju2qPOP8Hy9rVxErvwcMIAyVMOGElR6QD1iFQcurTTt98NA+qERYfTFgtsuK6Wyht0xHKc/ow2jnaatXLb4RdfkRKX7mPSZPqGmr4K41d4yw+4XRH3qiTGSMn0OLjT2fle38sLhQ5HH6kWt22ygr6967yCq7zmEhTJsB09VkrU+0/nps7fT8qvvXu4DL/Hht3TZhQrallpYoWNl7/MYGDPh0fYPqDFXNffGOqn3CnFNDcx6C/bWnhvUWKrr2Z5kzZ1fS8Jmf6kNHsdgB1H7xiOtAu6+qp/rufqODcS3hiUYvf6j/3H/sdztbi/dqTAvlsbWUrpBU33kGKssuhfJFnKPibMrKp5MHHFDbBFUd3Rsbg1zstsmSRn0jUe9GH9hA5szZP+CRrMrbfhPeTNkUQr8teyo9xQnP2PEL/rPRtUNpM3oVXkkbTj+JZWFcWXnyFGt//YfJ1Syq65iYFk99jOL0wXnKPNH6DXAkdv/nU33vJWF+2cTn3YFwAC3MYlcGlW+mDj9GK627llaUYh8BYQmmjGBMMGmppBKE9h3YNd7KlDz/RrxUokfgNhPE1vou9GPdhFS9WDWtlNOvfW3FZM2MovTs6CCtOYXSZM3WP8HPa88b/+Ka2MlqxKrOUbn9WGZJrQkAIeE4geRTr6LTX1LHia86U6RE7S63zxEd7+rCx6vOhJWBQgOsP/F7zldn6D1aMWDru9kDHDmtATQb+P2goKzTs4mDF+oGqYh0f/KUPPk4LDS5ilHidFAabb8UWl7AaTJrDg3K0yisUUnC7giW7TkpiJ7b4sMELHS5XrA7ejPPBx9Vyh8/wsZODlkvIe00tlT7w2IbVBg7lN3vLbVgZBrc0evcyTjLiHgYa8O0OhbzTAcX2imtvUeTlCaC9D2b3NPi4g4I/UnrafSihiq66kTpXlTglG77H6V9/qxo/2skOu4efcTpBe137829KeLYwveAyp2B8z+rDDPLDchcfy60LF9GSk89S4tbyafl/cLB9o465PtjyoYNdU6y89W7CCgTLuJ3qyBbjqfyJZ/ljvD9LzyPJnGp125gflCmsllZcfyuhX42WM57HahJYtzf8Ncta6QylyIpiQj2KJX7HMNwudjNZQML6a83nX5vSyxq/fRABr3SpIlhiwRLfMY1QPcMKGEwkti5y3t/DyBi/uZ8tKmZXNpljXExc6ur27OHjuN+KyTosZKGEJb45O+3lKp96Fhgn5O55EC0+/jQlbPrmW1HZo09bZXXDNZ/eaRsEiP0soe9FH9pDzCR8kjX52q8H/WTMhRQ5oCf9vF6M0OrU3L3UDanRt/BYap9DebWjPojdOZQ2nStXUdHVN1KaYZNFNhqYsitPGurD+z2G02Txmnuk8RvGYQkbv/nU33vNWCvbePz3YlyA7wEY1aAtmtqPbpyhf++7PYdxVPuSgnigsIwj9cfXfWx0BheGiR73oe3rv+HZ6GS3/fl7F0ZGWImKFYqYNHFTvhj7LTz8WHYFaFk4oYup3P6c8iX3hIAQ8JZAcijW2Tqgicqfet68jN74woSF8eajac7kXWjBAUfypnBYCm7sYDO23IbdtehxYik4rG6Nz8JivWOZe4UZ/LTBTYY+HnT+c3fZV5+ccs6K9QOOVMIgPDp9fTzRnkPRWHDBZdS5qlRJz5cfHpWjMW9QMMOnb+GFl/d7wBXcaPA8k4ILadpOqGw/nZfIYmIIyxHh9sFNOSKtvCNm0qL/nOTq+XCccKey9Q6sSDSy0P9e39pK+aeeo8SNeoqwbpVw4TRD7RCTD1gNgPoc6YBLjqJrblbSxwck/J67ObSl+4oMaGfTIoeHD8WsidOUtOGiAx+1HcuK2NWNEq+xn7H4zRMa9z3sRvSQe6cGtqxxY1XhJEv6kDGEpY5whxOTUtKFxKlWt/VZ0hQWcHvixNHNPShLsDoDqzmsDuyVkXf4TNdt3E2aeCZ92DhuK8Y0oZhb/dlXar40d0ohC31MFkFB7DYtPMf93KnnRpyc08sT5FwS7GeNFpwW7cVKHsiJjzO8i10fUKrX1fPS7UgreqzSdLqGtgXXS7aHT+80W3miuOHFe9Hr9hBF9k2P+iFr8rXfVeweyqlNuLkXqZ80wY/DBS/7eb24wQn+39nVlJENxt/Y9ym8YlEfUHfOshdDqX6TeYwa2vum9JGnNqxCCoX1ewwHMfzgHmn8tvTMC6J636HcXI3ffOrv/WCsq579Og3KnvhxAfffRx0fdbkb26zVb7hlbZ4zt18cnAKn/vg68eWr8euuXW0qY+hoWvOWsJERVvNalaHTNeiDnAzCUrn9adzkvxAQAslBICkU61gui41HnKxnYSUIH9nYBA6KvZp3PmD3LVhiBTcuRgU13EBAgaY/goq+m0ydMpbVw/e62wP+/+CmQd+R84fG/kfYRsGK9f3NinV9HHyOiYMhYyhnx915kyT4ZYdP7jnbT2fXFkjHGAbKzuX/u44w8PDz8Koc9XnELDOsjxcdc7KJi8Zz9vDxbOUIn7tQYsNaEz6A4RsdimYjzwzeSX6D/3MtPStFMc+m734Ab4IDVyFWfpRRN+FD2a3CHfIgXtRhWDlbyTjr36No1V33a6JZ/scEECZdjPlz9dvBGgCbbGGjz0gH87rqRjV9dkWzV6SgfJ8Ho0ZXMi4V8+sam0yWrfgIht91tBUTg9DH7fx9DqVFM05k/6cYjOmfQ9tbcPCMyMpIWDxBEfjsSwRLGH0cfB7aMwF+v+GyBH1a3tEn0MJDZtC83Q4Iuriw4A+XRdVvvueKXbQPpVrdDucPrFevYV/aVhYseG9gEhbWyvBpm3fU8WyVDtcvmFxCnTCWDz7AV93zUDgJ/QlbTf32JxWcczHN3/dQmjd9P16OiriyJuzAezigPzbGyX3AxKmUs+Me7PIFfTo2wYP7r/n7HU6Fl1zJ/Zg+LZyzYu7TL9X4oFjfZiq7SVp1532W/YMxfavfeO/BgtLVAcvN6hpbzvr4+V1sUX/5mUFDeYUPNmV2e8Bqs/LF13hCXZ+OFh/aBXyroz2hnMF17k57E6z6rfpOfRxY7bbm869sRfHjnWYrTBQ3vHovet0eokBgetQPWZOp/XrZT5rg9/eCx/28UVyUI1YOWa2mZRdzT79gaxHJ1rzLini1n8nSdtBQdv9XdOX1lvs8+T2GY/cPHr5fNe5+jd986e99rtsa85j+ezguwDc0VhTq39/9PcdYBfvV4JsQbS1RRyqPrz0d92FPi/JKUxnzavKzLmSDEFOZDx5Gs0duwx4DMPZbeOgxJgNN3l9rVoZ18aZy+7POkVwVAkLARwL+K9ZD1mh5Rx5n6kzRgcKybu4u+/AGZdjlucti40ZYN+RM2zMcPm2TYfyBjQ9y/WGlEIcyBkprO7/a+vDaOb/g91df8HhBQ2ljd7Bi3eAKRnlBYIA9YmseOEDxByvFlpx5rPiAPzH4lFt15/0ETlD8KGGxEWpI2YmZV18OD8tRyx/PMq8qofxTzzXxAB9YKMPvHtxD1H37I29ChQEOJmPg7qXskadMy9pQd6DsstrIFPWp+CbVBRAUN9goD5t7YqMUpVxCZYpBGzbZgxJOuW9l5Tl4KMuEurTqrgfYStNqMAklL5RzTvWWlxFfZ3DFYpUmFL3Dxm6YfDjmZFp8whmEzXmzt93JJDPnefp+7NdZKwur/zyYvPJ6NTyv7NjH6nHTNbvB6Nzd9jc9a7yAiTLj8m3IjWWMxskptF34t4Z7HZQj/FV3V9dS0VU3qLL/3xAehHeVVRiTU35jgI5Nc00uQ8B56BhWpBZdewut/uRz9hPaXVFJvU3N1LWqNLhh8+PP0IKDjia4ztDXF7YyPuVsJa14/Ui1uq3lm31Xvv62ecCNiZLR27I/cWye2ZyRTT01q6m3oYGX7mMfBkxSYHNh+NjUK2Bxzv7OHfpSWFyjrjT88Ret+eIbjgsTKSX3PsT9h77c8I7JHLsdVb70GitnsNlna+4CwoapTemZvNrGzq0TK+Y++UKpB38PGkIZW06g8ieft5ysQ33GUlr0N5i0wUQRVokoMsFKfsgYqnr1TQ2l439McmETKNRBYzzIHz5Oc/c5hD9Ql55xPk905u59MGVtvb3peci36OgTqK+r2zFN3ASXxr/SzfutDBrCVvroG5dfeT3720R7QjljE3D4f8cKuEXHnswrdEwyh/pBtLG1P/5iLYcP7zRrQaK76vV7EdJ51R6iI2H9tJeyJkv79auftC6B6K8mg/wsw1vvc1+n9CehFYQ8WajtexHKIia44AucV7gaJxvRb46cQMv/ezX1rK6zhOL3GM4v7r6M33zq7/1ibFnhorzo5bgA/tXhVxvjOv14DatgYSChXMP7He1r1ETWBcB4YcEhM9jlJsZD+CbDxphY+bDq7gdt3X9GicP28VQdX3tZvgyvL0Bwbav0r1bfrLiG77lxU1gnsvK2e9iPOsbUWG1qdLvJBhRffGNZPqnc/iwzJBeFgBDwlYDvinUMPJuzcswf7CHLbfhErf/hZ8ImPnYHPpQqnn+ZFZxQkuAFWvnKG6bHLQdr/xjOygfTww4X2JrCsGkGFA6whrU7WLF+8NGWLwwoGqCcXXHDbdSWt9i0HFSLEx/MHUXFtPSsiwh+4fUvHwwqMAGBzfv8OLwsR84fBsGNjbzhIAZQehb4nT58HCvN2F+y4WNH48P1Ye9DlLBQhhbfeLv2iPJ/fWcn+3A3ppU1bop5efXgoWwxic0xu6uqrd3I6AcMXN9Hs3uj0oeeIE15C8VS0+wsMlpPQ4bMMZMJG73YHfDrV3L/I0r+FNlDG2ZBAQ0XKcHJhwrCIBDpthcUUtUrb7DFrzEcK6QibCIKxfjyK1TrcK6nu+5nJ7JyHZMbyy69SpEfSnGsNoh0cNnuc6gS1pgH/Ebbg4XD2l9+V6JEW8NGx0blOFx21H33k/Ks/gesIut//NW8cW7IUhebKLbkLtQHMZ3Dwq0tv4DyjjJMNvI+DtNNz8fjQqrVbeSZy6hwOVuB68sWdWzO5F15YgqKdNsDy76bmtkaGtbN+jigKAaTaI/gZJBhVZTLVRZWabFi7uPPFdm43m4yzDTxwv3e0LG8KqfiuZd4/4buiirChDImarEXhD6PWEGz7NIrrZJVrqFvxySv1WbQaI9zd92XLfxb5s2n9Z1dPNmHfgn7lpQ9/ozlZq9QKMF9l+MRsoYzTbqH3FkVXnAZvy9t44AlUn09T0BYWZqCBSyZMNFhdXj+TrMSItprPrwXnUSMd3twSqu/9xIha1K0X7zLkqyfjKaskqmfRx3BhuzGcQH258BkuN4lI8ZQ6BON7vi4Dw5NRmKzUqd3lJ9jOD+5+zF+86O/95NxNG3Q6lmvxwVg1VVSyt9gMPyB8RFWKi856SxaesYFZiOpTUdQ/inn8GQ7JrfQNrFqB+6VoExFfF4dKTm+9mHcx+0hv0AZp+rHrFrfCe8G8JuO8WVXWblSjKyf2XF3JQ5e7fuWebVvKrc/JdPyQwgIgaQh4LtiHVZrlS+8qnSC6DzT8FI87VzXimIo1+u//5mq33iXLUQCFsrU3sYmXi6u76gx0w3fvNEc7P/PsBEhx3POxbbRwE0LXJHo02ZFyLCxbL235uvvIruYQOxQFtSu5mWlRpcDWJIKq0I/Di/LkTFAgfn9z6YlX7DmxOw0FLLg5HTAJ7rRVYeTz93gBM4rahmG6irqa7hsofiZsCNvTIsZfxz4wIaP7PAzOqU6FIGYEGJ3EPPNyibjLulaHPALCAWs3cHyvmCWl8OHrKVgXQqrWTvLd202H6sptHTxn90PXXGdXdJ8nRXjl12jhENesYrAzcH5NvjShCI8b8aJEYPjwwwrD/QyG8/Z6n/fw1hpaBUhBmiY8NKHYyvf1962epwZdpWWseWuPgzaOZSaJfc+4spKF5Ezu/+qkwrsn96Ff3lr4ZyvplrdZkYdHbTytruV8gHrjFGTCG6ZoNhwPNCX1tVT3dffE6yrw2UW2vw6lqXBaO/Ft9y1IS6081B8jrLY3OR+4+PP1Ph0fYdeZqzGQL+nV+5o0UIhtPwKdfUIW47PPEV7xPY/2kHBuZeYZED7QVvGhJxt/9HVxe93uJ0Jy8qriUbRytvutU0TNyyVkmhLo7el8sefjbhiRouc+7C3P2DrNb0MOA9uXG7tW9Xrd5omb3/+88Sex+9FJ3nj3R6c0urvvUTImgztF/lKtn4ymrJKKvl5sq+WFs881bR5HsZEMFDAWB/l3pSRxco/Y5+jjQfwnsCkp9Ph5xjOT+5+jN/86O/9ZOxU79zc82tcgLEGrNfxHa5N5PP39SEzzGOM253HGG7yGY9nUnF87Uf5YrIGBhemPlMb82IV+PDxVHjxFdRRvNKyaLjv2F399gsq1t83PZ/K7c+UGbkgBIRAUhDwXbGOjq34VoNyBNa4o7eL+/IsVoiPm6J02rA8wTKiaA5YmMBaWN/5Y1C97LKrbaPBix8bVSphoNQ/71K2QrcNaHUjQLxZ0gLsjK29cKDghXuQvQ9xtGK2ii4e17wsR21yIe+oE5T8g+OqT1EAACAASURBVIW2cgA7izsegdCSM4O1Oyyx63+wdg3AH8kffmpKU18G/NE0Zjsqe/gJRbEX6F1Ha3/+zRSWLT6n70dVr7xp6WMTeejr6WV3E0o6UApBVjs3Bk7KfCinxk2hFdffFnHTLaS/vqWV8k8+W5UdVrg77uG4iSkrhy+5UgmH/GJHdzcHXLIYfeezO5RTz40YHIPCHINSXOHHfqp3dOTHrqNOOlORPx2bLz78hGX6GDxXPm+eyEAfg9Uo+HBzeyBtLFfVywx2Cw48ym0UUT2XanUbfQAmMeDXXM9Im+CEr1TbIxDgtoa9GbA6xGiJHaxj59gGd7rR19FJJfc8pMgE+bCqJZaDy+WjCIp1beLmnods99lAPKs/+1qRC5NcuXse6ChW0IpvjtnlDCYLJk6jum9+cAyPm5igsFy5AndSDvuC9Navpbwj1c3KUL5wq2A1ce4kCCYWVmAjZWN/P2Jralu0xDKop+80SwmivBiadPf6vegkZbzbg1Na/b2XCFn9br/J2k+6Lqsk7OfZUnfefEt/61gBU/3mu7xaCO4n9O8mPse4Y/z2VHL3Q7bjPT0brj9WBhmJHsP5zD3i+A3v1G3iO37zvL/3mbG+nkV77ue4wEpWS8X6v7fiFbtWz3t9jdtxCn07+lW+wb51gbnfDBmowGgOBmg9ddaus1CuXBcOO1aJA+HqvvpWLfYUbn9qRuSXEBACyUTAf8V6ezthOaQyAA1tzgYXGHDHgM0z8GGMj4T+HFC2QhmpTwuKsrJHn4oqWo5npLqxIfx5Q3lmd7CScMaJStqwArb7qLeLR7vOipKPP2fLYX1+MLBvzsjSHvPsP8rHq3KEVR4UOlA06vP+9+Ch7LYEroUiHTxwyJ6rhtcsGLOtLRjZGvCnX01hwjJgNn3kBCq++U72OauXIThQyTGFxZI2+M93PDAJULyKfQqH02IfyaPZd7td2KD14k+mNKHoxXJmfEi4OeCGqebdD0zxwHIArnbsDijUjJunsuuVI2baBVGuB/clUCePWLF28RXKc1Y/4CYoe/IuJpk1fqzsvv5WRwUdy3/+f5U40M6Lr7do5xikVVSa/OhDeZmz017UVaouV7SSWX9tXVMTzZu+v5r2piPZDZT+uXidp1rd5jr53kcKH1j0z9l+OrVarPrQOGFyA5td17z7IVsTWm0mB4toN5vzanHq/2PpPibVtHqm/YdrGfQB0R5uPsjSh4zm9uxkoc8fLHNzVblCk0tOcrGP3xtuU8OFLM6Lb7jdsf1oeYVccLeCtq/xwH+nDaVY3px5qos4yDthR2qZm6tF7f4/3KgVLueVcIoMIyfYTmx7+U5znxH7J/16L9pLRBTv9uCUVn/vJUJWv9tvsvaTbssqWeXHewRu8qCw0fcnmt9fuGVUrocUQ1lb70Al9z/q6NpSz8avMZzf3CON3zBBir2TnCZYoxq/YQLYw28YlLHfjPX1LNpzv8YFdnJaKdb52/7xZ+yCeHo91cbXfpUvj/vmzTf3nZrR3ElnOSrVUahs0HW5bqV0yPDEuLo7ldufp5VXEhMCQiAqAr4r1tnK08JdBRRSWROnsd/ylbfexS5esDkQFNFQtONFFe0BCzjjxp9wn1Lx9ItRRQXFOpYW6QfOs/49ijdBsYuIrV+PO00JAyVse+EyuyARr/fW1Zs2aHTjDgYfe1hKB8UqXkIYlKxrbCTwgQ868O2urGLfZZ0lZexaAIpBp2WrXpajlYsQlAUUTNiIxs0BZQ82MNSXIc7ZvcoSa/cqeOk3WyjjtThQJ5Zddo2lFSb8ZsNCVntW+4860LF8RUSR2eekhT94p9UWrND6a5Y5zS22pubsyJMPYaGglFq+glC3NLnxH7wrnns5/JjxhMvprAuVMOx+4piTjY9a/obV0txd1Q9UnsC67lbL5/UXsaoEmxzp5dXO2R3NbvtbuszQx4G2AZ/oWjj8Z8X+hZfrH+NzWEjDIkL/LM7BrDTKiTtEiLZo9KvPfcxdD5jSjseFVKvb6Iuwp4WeN08Y3Xq3JQ64A0EdXv3pl+yTU3HdpK36CW02jM2j4TYslgP9YPkzLyhyQUa4p+lzOZGlT5cVc1YWiyGZ0Z7ggzyS2ytCG15WZCHXRFpnt09DgPh9MGfKrmo4KLi33oEnKPSyOp3jXTXHMNHFbrdet3arxByfVjnyaoQLLot5gj34/h+l5AVtDO86q8PLd5pV+tFe8+u96CRnvNuDU1r9vZcIWX1tv7DeS9J+0m1ZJbP8GJMVnHeJedNE7X2i/489d6BUf+AxdhPjNv9+jeH85h5p/JY9aae4jt9QHl73934zdlsHTc/5OC4wyRK6YKlY5++TV+yCeHo9pcbXPpavrWIdKyQn7cT78UUqOP4W+/o7dq+KbwJsYAtXhsZVrCnb/iIBkPtCQAj4SsB3xToGjrBMRweoV5KYzkO+tbBhBXwT1n39HftSh1Wr2yNoaT5BSceNItoYP3+gbzbSEM9WvGO58Vnt97rWVlpyiupOw61SVYvD+H99RyetuvsBRQ4ojJaedaHxUaK+AMGnOPxpr/7sS7bIrHnnA6p+/W32gVv+1HPs4gJuDFbeejdbg8An77L/Xk3LLrmCoGyCuxJsnmp1eFaO8HFZVU2Zhs0GYb2eu+dBkRVMIeHZguCHnxV2qHMoE+wqbnXwRicFy0xhEA4bAeafdp5t+nZhg4r8pVbJKddgTWN0pwBF09JzLlKe0//gQYrRSjVkKdo4a7b+0YjnrOQ2WGFFUvRikyBsHqRvy+yq56SzIqaHB9h108SpSnhO857IkydQ5EEJr09bO8fGtlWvvRVRBivFul37YmunK29Q0mNr9Wl7UXdVTcS0lAdg/V5SRkZrakzcwNI6EYdd/UzWuo0JwMyx2ym8MYBuzVu8AU8AFrNdPHm55rOv2NrfODmk1QlYwMGqHBNjeE/EemiWjOF4Q8oVyLauoTHqaNmq5v2PlXyG42YL7h2o4c+/I8cbWvUSDqvJteU2rDy3isDuIyfsKieKFWSwHiy88HIlH5jkLn3ocauk2Z1Z/hnnK89Hcn1lGZHuIr+3/6nbC4MnPCbalrdn7zSdjDGf+vhedJI53u3BKa3+3kuErH62X/BI1n7SbVkls/z8zlxaaJr8N/axWEkZ3HMnOqU6GPk1hvObe6TxW8WzL0WsQtGM35i1h9+iSM9vxhEB2jzg57jARqSg+w+Dj3XH/ZDsIkrQ9VQaX/tZvnZps9HMTXe4M6rABu4NjVT9xjvsNhDGZ1b+2FO1/SWoikq0QkAIxImA74p1uHfBBy929jYuFTcNUHUWIOn/HsVL+bHxKazYYRkU6WBF3YQdlY/1mFzB1K81uSGBwiaS9a5RUZABJW7xqkhi296HFWbN2+8r+WEf1vsdbgoTtMZ4lf3iOnF1uscbVl52jSluvuBRObKyY9ZsJc+QOdKKAaPQdj7P2YKx2kYRGghQ56oSU9rMfN/D2CLUmE74N/tzKzeFhTsgbNYS6YCCsOyxp5XwSHfBQfY+t+0Gc1BQNfz2Z6QklfuwCIFlrL5+cH24/FrlOf0PWASY/IRjU+IzL9A/ZnvOE2GGTVNdTYRByVRRqciqyZ22yTDK3esg9vtsm3DoBisDz79MicdOsY6+Zd5uBtctm23JG0ZGSsd4P6jQy1TShfzsOiMj2/h4fH6nUN22Wv3B5brnQcGVTPCh3t5ObUvyqfbDT2jJyWcR3hdaHVD+Y7Pjf2/FK39W3Xmfqz0HnIBb9clIj/uVmlqnoJb3gstVrRXr3P6uuM5xObwWqaYEUvIOuUZuQ50lpdpjyn/e9PPNd03c4P4AExXRHDwJbPA9D/nh99zq4I3Gt5+upB1c4bXc6nFX1zDOwGSXngFPeNhtIOjRO82V8BEe8vW96CBbvNuDQ1L9vpUIWf1sv8ncT7oprFSQP1i+H9l/u2hK9YeecPWNYuTixxjOd+4uxm8wVIp0RDN+47g87O99ZxwJnsN9P8cFdmJZWqwPHUPV73xgF8Tb6yk0vvazfO0U6xlbTmRjo3gVWiq3v3gxkHiEgBBIDAH/Feuwygj5P8VGZVA06j98I53zUvgjZlL99z87uioBPt4QZ+oeSvxsNfegtdWcHXL+QDdYvsEtBpT8dgeWaWM5kj4/rNRYZa3UsItHfx0f0w1/G1x9DBpKOTvurn+Mz3ngcegxSvp6WdycswL5gCNMcWsXvChHvPRhbWyUl5U9n3+tiRLxP9g1ppkV9HiBw1rG8sDgqLTMnDbK/qXXLIPoL2LFgHHyaDbcssyx9umuD4uJI/h9VvLNy+Om2X+wQZlfVqGGgYKWN2j9WR99xHO2Pj/tXCUutj4/xX6TR65zh6ubyITdOURMMegOBWno88xWKC+/4RiaP0bzC5RwWhzRtHdeZXKqIc+8IsSwSoA5l5v8N/NkmwvLKmNm+GP9XYP/8JA7ke7q6JWzxvgtf6dQ3UZbWG3Y0JMtWm65i7CXBVwuVb/1Hi065iRTmWj1ABbqqAvzpu/HVi3oC5z8tVoys7gYlO1zU93jvr60zCKE8yW7usCrIabuQe2F7hTN+GDBBF44/6FJalZWLy20FAJ+NrEXgzEMJgm6yissw9hdtJwYRFuymWTrra83TYbA9z3cL8R69NTVm/OClQQOG6h68U6LNT/6cL6+F/WCGM7j3R4M0cf1ZyJk9bP9JnM/6abgUkF+tLv6734y7X+j9Zk8Rjr5LNc+1U1cfBjD+c3d8/GbDrpX/b3fjHVZjvrUz3GBnbC2ivW337cL4u31FBpf+1m+dor1zHFT4lpeqdz+4gpCIhMCQiDuBJJCsY5coUNtW1JAK268nebvdzhlT5pm8umsDVZN/6Fg3GYqVb/5rqMlKvup3vNA5eM6WktnyMpLyjdT3UywYv15B8U6lsJfdIWSNitbbNyOuClpDAKxIYeRB3w5Gg8o9vPPuEDdDE63AsAYR/j3oKEcBm4ocqbtSaURJiESXY7YYAwyhOXTFEQjJlB7fmSXKhoXO0UTWzA22rhs6Ouj9mXLTWmnDxtHdd/+oEVt+x8W2IhfLzs2AMXGfpEOnkT5828lLOKJpOSCMh9KRH2aPAlh3CE9ggBYVgu3QPp42GL+4Bm2IdHe0Jb1YWCluuyyq23D6G+wIswoO6xQ3npP/5jpPLBuPTVlZCvpsgzaJjaL801hrC7whsPHnKzEwxMD51yiPM6DwVzzTvZu64USGTbfgYunu1QXTyjD7Mm7xrQBpjF+y98pVLehpC1/4hmlXDCJAV/2mOBaeNgxphVF4To4aCjvDYDVBYUXX0Frf/7dfmLKEpTzRbiYgpuycHpa/4T9NJYVOQe2uMuKuXc+NMXHE0QPPGoRwvoS6qjV/hCYyG7JXWAZiC3+LlBXbCBf+MiB24xoDjxf+eKrSj4wybhoxgnmaNitSZXyLOr/nCnT3S0FNsfIV7D011gu6I8j+dNP9DvNRtyoLvv6XnSQNN7twSGpft9KhKx+tt9k7ifdFFayyw/lDPbpmbvz3qZ+Retn2Bhl/yOoY3n0fb/GyOsxnN/cvR6/aZy1/170934z1vIay3/fxgUOwloq1oeMoerX33EI5eGtFBpf+1m+/C1lsXlp5tjJcS2sVG5/cQUhkQkBIRB3AkmjWNdyho61dfES9ucNBdzCw2eyi4XsidMICkFtwGr1H0pG+A/HMh+rAy/fBQfPUOLgzRCvj7wZoj6+3rVrTRYqwY0c7TdKCfr70+1Uzcvw++cKBqyac+Yp+WEFxLY768Xlc3w0NvyZRkvPOJ8ZLDjoaAr/HTyDFh4ygxYeegzBhz1cfuQdfSItOuZkWnzC6bT07Iuo6KobqPaDT3hSwRS5xYVElSPvVn79rYY8D6Gs8dsT7rk+4HN4pdmtCyvWbSwY7V76UI5jY91IB6+Y2HF3RXZWcn/xTaSgvKqjfWmhEhZtAO5BnPyl8+qKf2yhhEsfOpZWf/J5xDT1DzD3625R4oHV7Nxd99U/ppyva2qiudP3VcJAsV50zU3Kc3Y/umtqlbDIL/sZf/8juyB8HXW9/qdfTWF5dcvRJzBLxwhCN9Ff5B0xU4mHFevnXaoE50mP3/5UnuOyGbE1teUtUZ5184M31TnpLCW+tH8MZ4Wxm/CxPJNKdZsnHu6838QnZ6e9TH7pw+8J3qNjHLsBgh91uEJCPYn3gTjX/vybIlu4LixyN6Gjl4mX5b79gUV8E3giWv+s0zm/KzLnmONB/2EzsWe5SmXwMH4fO6VldY/z8ZbBbdk/R9Di4083P46P0EJ1L4vgaqkjzc9GcQUbvIbrQ2jCgxXra9e6iiVR7zRXiUd4yM/3opNo8W4PTmn1914iZPW1/WKCNkn7STdllez9PPrNebsfYOpTjH0MxgyFF1xGMBSI5fB6DOc3d7RDL8dvdmWSyP7eb8Z2eXZz3bdxgYNwrFg3rMhmY7cXI68kdog2brdSanyNvbGMq5O9GPdpe0pYKdbHbBe3skBEqdz+4gpCIhMCQiDuBJJOsa7ksK+PoFyDQrjypdep6KobWbk0Z/vdCINV4wCWFX277GO7wSYUVviQ14fjQe9F/1OSjfQDlsdQ8OnjieT2gTc3vPpGJQxvlLliZaTkbO+zNZTBPQgUELl7H2IbBoNWbM7ZsaKYOlas5D/87ioppa6KSoKriZ66Ol4eDyvDeLhHoDiWY3CTyOsVjphMyNlhN9s8293oWbOG0gz1KKhosd68EArUtTYK1Nb5C+2SCV/HRrvzDzxSkZ0nZJ5/OfyM0wkUQ8Z6j3pY+/7HtsEwCTRr863UNGPYBBMTQ4WXXKnEg/aGD0u7o7exkeZM2VUJE96Exi6Qdj20GZ++jeEckwK1H36qPWX5H5ZktQZXIRwWLnuiGGizxfp/TlLkt/Kx3tfTS2u++EZ5Dulhog9lFtWBfNfUmvZCQLnDlVSijlSq26xEvPZmE29jXeHfUKiPnEDz9z2MVlx7M2/ejLwm6kDcjX8Z3HNhAgyW4XPnR52slUKa65bDJstWibCSYL7ZFUxwYs/ahRZP8Jx4psI51gke5KPqVdWFF09qX3eLSVyrlVisWN/3sPhbrDts3moSTH8hju80fbSxnvv5XnSSOd7twSmt/t5LhKx+tt9k7ifdlFWyyo/9eZoysmj+focpfaP2/kFfpZ1r/4N7wzxPWFkS7eH1GM5v7l6P31yVR5z7e78Zu8qzzUN+jQtsxOHLVkYw3OaeftEpmGf38G5JlW9HP8vXbgIiY/S2cS2rVG5/cQUhkQkBIRB3AsmtWDdmF4ObyipWrOWfcjbB56o2cNX+s2uXO+8zhuTflu4s/jmC8k8+2/J5u4u8qeLwcUrarFh3eIlzR37DbUoYKHw6lq+wSybidcy6rrzjPiVO+HRcfOIZEcP6+kA/ynF9RwcV33KnkmeUPSzW8cETzYENJzPHb6/EBWVot83mpeyX7ZMvlOeRtlv/yeyz+2TVEhmK5pW33u1K7ODmuzso6cMlRMkDj9mG57q6xXglDPyUR7tEEkrmvKNPUOLR9jewS5zlHTdFCRNsn/fbBVGu21qsv+dssc5uJ15+XUkX5QTr/uasOUoaTj+C7pPOV+JJ++cWtPi405RgmKyq++YH5TmuF6hLlVXKs5F+2Cl3WAl5w22Rgsd8P5XqttUkJXgrf4OGUsZW2/LmvsW33s1K7bhMEkYgjA8D1DFFllDda5qdFSG0+TYr5iw2EEWf0xWFz3b2W1to4caK94d43ZwwrHra2qjAuHmvZrkUCFiGsbuI91/xjbcrXHhS0WpfEvgVrqg0bTQKFzToh2I9YPmJSVh92URypeU6rX6801yn4fCgn+9FB7HYdVU824NTWv29F++2C3l8bb/t7VRkMObQ130+96mfdFNWydjP4/2MPXGMK1+Z5eBh7CYrb8YJNGszg+FPyA0d9oJCXxzN4fUYzm/uXo/foimL8LP97O/9ZhzORwwnvo0LHGS1+j5J33wrKnvsKYdQ3t1KqfG1X+M+B4v1+CvWU/vd6F3NlZSEgBCIlkBqKda13AUCBL+Dq+66n+DHWP+xwFa0u+1v6RYE1iIl9z+qPr/JcFpw8NFazK7+80DXsMkqz44/9bxteHz4QoGql5UV6y43nzNFjB3s6+opb8aJSpyx+Iw3xe3VhRjKkcvwwceUPIMpNh1FnYjmgKsS41JeLpMVxZbRBP0Ev2ZOGxvguVD4YDC9/H/XKeGjsURmn+X7HqqG32wkW5JbCoz9ABoaTBNQsSyRxDLmOdtPV9PedCQtPftiu6QpOAGlKvUjTQToI7P0LQpr+7c/0D9mOof/vLJHnlJkRR1B2XZGsULEciIO/cWBRylpsoVt3hKT0o6tlOdZ+69WItD9gDK/yOByB7IHubn3qa2L0tVpKtXtvo5OKrn3YVP5ct8K5cb4KbyyqeS+R6htift9F1yBivAQW4ZbbRIKd1G//xUhtPl20NL7TVNeWSFcEcUGopqyepNhSlyoV6vuecicMC+X7SBMSjBX3cRF5pjtaH1Lq2UYu4tsUXbU8Upc2ER57U+/WQax6juw0XNLzjzL591ctHKpgD6hvTB2/8emdGN4p5niiOGCn+9FJ3Hj3R6c0urvvUTI6mf7TeZ+0k1ZJZv8qB/YjyLP0I9x/zhoKGFvo9KHnqDOklJahJVuhkk8WLJjvNnmco8XjZHXYzi/uXs9ftM4x/Q/xv7eb8Yx5TUUiCdxfRoX2MmN769F/zHshwSjo/sTN2a2k8XqeiqNr/0sX+5jLVzBZGw1yQprzNdSuf3FnGkJKASEgCcEUlOxHkIDxWj+6ecpH+sY5M4eAf+zZoUKPnJq3npPfR6bom23C2HDHLcHPvozRk5Q4gkq1p+zjYJ9et2h+gXmj/qCZbZhnG6wH8Lvf6L0f49S5GCf23+lOQVNunvRlGPwQ1V1KRAs862pNUp/1ljytujYU0z87CxLobwoNUzMIG18ULmxQmLlh0EhGI1rhaDF+9mKvJrfcLtCZavxrVUr92iXSPJmUrOzTFZYbBHyqL1FSG99vWmzXA7z+DN24irXg4owdVk1rO3hUsLp4LZm3PwTky+YAGlscgqq3OPJsJvvUnjzHgZTpps2EYVbIeMkH29e+vX3SpxOP8C5OTuHFcP8sa5TZvJkyPP2ezg4xevmXirVbUtlFVy+jNia8o46gcqeeJY6imN3sQVeKAv0SxSlZTZbhheo/sG5fxo+jmCtGO3R19VFFS+8otbBkJshu5U1dmlYTQhjz4Pll19jGcTWcnDE1tS6YJFlGMuLUOqXllPmuMlKPngS02ZDV8tJRP5QfiRm3/joT7BCSN+2UGdaF+RZit2fi9G80/qTjhbWz/eiJoPV/3i3B6s04nUtEbL62n7Z/ZJhUi5J+kk3ZZZM/Tws1VvmzafFM9XxIvclsEYfN4WVeLBMZeXQ3FzKmbaX0tfgWbiSyz/tPOqpqXWDgJ/xegznN3c/xm+uC8PmwWj7e78Z22TD1WU/xwV2AuJbbvHMU5X2BiOzlTar1+3iSdT1lBpfY6N5qxW/Hoz7HBXrUY7FncoyldufU77knhAQAv4TSGnFOga7sALUfyjjnC3hfvndRBeuQtb++ofpeVg7965xv7EQK9a3nKjEA4Vh+RPPmtLULvBg8e4HlTCYAGhfWqA94v5/X4A6S8t481El74OHUc7Oe1MvFEIpdERTjngWm0Yp+dY2tXz3w6hybWWRzJtjvv2+ZTzszud6iw08d9nH8nnjRbzMK195Q5Ud/uF33N2VAo+Xj155gxoeZT5tL9vw/FE2cZoSJtolkrA2Lbzof0oc3M4cNj5E3rstNgtkl0nPvmREY/nb0rcoXFe84KxgZosLC3dBsLRF/XF78GD4wcdN+bbyw48PK+Pqh/DA3s2AEL7Vq2toySnqxIlWz9m3vIMvfbd5snsulep2sA+YRXpfttr+Gq0Lo1D42sAAi7W//EEVz77IfU00kzFQxHeuMm+K7HaTYqNIUMyVP/28qzpoDGv8zZsnT9tTiQuuw5acdKbxUf6Nj5zmzGzC5J1WD/E/2H88bZpcsowktFFU5fOvqhac6Lem7kHog60OntQyWsUNGkrZk3ai5pxcqyCO16A0haUoXCrp84KJ6Kb0TMewsdyM5p0WS/zGMH6+F42yKL/j3B6UuOP9IwGy+tp+eayUpP2ki7JLln4eyvKmjGxaZFgdyv1IyMXLqrsfJCgctQNhsBeMtbvKrQirqeBSw83h9RjOb+5+jN/clIPTM9H2934zdspLpHt+jgvsZGPFunH/tH+NouKb77QL4un1lBpf+zjuc1KsYwwXryOV21+8GEg8QkAIJIaAv4r1QIA3yexYVsT+YtHZRXMEP5aXKB/K/OGPDQ4//twUFT+/ZKnpef64znDve5kV66PMivUyB0tcVqwbrJVhLde2aIlJTscLfX3UVVlFJRYKPyzrL33Q3t+2Y7z9uellOcL6sayCXWPoFSTwfb1o5qmED1m3h5XyBhacRVfeYBkFPoQKL75CqT+8qd6BR1o+b7wYwCaXX36rhEce8PEFpXmkgxW9D5jd4DiFt/ooY7ciLpdIghEsbVFXFd6Dh9FcTOLYWYBDSVFaroThtjlkNFW9bO3T2Zh/trA1+offfDSVO7hcQhwYxBZdq06AwNI8e7udjUk4/rZbvhm0clUVuEG/k/9V8svK3p33pp7VEVwUYTlxXT1VPPuSoizW8549DBbPPznK25+bqVa3sUIge+JUhTcmxVA3YO0c0xEIsLJjzedfU+bYyawIzpqwI9V++Jn76DBBUlmlyMX1fuhYWv1RFPGEUsSy+NJHzW6NMkZNIrxTojmCG3wdp8iWtskwyt3rYPuJufq13G70dfFvKMW3343al0ZebcUf4XPmUtY2alnxpNNd9nst8CT4L3+YFOE8EXDCGdRV4X7vAqw+gFJ92eXXKHnnchk2juq+x2VpggAAIABJREFU/dGM0ct3mjn16K/4+F50FDbO7cExrf7eTICsfrffpO0nXZaV3/JjDADjnfn7H27qOzCmgO/fVbffa9kX8/jy9ntNm8f/PSi4sfnqT790NdHvxxjOT+5+jN8wIY73o1ffoqj+fjJ22fxsH8PqL4ynvR4X2AnEinXDRuu8L9H1t9oF8fR6qo2v/SpfrxTrKPxUbn+eVl5JTAgIgagI+KdYhzKpdjVVvvga5Z92Li2//Fpq+GuWaysOHgi1tFKV0QIYFnX4WP7mB0sQSNO4HDzsH92FZSmsjrHhqNkVDDZKedoyTVyEUhRWKvqBCNxaVL70GrUvLSQMDCIdcP8CRTw2LDW6ndCUeF1l5ZGiie99H8pxXXMzzd//CIUluMK1QGPabFslkT7jeIGDZf6p5yjxMMdd97Gsh/B/XXDOJerz/9iCFh5+rD5q23PNpYq+DuCcNz8tKbUNp91A3at+4x0lfS3fdq4vLD/KNtuSll16FXWuLAn6hreo9+ADH+erP/2CcnbYzZSmk29mlrevjzqWF5nC8capb7yjZcnxv6VvUWxI9OiTjuHYsv+am9S0Bw9lC1nHgIabsDqDktVYXlYuXthC7aPPCS5b9M8H3e68YK/sxSZYVdWsEMYEnz6s/jxRlrVallOtbluWMRQdW27D7xTU7WgsXFDfuyuqqPaDTyh7253C5cCulo46XsMU+T+UcxVWivXIewNYRW610gn1InPsdhTtZqxWH3cc17gp9pbjPEl1c5iHVicxAVl4yZW8yaiV3LiGicTW3AWUf+q5avjBw3i/ho7iVXZB+To+7qw2CcT7e8UNt3H/jXei7YGJkvZ2akzPCPbzBp/HyAsmY6rfek+Nwod3mipAbL/8ei86Shvn9uCYVn9vJkBW/9tvOxUZ34XJ0E+6LCs/+3mMt9b+9CvN3XVftf+Ci7aQUh0WsVAEWx7oR9bU0ZJTzyFMYGp9J/5jnJkzbU/eVNsyrO6iH2M4P7lbpp3I8ZtP/b1lPlOkbQYnP/wZF+iaRvgU38+LDG6aWLF+7S3hZ/w8Sb3xNYyTvC9fR8X6evfuet2UdSq3Pzf5k2eEgBDwh4BvinXNGlRbZs4Dzal7UPUb7xKW88MqGUvXoZBmBUkgQBjo9jY2siKqLX8p1bzzAc3dZR9lwIpBK5QrrXmLLYmyy4bd9lfCQIaFR8ykxj/TqKOomLpragkf9fgPOTpWrKS2vMXUmJZOqz/+jFbedreFch4KP3t/0/yBZeH3GYq4xcedRpUvv8H+laGM7KqoJLjBQMcP5WJnSRkrEep/+DnoR86oIMBgbKtJVPnCq5Z5TuRFP8qRl1c/ZXaPAGtG+EyHL0xYPFoe2PR1bQO7eMCEjv5jRzufjY0G//jbFJytks8zWCVvMpytmUwPW1xAPW638r+8xdbUPGeuRQj1kuZXX5NT+w+la+Os2erDoV9WH2WwOIUlbuFFl7MSEnltzsqh1vkLuZ41Z85h62isfoD7FC0d7T+31Z32Yusey0ShVAu5XtDCaP/Z1c57H9sFU66z7Ab/8EFr+0eU54w/2FLsjntVudmNxDRXky5afBjkNWfPVeNhVxijqeKZF7XHwv/RXy056Sz1+dCmZphA44mMpia2Uuvr6eX+BcxX3fWAYpk7a9MRBIW8xgz/ed+IKDc9Cwvm4iTV6jaXTU4u+7bVc8I56gjqduNfs6izeKWl0hjhsQFnd3UtT2zW//gLFd94B/vh18eHFSm5+x7mgmDoETt3Etgb4PW33ccTehIfsCtuvE2pC0E//7tGHReveHn4CTUurW5Z7EmCBJjz3Fx+p+q54ByTZCuuv5X7DSiQ8C7A83jH4p2FlS5Wm/hBMb7ytnsiyq9NbMGNjjFtnvA4Yib3U5hU1NLHhDuPE9Y2sJV6zbsf0jzD+14fF9zalD6ivrf9eKdFhOHiAb/ei46ixbk9OKbV35sJkDUp2m8y9pMuy8qvfh6rZ+EiKmeq6jqL+46QT/XiW+62NMDQZ43HfPkFlLv3weY+DOPVmac6Tk4iLj/GcH5xR369Hr/51d/7yVhfR2M5Z9l9GhdYycuTygeoxlYYZxTfeLvV455fS8nxtQ/li3qF73f9GA3n0G9E69EgUiGncvuLlDe5LwSEgH8EfFOs40W44KCjTR0olErzDzyKll95A5U//QLVvvcRfzyv/eV3qv3oM7bsLL7pdlYwz9p0pCk8L23f8yBbKxJWcN+pbiIaHiyP2Y6WnnUhf/SXPfIkrbz9XnYLAivlhYcew1aCxg5f+w1lTulDj9uWJAaLsG7Rnjf+hwJnztQ9eGMjWBiVPfIUTzKUP/4MLbvsGlp4+EzKHG1WciIeKOGwzH19p3s3KLaCRnnDj3Lkj5WlhZZKNShcFhxwJNcZKC0xKQLXDFBqtucXsLKt7LFn2HrZWAba71mbjaRll1xpsnjlGe6rb1TLkDe/3dmdv2FYxFXVsLWSlhaXn507AkNZ2A064H8bEz5Wh+VHmW5TTCjp0oePoznb70bz9z2MFh52LJ9jkkIvY/gcm5+NnEAVz71slVz4Gsuau8AUB/ua/vzr8HNOJ5A9e1t1uSlcSKy6+wGnYOwOCIrvsMyh/AbdZ9hYl1nFyO4VygkbzOrjYkuY68xLTHlFQuacoBsRPeNQGy288HIqf+YFdge0+rOvuJ/BagfFV/g/R9DCQ2awNZs+TUwWdpVXWEkZl2upWLe5L7/nIfb5rWfF55g82noHKjjvUqp+/W1q+O1PapyVwRMlmISq+/YHdkkEBe/i4083rQDS4kN9hSsWt4fd5Blvuvua86a7VmnwB9n55sk89HHRHlBUr/7kS6UuI5/IY92X39lGx3XjiuuVeqrxQX87f7/DeVNn+BSu+/p7Kn/mRX4fZY6fYkoLk3roazCB7eaAW5+CCy83bYLM6UPBNXpbKjjvknD69T/+yuMETHIvOuZk67qha5u8eesV1yui+PFOUwSI8Ydf70UncePdHpzS6u+9RMiaFO23o5NWJVk/GU1Z+dHPw/gi7+gTLfsvGCWU3PuwpfsXq3yxQcSPv1K2Ya8b9GGs/Lv5TscVq36N4fzgDn6YIPRy/OZnf+8XY6t6Gu01P8cFRll5/5ipeyjtlb8V7rB3N2eMI5G/U3J83d5ORR6P++y+cVmx7rQ6McbCS+X2F2OWJZgQEAIJJuCfYr2lJWjNpvvI1T7WTf8HDbX+sDaGHQTLzq0dlX5QfsEi12gRakrTGHeE3+wz9o77bIsr+GI1uKeIEGdEmaAUHTKGl7nD/YAfxzqfyhEvRHzcWCqAofzdYjxbmi4992K2qoRSc/Gxp1gqPU2cQ5vkwUWH/uCXsGEDWoTlzW/r3G1+i5UIJnchQ8aw8k+fluU5FL3lFQR/8nqZ2d3Ik89ZBon4URZNHUR9GzaWCi64zNIKWC8AWwNYWHvzxsI//qJ/1PbcarNFtli/9yHbMLjBblk++FRhFCynbXh/AsfAhptW7mhQ5/JPP8/wZPAn6sjKux5gFxP6MlLO0Z8NVpeG4z6uzd1pL8IkotHKFhumwgdooo5UrNuwTsaGr0vPvtC054