{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "First we suppress outdated warnings" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import warnings\n", "warnings.filterwarnings('ignore')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 1. *Sklearn* library datasets\n", "\n", "Docs: http://scikit-learn.org/stable/datasets/" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "from sklearn import datasets" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "And we use pylab of matplotlib" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Populating the interactive namespace from numpy and matplotlib\n" ] } ], "source": [ "%pylab inline" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Dataset generation\n", "\n", "**There are several ways to generate datasets. Their names speak for themselves** \n", "* make_classification\n", "* make_regression\n", "* make_circles\n", "* make_checkerboard\n", "\n", "See all the datasets [here](https://scikit-learn.org/stable/modules/classes.html#module-sklearn.datasets)." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### datasets.make_circles\n", "Let's try a simple circle dataset of sklearn. First we generate it and output its features, (x, y) element/item coordinates, and target, classifier value or label.\n", " - circles[0] contains features\n", " - circles[1] contains values/labels. In our case only 2 labels, 0 or 1." ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "features: [[ 9.68583161e-01 2.48689887e-01]\n", " [-1.00000000e+00 -3.21624530e-16]\n", " [ 5.83174902e-01 5.47637685e-01]\n", " [ 1.87381315e-01 -9.82287251e-01]\n", " [ 5.09939192e-01 6.16410594e-01]\n", " [ 6.27905195e-02 -9.98026728e-01]\n", " [-7.93691761e-01 -1.00266587e-01]\n", " [-5.02324156e-02 7.98421383e-01]\n", " [ 7.93691761e-01 -1.00266587e-01]\n", " [ 5.35826795e-01 8.44327926e-01]]\n", "target: [0 0 1 0 1 0 1 1 1 0]\n" ] } ], "source": [ "circles = datasets.make_circles()\n", "\n", "print(\"features: {}\".format(circles[0][:10]))\n", "print(\"target: {}\".format(circles[1][:10]))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We use the **ListedColormap**. It is a colormap object generated from a list of colors." ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "from matplotlib.colors import ListedColormap \n", "\n", "colors = ListedColormap(['red', 'yellow'])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We use [pyplot.scatter](https://matplotlib.org/stable/api/_as_gen/matplotlib.pyplot.scatter.html) that plots of **y** vs **x** with varying marker size and/or color.\n", "First we generate lists (1) of x coordinates and (2) of y coordinates; the 3-d parameters being a label value. The 4-th parameters, **cmap**, is a *Colormap* instance. " ] }, { "cell_type": "code", "execution_count": 74, "metadata": {}, "outputs": [], "source": [ "def plot_2d_dataset(data, colors, img_name='image.png'):\n", " pyplot.figure(figsize(9, 9))\n", " pyplot.scatter(list(map(lambda x: x[0], data[0])), list(map(lambda x: x[1], data[0])), c = data[1], cmap = colors)\n", " pyplot.savefig(\n", " img_name,\n", " format='png',\n", " dpi=72\n", " )" ] }, { "cell_type": "code", "execution_count": 75, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plot_2d_dataset(circles, colors, 'circles-2.png')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Noise addition\n", "Let's add some noise to the circles dataset." ] }, { "cell_type": "code", "execution_count": 76, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "noisy_circles = datasets.make_circles(noise = 0.15) # 15% of noise\n", "\n", "plot_2d_dataset(noisy_circles, colors, 'circles-2-with-noise.png')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We see now really new picture, yet still one may dissern items of 2 circles. " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### [datasets.make_classification](https://scikit-learn.org/stable/modules/generated/sklearn.datasets.make_classification.html?highlight=make_class#sklearn.datasets.make_classification)\n", "We take now the dataset function that allows us to generate a random **n-class** classification problem. It's characterisises with the following:\n", " - THe *informative, redundant* and *repeated* features\n", " - The [number of] classes (or labels) of the classification problem\n", " - and more parameters\n", " " ] }, { "cell_type": "code", "execution_count": 77, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "simple_classification_problem = datasets.make_classification(n_features = 2, n_informative = 1, \n", " n_redundant = 1, n_clusters_per_class = 1,\n", " random_state = 1 )\n", "plot_2d_dataset(simple_classification_problem, colors, 'simple-classification.png')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We generate dataset with 2 informative features, 4 classes (labels). \n", "\n", "`random_state=1` determines random number generation for dataset creation, dataset being **reproducible across multiple function calls**. " ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [], "source": [ "classification_problem = datasets.make_classification(n_features = 2, n_informative = 2, n_classes = 4, \n", " n_redundant = 0, n_clusters_per_class = 1, random_state = 1)\n", "\n", "colors = ListedColormap(['red', 'blue', 'green', 'yellow'])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "As we plot it, we may observe the 4 [distinctive] classes. " ] }, { "cell_type": "code", "execution_count": 78, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plot_2d_dataset(classification_problem, colors, 'classification-2-features-4-classes.png')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### \"Toy\" datasets" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The sklearn Python module provides some well-known datasets to play with. Among them are the following: \n", "* load_iris \n", "* load_boston\n", "* load_diabetes\n", "* load_digits\n", "* load_linnerud" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### datasets.load_iris" ] }, { "cell_type": "code", "execution_count": 34, "metadata": {}, "outputs": [], "source": [ "iris = datasets.load_iris()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "One may easily view all of the dataset keys and get info based on them." ] }, { "cell_type": "code", "execution_count": 31, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "dict_keys(['data', 'target', 'frame', 'target_names', 'DESCR', 'feature_names', 'filename'])" ] }, "execution_count": 31, "metadata": {}, "output_type": "execute_result" } ], "source": [ "iris.keys()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "One of them being **DESCR** key, letting us to see a dataset description." ] }, { "cell_type": "code", "execution_count": 32, "metadata": { "scrolled": true }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ ".. _iris_dataset:\n", "\n", "Iris plants dataset\n", "--------------------\n", "\n", "**Data Set Characteristics:**\n", "\n", " :Number of Instances: 150 (50 in each of three classes)\n", " :Number of Attributes: 4 numeric, predictive attributes and the class\n", " :Attribute Information:\n", " - sepal length in cm\n", " - sepal width in cm\n", " - petal length in cm\n", " - petal width in cm\n", " - class:\n", " - Iris-Setosa\n", " - Iris-Versicolour\n", " - Iris-Virginica\n", " \n", " :Summary Statistics:\n", "\n", " ============== ==== ==== ======= ===== ====================\n", " Min Max Mean SD Class Correlation\n", " ============== ==== ==== ======= ===== ====================\n", " sepal length: 4.3 7.9 5.84 0.83 0.7826\n", " sepal width: 2.0 4.4 3.05 0.43 -0.4194\n", " petal length: 1.0 6.9 3.76 1.76 0.9490 (high!)\n", " petal width: 0.1 2.5 1.20 0.76 0.9565 (high!)\n", " ============== ==== ==== ======= ===== ====================\n", "\n", " :Missing Attribute Values: None\n", " :Class Distribution: 33.3% for each of 3 classes.\n", " :Creator: R.A. Fisher\n", " :Donor: Michael Marshall (MARSHALL%PLU@io.arc.nasa.gov)\n", " :Date: July, 1988\n", "\n", "The famous Iris database, first used by Sir R.A. Fisher. The dataset is taken\n", "from Fisher's paper. Note that it's the same as in R, but not as in the UCI\n", "Machine Learning Repository, which has two wrong data points.\n", "\n", "This is perhaps the best known database to be found in the\n", "pattern recognition literature. Fisher's paper is a classic in the field and\n", "is referenced frequently to this day. (See Duda & Hart, for example.) The\n", "data set contains 3 classes of 50 instances each, where each class refers to a\n", "type of iris plant. One class is linearly separable from the other 2; the\n", "latter are NOT linearly separable from each other.\n", "\n", ".. topic:: References\n", "\n", " - Fisher, R.A. \"The use of multiple measurements in taxonomic problems\"\n", " Annual Eugenics, 7, Part II, 179-188 (1936); also in \"Contributions to\n", " Mathematical Statistics\" (John Wiley, NY, 1950).\n", " - Duda, R.O., & Hart, P.E. (1973) Pattern Classification and Scene Analysis.\n", " (Q327.D83) John Wiley & Sons. ISBN 0-471-22361-1. See page 218.\n", " - Dasarathy, B.V. (1980) \"Nosing Around the Neighborhood: A New System\n", " Structure and Classification Rule for Recognition in Partially Exposed\n", " Environments\". IEEE Transactions on Pattern Analysis and Machine\n", " Intelligence, Vol. PAMI-2, No. 1, 67-71.\n", " - Gates, G.W. (1972) \"The Reduced Nearest Neighbor Rule\". IEEE Transactions\n", " on Information Theory, May 1972, 431-433.\n", " - See also: 1988 MLC Proceedings, 54-64. Cheeseman et al\"s AUTOCLASS II\n", " conceptual clustering system finds 3 classes in the data.\n", " - Many, many more ...\n" ] } ], "source": [ "print(iris.DESCR)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We see below 4 featues and 3 classes of the **iris** dataset." ] }, { "cell_type": "code", "execution_count": 33, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "feature names: ['sepal length (cm)', 'sepal width (cm)', 'petal length (cm)', 'petal width (cm)']\n", "target names: ['setosa' 'versicolor' 'virginica']\n" ] } ], "source": [ "print(\"feature names: {}\".format(iris.feature_names))\n", "print(\"target names: {names}\".format(names = iris.target_names))" ] }, { "cell_type": "code", "execution_count": 35, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([[5.1, 3.5, 1.4, 0.2],\n", " [4.9, 3. , 1.4, 0.2],\n", " [4.7, 3.2, 1.3, 0.2],\n", " [4.6, 3.1, 1.5, 0.2],\n", " [5. , 3.6, 1.4, 0.2],\n", " [5.4, 3.9, 1.7, 0.4],\n", " [4.6, 3.4, 1.4, 0.3],\n", " [5. , 3.4, 1.5, 0.2],\n", " [4.4, 2.9, 1.4, 0.2],\n", " [4.9, 3.1, 1.5, 0.1]])" ] }, "execution_count": 35, "metadata": {}, "output_type": "execute_result" } ], "source": [ "iris.data[:10]" ] }, { "cell_type": "code", "execution_count": 36, "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, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1,\n", " 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2,\n", " 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2,\n", " 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2])" ] }, "execution_count": 36, "metadata": {}, "output_type": "execute_result" } ], "source": [ "iris.target" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Visualize the *iris* dataset" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "First we load the **iris** dataset into a Pandas DataFrame." ] }, { "cell_type": "code", "execution_count": 61, "metadata": {}, "outputs": [], "source": [ "from pandas import DataFrame\n", "\n", "iris_frame = DataFrame(iris.data)\n", "iris_frame.columns = iris.feature_names\n", "iris_frame['target'] = iris.target" ] }, { "cell_type": "code", "execution_count": 62, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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sepal length (cm)sepal width (cm)petal length (cm)petal width (cm)target
05.13.51.40.20
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" ], "text/plain": [ " sepal length (cm) sepal width (cm) petal length (cm) petal width (cm) \\\n", "0 5.1 3.5 1.4 0.2 \n", "1 4.9 3.0 1.4 0.2 \n", "2 4.7 3.2 1.3 0.2 \n", "3 4.6 3.1 1.5 0.2 \n", "4 5.0 3.6 1.4 0.2 \n", "\n", " target \n", "0 0 \n", "1 0 \n", "2 0 \n", "3 0 \n", "4 0 " ] }, "execution_count": 62, "metadata": {}, "output_type": "execute_result" } ], "source": [ "iris_frame.head()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We change the class label **{0, 1, 2}** to its corresponsding name: **{'setosa' 'versicolor' 'virginica'}** in the Pandas DataFrame." ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "iris_frame.target = iris_frame.target.apply(lambda x : iris.target_names[x])" ] }, { "cell_type": "code", "execution_count": 65, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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sepal length (cm)sepal width (cm)petal length (cm)petal width (cm)target
1357.73.06.12.3virginica
1386.03.04.81.8virginica
1166.53.05.51.8virginica
955.73.04.21.2versicolor
195.13.81.50.3setosa
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" ], "text/plain": [ " sepal length (cm) sepal width (cm) petal length (cm) petal width (cm) \\\n", "135 7.7 3.0 6.1 2.3 \n", "138 6.0 3.0 4.8 1.8 \n", "116 6.5 3.0 5.5 1.8 \n", "95 5.7 3.0 4.2 1.2 \n", "19 5.1 3.8 1.5 0.3 \n", "\n", " target \n", "135 virginica \n", "138 virginica \n", "116 virginica \n", "95 versicolor \n", "19 setosa " ] }, "execution_count": 65, "metadata": {}, "output_type": "execute_result" } ], "source": [ "iris_frame.sample(5)\n", "#print(iris_frame.size)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We may easily plot any target class histogram on any of its feature." ] }, { "cell_type": "code", "execution_count": 81, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "ax = iris_frame[iris_frame.target == 'setosa'].hist('sepal length (cm)')\n", "for a in ax.flatten():\n", " a.set_xlabel(\"Length\")\n", " a.set_ylabel(\"Frequency\")\n", "fig = a.get_figure()\n", "fig.savefig('iris-histogram-1.png')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Below we plot each dataset feature (in rows) histogram for each of its targets (in columns). " ] }, { "cell_type": "code", "execution_count": 85, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "pyplot.figure(figsize(10, 12))\n", "\n", "plot_number = 0\n", "for feature_name in iris['feature_names']:\n", " for target_name in iris['target_names']:\n", " plot_number += 1\n", " pyplot.subplot(4, 3, plot_number)\n", " pyplot.hist(iris_frame[iris_frame.target == target_name][feature_name])\n", " pyplot.title(target_name)\n", " pyplot.xlabel('cm')\n", " pyplot.ylabel(feature_name[:-4])\n", "\n", "pyplot.savefig(\n", " 'iris-targets-features-histogram-2.png',\n", " format='png',\n", " dpi=72\n", ")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### *Seaborn* library for visualization" ] }, { "cell_type": "code", "execution_count": 68, "metadata": {}, "outputs": [], "source": [ "import seaborn as sns" ] }, { "cell_type": "code", "execution_count": 87, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.set(font_scale = 1.3)\n", "sns_plot = sns.pairplot(iris_frame, hue = 'target')\n", "sns_plot.savefig(\"sns-plot.png\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We might get the Seaborn inbiult dataset **iris** and output it too. \n", "\n", "Note, the **hue** parameter is now of \"species\" value." ] }, { "cell_type": "code", "execution_count": 88, "metadata": {}, "outputs": [ { "data": { "image/png": 