LCGwqMTUdS5tgpPKGWOW6yJX8lDOr60DG8jL+nLoKPfF2hBNb38YorJS4or4eOpZr3P9E96e4UH/3zDzhSqcuof0vPuMBdBLqntMkuY93jzUgNVtu6YDzBiJU2ln6Gjf2HcTWV/j5WVo2a6DgBrU+Xz/v6qLOklPKOOt60iaqRMX6nOaWvlyV0jokBWNXrD7/eaXoZYj33473oJGu824NTWv29lwhZk6H9JmM/GVVZedzPY4IFbgJNY8vBw1g5DqMbjDGiOVhZ/NzLbJRg7LewGs3OdSXS8GsM51e98Xr85mt/73HdjqbORnpWm4j0ZVxgEA7jdOx3oG9b/K3wgA97jhlkw89UHF/7Ub5OivVo+1yLYjBfSuH2Z86MXBECQiAZCPimWMdybSyNn72Fuimi/sUY7TkUjEvPvMB+Q8UQ8fWtrbT07ItM7lyiTU//PKxYi6652bZMWbFu9HVp8aGvj9PxPOSLr/CC//LGr7YJJ/iGb+WIF2JVNS36z8msNHNk5cR58DB2s2EMD+W30bUO8lr99vvK4A3hgptZ5rkizR9J41RLTlZsOfjn10eM8EZL0OAmPbfpHwufx+2jDJMVI7amgvP/y9zDCdic8AApJ9fMaovx1DQ7yyaUehl+E42uVaDsrH3/I/VBwy9t40NjmcLSvr1wueFp55+wmM3d5xAlH+yGws7vdmighk1uYWVulMHuN7vXmbYnVb32Fvdfc3bYXQmbOW6Ku1URztmxvZuKdZsz0xecbEJ/nrXNjuz71o6x2+tYQZC93S68UXHnqhJbZlY3bCeUYtx8ltuvlTukCJNLVrLhGjZsgvWPngUmHQovvMwuCF9Hm2r4/e/gSoooldecFk/KjaPlV1wf0X2CURDuS+YvZAX4rM23UmTX5yPSOfKJDdeUFSLYvHXPg5QkfXunKVLE+MOH96KTpPFuD05p9fdeImRNlvZLSdZPRl1WHsofNL7JVjcdhVJ90k5U9vgz5Livg0PGMJ4puuoG03cHDCUWH3eqrZs6v8ZwnBUPuWvovB6/+d7f+8BYY93f/36OC/SywxWccQU7f1c98az+Md/OU3V87XX58ljPxhVMX3d0k5muCzuF25/rPMqDQkAIeEbAN8U6cgil1YprbmZ3D8bNfSJ9JCv3sSR8zGSCdXJH0YrI8GAFV1pGS045O6Klo5IOFLRsJT6aYKGuv8fuQy690jZt+PGrevkNRfGDZehQmOk/9PVx2p0j7Xl7HEjFt95N0VhT2grXzxt+lSMszNoLCmnxCWdYKsft+OE63HvgQynv6BOo+KY7TK43cB/uf2C1ox1sybR4qanOYHKoec487THH/2yFbdgMlJcs3vOgYzjtJlvAHWiwYN10BE8oac/o/8fjowyWW9jLYMV1t1BPzWp99Pbn2Lx0xUq21A2XA1YCTJxGbjfYhYXC6k++YH/wUGZjdQbcTsCdjtOhWZwpq1Lg63zCjhH9mRrjxaZDcA8VzkOo7sBlju0BP/71a9mV1LzdDzCtUNDHxf3JsLGcr5r3PuINKdlKfuzkDWnGsHGXrWw2N1Kxboezgs3HVq+hiude4b0y0KeCq8LZaXIt1K+jHc6ZvCu7EIH7mFhWCLByLivHlDYmWdpi8JEPGfKOPG5DfrgNTbXdUyHMxObEyjqPrbaPjrxBK9rjmi+/pdy9DzFbczrxDbnlgXutWN9XqJ/oTzCxF1SOm1d82JU38jdn++mUf8b5vDJIvxlhmk3f6dc7zabYorrs9XvRSbh4twentPp7LxGyJlP7xVgmWfrJmMrKQ/kxboKRDlxNYZUexj9wTdkvP7+hSa8lJ5yhjvnhTnCH3Wwnzn0bw2mF5CF3JOnH+M33/t5jxlrRxuO/n+MClh97Y5SUmcZc7H7vlTfjkcV+x5HK42svyzfY9vPVFaWhb7dYJzRdFV4Ktz9X+ZOHhIAQ8IyAr4p15BKW3NiwFBYbOVP3oIyR26idqsMHOxTTc6bsSnlHHk+lDzzGG366JYcOHH634SIEbhfgosLuwxxKGk3psvCwY2jZZVeb/C9CFvhGtz1CS9rhGzdz/PaUtc1Uyj/lHCp77GlacvLZrCiHQggWuaYlqKH0EWb+PodS4QWXU8OfaSYf4LZpe3DD13JcVcr+67FBVMZW26ofLfr6g0mRzUezj18o46tefYuVtKzA/fRLmjNlergOYLIDvq7xsa0/YHWEzWY1xR3vCbDvYfzBqn/O7pw3z52+Xzgd1DnezO+Wu+yCKNfBefmV1yvhUV8Wn3iG8pz2w+qjDNbR8F2eu8+hzII/HoePYzmghEJdh3U6LIChRINCCkuVox3YaBbnGOCCFyzGoVxzfUBB3dBIlc+/wnsPLP/ftbTWrRsZuCg6ZsNqBsgAq2b9RIkbOXhjqxdeDZc3l9dmW7LlbaTwsPZoTJvN/qYXHvofmrvT3sw9a+vtKXubqTyZM/+AI6jo6psUK/6e2tUEhZ/WH6Euzt//iEjJ9ft+qtVtY4bRp2PSBn3qwkP+Q3Mm70LYfBduWKwmLzF5BqUJFLXY7wOrDLAhdqSJG2O6ym8ogJcVKSuxuPz2O4wCPb3Ko25+oM2t/fk3yptxIuVM24vfE9j7I1YFD7skeOEV5R3Dk8L/vcqNOJxuU0YWv7PQh6C/0Oqp6T+vqprIezeUP/FsTBMVilDoDxqbqPrNd9mtV86OewRdKxgnUfC+/NcoVopBYQVFVu37H7MfY1iO1bzzIeXstBdPai846Cha+8sfSjLaD7/eaVr6/fnP4xsP34u2ssa5PdimE48bCZA12dovMCVFP9mP8vJE/tC7pPT+R6no6htpzedfx2W8jUmvtvwCWnDw0UGXfqFx0YobrFccApOfYzh9MXnCPZQgTwB7PH5Lhv7eS8b6su3vOW/269O4wM6F1+wYVwn2l4Vd+FQeX3tWvph8rKlVXLZijJkHd306Izc7xv29nqrtr7/5lvBCQAjEj4DvinXOSkiBtuaLb3hDP2wmh40UYSWCD2NYucLaFIrPuTvvQ7l7HUwLDp7B1ms1739M/fEvDsVZ459pbI0LX6tQyEDhOG/Pg3gTzLwjZvJGqVAI1rz7IXWuKiVeHvXbX0Fr88HDWAmWM21Pqvvqe8eSgZIWvhvLn3yOKp57KSw3/K/BPQaWmS6/6ga2kF107CmUd8RxrFBZcuIZrPSBa5KWufMJMifl4WM54sXfkjOPSu57hP0iLzjwKC5DWCdCiYIJCZTv8suvpdqPPuWPFT1DVri8+xHl7nEgK2SgUMbGucYDZYhdyxcdfQLXE1g11X37o/Ex29/hwZVO4c9LFh992jaM/oZW9+DXnRVZsAadsCMrE/XPaedWH2VQnK+89R5qmbeAVn/0GU9KFV17CxVe9D/KP/MCrmvFt9xJFc+/Qi1z5vFmUlp80fzXFMvL/3cds8fHY+vCRdFEEXw2QKyUDEQxsIJCAxtWwtocfUXhxVdSc9ac6NPGhNiqUoLlOayOMeGAvqkpPcN1XDxYKy2n+u9+DG5I/PQLVPnia1T31XfUlrdY+WDHs/BnrVdS8lLxmae4Ti/WB1OtbtvlEwwxaVrz9gdU+vATrBjJP/Uc9tONfgF9PPqCpaefx/eq33yPXQRFU7/s0sZ1fKDDLRj6HkyWou5Y9SVOcSj3YE1TV8+TW3DHgg0RYz5CrooWHXsqW+djI9FFM08lKMtdH6F+vvr1dyj/tHO5PWBSHIr27EnTCApv5BmrgVbdeT81ZWS7jtrVg+Cxpo7WfP4Vr9rCeAHvaUyO4A/vzmUXX0El9z/CG5n2Gva/WN/ewZvX4n2LPsFxksLHd5orFhEe8uq96CRG3NuDU2L9vJcQWZOt/YYY+d1P9rOo+L3pZz8fq/xwNYNxPPZpwWokrAR0msz1cwxnlUcv6o1v47ck6e+9YGxVtv265tO4AO84GJrpx8w4Zxedixb3K0vxDJzy42uPypffwVffxOPJjFGTKHevg9jgJZ5lESmulGx/kTIl94WAEPCEQHIo1vVZDRD1dXRS64I8Wvvjr/xhDBcqFc+9zFZn9T/8Qs3Zc3lZuOMHsT5ON+eBAOGDu6u0jFpyF7AyAAouWI/Cotl4QMayx55h62UoV2FFF4tFojFe7Tf8iUF5gKXE6ORT7vCrHGGR1dNDHcuLuAyxESSsrVtzF7LrISeOUARjggOrHxp++8teoYwBRv1aVkyv7+xyitJ0j33tvf72BncyoY1SW+cvND1rdwEDj1V33MeKQigISx96nOuK1fNWH2WsyH/kSavHE3MNvJqaEhN3hFjRjjpWFDsrzyLEwR95v//Nrl2Kb76TGn79M2rr/QhJhG9rFo76jwT4joQLDE+OFKrbUfEIfRSgX0Af3y/ldKSE8S5pbaO1v/5BZY8/HVztYVj5EimKRN7nj4biVTxRjIk1J6VOJDnQn2GybM2X3/CkUdUrb7J1J1ZquHYbFSmRCPfxfobveLiKwd/6jo4IIWK87eM7LUaJlWAJfy8qqel+JHl70EnKVnHJ3HYhazzbr5J3jjy4SsyTftKUeBwueNnP91Nc9J3d1bWmVZHGaJNiDGcUyvg7Qdx9Hb8lW3+fIMbGoozHby/HBfhuw6o+/ZgZK2Sxwrt37dp4ZCd+caAMU+Tb0SnTiSxfvN+6yip4PFlyz0NctgkdrztlVH8vhdqfXmw5FwJCwFsCyadY9zb//UsNH4xtbclrQd6/3EnoRBCAxWhlFRVecgW791h4+EwquffhiB9XJlH6+tiKNZLPYv4o22aqMugMWsg/ZYpSLvhPAK46sKJF/5GAFQaYSEn6w+O6nfQ8REAhIASEgBAQAv0gIGO4fsCToAOeABSxcK+Ele1hF52bjaSCcy/hPYsGDAAZXw+YopSMCAEhMHAJiGJ94Jat5CyJCWC1RduSpWw9m0gx+aNs6x0URS0r1h8TxXoiuccaN2+WeuYFankNHcsue2KN0+twXtVtr/Ml6QkBISAEhIAQ8JKAjOG8pC1ppSIBGKRUvvQaLZpxIruKzT/5bGrJyU3FrESUWcbXERHJA0JACAgB3wiIYt039JKwEEg8AXyUwc+z3gKaFeuPu/PpnngJJYUwgUCAuioqKWuCOhECX5Fti/PDj8mJEBACQkAICAEhMPAJyBhu4Jex5DAOBOCqY20DNWfnRHT7GYfUJAohIASEgBAQAiYColg3IZELQmDgEOhtaKDMMduZFOvlTzwzcDI5QHICX9G1H3yilBWWtmJDyPVt7QMkl5INISAEhIAQEAJCwA0BGcO5oSTPCAEhIASEgBAQAkLAXwKiWPeXv6QuBBJKgD/KRm+rKGvTNx9N5U8+m9B0JfIoCcBavbSc5u97qFJWaZuOoPwzLogyMnlcCAgBISAEhIAQSHUCMoZL9RIU+YWAEBACQkAICIGNgYAo1jeGUpY8brQEsDQyY6tJirKWFetPPb/RMkm6jAcC1LOmjkofeVIpJ7jvgRuY+u9/TjqRRSAhIASEgBAQAkIgsQRkDJdYvhK7EBACQkAICAEhIATiQUAU6/GgKHEIgSQlwB9lW05UFLZQrFc89UKSSpzaYgV6e9ltCzYYcnPguc6VJVTx9AuUPnSsUk5pmwyn3H0OofXtHW6ikmeEgBAQAkJACAiBAURAxnADqDAlK0JACAgBISAEhMCAJSCK9QFbtJIxIUC8mc/sERMUhS0r1p9+UfDEkQAU5K0LFtGaL76h6tfeprqvvqXGtNnUkruANx7tWFZEnatKqbuymnpqaqmzpJTaliyl+h9/oeWXX0vpQ0YrZcTW6sPHU8Vzr8RRSolKCAgBISAEhIAQSBUCUKzLGC5VSkvkFAJCQAgIASEgBDZWAqJY31hLXvK9URDgj7ItxitKW1asP/PSRpF/TzIZCFB3TS0tOHgGpf1jiyDrwcMoc/R2lLvXwZR31PGUf9q5VHjJlVR84+206o77aNmlV9GiGSdSxkh10gMKdfzN2mwkLTnpTOqpWe1JFiQRISAEhIAQEAJCILkIyBguucpDpBECQkAICAEhIASEgBUBUaxbUZFrQmCAEMBHWfow1cUIK9affXmA5ND/bMBavfGvWcrkhaYgj+U/lPMLDzuW2pYW+J85kUAICAEhIASEgBDwhYCM4XzBLokKASEgBISAEBACQiAqAqJYjwqXPCwEUosAWzsZrKLTh4yhqlfeTK2MJLG08Kte/8MvNOtfW/ZPuQ4r97GTKe/oE6hpdlYS51hEEwJCQAgIASEgBBJNQMZwiSYs8QsBISAEhIAQEAJCoP8ERLHef4YSgxBIWgLrmptp/v5HKApf+Ots/DMtaWVOOcECAeqpXc3uXrLGb7/BHUzIrUskq/W0TYZR1oQdKe/I46js0aeoo2hFyiEQgYWAEBACQkAICIH4EpAxXHx5SmxCQAgIASEgBISAEEgEAVGsJ4KqxCkEkoRAX1c3Vb78Bitu0/65Bc0eOYF9e6/v6EgSCQeIGH191F1VQ+VPPc8Kdvhbh3/1nGl70Zwp0yl7250pe+I0yp40jXKm7kHzdj+A5h9wJOUdcRwtOfksqnjuZeoqKx8gMCQbQkAICAEhIASEQH8JyBiuvwQlvBAQAkJACAgBISAEEk9AFOuJZywpCAH/CMCaek0dK27zzzifim+9m5qzcvyTZyNIGa5hOleVMOe6b76n2g8+puo33uUJDrjgWfPFN9Q4aza1LS2knjVrCM/LIQSEgBAQAkJACAgBhYCM4RQc8kMICAEhIASEgBAQAslIQBTryVgqIpMQSAABbLIphxAQAkJACAgBISAEhEBqEZAxXGqVl0grBISAEBACQkAIbDwERLG+8ZS15FQICAEhIASEgBAQAkJACAgBISAEhIAQEAJCQAgIASEgBOJAQBTrcYAoUQgBISAEhIAQEAJCQAgIASEgBISAEBACQkAICAEhIASEwMZDQBTrG09ZS06FgBAQAkJACAgBISAEhIAQEAJCQAgIASEgBISAEBACQiAOBESxHgeIEoUQEAJCQAgIASEgBISAEBACQkAICAEhIASEgBAQAkJACGw8BESxvvGUteRUCAgBISAEhIAQEAJCQAgIASEgBISAEBACQkAICAEhIATiQEAU63GAKFEIASEgBISAEBACQkAICAEhIASEgBAQAkJACAgBISAEhMDGQ0AU6xtPWUtOhYAQEAJCQAgIASEgBISAEBACQkAICAEhIASEgBAQAkIgDgREsR4HiBKFEBACQkAICAEhIASEgBAQAkJACAgBISAEhIAQEAJCQAhsPAREsb7xlLXkVAgIASEgBISAEBACQkAICAEhIASEgBAQAkJACAgBISAE4kBAFOtxgChRCAEh4Eygr6uLuiurqKusgta3tTs/LHdbDqLPAAAgAElEQVSFgBAQAkJACAgBISAEhIAQEAJCQAgIASEgBIRAkhMQxXqSF5CIJwRSmkAgQD119bTmsy9pxfW3UtGVN1DN2+9TV2VVSmdLhBcCQkAICAEhIASEgBAQAkJACAgBISAEhIAQ2LgJiGJ94y5/yb0QSCgBWKpXPP8qpQ8dS3//3xD+S998NBXfdg/hnhxCQAgIASEgBISAEBACQkAICAEhIASEgBAQAkIgFQmIYj0VS01k9odAIEC9jU3UXrCMOlYUU19Prz9yJCLVBOWtZ3UdZU3YIaxU15TrGVtNYo6JyIrEKQSEgBAQAkJACAgBISAEhIAQEAJCQAgIASEgBBJNQBTriSYs8Q8IAoH166m9cDmVP/k8LT7+dCo452Jq+P0vokAg5fOXsLwFAtRVWk5pmww3KdZnDx8f5Jfy9CQDQkAICAEhIASEgBAQAkJACAgBISAEhIAQEAIbIwFRrG+MpS55jprA+rY2KrzoirCCOG3wMJq3+/7Us3pN1HElW4BE5q23oZHm7rx3mBtbrA8aSnMm70odRcXJhkLkEQJCQAgIASEgBISAEBACQkAICAEhIASEgBAQAq4IiGLdFSZ5aGMn0NvQQJljJisKYvgNX/3JFymPJpF56+vuppp3PmTl+uwtxlP6sLGUM3UPKrn/UQoMAGv/lC98yYAQEAJCQAgIASEgBISAEBACQkAICAEhIASEQEwERLEeEzYJtLER6F3bQOlDxyiK9Vn/GkXFt9yV8igSnbe+7h6q//4nKr7xNiq65iaq/eAT2bg05WuNZEAICAEhIASEgBAQAkJACAgBISAEhIAQEAIbNwFRrG/c5S+5d0kAyueMUZMUxXrapiNo6ZkXuowheR8byHlLXuoimRAQAkJACAgBISAEhIAQEAJCQAgIASEgBIRAKhMQxXoql57I7hkB+ArPnjRNVaz/cwQtPuEMz2RIVEIDOW+JYibxCgEhIASEgBAQAkJACAgBISAEhIAQEAJCQAhs3AREsb5xl7/k3iWBdY1NlLPTXqpi/R9b0KJjT3YZQ/I+NpDzlrzURTIhIASEgBAQAkJACAgBISAEhIAQEAJCQAgIgVQmIIp1H0qvr6eXOpavoNa8xdRTu9oHCaJMMhCgdS0tLGtg3booAw+Mx9c1NVPu3gerivV/jqAlx5+e8hkcyHmLuXACAVrf0SG+4GMGKAGFgBAQAkJACAgBISAEhIAQEAJCQAgIASEwsAmklGIdSl0oAburqqm7opJ66+ppfVsbUSCQMqWEPDTNzqL8M86nBYfMoJJ7H6au8gpn+aHka22jdc0tFOjtdX42zncDfX3UUbySKl98jVbdeR/V//QrwSe3JwcU+o1N1FVWzkrOmNMMKUkRl+MRCFBfVzf1NjQw677OLgqsX89BwH7BwTNMivX8087l+4GeXlrX0kq99WuZT29jU1DmZKmbAzlvjoUa5U2eRGql5sw5VPPOB1T78efUWbzSPhJw7eyk7uoa6lhRTO0Fy6izpJTrkH0guSMEhIAQEAJCQAgIASEgBISAEBACQkAICAEhkOoEUkKx3tfVxQqrum9+oPJnXqLim+6gFdfdQqUPPk5Vr71NDb/9SW2L8+NrUQ0FW1MzdZaU/X975x1eRbW18T8/uFe5SuhFuoVmQ1QQK2LHa78WrOi1FyzYuyIWVECxomLXa7leu0J6CCSEQAqEEBISkpBAQhJIQiA563velZzD7Ckn52DgJPrO8/BkZs4ua//2DH+8e827Zduq1ZpdXrNsucZRn79eGrfV7tbcQ5ROmzQ5INDG/KOPjsdtcQAiPDLbK35bJBvmvSNFc+ZJ2ZffSHVqmsbmFgDqbC8plZq0FSrgo+7mX37X860rM5sXItwqetwDg1U33NYcb6coie87TEoXfOIs3SJeby/aoEL8tuzVUrd2ncaCzN9wDwjaECnXz5orObdMk5L3PtLrsNvZuVOqU9KkZP4CKXx5rnLYUVnpaAYLCPWFRbLx48+l4PmXpXDOGzpOPHN4vjZ9/5MsHXt8YN4W/V9Xif57D0mbeLb+Xvb5V1L02puSP+NFKXjuJVk/a7aUzP9QKqPjPOfKEYT9Bp7BqmqpXbNW8OxVJSZre5Ux8VK9JEW2ZWZLQ1m5+Bqb7DWN64iPTUX9el0kMQL7Ixd76P3EwtWm736Q5FFH61zHdOklq6be7HxvWha78NVJyYJPJHf6I5I5ZaqsOO8yfV8KXnhFqhKSdn/u/wgb1iUBEiABEiABEiABEiABEiABEiABEiABEtjjBNq3sN7UpJmgGz/9UlZecLnE7NvLEDYhbi7qFCVxPQbK8tPObc6o/v5nqcvNEwjMu3M0NTSokFm5KFaF2FU33iErL7pClp1ylqROmCQrz7tUVt90pwq1NanLNUs51H4ggNYsS5fov3XfNY5OXSVh4HBp3LZtVzMtoiEEXWS2x/ccHCgf/ffukjLuFCl67S1pKNsUqAPxdHtRsWz67kdZ+8Bjml2dOGSUxEb1l+h9ekrS0FGy/Mzzpfid93WxIFAxyAna3Lp8pREvxGSrrziESCw+QOwtnr9Acu9+QLKuvEHnK/u6m2Xtg4+rKF6TmibYJDPUA4J+1hVTd417n56ScdGU8DLXfT79uiH1+NOa2+ncTZIOOlzjtMfRWFsneY89o2K5Pld4tlr+QVyN7zNUYv7RO3Cv+dnrKvgtdr8+5n1/XfQ37FAp+eBje3dBr7GoUJdfIJULY6Rw9jzJmnK9pE44VZJHHCUJ/Q6UhAMOlqVHTpAVky+WdU/M0K8ItmZkSeNWyzNk6SGSY/PtbNRFqdIPP21e2IhP0q8vLOGFdbon308Egq8OVp5/mTGf+P9lS3xSIE5dqCgolA1vzZe0Seca74f/mYnu3E0WDz9SNsx7e+994RGIkCckQAIkQAIkQAIkQAIkQAIkQAIkQAIkQAJ7mkC7FdYhXtXlrZO1Dz3hLVz6BUz/X4jsvQZL9jU3apa3l9DoCtXnk4byTbLpvz9I1pXXq9jtF8nc/kJgTj3uVCl++/2QfdKbtm+X4nc/MEQ7tB3fe6ja2mhciKOkVIrmvqEisFvfuBcbdYAUzJylNhRYREAWOzL5IQJ61cF9ZMivvmWaLli4crDcbNreICXvf2S217mbLDn0aLVIQUY6MrpX3Xi7JA4eaZbzz0lLZnfq+ImyftYcQbZ/awfmHtnqWBSwjgVziyztUA+I/uVff2e0gUUNLEwYBwT4klIVwa39tcU5BNalRx3fala5xtPk0wz0il8XChZ0EvodZMTuGk+nKOWUfs5FUvzuAqnNyTWtkSI5NjzLpRubxefO3WSRis1jpOLn3wz8IV3shfcTceCLEiyiWFnH7t9PCl95TcPEoge+jsEXM9H79jTKWev4z+N6DpINr78dsBQKaawsRAIkQAIkQAIkQAIkQAIkQAIkQAIkQAIk0O4JtEthXUX1tesk5/Z7XbNB/aKV518IeAcfIRs/+4+grdYOZJJDkISNR0L/EMRMi2gc132A+qQ3bCxrrRsVwWFfY48bGcjIxIUdDET1/KdmumfnW/pFG3G9hwhEWNiCWO1l7O3br2P266sxt5bVD7ubNXdON+JVYfrYk3ThInvqLSrw29v3uoaon3PbPbpgEgwWBPGyr741+kWbcT0GSdXipcGqGr/Bgib3vofNdjpFyeJDjjDKCXzk1+TqooNX7Lt9H/2NGNM8v2avxpU+g6vXaAZ6sEWKYHHEdOmtdiSw/AkcERwb5nHzj78Y/PHVCRa+wjn21vuJmNyEdTy3a6c/ouJ4TVq6rLzwcmNMweZkUefm5w2WTjxIgARIgARIgARIgARIgARIgARIgARIgAT+PATan7Dekpm6Ztr9avPiEK06RUnM/n0FgjZsOGAF4ygDAbpzN0kefYxmAAebLr+In33tTYLsYte2bIK2vUzs/n1VlIcXfLDDU+gdfmSzqF5WLgUzXmweVyt9IgZYvCyfNFnSz7ogvLg7RUnioBECH/RgR2NNjWRcPMVoG4xQN+mgw4z7diZe1xB/kY29s6rKs2twRHa7vQ1krNeuCl2gxMa2sKOxtoP4lxw+3tE3vMyXnzo5ZPbWNoOdx3YbIDl33Ofoz3oDCxzwUNdn0Ot5DuF5QBx4JjIuucoQ8iM1Nr8FjcEH/EcfbR1+0PO9+X4iENgVJQ4dbTwzsADKuf0eqV2VoxZHxnhCmBddyHri2aDj5I8kQAIkQAIkQAIkQAIkQAIkQAIkQAIkQAIdi0C7E9ab6urU0sLpZx0l8b2HqJC86t+3qxVD1lU3yIpzL1Hvc2R920X2+F5D1LbBc0pgk1FcImvufsBR1y6ewfrF3n6gTKco9b3GRqHBDvioQ2QN1IMQ2mIV0lRXr5YRbn7d6Bte3bqQEIKQh/bRLiwt4LOOc2ufOI/Zr4/kPfJksHB1w8asa2501LW35XodRCCO6zZAN3z06ryZ072OfuEvDu/1UA/4Za/457+MdpBxD698+4HsanjaZ02ZKqnjT5GlRx4nyaPG6gJC4uAR6m2ORQH7WHVuho6S5JFj1fIFNjMpx54sS8eeoFZB2dffKshy9jpgLYLf08++0NG29gV7o+4DJfnQYyTtlLN0EQW2LxgDvPnd5ja+34GyY5PFfz9CY9OFpHsfMseFBa9RIQrre/n9xBztrNyirK3zjCx7+K6vvvkucyx4F1s29E0dd4qkn3m+pJ06Wf+fstbHM7fspDN3e98Hr2eH90mABEiABEiABEiABEiABEiABEiABEiABCJHoF0J6xAZqxYvkaQDDzUFLGRYDxyuG2FuL9xg0IIgio0b8599QZadcLr4xU8VrMdMkJ3V1UZ56wWEv/UvvqpZvlYhzC9oxvcdJinjThYImZmXXq3iZ8qxJ0nioOFmfBCysannGedJU/12axfGOaxVcu81rUkQ55LDjhVs7plky5SFaAePZvSPzUoh9jritAvtnaPUzmb56f+UvEeeksJXX5fU4yc56gW8xn0+I0brhVrB3HW/o64jBvh8dztgl/h79oWy4rxLBZuGOuayRfRfcuRxnnPjJoiDBTaDhF1OqAey4iFAW+PFPIGN14FsecxFxW8LpezLb6T4nQ/UX3vd48+oWG5tCzElHHCQFL32ppR98bVgw9ualGVSnZwiW2ITNAs9mN2OZmPnrZOMi680YvT3gcWlpUefKPh6o/zb76W+YL1ucguvfti9FMx4yWFdFP23bhqn2/4Ce3Ns4Ou1kLRkzAQv/Mb9vf1+onMs3KQcc5IxH3hHYRGFd8Y/N/iLZwn++esef1afGfxfs724VHJuu9soh7L4v6S+oNAYHy9IgARIgARIgARIgARIgARIgARIgARIgAQ6LoH2I6z7fLJj02bJ+NdVpiiFjNA+Q2XdkzOCZnw2byqYKZlXXCcpLdnC2ADU60D56uSlrhtEQkBbcsR4yXvsGalemiqNdfUq6DbWbFWP74LnX3bd6DK+12AVU736bKyrUw9tqzgHcTZxwCGSdfW/zXF3bl5MwCaJ2zcUi6uNjFVUh7jdtZ8sO/40yX/mhYCIB2F3S1yiI4sWMST0P1gwJq8DXw+AuxGvtU9kvnfprUIkrDKaxd9CgSCPfrdlZcuGeW/L4oMPd7QBK5/NHptYuoqbf+8uaRPP9grV9b5mH48aa/QNqxRkH4d7uGbRh5N9be8Qz3tlpeTe/6jzSwjMZfcBknHp1VKxMEZ8HosJyunYk43xwQ88954H7b0FvW7zsbX0BnF/1Q23GfHh3XL7YsAeYCTeT8SgTMedYsTs9vxDVE875WzZ/NOvRuhYLMHGu5gHaz1YApX/9wejLC9IgARIgARIgARIgARIgARIgARIgARIgAQ6LoF2I6wj87z8v99L9L49DUFKPbmvv1WF5VYx+3wCMQ9C8paExbrZoFcdiK5ZV15v9AUhDMIfsoQhEntlRyPzt2jOG2oPYhXPdJPDBx736lJQr3D2PGef+/Y0xw0f88EjBRudQlDHgc1NSz/81FFXY+7cTZIOPEzUdiR1uaN/iOeZU6Y66sb1HKzZ/o4KLTc03jnOeHXMWPDoNVgz+ZGd7clq+3Ypfmu+Zt4brLr0ltW33OXa9Y7KLbrhp1F+3166+OBaweOm+mUPGWWMG7YesHsJ99CFjemPGG1hUQQZ+btz4Hnf9N2P4rQ86qrZ/xCkG0o3Bm26oaxc4nsPNWKK7dpfit9+L2g9+49tPTZ/+/rcXXaNEZ9+MXDm+f4inn8j8X4iGAjrsPGxPnv2c/wfkTJ+oi7MuQ0AseMrFGs9zMuGN+e7Fec9EiABEiABEiABEiABEiABEiABEiABEiCBDkigfQjr2LB0Y5mknXqOIUapTcoRx0ltTugbVoYyB2o5k7jY6VkOoXToaCn/5n+tNoONMSEMW8UzjRcWJ1Xu9jMqjn/0mVHHWl/PYS/S/yApePYFI0Pft2OnbP7xF0ddza4/8jjZMO+dgAhvD76pYYfamtj7Qtb4pu9/shcPXHuK+YhxwCGyZtoDsqN8l5d3oKLtpLG6RjIuvMKMHdneI8e6bmKqgviAQ4zyzYsWj9laDn65o6JCs/Kt49aFmhtvD17R5dem2jpZ99gzRkxoF18bhH3geS/dKMtPP8/Rnj+jfsfmiuDN+nxSu2atI9td5/R/3nPq1mibjs3SAaxR7N7xurnqxVdaSjlPI/V+IhL9ysEmilufH/3CZMjIoO+NWhldcJkxt7HY4PjZF5yD5R0SIAESIAESIAESIAESIAESIAESIAESIIEOSaBdCOuavfv9TxJt2/AyNqq/FM19s83Bqnc4Niy125rARuPuBz2tN6yBwOoEntrIwLW2E9djoGyJibcWDZzrOH/42ShvrQvRLq7XYMm972HNbg9UFNHs+6rEZEfd2KgDpPSjz6xFnecQYXPzBOKetT9Yx8C73etozqr+waiD+mo3cu9DnkK+vb2m7Q1S8v6HjnawKSesTuwHRGUIxEas+/eVgudeshcNeq3t9BpitIMMcWxWG+4BWxwsdlhjwjm8syEEh3OAKxZvsChitNc5Sm1zMM+tHSo+Jy0x6/9fV4nrMUiqkpa0Vt34vS3HZm0YHvfLTjjNiBFfDGRPvcVazHEeqfcTgcCeJ8nFusg/T3j24XnvZc+DNrDoZrd2wnOXOy38584BhzdIgARIgARIgARIgARIgARIgARIgARIgATaBYF2IawjwzPz8msNAU6zvw8fp77rbUrKJ5odv/iQI4z+NBN10AjZlpkdcnfI1rb7h6sVx1vulg9eYqhftMNCwqob73DNePc1NklNWroZM4TUXoOldnXrGf1eftxrH/DOAtfFg4Uxzj5VvG1d/A2AbGrSGGP372e0BWEfm6vaD3jtx+xnWwTYv58UzpprLxr0GsI6mPr54m/Mfn0k79Gng9Zz+xG2OOtfnmO0hfbi+wyTpha7Hrd6bvfcLFLQFniEGhvmpuLXhY541N5nZZZbt5732nJs1k7UEuWIcUaMurBx1/3WYuZ5BN9PBIKvHOL7HWjE7H9+8H/S0jETpC4v34zZdgU7qtU33Wm0oQsK195kK8lLEiABEiABEiABEiABEiABEiABEiABEiCBjkog8sI6RNecNU4P7v36yrqnnmtzrhC3sSGpXyzz/222qJji6RXuFggyU7OvvcloC4Jw/jPPuxUX/8aG/j6tf2O69JKMS67y9NX2qtsspGa69me9iQ0q7dY1EPsyp1xnLWacK6slKcb4EDOy8itj4oyyrV2oyHq4TWSFyP3IU46qzZnmg41+Icqvf/FVR9lgN1Sg79LL1k5fKZg5K1g119+a6rfrRqzWOcM5NtbdWVHpWsf1ps+nm9EmDBxuxKW+3Uef6Dn/9rb0a4L//Wi0oXPTa7DUrV1nLx70us3GZutFLX2G2jzuMeePeS9sRPL9RPhYLHP43rd82YINZTe8+a5tlM5LN2Ede0dg8ZAHCZAACZAACZAACZAACZAACZAACZAACZDAn4NAxIV12ISUfvCJKRDC63zYoVKbk9vmlJuwmeY775v9IVu42wFS9vlXYfXXWFsneTbfbXh4r7njPvd2fD6py1vn6Buiaur4iVK7Kse9Hu76fFKfv95RN67nIKlZ5tyw1N5QU129CspWYRj9LjvxdHvRwLWnmN99gFT88nugXCgn8J1fftq5Rvxghcxe+6GC7OCRRlnY2IRtBbNps8NuBQK9W5a8PQb7NZ6bkvkLjJhUWO89RLaXlNqLe14j03xLTJyjnXAz6b089+MRT3GJZ/9uP7TV2Oxt6wJJz0HGWFtbIIn0+7m9sMiI1/++RP+tm6Qcc6LavNjHab/WBberbzTaobBup8RrEiABEiABEiABEiABEiABEiABEiABEujYBCIurLtldyKTOuuqG/YIWfg35977kCF6+QXS+vWFYfXpKlYjM/Wya9zbgbCeX+Dou9nrvHUv+YaychdP90FStbh1T21sRFqywG0BY7TgN9cDYn5BoSPe5g0yf3St4nWzsaZGMi650mhLN+q8aIqjim4gOWqsUVa/BHja/UsARwMtN5Cxjj784ij+Kus5b3hV8bwPRhs//sJoS5+bXkN0Tj0r2n6AcIysZ2tMGhcWdr742lba+1JteqKdAn1876EhbShrbbmtxmZtE+fu/PvLhtffthcNXEfy/dSFpIwsx9xgfsJ5/nbW1MjKi23Pumase38dEgDAExIgARIgARIgARIgARIgARIgARIgARIggQ5BIOLCunp/H32iIWbBF7vk/Y/2CEDNJr3GzCaFcJYw4BCBJUY4B8oXzX3DiB2bmaafeZ57M01Nsm3VaqN8s6g6QMq//Z97HctdZADDegR1/P+wASg2UW3tUE/u3xcF6vnrI8M52IICxHz4z/vL469m93/1bWtdGr9jAWXVv2832tGM+ZPONMrhovmZOMEoG25GN9pptoLpbbSjwvrs8IV13XD06/8abYEFPO63BfvSwDY6bBSa//TzznZ6DpZtGa1b+vibg2UKvlSwzgvO1ZqmMgxrGnwMgc1U22Bs/tj8fxvKNzmfnaj+UvzuB/4ijr+RfD99OxtlS3ySgyme/4QDDpatKzIc8brd2FldLelnX2i0o4uFU653K857JEACJEACJEACJEACJEACJEACJEACJEACHZBAxIV1Nz/tuB6DpDp56R7B6Zo53bIpYbgdqm3Fu6Y9CDKkV/zzX65NeflHQxyv+G2Rax3rTc3kHnmUIdipyP3lN9ZirueajZuZbdRVYbgVv3TNOv57D6NebNQBsvHTL1z78bqJTOQ1d0032tENao8Y76gC25hlJ51plNVNL6cF2fTS0YrIjs2bBRYyVvEZwnrhq/NcSge/BfF584+/GG0pv56DZGt6aIIrelAO0+432+nUVRIHDtffgkdh+dXnk9q1TlshFdarqi0FWz9tq7HZe4JFjpU9znXRbMHH9qKB64i+nzt2yKYffnbEjMWy5Wecp3skBAINcqK2R5MmG+3sya9wgoTCn0iABEiABEiABEiABEiABEiABEiABEiABPYQgYgL6w2lGx0+2An9D9Rs4z0x5p3VNbLy/MsM0Sv6790lbeLZYXenth5vmLYeKgDfNd21LWSNb/7ld6Nvvzhbk5rmWsd6c2dVlaSecJpRX4Xi2a9bi3megzUEPqvYCaGzdMEnnnUgTsfYxend+KIAGevZ199q9A1hfelRxzv6xhxhccIaJ+LOvu5mR9lgN7Bog/FZ21GP9VdeC1bN9Te1XlkYY7Tln7vqJamuddxuYhPZnFunme10ipLkEWPcige911BWJtG2+YSwjnGHc7TV2Iw+WzZptbLHORZlSj/6zChqvYjk+wlLnNKPPzfnxm8fNLd1qyb/ODRj/awLjHbose6nw78kQAIkQAIkQAIkQAIkQAIkQAIkQAIk8OcgEFlh3W1Dzk5RkjhkpMCWYU8csJrIsm8s6M9Y9/nC6lL9oO950BDQVOj28PBWL+tPvzTKQ2yMD9GnW72bL7zcqB/zjz6y9v5HQ4q7eVPQEWb9/frKuqdmetbXLwp6DDTqxHbtL8VvvedZx+0HiI3I+rUKrZoJPGmyo7irbcw+PSXjwiscZYPd0Ni7DzD6VGF91txg1Vx/w9cGVYmLjbYwlrgeA2VLXKJrHbebjbW1kjv9YUc7yFjHhqThHJjPhIHDjbZ2Z/PSthqbPXbPjPUPgmSsR/L9hLXT628ZPP1zjLkP9Wis2SoZl15ttBO9Tw9Zce4loTbBciRAAiRAAiRAAiRAAiRAAiRAAiRAAiRAAu2cQGSFdRGB+AaB1Sq4xvcdJvD23hOHCpv3P2r0h74T+h8kjdU1YXWplg+n/9NoCxt7bv7hF9d2mj3Z3zTKo2+176hu3b4D2c6rb77LqK8WE1eG5t0M7/LU8aeY9bv00kxy14DhU15RIQn9DjTqqE95GBm8aBt+24uHH2m0g9gzr5jq6Bo+5OuefM4o2+zHfoajbLAbKqz3HGS0A2F9/Uuzg1Vz/c3L01xtfH5d6FrH7aaO7emZRkz6DPQeGvYzv3PLFs34t7478HyvXZPr1rXnvbYam70DV39+fO0w/0N70cB1RN/PunopmPGSY27AtG7N2kCMrZ24Lgz9rbssO+H01qrydxIgARIgARIgARIgARIgARIgARIgARIggQ5CIOLCuptwiyzgypi4PYJQxW23rNSeg6RmWXrofbZk2ycMONgQ4lTY9NjMUjeutAnGEEUTB40Iyb9ZRdnHnzX6C8fGpjnj/Qpb/Wb/aK+Ba5b7IDPLXcXpMLK+dVPIuESJ6WKzodm/rxQ895Kja1jslLz7gREnNpBcfNDhYX3JAGE9vtdgo51mYf1VR5+t3VCP+qxVRluYOyykbPrux9aqB353sw/SdvD8LV8ZKBfKCWxT0s+5yIgp3Ax69NNWY7PH3OzP392ID187bHjjXXvRwMt6uhMAABWNSURBVHUk38/G2jrJe+QpI17MTfOGsFsCMbZ2gsWBtfc9YraD5/eQIwWLGDxIgARIgARIgARIgARIgARIgARIgARIgAQ6PoGIC+vwDV92/CRDhIKnd/6MF0MSm8OdArW9SEhyZMljk8uCmbNCFr4gwhXNfkMg+EJ803+du0nyqLGCjFW3o3njSpcNPA8f51bccQ+ibNG8t3f1h37hzz3yKJEQbGya/b3vNusj5tHHeNZXYX3oaKNOMyunIO4IuOUGMvvhjx7g1MJLF1AWxTqqwRJl88+/OcrH9x4qO8o2Ocp73VBhvfdQox3Evv6FV7yqeN/3+aQuz7lZaKibx/obVj/zRbFGTOCim3q+/5G/WEh/3TKjtZ35C0KqHyjURmMLtNdy4urP37WfFM3x3jw2ou+nh00PvmbBvIV66ALa08875nh3/O9D7ZPlSIAESIAESIAESIAESIAESIAESIAESIAE9i6BiAvryO7Me+gJQ4SC7cfSsSfI1pVZ4dPw+QSWJ/UFhQIh2+1AJm3SQYcZfS6CwDx8jGzLXOVWxbin4t/iJZI4ZJTRRsx+fWTtI08aZa0X8HfPnnqLUQdjxYakoRy+hh1S9p9vjfoQZWHVAtG8tUMFv6ecNiTB6rsJ6zHwZX/yuda6098xv8jojrNZsmDj0iWHHSs7Kp2ZwMig3roy0zFOzcaOD93rWoX1Pk5hveD5l0OK3SiEzTiLNjhiwmacGz/+3Cga9AJfOhQUChhaFxrgwZ0++WJpqq8PWt36o2ZG22yNYrr0lpxb77YWa/28rcZm60mteOz+/CFY8UTs/dxWKzl3mgtfWLjC/xXhHF6WT3gHwvoqJpxOWZYESIAESIAESIAESIAESIAESIAESIAESGCvEoi4sK4ZvAtjHEKj+m9fdq3UFxZ5ZlMbpHw+gQhclZQsha+8Jjm33S2lH37qmj0OwT3nzvsMYRMiJ0TJ7Otvbe7TaHzXBcTtmpRlknHxlWb9zt3UQ7w2N29XYdsZNjXMmnK9UQ/+8mmnnmMr6X7pt1SxCrI4181P1+W7V7LcRcZ78dvvGf2jvtrX5Lp7SLsK6116y6obbpO6tesEm5K6Zctj8QEe2xs/+1KSR4xx9AlhOe+xZyzRmacNpRsFG7NaxxrwRw8hOx9jrV29xsUKpvnLBLO3EK4gPhe6CevBPcPdWsZXGqkTzK80/PNQGR3nytPeDvhuTV8pGRdPMRjpgsUR4wSLOCEfbTg2a59uNk/6tcNzL1qLOc4j9n5u2yY5d9xr8FzUOUq/QnEEGeQGNiku++Jrsx18ldBtgJR//V2QmvyJBEiABEiABEiABEiABEiABEiABEiABEigoxCIuLAOUDsrKiX9zPMdQhSE1TV33S9VSUtkR2WlO1NkqFdukeqUZbL+xdmy9MjjAu3AeqHyt0WOeppxviRF4nsPCZT1C7jwgF4z7X6pSU1TYRjZpyiPjSLr1hVo9nX6WReYFjAQ5f/RR9Y+8JijL+sNiJ1ZV/3b6FMz1iecai3mee7phd1jkFQtXuJZz/+Db8cO2fTdD0b/KugG8bR3E9aR3Z84eKRkX3eTFM19Uyp+WyRVicnKDGJvVcJi7Sf/6ZkCGw0/W/9fiL/Jhx4jtR5e9IhXN+YcM8Goq4sQkyZL5e/RUpuTqxvfIrsZG+AiC7x2zVrZunyFVEbHysZPPpe1DzzqIs67+7r7GXn+9bJLgWf4W/M9q7n9gKx0bKDq5+H/G71PT/VMr16aKrDDcT2wgLS5QioXxUrGJbbFHb/FTveBOieu9d1utuHYrM3rs2Pz52/+2mGGtZjjPGLvJ7zRH3rcnBdkrA8bHdJih38gGn/SErMdCOv795PCl+f6i7n/9fkENlP4Pw3vKw8SIAESIAESIAESIAESIAESIAESIAESIIH2SaBdCOsQESt+/k3i+w5ziFEQnmEZAiES2bwQHbdlZjeLqCsyVUQtnDVH7VQMv/OWDPSc2+5xJa9+47dME7TvFzb9fyHgph53quQ/+ZyUfvSZZpmuf3murLrpDkkYeIijPITmxcPHqNjr2lnLTe3z9nvM+rop52Ghebsjs3hDiUCY9seKv5oJ++33wbrW3yD4gZ+1rtaHnckn7nYmrsK631O+xeM9tvsAHX/q+ImSNvEcPYdIbO9HrztFaYZ84auvB41XN5J8+ElnG52iVKzPvPxaXcgomPGirH3wcbU/wdcAaaecLQkHOMV8fywQdvOfeT5o324/ei1q6Gacb3pvxunZVma2JAxwPkt49pYdf5ouTGBxB4sFsKDB1wHbMrKkcmGMFMx8WbOo/WOy/8UmsauuvzXkPQracmzW8eLZSTrQtFyCXVLeo09Zi7meR+L9xIIHhG87z/g+wwS2OyEfavezXrCxsLWtmH/01oVCr3aQ6Y45L3nvQ1k/a46Uf/1fXczzKs/7JEACJEACJEACJEACJEACJEACJEACJEACkSPQLoR1DF/9oh94TOK6DzTEqIAw1TlKvcRTxp4gK869RC1Vlp9+niQOHuFe3i+s336vK12/mJg64VTP+oG+rRuUWkXlFmEZmfGhiLUqFj/6tKM/3ZSzPLRNObEhZGzXfkYbEHeLQ8mahuC3vlDg5x0YW0sm7foXX3Xl1KqwbucR7LpTlGCzz6xrbnS16LEGANsbZL4jy9ca6x89Vx/8h56wdhXSua+xSWrS0h2xwGO9ZMGnIbVhLYRnYd3jz4rrAgQWH3oMlJTxEyXzyqn6BUX2tTfJinMukoQDDnbE4GCiWdaHyvYNxdYuPc/bemz+jpB1nTz6aCNezVh/3NsCyF83Eu8nhO3SDz8z4gVbfNlSX7TBH1pIf91scDDXGf+6yrU+LLHwvC874fRA/3j2V998l8AWiQcJkAAJkAAJkAAJkAAJkAAJkAAJkAAJkED7ItBuhHX4dEPEXX3THQ5fbIdwGEy8bfkNfunLTjpDqpcu8ySumfK/LmoW/4KJ5179qVA8QFbfMi0kT2v1OJ+/ICCc+cfVvKnhcs84rT+o0G3LdFbf6pmzrMU8z1HfnnWvmbTTHnCt02bCOsTinoMk6+p/hyz4NtbUSOYV1znsXPzcducvxppzx32uYw1208veI67bAM0uD1bX9Tf9+qBY0s+6ULCfwO6MRet07iZxPQc76mPxpWjOG65d22+2+dhaOthZXSMrL7jciC02qr+ULvjYHoLr9d5+P9Hf5p9+M+IFY+xBsC17tWuMXjexgXLKuJONtvA1wvLT/+laxY0V+tYvIl5/27UOb5IACZAACZAACZAACZAACZAACZAACZAACUSOQPsR1sHA55OGsjLJvfchWXzwEQ4f81DER1i7wH4CmaFbEha3SlY3GvzPt5Jy7Mnu2cNeojp8xgeNUMuNhvLyVvvR4TU1ydYVmY6NWuPUI31pSG1oFrBtM1C113js6dDqY+PME04zBb99e0rmZde41m8LYR2ZuksOHydr7pouDSVhZN82NUldfoGsvOgKB7NWnwUsenTtJ2BjLas2KTfc6jrWYDdVfE5MNtpCu8hm3roiI1hVz9+QKb4tK1tWnHepqzhujdt+DpuRpGGHyvIzztP3xZ4Zjt9hi+O2saw9oD0xNvSBd2vjp1+qHz9EZYjEsFiCnVGox15/P9NXml9JdIrS+HUT5VCDxhc4NVsFdkXWedM5mei+UTF887HwZC2P82i8m5e6v5thhMOiJEACJEACJEACJEACJEACJEACJEACJEACbUygfQnrLYNrrK+Xkvc/0uzOpKGjXX3QDQEKImr3AbLk0GPVJqb4zfmCTS1DPWDDsCU+UVZeeIWK8hABjfat4nqnKIF1C/zE17/wiuysqg61Gy2HzFRY2fj94GP27altNWwsC6kd3dTTskEr4tSNU6c/ElJ9eFevvnWaMT4I3yvOv9S1vpuwDo93LF6kjDtF/dQT+h2o/BEH2EHMhkiYOGSkLlhkXHq1lH/zv93ajBGWIPAXhxXK0jETJK77ACN2Y546RWnfWJRJm3i2rLrxdll+hrkpLr5kyLnD3R7IFYD/ZlOTbraKRRB/n7rx7HETxdew+5tM6vjy8iX3vocl5diTJL7vgd7PO57z/fspc4jxG954V0VqFbA/+48sPuRII7a0k88Mzbt/D43N/xVK0ex5knHJVbL65jtl8/c/+YmG/Hfvvp/Vkn72rq8IsBiAryZCWaCwDgibHuOLAf97ru9pl976dYu1nP8cwnrioOGB+fM/Y/iaAc8+DxIgARIgARIgARIgARIgARIgARIgARIggfZFoF0K64qoqUm2F5dI0etvycqLpkjqhEmSPHKsJA4drT7TCf0PUnF3yRHjdcPMnDunS/m33wsEqt06Wqxoit96TzIuuVLF7uRRY7WPpGGjte+lRx2vGcJ5Dz8pW+KTdq+blg1E0884T4VpZIoj7lCPgDBvEfvVCua50Kxg1F7jl4W6OKDiHTLvB4+UAg8rGTdhXX3K739MbXY2fvy55D81U8A/+7qbJeOyayR76i2SO/1hKZw9T6oXLxVsCvlHDwiVlb9Ha9Z7+lkXSNrJZym/pUefqJt9Lp80WVZMvli/IMCiTF1evvjHik1CsRiA7F9kdpd/9d1uhaMbat5xn+CZQ5t4Hko/CM3WpLUOIR5XJy+VdU/MkJUXT1GvbYwNfSUfeoykjjtFMO7VN90ppR9/prZJ1jZhM1Ty/seCPQiw0IEvMMKJbU+OTXyiiw8+n88acnjne+v93LFDKn75XbPNl510pmRPvVWqElv/8sUxGCwI5eXrM4KvGrDQhMW4LbHxjqK4Af5r7rxPYFXkF9UhyicOGSVlX37tWoc3SYAESIAESIAESIAESIAESIAESIAESIAEIkeg/QrrFiZN2xtka0aWlH3+lRS99pYUPPeS5D89U4rffl82//Sr1K8rsJT+46cQKbFRZdl/vtE+Nsx7R8q++Foqo+PCszLxCgUi4abNKkw31oUnOqtP+1vzd1mjtGxUWZOa5tWb4z5EvLyHntAvAiDWYuPVhjJ3Oxs3YV2F/BkvOtrdKzd8PmncViv1+QVSnbJMFzi2Za3SDR6RuW0/mmrrpGDmy/qVABYxit95f/czzNF3zVbZ/PNvUvD8rOYs/MZGe5d/+NrX0CC1q3N0bHi+ke1fk5Im8O0OdmAhYUtcoi50VPyyMLwFjb00tmDxh/rbHn8/YWOzvUFq1+QKFjx29/BBpP91kax98HH9IqHi5989v9rwf5mB7HjYJi0ePkaFeCy0/JEvInY3dtYjARIgARIgARIgARIgARIgARIgARIgARIITqBDCOvBh/AX+xWbXhZtkOzrb9Es/rRTJ8u6x58NzfLDiqqpSRrKN0lr/vAqrA8ZtSuLFhsq7t9XFzeszbXrc4jGW7cKst55kEC7JeDzqbXUph9/EXwJUpW0RCC48yABEiABEiABEiABEiABEiABEiABEiABEmh/BCist785CSkiZNJuXZmpmdshVdjNQiqsDxrhFNZnvrSbLbIaCZAACZAACZAACZAACZAACZAACZAACZAACZAACXRsAhTWO/b87fHoIazDTzzg++zPWH8+NE/3PR4gOyABEiABEiABEiABEiABEiABEiABEiABEiABEiCBvUyAwvpeBt7RuttRUSHYKNYurK9/4eWONhTGSwIkQAIkQAIkQAIkQAIkQAIkQAIkQAIkQAIkQAJtQoDCeptg/PM2osJ6vwNtwno/Wf/iK3/eQXNkJEACJEACJEACJEACJEACJEACJEACJEACJEACJBCEAIX1IHD4k8iOzRUS33eYU1h/aTbxkAAJkAAJkAAJkAAJkAAJkAAJkAAJkAAJkAAJkMBfkgCF9b/ktIc+aBXWew91COuFL80JvRGWJAESIAESIAESIAESIAESIAESIAESIAESIAESIIE/EQEK63+iydwTQ4GwHtdzsFNYnzV3T3THNkmABEiABEiABEiABEiABEiABEiABEiABEiABEig3ROgsN7upyiyAaqw3mOgU1h/+bXIBsbeSYAESIAESIAESIAESIAESIAESIAESIAESIAESCBCBCisRwh8R+kWwnpstwOcwvorr3eUITBOEiABEiABEiABEiABEiABEiABEiABEiABEiABEmhTAhTW2xTnn68xzVjvZbOC6dpfNsx75883WI6IBEiABEiABEiABEiABEiABEiABEiABEiABEiABEIgQGE9BEh/5SI7q6okdcIkI2MdnuuVv0f/lbFw7CRAAiRAAiRAAiRAAiRAAiRAAiRAAiRAAiRAAn9hAhTW/8KTH8rQm+q3S9Hrb0vi4JESvU8Pies1WNLPPF8aa2tDqc4yJEACJEACJEACJEACJEACJEACJEACJEACJEACJPCnI0Bh/U83pW08IJ9PGsrKpfDV1yXj0qsl9/5HpSoxuY07YXMkQAIkQAIkQAIkQAIkQAIkQAIkQAIkQAIkQAIk0HEIUFjvOHMV8Uh9O3dGPAYGQAIkQAIkQAIkQAIkQAIkQAIkQAIkQAIkQAIkQAKRJkBhPdIzwP5JgARIgARIgARIgARIgARIgARIgARIgARIgARIgAQ6FAEK6x1quhgsCZAACZAACZAACZAACZAACZAACZAACZAACZAACZBApAlQWI/0DLB/EiABEiABEiABEiABEiABEiABEiABEiABEiABEiCBDkWAwnqHmi4GSwIkQAIkQAIkQAIkQAIkQAIkQAIkQAIkQAIkQAIkEGkCFNYjPQPsnwRIgARIgARIgARIgARIgARIgARIgARIgARIgARIoEMRoLDeoaaLwZIACZAACZAACZAACZAACZAACZAACZAACZAACZAACUSaAIX1SM8A+ycBEiABEiABEiABEiABEiABEiABEiABEiABEiABEuhQBCisd6jpYrAkQAIkQAIkQAIkQAIkQAIkQAIkQAIkQAIkQAIkQAKRJkBhPdIzwP5JgARIgARIgARIgARIgARIgARIgARIgARIgARIgAQ6FAEK6x1quhgsCZAACZAACZAACZAACZAACZAACZAACZAACZAACZBApAlQWI/0DLB/EiABEiABEiABEiABEiABEiABEiABEiABEiABEiCBDkWAwnqHmi4GSwIkQAIkQAIkQAIkQAIkQAIkQAIkQAIkQAIkQAIkEGkCFNYjPQPsnwRIgARIgARIgARIgARIgARIgARIgARIgARIgARIoEMRoLDeoaaLwZIACZAACZAACZAACZAACZAACZAACZAACZAACZAACUSaAIX1SM8A+ycBEiABEiABEiABEiABEiABEiABEiABEiABEiABEuhQBCisd6jpYrAkQAIkQAIkQAIkQAIkQAIkQAIkQAIkQAIkQAIkQAKRJvD/WeuIq1VA6lEAAAAASUVORK5CYII=" } }, "cell_type": "markdown", "metadata": {}, "source": [ "

\n", "\n", "
" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Training vs. Validation Error" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "When we are using an hold-out method or any other sub-sampling method in the family of cross-validation methods (see below), **we use the error on the validation set as an empirical estimate of the generalization error of the model** (either a classifier or a regressor, it applies to both cases).

\n", "\n", "\n", "We can use this measure of generalization to assess the quality of a model vs. its complexity/capacity, or more in general, its parameters and hyperparameters. \n", "\n", "\n", "- E.g., for a k-NN, we would like to ask which value of $k$ is the best given the data. In k-NNs, small values of $k$ correspond to high model complexity, while a large $k$ defines a model of low complexity. The validation error for a given $k$ (e.g., $k=3$) provides the quality of the k-NN model for that specific value of neighborhood size. We can therefore compare the validation errors for different values of $k$ and decide which one seems to provide the best expected generalization error.

\n", "\n", "- E.g., a similar procedure can be followed to find the best degree of a polynomial in a regression task.\n", "\n", "The *ideal* plot below shows that by increasing the complexity/capacity of a model we expect a *monotonic decrease* in the training error. However, we also expect first a decrease, than a *rapid increase* of the validation (i.e., generalization) error, since we are most likely overfitting the training dataset.\n", "\n", "- **Which complexity/parameter is the best?** That corresponding to the sweet spot where the validation error is about its minimum and the training error is quite low (yet, not zero)." ] }, { "attachments": { "image.png": { "image/png": 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" } }, "cell_type": "markdown", "metadata": {}, "source": [ "

\n", "\n", "
" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Cross-Validation methods: repeated sub-sampling of the available data for splitting in training and validation sets\n", "\n", "Hold-out segregates data into training and validation sets. We are *wasting* training data for validation, and we also incur into the risk of selecting some bad splitting. \n", "\n", "**Cross-validation** generalizes the concept of hold-out, by **iterating** the hold-out procedure $K$ times, selecting each time different subsets for playing training and validation roles.\n", "\n", "Under certain conditions (and relatively large datasets) CV not only provides an **empirical way to estimate the validation / generalization error,** but it also comes with formal proofs and guarantees about the **bounds of the empirical estimate with respect to the true (unknown) generalization error.** \n", "\n", "Splitting in training and validation sets can be done in many different ways, each with different pros and cons in terms of computational complexity and accuracy of the generalization error estimate." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### K-Fold Cross-Validation" ] }, { "attachments": { "image.png": { "image/png": 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" } }, "cell_type": "markdown", "metadata": {}, "source": [ "
\n", "\n", "
\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Leave-One-Out Cross-Validation" ] }, { "attachments": { "image.png": { "image/png": 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" } }, "cell_type": "markdown", "metadata": {}, "source": [ "
\n", "\n", "
" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Random Subsampling Cross-Validation" ] }, { "attachments": { "image.png": { "image/png": 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" } }, "cell_type": "markdown", "metadata": {}, "source": [ "
\n", "\n", "
" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## How to select $K$ (number of runs/partitions)?" ] }, { "attachments": { "image.png": { "image/png": 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" } }, "cell_type": "markdown", "metadata": {}, "source": [ "
\n", "\n", "
" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Model selection: use Hold-Out / CV to select the best model\n", "\n", "As pointed out, Hold-Out / CV methods aim to provide **an estimate of the generalization error of a *given* model** (e.g., a 3-NN classifier), computed as the sample average of the measured validation errors. \n", "\n", "The estimate of the generalization error can be also used to **select the best model among the available ones.**\n", "\n", "- E.g., we could have a set of *k-NN models,* for $k=1,2,3,5,10,15$, and we want to select the *best* (in relation to generalization capabilities).

\n", "\n", "- In another case, we might have to select our model among a set of models based on totally different approaches, such as *k-NNs, neural networks, decision trees.* \n", "\n", "\n", "In both the example cases above, we have to perform a model selection: based on the available labeled data, decide which model among the ones under consideration is the best one wrt generalization.\n", " " ] }, { "attachments": { "image.png": { "image/png": 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" } }, "cell_type": "markdown", "metadata": {}, "source": [ "

\n", "\n", "
" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## K-Fold Cross-Validation using `scikit-learn`" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's see how we can use K-Fold CV to estimate the generalization error of a given classifier model. \n", "\n", "In the example, the model is a 5-NN fitted to the Iris data.\n", "\n", "The number of foldings/runs for CV is set to K=10.\n", "\n", "Note: *k* in k-NN and K in K-Fold are totally different things!" ] }, { "cell_type": "code", "execution_count": 32, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[Run 0] Accuracy on Training 98.0%\n", "[Run 1] Accuracy on Training 98.0%\n", "[Run 2] Accuracy on Training 96.0%\n", "Mean accuracy 0.980%\n" ] } ], "source": [ "from sklearn.model_selection import KFold\n", "#from sklearn.cross_validation import KFold\n", "\n", "features = iris.data\n", "labels = iris.target\n", "\n", "# set a KFold object, where the number of foldings/runs, K, is set to 10\n", "#kf = KFold(len(features), n_folds=3, shuffle=True)\n", "kf = KFold(n_splits=3, shuffle=True)\n", "\n", "# the given classifier model, a k-NN with k=5\n", "classifier = KNeighborsClassifier(n_neighbors=5, weights='uniform')\n", "\n", "# list of mean accuracies (one entry per fold)\n", "means = []\n", "\n", "# iterate over the foldings\n", "for run, (training, validating) in enumerate(kf.split(features)):\n", "\n", "# First, fit a model for this fold, then apply it to the\n", "# validating data with predict():\n", "\n", " # fit the training data of the fold to the given classifier\n", " classifier.fit(features[training], labels[training])\n", " \n", " # empirical validation error\n", " prediction = classifier.predict(features[validating])\n", "\n", " # np.mean on array of booleans selecting the validating data returns fraction\n", " # of correct decisions for this fold:\n", " current_mean = np.mean(prediction == labels[validating])\n", " means.append(current_mean)\n", " #print('Current validation mean:', current_mean)\n", " \n", " # empirical error on training\n", " prediction = classifier.predict(features[training])\n", " mean_accuracy = np.mean(prediction == labels[training])\n", " print(\"[Run {}] Accuracy on Training {:.1%}\".format(run, mean_accuracy))\n", " \n", "print(\"Mean accuracy {:.3f}%\".format(np.mean(means)))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## A general view of model training, validation, optimization, selection, and testing\n", "\n", "The diagram below shows a general scheme how the use of an available dataset for performing **training, validation, model selection, optimization, and testing operations.**\n", "\n", "- The dataset is initially split in a `Training set` and a `Testing set` (Hold-Out)

\n", "\n", "- The Training set is further split (possibly following a Cross-Validation approach) in an `Internal training set` (the actual set used for training) and a `Validation set` (the set used for estimating the generalization error).

\n", " \n", "- IF multiple **candidate models** (either in terms of parameter or learning algorithms) are available, **each model** goes through a joint **training AND validation process.**

\n", " \n", "- Out of all candidate models, the **best is selected** (in relation to the **expected generalization error estimated via the validation set**).

\n", " \n", "- The selected model is then **retrained**, using this time the *entire* `Training set`.

\n", " \n", "- Finally the trained and optimized selected model is tested on the `Testing set` (e.g., the one provided by the stakeholder).

\n", " \n", "- IF the result is not satisfactory (e.g., the error is much larger than the estimated generalization error), the process can be **restarted** (e.g., by selecting different candidate models).

\n", " \n", "- Otherwise, the selected model is *accepted and deployed.*" ] }, { "attachments": { "image.png": { "image/png": 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" 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