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khA4HeGXX24SNriHqkUDQ/whxcxIYhkFrZ+yoPjcAboeZtk7hdyMYmZiU7HwxiiSjygoRKURSjg9BrwSCU5+e7r1UuUpECqGJe0/QSzQ5QUQKYcga5h7Gld1kQzmWQ6VAMMIQdiUnQUdXHItJxmxSjlrHZTPRKsSNYISSb/VTXTCJ9Y2b02WXTzift/ct58WaNyly5nPHtA9RaikT0ZkEgn4kR83h7FHzeHPPe+mys0bNZW3DBp7e9gqlniJur76eYnMphrj5BD0gSRL18QP8bf2j7OuoY3rhJK6bfClFrgLqg43pejdPvRqLYccQ4dAEpwhC3JwEzYFIj8k7D8dpM9EqIqYJRigm3cJtk69nb8U+6kONVHhK2dG2ixd2vgFAXbCRe5f9nnsWf1E4OgsE/YhsqFwx+iKmF0xhX2cdZZ4i9gb28cTWlwDY11HHT5b9jnvO+iJuyTu0nRUMSzr1du5d9jtiWmqXb23DJjrjIT435y52B2ppj3QwNmcURZYiIZAFpxRC3JwELYEo7qNESjuE22GmtjE0SD0SCPofGw6qnFVMdFUR0Nv5+bb7Mj5P6kkau5rwOIW4EQj6Ews2xjnGMd45jjatlV9svT/j84SWoCncjNvhHZoOCoY1TZHWtLA5RE3bXhLJJNWeaiTvwXxIQtcITjGEuDkJmgMR3PbjiBu7mbag2LkRjHwMA8yyCbvJRjgRyfjMZ/PQaQSQJQmX7MmKuiNJECFMRIvgVF2Y9GPfNz0hSRIRQkS0KC7VhXoCbQgEwxFZlugygkS1GG7VjWqYiBImrEWwmSxE43FMqorX6iYQ7cw41qaKyGmnK5ocpzMZxKpYsePM2n2xq1acZgeLKuZgM1lpDbez+sB6zEpq7hzMzRpJgpgUoSsRxmFyYNZ7Tn4uEPQHQtycBM2ByFFz3BzCZTcRCIpoaYJTA4fk4rbq6/jD6n+kyz4y40O8vOst3tu3BkVWuGLC+Swqno/ZOGiyKRnUhHfxpzX/ojMWpMRVyMdn3kqu7O/9iSWDnV07uX/tQ3TGgpR5ivnYjJvJ6UsbAsEwxJB0NnVs5YEPHqErEWaMr4Kbqq/mtyv+Sls0QIHTz8XjzublnW9z5xkf5r73H6QrHgZgXulM8q1+sfJ+GtKut/KnNQ+yN7Afp9nBXTNuYLxzPBjdOfX8Vj83Tr2Shzc+Q2csSLGrgE/NvR2X5B5kYSOxP7aP+1b/g9ZIO/n2XD4+81aKzMXCV1MwIIjwGCdBb8SNw2qiK5okqYkA8oKRj64bTPZO4luL/oePz7yFry38LMFoiGX7VmNgkNSTPL7lBWq7atPHBPR2frHi/nRI6QPBBn73/t9SWdd7SbvWxi8Pa2NfRx1/WP0PEiJilGCE05Jo4ber/kZXIiVYatr38tCGJxmdUw5AY6iZp7a+zNSCKu5b9SBfmv9JPj7zFr4475N8aMKVmAyRQ+10IynHuf+DlLABCMW7+NXKv9CmtWbUC2kh/rL24fS8WRds5O8f/Ie4NLgLriGjg/9b8UdaI+0ANIVb+cWKPxFGmOwLBgYhbk6Cls4o7mOEgYaUuYHTJnZvBKcOsqFQYCqi2lNNkbWQ9/avyaqzpWUnspxaQWyJtKHpWsbnDaEmOhOdWccdjZZIG9oRtm4Hgg0E+9CGQDAcaY60ZEWp2tm2h3JvSfrv9kgHDrOdrkSYaCJOtaeaUbZKzIYw7TkdCSVD7DkobA5hGAbN4Uxx0x9zb3/QFgsQSWSa5wfjXbTHAoPaD8HpgxA3J4im63SE4sf1uYGUaVp7SIgbwamHgsqYnIqs8lJXEbqeemFzm51Zn9tNtj75Crh6aMNpdmBVhL+BYGTjNruyynJtPjqi3clzzYoJ3dBRJBmnyTGY3RMMQ6yKFY8le9wcOdee7NyryQmak400JxvR5MSJdRZwmhzIR+TRUWQFhxjLggGi1z43hmHw5JNPsmHDBqLRaJbj2o9+9KN+79xwpj0Yw2FTUZXj60OX3Uy72LkRnIIYOpxTuYC1DZsIxlImBuWeEsb4ytN1ck15XD7+fJ7Z/gqQsr++a8YNOCUXei8Nrv3mPC4ddy7P7Xgtow2HlO1EKxCMJAqs+Rn5bBRZ4UNTLuOvax8FQELiyqoLeHP3e9xcfQ1exSt8bE5zbNi564wb+cXy+9EP7mifP/os/Jb8jLFxMnNvmBD/2vgf1jZsAmB64WRunnQNdrJF1fHwqj5umnoV/1z/eLrsturr8MheMZYFA0Kvxc29997LAw88QEVFBV6vN+MzSZJ6PugwHn/8cb761a/2+Nk///lPZs+e3duuDAtaO6J4HL2zdXbaTLR1CnEjOPWQZFh7YCPnVM7HpJiQkGiLBDgQbMTtygFAMVTOLzubGQVT6IgHybPlkqPkpHd2eoNimLig/BxmFlbTEQ/it+XiU3KEsBGMeEyGhavHXsrc0hnsbNuNLCm8f2AdV1RdgCorVPrKiSXifHrWRHJNuWAIg4vTHcOAMfYx3LP4izRHWnGbneSZ81ANU0a9E517JQk2NG9JCxuADxo2UZ0/kTP9c/ocBEDSZeb6ZzP2rEraYx3kWL3kqrkZwQ8Egv6k1+Lmqaee4lvf+hY33XTTCZ3okksuYdGiRRllX/3qVwkGg8yYMeOE2hxKmgPR4wYTOERK3Ihw0IJTD40kq+rWUXdYtmsAk6Qy2TMp/RBVDBMFpiIKTEWpCiegSdR+aEMgGI6ouplYIsF/Nr+QLltVtx6A7y3+EkXWg/43YswLDmFI+ORcfI7cg3/3XO1E5l5FkfmgcWNW+drGjSwoPJNksu8BkmRDwa8W4FcLet0PgeBE6bW4CYfDLF68+IRPZLVasVq7nR9fffVVVqxYwfPPP4+qjryI1C0dEVx20/ErkvK52d8kooIITj0UVKbkV2WJm0pfecbqoIKGGm7ECHcgu/zErLkYYtVOMIKQJANztAUj2IJk95C056P1YzYFr9WTVeazenCodvEieJph0UIYHfVIioLhKiIuD65voaYZTM2vYn3jlozyqflVaJoYjILhT69n5rlz57JixQquueaakz5pMpnkZz/7GR/5yEcoKys76faGglQY6D6YpQmfG8EpiKHDkvL5bGraxoFgAwAzi6oZ465M11GMBMa212l5+6GDBSp5V36BuH+yMCsTjAgkScLcvIWWp34OWhIAz6IbUCaei0bvFrmOR66ayy1Tr+HBjU9gGAZW1cInZt2KFbvQNqcR1lgz7U/cS7KzGQBL2URc53+CmJotfgcKwzCo9k9mZc4H7GjbDcC4nEqm+aeIOVswIjimuHn44YfT/x47dizf+9732LZtGxUVFSiKkv5MkiQ+9KEP9fqkL730Eo2Njdx1110n0OXhQXMgQnl+7xzrXHYzAREtTXCK4pZ83D3nUzRHW1BlhVxLHqre/cKnhpu6hQ2AlqTthd+Tc+MPiKnuIeixQNA3zMlO2l78fVrYAHS882/yyqegOUr75RyyoXBm/hyqFo8jGA+RY/XhkjziZfI0QpYgsv6VtLABiO3bgr1uC5SfOah9ceLm0zPupDXeimEY5FnyRE4lwYjhmOLm29/+dlbZ3/72t6yyvoqbf/3rX1xzzTV4PH1ficjNzQ5teCz8/r5H9ugN7aE4ZcUevO7j5xlwuqwEwwlychwovYiudiIM1HUOJ4brNfZ1TJ4Iw/Xau3FRgr/HT7ras3Mq6JEgFimGewiva/h/pyfOYIzJ/mIk/A6xhmb0cPY4VmJB/KMy+3+y15PP4K3QH4/+/G16OyZHwngYKLRYhLr9W7LKk8178M88f9D60f0buCgmb9DOKxD0F8cUN1u3bu33EzY2NvL+++/z5S9/+YSOb20N9TrKkt/vork5ePyKfSSp6QSCMYykRiAQ7tUxdotKzd42fK7+X/kYqOscTgzFNfb2IduXMXmi/Rhpv2+X1Mq+YANxLUGpOx/HnEtp9OXSKWnkGgq+HeuJSQ46h+i6RuJ3eojejMuBHpP9xUj5HSyyA9VTQLKj27dMdfvBYiew/h0kix3JV0anRWNP235MiokieyE2I5XHIyyFqO9qQDN0ih2FOEntWMakCA2RRsKJCIWOfHxKzrCJINWX36a/xuRIGQ8DhSxL2MbNJdG8L6PcVDaV4L6daO31SGYb+EqIywOzgHH4b9BFkLqulLlxsaMQR09hoGWdxkQj9aFG7CYbJY5iHMbQC9TTWSQL+uBz89WvfpWvf/3rOJ2ZN1QgEOBrX/sav/vd73rVzttvv01RURHV1dV96+kwoi0Yw2U3oci9fwi5HGbaOqMDIm4EguFEJy387v1/sq+jDgCLauF/5t3FT9/5AzqpKDufnHUT1aoDRsALuEAQk+z4Lvtv2p7+BVqwFdnhJefc22h86B44mAE+et3n+fHG/xBNpkyQy9zFfGbWneiGzv9bfh9NB7PHO80OvjL/09gVO3/d8G/WN6UWERVJ5ksLPkWpubznTghOeXTdwDJhAdb6nUR3fwCSjHPmRagWK00Pfj1tFmkpm4Tzgk8SVwbuBb7DaOOn7/2e9mgHkAp48aV5n8Ij+TLq7Qrv4hfv3Y92MN/OJP947qj+EA5DmBwLho7j7ty0tLQA8OSTT7Jo0SLc7swBu337dt59991en3Dt2rXMmjXrBLo6fGjtQzCBQ7hsJpHIU3BasL1td1rYAMSSMZ7d9hoXjT+b57e/DsBf1z/Od88a0/NKoEAwDIk6yvB++B6kcDuK1U7rEz9NCxu1fBLP1K1OCxuAfZ111HTsIZyIpIUNQCjexRt7l3FmyRlpYQOgGTp/W/coX577GVS9d2kGBKceMZMP+/mfxhluAVkFq4vAU/dm+HvF9m3G2bYX/FMGpA+yLLFq/wdpYQMQiHawom4NF5Wdl96BiylhHlz/RFrYAGxu3s6+0H6qHJMGpG8CQW84prhpbGzk4x//OJDyq/nCF77QY70bb7yx1yfctm0bF1xwQR+6OPxo7uh9jptDOIS4EZwGKIpEa6Q9q7w+1MTskmkokoxm6ESSUWJaDMcArjwKBP1NXHaA04FF6yTZ0e30rXvy2NfVklW/qauFaDI7x9nuQC2zirOtFxpDzSSMBCpC3JzOJDCBPZWXxqIHSbTVZdXpyQesv5Blid2BfVnluwO1yBVSWtwkjDiNB8e9LMnoB0VOMB4Gx4B1TyA4LscUN4sXL+b1119H13XOO+88Hn30UXJyctKfS5KEw+HoU2CA1tbWEwokMJxoDkRwOfoW/tNlM9EqEnkKRiBmrQva9qKFWlF9RWieMpJS986lJEGr1kxt5wFMsonRORVZbVw98WLiWpzLJpyH3WSjLtiI2+SCvueCEwiGFMVIIHW14lt4HQDJUBuRnWtZMHshTxwhcMbljCamxXhh55sZ5XNLZ2BSsp8hN1dfQ124nvZIB0XOfAothShG/4SaFowMJAks4Qa05j2gmJD9o7BPOYuutS9n1FN8JSR7buKkSSZ15pWewQcNmzLK55fNykjg6ZSdXDjmLHLsPsKJCGbFRCgepsiZP0A9Ewh6x3F9boqLiwF47bXXKC4uRpJOztnxzTffPKnjhwNN7RH83uNHSTscl91EfVvvgg8IBMMFkxElsvSfhLe9ly7zLL4Zuer8tLtMfaKeHy39NUk99ai9quoCbp56FY9vfZFoMsaNU65gbf0GVtdtSLdx49QrMWER+TsEIwpZlpD3rqH5hd+nyyzFY7GNn8XComoCssGbe97Dqli4fvJllNhKMND50OQreHLrC2iGzsLy2TR1tfDevjV8YvYtPLj+SYKxEB+ecjkbmraytr47M/yt1dcyL38uhlgEOG2wdNbS8sj3MLQEALLdjf/aL6OHO4hsW4lsc+BdcjtJd/+EID8axa5Czh+ziDd3p+b+xaPOpNRVlFFH0lTG5Y7m1yseSJeVe0pYUrZAJJ4VDCm9Dijwm9/8psdySZIwm80UFRVx8cUXU15+6jtDNgcijCvt2+6Ty25m055scx2BYDgjd9ZnCBuAjqUP4688g6g5F0k2eHbHK2lhA/Dk1pf57zl38N2zPkdS1+lKRvnXhqcy2nhs03NMy5uCSxrZu7iC0wtTooO2N/6eURar24l73rVIjtH818xJXFR5Dook45BcafOdJUULqfAWs7NtD2vqN7A3cACAtXWb+M5Z/0tSSxKId/Dwxmcy2n5409NMyZuYjq4mOLVRZYPQ+8+khQ2kzM9i+7diW/IJnPM/jCGbiKvuAc1/JMsSy/a8z+amHVwy/hwA3j+wHlVWuaryUjQtde64FOXB9U9kHFvbcYC6UANjHcLkWDB09FrcJBIJnnvuOfLy8tKRzjZt2kRjYyPTpk1j2bJl/P73v+eBBx5gxowZA9bh4UDrCfjcuOwm2oPCLE0wPJBlqVehgo1ED35iWhIjGQcz6JJOS7gNAJ/NQ1JLEox3sbt9H9W+yYBMa2R7VhMJPUnCSKKa5AwzB4FguNDTPSJpSWSLA0NLZtwbWiKOJIGqqCkhYgBSavHPMAwMQ2Jn6x6e2Ppi+hiHyU4w3oVFsuBUXTSGmzmSuJZILRwMTHo0wTBDQkfrzB4HWrANAxnNkntwPB177u5p7PZ2zj9Ut6mrhQPBBkK7uwDoiAXJd+QetN5JtZM0NDpiQSQkcu0+uhJhIokoES3aL/0QCE6UXosbu93Oueeey89//nMslpS9fSKR4Ktf/Soej4dvfvOb3HvvvfziF7/oMdHnqUIsrhGJJ3Ha+u5zEwwn0HUDuQ8hpAWC/iQhxantqmVzyw6KXQVM8I095qqw5ClEtjrQo13pMnPxOHR7yvdO1hWuGHceHYkQdcFGzIqJPJuPMb5y3tz7GsF4F2eUzsBmshJJdIv7yyecT2OkkTf2vkOJu4iq3LF4yR24CxcIeokl2YnWsJVE424sJVXgH0tccWDSwxiBA1grpqA6PRjJJB0rn8FSWoVqtpJY8x8C7hzMZVPZJ8XZ0LQFk2Jiir+KPCWfqrxxwItYFDNXTbyQcCLCKG8pyxpW0tLVyqT8CUwrnMS6hs3pvkz2j8NtcoM2dN+HYPBIGgqO6ecTf+lPGeXWcbMxWrcT27sexZmLqWwKUUt2ck2zFsJo3EG8bjvmorFIheNpV2BHoIZ9HXVU5Y2lwlGOmWOb1SeTOktGzafKP5amrlbAIN+RR5G9IGMxyi45+PDkyzEwOBBswGNxYVHMFDny2dG1na0tOynzFDPOOwYZmV2du6lpr2VszigqXaOwYe+X700gOJJei5sXX3yRBx98MC1sAEwmEx//+Me5+eab+eY3v8n111/Pww8/PCAdHS40d0TwOi199j1SFBmbRSUQipHj7pu/jkDQH0gyrGhYxUMbu03EytzFfH72x7AaPT9k4mYvudd9jc63HyLeUIN97Czsc64kSmoeMAxwmW387v1/YBxczbOqFq6bfCn/OrhK/fq+1Xx+7p08ufVl9gT2c97oRSiSzG9W/LW7H55UThCRG0EwlJiNCMFX/0isNuX3Elr9As6ZF2OefR3J9a/QubzbBMdcUIn3rBtQPXk0Pfajg6USHVd+nB9vfiK9uv6k8iLfWPR5ii3FfG7uXbRG23lq68ucUzmfB9c/SVskAMDLNe9w5xkfBmB7yy5ml0zjkjHnIWu9fkwLRjiGAebcMjxzLie06W0k1YJ71sUYnc20PPfbdD3F4SXn+m8RNXcHeFJJEF3xKF0b3+ouO/8O/tSxmR1tewB4seZNLh9/PheVnwf6sd9h7CYb/974NNrBcOeKrPD1RZ85osMSdpON+9c8lC7Ktfko95TwixX3p8suGbeE5nAbqw6sA+ClGlhYPocPj78KWRfjW9D/9HqzW5IkgsHszMEdHR3oup6uc7IBB4Y7zYEIXueJhen0OMy0dYpw0IKhoUsP8p8tz2eU7eusoz7ccNRjDAOi9hIcF3+O3FvvxbToI0TN3SuGiqrx9LZX08IGIJqM0RJuw2VOxQLtSoR5ZMMz/PcZt/L9xV/hzLIzeHb7a5n96KjjQFd9f1ymQHDCSJ0NaWFziNCalzB1NdC58umM8njjbswFlQSWPpYuM5VO4MXmzRlmQ3EtwdrGDaiSygTnBByqjWAshFkxp4XNIf6z6XkuGLOIc8cs4OrxF+NC+KSdTqiyTseyxwhteRf7hDOxVkwmEWig/Z3MRWOtK4DWsiejTAm3ZAgbgEYpmRY2h3h+x2t0ah0cC0WRWVq7Ki1sADRd4529K1GU7tfGKGEe3pTpJ9YaaWdfZ2boaofZnhY2h1hau5K2RNsx+yEQnCi9FjdnnXUW3/72t9m6tTvp2NatW/ne977HWWedRTwe529/+xsTJ04ckI4OF5rbI7j7mMDzEG6HmTbhdyMYInR0Enp28NCkfnybl4RhIqa40IzUlCFJoKoKEjqRZLZgj2sJVKV7Ra5LiyLrOlbDjqZrGQ/N7n4MVGBTgaB3GAfHoOL0YSmtQrY6wNBTyTp7GLO6pmEcZm6Jydzj/RCOR1LtGxA/mIzR6CGcVFSLE9MSvLD9DRKasEU7XVAUGVWVkQwDPRZGCwWIN9QQb9iFJMmZY+wQ2hHzZQ/zp9bDWrNm6OjGsceWJEFXMju6ayjexeHr14akE+thvOtH+AQd+Xe6L7149ggEJ0Kvxc03vvENHA4HV199NTNmzGD69OlcffXVuN1uvvGNb/DOO+/w1FNP8bnPfW4g+zvkNLSH8fYxmMAhnCLXjWAIccouzq6Yl1HmMNkpchT0qR2zFkLZu5zI8z9B2/gGl4xekPG5hESxq4D2SPfq4OWVC5Gk1E5OjimX2SWZCQxdFiclzswwowLBYCO5C/GdfTOOCXORZAXXtHPxnXMrRjKBbcwZGXUVhxfJV4pr9hXpsuS+rZyfn52ZfVbxtLQTdaWnHEVWUCQZ8xG5bs4bvYDXdy3lnMoFOGTnAFyhYDghSzrWzj3E3/oTsdd+h9y+F8/8a8lZcjOyzYXJV4Q5fxTuWZdmHCcpJpS8zMi0hsOPuXBMRlm+Bl5rpqnvrOJqPKr3mP1KJnUWl5+ZVb5k1PwMnxsbDi4ed05GHYtiJs/uyyiLJKOUujPn9zG+cnItOQgEA4Fk9DGe4KpVq9i0aROKojBx4kRmzZoFQCAQwGQy4XAMbFra1tZQryNt+P0umpuzTelOhp/9ey1V5T7GlvTdXGD1tiY0w+C2C6v6tU8DcZ3DjaG4Rr+/d6Es+zImT7Qf/XXtYUKsbvqAd2pXUukp48IxZ5Or+OntLKBIBtrqxwi+/xyQesi6rv8imxIdPL/nPewmK1eMWYzFZOXxbS/TkQhzUfk8puaOR5K86XY6pXbeO7Ca1XXrKfeUcMGYs8iXB0/cjOR7pjfjcqDHZH8x3H4Hs95F51M/IdFcmy6zT5iLEYtgLqxEj0eI7t2EuXg89hkXEbUWpAIN1K6l64OXUdx5mOdfy+ZkB8/teA2LYuHy8edTbitHOrjriWRQH6/jjT3vMil/PGvqNtAUbuXM0jPItXkJRIPMKpiOzRjaFO99+W36a0wOt/Ew0FiDe2n+93dJJzJSVPyX/TfNT/2iu5KsUHDTPcQad9H1wSuo3gKcsy8n5irPmret8Taim98gWrMGy6hqbFPPo8EEr+x6mx1tu5lbegZnFs3EwdF/r0O/gS4l2d21h2d3pMyOLxt3HpWOShQj00cmKoX5oHkDb+59jyJnPpeMPQen6mJZ3SpW7F/DuJxKzqs8C0VWeGvvMjY0bWV64SQWlc0bULPL3j6/BacmfRY3Q81Qi5sv/X4ZVy6sJPcEggLs2B9gx4EOvvCh6f3ap9PhgSDETf9duyxLJKUEiqH2OTmgNd5G89+/mDbRsY05Az3SSSLQjG3WRRCP0rXyOTzzrkWdcSGGnkA3LPRkYaOqMjGimDD3ZFExoIzke0aIm4HD3L6T1ke/n1XuXXQ9gXceRXHnYS0ai33W5UQdJenPJQlUkri9TlrbU7vzhqIjIfVsGwRIsoEu6SiKTNJIYjbMxI0Eim4a0BwmvUWIm4FFUSSSy/9FaO1L6TLb6OnosTCxA5nh893zr0WedgWynsCQFJLHCAYgy6AYCTTJxEF3aCQZNJKomPr+GygHG9GObugjSRK6nERGxjg43mVZIkkChe7nzKF+HF42UAhxc3rT6zAVbW1t/PznP2fNmjUkEomsyfe11147ypGnDpquEwjF+pzj5hBuu5nWDmGWJhhadN1ARu1TAmlFNpD1OGQ9U1MJPSSrg0RuMXIiCqoZJINEQsEwuh+IkmyQJIlqmDCMlOmDghmR5UYwbDhKQBzp4MDXOlvo6mzBNv3CjM8NAxKoyKoJXQ4hI3PIq0Y68qaRNXQMFENF0hV0DWRMJGUdAwNJotc7qYIRzpHjzTiYICm7Yup/Q08phB7rpNB10DGROcEbqf+ON7BUjUCkA1mW08LoSFEjSaBJSWQk0JWD3TaQNCXjlD09ZwydPj97BIITodfi5tvf/jbLly/n0ksvxeU6PRVxS0cUp82EqpxYRjWPMxUtzTCMUz6qnODUwRptJLzmeWIHtuOccQHumRfRuSpllhbZswH15m+xOdLEq7vewKpauOzDn8Njzs14kLbrrby48w12tu1mbskM5pfMEVnXBcMOyV2EKX8UiaY96TL7+DlEartzz5gLx2C4C7OOTUgxXt+1nm0tuyh2FbC0diVmxcyV4y9klL0CkNgf3cdT214ilAhz8ZglTPROwCJZaU428dy2V9nXUcfC8jnMKTwDO8Ln5lRG0wxsE+YRWvty2iwtsncT/sv/m+YD27oryirWUVOJb3+D4Acvo3j8uOZeTcxd0SsR3Ku5V9bZFd7Nc9tfpSsRYUnlfKpzJ2eZRsalGFvat/JCzRs4TXaunHAhpdaybpNLgWCY0Gtxs2rVKu69916WLFkykP0Z1jS1R8hxnXiOGotJAQnCsSQOa9+SgAoEQ4El2Unb4z9CCwUACLz+N7xn3UDuJZ8ivG055srprIo288DaR9LH/OK9v3D3go8zSkmFjA4T4qfv/Y6OWMrU4altL1PbWcedk29GPrjyJxAMB2KyHc8lnyWxew3xfZuwjp2JanelolbJMqa8MhSHB8nQMhbPJQk2tW/hr+se5ZqJF/Hg+u58OD977w98beFnUSSZn7z7u3SUtD+ueZCPnXEzY7yj+PG7vyGSTO3qP7r5WdoiAa4dcznGcXKRCEY2cXc5/hu+TXjTWxjJOPYpS9C8peRd/3XCG99AttixT15MvKGGwGt/BSDReoDo3o34b/o+UVu2yD6c3s69+2P7+H/v/TG9IPX3Dx7j9ulwZt6cbtM2CTa3b+FPa/6VPm5raw3fWPg5Ck3F/felCAT9QK/ltmEYVFZWDmRfhj2NbWE8rhMzSYOUXarXaaYl0HvTtMTu9wk//3Mir9+H1lp7/AMEgn7E6KhPC5tDBN7+N1JeBdYLP0+yah6v7Xo38xgMNjRtxWRKPTwbI03ph+sh1tZvpDOZ2a5AMByImXMwqs7HetH/oOSPofnJ/yO49hX0WITQpndof/NfGB2ZuaE0OclzO15jYt5Y1tRvzGpzdf069gUPZIV/fn7n63QmOtPC5hBv7FlGUD89fE9OZ3RDIuqqwLTgDsyLP0bMO4YEFmK+cViWfAJ13m3oNh+d7z6WeaCWRGvZe9z2ezP3yjJsad6ZZbL2as1SYnJ3mGdNSvL8jtcz6hiGwdbWncISRTDs6PXOzUUXXcTDDz/Ml7/85YHsz7CmvjWM7wRz3BzC47DQ0hGhovD4pn2xja+QWPc86oRFEA0RfvYnWBfejmnMnJPqg0BwLCQpZWKTNHQsFjvIKuqia0nkl2LevZHE6leQVTPEOjDbLdjV7N1Mu8lK1IiQlJI4TDYUSeaM4qkUOPPY0bqbna17UCSxayMYXpiII2sxkqqDZFLGJKd8HfRYmFjdjnQ96YgQzhKpTO0xLYatp/vBbEOVVewmG3NLZ+CxuChy5WM32XCass3PzIoJWZIRzgmnPpIkoSZCgIGhOtMO/4dCLiuSgmy2oUdDmcepx19oNcnqUedeTY6TIIkdGzZT9nuN1WRBRSEup3I0WWQrDrOdfEceM4unEk1GWbH/A2yqFUnSiUgRTKgo+okvAAsE/UWvxY3dbufBBx/k7bffZvTo0ZjNmQP45z//eb93brjR0BZmUoXv+BWPgdthprkXOzda+wHiq5/EsuBWZHsqXKKcV0F06d+RbC7U4lM7WapgaDAkjR2hGh7c+ASheBdXT7iIUbd/g0c2Pcfe9UuZmj+Bq+/6Pl0rnyK8eRmmgtFccu51bG2tSa/82VQr43NH872l/4+uRIQLxy7m7gUf59FNz7GuYTOT8yfwuTPvwq14BjxijkDQGyRJwtK5h443/0GiuRbb+Dm4Z11C16Z3cExaQNfmpem61jFnoLsyc0NJmsI1Ey/hZ+/+gVunX8PGpm3oBwe3RTHjsjjxO3O5oup8Xq1ZSiQRZVHFHJK6hiorfHbuR/jVigfS7X1o0mU4JddRkx8KTg1UI45Uu5r2pQ9j6DruM6/CNHoeCdmWrpOQbXgX30jLM79KlylOH3JexXHbL7AV8F+zbuLlnW9nzL1dWpjfvP8AzZE2ziqfw4KK2ThMdroSqcSdEhJXVl3A6qZ1PL7leQCunngxN1dfxbv73uftPSuwmaxcWXUBVf6xPLHrOd6qXYHflsPN1ddQYasQc7tgSOm1uNm4cSPTpk0DUjltTkca2sIsnHpyuTg8dhNN7dmZf48ktuIRTGPOTAsbANmdj3n6pURf+z32a7+X8ZlA0B80xBr4xYr703/nO3P5xfIHCCdSq3dr6jfSFgnw6cJqjPVvEj+wlZINy/nSgk+wqWkHVtXMhLwx/OK9P6cflE9seZGLxy2hPdJBXEuwtn4joWiQz88sA07ch00g6C/MsWZaHvshRiJlhhPevBStswXF5kQyWfGd9WESgWYsZROhYAJxKXvcllvL+fY5/8P2lt18ft5d1LTtJa4l8FrdPLH5Ba6ceAH/3vB0uv6LO9/ksgnn8s6elSiyzN3zPs7W1l1MzB1Dqb10RITyFpwccssOWl+8L/134PW/k2NzQ8msdJkEJLsC5Cy5hUR7PbLVmdq1iUfgOK67UT3G39Y+ljZ7XFu/kVCsi1y7j/3BegBe2fUOkiTzpQWfZFPzNsKJCJPyJ6BrOg988HC6rSe2vMCF487m5Z1vA9CVCPPQhqfwzHLx8q5U2f5gPT9d9nu+c9YXyFXy++MrEghOiF6Lm3/84x8D2Y9hTyyhEQzHTzgM9CE8Tgtb9rYfs47WXofeVINp8rlZnyn+Ueglk4i+81fsF37upPoiEByOJEFNYE9GWVcinBY2h9gT2E9g7LnpNHDxta8ypnwalRUXIUk6r+1/Jy1sDvF+3XqmFEzgnb0rAdjRvpdAtAWvuXSgLkcg6DVGoCEtbA4R278V78LrCCx9jC5ZQXF4sE5aTEztOcqfZMhM9I/FLxVisSgsq13NhqatdMXDeKxu6oNNWcesrtvIpPzxLN27iiXlCxjjGJsSNULXnPIoikxk+/Ks8q51r2Evn0XyYG4wUzJE69JHMeIRFKcPPR7BiEfJcebCYbmWeqIp3Jzlz7WjbTfVhZmJxF/b9Q4XjDqbJUVnkZvror29i/s2/DWjzuT8Cby9J7u/O9v34LG40r49uqFT19VIrluIG8HQ0WtxAxCLxXjhhRfYtWsXd955Jzt27GD8+PF4PKf+DkJjWxify4osn5zjnM+Z8rk5Foktb6CUTs2y6z6EOm4BsaV/I7F7NabKmSfVH8GphSxLmOIBJD1J0uIlaWT7tUhylGA8gFW1YZY96Wg4hgFui4s8ew7zys7ApJiwm2zYVCsLKmbhtrhoCDazpm4DFpOV+JIPYw4Hkde9jWy2ktBSDXms2f5kPquHzli3zbhJMWEyWwklG7CqdsyyGx2DoNaJLMm4ZFd3ngWBYICRzLbD/m3FOWkhiisH1Z0Hippy4O7qRLU5INaCYbKRUBxIcoxgLIDZbCWqgxaMEiNJOA4FTj/L968BIJqM4TDbs86ba/Phs7nx2jyoshk9mVI1kgQxKUpUi2BXHKjCj+GUwzAMVG8BptwSHBPmgCQTrlmDmlOEbkgcUriGbEJ15aCOn0m0bAJqMon07hNIFnvKRyzWCSYrccWZFRrapmb70pgUEybFxCXjz8GmWqhpq2VfRx2qpKTnXF03KHRmipNgPESOzUdDqDmj3GV2Ek1mLgzYFSuanKBLC2FRrFgNWyoXlBwjrIWxK3ZM+sn5LwsEx6LX4qa1tZUbbriB+vp6dF3n+uuv5/7772fLli38/e9/Z9SoUQPYzaGnoS1MrvvkTWg8TjPtwRiarqPI2cHqDF0nuXMF5jM/fNQ2JEXFNPl8Ysv+iVo2BTg98w4JMlGNONSsoPWtf2HEo9gmzMUx/wZiJm+6TlBr5IG1j7GtfS8eq5u7pl7FOM8kdD01Fkd7R7GoYg4v7HiDWDLOZ+bewW3Tr+WxTc/TGmmn3FPCp8+8nRUN23hu35t4rW4+csnteL3dOzBjvKPx23NpDrcCoMgK545ewH3vP5iu86FJl/LYlhdZWb8en9XDf8++lbdr3+ft2hWYZRPXTrqUufkzUQ3xUicYeHR3Mdaxs0jU78Q77yo6Vj5HsrMZk7+M3HNuo+3tf+O/9FO0vfA74g27UFw58KEv8o9NzzE2fww1bXtZ17AZm8nKRWPPZnvrbqoLJjK7ZBqrDqwjloxhVS3k2Ly0RQIAqLLKzJKprK/fwq3TrsWUTL3sSZLE/lgt96/5F03hVso9Jdw140byZLESfiqh6wb2sbMxIkE6VjyLYeg4Jy3EMf08woeZJMYlC1z53/xt6wusWfM37CYbt8y/mNm+IkLP/ox43XYUpxffBR8j7p+IYXQvwPpt/vQYPMQd068npsV4e88KQvEuJvrH8ck5t2E2rOkNQ103mFcyizf2LCOSSO381LTt5XNn3sn21l0k9SSQEueT/ON4cstL6fbH5lTisXv4xer72NVeS47Ny0dn3ITDZOP3K/5OQ1czxc4C/uuMmykwFYqEtYIBQTKOm7I2xVe+8hWam5v55S9/yaJFi3j66adxOBx87nOfw+Px8Jvf/Gag+wpAa2uo17bIfr+L5ub+Caf55Du7aA5EWFR98vHc73t6E1+7dSZ+ry3rs2TdFqJL/4514W3HbSe+5hnkwrGUXXx7v13ncKU/f8u+nLM39GVMnmg/enPtlkANLY98L6PMNetS5JnXoxupHZtfrv4z29q7Q4hKksT3F34Wryll3rAvVsuP3+2+l6+ddAlPb32ZxMGHGUCh089E/1je2P0eALIkc8/iL+KTc9N1QnSyP1RHTItT6izCq1ipDdYSiAXJdxXw7v61vLU3ZeKQa/Mxs2Rq2pb7EHfP+wSVttG9/Zr6xFCMp/6iN+NyoMdkfzGcfgeTFsIUbqLp0R9jJOPpctXjJ++qL9D6/O9JNKfC8dtmXsy/bFHqIwHKPEW8W/t+Rls3Tr2ShzY8xf/M+y86D5rrVHhKsEo2ajr30BJuw6SovLTzLdojHZwzej7Xjb4CQ5cJ0sm33/4pscNWw3PtPr4x//OY9exnxkDRl9+mv8bkcBoPg4Gpfi1tz/wyo8x3/kfRRi9Mv/Qris5DWx7lrf2rM+p9c/YdOB66t7tAkvHf+iOi1u5gFy16I6/vfpdCl5+4lsCqWvBYXfxh1T8z2ppTMp3bJ94Aupz+DSQJAno7+4IHAChzleBVvLQmW9kfrMMsmyh1leCQnDQnmqgLNeAw2SlxFfHLFfenfXogJeSvn3wpD214Kl3msbj45sIvZCUK7S96+/wWnJr0Os/NsmXL+PznP4/T2R22Micnh6985SusWrVqQDo3nDjQ3NUvOzcAPpeFxqMEFUjuXo1SMLZX7ahVZ5HY+CrJYFu/9Eswskk278kqC29ZiklLjbVgPJAhbCBlGtEYSvkCSBLsDmTmUjIwMoQNQEOomRybN/23bug0hVsy6jhxU+WsYpqnmlzFj4KLStdkZuSdiUu2pIUNwPi80Wxo2JrV962tO0/aDFQg6C0JxUkyFs8QNgDJjmb0aDgtbACSo6ewsnEzE/1j+aBhc1ZboXgYk6yyu72Wmb6ZnOE9g1ypAAdu2qMd/Gfz8/x7w9O0RzoAWLV/HV10AdAaac0QNgCt4XbaYx39fcmCIURRZKI7388qD29+G+WwN7Oo1snyhuzcSfWRdpAPM74xdLRAY0adxnAzb+1dzsMbn+HJLS/x0IanaOpqzWpr1YF1RIzMdxLDAI/kY4p7ClPcU/BIPgxdIkfOo9pTTZVrIk7cSIZMvlrIdO90xjnGE0nEMoQNQFJPEtMy76uOWJD2WOBoX49AcFL02iyto6MDtzvbkdJsNhOPx3s44tSirrWLKZU5/dKWz2WhsS3ClB5yoiZr12Gefmmv2pHtHtSyqbS/9W+Ye2u/9E0wsjCRQA43g6RguHKzPlfzytEVMxhgVW14rG46op0ZdVyW1IKFYUCePXOMm+TsKcKqWkjqWkaZ09T71TerasVpdhCKp17mWsJtFLr8VHhLKXEXIkkS6xo2U+TMHxG7D4JTA0kyUO1OvAuuRY92EVz/JkYiimSyIFttqN4CkoFGJNWMoarcOOUKXBYnO9v2UNOWuWhgM6XukQKHH8MwMGSN9kQ7BgajvGVZ5y5yFWCRUmZpPd1LJsXUYz4pwchF1w1M+aOwhjuwlqdSO8Trd6F4CjDo9rkxyVaKHX52d+zPON5tssMRC0+yLXO3wm12kWv3sbB8NoqsEE5EsPbgh1Po9GOSzCccyCIhx2iPBbCqFhyqHZvJmjZnO8SRzxJFknGYsv3QBIL+oNc7N9XV1Tz99NNZ5Q888ABTpkzp104NN5KaTnMgQk4/7dx4HGYa2rqyyvXOJkhEkfoQZUQdM5eubcvRj8iYfSRJPclLe17nRyt/wU/f/w3L6lZlZSQWjCwsyQDhl39Nyz+/Rss/vowRj2AuHp/+XDJZcC/4EAkj9VAxyx7umnpVRjbps4qnU2jvDm8+ylXOWF93/oT6UDMXjF2ccd5bpl3N+wfWp/9eUjabQmter/ttVfK4c+pVSKT6saN1N5eMW0JLuI3/bH6e/2x6niJnPmO8x8/jIBD0BzIa6r5VNP37HgLv/oeu7SvJOfsmJNWMZ+7ltL5wH76zb0Jx5RK+6A5+vOkJ/rXhKf669lEun3Ae5sOCv4zJqaA90kmFt5QxnkqihHl0x1N88617+dZbP+XFHW9w67Rr0vXNiolrJ12CoqX8y3JMOVxVdWFG/26vvg634h2U70IwOBiGgXVUNbLFTuCdRwm88yh6IoZj8iI07bBns27l1smXZYiDKTljGOUsAKn7Fc5RfQ6aOzNVRYEtn8vGn8eLO97k8c0vsHzfGkb7yplZNDVdR5EV7pj+oRMOWhEwWrl3+W/47js/5xtv/YTVTR/w6dm3p+d3gAvHLMZn8WYcd9PUq/HImWUCQX/Ra5+btWvXcscddzBz5kxWrlzJRRddxM6dO6mpqeGBBx5g1qxZx2+kHxgKn5u6li7+3yMf8NFLJ510WwA7D3Swtbadu2+YkVEe3/Imyd3v93rn5hDKvlVEgyFs532qx8/jWpzfrvszmq4zs2AaST3JiobVFDsKuX3SDSjy8M8UL3xuMq9dliXY8Bwd7z6SUZ5//dfRdB0jGUP2FhO3+jNErCxrtMUaaAw147I4KHIUIRmZGdJjUoT6cANxPY7P5uGJLS9S5R9LQk9gVkxsaNzKDeXzqW8/gAsF356t5M2+kpj92GFJD0eSNNri9TSFmsm157KyaTPP7Xg9o87n5n6U8Y7xR2nh5BjJtv3C56b/sYTrafnn1zh86Vr1FeI7+0Y6lj1BvHEPktmG+5Z7+PG6f7G340C6nsfi4rNnfoSOaBCLasEsm4gnkxTaC7AadjZ0buAP72emUrh+0qWM8pURjIcodhbiVwrRDwsPqEkJmuPNBGId5NpyyFPzkHqIfDiQCJ+bgUfdt4L2F36fUeZZfDNG1QXpeVuVNOKrHiM0bioNiS6sipmCYBC3uxAsDvRAI7Ldje4uJnFE/qV2vZVvvnVvxjMg1+7jq/M/Q0ukjXAiTL7dj0/JgYOBCPryG+iyxn3r/8rGpm0Z5V9f+FksioXmSAtus5t8Sz4SEi3xZtpjAXxWH35THrLRp4C9fUL43Jze9HpkzZgxg4cffpg///nPjBo1is2bNzN+/HjuueceqqurB7KPQ86Bli78nv5z5Mw5aJZ2JNr+Tcg52SYLx8NRdSahJ3+J1l6H4ssOePDPLY+hSAoXjz4P+eBKT4mziGd2vcTjO5/l+vFX9v0iBEOKQpLQzpVZ5V3b3sO04Pbulb8j1i50XcFrKsHrOyhEenjXsBg2RtlSNpM14RrWNW5mXWOmX0HcWkr56//ubnfCAuiDuDEMBZ+pFJ+vFE1OsLr+4aw6NW27qXJNGBEv6YKRjR5s4cibIdneQKKplnjjHgCMeISgHssQNpDyHWgLdzLJNan7xdCUak5RZDY3b8863/v1G1hSchaGJfVCqR8R91wxTBSaiik0HZzPxS1wyqEoMrE967LKoztWYp90fjrPjZKMEN7wOtKaFzi0LxMHtAs/RrJiPtiOnli8NdqeZaHRGm4nnIhQZimHQxZqJzi+YkaUTU3Z47sl0ka1p5pcpz+j/QJTEQWmopM6p0DQG/okm6uqqvjpT386UH0ZtuxvCpHj7r+Y7B6nhY6uGImkhklNrcYZhoHWsA3zqDP63J5ssqBWziK+5kls52bu3qxt2sCezr18eMLVaWEDqeglF486j4e2/YdJuVVMzp1wchclGFQ0VCzlU9IvXocwF41D66MYiMkRmiMtKLKC35KXYZ7gtWSvfjnNDmzRw8S5rBDN9dPYtR1FVsm3FyD1IQKOiomqvLFZ+RPKPSVC2Aj6HdWIoYSaMJIxJHcBMcWF7PBm1VOcPvRoF6rbj7P6bCRZQZNVChx5NHa1YDNZOW/0IsyKitviRJOSWW3ous4Y3yje3rsio3yyfzytiVa64l34bXlYByhilGB4kRp7jRjJOJKnEEomEN6yLKOOZVQ1cb2DhlA9qqxQ6CjAXDSWWO2mjHqy8/g+wF6LmwpvKXNKpqMZKbW0cv8H2FV7v4gLs2Sm0lfGrvbMQDRey6mf+1AwvDmmuHn44ezV1KPx4Q8fPS/LSGdfU4jyAufxK/YSRZbwOlO7N6X5B525g6kXO8l+YpOCWjGD6Jt/Qu9oQPYUAhDXEjy64ynOL1+MSc5OCGpVLZxTtoh/b/0P3zzzixl244Lhja4bWCedTWTnapLtqcg0lrJJKCWTSPbhodVptPOrFX+hPpiKslNdMJFbJ1+PndS49Ktubpl4KQ9ueR4DA5Os8snp12N69i8cCilgXH83P1zzTxq6UhHTpvvHc9vka7DIvQvAYehwfuViNjVtT+fGmVYwmUr3qN5fiEDQC8xaF5H3/k148zsAKK4ccq/+MglnIZ5FN9DxTmo3UlLN5Jx3B+3vPIp75oW0v/0whpZAWv4UH73mv/nFuke4fsplPLbp+XRgjAvHnM2HXJkmxYYBE3PGU5U7hq2tNQAUuwoo9xbzzTdTYXy9Vjd3n/kJfHLv/dYEI4/U2HuI8OalQGrs+a/6X8yFY4g3pMaGKaeY0MSZ/N/yP1LflXonqM4bx53n3YL80A/RIylzMcfUJRi+8uOe02fyMadkOo9tfg7DMDArJj4153YckoP+WDdSdBO3Vl/Hz5b9ga5EKtra+aMXUWQrFDszgiHlmOLm29/+dq8akSSpV+ImmUzyf//3fzzxxBPE43EWL17Md77zHVyu4W0bub85xMzx/n5tM9dtpb4tnBY3WsMO5JzSDGfvviCZLKgV04mtfQ7b2XcB8Pb+ZfhteZQ4j56bp8JdRq4thzf2vcOFo845oXMLhoaoJQ/Ptd+AjnokWcFwFxKTem8+Kcnw1p7laWEDsL5xCztLd1HtSZmaWjrrqV71FqOnnEdI0vFqBo53niXn4o8T278VxVvEIy1b08IG4IPm7cxrr2FKbu+jC3qlHL4y7zM0RZoxySp+q19kZRf0P62708IGQAu2EVz+H6xLPo408XzyKqZhRDqRXXnELT5yL82n6d/3YGgJIGWa5nnmT3z3uv/hd5ufSQsbgJdq3mR2aTVFSmnGKR24+MT0O2iOtaAZGiZF5Qfv/Cr9eSDayRPbXuAjk29G0nsd40cw0mjdnRY2kBp7ncufxD5uJo5xMzEwkMwOHt+zIi1sANa37GBroJZZN/4Qo7MeyWxDcxaQ4PjzY3uinUc3PZv+O64l+Muah/nWwi9go392CwvUQr6z6H9pjrRiM9nIM+UOqC+NQNAbjjkCt27Nzj1xPDZu3MiECRMwmbJ3AX72s5/x3HPP8X//9384nU6+8pWv8IMf/IAf//jHfT7PYBGNJ+noiuNz9Z9ZGkCO28KB5hCzq1KR0ZIN25G9R7ed7Q3qqDOIvnk/etc1aFYnr9a+xeWjLzrucfOKZvPYjmc4q3QeNnXwksQJTp647ABf7/IiHYkuaWxq3pZVXtO2l+m+aei6gR5qQ2/Yhb1hF4eCdiYAPXIugXf/g+2cW9jcvjurjd2BA0wvmEsyqWd9djSshp1y68EIab0/TCDoFZIEyUB2VMnY/q04tBgx2Y5mLwJ7t0+AlkhgxDP9I/WuAEqki93t+7Laaou0U+QszSo3GRaKzSmftPdalqMbmQN8W+su4kYMC2L+PRU56tir247i8BD84FUA7GffyObg3qx6NYH9zCyeT1zt20JwINaZVdYZCxJOhrEp/SNuDAPsuKg4FIZa7NgIhgH9Lq9vu+02nnrqKcrKMh3jg8Eg//znP/nNb37D3LlzAbj77rv52c9+hmEYJ7xjMdDsb+7C77H2ezLBHLeVAy3dq356405Mk05u50Qy21FKJhPf8DJrykfjt+Xit2fnPjkSn9XLKHcZb+xbyiWV559UHwSDS9Rooa6zHllWKHEWYZJ8vT5W1hVmFk5lX0ddRnlVXiVq63aMeAzV40e2udEj3Q9Jc/F4ZIsD74JrUexeZpsmMqd0OoqsIAGBaJBx7pI+CRtJAku8Db29DhQTeEuIK/1nCioQGAaYcrKFh230DJKKNeulzGxEUWWQbU70SChdLuUUETGbuXHqlWiGxs62vayuS4VGt6s2tK492KLxg2M4+wWy2FmQVVZdMDGV50a8GI5IVBIowbqU8HX7idsL0OmObne0sWcdNZVYY/fikLbzA86YPCVrTp6QW0lbuI76UAM2k5UiRxFmyY4leIBkoAHF7kb3lhGTM+fMHIuXqQVVTPKPI6EnMckmNjRuwWlyigUkwSlNv4ubo0WWfv/991FVlYULF6bLFi9ezOLFi3usP1zY1xTC7+3/1bRct5U121Nbz0Yiit7ZhOTJfuj1FbVyJrGl/+AdfS9nlMzp9XEzC6bx+M7nOK98MWZFmAONBDqT9fxwxZ8IxlIvXiXOfD4/63bscu9MKA0D5pXMZltrDVtadgJwdsWZlNfto/WtlL+dZLaSf+XnaXryFxiJKGpOMZ5ZF9H42L0pZxlgxp3f46fL/5I20Sl1F3FuxZl9uhZruJ6WR7+PHk21YSqoxHPJ54iZvH1qRyA4Foo3H+f08witex0MHZO/HNf08+gyMs3BVDmJtul12t9/Ht+C62h/9zH0SAjFlUPT+Tfx8xX3p3dfZpdMY07JdHLtPl7Y+SZ6Isat5GJ992HcF3+WmCnTj7LYVswV48/nmR2vYhgG5Z4SLh93PgiTtBGJQgJt40u0L3ssXZZz8ScxyudmBKs0cipwzbmC4KpnU2MvfxTOWZcRXPkM8fqUz41ktnBW6Uy2t9eypS0les4unYnfXcA3l/6K+EHzyOq8cXx09BICD/0wPQ87ppyFbe6HiB22KOQ2uSlyFvDwxmdS7SPx8dk3Y5fsaEJJC05hBs0wcu/evRQWFvLaa6/x29/+lkAgwNlnn82XvvQlnM7hu0K7p75zwMRNcyBCUtOheQ+ypwCpH/LNyHYvcW8B41qaKa/KXik6GjlWH4X2fFY0rGZRybyT7odgYFFUeHXnu2lhA3Ag1MTG5q2cWeRH7+WqnBM3n5j+EdrjbSiSgj/YRuCRH6Y/N+JROla/RMGt30frbEm93D38/fQDVS0awzPb38zwPdjfWc+O9n2c4eudg7Qi6wTffyYtbAASjbvR6rdB+dzeXYhA0Au0lloSTXvwLrwWDEh2NBFY+hj2Cz9L4rA8MuZgPY1LHwNDp/3dx3BVL0FSzSSr5nD/yvszzMpWHVjHp+bcxjPbXk2vuNePm0jJqpfQG7dD6eyMPpgMCxeWncvc4pnE9QQ+sw+T8C8bsajhZloOEzYA7a/8mdxbxxEzdfsdJmQbyoyryKtaCMkYhtNPGCuWsz6CY9blGLqO7vCTwMRnz7iVlnAzqqziseXy85X3p4UNpPxwduWOp/Cwcdi18W0cVfMgZ2K6rDXeyss1b6X/NjD42wePMXpRJQ6Gt6+zQHAyDJq4CYfDNDU1cd999/G1r30NgO9973t89atf5de//nWv28nN7ZsQOtlETgdaw5w/uxyv1378yn0kx20lgYQ7fAA5vwz3SZzj8P6t9jpZWNsIHhvIvV8NXFA5k1d2vs3V084flmaCwzUpV1/H5Ilw5LVHo13UdNZl1avtbODSKX3/nopIPYTbd63N+izRtAezy4daVEmsqRY93G2ipnv97Ak3Zx1T39WIf3zv+qFFQ9Q1Zvvt6IE6/DMH7jcfruOpPxiMMdlfDObvENjZRqxuJ7G6nekyxeHBaTVQnd39CLV2pgW8HgnRsSK18q2MraY90pHVbkOoOcOUKKDHKVVU9I4G/DN6vj4/wz9cbn/+Nr0dkyPtvgzXhLPKjGQcsxHD3eO19PS7H2lO7CI3N+X71dR+gP1d2XNshxajUJLT4xRAj3RmfH97D2TPq5FEFENN4vcd/Xseab+BQHAkgyZuVFWlq6uLH/3oR0yYkMqp8p3vfIdbbrmFpqYm8vPze9VOXzJvn2y2Y03X2dcYxKpKBALZE9jJ4nNZ2LijmSm1m5G8RSd8Dq/Xnj42oSdZGW5gjMlK19b1xIp7n+HdSw5JTWPp9rVU5Yw7ob4MFEORubq3E/xAZ4Pv6dplWWZBUTV7AvszyqflTzip78mSOyqrzD5xAR0xBT0SxCTZMReN6Taj2L+dsxdcRLJ8DpqhISGR0BOM9ozK6IdZD0N7LUa4A9mTj+YuJYnp4LVI2CcupOPdRzPOqxZXDdhvPpIzofdXNvjhwGD/Dpbc7PC59qr5hBv2oHeuRvYVk3QWY3H5ka2OjN1E2ebCbXZTlTeWrS3d4khCwqyY8Fk9XDhuMUldw2l2kVxwBap//IgeZ73te3+NyZF4X1qtPiTVjJGMp8tUt5+Y6ibYD9eiKA7mFkzm7QNrMsqLzO4MYYMko3gLM74/r8nLwvLZlLiLSOgJLIqZve37ser2o37PI/E36Akh0E5vBk3cHBIvY8aMSZcd+nd9fX2vxc1gUt8axuMwYzGdvLlYT+S6rexvCjKxZQ/mUTP6pc2awG5ybTnEnXk4ti/vk7iRJIkpeZN4a/+yYSduBJnous6sgmrqQs28uf99VEnh8jGLGe2pPKl2NV8F3nPvoOPtf2MkotgmzMUy5TxiB5+hCSx4L/gYgZf/SLy+BkNLMrpwAj9+748kDppN+Gwe5s6dkm7TZESJvPsg4S3vpsu8592JPPYsdD2Vs8cyYSH29gbCm5ciqSbcC65Dzz25axEIjkTzluM99yN0vP0QRiKKfdxsTLnFtDz8/XSd3Ms/T6x0Bv4rPkfrS/eT7GhC9RaQe+FHiak53D7+Av6SjLEjsA+X2cEdU69iS9terph4AQ+ue4Kknkrm6bfncPeEBYycPTTBiRCz5JJ3zZdoe+F3aME2THkleC/6FFG5f6KR6ZrClWMW0xHvYl3zNmwmKzdXXcxodzmdBaOIN+5BtrvJPfd2Yq6yjEABbtlEQkvw8Man02W3Vl+NWbKIeAKCU5pBEzczZqRe3jdv3kx1dSqHRk1NDbIsU1JSMljd6BN7G4Lk+wYuNGeex8reugBGLITk6H1OkGOxpXU7Za4S4o5C7LvXonY2k3T3PkdPlW8sD9T9i0CsQ2QZHuaY5Rw+XHUNl4xejCRJOE1+NO34xx2LpGRGGns2ueXTQU+iWX3EjExxH7EU4Lz8S8jRTrA5eGTTo2lhA9Ae6WBr83bOLCpA10EONmQIG4CON/9JbtlUYqaUOUZM9WBZdAeO2VdhyDIJi48+BFsTCHpFanwvJrdiOmgJ5HiIpoe+k1En8PoD+G4cS9g7ntzrvw7RTgyrh7DsxhLvRHns//FfoyYRKTsHUySE+syfmfThb/K7bc+khQ1Ac7iN7YE9nOHrn7ldMDwxDIj5xuL98PeQ4mEMi4uoZO239s3EiD79Wz4yYTaRM87ElEwiv/cMxpyr8Fz5ReRwG5jsRC15WTtjjeFGVhz4IKPs4U3PUp0ztteBZwSCkcigiZuKigouuOACvvGNb/D976dWye655x4uvPBC8vKGZ2bm3fWd5A9AMIFD+D023v2gFrmkqF98XCKJCA3hRmbkTwVZIVY4FvuOlXTOvPT4Bx/ErJgZ5xvDsrqVIiz0CEDTFOxK/sF/n3g7h4afYRx8WJu8qKpEMtn9sJRlKf3wTGABqx9ZidMYac9qryXchizL6LqOEevZJp1EDA5Lh5U0FJKWg6HLhbAZMg7/nU81UuNcIqZ6kEwSavsBFIcHravbj0br6kTSEiBDWPaAvXuRR9LiKZ+zzcuxbF4OpIaqHgvSFG7NOl97tANJko4aRVTQd4bj+DSMVM4x2e7sVd/6cg2SliDZ2Uri3SeQgEPyWY8FieMA+8Edoh7aixyRowlSiTzjyRh2M+k5eqAQY18wVPR77Mny8vIeE3gC/OQnP2H69Oncdddd3HnnnVRXV/ODH/ygv7vQb+yuD1KQ0/+BBA7hc1nojGjEHScfAhpgR2A3hfYCVDmlWWNF47Dt24SUiPapncm5VbxbtzIr0Zzg1EOWDKyhfUhbXkLe8SbWeDNteh1Lm5by3N6X2BurISoH2RTcxIv7X6UmvJOEFOtuQLdwTunMrHan5k9I57mRPYVI5syVTHPRWHR773Py9BehmMYHu9r4x/Ob2VnfSUITY/wQXXGN9bvbeHZ5LdvrOomfQltnkgTWaCPyrnewNm9A3fUm0sZnUBQJ14wLyFlyC5bilCmubcJckmZ3j+0kLR5sY2dlFioqNrOHcyrnZ9WfkDtGvNz1E5GExqbaAM+8t5ct+zqIDqPxaU52Yqpbg77uKcxNGzHpPfvPOiIHUHe8Ch88jq19GyqJHusdTkJ14qw+MgeehNJD3pwjKXAWYFUzE5CP8ZahWOysaFvBs7XPUxPZQVKOHaWFEyMhxdgVqeGlA6+ysXMjEULHP0gg6EeOuXOzdOnSXjd0KH/NU089ddQ6drude+65h3vuuafX7Q4Vmq5zoDlE4fxRA3YOWZbINcdoUIr6JSjjtvYdVLi6k6fqFjsJXxG23esIj+99SN0Cux+LYmZb+04m5vTeZ0cw8jB37KH54e+lHVNjN32Vn616OB1i+ultr3LXGTfw9w8eI3HQ5ObKCRdyQdk5oKdWH2fkT6UrEeG5XUuxqhZuqLqQMkdF+hwxSy55132Njjf+RrxxL7axM3HOv54oluwODSCxpM5v/7OObbWBdNnNF1Vx3hklGMNsJXiwiWsGf3xqIxtquncfrjtnLJfMLT8lEktaIo20Pvxd3HMupXXZYxk7NTnn3Eb72//Gu+BaTAWjsU2/iKjRs59l0lBxLroJ2WKna+syTDnFeM+5g6gll9G+cs4bs5Cle1dhN9m4YOxZ2M39Z550OpM0DP71ynbeXV+fLrtgbjkfOnss/Zxfu8+Y9Chdb/6V6K5uh3/X7MtQzrga7bBxZI/W0fSfn3RHm1z+FP4rP0+yYPox29cNsFRfAIZOaN1rKM4cvOfcRsJVctx702nK5ytnfpR/bHiKPcF6ZuZP5PJJF/J/y/9M48EIbM/xOnee8WFm58zqlx0xSTZ4+8AyHt/yQrqsKm8sH592G2ZD3A+CweGY4uajH/1or7YVJUliy5Yt/dqxoaa+JYzLYcZiHphgAofIoYM6rZiTdd8PJyK0RFqZU3hGRnm0eAKOHSsJj5vTbXvUCybmjGfpgRVC3JzCqLJOcOXTaWEjm+3sjLZm5M4BeHXXUmYUTWHlQdvtZ7e/wpnFM3FLXgBMkpfzKi5gUelcZElGlVwZeXYMwyDqLMd5+ZdRtChJ1XHUl8eBpL4tnCFsAB59dTtzJubjsgyahe6wpKE9nCFsAJ54s4b5U4vw2nreiR8pSBIk9m1CT8RB1zOEDUBwwxvYx86kc81L5NzwfaLSsXfro6YcTAvvwH/m9eiKmSgWdFOCh9c+QyjexbmjFxJNxnhm26sALC7I73XeKUHPtHTEMoQNwMsrajlvVjl5rqHNESSHGjKEDUDw/efJm7gYzdrt15Ko35ERRh8gsOxxvFePJ8qxx1xM9SDP/hC50y/BkFXiso3ebAjquoHfXMEXZn+MhB7BorhYH9iSFjaHeGzT80xcNB57PyyzdmqdPLXt5YyyrS07aYo2U2opO8pRAkH/cswn+muvvTZY/Rh27K7vpGgATdIAjHiEHDrZ3zXqpNuq6UiZpClS5ktj0u3HkGUsDTXEisb2ur0JvnH8bfNDhBJdOE39E/VFMHxQVRlZ19Ejh4X8NJmJHhbO9BDhRASrqXuXRTN0knoS1SKjaQaGYaBpYFF8gIGm9fzUTWAmoZgHfCdAUWQMw8hahezJzCqe1I/a32MhSRKKIqVN70Y6iUT2dWh6928pSanv9dDvDakxpOvZ3/NQ0tNvL0kSeiyEJMsYyUwzIMWdh+rKw5RfjmSxYRg6HLYG1H3desbLpGbIaIrrsL+ThBMRGkLNPLe9+7kZjkcO+lMOn+9oJBJP9uxQmNC0Hu9FWZaQ5cG5Pw+NKdnmQvXmk2g9gBGPgp451ox4yvRL9eQjW+3Em2rRY2EkPYnFpiJJEI0ms9o/hK5LxA6Nub4OJ92KCSu6RkYy0ENEEhF0dOR+2AbTjCSanv17JfTjm+AJBP3FMcVNb6OYhUKnnj3lrvrOAY2UBqB3NuJ3SKxrP/qE1lu2te2k1NXD7yVJxIonpMJC90HcWFULo9zlrGpYy5KyhSfdP8HwIEaUnZ01rKr7gEpvOTPPvQn+9UPQk+hdAca6irJ2axeUzeT13e+l/56aP4HcUBvRdx7BXDAa65iZ6F0BwpvfQbY6sFUtIOYs7dXKYn+iGQZ7m0K8vbYOj9PMgupiCjzW9LUU5dpx2kyEIt0P2XlTi3Db+7Yz0RFJ8v7WRnbu7+DMyYVMKPNiNfW7++KgUphrx+u0EAh1295PH+/H6zATiWtsrm3n/S1NVFX4mDHez76mEMvW11Ne6GLOpAJ8ffwO+xuVBErbLsKb30Zx+LBOmE/MUZIWOtbyajqXPYFid4MkI5nM+BZcR6K9ES3SiWJ3YySTGAc2Yi2qIqp6sSQ7SNauI7pnA9bKapSyamJqdgTJpJSgoauZcyrn88/1T6TLJSQm+seekHgWZJLvtVGYa6ehtduXZVyZF6tZ5dU1+6k50MHcSYVUlXsJRZO8t7GexrYwi6aVUFnkwjSAtmuSpxDfWTegR0PEWw9gr6wGkxXdnhkoyVwynpxzbiXesh89EsQxcQFKTjFSZwPRFf/B0JI4Ji1AyxlDfABNdkvdRZgUU0aEyyWj56PpGk/XvkBwe5D5pbMptZWiGH3f0XarXmYUTWFt/cZ0mcvipMAmorMJBg/J6KW3Y1tbG7/+9a/Ztm1bOrqGYRjE43F2797NBx98MJD9TDNYSTy/85eVLKouosQ/cFkKEjUrCLU28o/acn55Q8EJR0wz2yV+8d79XFJ5PqrUw2Ska3hXPEHbktv7FBa6Nrif5fXv8/U5X+iXaG4ng0jiefLXLkkGL+1/nae2vZQuy7Pn8NUJl8Eb/0YyWbCfeSU7XXae3vYKwXiYJaPOZKK7lBdq3mJHsJ5ZOWNY7K3EsuoVYvu3AqmVSPv42XSuei7VqKLiv+G7RB2DG+J96/4O7v3n6vTfZlXmex+fh9+VelGQJGjujPPk2zXUHOhg4bRiFk8vxtkHk7RwXON7f11JY1t3FKKrF4/h8vkVg7Y4P1BJPFtDcZ5euovttQHOnFLIOTNLcVpUHnptB6+u2gdAQY6deVOLePKtmvRxXpeF7941F5e17y9C/TW2zY3raX3q/6X/llQzeTd+l6gtleVdRsPUtpOu9a9jr6zGMHQCbz+MHu1emPPMu5rQ+jdwVi/BNO1igi/8mtjeDenPraNnYD/vkyToNoOSJFgX2MB9q//Bh6dcgSrLvLH7PewmG1dUnc8YRyVoI9Pkcbgl8WwPJ3jhvb1sqGlhZlU+584u4yf/eJ+mI+7FzbtbM8xPP3VtNbPH+wcssINZDxN85mfEG3elyxyTFmFeeDvJw9aPrdEGWh76DsZhAX4Krv8qjY/9JCMZZ/61dxPJ7c4T1t/IskxtbA/PbHuF5nAb88vOYEbhVL7/9i8zdnU+P/ejjHOcmFl6F528s38Fyw+sYayvgkvGnkeOPLhRcUUSz9ObXs+63/3ud1mxYgULFy7k+eef59JLL6WmpoYtW7bwhS98YSD7OOgkkjr1bWHyfQNrlqYH6nC4fZgVidYujTzniT0Et7fuIt/m71nYQCosdNE47NuX0znr8l63W+Ys4Y3kUmqD+6lwC1vZkU7QCPLcjkxT05ZwG/tCzYzJK8PQEgSe/hWj51/LF2bfSVJLYmurp/lv3+aa4nFoeUXI61ajtT2HbeF1aXGT7GhCth52r2hJ4nvXI00uHbRIUTrw2Bs7MsriSZ0te9rJry5Mh7jOc5n56GUTsdosxKOxPvtC1LWGM4QNwDNLd3H2jJITerkfTuQ6zXzk4okkNB2zKmPoBm1dcV57f1+6zvzqIl5YtifjuEAwxv7mEBPLvIPb4YOYiNO57D8ZZUYyTuLANqRxRRgG6CjEciZgOycVvUw6sD5D2AAE172Gc+J8Olc9R8H42RnCBiC6ay3OUBM4u6NUJaQYj29JifqHNz5NviOX88ecxdicUeTLRXCSeacE3fjsJm46byyJJWMwKzLbD3RkCBtI3YtXnz02Q9w8/Op2qkfnYlYGaIGusz5D2AB0bX4H28zLSNq6I6EmG2oyhI21Yipd21ZkCBuA4NpXcV5aTTQ2MCZ1uq5TairnkzPuIKHHsUkO3q5/N8tc7cltL3H37DFIWt/9Ix24uaT8As4rX4wqmUAb4qgPgtOOXttSLF++nB/+8If87Gc/Y9SoUfzXf/0Xjz/+OFdffTW7du06fgMjiH1NIXLdVkzqwJqa6B2NSHYffpfCvrYTN03b1LSDYmfhMetEi8dj27cFOdbV63YlSWJiznjerVt5wn0TDC+MHsJ7G4ZO19b3CO94H7QkJBPIugWzYe3OUROPIseikIgDRoZfQs8nGnxflJ5O2eNKsQEuh/mEnLx7Emu60XP5iMQwMMlSd/S4g6LwECmTxR4PG1qMnlREdpmBDJLS8yabroMkdyd7AlRfIfbxc1C9BekWMpAkJuVPYExOKjpgU1crD65/grrOxhO+FMExMEiNT8M46jiUjpicdN3AGBKfJwNFBpOUPHjfZE44kiz3PGkZetY1QGqX0CRrKEo/XUtCwaTZ0DQd3TBSz3v/OGYUTcGiWtAN/aTmNV03UHWzEDaCIaHXb+9dXV1MnDgRgNGjR6ejo91+++2sWLFiYHo3ROyu76RwoIMJJGMY0RCSzUOeU2Ff24k528W1BLWB/RTaj50rxzDbiPsrsO9Y1af2J+aMZ03TOuJatqO5YGThkt1cOOasjDKv1U1+V7cdu+r2Yy2rIvLyrwk9+QMUi43EZR/jxcmT+ZUzzntzzkK6/BNEa7ujIypOX9pZFgBZwTKqelBf+GXg6rPHZJSpisSkypx+ffEuznOQ684MZ3rxvIo+++2MFLxOM4umF6f/fm9DPefNKc+o47KbKPUPXdCRpGTGNffqzEJFRbHYsbTtREZDlnSsHTVEXvolXU/9EJPTg2TO9Kl0TVtC17bluM64AM3mJ/fCj2Itm0iivR5bxWRyLvwouiM/XT8qhVnTtI49gVo8Fhe3T78Ol9mBRTGLne5BoMTvIMeV6Zty0bwK1u9syii7/txxWNUBjM7oLsSUl/l728bPQVFk4u/8mdAT30Pe8TqWgkoktdukMbJ7HY4Jczlypcg1/TwisUxhbtbDKHuWEXri+8Re+0MqN1k/aQbDgEn+8dw27VoUSaYj2snlE87jhslXIOsjezdacPrS65Gbl5dHY2MjRUVFlJWVsX37dgAcDgdtbW0D1sGhoOZAx8AHE+hoRHb4kGQJv0uh9gTFTW3nfvyOXMzK8V+uIqUT8ax7ma6q+Rhq78JnusxOihwFrGlaz5lFs45/gGDYIqNzjuKlcMx5LO/YTaXdz5nucgoVG6ExZyBZ7Liql9D4yA/hYLSbhn0b+WVwKy2RdgD2ddSxt3Ayd05eCLqOKbcI+4R5JJprsVVWI5mtWMsmIWknHySjr1SVefnKbbN4acVevE4L588up8Bj6Vdx4zArfO2O2by7vo5ttQEWTStmyuicUzYYlgx86JxxjC/z8d7GeqaMzuXMKUWMLnbzxur9jCp2s3h6Ce4hDBdtGGAUTyH3qrsJr3sF2WLDUlpF4J1H0EIB/Dd8G2SZ5kd+kF4pTzTtxbfoQ8Rb9pNsb8Q+fhZaVwDPnMtQvYXo6HSufYVE095U/eZ9mBv34KpIzYGSDO8eWJHO5bE3cIBNzTv4r5k34Lf6yVHyTp3dvGGKw6zw9Y/MYem6OnbsC7BoejFTK3PojJTwxpr9NLR0ce7sMsaXegf0t4jLDryXfZ74jhXEajdgHTcXS9lEmh76TnrnO/7633DPvxb/Dd8ivP51kp0tOKadB3YX+Vf/D6FN72BoSZyTFyGZMxdWZVlC2/4ugTcfTBU07ia6ay15N95D1HZsi43ektST/GPd4+nE3bvaa/n4zFuQbMNgV1YgOAF6LW7OPvtsvvnNb/KTn/yEuXPn8q1vfYslS5bw/PPP9zqq2khhd30nFx2xOtnf6B0N4EhlaPe7VJbVRI5zRM/s7NhFqaeod+e0u0l4CrDXrKZrwrxen2NSzgTeObBciJsRjikaIPn8/UwwW5lSMAq9cxfJwNNoV92N5YLPI0kQ2/p6WtgAtDhdtDS1Z7SzumETl9tK8Upgyiuj/a0HiTfVYikaixHupG3bStyzL0WZNQZNGzzzNFWWGF/sZtL10zAMssL39hc+u4kr5o9CWiihD9A5hhMOs8LCKQWcNa0I42Do5xljcpk1wQ/G0UN/DyZJyYKpcBLKng+I1+2ga+vy9Gex/ZuRDCPDBEhPRAm88yg5F9xJsq2eyK71qDkFBJc/jR4JUXDTd9LC5hDxhl1IwSZwlROhKyPkM0AsGUOWZPKUfCFsBgmf3cSVC0Yhyd33otWkcNO545AkBi1Ue9Scizz1UmzTLkXTIFH/QbdJ70E6lz+FuWoR6oI7MEkgKTJdr99HaNO7OKYsQpYVmp/9HdayKtxX3E3k4Ga4KRmibcXTGW0ZyThaSy2Unby4kaRUHhr9CBO5Z3e8ypQ5k5BPIGKaQDDU9Nos7e6772bUqFGsW7eOxYsXM2nSJG655RYeeeQRPvOZzwxkHweVSCxJWzBGnneAd27a65EdOQB47TKhqE443reJWNd1dnfso8zTe3EZKZ+MY9t70EOs+6MxylNOS6SVulBDn/onGBpMxDAbXemcBRY5jl1rRzabkBQVk8eP1V+GOa8UJBnZbENNhpCTYSQ1cwW+Jx9cSZKQtQTR2s1owTYk1Qq6RuzANuKNe1J1TJZ+ecFL6hBL9i3/QjKpn5SokmWJmKaTPEZkJ1030JKnrrAxgGgylfMlmtQxDAktqWf4MGknmCNooDAkiWRHM/GDokS2uXBNOweLvwJTYSWuaeci291IqhmTrwjXjPMx4jGi+zYT2bWG4PsvoHcFkFQTkqrinnkRluIj0ivLKfMmCbnH3XJVFi+CA4kOhOJahiVXT/eipumDnoNKNhIo8RAyGpKsgqxgHz8b98wLMeWVIakqSAqyFkGOpyLCSWYroNO18S1C618HPYlksmIcZnNmSDKSqYfQ0Er/jTVLD5YcNtXao++PQDAS6PXd4XQ6+fWvf53++/e//z1btmzB7/fj95868cv3NgQp8NlQBjAuPqR2blT/KABkScLvUtnfnmB8Qe/j2+8P1eM023GYbIRi0eMfAGjOHJKuXOw1awiPn9urYxRJObh78x4fnnD18Q8QDAkyGqbWHXS8/SB6uBPn3KtwFFYSePcx4o17sI6aSuGN36RzzUuENr+LyVeE/+r/JdlaS+cLv0VSLeRecCey1YEeTQWeyGmqZ3zOKLa37Umf58KK+dg2rUIDOla/SP5ln6Zp/1YO2WZJJgvWUdWETyI8tm7AjrpOHnxpK12RBJcvHM2ZkwuwDnCQj2hC473NjTyzdDdOm4lbLqpibJELeYhDoQ8mraE4j7y2gy172pg8OocpY/xsqmnh2nPGkusY2mzwxyKpSbhmX0F093psY2ZgKawkuOEtIns24Jp2LlosgnfeVUhmK4FlT6BHOvEtuRXVU0CyozsAgHfBtQRXvUCkZjXW8on4zr6Z9rcewjZhbtrnxmrY+fDkK7h/7UPp43JsXkZ5S6F3U7GgjzR2xHjk9R1sr21nyugcrjl7HH7X8BiPtkg9nUsfJl6/E9voGVhnX0ruBR8ltO5Vovu2YB8zE9+5t6EHDhA8ND/PuAhH1TyC699IBXIBkGTcZ5xPONo9dyZkG55FN9L2XPf7l2x3o+SNoj/SYhoGjPeNwaZaiSS7B+9VEy5C0gfQV0kgGEB6necGIBgM8vTTT7N161ZkWaa6uppLL70Uq9V6/IP7iYHOc/PCir3squvk3DNKj1/5BDESUSKv/hbzrGuRDoqo17Z0MaHQwrkTe++Y+8a+pWi6xqzyqYRCvX+iKsE2XJveoPmSz/Ta96YzHuTf257gBwu+jkUZ/AeKyHNz/Gu3BGtpeejbHBIZ/is/T+vLf0aPpI61VkxBUk1EatYCIFnseGZdTODd7jC6ktlG/jVfJFq/E72rA8voMwh4/Wxt38WewD4m5o1lrLMEe3Mtsb3rMeWVYSqvhs4GIjVrkM1WrKNnEHVXntR3sq81zLf/tDyj7K7LJ7FwSlG/7Aj19J1KksRb6+v463NbMsq/97F5lOQM7E5uXxioPDcAkYTGN/+0grbO7vmkNN/JhIocPtjexD0fPRNbPyYs7e/7WkbH3LkPvW0frS/fn/GZ7+ybkCSZtjceJO0kJSv4r/gMyY5WEh1NWCumEN72HuHNy9LHmQsq8S6+Ec1ZRFzt/u6TUoL94X2sa9pCgSOPSbnjGZNfPujz1EAxnPLcBGMa3/1z5rgs8Tv56m0zsZuG9gXckuyg7d/fRA93psvMBZWY/OV0bXwrXZZ36adoee73HO6g511yK7KqkmjZf9CHsRjZmUOscEbGOVQjjhLYQ3TXWlR3HqbyaqKW/ltUliRo1VrY0LyFcCJMdf5kii3FSMbITU4s8tyc3vR656ampobbbruNrq4uKisr0TSNJ598kvvuu49//OMfFBQcO1rXSGHXgU4KBvhFRu9oQHbkpIUNgN+lsKc1DvRO3BgG1AR2M794Tp/Pr7lySHryse9YSdfEhb06xm12UeIsZFXDGhaWnNnncwoGnmTTLg5/cBqJaFrYAFjLqggsfSz9t618EuGdazLaMOIRwjveR5nzYWQDYrqBDZjhm87M3Bnpl5N4/hSUwqlohkHSAHwe1DMnousQ1vXU1ssJIkkSm3dnByl54b29zJ1YgDpAu6oJTeeF9/ZmlW+tbac013bKmqAdTlMgmvECCbC/KcTCacW0dkRpDkQoH8LIaMdDRyaZM5rIiv9kfRav34WaU0RG9Addo+21v5N3w3fRFTdG89YMYQMQb9yNbnJkCBsA1TAxyjaa0ZVjjhqaWNA/1Ld2ZY3LA80hGtujVOYP7Xg0OhszhA2kxox9XLePqmSykGjZx5GRR4LvP4d99AzCNatBUtDWvYa1bCLOK2YQO2xbJimZSfrGo8yegG4YRPt5rBkG5Mh5nF14Fnl5zpTAFONZMILptSz/wQ9+wIQJE3jjjTd44oknePrpp3n99dcpLCzkBz/4wUD2cVDZ0xCkKGdgJ0s9UJ8OJnCIfJdKbWvvI0w1h5uRJRmXyXlCfQhXVOPcvhwp3vtABlNzJ/HGvqXCWXaYIlszx4J0xK6ckYgjWboj8WiREIrDk92OKwf9oOP44fT096GhoMgGSrQNUyLQJ/+YzBOnspAHYwm8zmzzzFxPtrmoBgSjSeJH8bFRVZnOaJL2cOK4s50iS+R6sneh3XbTafPiajVnr4LLEhyKO2s6uEquA23hOF0JDXmYLe4ahoHqyc8ql6wOZFP2rrNi96DLKrpuHPSBOAJZQVaPvg54+H0gGBisluzvX5LAZsker4qSuudbu+LHz8fVD0imnsdMxkKTpmWFHgdQHF60aBAtFEALtqbKXD70HiYrVdIwx9owayGkATKTFc92walCrx9La9eu5ctf/jI+X/dLeW5uLl/5yld49913B6Rzg00okiAUSZDj7r3fy4mgtR1AduZklOU5FZqDSRK9dNDd2bGbYmfhCU9yut1DLK8M5+Z3en1MmauEhJ5ke3vNCZ1TMLDI+WNQPN2mCon2RmxjZ6b/Dm1+F+/8a9J/x/Zvw1E1L8MxVba5MJdX9+llzZwMoq16hJa//i+t//gy0o43UI3Y8Q88jI5Ikn+9spMv/WYpX/ndMnI8FnyH5bBQZInrzxmb8a7SHk7wi0fW8blfvM13/rySvc1dGbkfYkmdV9cc4Gt/WMaXfrOUB1/eQUfk6AsIEvDhc8dniLNct5XxZb6jHnOqkee2sGRWpknuObPLWb2lkfnVRby8opbdTSH++uJW7v7VUr79pxWs290+rBZ5NU3HNuWcDCdsyWzDnFuMoWko7rzuypKMd8G1RI3Ui6fuLMBeNT+jPdf08wgufwJr14F+yy0i6BtFPhtnTc8MnHPhmaPIP2IxIqnBe1ua+NaflvPl3yzlj89uTomcAURzFmCfuCCjzDPvauLthyVy1ZOYi8aiuA8zJTs09vZt7S5SzTirzyWRyFyssSbaib39F5of+AJt//oa6oHVKAx+uH2BYKTQa7M0r9dLIBDIKk8kEjgcw9dMoS/sbQhSkGMbsFURAAMDo6MeqWRiRrmqSOQ4FOoCSSpyj58zYmdgN9V5k0+qL5GKarzvP0N47Gw05/Ff4CRJYrp/Cq/WvsWEnLEndW5B/xMz+fBd81X05t0YsQhq/ijM4+bgmDgfrbMFNacYcivIyx9NsmVfKvlm3mj8N36PZPNuJMWE7K8kask7/skOIkkS2q4VBFen8n0Y8QiB1/5KnreAZO7E4xydQlVllm2s59VVtQCEo0l+/uAavv6RObR1RonGNSqL3OQftuiQ1A1+95/11BzoAKChLcwP/7aKn3xqAd6DCTV3N4T4+/Pd/jOvvb+PHI+Vy+dVHLUv5X47P/j4PPbUB7FaFCoL3bhtp08ErEhcQ5YkbrmoikRSpyTfSTSepCjXwe76Dt5au5/lm+q56qxUwtS2zii/+Pdavvtf8ygdRn5JMUcJeTfcQ7J5NzI6iiuXZLgTU8lk8sbNJtlQgx4LYy6oJOatTG1FAQnJim3BzdgnziNRvxPZ6iC6bwuRmrXE92/Fd8P3iCnCln+w6YolGVfmZfp4Py0dEfxeGx2hGOG4hvOw3cbalhB/eHx9+u/lGxqwW1Ruv2g8A5V6KylZsM2/CVvVArTOJlRfCZq3DLsexzZ2NlpXADWvjLi7DN+1mfNz3F2C/9ovkWjYBYaOKb+SqLsS9G5xo8gGkTXPEd6SWkTWw520Pfsr8m68B801sCkrBIKRSq+f2v/zP//Dt771LX70ox9xxhlnALBz507uuecePvnJTxKPd6+OmM3DI4JJX9nT0EmBz378iieBEQli6DqSJVsQ5rtV9rYmjituAtEOoskoudaTW1E2zDaiJRNxbXiNwLzrenVMVc44lje8T31XI0WOU8PP6lQiZsqB4tSuYPpZXpQLRYf97XGDZzTpbDZ2J1T0LlfSkajECR7mNJvux96NyP5JvXJqjyR0lq2vzyiLJ3VWbm7gw0vG9hjStSOcSAubQySSOo1tYbx2D6oqs2l3S9Zxy9bXc97MUo525xgGFHisFPRgnnY60NIR5bVV+wAwqTLXnD2Wx9/cSeKw3yAWz8yebhhQ1xIaVuLGMAyitgIoP2yO8tEdXepgeRLSwuYQccWB2eSgc9XzGIeFzNe6AhihVvAIcTPYNLSF+fMzmwCwW1XC0dRsVprvwlnQbY67vymUdezyjQ1csWgM7h5M2PqLuOIA/yTwT0rPq0nZCgXVAOky7cj5WYOwrRQqU7ulCcgQNgBqMkTHlqVZ59Ta9oMQNwJBj/Ra3Nx7770EAgFuvvlmzGYzsiwTjUYxDIPNmzdzzz33pOtu2bLlGC0NX3bVdVKSN8D+Nu0HkF15Pe4O+V0Ke1rinDX+2AJrZ2A3RY6CftlhipRW4V31DKbW/SRyjx8hTpVVqvMm8/KeN7h98g0nfX7ByEaXVNS80oPOst2ovkK0Xtq2mRUozLVzoDnzxSQ/x37UXBUWk4LXZWbu5CI8TguJpM5ba/bjtKcWVpJJnfyc7PuoKM+OWRW2RUfDYe1eWEkkdTTdwG5VmT+1GJfDTDyh8eaa/ahHhOR22kbmgtbRkC0OjCOX+iU5w2dNMHi47WbcDjNnn1GK1awSjiV4e81+nLbMhUB3D6HKC3LsWIc4otrJoMtmVG8hiaY9GeWyzT00HRIIRgC9Fjf/+7//O5D9GBbsbQxyxviBzdmjt+1Hcub2+FmBW2HpjuM7+O8I7GK8b3T/dEgxERlVjfuDl2k95yP0xqi8Om8yf9/yb1oibeTZco5bX3DqoukSzlmXE931AcbB4BSqrwilZHIqilovMHS48qwxbN7dRiSWeqEsynMwedTRx5bbpvKZ62fwxyc30NgWxm5VueWiKgq83Tsuk0flUJTnoL4llbPHZlG58qwxGIOb229Ekesyc92SsTz2xk4AVm5q4FPXTuP+pzbSHIjgsJm47eKJbD5sV2za2DwqCk4ssMlwJWHLw7PwQ3QsfThd5ll0A0lbnogiNQQU+Wx85LJJPPDsZjq74vhcFj5+TTUFXkvG/VxR5GZsqYed+1O7uqoic9OFVZiHWdCLvpDAgnfJbTQ/+kPQU/OjubQKco9uXisQnO70WtxcffWpnbyxK5qgK5IkxzWwwQT0tv0oZVN7/CzfpdLYmQoqYOopNTwQSnQRiHXgt/XeL+J4xApGYz2wDUvdNmIlVcetb1UtTM2dxIt7XuOWidf3Wz8EI5OYo5jcm76H3nYASVGRfGXE1L6tKpbn2fjOR+eyrzGEySRTXuDCYz369BRN6tz/VErYQMpP5/6nNjLu0wvJdaZWb3McZr50y0z2NgRJJnXKCpwUeCxHWn0IDkOWJC6YXUb12DzaOmMU+x3c+8/3aQmkwvB2RRL88ckN3POxeUwanYfTZqIs34mjhyhrIxkNBXXiueSVTkQPtSE7c9FcRSRHcN6PkUwwmuQPT2xIm0S2B2P84fH1/PAT8zPGns+m8ulrp1HbFCQW1yj2OyjLtaFpR2t5ZBDzVuK/5Qdo7XWpqGveUuLKqbWgIBD0J33ylH3nnXe4//77qamp4eGHH+aJJ56gsrKSSy+9dKD6N2jUDkYwAS2O3tWG6ux5RdqkSPjsCgfaE4zK69nMY1dgL4WOfGSpHx+ykkx41HTc61+juXg89KLtGflT+fuWR7ig4mzy7QO72yUY3hgGxMx5UHjiglvXwe+y4O/l4kJnOE59azizDQOaA5G0uAHwWFWqR3V72Ahhc3xUWaI0105prp2mzmha2BxC0w1C4Tizx/XfAstwJCmZSbpHgXvUUHfltKe1M5rl6xUMJwgEYzhyM00FPTaVqRXd9/xIFzYAhiERtRZAkfBzFQh6Q6/fkN977z0++clPkpOTQ0dHB7quE41G+eIXv8hzzz03kH0cFPY2hvB7Bzh5Z9uBg8k7j77KWeBW2dOSOOrn29t3Uuwo7Pe+JXKKMVQTtr0belXfqlqZ4Z/CUzUv9ntfBEOLSgJL1wHMHbsw612Ddt6YZrC/NUxDIErSMNAMaOyIsq8lTOyIPDYOi9qjfX1P+XGOhSRJBKNJ9jZ30TbAIWNHHBKYFAVHDztoff2ehwMqcSyh/Zg7dmPRw8c/QDBkSJJEMNZ9X3oc5qz8WWZVxmk/fmTRkYhZD2Pu3IMltA8TYl4SCPpKr3dufvWrX/H5z3+ej370o8yYMQOAu+++G7vdzh//+McRv3uzu76T/AEWN1rrXiT3sXc5CtwKu1oSnN3DZ5Fk9P+z999hclxl/j58V1XnHKYnB+WcJcuyLSc5R2xwwMaYHAyLYRfYJexvWZbdZV9YWJblC0syC7bBCeOAA842tmxLVs7SaKQZTY7d0zlU1ftHj3rU6pE0mhzOfV1zSX26wqmq06fOc87zfB7a4x2sKVkx8pWTJGI1y3HseZ149ZK+JGSnZ0VgKQ/sf4S60FFmuWeMfJ0EY45JjZLY9CjRXa8BYPCU4HvfV4ibR3d1LhRP88M/bONYn9rRBcvKWDjDz6+e2g1AecDOV+5YlZN5tpkMfP6W5Xz/gffI9OWGuv3yuQRcg1c5kyQ42h7hew9sIZ7MoMgSn7hxMefOL572+UwkCfYdC/Hoywf5+A1L+Okfd6D2Kd/ddvk8vM7JNag0qWFib/2e+P63ATAWVeK5/kskTFN79WkyIklwpC3C9x/s/13ee+ty7r52Ib99Zi+6nk0s+/EbF+N1GNGmwMrMiVhSXQSf+W/SHVlpfOvctdguvIvUWbr6CgTTmUGv3Bw4cIArrriioPyGG26gvr5+RCs1HtS3hUddBlrrrEd2FWbOPpEyt4G6joFnao4E6ym2BjDIo5N3I+MpQTPbsDbsHtT2RsXIeWVreejAn9BElPbUoOtIzrAByATbiG5+CkUevecrSRJ/ebchZ9gAvLWzhUgijaEv9qy5I8pz79TnMo7rus7cMiff+/x6vn73Gr57z/lcvroS5Sy8NWMpjf9+ZHtOxEDVdH755G46w2eXgHQq0pvI8ONHtrN0ToBnN9Zx+xXzuO3yeXzo6gVsP9BOR3ByzSbrbYdyhg1AurOR+M6Xkae5ETsRyf4ut+X9Ln/0yHYsJoU7r1rAbZfP446rFvDCu/V09k6udngmZBkSe17NGTYA8UOb0NsOjmOtBILJx6BHyVarlZ6eHmpq8hU6GhoaJn0Sz2RapSecxD+KuS30TAIt3InBefqZwiKHQjCuEUtp2E6SeDkYPEy5Y+Rd0k4kXrUEx96/Eq9ZOqjYm/neOeztOsBrx95kQ/VFo1o3wegiSZDpaiwoTzTswpJJoMqjY/ynNY0dhwpz0nT0xHA7zHSFsjEfO2s7ueWS2RhPGJF6bMbcas7ZEolnffZPRNehO5wk4Jp8blcjSSiSIpFSsZgNHG7q5XBTb973nb1xyryTIxeQLEukWw8XlCePbse55mY0ppaM9WQnHE8RiuQbLboO3b1JHnkpf5DfE07iG8A9dbKi6GliR3YUlKdaDqFUnTOovGECgeAsjJvLLruM73//+/zwhz/MBd3v3buXf/3Xf2XDhg2jVsGxoLE9QpHbgjKK03hqZwOyM3DaeBvIvohLXQp1HSmWVPQPHpJqiuZoC8sDS0atjpBdvdEVA5am/SQqF51xe0mSuLRqPY8deoolRQuFuMAER5J0zPEOtN52JKsT1VFGRsoODnQdjEVVBftYZixHVawjLoHbHU3R3hOnyG3hnEUlGA0yRoOMLEt09MTxe6x5xseKeQFMBqlf+lWC7kj2GB6HmRKPme5ohqaOCCaDTGWxIy97+ck4bUZ8Lgvdvf0B85IE/mlu2AB47CasZgPxRIb51R7WLCrFYJAp89lo6YrisJlo6IyiyBIlHivxtEprVwyTUaHUZ8N8CrXHs0VGxRhvR+vtRHb4yNhLUM9OBwdN0zGWzSkot8xahSqbCpJ4CsYXp9WIx2nO++3LEtSUOPn7u1YTiqbwOMxs3NmM12nhSHuUUCRJWZGdEpeZeFqjsTNKPJmhImAn4DQRS2m0dMdQVZ1yvw3bGKj7GfQkSrgFPRFBdpeStBRxptRfqmTEMmtlQd4wU/k80sKwEQgGzaDfEn//93/PJz/5SS655BJ0Xef6668nlUqxcOFCvvKVr4xmHUedhvbI6MfbtB9Gcg9O6aTMbaC2Pd+4ORKqJ2AtwjhKLmk5JIlE5ULs+98elHED4LV4WFu6ivv2/J6vrP78qLnNCYaHJIGp6yAdj38/ly/BsepqjKtuJiNnB/S6byaOFVcS2f4CAEZ/JbbV15PQR87wlySJA00hvv/Allwcxz9/ah0//P1WevuC+udUeli9oDj3fXWJk0tWVeYMG0mS2N8Y4vsPbsnNZn77U+v4wQnHmFvl4TM3L8FnG3hm12qU+eJtK/jeg1uIxtMYFJlPvW8JfufUmQkeKm67kc/cvJQ/v1nHlefW8MBz+/jAhrl5z+ziVZX0RpNctqaanz2+k2g8K4SydI6fz9y4ZNgDSEnSURreo/O5/+W4Ze259G6UuRejcnbHlornYl9yMdHdrwNgLJmBZckGEsKwmXDYTApfun0l3z/hd/m1D6/mSEsvD/7lAJDtyz5+w2KOtIb4f4/uBMCgSPzLZ87nkRcPsv1QB5DNbfX1j6zhd8/up7YxCIDXaeabHz1nVFd8jFqC5KZHie58OVtfxUjRB/6BhKfQyD4RTQPLootJNuwh1bfaaFt4AVLJvFGrq0AwFRn0KNThcPDQQw/x9ttvs3fvXuLxOLIsc/fdd+NwDE5v/YUXXuALX/hCXtncuXP585//fHa1HmGOtvSOqlKajo7WdhjDgsG5bZV7DOxuyl+WP9hzmHJ72WhUr4BUURW2I9swdjWS9lcOap9lRYs5Fm7ij4ee5vb5Uzsn0mTFqEbp+cvPc4YNQGTr8xTNPZeMeyYAacWGce1tBJZciq6m0O0BEiPsjhZLqfzs8Z25QfLcKg/PbTyaM0oAahuDNLZHuOvqBWRUjY5ggifeqOUzNy4GDaKpDD/9446cYXP52mqePekYh44FOdgQYt2CgVcTdR2qAzb+457z6QkncViNeOxGkaQRaAslefD5ffztHav4199s4pLVVfzp9cO5Zwbw+tZGPn3zEl7a3JAzbAB21XZxpCXM4hrPsOpgTnbT+eKvOfGBBF97gEDlIlTr2bnnphQHpvPvwrriKlAz6I4ACWl0J7QEQ0PXoSZg47ufPZ9gJInTaiSazPCHFw7kbfO7Z/fxpQ+uzJVlVJ2WzmjOsAGIJzP8/i8H8J6wGtsTTvLipmN8cMMc9DMtpQwROdSYM2wAdDVNz19+ifu2fyZ1hnaXMPlx3vBVpEg7KAY0W4AUk0vAQyAYbwYdftvW1sYnP/lJ7HY7H/7wh3n11Vf58Y9/zOWXX86+ffsGdYza2lrWr1/Pm2++mfu7//77h1z5kaJhlGWg9VA7SDKSdXBqJ+UeA/XdaTJ9A4mkmqIx0ky5fYw07iWZRPl87IfeHfwuksQV1Zewu2s/bzRuHMXKCYaKlI6jhrsLyrVYKO9zBgMJWxlJZw2pUYiziacyeT71JX4bDW3hgu1auqI89/ZRHnrxIC9vbuBoc5hEOjvVHktmCMf6B9Q1JU6OtvQWHKO5M4KinHqWX9fBblKo9NuysTvCsAEgFEnSEUwQjqeJJTI4rMaC+CQAVdVpaB3g2XVHh604pyci6JmTAsZ1DS1eeL7BkMFI0lZO0ll9xgGmYHzRdXCYs79Lt81IMJLkZK+sdEYjle6XSjMYZEKRwjZa3xqm1J8fF3ygoQdtlAwbAC1e2BdlQm3Imfig9k9JFpLOapK2ctLCsBEIzppBr9x897vfpbOzE4/HwzPPPENdXR2/+c1veOKJJ/j+97/Pfffdd8Zj1NbWMm/ePAKBiROXoWk6zV1Rir2j97LLtB5A9lYMOkGoxSjjtck0dKWZFTD1uaT5MSpj18klS2bh2fQkciKKZhmcYITZYOaGWVfxx0NPYzPaRkeyehph0BLIoUbCLSHMdj+qszwXH3MqzJle9O4G9HQSxVdB0laa8/PWzE5MZbNJtZwYXC2huEs4dWalMyNJEt3RFI3tEQyKTHWxA7s536BIZTSaumKEIikCXgs3XTwLp81MMq1iMxtYWOPjl0/2q/QZDDIXr6xgfrWXtKrhd1lo7ojS1ZugoztBVamDioCdpo5sHp5Ne1tZvaCEZzceyTvv3CoP6lTI4jcGpFSNps4YqqajofOFW5ej6/CR6xZitxi5cm01L2zqV3GSpOyzXz63iFe35AtRzCp3nzG+4IzYfSh2N2q03/iWjGZkpx9Z0jBFWlB7WpAsdvBVIaeiqN1NSAYTkq+KpME9zAoIJgrFXhvrlpQyt8pLMq1iNiocbOjG7TDzoasXkM5omPvivU5mzcJiDtT35JVdsqqC3niaY+0RZFmiqtiB0zx0d2qLGobuerRoD4o7AK5C4SBz1SJUo3PI5xAIBINn0L/mt99+m/vuu4/q6mp++MMfsn79es477zxKSkq45ZZbBnWMQ4cOsW7duiFXdjRo64nhsBoxG0cnwFBHR23ej2HGqrPar8Jj5EBrklkBUzZxp2NsXNKOoxvNpALVWI9sJ7rwgkHv5zG7ed/sa3j04JOk1TTnlZ8zirWcuhhIk976BJGt/UlSPZfejTzvUrRTxL+YMyFCT/+gX0ZUMRC49R9J9GVYT2PGc8Wn6Xnu/5HuaEC22PFe8UlSttPLk5+J1lCcf/7Vu7kM4sU+K1//8Dm4rdnuJa3pPPJqLa/0DYB9Lgu3bJjLL57oTxh7/rIybrt8Lo+8dAiDIvPNj57DT/+4k9aubLJFk0Hmax85h2/98h00DYwGma/dvYb7nt5DU0eUoy293HnVfFq6omw70I5BkbnhwlnMLBO5IQZDRtN59NXDtHRFKfXbqWsKsXiWn2fe6jcWb7xoFuuXl/PmjmbsViN3XjmfYq+F8qIKQpEUWw+0YzTI3H75PKoCw1fQTBmc+G78O3qe+QmZ3g4UhwffNZ8nafJh6thLx5/+k+NBWJbqRRj9lYS3ZWPFDL4KPO/7Ckmj93SnEEwSvHYTAY+N+5/r9xL54BXz2FnbyROv90/WfP0ja7jt8nk8+fphkmmVBTO8XL1uBtsOtnO4MYim66xfXs78ah/f/PnbxBJZF12f08w/fmztkJQXTVqM+ObHiex8NVfmv/KT+K/7PN0v/QY9GcNUMgvXho+SEKswAsGYMGjjJplM4vV60XWdt99+m3vvvTf33encPo6TyWQ4cuQI77zzDvfddx/JZJILL7yQr371qzid4zeb0dAWoWQUV2303nbIpJDOIAF9MpVeA/taUmxYmKIx0sLSosWjVMNTkyydg/3ARqILzudsfEyKrH5unnMdTx1+no54J9fPugp5ELLSgn6UaBs9Jxg2AME3fk+gZjkJk3/AfbT2w3n5EVAz9L75EPbrvkJaz/7U45YSXDd9AykRBKOVtMkzPHlRSeKpv9blDBuA9u44e452c8GiYnQd2oPxnGEDcNHKCh54Pt+VdePOFj5901I+eMU8DLJMfWs4Z9hAduXnyTcOc935s3j6zTrSGY3/fng7//rp80ikMtjMBuxmA/fcvIT2UAKjLFHsMaOLRZtB0R5K8PJ7x7jzqvn8/i8H+OCV8wtkd596o44v3LaC8oCDZErl0VcO8ZmbljK33MHnbl5CMJrCqMi4rMYRiWXQdUg4a3Df9s9IyTCYHCQNDkxanJ6X7oMTcmslGvZinbks9znT3YTaegiq1g67HoLxp6k7xtNv1uWVPfLyIW67bG5e2U8e3cENF87ihgtnYVAkjjT38uun9vC1u1dzwdIydB18DhMPvnQwZ9hAVv59y4EOLl9VcdZtVwk35xk2AF0v/x+lH/53/B/6LqTjaFYvCYQKo0AwVgzauJk7dy6PP/44fr+f3t5eLrroIjKZDL/61a+YP3/+GfdvaGggnU4jyzI//OEP6ejo4D/+4z/40pe+xK9//etBV9jvH5x4wXECgdMbTh3hBipKnHg8o5PDI1S7H3P5bOzOszOgFphMvLC3jcZkE+XOEryu01+3wzEKOSfsFch1RnyxFrSK06u8nIwHG5/y3cEf9zzL/+5p4t51H8drHZ6byJme5Xhxtm1yMMROkCfOoWYwksZ5ivsQrBvAz7unFYdFwuA4cR8nMDKuodF4mqb2aEF5RzBOUVH2nEdOSM4JYDYqeQOL44QiSR5+6SDVJU5WzCucDGjrjrFmYQl2i4FoIpMVD5AlFs7K37ZskO1korankeBs2+TRPvc+Vc0O7HRNH9Dobe+O5Rk90UQ6d66SITapMz8HJ9AvIJDuidE5QOyYrua3KT3aPS7PeCq1q5G8lsG2yYHOufdYqKBM0/QC18dwLI2q6jz2yqFcmc1iwGQy5PqFjKrS0JrfJwE0d0YpKjr7vjw8QP+HmoFkBNes2Wd9vInAVGrDgunJoI2bL37xi3z+858nlUpx4403UlVVxbe+9S2ee+45fvnLX55x/1mzZvHOO+/g8XhysSc+n49bbrmFo0ePMmPGjEHVo6srMuiZ5kDASUfH6YNP9x/pYn6Vl2AwdtrthoKuqyTqdmJYdAmRyACD1TPgsym8sq+eJeUlp93f4bAM6fiDwRKYibzrbYL28iHtf/2Mq9ncuo2/e+473D7vfawqXj7o2KMTGcyzHGkG28GfTZscLGarH8lsQ0/2t0uDt4yk0U34FPfB7K8pKLMvvZhYUy3p9qMYAjWk/FUcS3ZyNHQMv9XHDFc1Nn3oxpkkSVx2ThW/+fPe/noYFVbNC/DE67XEEhmWzPJjNim51Z2GtjBzqzwcOhbM7XM8v83x7z+wodCYXr+8ArNR4ZLVVfhcFrpCcSyKNKR2MR7taaQYTLs82zbpc5gxmxRSGQ2nzUg4nibgsdIR7A+AdtlNJE8M4FZkyorsw7qPQ3kOBsmCfeH5RPe+2V8oyUiG/Hg0Q8mcYdUtSZxjsUaaelupdJVRaa/ErJ9+Emkyt6uTOZtrGak2efycibRKXWuYoy1hSv02aspcuOymPDXEgMdKJJ4vOLF0ThF1TfmG0KWrq9DTau5aJAk2rKnkQEN+HM7ahcVDenY2d2lBX230laHZi8a8LaRIcCzWSGNvCxWuUqrslZj1s5tYnSptWBho05tBGzfr16/njTfeoKWlhQULFgBw55138vnPf57i4sH57Hu9+f7Pc+ZkBzBtbW2DNm5GmmPtES5cNrSB+5lQWw8hWR3Ig1RJO5lyr0R9p8IV84YXEzEcksUz8Wx6AimdQDee/eqQLMmcW7aaGlcVTx5+ni1tO7lzwQdwmIbvkz+VSZm8FH3g6wRf+jXp9qOYqxbjvvRu4qdRecq4q/Bdfy+hV3+LGo/gWH4ZBpefzse+C4DiCrDnkhv5v71P5/aZ45vJ51Z+9KxfgMfRdZ151R6uWFvNa1sbMRsV7r1tBf/1h20E+5SLvE4TX/3Qan77zD6OtYdJpjJ86n1LePilg2zZ305FwM4nblzC7sOdGBQZq1nBYjbktoklMly+topZFW6+d/97uXN/6Or5GBV51ORcpxNum5F//Oha7n9uHx+8Yj6vb2vkfRfP5vWtjRw6FmRmuYu7rlnIi+/WA1Dmt/PR6xdR6bMw1noNKgr2pZegpxPEareiOH14L7qddLADZAOyxYbnkrtQvTOGfA5NyvDU4ed57ejbubLLZq7nptnXIWujnwByOiPJ8NKWJh5/rTZXtnZRCX935yp++8xejjT3Mq/Kw13XLkRTNbYd6KC5M8raRSXcccV8mjoj1DYGCUVTbFhdyVVrq/L6CF2HpbP83H75PJ54/TCKIvHBK+Yzq2xog2HV4qP4xi/Q/drvSXccw1y5AO+Ft5FQHGOqvqhJKs8dfYkXDr+RK7uo+lxumfc+FE3knhNMLyR9jEYGr7zyCv/wD//Aa6+9ht2eHdhu2bKFu+66i9dff33QBtJIrtyEoim+8Yu3+Zublw5pNeFMJDY+iOyvRimqHtL+79Q3sPOYzN9edfqB52iu3AA49r5BvHoJ8VlnJ4pwMhktwzst73EoWMdHFn2QBb65Z96pj+m2cnMcI0nsBpWoasrFzZwOScrms5F0FSkVoeP+b+S+U9ffzHc63yORyZdL/ep59zDDOnNoFZQkfvLHnbQH45y7uBQkcFiN/PaZ/JiahTO8fPG2FaQzGlaTgkw2MXw8pWIyyBhlCVmWCcZSyLKEy5INvO1NpNE0SGdUvvqTN/OOaTTIfP9v1uOynP2LezLPTo7Gys1x0ppOKqORzKhs3tuOLEuoqk5jR5h3d7fyuVuW09YVY+X8ACWu4ccQDOU5mLUo3b//OkZvGdaaxaixEJG9G/G/78vgKgZJIaU4hmX0dqrtfOv1/ywo/5eLv4pfObX/3WRuVyczXis3++o6+cb/biSj5m/7oavnI0sS5UUOGtrCPPbqIb79iXPxuyykMho2k4JEtg9MZDRUVcduNpyyHUgyRJMqMhI2szLkPtzcW0/n49/Fu/5WjJ5ikm1HCb3zFEUf+neSlrFThu3WOvn/XvteQfm3LvoyxYbBp5GYKm1YrNxMb8bMnF+9ejVms5mvf/3rfPGLX6Szs5NvfetbfOADHxi0YTPSHGsLU+K1jYpho4Xa0KPdyHPPH/IxItSTSC4kmgT7OMYiJotnYjuyfdjGjUE2sL5iHdWuSn6z5/dcVn0RV1RfMir3f6qQxozR6yQ9yJeNrkNKzk4emGIted9pRhPJk/OGACmtsGyw6Oh0h5M0tkco8oQwGRWqigtfKj3hJOg69hOy1suQ91nTNPxOE7oOmUw2WNzR9/2h5kK/9nRGI6OKFPMjiVGWMJoU2oMJHn7pIGaTQonPRkdPHFXT6eiJ8cjLB6kpdRYYN0rfKtpoGfo59AxaIkay6QDJpv7EjlosRNrb5844zDm7lDrwbyKlpUEs3IwqKVUrMGwgGw/24IsH8soSKQ2TImExGlH7+gJdB7Mig8JpDVxdA1ufSupw2qyeSUIqQc8rJ+XsO0UbGi1O1WbTamoMR3oCwcRgzCSs3G43v/71r4lEItx666188YtfZP369fzTP/3TWFWhgIb20Uvema7diFw6D0ke2i2OpKLEM1HKvRK1bSNcubMk7avAEOlGiRQG8Q6Famclt827ibebN/PIwSfQdDFAHQ0kdxmKvV/EwVK3i3VlS/K2MRvMlNqGnhxWJjuj+pUPrcbnNBPwWFky24/HmR//cMXaGizGU79hM0BtS5j7nj3AY6/X0dQTz8XgAJT6bdit+TKqq+YX47GfPu+PYGiU+qzcetlcbrxwFuVFdq49fwa3XT6P3lgal92ELEt09cU/qLrO0fYID754kGfebaAznBx2As/TkTG6cKy4LK9MUowo/soRO4ff4qfEni9UUe4owW/2jdg5BANT5LawaGb+fXbZTShK/rt0RpkLl8PEGztb+c1z+9nTECSZGft3ieQuRbF78spM5XPR7GenkDpc/GY/la78lBHFNj9FlrGth0AwERgzt7SRYiTd0n76p12UeG0snjmyLywt0knirQcwrbweaYiJN/d0HiCciqAlZhCMwa3nnnrb0XZLA7Adfo+Ms4jIkktG7JhJNcnTh//CTHc1H5z//tOu4ExXt7Tj9RjqtVvjrYTfeZxUy0Gss9eQPOcqXmneysaG96hylfP+hddSbCgZ1kT3/qYQ37t/S+6zySDz5Q+t5qEXDxCJp1m/vJzlc4qoLjp1nNXeY0H+88Gtuc9mo8L/94m1lPdNPkgStPcmefSVQxxuDHH+sjKuPKca5xBc0mByu16MplvacTIa3PfcPt7Z1b/6t2xOEUtm+bBZTDzw/D68Tgtfu3sNje0Rvv9g//O3mg1859Pr8A3C8BzqczBnekntf53orlcxeEtxXXAbSdeM4ScOPYGQ3s0ztS+zp+MAS4sXcM3sy3BLp8+bM5nb1cmMl1tae0eYvQ1BNu9rY1dtJzVlLm68cBa9kSRv7WyhtjHIghk+rjy3ml8+sZvmzv5V3dsum8s1a6vHPA7Pmmgl/M6fSDUfwDp7DdaV15xSsn80Cek9PF/3Cjvb9rEoMI/r5lyORzq78c1UacPCLW16M60XK+vbIiydNfIdUPrgWyil84ds2Oi6Tn34GAt881BssPUoqBoo45gqJlk8E8f+t4gsvvisct6cDrNi5obZV/NE7TM8c+RFrp915YgcV9BP3FqKZcNnsKlJVIMVSZO4rvoqLq++GCNGJE0Z3oBQhiffyM8/kcpo7KjtZGaZGyR4dUsj2w928M271wy4VKxLhcdIplV21nZRubYSTcu6mgScZu553xLSqobZoAghgVGkNRjPM2wAdtZ2cu7iUn755G4AWrqiNHZEePikfDjxZIaDx4KsWzB67sZJgwtp6Q14Fl+OLhtJ6IYRD952Sz7unP8BUvNTmDCDJtxnx4JQLM1//WErVSVO1iwsoaUzSjiW5kcPb2d+jZc1C0uoaw5xsCGYZ9gA/On1w1ywrAyneWyHNnFLKZZLP53rZxPj1Fbckpfb576fm+cmMWECTeSXE0xPpm3LT6QyBCNJ/K6RzQ+jhTtQO46ilA0+WP5kOuPdyJKMw2DDZgKXFRq6RrCSQ0B1+ECSMHY1nnnjs8CsmLh+1lVsbN7E1vadI3psQZaMrpCSbah9L1xdA5NmQRoB1SdNkwaMe1FVjW0H23nlvWMEw0nSGQ0kkA0y8kmumjrZ+JmCemc0Tu6iJMAkFNJGHVUb2L0nHE/nfdY0nfQAz38sYqF0HVKSdVBCG0NGkzFpFmHYjCGqrqPpUN8a5sVNDeyu60Lr+70fqO/hxU0NHG4MDWjLqprOeHk5n9zPjhua1Ndmp+3wTiCYvsbNsfYIxR5rnl//SJDa9xpK+cIhr9oAHOltoMQWyLlpVfjgQPNI1XCISBKp4hlYj+4Y8UPbjTaumXk5f9j/R9pjHSN+fMHoIaNz7Xn5SmuyLFFeZM+KCPRx44WzeOqvR/i3377H85sbCJ4wSJZ1uO6CwmMsm1uEdopBtmD0CMXTaKrOgpp8F6yaMiedJ+S98TjMVAbsfOCS/ESFBkViXtXp3bcEglPhtZs4f2l+7Ai6Tk1pfkoFh8WI25Hv+njludW4bEN/9woEgqnBtHVLO9oaptg7smICWncjeqgNw8zVQz5GWs3QEm1lTfHKXFmlF/56EK5aNmIeYUMiWTwT99bn6F15NSgj23RKbAHOLV3Fr3c/yN+v+QKKLCSJJguLZ3j40gdX8sK79dgsRq49fwY2i5ELlpXRE05y1bk1bDvYwWtbs6t+h44FOdrSyyeuX5QTnloyw8sXb1/Bi5sasFuNXHPeDKr9tvG7qGlKStX50cPbqW8N85W7VrNgRpDdh7tYPMvP8jlF7DzcydwqDxUBB3MqPRhkiaUzffzdHat4/p2j+FxmrjlvBiVu84jGvwimDzJwxxXzmFvlYeOuFhbN9FFT6uSKtVUca49wuDHEvGoPBkXimx89h9e2NHGoMcjFKytYMado2Ep5AoFg8jNtjZsjzb0Uj6BSmo5Oau8rKJVLkIYxMG8IN+E1eTCdsPLjtWdjbjrCUDy0fKAjgmZxkLF7sLQcIlG5cMSPv7RoMUd7j/H80Ze5TsTfTBpMisyyGV5Wzs3Gr6np7GrLp65fhA7sawjmDJvjvLO7lRsvmkVpn1uo2SCzfKaP1fOKkJBIp8c4M6QAgLZgnPrWbDDxfz6whTmVblbMK+b8paV85cd/xWEzMafSQ21j9pl+7e41zCt3saTGw9KZK5HIuqqJ8aVgONhNCpcsL+eSFeVIwMHmXn711B6KvVYqi528u6eVZzce5Z8/eS63XTo766Kmi3YnEAiyTFu3tKOtYUp9IzczrLXWoqfiyIEZQz6GrsPh0BFKHfmBuJKUXb0Zd9c0IFU8E+uR7aNybEmSuLTqQl5rfIvmSOuonEMweqhpLWfYAKTVbEJIqc/1c8ksP5evraa61IksgXzSMqQkScSTKonTGjYSSVUTuZFGCI1sXpHjt1M56b6WB+wUeSzIcjZWqjeaYuuBdhrbI0D+M9S1MchxI5g26Lqea1NKX5ye12XB77bgcWZzLMmyTEbTs32G6BMEAkEf09K4SaQydPUmKHKPjJiArmuk97+GoXrpsAZd3ckeMloGj8ld8F2lH/a3DLDTGJMKVGPqbEBOFiZVHAmcJgfrytbw4P7HRP6bSYoO1LVF+I8HtvD//fIdDLLE529djsEgs3V/OzPL3XzxgyspPiEJZDKjsXFvG//0q3f599+9x6GWcC6IGLLjlo5wkp8+uZtv/vwdHnvjMOFEZhyubmogSdDcE+e/HtnBN3/xDs9uOkY0pRLwWFg2uwiDQeYbH12LpsHDLx7k4ZcO8uU7V2E4QbKxImCn4jTy3gLBSFHmt3HvbStw2U28t6+NEq+NL31wJTazgf/3p1188+fv8MRfjxBJihVfgUAwTd3S6vvibU5OCjZU1KY9IClInvJhHae2p44ye8mABlKpC/4agd54Vj1tvNANJlL+Kiz1u4jNWzcq51jiX8i+7oO83byZCypOk+BHMCFp6Y7zb/+3KecicqAhyF/eOUo4lhUReH1rIz29CRbVeFHIDrR3HO7KSQwDfPe3m/mXT62jsi/upjeR4V/u20S0T4jgmbeO0tIZ43M3L5meMzTDpCuS4tu/fjenUvfoy4eIxtPccvEsPnnjYsKJNP/7+C6OtWVd1N7e1cLhxiD/8OE1vPLeMeZVe1g5N4DVKO6+YPRJZVT+8OIBOnqyghYbd7XQ2BHhuvNnsO1AVoTmyb/W0RlK8IlrFzLiuuACgWBSMS3fTHXNvSPmkqZrGdL7/4pSvWxYqzbxTILWWAeltoFzQ8hyVjXt4ARYvUmWzMJ2ZPuoBW5KksQllRfwVN3zxNKxUTmHYHSQJNjf0JPXNAyKlDNsjrOztpNg5HiGe3h249GCY+2q68qpGbZ2xXKGzXG2HmgnGE2N7AVMExrbowXy2y+8W080qeIwKySSas6wOU57T5xIPEVTZ4QZZU5c1mk5NyYYB5o7YznD5jgNrWEsJ+Wz2birmVBc9AkCwXRnWho3h5pClI2QcZOp345kdSK7AsM6Tm3wCCXWAAb51AOGKh/sbRrWaUaEjKcEOZ3A2DN6llaxLcAs9wyeOvz8qJ1jKiJJkFQ1Ymk1mxRmjNF1sFvzpVgHkls3KDJGJVsuSxJuh7lgG6fNlMtnYzIWinQYDXKem5Rg8JgHWHGxW40ofc/KalYGDGEwKDINreGCXEUCwWhiGeD3L0lgNChsWFPFbZfNY+nsIsxGBYNomwLBtGfa9QK6rnO4KUT5CPiK62qaTO3bKFVLh3WctJbhSKieCkfpabcr90JTD4z7xJQkkSydg7Vuy6ieZl3ZGra076QpMgGWqyYBmg47j/Tw9Z+9zZd+9AaPvHaYaGrsfdDnV3nwnGCsNLVHWDanKG+bWy+b05+PQte55dI5eUaQy25i8UxvbgWo1Gdj6Rx/3jFuv3webqvIaTEUqoodVJU48so+cu0ibCaFtlCCV947xkUrK/O+P29pGUdaQqxeUEzpCCpNCgRnotRnYd2S/Nw3l59TjVGR2Hekm0dfOYiiSHz1rtU4LCKNgEAw3Zl2fgUdoQQAbrvpDFuemcyR95AcRcj24SWsOxw8isfswWI4vcCBUYEyDxxqhWXVwzrlsEmUzMLz3p8JL78S3Vg46z4SWA0Wzi1dxcMHnmD5jK+OyjmmEs3dMf7roW25z8+/XY/DYuT686oZy1yYHpuRb31iLYcaQ8QSGeZVeXDZjBxtDdPSFWVmmZuqgC3PLb4qYOPfPnMeB48FsZgU5lZ68JyQjM+sSHzmxiUcaQ3T2hVlVrmbyoA9t7IjODtsJoWv3rmKw029dPcmmFPpodxvJZzI8O+/3Uw4luaCZeV86OoFhCJJ5lV5sVsNxBMZLltVmVt1EwjGAotB4fbL53Lu4hIa2yNUlzgpK7LzjZ+9RUbN9gHbD3agajr3fmAZonkKBNObaWfcHDoWpDLgGLaUrJ5JkD68CeOiS4d1nLSW4VDPYZYWLRrU9lU+2NM4/saNbraR9pVhPbqD2Ny1o3aeJUUL2d21n3catzLHMm/UzjMVONLcW1D20nvHuGxNFeYxftu7rUbWzC1CkvpDsxZVe1hc4xk4VEuHEreFUk/pKUO5bCaFxdUelpzqGIKzwmE2sHyWL+8ZdQTjufiot3Y2s3FXMzazgXWLS6nwWcV9F4wbbouB5TN9rJrjQ1Vhb0MwZ9gcZ1dtJ+F4Om9iRCAQTD+mnVva/oaeEZEvTR/ehOwtR7YVyjafDbU9dXgsbuzGwcUAVfnhaCck02fedrRJlM3DfmjTqGaEliWZiyvP47fbHiWpjrc/3sTmeO6HEynz20Zllj2t6XRGkkRTKpIkoQHBWJreeBrphF7leNOQJIlYWqUjnCR1mlwog2lKYoA9spx4P+0WI3aLgesumMltl8/jqnNrgIFjngSCsURRoDeZob49Rjil4rQVel84bUZMQsFPIJj2TLuVm331Pdy0fuawjqGlomSObMW49MphHSeRSXIoWMeKwOBjdkwGKHXDgZbxX73JuIvRZRlzyyGS5aO3qlLhKKfSVc6zR17k5jnXjdp5Jjszy1xUlzhp6FO5Migyd1w5f8RnMLoiKX7y2A7qW8M4rEa+ctdqXninno27WjAoEjdfMocNKyswG/rPfKApxE//uJPeaIqKgJ17b11BwDU67oyCoVPkMvGpm5byu2f30d2boNhr5fO3ruCpN+q4bG0VMwIO4QooGHMURWZ/Y4if/2kX3b0JAl4rn/vAci5eVcHrW/tVdj5xw2LsJoNoowLBNGdaGTftPTHSGQ2/a3jJOzMH3kIO1CBbhrcCtLNzD6X2YqxniLU5mZoi2HVs/I0bJIlExUIc+98aVeMG4PLZ6/nfTQ9wbulqys8gvDBdcZgV/v5DqzjWHiGZ1qgI2ClymkZ0pSOj6fzs8Z3Ut2YNKKvZwLu7W9m4Kyv6kFF1Hn35ELPKXMyvzK5qdkdTfP+BLah9KzZNHVF+9PA2vvXxtZiE2tmEojua5n8f30miT4iivSfOz/+0k49fv5jv3b+F//jc+TjN0+q1IZgAtIUS/OihbcST2cS9HT1x/usPW/nWJ9exflk54WiaEr+VUrdVGDYCgWB6uaXtqutmRqlrWPE2WqSbTNNeDBWLh1WXtmgH7bEuqpyVZ974JKp8cKwboslhVWFESBXXoMR6MXY2jOp5nGYH55au5sH9j6HpYxgdP8mwmRTmV7pZNtOL3zGyhg1AOJ6m7oTYnrlVHnYd7izYbs+R/hw1HcFEzrA5TktXjFBsAvhWCvJo74nnDJvjhCIpNB3iyQxdfYIsAsFY0t4Tyxk2x+mNpugMxpld6mTFbB9lHuuA8uUCgWD6Ma2Mm22HOphZ5hzWMVJ7X0apWIA0DIWwpJrivbbtzPPOxCCdvS+70QCVvuzqzbgjycSrFuPc9eqoB0MsLVpERkvz2rG3RvU8glNjMSl5sT2t3TGqSgp/U9WlLrQ+g2YgZUK71YhNrABMGIKxNI1dMVx2MyenJTIaZExGGVkC1wBxDgLBSCNJEEmqNPZNgngcA7dLl0O0R4FAUMi0MW7iyQyHm3qZWeYa8jHUjsPovR0opUN3wdI0nXdbtlBk9eM1D11CenYxbD06MYKrk6WzUGIhzG2HR/U8kiSxoepinjv6Eq3RtlE9l2BgbCaFe96/LJfssa4pxFXranCfMMiYVe5iTmW/0EbAZeaWS+fkPsuyxD3vX4pDGDfjjqbrvLmnja/+5E3+6Zfv8PrWBm6/Yn7ue0mCD1+zkOc2HuEj1y3CKwaTglFGkqChI8bX/3cj//TLd/jq/3uLRDrD7VcWtssyt4jbEwgEhUyb0cXWgx1UlzgwD1H1R1fTpHa+gGHGKiR5iMfQdba0b0fVVWa4hhcwU+qGdCbrnrZoeItRw0eSic1ciWvbX+i4aiYM8f4MBq/FzXlla/jV7gf4+zX3YlKE5OdYouswt8zJ9z5/AW09cYrcFt7e05pNqGdUkCXoDMY51hbBMyNrvCuyxFVrq1g1v5hgJEmxx4rXYRK+8ROA9t4k9z29J/f5pc2N3HTRLL79qXV0hRIUeaxI6Myr8lDkNCO8fgSjTSyl8qOHtxGNZ91WM6rGv/9mM//5hQuZX+WlKxQn4LVR7rOMaf4ugUAweZg2xs2bO1tYWDP0lZL0vteQHF5kb9mZNx6AjKbyXus2IpkYS/wLkIfpHCxJMK8M3j4Ei2qGdagRIe2vRGutxbF/I5FFF47quRb7F9IUaeX3+x/jI4s+OOycRYKzx2s34bWbUHXYvLeNxvZI3vcmg8zyWb6ca5oiSZR6LJR6hifmIRhZBoqheeKNOi5cXkGVf3Dy9ALBSBKOp+kJ5weUajq0B+PMK3dRXSTapUAgOD3Twi2ttTtGY0eEORVDy0mjth9GbdmPoWbVkPZvi3byUsPrqKgs9S9EGUKczUDMKYGGTmgPTYDpK0kiOmct9oPvYOhpGeVTSWyoupCGcCPPHX1pVM8lOD0GWWL53KKC8jmVnpxhI5i4+AaQ4y7z27BbRF4bwfjgtJry3FwhO5nnGyCPl0AgEAzEtDBunnunnmWz/RiGIDurRbtJbv8zhjnnDVpEQNd1elNhaoNHeKnhDba0b6fGWck8zxxkaeRuuVGBhRXw3LbMmTceAzSLneicNXg3PoaUjI3quYyKkRtmXcVbzZt4peGNUT2X4NTous7la6qpPkFU4LwlpUOeSBCMLcUuCx++ZkEuWNtuNfK5DywXEt2CccNmkvnibSux9sXkKbLEp963BJ+I9xIIBINkyrultXRF2XKwg49fu/Cs99USYZLvPoyhcimyK5D/naYTSUfoTUWIZaJEUnFimRixdIxoJo5ZMeI2u6lwlOMze4bthnYqFpTBn7fr1LZlV3LGm1TxTJRoEN+bf6D7orvQh6EqdybsRjs3z7mOJ2qfIZKOcv2sq0bUeBQMDrfVwDfuXkN7MI5BkSlymzEIV8FJgSJLXLK8nGWzi4jE0xS5LDgsyoQQKhFMT3QdZhTb+Y/PnU93KIGrzwVWIBAIBsuUNm5UVeM3z+5n3aKSs5ad1cIdJDc9ilw8B6VkNmktQ0esk454F53xLnpTYcyKBbvBitlgxqKY8Fu8lDtKsRqsQ5J4HgoGBS5cqPDUlgyf2gDOCRDSEJ+xAlvtJnyv/Y6e9R9Es46e4oHL5OSWue/juaMvUt/byF0Lb8Vr8Yza+QQDY1IkKkWMxqREAvwOE/6+mXFh2AgmAk6zAWexY7yrIRAIJiFT1rjRNJ2f/nEHqqazam7gzDv0oWsZMke2kq7dSKxsLs0maGt4k95ULy6zC7fJSbWzCofJPmYGzJmo9MvMLYUH3oS71k8AA0eSiM1Zi/XYbope/AXh5VcQr17KaGVYsxmt3DTnOt5r286/bfohl1RewCWV63GY7KNyPoFAIBAIBALBxGTKGTe6rlPfFubhl2vJ6Do3XjAjlyn9VCQyCSJdR0i1HMDWWkfEILPLYYRMJx7FTaWzDLdp/oR2eVpSmf3356/ApQthaRWYxvPpShLx6qWkPWXYD7yNY88bxGauIFk+l4yreMQNHUVSOLd0NQu8c3mvbRvfevs/mOudzbKiRcxyz6DYVjShn59AIBAIBAKBYPhMOuNmIENF03V+/OhOttd25srsFgPrlpbx+HtbaI605soNus78aBLbKZScwoZqMhkjhpSC1CvRA/QQB+IjfSkjhgQcvxqPbOOZ7R6e2d7//aUlB1npbxqHmmUJWsy4Yim8u1+F3a8OuM3mhatpDZxaZtscNJJMpgd1PrfZxWL/AupCR9nVufe02852z+CeFR/Dbhy6S9WZjOeRYCzOMd2Yyvd0Ml3bZKrrYJhK1zOS1zLYY02l+zdZEc9AMNmZdMaN11voaqTrOqVFdspDcapLnFQEHLncJ7aYjJRMI0sSsqRgQcKSUjFnVFRFQTMY0U1mtL7Ek5Pdw9duiVPljpNUFdpjNsJpExabEcXuGtd6RR0uosUVABjSKSyxMKZEDEM6haTrOBxOilye0x7jbJVAK339CgspNU1HtIueRIhwMko8kyCVSWGzWPD7HNhNQzduBmqTI43fP9lb5sRjKt/TsWiTI8VUew5T6XpG8loG2yan0v2brIhnIJjsSLpIEy4QCAQCgUAgEAimACIIQSAQCAQCgUAgEEwJhHEjEAgEAoFAIBAIpgTCuBEIBAKBQCAQCARTAmHcCAQCgUAgEAgEgimBMG4EAoFAIBAIBALBlEAYNwKBQCAQCAQCgWBKIIwbgUAgEAgEAoFAMCWYdEk8u7oiaNrgUvN4vTZ6emKjXKPxZzpc53hcYyDgHNR2Z9Mmh8J0eL5jzWS+p4Npl6PdJkeKyfwcBmIqXc/ZXMtItcmpdP8mK1PlGQz2/S2YmkzplRuDQRnvKowJ0+E6p8M1norpfO2jhbinE4Op9hym0vWMx7VMpfs3WRHPQDAVmNLGjUAgEAgEAoFAIJg+CONGIBAIBAKBQCAQTAkmXczNdCGcyHCsPYKm61QVO/DYjOgT34VeIBBMMVRdp60nTltPHI/TTIXfhkkR82KCiUkspdLYESWezFAesBNwmUG8OwWCaYUwbiYgPdEU//KbTYQiKQDsViPf+sS5FDlM41wzgUAwnZBk2LSng18+uTtXdvk5Vdx26RwMsjSONRMIComlVP7r4e0cbgoBoMgS//jxtdQU2ce5ZgKBYCwR028TDFmW2LSvPWfYAETjaV7b2oiiiMGEQCAYO3pjGX77zN68spc2H6M9lBinGgkEp6a+LZIzbABUTed3z+xDFW4PAsG0Qhg3EwxZljjWHi4ob2gNgySMG8HEJJaO8V7bdnoSwfGuimAEiadUUhmtoDyWSI9DbQSC0xOOpQrK2npipDLCuBEIphPCuJlgZDIa5y8pKyi/dHUl6gCDDIFgvAmnInx383/z2rE3+e7m/6Yl2jbeVRKMEF6HiZpSV16Z1WygxGsbpxoJBKemqthRUHbp6ipsJiFvLBBMJ4RxMwGZU+HmY9ctwmYxYDEp3HnVfBbWeMe7WgLBgDx84E/MdNVw4+xrWFuykgf3PYou3ECmBEZZ4t7blrN8bhEANaUuvvnRc3BZjeNcM4GgkFKPla98aBU+lwVFlrhibRVXra0S/ZFAMM0QggITEJMicfHyMtYsLEbXwW6ShVKaYELSGG7mULCOuxfdDsCSooXs6NjN4dBR5nhmjnPtBCOB12bkCx9YRjylYjbIGGRJDBYFExJJgsXVHv7tM+vIqDp2syKU0gSCaYgwbiYomqZjNWQX1sQ4QjDR0LUMqb2vUt+yheXlCzHK2Zl8WZJZ7F/Am03vCuNmCiEDduHaI5gE6DqYFRmzgjBsBIJpinBLEwgEZ03izd+ROvAGRc2HuajxWN53831z2NW5l4yWGafaCQQCgUAgmK4I40YgEJwValstav0OGuasZEflDBythzGE+kUE7EY7PouHQ8G6caylQCAQCASC6YgwbgQCwVmR3PZnDLPP5UBvPcWuCpJl87Af3JS3TbWzgn1dB8ephgKBQCAQCKYrwriZAMiyhCxLIo2NYMKjxYKoLQfQyxfQGGmmzF5CsmQWlqZ9oKm57aqclezrFsbNZEeWJejrnwSC8Ua0R4FAMBiEoMA4IknQ0Zvixc311LdG2LC6kmWzfFiMInBXMDFJ176LUjqXpkQnHpMLs2JCU0yoNjemjgZSJVkRgRJbgM54N7F0HJvROs61FgyFcDLD27tbeW9fOyvmFbF+aTkuq3hlCMaH3niGN3c1s/1gJ+csKmHd4hKcZtEeBQJBIaJnGEeCsTTf/vU7RBPZwOuDDT3ccukcrltXI6RWBROSTN0mDDUrORqqp9gWyJWnveWYWw7ljBtFVii1F1MXOsqSooXjVV3BEMnoOr94cjd76roBqG0MsnV/O3//oVWYFLHgLxhbUqrGjx7ZztGWXiDbHnfVdnLvLcswiFUcgUBwEuItNY40dkRzhs1xnvxrHdGkUJkSTDy0RBitpwm5qIb6cBMl9hOMG08J5vYjeduX2AIc7W0Y62oKRoDOUDJn2BynrrmX9mBinGokmM60BxM5w+Y4u+u66Aonx6lGAoFgIiOMm3FkIL9hgyIjgm8EExG1cTeKv5qoliSWjuE2uXPfZZx+lEgPUrp/8FtiK+ZIqH48qioYJqeKaRCxDoLx4JTtUbwrBQLBAAjjZhypCtjxuyx5ZbdfPheHWcTcCCYemWO7kItqaAq3ELD68wcWskLG6cfY3ZwrKrEHaAg3CRfLSYjfaeaCZWV5ZcvnFhFwW06xh0AwegTcFpbNLcoru2BZGT6XeZxqJBAIJjIi5ma0kSCR0jAaZJSTJpkcZgPf/Og5bD/UybH2MGsXljCrzIWmicGgYGKh6zpq8z5M53yAY1278Vt9BdtknH5MnY2kSmYB4DDakSSJnmQQn8U71lUWDANFgjsun8eKecXsPtzJopk+5lV7xUy5YExJpDWMRhmjLPGp6xezt76bvUe6WTq7iAXVHsQ0oEAgGAhh3Iwi4USGp986wps7mqksdvCRaxdR6bdy4kS2x2bk0hXlyLKEqmrjV1mB4DTo4Q50NYNk99FU38KqkmUF26gOH8ae5ryyEmuAY+EmYdxMQmwmhdVz/Cyc4eWPrxzivj/vZU6lmw9ftZASjxmxICcYLULxDI+/VsumfW3MKndz9zULKPVYWDs/wLqFJeJdKRAITotwSxslNODBFw/w0uZjJFIqtY0h/uW+d+mOpAu21XVddNaCCY3acgDFX0UikySaiebF2xwn4/Rh7GnJK/NbfTSGmwu2FUwOMprOjx7axqtbm0imVPbUdfOd/9tEOCFETwSjg6rr/Ozxnfx1RzPJlMq+o9185zeb6I1n0HXEu1IgEJwRYdyMEpF4hk172vLK0hmNlq7oONVIIBg6meb9yN4KWqKt+C2+Ad2TNIsTKZ1ESsZyZUVWH8ciwriZrPREU9Q2hvLKovE0bd3xcaqRYKrTE0lx8FgwryyWyNDWI9qcQCAYHONi3Pz3f/83GzZsGI9TjxkGRcJuNRaUW0XSMcEkRG07hOyrpDnais/sGXgjSUJ1+jCG2nNFRVY/zZGWgbcXTHhMBjmr4HgSFiF6IhgljAYFo2GANmcSbU4gEAyOMTdu9u7dyy9+8YuxPu2Y47AY+Nh1i/LKls7xU+a3jVONBIKhoSXC6PEQkrMoa9xYTx0/k7F5MIT6Vyw9ZjehZJiUmhqLqgpGGI/NxJ1XzssrW7+8nBKPdZxqJJjqeGxG7rxqfl7ZBcvKRJsTCASDZkyXEdLpNF/72tdYuXIlzc1T21VF03RWzPbxL59eR3NHFLfDTHWxHcsAM1JnPBYQiqWRJXDbjCACeQVjiNZ2GNlbga5DR6yLc4pXnnJb1ebGGOxfuZElGZ/FQ2u0nWpX5VhUVzBEJEkimswQS2Zw2U2YZAld11m/tIyZ5W7aumN4XWaqAg6RFV4waui6zgWLS5lZ5qK1K4bXaaaq2IHJIBFPa0TiaZw2I+YBVhQFAoEAxti4+elPf0pVVRXnnXce991331ieelyQJYlKn41K39BXayJJlT+8dJC3d7VgUCRuumg2l6+uxDQEI0kgGAqZtkPI7jK6Ej3YDFaMSqG75XFUuxvTsT15ZT6Ll5ZomzBuJjgHmkL89I876Y2mKPfbuff2FRS7zBhkiZqAnZqAfbyrKJgmGGSJ6iI71UXZNidJEkfbI/zPozvo7k0Q8Fi597YVBeqjAoFAAGPolrZ3714efvhh/vmf/3msTjnpkWWJjbtbeHtXNmYho+o89motR9rC41wzwXRCa6tF9pTRGmvDa/GcdlvV5sEQ7uLEEYfX4qE52jrKtRQMh55Ymv98cAu90az7YHNXlB89tI2UKkaOgvGnN57mew9sobs3AUBHMM73H9xCNKWOc80EAsFEZEyMm1Qqxde+9jW++tWvEggExuKUU4K0pvPmjkL3vb1HupGFW4hgDNA1DbXjKLK3jNZIO95TiQkc396YzRguJ/tVAX0WD80RYdxMZDqCcTInGTKt3TGC0eQ41Ugg6KezN0E8mS8/3htN0dMr2qdAIChkTNzSfvrTn1JcXMzNN9887GP5/Y6z2j4QcA77nONFRtVYUOOlsT2SVz6z3F1wHybzdQ6WiXqNZ9smh8J4XXuqo4G4zYm3uIiOI52srVyBw2Y5/U5OHx49iuYpBqDGWMbm9q0T7vlNtPqMJGfbJrtjhfm37BYDRR4bAf/ouqNNtecwla5nJK9lsG1yoHNG0hqyBNoJ9rfRIFPktU2p+z1REPdUMNkZE+PmqaeeoqOjg5Urs4HI6XSaTCbDypUr+eUvf8maNWsGfayurgiaNjhXiUDASUfH5HbhunpdDZv3tRGKZN1F5lZ5mFPhzruuqXCdZ2I8rnGwHfzZtMmh1mO8nm/6wG5wldDZ3Ut3PIhRtRCJJE67j93sINHSRNxaAoCsm+iOBWlu7T5tvM5YMpl/M4Npl2fbJt0WA7deNpdHXz4EgCzBZ9+/DAP6qN6nyfwcBmIqXc/ZXMtItclTndNulPjIdYv4zZ/3AiBJ8Kn3LcGiMGXu90RhqrRhYaBNb8bEuLn//vvJZPqXlJ966ikeffRR7r//fkpKSsaiChMKDWgPJegJJwl4rBS7TGinSLrss5v410+fR0tXDIMiUeazYRZiAoIxItNWi+wqpSPehdvkRJHO3PZUiwNDb2fusyIpuM0uOuJdlDtKT7uvpuuEoymcdtOAiUIFo4MiS1y5upKVcwPEkhnsFiOxRJqeaAr3Sfm6JCkrdNIRjGO3GPE5TSjiWQlGEQmJCxaXML/KS3c4gd9tochpGlBMIKXqtPbEiSXTlPntuC0it5xAMN0Yk199RUVF3mev14vBYKCmpmYsTj+hUDWdN/e0cv9z+9E0HbNR4Qu3rWBJjeeUs1p2k8KcMjELIRh7tPY6jAsvpi3agcfsHtw+NhfGrqa8Mq/FQ1us47TGzaHGIL96ei+RRBqr2cBnb1zCnMrBnVMwfBRZosRjYVttF9/97WZUTcdokPnS7StZVO3ODSRbggn+/f82E4lnXdluvng2V6+txqgIA0cwesiSRLHbTLHbfMptoqkMj71Wx+tbGwHwOM38/V2rKXWfwZVWIBBMKcQSwBjTFkrwu2f35QyZZFrl53/aSXe00OddIBhP9EwKLdSK5CqhLdaOe5DGjWp1YYh05ZW5TW5ao+2n2AMON4X48WM7Wb+snC+8fxmXrKjgv/+4g5au6Cn3EYw8wWiKnz2+E7Wvf0pnNP7n0e30xrMr7xlN5xdP7M4ZNgB/ev0wLT2xcamvQHAi9W2RnGEDEAwn+cMLBxCifwLB9GJcjJu77rqLV155ZTxOPe509SYKltLDsXROglUgmChoXQ1IziIkxUB7rBOvZZDGjcWBEusFvd/X0mtx0xYb2LiJJtL89IndXHlONXP7VmrmVLg5f3Epv/7zPnSRyGLMCEZTOcPmOImUSm8s2z8l0hpHW3oL9hOqVYKJQGewMB6wtjFETEhGCwTTCrFyM8YEPNYCGWeP04zXaRqnGgkEA6O21yG7y8hoKqFULy7TIF0jFQOayZI1cPrwmN20xToG3PzRV2uZUerMGTbHWTGniGgyzdaDnQPuJxh5fE4zxpNi+uxWI2571hXIalKYX+Mp2K/II9x+BONP6QAJsxfN9OEwK+NQG4FAMF4I42aMKXZb+OzNSzGbsp2ty27i87csx20VQY+CiYXaVovsLqEr3o3T6ECRBj9AUK0ulEh37rPX7KEj3lWwXUNbmK0HO7lwWVnBd5Ikcd6iUv688ahYvRkj3FYjX7p9JVZztj+yW4383QdX4uwLylYk+MT1Swh4rQAYFIm7r11Iqcc6bnUWCI5TXWznxgtncXz+sCLg4NbL5iGiwQSC6cVZjaiPHTvGnj17SCQKl35vuummkarTpEZRoLErQWN7BKvZQFWJI0+tRQbWzi9iZvl5hMIp/B4LXpuhQC0tkszQ2BFF13UqA47c4GIqkZFStCfb6UmEKLL5CBgDyLqBhBSjOdZKUk1SZi/BK/vGu6rTErXjCKaqJXTEO/EM0iXtOJrFgSHSQ6pPDNFqsKDpGpF0FIexP2/KY68dZt2iEiymgdv3nAo3r+9opq6ll9nlQlxgLFhU7eY/7jmf3lgKj92MzazQ0hMnFE1iNRvpCSf45I1LkCTQdZhR6qA3nqGpI4rZKFNRZMdmEjPlo4qk05XppC3WjsPooNRagkm3IEkQ0oI0R1sxygbK7WVY9dHNUzRWZLSsClpXb4KAx0qJ20Iyo3GsM0ookqK8yEa5z8ZVa6tYUOMllsxQVeyg2DWwqpogn7gUpTnawqEGjWJLAI/sK5hUkiQIaj20RFsxysYp1b4EU4tBj5j/9Kc/8Y//+I+oaqHvqiRJwrjp41BzhP/43Xtk1Ky1MrvCzT0fWIbP1i+nqmngt5vw2025zycSjKX5t//bTFdv1oh02U3808fX4rNPHdc1TcrwYsOr/PnQy7myu5ffwrKiRfxs62853FMPgFE28LUL/oYi5o9XVacleiKCHg8hOfy09+wfvEtaH6rFjhLpyX2WJAmfxUNHrBOHO/syPNwc4lh7hCvPqTrlcWRZYuksH29sbxbGzRih6+C0GHBaDEgSbDrQyR9eOMANF87igef35QaK5ywswaDIrF1Syv/+cSfJdPbdMLPcxd/evgKHeepNyEwEJAkORWv50bu/yg0+zylfzp0LP0BvppfvvvU/JDLZGKhyZwlfPOdTOHCNZ5WHja7Di1sac3mYAO6+diFdoTjPvHUUyN6Xf/zYuTz68kH212f7HoMi808fX0ulv9BdTdBPlDA/3vwrGntbADArJr6+/gsElPxUHe2ZNr771k9I9rWvClcp96755KRvX4Kpx6Dd0n72s59x44038sYbb7Bz5868vx07doxmHScNKV3nDy8cyBk2kFWBGigA91TIssSmfW05wwagN5ri9W1NKFNIarU73Z1n2AD8YdeTHAnX5wwbgLSW4ZG9TxFPnz5xpGBkUTuOIHvKkSSZ9ngnHtPZrtw4B1BMc9Ee64+fefqto6xdWIxBOX03tHiGj/cOdJDOnCIZlGDU6I1nuO/Pe7hoZQVPvF6bNwO+eV8bS+cU8eK79TnDBuBIcy91zYPv8wRnR0KK85vtD+fNqm9u3kFropU/H3oxZ9gANIfbOBSsG49qjiidkSSPvXIor+zB5/fjtPVP+Ok6HG3pzRk2ABlV43fP7RNqaWegNliXM2wAkmqKpw7+BeQT+lxZ56mDf8kZNgBNva3UToH2JZh6DNq4aWlp4XOf+xzFxcWYTKaCPwEkUxpt3YWSqGejhCbLEg1thdmB65pC2ampKUI0XXifJAl64qGC8uZIe94LWzD6qO2HkT2l6LpOV7wbt/nsZuZUqzNv5QbAbXbR3icq0NQZpa65lyUz/Wc8ltNmothjZXddYcyOYHSJp1SSKRWr2UA4VihXr2r6gH1eZygxlbqrCUVaSxNMFBqPkVSUxnBrQXlbpKNAxGayEY2nC1zLVE3PK5NliXgyw8k0d0ZJq2Ji5FRIkkRnvLugvKm3lQz991MlTVO4rWC7jmjXpG9fgqnHoI2bOXPm0NjYeOYNpzEem4l1SwoDoyuKHYM+RiajsW5x4TEuXlWJNoU6aL/Vh9WQr7DktriocVcWbLu+ai1ui0hiOpZkxQRKCSV7MSsmTIrxzDudgGZxoMRCnDj6OFEx7S+bGlgxx1+gzHUq5la62bz/1HlyBKOD12GisthBfWuYuVWevO8UWULXdVYvKCnYb3aFW8Q5jBJ22c7y0kV5ZZIkUWov4aLqcwu2X1A055QJoicLAY8VhzW/D/K5LEQT/Qa3pukDqvZdtKICq0loJ50KXdeZ65tVUH5h9bmY6E+YasTMhQO0r3n+2ZO+fQmmHqf9xR85ciT3d8stt/Ctb32Ll19+mcOHD+d9d+TIkbGq74RGVVWuWlfN+cvKkKVsrMxnbl5KTXF/wJ10wnSmdIqpzbkVLj501QLMRgWjQeaWS+ewZKZvSg0WnJKLr5z3Wcqd2YHRHG8N957zccrN5Xxm9V04THYkSeKimnPZUH0BsiReTmOFrutZtzRvOR3xLjyDTN6ZdwxDdjVXSsVzZR6zi/Z4J+FYii3721kxp2jQx5tb6Wbn4a48l0/B6GOUJb50+wrCkQRXnVvDstnZlbaA18pHrlvEG9saWb+8nMvPqUKWJexWI/e8f5mIcRhFJE3hjkU3saJ0MQA+q4e/W/dpfIqfNSUruHLWRSiSjNVo4aMrbqPSWjhhNNlwmBW+/pFzmFnuwuMwM6fSzT98eDVLZhcR6FPqWzLbz9xKD1+8fQUuuwlZgotWlHPteTUnptwSDECFpZyPrbgdm9GKLMlcNnM955avzjNaNE1nXekqLp91IYokYzNa+diK26mwVoxjzQWCgZH002isLliwIDcAP3GzEwfluq4jSRL79u0bxWr209UVGfQsQSDgpKOj0MVrNNF1CMXTRBIZDIqE227CapBJZjSOtoY50tJLZbEDh83E/qPdzK5wU1PiwHRS3IEsQzihgg4Oi+G0UrjjcZ0jRVpOkdAS2GQripadmZMkiThRVF3FLjtAk8blGgOBwa0WnU2bHGo9xvLatVArsae/i2XDZ9nYvIlIKsIi/4KzPo5r67OE1t5E2lcOQCKT4P/2PsQG48epberl6rXVZ3W8B148wIeumM/CGu9Z1+VkJvNvZjDtciTbZCSZ4UhLmMNNIapKnMwoc2K3GMlkVAyKjNUooyMRSaRRZAm72TCh++jRZCyvR5dVoloUk2zCrFv6J79knagWQZZk7JJjyO3gbK5lpNrk6c7Zm8xwpLmXhrYwM8rczCxz4rIoRJIaiVQGt92EAkSSKh2hOOmMhsdppshpFjkvBoEsS8T0CCazgpwyg3YKV7O+9qVIMrZhtK/RZrDvb8HU5LRyNr/73e/Gqh5ThoPNvfz/7n8v99nvsvCtT5zL8+/W8+zGo7nylfMCGI0Kj7x8iPdfMpvrz6uBE/oITQN7n5zqVM7xYdRMGDHBCTNruq5joW/mV8y4jTlq22Fkb3Y2rj3WSam90O1oMGgWJ0q0J2fcWAwWJCRe3trI+y4odIM4EzNLXeyo7RwR40YwSBR4YfMx/vxm/+r84pl+Pvv+pTk1tGz3pOc+T9TBzlRD0pSsSpWW9+oATcKOE3TQpsi7I6Vp/P6Fg2za0x9TtGF1FXdcNhebUcZmzK4UhxMZvvObTXSG+gVo/v6u1SysEm6SZ0LTdCzYCTjPYNROwfYlmHqcdkJj7dq1ub/m5mZWrFiRV7Z27VqWLFnCnj17xqq+E5qMDg88l7+C1dWboD0Y57m3j+aVbzvYwZy+jOxPvFFHMFoYrCsQjAeZtkPI7lIAuhLdeM5STOA4qtmGEg3mlZkj1ZhM0oCZxM/ErPKscSMYO9p6knmTMgB7jnTR1BEZnwoJpiUtXfE8wwbglS3HaO/NV9E82hrOM2wAHnhuPykhlyYQTCtOa9yoqkoqlSKVSvH1r3+d7u7u3Ofjf/v27eOHP/zhWNV3QqNqGpFEoZGSymgDzhodn+HUNF2ouQgmDFrrIWRvBUk1RTyTxG4YWvyEZnEUKKbFWkopLx9avUq8NsKxNN29QhZ8rEil1QFXYlJCllswhpyqvZ0oQT7QZ4BIIo0qVhMFgmnFad3Sfv/73/Nv//ZvSFJWFefSSy8dcLvVq1ePSuUmG1ajwg3rZ/HA8/tzZYosUeK1MqfSTW1jv8xxwGslEs8aQktm+/E5zAXHEwjGGj0VRwt3ILlL6Ix14DG7Til8cSY0iwNze787UziaIRq0YF9YKB08GGRZYkaZk91Hurlo+RAtJMFZUeqzsWimj71H+qViPU4zlYHBK0AKBMOl3G+jxGfLkx2vKXVS6s2feKkpdaLIUp4xc/0FM7NxYcK+EQimDac1bu644w6cTieapvGNb3yDr3/96zid/UFakiRht9s577zzRr2i44EsS0iyhKbqp4x7MRiynaaqakiSxAVLyzAaZJ5/ux6f28Jtl83FazPy+Q8s44VNx3hvfxuLZvpZPT/AH148wA3rZ3LZmiome37OE++DYPKSzW9TjiQrdMW7cJmGHpSpWex5bmm7DkQIBHR608FT7nMmakqc7K7rEsbNCKEoEkgS6ilmxs2KzCduXMwL7zaw9UA7syvc3HDhLDzW0746BCOIJEnICmjq1I6/PBlJAlmR0TUdu0nhb+9YxTNv1bG/voels4u4el0NFkP+izPgMvOtT5zLIy8fojMU56p1NaxdUCIMmwlCdkw1/dqyYOw57RvKYDBw0003AdkO9rrrrps2CTt7Exne3dvGjkMdrF1Uwqp5gVzALAASNHXF+Mu7DSTTKpeuqmTv0W6C4STXnT+D8xaXokhwvOt1W43cduksbrpwJiZFRge+9fFzMSvy5P6RSzqtqRZeqX2TWCrOhpnrqbFVo+hnlxdFMDHItOxH9mQNh45YJy7T0GfoVYsDJd4Luo4O7NwfZd4CE82poWevrylx8saOZjRdRxZZIoeMJEFnOMVr25qob+nl0tWVLKzxYjkh71BPLMWmfe3squ3kvKWlXLXuHDx2E4gJjDEjQi/b2nayrXUPK0sXs7J4WVZEYIoTS6lsr+1k464WFs/0cf7SMgwyLJzhoyLgwO0wowzkVK9Dpd/G3962nIymZ9+1k/n9OoWI0MuWlh3saNvLqtIlrCxein0atGXB+HBa4+bNN9/M/T8QCLBp06ZTbrt+/fqRq9U4k1J1/vvh7RxpyQ7C9h7pZnddF5+5cUluhaW5O863fvkOx1e/N+9t46PXL+K5jUfZuLOZ73z6PMq81rzj6lo2b8TxztZ0wv8nK+3pNv7tzR+j9SUS2Na6h79d9ynm2OaOc80EQ0Ft3o+hZiUAHYlu5nvmDP1gigHdYEJORGjsNaHpOhV+B/uODd24cdlNWEwKje0RqkuE1OdQCcYyfPvX7+ZcY3fXdXHnlfO5ck0FmgYpDX7z573srsu6o+09kpWt//IdK/MMIMHokZFT/Gb7Q+zvrAXgQOdhtvn38LmVH8OgTd1JRh149NVaXt/WBGTb3ps7mtlwTjUPnuDyvWSWjy/csgLjAM1RIv9dKxhfMnKSX219kEPdWTflA52H2RnYx6eXfwSDJiZCBSPPaY2bT37yk7l4m5Nz20B+vpuxynMzFrT1xHOGzXHe29fOrRuSBJxmZFli095WTo5RfG9v1uVs1+FONu1t4+YLZ05pWVRZltjZvjdn2BznmUMv88VVc0AVM+uTCT2TQutqQF5xPboO3YkeXObhGRCq1YkSDbL7oI2aCgsWgxlNU0moCSxKYTbxwVBd4mR/fY8wboZBY0ckZ9gc54+v1XL+0lJsRoXW7mjOsDnO4aYQTZ1RZpeK+z4WdCW7cobNcQ50HaYr2UWJsWycajX69ERTOcPmOC1dsQJRgN113bR0x6guEgljJzodia6cYXOcPR0H6U52UWwsHadaCaYypzVuXn755dz/N23axI9//GO+8Y1vsGrVKoxGI9u3b+ff//3fueeee0a9omPJqbxdTiweyCVGPiGQUZnsQTSDQNcZMNhckRQkTsq9IJjwqO11yM4AktFMbzKCQVIwK8ObIdbMdqRokP11sOE8L0gSDpODULIXi21oxk1VsYPdR7u58iyTgAr6Gah3kiUJqe+bU4lIyPLU79cmCqd6BkMV+JgsSJKEJFEQJzPQVU/xWzFlmK5tWTB+nNa/oKKiIvf3i1/8gu985ztcccUV+P1+XC4XF110Ed/61rf48Y9/PFb1HROKPVbmV+cnCrxgWRk+R3agp2k6axeVopz0ol+zsIR9R7tRZIk1C0qm9KoNZFfwlhUvwiDn28jXzbsMXazaTDoyzXuRfZUAdCW6cA8xv82JaGYbx5oSWC0yTke2nThMdoLJobumVRU7qG0MTfnf12hSVezA7cg3XG+7fC52czZxcKnXwsr5gbzv59d4KRtCfiLB0PAZ/SwrWZhXtrRkAT6Tb5xqNDZ4bEYuPyd/4qK6xMnJdvWq+cVDypclGHuKzH4WF8/LK1tZumTKt2XB+DFoyZuWlhbKygqXwouKiuju7h5gj8mLSZH43AeWsv1QJ3uOdLFqXjFLZvryVmtKvRb+5VPr+OuOZhIplQ1rqtA0na/ffQ5+pxmTSSatZY8VT6uYDfKAM08AGpDOaFhMCvokG7AVG0r45oX38nbjFmLpOOurzqHCUimWbSYhauMeDDNWAdAZ7x6WUlrumBYHew/LVJb2r9LYFNuwjBu7xYjTZqK+LczMMhGQOhScFgP/9LG1vLu3jYa2CBcsK2NuuStnMBplhQ9fs4CLV1by1o4mFs0qYulsP2aTTCKlYTLIp58ZEwwbg27kw4tvZU/pfna372dx8QKW+OdP6XgbyK7QvO/Cmcyr9rJ5XysLqn2snh8go2nMKHOh6SBLUOS2YJRABeIpFadFQT8LrQtJkkiqGjJgVCShqDaKGDQTH1lyO3u69rOn/QBLihey2D8fRcTbCEaJQRs3Cxcu5Fe/+hXf+c53MBiyuyWTSf7nf/6H5cuXj1oFxwun2cBFS0u5dEU5qjpAEk4dyrxW7rhsDuGkyuZ9bTz71lEMBpn3XzKHxrZefG4rLV1RNu5soarYyZ1Xzafcaz0hZgkau+I8+Jf9tHRFuWRlJZetqcLRN3s6GdB1KFZKef+s6wEpKwUtXhKTDj0VR+tuRF51IwAd8U5cpuEbDhmTnT09Li5e2p/HyW6yEUyGTrPXmakqdrC/vkcYN8PAazdx7bnVyLJE5gQp6LbeJI+9cohDx4Ismunj/ZfO5fUtx1BVjebOKO/ta6O61MmdV86nzGMVQdujiA0Ha4vWcF7J2oHfQ1MUm1Fh9Rw/5y4IoPalYmgNJXn+nXoONvSweJafD1w6h2NdMR568QBNHVHWLirh6vNq8NnObPylVJ3ttR388bVaDLLMB6+Yx6IaD4pwkxo17Dg5t+gczi85d1q1ZcH4MGjj5qtf/Sqf+MQneOutt1i4cCG6rrNnzx4ymQwPPPDAaNZx3NB18l76A6GqOrsOd/HbZ/oFFf7fYzv48p2reH1rI+/tbwdgz5Eu/uXX7/Lde87HY8vOVnSFU3z71++S6ZNWffKvdUQTae68fF6hw/EER1V1hFUzeVFbDiB7y5EM2YFBV7ybKmfFsI/blHJjIo3L0d/VOIw2WiJtwzpuVcDOvvoerllXM9wqTms0Tc9z7+tNqnz/gS109yYAeGd3K43tET501QL+8m492w92ALD7cH9/5raK2dfRZDDvoanK8esOJVR+8PstdIX62+WimX4e/Mt+kikVgJc2H6MnnOSem5accVVx/7Eg//unXbnP//XQNr750XOEWMYoM53bsmBsGbRnwapVq3jqqad43/vel00qJsvcdtttPP3008ydO41lfxWZV947VlC87WA7GS3/R5xMqzR3RXOfmzqjOcPmOK9saSSayIxOXQWCU5A5thPZnzUUNE0jlAyPiFva3m4bMwzteca63Windxi5bgAqix3UNoVQNfGiHElau6I5w+Y4je0RzGYlZ9gcJ5FSaemMIRCMNi1d0Zxhc5xYIp0zbI6zZX873ZHUaY8lKxIvvFtfUP7OnlaUAZPnCASCycZZpZmuqqriy1/+8mjVZVKiSOB1mgvKvU4Lje2RgnKLsd/lzGwsdD9zWI3TQmlNMHHQdZ1Mww5MfS5pPckgNqMNRRq+e+TBNpkLjEHkVBzNnA3+tRosJNQkaS2NUR7arL/dYsRlM9HQFhGuaSOIxVT4SpAlMMgSFpNC4qTBpMU0eVxoBZOXgdrZQMp9VrMBwyAMlCKPtbDMbREulgLBFOG0xs2Xv/xlvv3tb+NwOM5o1PzgBz8Y0YpNFtSMxrXnz2TrgY7cKozdamR+jRdFljnYEMxtu7DGS3mRPfe5MmBnVoWbuqb++IOPXrcIq1ERnaxgzNCCLaBmkJxZdazORDfuYea3AYgkIBSDgC9FPBHJGTeSJGM32gkleymy+od8/MpiOwcagsK4GUHKfDbWLyvnzZ3NubKr1s3gvX1tXHfBTP74an/elSWz/JT5hVqVYPQp99lYv7ycN3f0t0u33czCGV72He3Jld1++TyKnKbTuj5pqs7V62p4e1cL6b7t7BYDq6eBwqlAMF04rXHT3t6O1uf20d7ePiYVmihIEiQyGrFEBofFiLFvNUWWoTuaIZ1R8TvNyMCMYhv//MlzqW0MYTDIzKpwE0ukWTLbzzmL19MVTGAzGyhyW7AYZGQZwgmVSCLNvbcu51h7hJ5wghmlLsp9gw/QNZJETvSS7k0hSaa+vDOQIEZcTeIyOkhqSVJaGqfiRNbOaqFOME3I1G9DLpmdyznQFe/GaXQM+7iH26HMA5LZipyIgrv/O4fRTig1TOMm4GDv0W6uPlfkuxkpjHJWEnrt4hJau2OUFzkIeC0YFYV4Ms2CGT4a2yP43RYqiuyofQmeNV2nN5ZGUSScFsNkCxk8JWY9DskIutlBSiqc7R8skgxhrRdd13EqTiRdJqpHyOhpnIoLSRMrYKfDpEjcdvkcrjy3mkg8jdNmwucwMa/aQ11zL92hONWlLmaUZCcPg/HsO9rnNDPQnS3zWPi3z55HXVMviiwxq8KNz26cdO32+BgAo4WUwTlu9dfkDGE1jEk2YZccaJqOKqcIZ6JYFTMWbJPu3gomN6cd7d5///25/993330YjdMjcFSSJOo7ovzkse10BhNUBOz8zS3L8TlNbNzZxiMvHyKezLByfoAPXbUARZJ4aXMDm/a0cfOG2Tz68kG2HejAajbwvotmsbO2k8b2CJ+5aSmLatzsbwzziyd20d2boKrEyWduXsrias9Z1dGaaCP4l5+TaqtDsbvxXvVpUsULqYsd5Zdbf08o0UuNu4INsy7g/h2PM98/mw8v/QBOzu48gqlP5sh7GGauyX3ujHdTbC0a9nEPt0GpGzTMKIl8F0270TosOWjIKqa9sPkYmqaL5JIjiMOksGymF6/LzP/9eR8fvHI+v3t2J8fawvhcFj5xw2L+8s4RVi4o5a/bGrn72kX85d163t7VgtmkcOeV8zlvUQmGSfxMJAnMvUfpefZnZEJtGDyleK+5h6Sr5qwHaSkSvNG4kacPvoSqq1w643xWli3mJ5t+SzKTZHXZUm5b+D4ciBXIU2EySbS1JfjFE7vo6IlT5rfz6ZuXYjLKPPD8XjIZnRKfjb+5ZRnv7uvgDy8cIJ7MsHxugA9fvQCfPX/soutQ5DBTdEIup8k2+LYm+8YArXXINhe+qz5Nungxmj62v7swIe7f8Sh7Og5iM1q5e/mtVLvK+d/N99MQasJjcfGpVXcywzoTxrhugunLoKPnzj33XL785S/z3HPPEY1Gz7zDJCYUT/Mfv9tMZzAbwNjUEeX7D27laFuU3z67j3gyG/C/7UAHr25pZMuBdl7b2kSJ30Z9c5htB7KBt/FkhodePMjqBSX0RlP84PdbaOlJ8MPf96sRHWsL8z+PbCd2FgoiJpIEn/9fUm11AKjREJ1/+gG9qVb+651fEkpkB431oSZeqH2D86tXs6fjAH868CzIIgBb0I8W7UELtSIX9auOdca7cQ3TLU3X4UgHlHpAM1qRC4wbOz2J4clBZ/PdGGloDw/rOIJCgrEMP3hwG1euq+HXT+3mWFv2Hnf3JvjRw9u45vxZ3P/sXi5dU8VfdzTx9q4WAJIpld/8eS/HOif3O8KUDtL1p++TCWVV/TLBVrqe+E9MmbM3yOsiR/nT/ufJaBl0XeeVI2+xv/Mwpr7kx1tadvHS0TeQ5Ek2uh5DmruT/NcfttLREweyAgP//dA2TEaFnt4U4Via2sYQTZ0x7nt6T+4dveNQB0+9WXcWI53JgZEkwRd+Qao1OwbQYr10PvFDTLHhqVCeLbqs8cf9z7Cn4yAAsXSc/33vdxzorqUh1ARAMNHLD9/5JSGt53SHEghGlEH/5P/1X/8VRVH49re/zXnnncdnPvMZHn300SmXwBOgMxQvCJxNpDK5F/yJ9EaSuRf7opl+tp2kKAQQTaQxKDKaDq1dMVInGTJt3bGcITUYpESIVPuR/EJdoy3Sgarl17sp3EqRLZsFeFPzDmK6UDcS9JM5sgWleDaSnHXeSGsZYpkYjmG6pXVHssn4nBbQTVaUeP5vx26wEUwGh3UOyKqm7a8f/nEE+XQE4wQjSSwmA61d+X1GOqPRG0txPDzh+GTOidQ1hZjMKUP0SBdaIt9A0+Jh9EjXWR1HUWR2tO0pKN/XcYjZvhm5z+80biGhD/4dMN1o64kTO0lFNBhJ0hWM5z4bDDJt3YXvt8172wjH1YLyyYyc6CXVcji/UNdQQ2Nr3CT0GO+17CgoD6fyfzuqptIRO7vfjkAwHAZt3Fx77bV873vfY+PGjdx3333MnTuX++67jwsvvJC77rprNOs45jhtpoIXs6Zp+FyWgm0lGWZWZIMJ2ntieYIBx7GaDDmxAbejMMGYxaTgsJ1FPIzRimwtnFl3mQvdGuxGGyk1K41Z4SzFJE3t7NaCsyN9+B2Usvm5z93xHpwmJ/IwR6ZHO6HEk3Xv0UyWbMzNCThMdkLJ4a+4VAUc7KufehMs443TbsKgSMhyVoHqZOyWrJuPIstUBAoN4WLv5Paxly3ObOeeV6ggWc7O6Nc0jRp3ZUF5mbOEjmj/YK/KXY5R9M2nxG0vfCcbFBmXvf+eZTJa3ufjVAYcWExTbenGgmwrfN/LVvcAG49iNSQTZY7ignKTUhjC4DQPP45TIBgsZ/2LPy4wYLFY8Hg86LrOoUOHRrxi44nfYeb2y+fllX3s+iXMqnCxoMabKzObFC5bU82GNVW4HSa27G/nklWVmE+QrZxf46UrlJ1dumxNFWU+G9evn5n7XpLgo9cvomgAo+dUpAwuvFd+Ku/l61h5JcW2Eq6Zc2n/sZG4YcHlvFm/GaNs4O5lt2DQxAtUkEWLdKH1NCMH+ttjV7wbt2n4L6GjHVDcZ39rJgtyMprn1G4zWIlmYqj68GZUqwLZfDdC5WhkKXab+dBVC3jqjcN8+JqFeQPLa8+fwe66Ti5YVs7WA+1csbY6zwBaUONldvnkjh9JWYvwXPKhvDLPpR8mbTk7AQxdhyVFCyhzluTKXGYni4vn0RRuBcBsMHPrwhuQhajAKSn1Wbnl0vx8endeNZ90pr//kGWJioCDRbP6n5HZqPChqxdgnMzLiAOQMrjwXfnpvDGAfcXlqM6yMa2HQTPx0eW3YZD7f/9rypcxw12FRP89v2bOpRQZhx/HKRAMFkkfpDTXL3/5S9555x22bt1KJpNhxYoVXHDBBZx//vksWbIEWR6bmZGursigBzKBgJOOjqHNDquaTnsoQXc4QZHbSsBlQZYgmlI51h4hkVKpLLZT7LKgaTqhRIbWrhgGg4zPZeZYWwSb2YDfbaGlM4rTbqLUa8UoS6RUjaauOD29CUp8Nsp8ZuSztDNlScMYa0MLtWN2+0hYislIZjJSio5kB6FUhCKbm0QmQSjRS7mzBJ9cctrZ1IgUpD3Wic1ko9hUjKxOHHW14TzL4ZxzMJxNmxxqPUbj2pPb/ozaXotp6VW5stcbN5LRMsz3zhnWsf/rObhsMbj6BKace14nuPZGNFO/4tRfjr7CB+Zej9fsGda5fvPcPu65aQkzSgc/oB6P9jRSDKZdjkSbVHVo700QiqRw2U109yawmA2YDDIZVUeRQZYkSn0WYgmNlq4oZqNCud+G2TC4/mwiPwdFT2OItqJFulEcfjLOMpRUGD3ahWRxkrYUoZ3Ub5/qeuJSlNZYG6qmUWYvwSQZaIm3IUkSBoNCPJ2k2FqEQ++beZd0erUgvakIHrMbp+Qa85Wws3k2I9UmT3fOpKbTGUrQE07ic1koclqQ0GgNJghHU5T4rPidZqJJlWMdERJJlfKAnVK3lVRGpbM3iappBDxWTJNY7OI4iqRhjjSRCbai2NyonqphKfod58RnkJFTdCa7kAC/2T/g5KgkQVDrpi3agdVopcRSghEj3ZkuOuLduE1Ois0BFMlAl9pBTyKEz+LFp/hAG71x42Df34KpyaBHrz/4wQ+QZZkrrriCe+65hwULFoxmvcYdRZYo81op8+Z3FnaTwoLK/qVfTdPpTWT4yaM7ONyXr2b53CIqAg6e3XiUa8+fwQ3nz8h72ZsUmZnFdmYWF7qwDRZNl0lay8BahifgJNLXGRl0E2WmCkpMMV48+ipP172Bjo7X4ubLaz+K11Ax4PFa1WZ+/O59hBK9SEhcPfcSrqi5GLMm8lhMRXRdJ3PoLQwLL80r74x3Ue0sdKM5G0IxyKjZeJvjqCYrcjySZ9w4jDZCyd5hGzfH427OxrgRnB5JgtqmXn700DaSaRWjQeZvblnO3FIHbcEk//GH9whGkkgS3HbZPDasKs/rF6cCqmREdVSBo4qMBOaew3Q++QP0ZAxkBe9lH0WaeR7qIF6jVt3OTOus/gIdiq3FvFD/Ki/U9vfRXzj3Y5QYytgV3M2vtv2BjJbBbDDzhbUfY5Z19rTNfyZJcLAhyE8e20E6o2E2KXzp9pUsrHJT5bfB8XxLet87uqK/LUYSaR74ywHe2ZNdKZtV7uLeW1fgsk6cybuhYAw10PHEf6IlIiDJeC65C2XOhajSyKjaRgnzf9sfYm9n1jNnYdFcPrbsduwnqfrpOrglH26Hr68g+49fCeB39KnRSTo7gzu5b+vDpLUMJsXIJ1ffwVLXEjShcSQYBQZtNj/22GPce++9dHV1ccstt7Bhwwa++c1v8swzz0xJUYHBIknw1x3NOcMGYMehTuxWI2aTwrMbj9I4DspBLdFGnqp7Hb2vp+lJhLh/15NIcrJg27SS5Pc7H8+prOnoPHfoVZpizQXbCqYGWmc9ejqB7Ms3ZLriPcNWSjvWDQEXea5MuskyoGLacOWgIeuatvfo9O2DRoPeRIYfP7KdZDrr9pPOaPzPozvojqb55VO7CUay/Yiuw8MvHaStZ2oHw5vUCN3P/iRr2ABoKj0v3ochNvT8b02xZv5Sm99HP7T7SWJymF9sfZCMlg2gT2aS/Gzz74jqE3OFayzoiab5n0d35JJuJlMqP35kO72x9Bn3PXAsmDNsAOqae3l9exNj5GwyKpj1GD3P/Sxr2ADoGsFXf4cxOjKCApIksbNjT86wAdjXeYgdHXty+dDOhi61M2fYAKTUNL/e+jBdaueI1FcgOJlB/7yXLFnCZz/7WR544AHeffddvvnNb6IoCt/4xje48MILR7OOExoNBlRIa+qIEPBkZ6lbB1BwGW264sGCsoPBepJaYV3iWozDPQ0F5d0DHEMwNUgfeB2lckneiyqeSZDW09iU4bk2NHZB0Un2kWayDJDrxkZPIjisc0E2301tUwhVTAGOGKFIKiene5yMqtHdm8ibyDlOV2hqGzckwqiRk6VsdfTI0I3q7nihNO6h7qMk1ASant+Wo+kY4fQ0Nm4iyZwoz3HiyQyhaOq0+ymKxIH6wvu87WAH6mTuLpKRnEz5iahnqeZ3KhRFYmf7voLyne37UJSzN2664z05w+Y4yUySnuTw0gEIBKfirOcu6urq+OMf/8hDDz3Ek08+icVi4dprrx2Nuk0KFEli1fxCtZDKgDOnyV/qG3vXLr/NW1C2wDsDi1xYF5tsY84JsqTH8VkLjyGY/OiZFOnad1EqFueVd8d78JjcQ5qZO5Fj3QMZN1bkRP7gzGG0j4gctN1ixGU3Ud8aOfPGgkHhsZsKVNKMBhmfy8KcAdzP/O5CJcmphG5xoTh9J5VKSI6zExg4kYH66Lm+mVgUC8pJSm12kw2nafrGEHgdZgxK/j2xmg24ziDEo6o6C2YU3udV8wJM5rAb3eTA4CkpKFecQ2+PJ6KqGstLFhWULy9ehKqevWuk3+bFeJKCmtlgxmuZWq6sgonDoI2bf/qnf2LDhg1cd911/Pa3v2XGjBn8/Oc/Z+PGjXz/+98fzTpOaDRNZ/2yMuZWeXJlK+cH6I2lSKZVrr9gBlWBocfWDJUyWzk3zbkkp1jis3q4a8n70DRzwbYG1cydy27C2ycjKUkS183bQKWtfEzrLBgbMkfeQ/aUIdvyXyydiW5cw1RKy6jQ0Qv+kw6jG60o8Xzjw2EaGbc0yK7eCEnokcNlM/LF21dg6VN+NBsV7r1tBV6bkU/duASvM9uPyBLcceU8Sr3DD2SeyKQVO75r/wbZ0teXywa8V36SjK1wYmuwVNgquGbupXl99B1L34dNc/Lp1Xdh7FOgshosfH7NR7AzfY0bj83IvbetwNQXu2oxKXzp9hW4LGeOL5lX6eGCZf0qYnMq3Vy0smJSS5WnZBveaz6HbO3raGUFz2UfJW0vHZHj6zosLVrE4uL+NAGLi+ezLLB4SHFfPtnPJ1bdnpOINismPrnqDvyyUFATjA6DVkt7//vfz2WXXcZll112WjGB3bt3M3/+fIzGkQlqO5nRUEvrjqZo7Yphtxop81qzakCaTnswQU8kiddlJp3W6AwlKC+yU+azZP3RTiCcUmnriqEoMgGvhVBvErNJwec0ITMyU0SSBOZ4O2qwBclsA3cFKdl2yuuU5DTBZAfxdAyXzUtHuJ20libgKqUnEUXVVcpspdjIdpBRuZf2WCd2kw2TZKQ12o7L5MRsMNEe7aLI6qY0qSH3dqJ4SknZitF0OacElNFUyuwlo6LsI9TSRu7aY0/9O0r5QpTy/N/xyw1voEgKczwzT7HnmWnqgT+9B9evyC+XE1Gs9TsIrnt/rkzVVJ6ue57PL/8E8sk5Rc6SQ41B9jcE+eodKwe1/URW6ToTo6WWltZ02nriJDMqkiShaxo2i4lgJInXaSbgMtMTSdHWE8duNWI1KxgVGd8AuUUGy0R+DgbSKOFWtEgXitOP5ijBmOhEjYVQjBbS0RCSxYnmriAtWZAkSJliHO1uxCgbKLWVoukaLbFsvMeJfe1xUkqMzlQ3sVSMgK0IOw7ak+2EUr24LA5iqTgus5NiYynSKCpLDcREU0tLqBpdvUmCfWppfrcRkzQ4+WxVh67eBKqmU+S2YJzAyzaSBOZUD2pPE5JsQPJWkDI4MSc6UHtakEwW8FSSVmyY0iH0SDeSxUHa6kfTC9uIToy2eAuhRC/F9iJ8lnL0AWTHE1KM1lgrmqwRMAdwSW7SUpruZBc64Df7Bk4loai0pdtoCbdjN1kpt5di1wZYkZE1utUugskQXrMHv1I0qmICQi1tejNouZDHH398UNvdfffdPPnkk1RVVQ25UmOFJMHh1gjf/e1m1L5O94JlZXzoyvm8vr2Zh186mNv21svm8uaOZtq6Y/ztB1eydIYn98Psiqb4zn2b6O3z/60I2PnqnatwWUfWwDOHjtD56L+jq9kgSvOM5Tgu+xScYkZP14y4jeWYlU5+vPl31IdbALAaLdy2+Hp+u/0x/FYvX173WdySF7vmYrbNza7gbn723u9yga4X1qylJx5id/sB7pq9geVb3kTtasZ/45foLpnBjzf9KpezwW6y8bXz/wafmJGZkGihVtSeJoyrbiz4rjPexVzP7GEdv6UH/AMsVGZz3cSyU4J9bm+KrGBRzITTEdym4SmdVRU7ePadejKqVuC+IjgzGU3nmbfr2Xe0m7lVHnbWdrJ2cSmPv1qb2+b2y+fx3r62XMzN5edUceslw5MMn6goqOgHX6fztQdyZZ6L7yBcuwXH/HV0vPoA9MXF2BZfiOW8O2nVw3z3jZ8QT2fjjz628jae3P8XuuPZ++WzevjKuntwS1k3qSRx7t/1KNta9wCwsnQJfpuHl+reBLJ5ym5fegP/t/1Rbll4Hav8K9Enc5zIMEgDL7/XyB9PaI8fvmYhl64ug8yp9zuOIkHxJHGdNMda6Xr0X3NiAcZADd4NH6bjj99Dz2THGOaapTgu/wxJgxs8fYbEAHajLsX5c+0LPF+/Eci2qc+tvJ1lgTVkMv2NKUqYn235P44EjwHZ1cKvXfA3FCnFFBv7VoNO0fbqokf40Tu/RtWy4iNLiudz19L349RPcgfUZHxSAJ8lq6AmQiQFo8mIjwImk1RlMqPz8yd25QwbgLd2ttAeTOQZNgBPvH6YC1dUoGk6v/nzXnoT2R+yLEu8uKkhZ9gANHVE2VXXXZBReTgYSRJ65bc5wwYgeXQHdBcKAZzMge7DOcMGIJ5OsKN1H/P8s+iK9/Be6w7kvpmssNbLb7Y/nDNsAP5av4nFxdmkpn848jqxZeuz6iyvP8CB7gM5wwYgmorx4pHXC5J7CyYGqf1vYKhYjCTnz9zpOnQnenAN06+/sRt8A3m2yQq6wZQ1cE7AYXIQTAw/qNRiMuB3WwcMdhecmY5Qkqf+Wsc5i0p47u2jrF9ezlNvHM7b5tGXD3Lukn63l5c2H6M1GB/rqo4JxkQnwdd/n1cW/OsjuM+5ltCmpznRyojt+Ssku3n60Is5w8Zv89IQasoZNpAVaHmvdXuur22Kt+QMG4B5RTNzhg1kVSuf3v8SF1Sfw293PkavGhyNS50UtHbHefy12ryyP7ywn9auQvXPyYwiQ2zb8/0qaIDJV0bw9d/nDBuAZP0u6K4/4/E64605wwaybeq+3U8QSeeLINWFjuYMG8iKy/z50Isgn348l1Ai/H7XkznDBmB3+wGaIi2n2UsgGH2m9RA0mVFzQf8nEooOIJd8wixHd2+CRCr7Y9Z0ncONhQOq+tbeEU1sKqsp0t2F0sx6/PQxC4oi0xoplFtsibQTsGcDZOt66nMv3LiaIJ4pVD46rnSiairxPqNNQqKpt7Vg2yPBY2jS8DLPC0YeXVPJHHgTpWppwXfRdARZkrEYCmOyzoaWYGG8zXGyogInxd0YbQRHSDGnqtjB3gGUkQRnJhzPDpwyqo6ug6Zn/38iA5WFY6dXq5qsaIkIBcskmoqENIBqGqTUJPWhptxnv9VL2wD9bl1PQ66vjSTzfwsnq0lBViXNbDCRVtPEBuiXpwu90VSBq3NG1adc+5P1DKm2urwyg7uIdFfhu1+LnbnfDCcLRVbi6QTxdP8kkyRJtEULFV/rQ01kOL3UdlJL0RoplEPvTY59+guB4ESmtXFjNxsKlM4kCUp8tgKloCKPhUg8+0NfMMOLp0+lRULi4pWFiTFXzitGHUGtyYzBjm3+uoJy2Vs2wNb9qKrGfH9hDMWykgUc6Mx2ousqVuWWqN1GF+XOfBUWg2zIxUS4zU7csWzHJds8LC4ujL9aX7UWRZ/cCdKmIuqxnUg2N7Kz0GWwM9GN2zw85ZqMCj1R8J5CP0MzWQvloA12ukdADhqgutjBniNCVGAoFHusGA0ymqZjNRuIJzN4nPmGrt1iyOvTZFmixDs1k/xKjiJkS76VLttcqPEI5op5J20sYzE6uKBqTa6oPtTE3AH63RP72hJ7IO87RVJQTlpRrXSV0R7txG/z4hnm73MyU+y1Yrfkv1M8TjNFnqklZJHBiG1RfmqN+LF92OavLdhW8Z5Z8CdgD2CQ8+9bhaMEj6Vf+U/Xdeb4CtvqBdVrMOqnj6dzGVysLF1cUF7qEG7pgvFlWhs3MvDhq+ezdHZWPtFlN/HlO1ZR7LLw9bvX5CScq0ud3LJhLi9vbmBBjZePXbc4F6yk6zqr5gW4+rwaZFnCZJC548p5zC4f2WA2VZexrb0Jy+zV2bpb7Piu+RwZZ6FhdTLVzhl8aOG12E02LAYz51etxmwwEUz0csO8K5jr6febN2PmntUfYaanGsj6iX94+ft5r3Enlc5S7p17FfKWlzCVz8N9xSeotldz++IbMSlGZElmw8wLWFW8bFQD7AVDI7X/DZSKQnlPgK54N85hKqW19YLblnWtGAjdaEGO5wcL200jIwcNUBlw0NgeIZEahBO+IA+P3cjX7z6H9/a18qGrF7DjUAe3bphLRSDbJsr8Nr561xqOtASxmg34XGb+4a7V+J1DFxOYyKSMbvzv/wcMvuzkkdFfTuDGLxLZtxH7ovU5A0exu/G/729JW4o4r3wtF9Wci8VgRpEUqt0VXD/vMhRZwSAbeN/8K5l3Ql9bbCrmb875KHZT9j3TEm7jS+s+mVOtnOGp5LJZF9AUauXetZ/ArE2tgfxgOO7aXe418bd3rqLUn71XlcUOvvTBlfjtU2sSTdd1jLPPxbH8ciSjBclswzp3LY41N2KdswbZ5kZ2ePFdc8+g3v0uUzFfPucj+K1erAYLs9yVfG7VHUha/gxUpbWCu5a+H7PBjCRJXFizlvPK1p5RGEhKG7h54dUsDmR/Dw6TnU+s+iAV1mxy6JF0zRcIzoZBq6UNlpUrV/LUU0+NmqDAaKilqTpE4mlMRgWbSUHXdRIZla7eFJF4Go/DhNViIJlSMRpkjjT3kkipVJc6OdrSSyqtsWS2D4tBQZIknFYD+igN7o2SipIIohuMpI1uNE0f1HWGCVLbU0dSTTHbOwO70Y6u6ThkJ7omIUtxmmON1PUcw2t2M8s/k6QuoSjQGG7lWG8zFc5SZjvKcCY1NLOLNH2rVzJEtTAaGg7ZBdrI92hCLW14164nIkT+8BUsGz6LZCx0PXv+6Ms4jHZmuKqHfI4tR+BAC5w/d+DvjV1NyKkYkRNmJnuTYTa1buFji+8c8nlP5JFXa7npwpksm336mcOJrNJ1JkZLLU2SIJHWSKSz/Vw0mcFhMRFNpImnMhxo6KHIbcWoZFd4Zpe7sJkGp1Z1KibiczCpEeg6QqanFWNRBbIzgGp0oCFj6DlCuqMeg7sYg7cMXVVJtR1GMtmRyubSJifZ33kYs8HMXM9MXLKbiB4hocWpDzaS0tKUOQKARHc8SCKTZIanEqfRiV1yIOsKCSlOUk1gMVhIZBLYFPvAKlWjzHiqpaU1nWMdURpaeyn22ZhZ6kRFJ5XWiScz2MwGzIqEzTy1jBsASdKxRJtJtxxEUowoZfNRLR4MPUdItdSiWJ0YyuYSMw9O9jkpxzjae5T2aCfV7koqrJUYBliRkSSIEsFokjGmrUi6TLfaweFgNrZntqcGnxIoiKvWJJUerYtgIoTJYCJgDmDQjTTFmzjW20TA5qfGWY1FH9tVXqGWNr2Zej3DEFAkcNuyyma6rpPRdP7w4iH+uqPfz/Xmi2dzyaoK/vU3m+gIJrj72oV897ebiSWys8QGReYfP7aW6iLbqBk2AGldIW3uS9Q1yPOE9B6+u/F/cv63siTztQv+hgpTJboGigK7O/fxk20P5fapdJTwt+d+jMf2v8DbjVtz5ZfOOI9b512PnulXgtM1sB1XbBMKKBOSdN0mlOJZAxo2AJ3xbsrtp3dxPBMtwVO7pAFoZivG3nz/bLvRRiQdRdO1YctBQzbuZs+R7jMaN4JCdB3MBhlzXy4Rm1EBGV7a3MKfXu8XF1g2pwinzcTz7x7l3g8sz20/FTDqSWJ/vZ/4wXdzZa7z3o+y/Aa0fS/R8fqDuXJLzVIUh5vonjdBkgnedA/f2/1HtL5YHZfZydfO/xs0XeW7b/WrqL1/0TW8fuQduuLZ2B0Jia+c/xkcFjc6YNatmCUrqGCSrNOuT5UkeH17M79/4UCu7LPvX8qu2i7e2tn/Tr7y3GpuvXQOwzOvJx7m3nraH/4O9AXpK84ifJd+iPan/ju3jcFdjP+mLxMzFybyPJGUlOS3ux5hR9veXNlti2/g4tL1oOdPQuo62HAQcGUNzA61jX9/88ck1Wxck0kx8s31X6RI6XfllyQ4ED7ATzb9X66swlnKbUuu57/e/lWubFnJIj6+5A6M+vBiOgWCwTJ13kojSEcokWfYADz918PUNoboCCbwOs109MRzhg1ARtV47u2jKIaJtQ4rSXCguzYvsFDTNZ488Dy6nO0802qQ+/c9m7dfY6SNlnh3nmED8NrRd2hLtI1+xQUjSvrgWyjlCwf8TtM0gsnQsBN4tgTBdzrjxmQrcEtTZAWrwUIoNTKz9zUlTvYcFaICI0VbMMHTb+YHOO+s7WRGmYt9R3po7oqdYs/JiRxuyTNsAHrfeQJTrIXeNx/JK0/U78Lkz7rfGGYt54mmzTnDBrKrkod6DrOzY1/OsJElGQkpZ9hAVsHq4T1PocqnD96eags0+wABAABJREFULgRjaR55OV+t1G4x5hk2AC9uaqB1AEGgyYxB1olsejpn2ABYZyym542H8rbLhNpR24+e8XjtifY8wwbg8X3PEdbPJEQk8Vbj5pxhA5BS07x1bBOK0j/GSUoJHtz5p7x9m8KtBUJDO9v20p4oFB4QCEaLETduqqurRy2B51iRTA+g9CXJOWPGajbkxAVOJBhOousTy7gBiXCqULmkJxFCk7IvYk1XiQywTUotVKLR0Ulkppb85lRHC3eiBVuQAwMn5wymQlgN1oLA07M6hw6d4dOv3OhGE1ImBWp+TIzDaCc4QqICpT4b3b0JQtGppaI0XqTSWoFCGoDal6RiwL5yEqOnB2g3ugaZdJ4Mf/9X2evXrXZCqUJDL5yK5vWtiiSTGUAVLZT8/7N35vFxVWUf/957Z18yM0kme9J03/d9BcoilEURUGRVFBUEAQVBfd1QRFBfFV4FBRFlE5BNKGUvlJYudKF7m7ZJs+/77HOX949pJ51O2iRN0iTt/X4+/Xw6Z86999y5J+ee55zn+T0+FE2PFQOIKsl97ki10sNoGoQjp1b/E1BRfImiKKLZjhpMXvxRo12r50XU5D4rq3KnynwJ7RAEmoLJi0QNwSaEIwJpFE3pdH6hdJKQKdzJfEJHp784rnGzevXqbv87zGuvvUZWVue+oGVlZdx4441Mnz6dRYsW8eCDDxKNDr7VqgyPldSUxIRfBVlORua6EAWobvQzIjdZuWbp7HzUPlRI6ws0TWN8enIQxOdGnoFBjRmhVmMqZ+fPTvjeIBrItKeTbktNKM92ZpJlT1SY0xncRA9sQMoek5Tb5jANwSZcvcxv0+wDixFMx7OPBLFzxTSTg+ZI38hBi6JAQaaT3Qd11bS+INNjY2xBYjK+FLuJiKxiNRvI7ixj6xBGcGUh2RPHdlPOaFRHBpbCKQnlosUeX2HXDmzl3MxJSecblzaKSd4ORcmoKmM32RImiBAbjy3Cqak811M8djMTR6QllBkkkXR34js5L8NBZuqp9ZvJmoRjxvkJZYEDm3FMOyexoiBi9HYd15xp9cYFKw4z0TsGt/H4ynuyrLK4YG5S+RnD5ick/7QJNs4ZsSihjiRKcVGMw9iNNjJt+rxB5+RxXEGBcePGIQhCl4k5BUFg9+7dx62jqirLli1j7Nix3HbbbTQ0NHDXXXdx6aWXcvvtt3e7wX0pKGAwiGiahqJoGA7JoB4+d6M/wksrD7DnYBMzxnm5eOFwUqxGSuv8vL3+IFlpdvIyHLy2qpiorHLhwuHMHp+BzSh1SwJaEAQkSUBR1ARFEqNRRBRFwmEZ6ZDs1NHnM5tjkqyyrGIwiHg8dhob2zEaDUSjclLmX1VQORgo4cVdb+CPBrhw1NnMy52BWbAQCskYDCLBSC2rKjZR4qvFKEicP3wB+SmjqA5V8t+i99nXWMI470guGr2UVCFmvIqigCgKyLKKJIkIAgkD37HvPZZ/Rzm0OtfZ73A0uqDAid+7/6WfYRg1D8lb2On3a6s20B7xMSEtWda7u+yqhA0H4MzOPd/i2Eq2ECyYRCS948W8v7kYVdM4u2DxcY7sPpuL6vGHZG68uHNlOBicgezdpT8EBY78W4aO8QlU2kIqy9eUsHZ7DcNzU5gzIYste2u59IxRZLktXSoqHY+Bfg6H7xtiY1I4LGMN1uDfsgI12IYxexT2yecQxIxZ8RHY+g6BHR9hyh2Le+GXCJXvJlSyBcFoQVzwBT5tO8i22t0YBJEvjFuG1+QlFI2w37efl3a9SUSNsmz0WdiMVt7a9yGt4XbOG7GE2ZkzcBgcSJJINKoc9SwOj5fHHyOBpPdYbxhIQYG2kMyHWyrQNIjICktn5iEr8Nbag/iCUVwOM+fNLSDDaU7qu4Odztp75LveqAbRSjcit1SDrGAaNgmDJ5vQntX4dqxCcqTiXvBFwunjUTUh6Zknvl81GpQ6Vpd9ikESkZBYlD8XB50bN5IkkJrqoL6+HVmIsqd1L6/sWYEGfHHcBYxzjcWgGRPmTgHBx7qqjRQ3l2KSjJwzYgluk4t3Sj5kQ+VnDPfk88Wxy0g3ZPRqrOgpuqDA6c1x/VDef//9PrtQfX0948aN49577yUlJYURI0Zw/vnn8+mnn/bZNbqLrGqU1LSzcnMlU0alYTZJrN1eQ2G2k/mTsvDYTKTZTdx48XgiURWzUQQNRBFMJok0l5Xqhtjuzc2XTSEcUVA1jWff3ovFLHHG9DxyPMeW7bREmoiUbCJUvgvLqFmIeZORTS4srcX4d32MhoB99Ez8ezegqQr2SWcRcQ1DJsT+lv2srvqMLIeXSVnjWbl3LQWubIa78niveA2TUoczLXMiFrEjoFrUREZYR3Ln7JtRRZmqQDVP7fgPILC4YDZ5JeWIKR7yXNkc9NWR5fQSFgX+tu0phnsKuGriF0BTsBqcqJGYEdOoNLCufBO+SIC5+dPYVLmNQDTE4oK55FvzEbXOdwkC+NjdWMTmmu0sHbGA6vY6dtfvZ3rWJCakjsVG7+I+dBJR2xtQfQ2IacdWQasPNpFh9R7z++5Q2wrubiyiKp0l8jTZKW0rP8YRPacwy8mLHx5A07SkFXKdZFoCUdbvqmV/RSsLJmcxPCeFbfsbYpP9iMLOkkYmFKby46/NwR+KcLCqnTkTs7CYpJM6WelLBAHMgRpC+zdgTM0kUl9BqKEC2+hZiNmjMabnIRrNqOEA4aI1CIpMW9kuzMMmY7nyf9jlr2Hd/jfJT8kme/YZ1LbVMCfYRIZoxiSZcJhsVLRX82HjJ8zKncK4lDHcM28kzUozpS0V+CMBrp16GS6TC5vmoE6p4YODH1PRWs2MnElYjRZkWWG4u4Dd9UVsq93N5MzxTE6fgJ3kSZssRDnoP8jqsg2k21KZnzvzpE8m+xIN8KRY+GxvPSPz3ICAQYSCTCc7ShopyHQgiSItwSjrd8b67vxJWUwo9GAZpAIXgiBg9lcS2r2aSHsDtolnoHlHIbXXENj5EZocxTbpTHDnIDo9hEu3I5qtGMw2NMmEKXM4KVYHgmRENNsICUH2tOxnfeUWRnoKmZU1Fa8iIJd9Rqj4M8yFUzAMm4Zm1LCazJQ0lzM1azyyEI39wAltgzq5lk8Ofkrb7nYW5c8l35GDy+rgnJGLEQCXxYEgqRz0lbCqbB0pJgcL8+fgNNjx2lMpbi4l1ebBKBmwaU4uHXERy4afg1EwI6jikO2LOkOTPpGC9vl8OBw9m5Tu2bOHW265hS984Qvccsst3T6utzs3ggBbi5v54/NbyE6zM2NcBsvXlMS/dzvM/OLGuTg7kZisbQtz79/XEwx3+Kt+4/OTMEgCj768PV4miQK//OZ8so7aRgcwqX7aXnuAaH1ZvMw+6QycU8+m9vlfockRUs++nqYPnkrIkJ1x1S9YFajgyR2vdRxntLFszFm8uHM5Xlsqc/KmsbzoAyakDufmGdcjqMmzzZLwAX6/5m9oh0Y3AYEfLPwW5Y0HeXbPW/F6TpOdc0ct4eVdK8hxZnLnnJswH5JybNWa+dXqPxKIBrlm6hd5bvtrKEcEQN45/9sMt45IurYqKjy39yU+Kd/ImcPnU9JcRmlLR1bvuXkzuGbcFYhqsmGk79yc2L1Htr+DXLED09QLjlnniR3PMj97Vq/y3Dz3CWR7oLALkTJT/UFAwD+mw+XBH/HzceU6bpx87Qlf/0g0TeOxN3Zx55XTyUnv3G1qoHcMekNf7tz4Iwr3PrGe+paY//5ZM/OoqPORmmIhGJbZtr8hXnfsMA9ZaXY+2lwRa4fHyk+/Ngd7L+SgB+o5mMMNND3/M1JmnEf71pUo/pb4dymzl8V2DKr3I5ptIAgED2wBQErPY/X0ubxW8nG8vsfq4szC+ViNFp7d9mq83CgauGLSRTy//b/cvehmREHigdV/Toh3uHn2deQ7c3jwk0doDnW4Zl44ZilWg5Vd9UXsqt8XL5+YMZZvTbkOSe2IaxUE2Na6nUc3PtVxfwYzP110O24x0b2rJwzUzk1tQzv/emsvq7Z0vBtuuWIqb68vZV9ZS7zsG5+fxGsf7Y/3XYipml6ycBidhHwMOJZgLQ3//ilatCNmNe2Cb9O08mm0wws+ogHvxbdQ/9ofOw4UDWR84XbqXv5dvMiQN46Vk6awfP+H8bJ0Wyp35S1Ge/OxeJn2jd/wp41PUeOrj5ctKpjDV8Z/AaIdc5xGtZ5ffvxHokfEld085zqe2PQ8ISXWXgGBOxd+k9+u+Wu8zti0EUzJmsCLO9+IlzlMdu5ZdDMeerdg1lv0nZvTm24vcTQ1NfGLX/yCq666iiuvvJIrr7ySL3/5y1x66aUsWrSo6xMcwSWXXMLnP/95XC4XX/va13rc6N4QVTRe/CD2spg/JZv3NpQlfN/iC1NRnxwgB3CgoiXBsAH476oDtB8VvKyoGp/uro27OxyJ0FqdYNgABPauJ1xdhCZHMKblEq7ez9Gjc3NzOS/v+yChzB/tCGCtDzRhM8Z2i3Y1ldAQSFY0s1qNrDq4Pm7YQEwgYHXZRjbW7U2o2x7xIx2S5q1qr6U22DE4lrdXEogGcVtSqPHVJRg2AG/sexdBSn6JtcotfFK+EQCvLTXBsAFYX7GZlqiudNWXyCUbkTJHHfP7iBIlIAexG3sXO1HXBt1JVt+ZYprNaCWkhIl2Evx6IgiCQGFWCjtL9Librqhq8CdMDrPS7Owrb2FErivBsAHYW9qcYCzWNwepHqJqaWpjGWrIjyAZEwwbgPYt72HNH0+4sghz7ui4YQMQmTCPN0vXJtRvDraS48xkTVmiF0JUlWkJtWE2mNlUvZ1af31SIPeb+z6gyl+bYNgAvLN/FYWevATDBmBn3V4aIo2J1xEivLJ7RUJZWA5T3Jr4nhkq1LeG+fizxHeD0SAmGDYA/mA0oe8CvL66mLbA4BRmkGv3Jxg2AK3rXsM+cnr8s3XYRNo2Jj5LVJngwW1Ijo7Yt9CoKbx1YFVCtYZAEzVqonpcdag5wbABWFP+KbXhDuUyQYC9jfsTDBuA5UXvMzmrw1VZQ2PVwfXMz58ZLzt31BLeKHov4ThfxE9ZW6KynY7Oyabb8ki/+MUvWL9+PYsWLeLNN9/kwgsv5MCBA+zevZvvfe97Pbrob37zG1pbW/nVr37FrbfeyhNPPNHtY9PSera6fLT13h6IdBlDZJDEY1j9yVKGGkBnni+C0Glbg77OVjmPak+n7dMSjJKuEAThGPeQfA6NJMn7JAzGjt9E8seMHqHTG4+R4rJgkhIThfmbuw4aN5okvKmdr7gM1pWYnvbJE+FE7l0J+vA1luE98woEQ+dJACtaq0m1ppDiPPHs56Gohj8SISPVgNiFG5iguZDqinE4EvMduCwOFGMYr/P4ga7dZdzwNPaWNXPVsuPH3ZyqdLdPltR1vpDTXaRjjpXdZyCeQ3vtibsrHmsU7mzY1jQNASE2endS4Zjvj+NgMkp40zt+s/awr9M2SdKx3gHdpy+fTXf7ZGeLgj3BYjHi9Q4+9+bWss7uS4tZF4cRBDrtYUlFnf9G3ZohHKp05LMVG5LPp2nJ73jtqCsLx7qopp3S46vO4Kfbxs26deu4//77Wbp0Kbt27eLGG29kzJgx/PCHP6S4uLjrExzBhAmxCcf999/PFVdcwb59+xg9+hhpzY+iL9zSrjh7NH96/jPWba/m7Nn5vPnJwfj3KXYTWR5rp9vxI3JTsJgkQkfIT168aASmo3x8RVFg1riMTs9hsmVgTMsj2lgRL7OOno05ewyCwUS0sRLntHPw717LkaOGx53PF01n8c+dr3ccZ7RweKhJs3kIHJKGHOsZRprF2+n1lxTOY0Pl1o7fA4GFBTOpaDjIvsYO9zy7yRbP2ZDtyCDVkBY/X44tG6vBQnOolSxHBpIgJkg/Lht1Nq1NYSBxlcom2pmXN4N1FZtpCDST78qhvLVjhWd27lTsWueuELpbWs/vPbp/HUJqPq0+Geh8NbOkoRK7wYHP17Ws6LGoaIrF24RD3dl5MeIM+vC1BWNBbIewS3bKGmqwKH0zKfE6TbxS3Eh1TSsGKXmDWndLi5HhspCWYqGxLfb8a5sCjMx1UVLVxqQRaewo7tglGJ3npqaxwxhKd1nIcFt69TsO1HOwuPMRzTY0RUa0paAGOvJ+OKaeTbByL+acUYSrDmAdPoVgyTYATLvXc8HUubx+cE28vsuSQrWvjoUFsyjb3rHjYBANpFpdBOUQM7OnIAkiBtGQIAW9bPRZ5NgycVlSaA11tOHsEYsoa61ibPpI9jZ0JFAdnz4ap+BK+M0EAS4ddz5/3fR0vMwsmShw5J+0Z9OXbmlpDhMLp+Sw+ohcc7KiMjLXxYHKjgUyu9WY0HcBLlwwHKOgDcq/bYt3BILBhCZ3eHq45n2e5pUdiWGDpTvwXngz9ZVH5PkRJazDp9C+5Z2Oc+3fxnkTF7PiwEfxsjSrh2zBmmBrZFs8ZNrTqfV37MLOy59BpiU94Tca7R6JUTQk7CwuG3MWT25+Mf5ZQGDxsDn8/pO/xcveK17NhWOW8p9dHXny7EYb+Sm5A/4MdOPq9KbbMTeTJk3i3XffJTs7m1tuuYVzzz2Xz3/+8+zZs4ebbrqJlStXHvf4uro6tmzZwuc+97l4WTAYZNq0afzrX/9i7txk2cHO6Au1NFnVOFDdxnufVjBjrBeTUWT11mqGZztZNCWHVEfnq9yiKFDeGODDTRU0tYVYNC0XAY3S6nbGFaby0ZYKLCYD58zOJ8fTYXgcjSXSSGT/BsLlO7GOnotUMJWoyY2lZT/+nR+hCSL2MXOQm6rRNA0pczhyyjCiBClq3sdHlZvJdniZmj2J94rXUODKYZSngLcPrGJy6nBmZk8hBTuyaEURFWRNxowFSYsgiyrFgQo+LFmLKAgsKZxHfnUFOD0UCVE+rvqMPGcWk7LG8+6BjxnhGcas7Gmk4I63XxCgQalnTfkGApEg8wpmsL5iC4FokLMKF5Jrz0bSDIhqsu0cwMeOxt1srNrKeSOXUNFew666ImZmT2Vy+vhjCgroxk3P7z34/qMIthQMw6Yfs84HZR+DIDDGnRwj1V02H4Q9VbCge+sTOHZ/TNv081GsHb/vzobduM0u5mXPOuF2HM3T7xZxzbljGDfMk/Sdbtx00ByI8sn2avaXt7Bwag6jcl1sKarHaJQIhmV2HGhg/PA0Zo7LoLS6jTVbqxhd4GbBpGzctt7lNOuP5yAIYNTCaAhE6XwsjwkKVBPauxZTei5aNIQaDmHKHIbkSCVUUYSAghryIxotqHKYUOlOLMMmEx0zgx3tVawp30iBO5e8lGyqW6qY5xlBU9TPytodOE0OJmSMpqixmNk508g35SOKIuWRclYdXIcv4mfJsLkMcxZgw0GdUs3a8s2Ut1UxM2cKDqONkBxhlGc4O+p3s7VmF1OzJjDNOxmH6CRCGCNGUGOGuyxEKPYd5KPStaTbUlmcPxevIbNLL4XjMZBqaa3BKFv2NbB5bx2j8z3MnxRT6Ny4p45dJY1MHpnOzLFeBEFg7Y5q9pXF+u7EwlSsxkEsKOCrILjzI5S2emyTl6JljELyN0Lg0CKCzY1mT0doOIBv24eIZguOyWehOTNQq/bg3/0JksuLY/wCmlxZ7G4qYm3FJkZ5CpmTM4MMWUA+uJlQ8WbMhdMwjphJpTHMpxXbKG4uZVr2BCamj8VN+lFtg9poDavK1tEaaefMgvkUOPOpCFSw6uA6VE3jzOHzybfnUdZewcqDa3CZU1gybB5Oo4M9zftYV76ZLIeXBfmzyDbmJKm2nmx04+b0ptvGzZlnnskf//hHpk2bxgMPPIAoitx1112Ul5dz0UUXsXXr1uMev2nTJq666iref/998vJiWZ03bNjA9ddfz8cff0x6eheRyIfoaynoQETho88qKa1ux2QUOW/OMLI91uO+FIxGCVEU4nLNhyWQY/KIydLNnRGTgxRRFAVNAxEVY/MBwqVbMboyEQwG2j59EzQV57xL0XImIwsxVx6z2YAYaiG0/X3kpkoEix372HlE68swpuXi2/YB0fYmWs68jJcOfkJdoJGzCuYwKxBF2vwBztkXYRm/GDQI7v2YSOkOECRsU85CzBpHVNZQFBVJklBV9Zi/tyQJCEKHFLQqymxr2MlrRe9gECS+OP4CRjpGImmJRk5MqjJ27thv0fE7HAvduOnZvWuaiu9ft2JeeC2i7diuXi/sfZWR7uFk2k48+POtraCoMDGve/VtxZsIDJ9ONDUnXlbWWk5rpJ1lw885zpE94+NtVXicZi4/MznmSDduEjl6PBIEgaCisuazKsKygqpqLJycQ6rD2OW40BP6+jkY1RBUfEbb+tcQjWZSFl6B7B2LcgwnBYNBxNhaSvuG/2IbOY1A0adE6suwjZ6FY9KZtO9YheprQnJlYB83h2DRRny7VmPOG0fKwisIGVMRBBFVVRFFAY/HTnOzH00j/j6IRBJ3TU0miRalmSe2PEdDsIXzRixhhncaDoMdSZKIRuWkZ3FYCrpda+Wj8k9YV7GZ4e58Pj/2fNIlb3zs7Mk7qCsG0riB2Mau0WhEURRkWaXZH2XN9qq429rCydm4rMakvjvYOXLOYKUVtXIvrRteB0XBOesCTPnjCVcUobbWgaZgzB2P4MklcuBTotX7ECQjtilLCbuGA0LS3+OR/UUQNKrlKoqbSsl2ZlDeWsXkjAm46VxoQpJEUlPtCc/dao0tYASPSFzeWT8zmzue1WBAN25Ob7rtlnbmmWfyk5/8hAceeIC5c+fy05/+lLPOOos333yT3NzcLo+fNm0aU6ZM4Z577uEnP/kJLS0t/OQnP+HKK6/stmHT1yiKxssfFfPO+tJ42drtNfz62wvw2I+9Ihk9Iiv3kX/cPfmjjunSd5zH5Kug/sVfgyCQeuZVNL779/h3Tcv/j7TPfw8yY0nklEgI/4f/IrhvQ7xOcO960i74Ng3L/4Ia8hE891ru3/xM3AXixT1v4c+fy1kGI83v/h2PKIEg0vJOx3UCe9bi/crPkZ3DDt3P8bM/H9bRP/w7FLXt49FNHYo9f1r/d36w4GaGWQoTjtO0xHOr6vGvo9Nz1IZSBJPtuIaNpkFjqJkZpqm9ulZNK4zuPG9vpygmG1KwjSgdxo3DZKekvW8DoAuzUvh4ezWXn9mnpz0lOXo8CisqDz61iYPVHa5Sn2yr5qc3zMEymCeQ1TtoeuvR+MeGV35L+pd+guIe2Wl1g7+W+ud/iWvuxTSvfAY1HBNIaN/8DnJzHaDGXdJCBzZjyR+P0t5EYPcnhA5uI/UrvyJscAPEJ5eH3wPHMjAqg1Xcu+oPcbffZ7a/gjJJ5YysRchy9NC5Op6FpmnIsoImKjy/61U2V+8AoCnYwp6GA/xs8fewk5Jw7VMBVYVwOPZ7hGSVB5/eSG1zR8D8xt11/PCamRgZWu+QI/uFVldKw/K/xD83vfN30pfdRNual1B8sd0cg3sD9vELaF37Sryef89avFf9kpAtJ+k9fbi/ALRoTfzhk8doj3S4k27z7uHb069HkpN3NTvrs0caNYfprJ8dflY6OoOBbu/f3nnnnRQWFrJ161bOOOMMJkyYwDXXXMMLL7zArbfe2uXxkiTx5z//mbS0NK655hpuu+02zjrrLH74wx/26gZ6Q3tI5r1PEydU4ahCZYPvGEf0D4IA0ap9gIbJm0/oSH/bQ/i3vofBcCjZXKglwbABUMMB1LAf9ZCkZI1BS/DtBni3ajPyuDkA+DYuR64/eNRVNCIVu08oN4gkCbx3hDzqYdZVboonKNM5ecjl2xGPkbTzML6oD0kQsRjMx63XFQ3t3ctxcxjNZEU6IsYBwGly0Bpq7ZFoRlfkpNupbwnSFoh0XVkngcbWUIJhA1DTFKCuJXiMIwYeo6ji2/xWUnn4wKZjBqkrTZWxGAhBjBs2hwmWfIY5d2z8c7SpCsmZGv+sBn1ozdU9bufB1vK4YXOYt/avJMTxf9s2pS1u2BzGHw1QE0gWujnVqGsOJhg2AAer22hoP/FYwYHGbjcRKFqXVO7b/hGec66Pf7aNmpkQbwOAqqA0dp0brMpfk2DYAOyq30dDuOEYR+jonBp0e+fG4XDw8MMPxz8/8sgj7N69G6/Xi9fbPZeWjIwM/vSnP/W8lf2EJArYzAZ8R61MmI0nnrfhRNA0EMwxtSo1HES0JMvySg4PmnZISUWUkgITAUSp43GaOrFbHUYbYjiABog2NwjJdUSLHfkE9/bdluRdArfF1Su/b50TQy7fjqHg+DsyDcFGXOaUXl3HHwZZBVvnoQ2dopptGFoTJ2RGyYRBMtIe8ZFi6ht3AkkUGJbpZNfBJuZN6MHWkg5Gg4QgJCuAmQwnd2zsCRoCkj15DBLtrmO6Kx1WERTE5LFQMJjQlMQFoqMXfgRjDzr+IayG5PxnTpMDieP/thISRsmYJNl7tCrlqYipk3eyIAzu/tgVsqwhWjvpr7YUZH9HSgQ1HEC0OFBDiUaK0I1FKbOY3DcMogGj2LtYOR2dwU6PltTb29t55pln+MlPfsLPf/5zdu/ejdM5dP0a7WaJ65aNTygbluUkbwBkJKXsMUh2F3JrHab0fATjEQOXZMA29dz4lnHU7MG16EsJx5uyR6JGQphzxwCQ3dZGtj3Rr/bKYQsRtq8GQSRl/hexjJieYOCIthQMOeM4ERRF45zCxRjEDgPLbDAzK3tqv8aj6CSjRcOojaWIafnHrVcfaOy1IVHfBh57opppVygWO1KwLak8xeSkKdTSq/YczbBMB9v2N3ZdUSeBVKeR8+cVJpSdMT0Xryt5Yj5YkFUBx6yLQeyY8ApmG6ZhU4+5wCKk5mP0DiPaUoc5O9F1LWX2hfj3dKys2yctIVi6M/7ZPGwSWkp2j9tZmJJPqsWdUPaliRcnJObsDKeUwmXjlyWUjUsfRYYlo8dtGGqkp5hZPC3R/f2C+YV4HEN3kh4OR7GPmY1gPOJvSjLgnLaUlvf/FS8KHtyG+4wrE46VXF6E9GFdXiPbns249MR+vWz0WaRJJ57cVUdnKNBtQYEDBw5w3XXX4ff7GT58OIqiUFpaSmZmJk899RSZmZn93VagbwUFIBYIXdnop6iiBa/LyshcFw7zwKwGWeRmWoONyKik2dwIrY2AhubKplGSEAQRO45YsKoWRmouJVpzAFNqJgZPVmyFx2ynLRokIIcwuTKoi/oIKVGybKloSgRFUfBK1liQvwAE2ohWFSGYrRiyxhAyx+KfjESQIu1oRisR0datQE1BgAa5nn3NxUiCxLj0UQiaiCRI2AVHp88tKoYJKUFskv24L3ddUKD79y6XbyO84SXM8688br3lxe/gsbgpcHZTCaATPi2GA7Uw79h5QpPRVJzbP6Bp8VcSJqKf1e0g15nFDO+UE27P0TS3h/n3B/v4462LElbddUGBrgnLKqW1Pkpr2sjPdDIs04G1j3e1+/o5CGiY/VVEq/YiGEwYsscQtmYkjF+iKGCMtiIeyjEiRAOo/ha0aAgtEowtMGUMR0zLR2msIFpfijE1G9FkRTCaUEMB1NQsWgUVg9FGVAMRA1bsOFwGyluqkQQDHin1mDEwYclHa7QdRVOwG+w4cSFona81ymKEgBLAJtlAi8XslLSUkWlPp9A5DCtH7fSLGj61HVEQcQjOE+4HAy0ocDTBqEJprY/y2naGZacwLMOB2TC0XJ4P9z1BlZFNbgSDiKm9AtXXElNGdbgJO/Mw+urQ/I0IoojmyEA2piCG6mkOt2AUjbhsXoJS93KC+YRWmiLNBKMhnCY7qaY0rJqdIH5kLYpddCCoEgaDSLPSCKKGU3CDLCKI4FNjz8MhOmO5xQ/1L0kQsR+nfymiTEDxY5HMmDTLSRd70AUFTm+67ZZ23333MXbsWH7/+9/j8cSkVRsbG7njjju47777eOihh/qtkf2JJEKB186wDPuAKq0oQpQ1bSU8t/NVQnKYxbkz+Jxig2iYD5v38EHZBoySkcvGX8icjBmAGTl1DJJ3DFJrMQ3L/4IcDtB4zpU8ceAD7CYrS4bN5dU979Ae9jEtayLjvaN4fsfrLMyfxfmeURhe/TPOOZdgnHQOEcEaz4RiDdXS8t7fiVQVYXBl4PncNwl7RnX5+2gapEle0r1efFo7/933NmvKP8VqsHDVpC8wJXVyXDlNEASqIhU8vuU5anx1FLrz+fq0K0kVT1y1SyeGXLGry10bgPpgI4UpBb26Vm0ruHoQbwPE4htMVqSgD+UINyKnyU5jsKlX7Tkaj9OM0SBSXuejIFN/2fUEs0FkTG4KY/NShoQKFcRc00L2XIQxuTHhklhhHIMWQSjZRPvOj7CNnEbrhuWoQR/W0bNxLLqSsDEVcRiENTC3l9O65nmU9hYkl5fUM79Cy8fPEz7zyzy961V2NOzHY3GxbMxS1pVv5kuTLmL1pk9ZU7YRs2TiC+M/x+yMGZi1xAS5UTHMtvrdvLhzOYFokNm5U/nC2PNxkZpQTxCgTq7h8Y3PUdFWTV5KNl+f9hUKrYUUWgs7fSYBwceKA+/z4cG1mCQjX5pwETO90zFoQ991zWqUGJfnYnz+sd0MBzOH+17Th0+hRkLYJyzCOftCgvs20vbpm2iqinPaUuxTluLbsRLfZ+8hSEZci67AP2oKLxS/y4aandhNNq6dcBGT06agacffuRIEaA618o8tz1MXaGR06nBumHYlpb4yntz6Im3hdmZkT+KKCRezrXoXr+5+m7ASYX7+TC4adTYbKj7jjaL3AFg25mzm587k7f0f8lHpOsySiS9NvJgZ6dMwHNWOFq2Rf25+gaKmEry2VL4+/SsUWIYNyeemMzTp9rLHli1buPvuu+OGDUBaWhr33HMPa9asOc6RQ4OB/qOrClXzxGf/JhgNoWkaqyo2sdYksy8tjXdL16FoKiE5zDPbX6Y80JEA1BxqpP61PxFtqCA853z+d+erNASamJ8/k6e2vkx7OCYw8FnNTooaixmVWsjHZRtYH6rFmDGMtrUvoVV2uFqYtBDNbz5MpComaiC31tHw0gOYQj0IQBRgVcUnrC7bgKZpBKJBHt/yHNXhjuDbdq2V3619lBpfLPbiYEs5f9rwdyLi4A1YHiooVTsR045vtMiqjC/ix2nqnQtmXVvPxAQOo1rsSaICKSYHTcHmYxxx4gzPTmF7se6adqIM9Nh4IhyrzVJrOU1v/xXbqBk0f/Rv1GA7oBHct4HAp68hiSqqCqZoG42vPEi0vgI15MPszafpg6cQR0zjqf3vsaNhPxCbOD67/VWWFM5lY9U2Pi7dgKqpBOUQz21/jbJActB3RbCCJz97EX80gIbGhsrPeO/gx4hHLTUG8PO/6x6joi02bla0VfO/6/9GAH+n9yeKAhuqN/NByRrUQ++Lf217iYpAZXLlIcxQ7I/Q0ffUcAA0Ff+eT4hW7qV17aux+FlVpn3zO4QPbse/82NQFbRoiPbdq3njwEesr9mBhoYv4ueRz56nppO+dTStajO/X/sodYfy6OxrKmFv834e2vAEbeHYjszm6h28smcFm6t3EJRDqJrKxsqt7Grcxyt73iKqykRVmdVlG1hbuZGVBz+J9/F/bn2RimBFwjVlMcJfNz9NUVMsKXh9oInfr/0rLWrfj+06Osei28aN2+2mpaUlqTwajWK3JwfA63QfQYDiltKk8jV1u2gSkjPL72woiqv/qG21KP5Y1uYGibhCWkRJlmXcUr2TCRmxTIvrK7ehTF4MQHDPGgyHtveFYDPRhsTBSlOiaG3dV+QJE2J12adJ5QdbyuOxGY3BJkJyOOH7hkATzeHWpON0uo8W9qO21iK6jx8L0BBswml2InYiKtHta2k9V0o7jGqyIQUTn7XT5KQp3NKnimkAhZlOth3QjZvTHUEAue4gEItLOxr/7jUYo7Ggbc1Xf8jwiWFweYnWlxPKHsbOxuKE4zRNw2a0srVmd9I5ixoPIB4lVlDeWpVU79OKz+LuP4dpCjXHJ6CHaQ/7aAp1PkmMEmF12Yak8j2N+4+pFqdzcjiy7x3GlJZL8OD2pLqBfZ9iye7w85VHTOaTquQ8glX+rt/J9cFGokeppraFk9VgP63cygRvRxbmAncun9XsTKgzLn0U68o3Jx1b1Fic0L9ao22UtSYa1FFVpj6oj8E6J49uz2zuuOMOfvrTn7J5c0fn3r9/P/feey833XQTkUgk/k+nZ2gapFtTk8rz7F7MWvJLKduREfdzFS3OuCiAXejwhzeIyb7xmfZ0GgOxF2OOIwNDY2wAMmaN6PCbNVoQTMlBw4Kl+yv8RsFIrjNZnSrN6omvutmNyTNio2joVElIp/soNUWIqXkI0vE9ThuCjbh7qZTmOzQ/tJxATK9qtiH5WhLKLFJMRCMQDXRyxImTn+mgtLadYDh5oUDn9EHTQDwk5SwYkjutMTUH9ZDymGh2JIitaIqMYLZhDIdxWZL/bhRVIdORnK8tw54eT1Z8mM5UJbMcGVjERPUru9GWtPggCAI2Y6Kb22EMGMh35SSVZzm8uqjLAKNpJMiIA8i+Zoypye9JY1oecluHp4TUUk+2I9ldO8XU9aKyw5hcxyQl9/0MexpNwZb456ZgCznOxDjqxkAzOSnJsdWZ9vSE/mWRzJ2+xx2dvPN1dPqLbhs3Dz74IJWVlVx99dVMnTqV6dOnc/HFF7Nz507uvfdepk6dGv+n03OGpxQw3N0RJ2GWTHzBO4kJWLEeoaaS48xkrKdjVSfizMa98DIAXAd2cHb2NADq/I2MS++oJwki541awvqKLVgNFi4cvpDwpneQHB7Mo+fFB6eIyYPnnK8ntM0x/XMoju5L6QqKxGXjL0wYREd4hjHM2XF/HmMql4w9L+G4q6d8EZfk7vZ1dJKRK3cjeroWCKgLNODsA6U0t61nSmmHUS32pJ0bBAGXOYXGY6xMnygmg0Ruup3dpbpbxOmO6B2BKXsUcmt9Qg4bRAPupdcTIWZgRK3pCYqUvp0f41nyJdRVL3DDhIsTxCmmZU1kS81OFhXMScgZlevMYrRnRFIbhqfkM8LT4TZqlIxcPnEZ4lFJFV0GD1+aeHFC2ZcnXIxb8tAZmipw4ahzEiaWeSnZjHInt0Hn5CN4R2A6QpFPi4SwjZqJ5OxQLhOtThyTlqD4WzrKaiu4duLFCUqk4z2F3RKCSTelc+6IJQllBSm5TMuaGP8sCSLXTbs8YbfFHwkwN3c6niMM8RpfPReNOTehj+en5DDKPTzh/E4xheunJaq5njNiMV6THk+rc/LotlraK6+80nWlQ1x66aUn3KCu6Gu1tP5EEMAkt4O/Ecx2opY01GMo4gBEBB9VvkoiSoRcu5e0hlpUTaU5u4CaYBMGUSLLlo5ZTomdO9oGgSZMNjtywIfSUk00PZdKCVoifrKcXlpCrfgjAbKcXtqCPvxygDxnFlnNrSBHEDx5hI3uhHZIKBj9NSittYg2N4orB1no2Y6KIAi0qE1U+2sxSyaybVlYtMSVG1mIUheuoyXUSrotlXSjF1HrXI1JV0vr3r37X/oJhrFLkFKP/+J7fu8rjHaPJMOWvNrcXdbth9IGmNt58vfjIshRHHtW07ToygTr6LO6HeQ5s5nunXzC7eqMT/fUISsqXzsk/T7QY0NvOFlqaSeDk/kczISQ2qtBlUEyxnLYREOokSCSKxMFEaxuwmJsl9qgRZB81WjtjUg2B5ogIgCyplBvtVATbMZicWA0mBAQyLBkEFB91PobMEkmvNZUzJqNpkhMJCPVlBpXhPQJrVT4qggrEXIdWWQYspN2eAAUQaY+UkdTqIVUixuvKSMuytIZggCtagvV/lqMooFsexZW7cTcxgebWtpgRhA0zOEmtFA72DxEjO5O5cctqg+hvQYtGkZyZRAwZWAP1yA3VqBpKsa0PPyWbKzhepTGMhANiGnDCJvctEaqqWyvwWq0kOvIwSi4jphfOA7NL5JXmmQxQlWwipZwKxl2L5nGLGQxTG2wnmA0iNeehps02mml0ldNVI2S48jCK2XgU9up8tegATn2LByC81D/qsEoGsmxZ2HppH+pgkqjXE99oBGXyUmGJRPjSRa10NXSTm+6rZbWnwbLqYrZV0HTq7+LrcKIEu6zrkUasRBF6MQlQgmgbXmdtM1vAyB5C+DC71JnVHhs0zMcbInFwczPm8FlY87B0x6g8dXfoQbaQDLgOfuraIXz0DCQA2RYoqyqWsPLe1agaRrptlQuHHs2//rsPxS68vjWjGtx4u603QoSij0X7Lmdft8dNE3DJXhwOQ6tMnbyTjNoRnJMueSYco9ZR6f7aJFALN7GdfxdNk3TaAw1Mds8vVfXO1ExAQDNYARBRIwEUM0dL8cUk4P6QN/7Zo/ISeGljw6gaVpSIkadUx9LtAn/+v8Q2PUJAKbM4bgXXErrpyuw5Iyk4c1HQVWQHB5Sv3AXIVsOsmBCdg4DZ3I+ETegmez8cf3jNASaEAWR2+d9nf/sejO+Ar5k2FyyHF5e2PkGENvhuXrCZdhw4NBcjDtCKbAzwwZA0gxkGXPIMh5yN+uGYmWK4CbF4e5WfZ3eIwoqUuUWGt76K5ocQbTYSbv4dsKpoxPED4xqgOCW5fg2vQVoGNPzSL3wVlrWvkywaD0A5vyJuJdeS/O7fydStQ8A+8QlWOZ+Cachm3GejlhKc3s5ja/+NjYHEA14ll6PMGI+yhHTOk1Q2dm8m39seZ6oKuMw2fn+gm+ypXonbxS9h6qppNk8fGfO9WSKOYyzu+MGpqqCDSej7B1GQnf7l6iJeKVMvIdd2/R+qHOS6VE08ccff8z111/PokWLqKys5P/+7/9Yvnx5f7VtSGMiRMvbj3RsL6sKLe8/idFf02l9oakE3yHDBiBaX0bo4Gd8WLYhbtgArK3YTFFrOc1vPxYb1AAUmeZ3HscQqI3XqwnV8NLuN+OrRw2BJtaWbWJa1kRKWsr5oHQNvYgl1xmEKDX7Ed05XcbbtIbbMImmXmc2r2s9ceMGQLE6kPyJrmkpZicNob43blKdZgRBoKLe33VlnVMOrXZf3LABiNSWENi/Cfu4ubRueANUBQDF10zre49jJFlw4EhUUeaZ7S/TEIjtyuSmZLG+ckuCa8+q0vVoEI+b+axmJ9sbdp+QG6fO4MUUbKBp+Z9jimeAGvLT+MZDMc+KIxCaSvFtWsHhmb7c1kDk4GdxwwYgXL6TUNF6lCNibvw7V6HV7U28phakecVfOuYAqkzze3/H6K9NqNcsN/HYpmfjogK+iJ8DzQf57953ULWYQd0YaOa5ba8RNYR6/2Po6AwSuj29Xbt2LTfddBOpqam0traiqiqhUIi77rpLN3A6QQj7iDYkS3Aq7cmSyoIAcn1ZUnnIYmZnXVFS+f6mUiRL8qxSbe+YFHaWL2RfYwmF7pi70taanUTRxR9OJeTqPYipXe+21QcbcZu7lwDuWGgaNPhOIMfNEShme5Jx4zI5aQ42o9L5SvaJIggCw7NT2HagB5LmOqcEBoNIuHp/Unm4sijmmnYUkZpipOjxjeCQFmJ3Q8c5h7lzKWooTqrXGGzGae4QY/msdgeSpK8qnUqovibQEscrNdgOoQ7jRhBAbkxUITW6MwlXJr/fQ6U7MKUn5imLVBUlKJIJ4Xbk5uqjD02aX3SmPhmIJhsx+5pKCCj6wo/OqUO3R9mHHnqI22+/nT/84Q8YDLGV4TvvvJNbbrmFv/3tb/3WwKGKZrJj8CTL8YqOZFU0TQNDenKMhCUUYmxacjDoCE8BcihZzlE64typFnfycakFcRnSiRljMXICMlc6gxalag9iF7E2ALWBely9FBNoC4JBPDGltMOoZjsGf2KQv1GK7Si1htuOcdSJMyI7hS37dOPmdEOWVUyZw5PKTdkjO93lNHoLUA3Hj1MxC2ZGp3acs6K1mhGpye5raVY3viOkdydnjEdRdB+dUwnR4eFoNwjRYgdLojuXITVRyS7aWp8gMHAYS95YIo2JC6PGrFGJ8UomBwZXcoC+dNT8wtOJIuaRggCHGe7Jx2bQ1cx0Th26bdzs3buXc889N6n84osvprQ0OUfL6U5EsOI5/9uxQQ4AAdfiL6M4jpF/JG0E9okdqiYGVwaWYVM5u3A+2Y6MePnUzPGMcReQes4NCKZDkqCCiPusa4naOmQas6zZXDh6afxzitnJ4mFz2Fy9gyxHBucULkFTdf+IUwVNjqA2lSO6k6Vgj6Y+UI+rlzs3dW3g6WV6K9XiQDrKuAFwmV00dLLz2FsKMh1UNvjxBZNzQOmc2kjZY7CO7IgxM3iysY2eTWD/JpzTzwViY6FodeA+90YiQvIEMOF8qpFrplxGijk2gT3YUsH8/Blk2jsEOmbnTkXVNJRDq/pj0kYw1Tuh00BznaFLxJJO6nk3wqH0C4LBROqyW4gcJdRDaiH2yWfGP4pmO+YR0zEPmxQvM2WOwDJuIaK5w9CwjJqJmDX2yDMRkWx4LrgZ4XA9QcR1xtVEj1I1TTWkcf3UK+KukWaDmRHuYZw3qmOukWJ2cvWUSzFGO5cY19EZinRbLW3hwoX8+c9/Ztq0aUyfPp3//ve/5Ofns2bNGn7wgx+wZs2a/m4rMATV0qKtaO31iBYHUasXhUQ1MKMaQmyvQgv7MXiyUSMhVDmCwe6Oad1rGu3p6VT5GzGKEjnWNETNjSAImCJNaL5GJE8a5UqEpmArHouLNGM6oiahCjLNcjOBaJA0m5tANEhYjuK1pmFSB34gUwSZxmgDLeE20iweUg1pCMdQk9PV0o5/73LVbsKfPIN5wdXHradp8Lft/+Ss/EXYDCfeB9YUQXULzEpeEO82x1JM29W4B4fRwcKcOSd+8mPw2uoSlkzN4ZKzRg9JVSbQ1dI6QxDAFGlGa64CgwncuUTExJVoM37ElioEgwEtEkaRZQwONyogoiGHwwhOL6rRjthejepvQUxJJ2rNQCVZxVEQIICfhmAjNqMVj8GDLAWoaK/BJBnJsmQABupDjQgCpJnTMKoxoykihKgN1RGWw2TaM0gRXPSXzRMU/NQE6gCNLFtmt9XTdLW07mMkjKGtEtXXhOTKIOzIQ+nkXWaTm1GbytGiYQxpuQRtOUhKGNFXi6ap4MwkIlgJ0Ux1ezWSKJHjyMGgJf++sTlAM5qvAdHiJGpNT5pfQExUoEVpxhfx47G4cZCCLIWoDdfhjwTItHvxCGkc1rTo6TM4rNBXG6jDZrCSYcnAqB1/ceBkoKulnd50Wy3t7LPP5re//S3/+7//G1cb2rVrF7/61a9YunRpF0efnmgahA0u8HS+Sm5Ug4TWPktg58exAsmA97J7EO2pNL7yW+TmalLPvg55xZ9JPxQ4GMkajuuC2wgb3YSNHkh1s7l5M3/f/Hz8vNdNuYy53tmImoE0yUuaBKhgk1Lg0P8HGlVQWF2zlhd2vg6AgMA3Z17NFPdk6ETOUuf4KNVFiJ6u4238sh9N07BKvUuWWtsKrl7ax5rBiCZKSCE/irUjLsFlTqHG13X27RNhRE4Km4rqueSs0V1X1hkyWALVNLz4K9RQLG7AlDeOlPNuJmzocMsJY8fkyMT3/t8Il+4AQDDbSL/ixwRseWADCRltxzs0rXnh0FECqRd+By1vVpLxoWlgxU7+4d15DXI9uZjkQ9c8NM5mm3ISPoeEAE9u/zfb6/YAYDVYuHvhd/BKyQkSe0sbLfxx/WPU+uoB8NrSuGPuN3EJnefK0ek5EjLKrg9oWn34HSyQuuxm1PzZCX3GGqmn5d3HCVfGxAEEs42My+4i4BgOzo68R81aIw9+8hfawjEDY5grl+/M/Bp2El3MNE2LpXHwuI/bPkET8YhpeCwd+XQMioVcQ0FsBqhBb9ZBKiMVPPjJI0SV2I743LzpXDn2UkyanpBbZ+DotlvaD37wAxRF4cwzzyQQCHDRRRdx2WWXYbVaufPOO/uzjacsQktFh2EDh1TPHkNrrkBursaUNYJQxZ4ORRQgWlOCUr0n/rlVbeHJz/6TcN6nt79Ci9LS383vFc1yEy8ekkgF0ND4x2fP0671fazF6YBStbtb8Tb1gQY8Flev5ZD7wi0NQLE6k1zT3CYX9cH+iY0ZkZPCroNNRGWlX86vc/IxCArt616OGzYAkYo9qHX7kis3lMQNGwAtHKB9zQsYhJiwgCFQR2vcsAHQaH7ncUyRvksAW+6riBs2AEE5xIu73kCT+rZPiqLA5pptccMGoD7QyKfVWxKC03V6hyFQR+vq548o0Wh+N7nPqHXFccMGYn2vdc1LmIUOYR9RgveKV8UNG4DS1kr2NO8flCp7shjhn1tfjBs2AOsrtlAVSBY70NE5mXR758bhcPDvf/+btWvXsmvXLoLBIKIoct111+FwOLo+gU4S2tEZ2gG5pRYtHADA6Mog0lCeXKehHLFwPqqq4Y/4UdTEl6KqqfiiPtzmZPGCwYIv4k9ScYkoUQLRAE5j7+JBTjc0VUapL8E4+bwu69b4ex9vo6rQ1EultPi5LHak9iY4Qh3IbrQRVWX8cgB7Hwe52i1GvG4rW/c1MCxdD6A9FRDVCJHakqRypbkGIVeIx7gIAsht9Un1onUHcSgRZNGAFkheXNGiIQj7wdg3ux2NwWRDqay1gogawUzfuQuLosC+puTfZV9TCecXiKiqbuD3BZ33mXBCnxFFiHbW9xoqkOQgHJLlV1A40JIcw1zRVsXstJmDLl4rqkWobEtOb9EWaacPu7KOTo/p9s5NbW0t3/jGN7Db7Vx77bWsXLmShx56iHPOOYfdu3f3ZxtPWSRXshuCpXAKoj02IIaq9mEtnJRUx5Q/Pu677La4cZgSl9BtRiup5sHtdpBq8WCSEqW2PFYXbpN7YBo0hFEbyhDs7g6BieNQG6jrtQx0ow9sZjAmu3f3GMXqRPIdJR4gCHgsbuoD/bN7MzI3hU+2VfXLuXVOPrJkxTZuQVK5IWtkwmRQ08DoTVY0s46dR1SKGbpCSjqCITH/k5SSjmbru/E015ksKjM3dzoWoW/deGRZZU7OtKTyebkzUBTdsOkrRKc3uc840xL6jKqCqbO+N2oGkSMW8yTNwPzcmUn1xqePGZQxdBbBxozs5DlKhi1ZyU1H52TSbePm/vvvp6GhAbfbzfLlyykuLuYf//gHZ5xxBr/97W/7s42nLFFHDqkX3hJXRjHljCblzGtRXXk4Z1+EEmhFMFiwjZ0DCCAZSFl4BVpah3ykHQd3LvwWXlvMnzbN5uGOeTdiFwZ3MF2K6OJ7876JxxIb2LPsXr475+tY9OWeHiNX7UH0dO2SBlB3yC2tN/SVSxqAaknBcLRxQ8w1LRYE3feMyXOzfmfNoJws6PQcVQXzxKVYR8cEKASDCdcZV6N6ktUuFHcB7rOui09GLSNnYJ16fjzmIGJOI+0L30c6lIHdkJpN6sV3EBH7qMMDOZZsrp1yGeZDq/VTsyZw7vAz+0W9cqxnNOePOhNREBEFkXNHLGG8Z2y/iRecjoQtaaRdemdin7kkuc9oaSNwL/5SR98bPgXHtPOQj4iBVVWN2VnTWZQ/GwEBg2jg0nHnU+goYDAiqCJXjL+YsemxOYnVYOGbM68mw5TRxZE6Ov1Lt9XS5s6dyxNPPMHEiRO5/fbbURSFhx9+mOLiYi6//HI2b97c320FBo9a2mGFkNL2chRVoSAljzTJi4CCyVeFXF+KaLYhpA+PBf0dA4vqQ/TVoUWDiDY3sr8VJeSjJSufg/5aVFVjmDufTFlE0yBqTk0K/vN6nVQ21OFXAtglG2asMTEDrYnS1nLaIz7yU3LJsuaiap0nJtEElbpILeXtVThNdvIdedjoX3dDQYAQQQJKAIfBEVcS6gxdLe3Y9x5Y8Xsk7wiknHHHPY8v6ufpXS9y4fBzexVz88FOaAvBtL5432oqzh0raV5wBdoRq5+V7VXU+Ov4wqhlfXCRZJ59fx9XnzOasQWDe4ezM04ntTSDFkJqLkNuqUFK8aJ5hsV3WZLqCjJSqBlEA1GzJ67+dBhLpBGloRSD04OgyGiqjGBPI2Txoh4hYiIIYJJ9BLUg5dE2agNNZNrTybbmYDpCBUpCwdBeiRJupzTFTllbDTaTlWEpebhJ43gIAvi0NmRNwSmlENZCVPgqaQm3kevMJsuUiah122v8+NcSNdqUVhDAKbqgm0aUrpbWfQQBTIoPwn40SwoRwYot2oBSV4ISaMWYno/iKUSRzJgDtaBEUe1ewpgxh+pR6g+CpiJ5Cwlbs1AFhTalFUkQcQopCJqG0VeJ0lCGaLYjpBd2Oq+ICmGqgtXU+uvJsKWRY81BFTQq/JU0B5vJdmSSZckmooUp91XQHvGT78whw5SJT/NR3l5OVIuSa88l3ZDebXEfVZRpk9swiSYconNQjD26WtrpTbdHz3A4jMfjQdM01q5dy3e/+934d5LUB/4pQ4xmtYlfr3kIf+RQfIxk5EeLbiW/tZX6lx6IZyw2eLJwf+HumLLZUZiUdlrf/BORI7Jne864kmq7gwfWPkLwUCZhs2TiR4u+S7qUAccYM0yaFZNoBS1WJaI18ceNT1LW3uEPe/usaxnrnpz00hcE2NtexEMbnoiXFbryuGXW17stG3oiaBqYsWIWrYNCwW0ooqkqSs1+jOPO6LJurb8ej8XdazGBmlbI7SubQBBRrCkYfM1E3R1umqkWD5817ERDQ6DvV7QnDE9l/a7aIWncnC5IgoK87W2a170SL7NPWYpp7pXIgimpvqwZkM2H3GGONmzCDTT951c4p55F06rnOmJvBBHvFT8k5O5Qz9M0CBqtvF7yIe8cWBUvv2DUWSwbdh6iJiEIINXspGnFo1Rdfgt/WvNI3AUuw57ObXO/flwDR9OIqV8JENaCPPbZU+xtLI5//62Z1zDVPbVPYiw0VcApuGMf9HG2X9A0CIsOOKT6aI020bziL0RqOp5p2uduRBu+mID50DingSVUS+ML98bFMASDifQv/4yQPTeuaKdpYGrYQ8PLD3J4AmBIzcX9hR/E1FgPt0FUebf0Q5bvez9edv20K9hRu5dN1dviZXfM/wav7HqLg60V8bJb5nyVV3e/RcWh+YIkiNyz6BZyjN3zCBBVA24xFuM7GAwbHZ1uu6WNHj2al19+mX//+9+0tbWxZMkSZFnm8ccfZ+zYsV2f4BRCEAS21u6MGzYAUSXKu8Uf4d/5YdywAZCba9AaDnZ+oqbyBMMGwLdnHVuU1rhhAxBWInxY+gmS1O3HRVlbZYJhA/DUzjeQNV9S3bAQ4qltLyWUHWytoNKnxyUMdtSmcgSLA8HctRFaE6jrNGN1T6lt7Tu3NIjF3RjaGxPKrAYLAocCU/uBySPT2VRUj3K0pa8zaDAEG2lf/1pCmX/bB0j+nrkrCgJEK3aiBNtBlBJFBTSV1lX/xigkJnZtijYmGDYAb+3/kBYlJgZgUgK0fPAk4hmX89LedxKMkDp/AyWtZd1uX3WgOsGwAXh6+8sESR6rdYYGamNpgmED0Lzq31giHXGEoigQ3r8hQeVPkyMEtr6LJHUs6Ji0EK0fPsWRK5tyU2XSvKJFbubNfR8klAWiwQTDBqCyrSbBsAF4ZtsrjMsYFf+saCqv7nkLTdRjs3SGJt3eubntttv4zne+QyQS4ZJLLiE/P5+f/exnrFixgscee6w/2zjoEEU6zaBe729E1ZJ3sY4cvI5EO8KAOYyASF0oWUWtPtAIQvdXREJyOKmsNdyOrEU5es1T1uQE6cnDhJXkc+gMLpSqPd2SgAao9tVQkJLfdcXjEIxAKArOPox9Vq1OpPajxAMEgTSLhypfDa7U3htkR5PmsuKwGtlT1sLEwsGrKnhaI4cTFooO09m4eTwEQUDxNyNIhpiK1VEoviZEVQahw2U3rESS6mlohOUwmEDQZBR/G4I9hZaqZLWsQCTY7faFOrlWIBJE1vSJ5VClsz6qhvwISjQ+6xIEgWhrsoKa3FqL6QhDRlBlZH9L8jWO6mNhJZykQKp28vejdFLWFm5PEiZqDDajoGDoJDGojs5gp9tbAYsWLWLVqlW88sorPPDAAwBcddVVvP3228yaNavfGjgYURSNmdlTksqXDl+EOf3oyaOA1IlKCoDkyQUx0b40eDKY504OhD1z2AIUufvGTY4zE1FIfLxL82djldxJdW2CnTMK5ye2TRDJsvd9UjmdvkWu3NUt40bTNOqCDaSa3b26Xm0rpDro05wLijUFQ1tjUnnqIeOmvxhX4Gbtjv47v07v0OzpGNMSE9NKDjdCSs/GJVXVMBdMRouGkWwuOMrN0TH9vKQ4nnRzGum2RKM3055O2iF5/ajRiWPqUoybP2BJweyEegICw9zdW3AAyLJlYDzqPTA3bzoOUU+xMFQxpOaBlPhMbWNmI1s7XBUVRcU6dl7Ssfap53BkGq6o0YFj2jmJlQQRKS2xj6WaU8lyJAbyG0QJqzFxJcptSUE6am6wpHAen1XvTCg7d8RijNqx42B1dAYz3fdzAlwuF+PGdQQtjx07loyM01MVI9+ax82zrsdrS8VtSeG6qZczzj0G45jFpMy/DNHqxOjNJ/3ye4g6Os8cH7Zl4L3ix5iyRyJa7DhnfA5z1kiyi7byrSmXkW5LxWN18bVpX2ZUyogetS/NnMc9875BYUoudpONC0cs5vzhS1CUTmalqsD5w5dywail2E02Ct35/GDhd0gzpJ/IT6NzkojF2xQhpXUd2d8UasYsmbEYeveyqmkFTx+nh1EtdsRIECGauIKdZkml0td/yeDGFaSyZV894ai+Qj4YiQhWPBfdjnXsPASzDcvIGaRdeg9hqSNQWJLE48aQSZKAJAmoqcPxXvEjAqU7SD3neoxpuYhWJykLr8AwZlFSnIBZs3LH3BuZmT0Zq9HCrJypfHfONzBpMTVHRRWwTL8Qc+YIFloyuXD0WThNdnJTsvjuvBvIM3c+5neGR0rlnoW3MCq1EJvRyrkjFvPFMReC2qPXs84AI4pgMsUMmpAzn8zL7sKUNQLRYscxdSnOeV8krCYaPGraKFIv/A6GFC+Sw4P73Bsga0JiHRXME88hZd6liFYHxowC0i+7m8hR8wqTauHW2TcwO3cqVqOFGdmTmOqdxN0LvsME72isRgtLhs1lrGcUP1h4M4XufOwmGxeMWsoFI5byhbHnk+3IIMXs5MsTL2F6et/EfOnoDATdVksbLAwetTQNs78KX2sVqqaSkpJNxJGLioQoglH2o4oGohx/MmkLViI3VqBFI7FVydQ8FMGEbLATJgxomDTrcQeZ496nGEJWw5gNLhS5i3sSIaQFMQpGRLVvlHr6Cl0tLfnelfoSgu/9BcsZN3R5jh0Nu9nXUszszOm9assrG8FuhjFZvTpNErYDGwmMmEE0NSdepmoKbxS/ww2TrsYq9W0OELfbRktLgJc+OsDZM/OYN7GPb6gfOZ3U0gAMgoKkBFEkC/IhBTGDFkKs20dw33qMqXmYRs4kZO7IrSEKKqa2MoJ7PkEALPnjCdeXYRk2CdWZBYIBTZWJSvbjyiJrokpYC2ERLaAkGxuiAEbFB0YLzVoAh9WG6j+xsVMVZaJEsWDpF1nonqKrpXUfW7iW8MHPiFQfwDJsIoa8SWiqhtZUhhYJIjjTUd0FRMXkVAeCAEY1hKCpRCT7Md/13Z1XHO6zZsGMoMZcylRRJqJFsAjWuFqeKspEtSgWwYqmHopNEyJYbAbUgDQkxo/joaulnd4MrhnsEMLsq6T+uZ+DGrMY6gHvl/6HkHsUqgrhbuRFsEXqaHjldyi+jozV7kVXoE26EFUF46EB7Gg/2h6hWjBg6dKwgZh7uxnrMRXZdAYXcsVOxPTu6TFX+mr6JLFrdQvMHdlltR6j2FIwtNYnGDeiIJFuSaOyvYpR7p7tXHaXCYWpfLS1akgZN6cbsiYhi474uCSKAlrRWho/+Ge8jrTlLTxf+llcldLUWkr987+Mx+y0f/YeqWdfR92/f4X3y/9DyDUSRHOXY52giliwwTE299TDKlkK2Eghzeak3n9ik3NRNWDGoA+/Qwyr2kbzW38lUhsTEAgUbcA+cRGaLBPYuy5ez7XkK4gTPpekVqppEBEsMW/J41ja3Z1XxPvsEacSVQMWDEllZgzxS2oaGDQTHquTet/QMzB1dI5E3/c+AURRILT/07hhc5j2jcsx9CD2Tqk/mGDYALRueB1LJDn+QEfnaJTKnd1ySQOo9teQZu1d4HxUgRY/uPvYLQ1AsbowtiUH13qtaZS2VXRyRN8wOs9FRZ2PupbuB4DrDCzGaDuta15MKFP8LWiNMYUyg0HEv/W9RDECTSVcWYQxLQffphUJalQ6Or2iuSJu2BzGv3M1pozE+Nu2tS9jiiSLT+jo6PQ9unFzonS2FaJE6cm2R6fbz6p63NUbHR2ISYYqdcWIaZ2LVRxJIBokIAdJMfVum762NWbY9ECRvNsodheG9vqkvp9hT6e0vbx3u5fHwSCJjC9M5aMtlf1yfp3+QAU1eStFO8KY0TpTO1MVECU0JYqg74/o9BFad+XkVRVNTzSko3NS0I2bE0BVNSyj58SCVI7AMfNC5M4C9o+BIb0A0ZKoiOOccR4Rqx7Ir3N8lJoixJQMBGPXAgFVvhrSLamIvZQ4q24BTz8JOGlGC5pkQgokyqC7TCnIqkJLqKV/LgxMHZnGx9uqicq6sMBQIGpMIWXu5xPKRLMN8dAupiyr2Keel3ScJW8c0foyHDMuQH/UOn2FkJqLMTU7ocw6aiaR+sQdZ8fsC4ka3SexZTo6py96zM1RCKJAVFYxSMJxN2EiKfl4v/Q/+La8hRYN45i1DFKHYUQmqnXvZw3ZsvFe9gP82z4g2lSNfdw8DMOmEexGfEx3MYgqghpFFiy68skphFy2DTG9sFt1y32VpPfSJQ2gognS+lGdVra7MLbUodjdHYWCQJY9gwOtpcyy9D5mqDPSUixkeqys21XL4ik5XR9wGiCIEJU1jJI46MYNVQXT2DNITc1GqS9HsFgx5k0ibE6Lj9myZzjpV/wI/+YVIIjYx8wmWLGP9MvuQU4diUFUEFQFWTB1ulEuiRqSGkEWzUkxEjqDDAFkRcNkEAckCD4oeUi76FbC5btiuWzsLsx5E1FVBdGWQrT2ILZJSxDzphI5RvMsYgQ0jZAuvayj0yfoxs0RtIdkPthcwYadtYwr9HDRguF47MZO66qaSMg1AvPZ38GghFArd+D76H4Egxnn/C8ip41C6eLn1TQBFRHR5cWamoMqiChC3yTMEgQBc3sp7etfRWmuwT7lbKSRc4hIuoLIqYBcvhXT5M91q25FeyVTvZN7fc3KZlgwqut6J4pic2NorYHcMQnlOfYs9rUUMytzWr9de8YYL2+tL2PR5OzjSgufDrQEoqxYV8qOA43MHJ/BObPySbEMtleFitLaQGDvWgypORhzxnEoIhsABQOKZwyW88aiATJgGjaPiKphbi2hfe3LKL5mHDMuQBg2g6jYEUhmCdcR2PQmvso9WEfPxjLhLEImPdHrYEMQoL4twqurDlBS3caSabksmpyN3Xzyk04qGIg0VBCuiPUZVZAIWbwY5l6NUVBRFOgsTZ2RMFLNLlo/fQMUGefMCyB3ChGxHwIbdXROIwbbG2vAUDR4/PWdbD8QC+avbvSzbV8Dv7hxLjbjsQdLRdGQanbTtPzheFn4pd+Q/uWforiOr/BkDtXR8MIvE7JmO2fWIM3+EkovpUDNwRoaXvgVmhzzPW/58ClSQj7EaZ/XVyKHOGpbHVrIj+DqWuHLHw3iiwZwm129umY4Cu3B/hETOIzs8GAvLonF3RxhYHitaWys3UJbpI0UU0q/XLswy8mqbVVsO9DI1FGnr1toSFZ58JlN1DQGAHhjdQlFZc18/8rpGMXBYfSJAkS2v0P7htcBiDZVEzq4nfSrf0XInJh3TVYSZ5QWfyX1z/8qLjbQ/O7juM/+KsKos9A0DbPSTtPLD6C0x94D7RteJ1JTjP3824hiOgl3p9Nd2oIyv/j7OvyhmKvD8+8VUdsU4NrPjUE4iRs4ZqWdplceRGlvAA71meoD2C+4nahy/D5jaNhP3X//FP/cuOJR0i+6BXJOr8ToOjp9jR5zc4gmXzhu2BymsS1EbdPxVZSMooZv84qk8tD+TxG7mAwoTRUJhg1A+5Z3MfSBoorSWBE3bOLn3rgcY1SXeBzqyGVbkTJGdGuHoby9Aq81rdfxNhXNMZc0sR9HDM1kAzSkYGL/F0WJXEcOu5qK+u3agiAwd3wm/11TMujcsE4mdc3BuGFzmKKyFhrbwsc44uRjirbRvilxzNXkCEpj16p60ZoDiSpqQPunb2BUY/estVbHDZvDhMt2IgZ0BcvBRmWDP27YHGbVlgraAn3o190NtNaauGFzmHD5LsRAwzGOiGE0Svj3rE0q921biblzhxEdHZ1uohs3hzBIIp3ZIkbD8X8iTQDRmryaLFm6Dk4QpOQRTDSZoQ9c0wQpeVNONFvR+sjtTWfgkEs2ImV0L9lMSWspGTZv1xW7oLwR0vvbo1EQkB2pGJtrk74qTMlnR8Me1H5UGxqT58YXjLK9+PSdyB5rvOtqHDyZaKKEaOokGWIn42lSnU4EOI4cFzs9hyBCJ+OpzsDSWZ80GqR+UXM8HoLhGH1GPH5/1DQN0Zqct0a02FEZHLukOjpDlcHzxhpgPHYjFy9KdCObNjqdDHfyS/RIZEXAMfPCBOU0wWjBNGJGl8GNQmo+htTEAGbXkquIGns/ixTSh2FwJU5qXWdcQ1TqOgmYzuBFC/lQ6g8iZgzvuq6mUdpWQaa998ZN2ckwbgDZkYqhKVmW2W1xY5HM7G8p6bdri6LAwknZvLjywJDPzn2ieF2WpISm580tINUxeFyyIpID9xlXJ5QZ3FkI3cj5JGWOQrQlLka5Fl0ZdzlTU7KxDJ+a8L1z1jJkix5zM9jITbMzIifxWX753DGkWE+uIao6s7AMn5ZQ5pxxPrI17bjHybKKbcw8BMMRf1uihGPauUSjp+f4o6PTVwjaEPPBaGz0dXvi4fU6qa/vvhtWWFY5WNNOUXkLBZlORue5sJm63ukQBA1zewWRsh0IRhPGvImEbVndSldjjjahVO1Fbq3DnDcexVOILHRvIiFKEQJyOw6rHTlkiZebtBCiEkLQZKKVe5HbGzDnTYidm6G5393TZ9lX1+wOPemTJ9qOw/ce2fMR8r61mGZ+voujYhLQ75Z+yNkFS3p1fVWFB5fDF2aCpZ+7jyCHcez9hKYFX07ygav21bCnaR/XTLgCsZfrMm63jZaWQFK5pmn8+4P9nD0jlyXTcnt1jf6iO/2yN30yGFXYX9nGweo2RuW5GJ6VgsXYP+tgJ/p3bdAiSM2lhCt2YUhJR8oZT7ibQf/WaCNaex0oMoI9lYgtC4WOcd4kt6HV7SNaX4Y5ayRSai5Ro/P4MTeiRkDz4bTZUAOGU8K1sSfPpq/6ZE/7gy+ssLe8hep6H+MKUxmW6RiQ2DCT3A51e4nWlWHKGY2aNpKo1HWAoiiKWNqKCZXtAEXBMmwSIfdwVDX5702SFAJyCwbRiFFI6bfY2YF41/YH3X1/65ya6HvtR2A2iIzNczG+wN2jiYGmCYQc+QgTC9DQCGl0O5dn2JgKw+YjigLhHlzTp9byzLbX2dZQRJY9nRumfJECxyiMTcU0v/sYclM1lsLJpJx5PaplUY/OrTN4kfevR8we03VF4EBLCVn2jK4rdkFNKzjM/W/YAGgGM4rJiqG9AdmV2PZseyb7Wg6wvX4XU72T+uX6giBw1vRcXlpVzMxxGdhPxk0PMqxGicmFHqaOSB20O1iyYEJOHY2YPgZZ1ehulIWkRZHrSmhZ+S/UkB/H5LOwzLwYxdAhuBExpCDkzsSamkfLu48Rqd6PKXsUrrNvIGRLlgr3086K/e/zUek6nCY710z5IuNSxiFqugtwf+MwS8wclYY4Jn3A+qoggBhsouXT5aiBVsI1B3CdeV23jBtVVQk4ChEnFQICAVWjM8/bkNrAa3vf5eOqz0gxO7l+4sWMc09A006/8UlHpzvobmmdcKKDpKZp3dqt6fU1xRCPb/0P2xpiAdY1/gYeXP8EreEqGl76DXJTNQChg9tpWfEXJCV0Yo3SGVSogVaU+mKkzK71mDUNilqKyXX0Pm9LST1k9E5srUcojnRMDZ0EhwsC07xTWFv9KQ3Bpn67flaqjdF5Lp7/YH+/XWMoMFgNmyPpaRsNbeU0Lf8/1EAbqAq+re8R3vlBklCGSW6j4T/3EamO9YFI9X6aXv0tZiVxRVsQYWXZalYe/ARVU2kNt/PnT/9JTbimV/el0zMGsq+aIk00vPQborUlKO1NhMt20vT6HzFpxxcjOhJVPfY9SJLGiuKPWFW5BU3TaA218dCmZ6gNdi2goaNzuqIbN0OQtnAT+5pLE8pkVabGV5ekkBapLUYMNZ/M5un0E9H965CyRncrcLo2UIuAgMvU+6354jrI6h8F5k6RU9IxNpZ1+l2K2cnk9Am8sn859cHjqxH1hsWTc9h+oJGdJf1nROmcfOS65JitwI6PMMqJLopae0PMADoCxdeM5ksUmwhpQT4u25B0zor2qj5orc5QQGurR4skGjJyczWCv2+ESUJKK6urPksqr/QlC6/o6OjE0I2bIYjFYMFmTBY6sBuTt8EFkwUMlqRynaGFpmnIez5Cyp3Yrfq7GveS78ztdUJKWYHKJsh09+o0PUKxuRCjkSRJ6MMUpOQzMX0cL+17nZXlH1MbqOtzFTWzSeJzs/P5+/JdtAciXR+gMyQQ7Z6kMoMnC1VKjKcRzTY4WrFKEBHMieOuUTCSaU/Oi5Ri1v39TxcEc7JIjyAZETpR9DsRDKKZDFuyOIHTqIsD6egcC924GYJYDelcP/GShLIF2VPItmdjn3RmQrnn7K8RNSe/0HWGFmrdAbRoCLEbilCyKrO3uZhhKXm9vm5pI3jsYD6Z0XmCQDTFi6m+890bgHxnLmcXnEFEjbK85D0e3fpPXjuwgt1NRchq3+S5KMxOYUy+m7+9vgv1FAgQ1wExYyRG77D4Z0EykrL4SqJaYgeP2rykLLgsocy18ApkS6IhI6oGrpz0eQxix/HDPQUUOHr/t6czNFAcmThmXpBQ5jrzGiLm46uldRdBtXLNxIuQjlBkHeXKoyBlcAqe6OgMBnS1tCGKIERpCFVR46vHbU0hy5aFRApGNYjQUoEWbEVyZRJ1ZKOcAroRp7taWtnzvwWjFePIOV3W39Gwm91NRczPnt3ra7+1FSIKTMnv9al6hNTeiLm2mNbZF3erfkgOUReop6K9iraIj6UFixnpKjxm/WOppR2Nomq8sHI/00alc+mSEV3WPxn0t1rayWQg/q7NSjtaUxlaNIyUmkfYmtFprKRBCyO1VaH6GhEdaSgpuZ0qWQoCNCmNVPtrsZutZJgzsWpdB5MPdoaCWtpgwaCFkForUf3NiCleZGcOSh8qkwqiSnO4mqr2WqxGM3mOHIxC/yxaDtVncDS6WtrpzdCf9Z6maJqRNPMw0szDEgajqGiF1NGx/w9kA3X6DLm9Gbl0K5azbuyyrqZpbKz9jCnp3XNfO/65YG81LB7b61P1GMXhQSwLIgVaUWxdqxlYDBYKUvIpSMmnIdjIyvLV1PhrWZAzB6EXCfEkUeCSBYU8/W4R2ek25k3I6vognUFNWHKCN/b3EYVjKlvKghnZNRxcx88ppWngEdPwONNOmYmhTs+QBQuyeyS4++f8miriNubiTtV3a3R0uoPulqajM8hp3fA6Uu6EbvlwFzUfwCAa8HaRQK471LTG5n2egXDtFkSinixMNQd6fGi6NY0z8xayv6WEjyvX9bopdquRLy4ZwTPvFLH7oC4woKOjo6MztFm6dCm/+93vBroZ/YZu3OjoDGK0kI/2z97DMKJrFzNZVVhTtYEJqWN7LSQAsKMCCtJibjcDQdSTjaXmAGg9FwswG8wsyp3H/pZittbv7HVbvG4rFy8o5C+v7uBAVWuvz6ejo6OjozNQ/Oc//+Gmm24a6Gb0GyfVuKmpqeG73/0uc+fOZeHChfzwhz+ktVWfKOjoHIvwZ8ux5I9H7IZr1saaLaSYHGTYktWbeoqqwfYyGO7t9alOvA1WJ6rBjKmx8oSON0km5mfPZm31p1T7ey+bWpDp5HNzCvjTi9s4WNO5kpuOjo6Ojs5gJzU1Fbv91FXcO2nGjaqq3Hzzzfj9fv75z3/yyCOPsHfvXu6+++6T1QQdnSGF6mskuucjHJOWdFm3PtDIZ/U7mOyd0CfX3l8LVtMAuaQdQSQtD0vF7hM+3mFyMD1jCm+WvEtICfe6PaNyXZw7K4//fX6rvoOjo6Ojo3NCrF69mssvv5ypU6cyd+5cbrvtNmpra6moqGDs2LG8/vrrXHrppUyZMoVLLrmE999/P+H4LVu2cO211zJlyhQWL17M3XffTUNDYu635557jgsvvJApU6Zw7rnn8s9//jP+3dFuaQcOHOBb3/oW06dPZ/78+XznO9+hrKxDsbSpqYnbb7+defPmMXnyZL74xS8mtWkwcdKMm927d7Nz505+85vfMG7cOKZMmcKPf/xjVq5cSVvb0F8FNSttmBr3Ym7ej1ntWoVJR6crwp88i6FwOpL9+Ls2YTnC8pK3meKdgN3QNypNG/bDqMw+OVWvkD1ZSL4WJN+Jx7rkOLLIsGfwftkqtGNFj/eA0XluPjc7nz++sJXdpXqC3MGCWW7F1LAHc8uBHmWH19HpLRIyZn8lpvqdWEK1iELf5t3SObVoaWnh5ptvZvHixbzxxhs8/vjjHDx4kB/96EfxOr/85S+55pprePXVV1m4cCHf+c532LhxIwB79uzh+uuvZ+bMmbz66qv8+c9/pr6+niuvvJJgMDb2Pfnkk/z617/mqquu4vXXX+fWW2/ld7/7HS+++GJSe2pra7nqqqvwer08//zz/OMf/8BqtXLFFVdQWxvzevjFL35BZWUlTzzxBG+++SZz587lu9/9LlVVgzNh8UlTS8vJyeGxxx7D6+3wczkcFxAO935FdSCxhOtpevk3KO2xjMSmrBGkXHArYaOeX0bnxJDLPkOpL8a85GvHr6cqvF78Fl6blwJn3+TWqGmB2jaYP7pPTtc7BJGItwBr6XZ8E8844dNMThvPyvKP2dO0j/GpY3rdrJG5Li5aUMhfXtnOVy8Yz8yxA+i/p4M1WEPDS79GDcQWyszDJuM450YiUsoAt0znVEdChqIPafjw6ViBIJJ20S1Ec2Z0KjGuo1NdXU04HCY9PZ3c3Fzy8/P505/+REtLS7zO9ddfz2WXxXJt3X333WzcuJF//vOfzJo1i7///e/MmDGD22+/PV7/oYceYt68ebz11ltceumlPPHEE3zlK1/h6quvBmDYsGGEQiHMZnNSe5577jlcLhe//OUv4/PyBx54gDPOOIMXX3yRW265hYMHD+J2u8nLyyMlJYU77riDBQsW4HQOTsntk2bceDwelixJdK958sknKSwsTDB4hhqiKBDc8UHcsAGI1BSjVOxEGLFIH9x0eowW8hFa9Q+MUy5AkI6dK0FRFd4seRcQmJzWN+5oAO/tgAm5IA0SuZFIeh6O3WuQfE0ojtQTOockSszOnM5HFWvIcWThpvc7XMMynVx2xkj+9fYeWnxhzp6pJ24cCAyCSvuGV+KGDUC4dDv2ugOQPX0AW6ZzOmAI1NPw4TMdBZpK09t/I+3q+/UFTp1OGT9+PJdccgn33ntv3Cg544wzuOiii6irqwNg/vz5CcdMnz6dlStXArBr1y4OHjzI9OmJ45ssy+zfv5+mpiZqa2uZNm1awvdf+tKXOm3Prl27qKioYMaMGQnloVCI/fv3A3Drrbdy1113MX/+fKZOncrChQu55JJLdOPmaP72t7/xzjvv8Ne//rVHx6WlOXpUv78TOanRMFUVe5LKo3XFZMy5oJMj+ofTIWHVYL3HnvbJ46FpKjUvPIxt2ERSRo2Pl7vdiZPxqCLzwvb/oiCzdNQ8REHqk+tvL1VoDsgsnWJAEgdIJi0JE2r+aFKKNxGdf+EJy7c5HBlMVsfzdtkHfD39y0m/6Yngdtv4VrqDf725i/aQzA2XTBoUv1tf9sn+prd/17K/jbbqZMlwtaUa75Su49X6msE6Tp0IfXkv3e2TQ+33CxzYx9HJkrRICJMWImWI3cthhtozGIr89re/5ZZbbmHVqlWsW7eOX/ziFzz99NP89re/BcBgSJyeq6qKKIrx/59//vl897vfTTqv0+nEZEpONnw8VFVlxowZ3HfffUnf2Wyx9+Q555zDxx9/zOrVq1m3bh0vvfQSjz/+OI8++ihz587t0fVOBgNi3Pz5z3/moYce4qc//SlnnNEzV5OeZN4+GQnVRFHAOm4+kdqShHJTweSTlsztdEgcNxD32N0Bvi+zwYc3voLcWItp/pW0tMRit9xuW/z/AMFoiNeKV2CWTMzMmEbAH+XIlK2aBlEFRAEMPbB5mnzw0jo4YxxEwoMsBawzC1tNGdEDuwlnjTzh0xRY86lsqeWt/R+yMGN+1wd0AxG4cuko/rvmID/+88d8+wuTsFv6Ljv50fRVNvjBQF/8XYuCgG3MXNo3Lk8ol7zDB2TMOFXG4p7cS1/1yaH4+5nNHgTJiKZ0jJmSw0PE4KR9iN0LDM1n0BmD2UDbs2cPzz77LP/zP//Dtddey7XXXsvatWv56le/it/vB2Dbtm1MmTIlfszmzZuZPHkyAGPGjGHfvn3k5+fHDZ6mpibuuecevv71rzN37lwyMzPZtm0by5Yti5/j/vvvp7S0lEcffTShPWPGjOG1114jIyMDqzWWTy8SifC9732PZcuWccEFF/C73/2ORYsWcf7553P++ecjyzLnnXceK1asGJTGzUl3PLnvvvt4+OGH+fnPfx73BRzKqKqGceRcrGPnxQoEEeesCxEyeu/Xr3N6Edn9IdE9H2Ga+XkEsXOrpCHYxHN7X8ZtdjErYxqiIKJpcLAeVmyFR9+HX/8XfrccfvM6PPgGPLkKVu6C8saYxHNn1LTCv1bDlALwDsYwBUEklD8B+/5PkYK9ECARBGZlTqWooYRtfZD/5jAWk4HLzxiJ1WLk509soLhq6IukDBVUDSyTz8ZSeGgiIBpIWXA5WurwgW2YzmlBxJJG2ufvQLTGJtNSSjqpl9xBRBo6u6c6JxePx8Prr7/Oz372Mw4cOEBxcTGvvvoqLpcrvuvyf//3f7z77rsUFxdz3333UVRUxDe+8Q0Avv71r1NcXMyPf/xjioqK2LlzJ7fddhu7du1izJjY3PNb3/oWzz33HC+++CLl5eW8+uqrPPvss5x77rlJ7bnqqqsIhULcfvvt7Nixg/3793PnnXeyZs0axo0bhyAIlJaW8vOf/5x169ZRWVnJihUrqKurS3KNGywImnbyokL+9Kc/8eijj/LrX/+aSy+99ITOMdh2bg5jEGSkYBMIIrIlFUU7eXbjqbLScjxO9Z2byM4PiGx+FdPcLyMeFVfidttobg6wu3EvqyrXMtU7gXxnHsEIbCqBjSWxHZqCNMh2gdsORim2gxOKxnZkatqguhmCESj0Qn4apFghIkNJHeyrhVnDYURGr26j3zE2lmNsqqRt+gVoxuTAyO6iGaKs2PchZ+YtZKxnVB+2EPaWt/DexnKWzszj4gWFGPo4eEnfuekcI1HEYBOCZCBi8aCqJz9o7FQai/Wdm+4jCAKmaCtEfGgWFxFx6OYPGarP4GgG884NwKeffsof/vAH9u7di6qqTJ06lbvuuguXy8XZZ5/Nrbfeyttvv01paSnjx4/nzjvvZPbsjmTeGzZs4KGHHmL79u2YzWZmzpzJXXfdxYgRIwDQNI1//vOfPPPMM1RXV5OXl8dXv/pVrrzySiAmBb1s2TLuvPNOILab9Pvf/56NGzciiiKTJk3i+9//fnz3qLW1lQceeIBVq1bR0tJCbm4uV199Ndddd91J/uW6x0kzbvbs2cOll17KDTfcwFe/+tWE7zweT5J/4bEYrMbNQHI63OepatxocoTwun8jl23FNPsyRHtyAKpoUXlt5zs0hpqZnTkdOZLCugOwoxzyUmFsNqR3cxz3hWK7NE2+mOEjiZDqiCXr7EdPqj7FXF2E5G+lfcrZqOYTi5txOMxUNtaxpmoDc7JmMM07CYG+i5VpD0R4d1MF7f4IV549mikj0+IqNL1FN24GL6fS/ejGzenJqfIMBrtxcywqKio4++yzeeyxx5JEuHS6z0mLuXn77bdRVZXHH3+cxx9/POG7119/Pb6VpqNzOqBpGkrZZ4TW/hvRkYp54TUIRktCnWA0yJb67Wxv2EW+vZAMYTGvbRCpbYvloLl4Oth6uHnhsMAoCzAIcticKOGs0ZjrS3BtfAP/mLlE0gtOSGTAZXZxRu4C1tdsoqytgrPyF5Ji6hufPKfNxKWLhnOgqo1n39vHqx+X8Lk5+cwc68XYk0AoHR0dHR0dnR5x0oyb2267jdtuu63X5xF7qETU0/pDldPhPgfrPXa3XZocQWksR67YQbToE0DDNHYRhqxYQhkVjZZQK5XtNeysL+dgox+DnEc4fC7bG0QyXLEdlkVjB49M84AgCEQyR6LYPdiKt2A9uI1I9iiiqTmotuMnPD0SEXCa7JyVv4i9zft5Zs9LDHPmMTZ1FLmObKxGa++aicDofDcjc13sr2zlvU0VPPXOXiYUpjKxMJXC7BSy02xYzX0/DA/Wv5XOGEpt7Q6n0v305b1091yn0u83VNGfgc5Q56TG3OjonE40vPsEbRuWd/qdweWlxmTg+fKRFAVGHPc8ZjFKprkVkyD3RzOHPCZZRtSSM4KrgkidJxW1m7s6qqbSFvYllRe4csl0pPe6nRBzV9tb2ozShXvO729bwpgCPUeGjo6Ojo5OT9GNGx0dHR0dHR0dHR2dU4LT2blFR0dHR0dHR0dHR+cUQjdudHR0dHR0dHR0dHROCXTjRkdHR0dHR0dHR0fnlEA3bnR0dHR0dHR0dHR0Tgl040ZHR0dHR0dHR0dH55RAN250dHR0dHR0dHR0dE4JdONGR0dHR0dHR0dH5xRnz549rFu3bqCb0e/oxo2Ojo6Ojo6Ojo7OKc7NN9/M/v37B7oZ/Y5hoBvQUxobfahdZPc+jMdjo7k50M8tGnhOh/sciHv0ep3dqteTPnkinA7P92QzlH/T7vTL/u6TfcVQfg6dcSrdT0/upa/65Kn0+w1VTpVn0N33t86pySm9c2MwSAPdhJPC6XCfp8M9HovT+d77C/03HRycas/hVLqfgbiXU+n3G6roz2Bo8Nxzz3HOOecwadIkLrroIt59910AfD4fP/rRj5g9ezbz5s3j+9//Po2NjQBce+21VFZW8stf/pJ77rkHgAMHDvCtb32LWbNmMW/ePH75y18SCoXi13n44YdZsmQJkydP5vLLL2fjxo3x77Zu3cq1117LtGnTmDJlCl/5ylfYs2fPSfwVjs0pbdzo6Ojo6Ojo6Ojo9Bcfbirnhl+9wyXff40bfvUOH24q79fr7dq1i3vvvZe77rqLt99+m0suuYQ77riDxsZGfvzjH1NZWcmTTz7Jk08+id/v56abbkLTNB5++GGysrL43ve+x49//GOam5u55pprsNlsPPvss/zv//4vK1eu5L777gPgvffe4x//+AcPPPAAK1asYNq0adxyyy3IsozP5+PGG29k2rRpvP766zz77LOoqsqvf/3rfr337jLk3NJ0Tj0EQUDTBr8LzamMIID+CHR0dHR0ToTT9R3y4aZy/u/FrYSjCgD1zUH+78WtAJw5M79frllZWYkgCOTm5pKbm8uNN97IhAkTaGpq4q233mLVqlVkZmYC8Pvf/565c+eyadMmZs2ahSRJ2O12nE4nTz31FAC/+c1vMJvNjBkzhp/97Gd8+9vf5o477qCiogKj0UheXh55eXl873vfY+nSpWiaRjAY5Jvf/CY33HADoiiSn5/PpZdeykMPPdQv99xTdONGZ8AIEeCgr4yq9lqGuXLJt+VhwjLQzTq9EDTqorXsayrGJBkZ5RlBqpR2Wr6kdHR0dHR6hirIVIWr2d9UgsfiYqR7OA5SBrpZJ41/rdgdN2wOE44q/GvF7n4zbhYtWsTs2bO57LLLGDVqFGeddRaXX345JSUlAJx//vkJ9WVZpqSkhFmzZiWU79+/n3HjxmE2m+NlM2fORFVViouLufjii3n55Zc599xzmThxIkuXLuXyyy/HaDTi9Xq5/PLL+de//sXevXspKSlh586d2Gy2frnnnqIbNzoDgixE+ffuV/i0amu87IJRS7mw8DwEVfeWPFlUR6r49eqHUTUVAKvRwo8X3oZHTBvgluno6OjoDGYEQWB3617+svGf8bJsRwbfm/ttbJpjAFt28mhoDvaovC+wWq08+eSTbNq0iQ8//JD333+fZ555hptuugmj0cgrr7yCIAgJx6Smpiadx2w2J9VTlJihpmkaaWlpvPzyy6xdu5aPPvqI//znPzz99NO88MILmM1mvvjFLzJmzBgWL17M5z//eQ4cODBodm70WaTOgNAQqU8wbADeOrCSVrl5gFp0+iFIsHzfe3HDBiAYDbGjYXfSgKejo6Ojo3MkYSHAMzteSSir9tVR4asaoBadfNI91h6V9wWbN2/m4YcfZtasWdx55528+eabZGdns2fPHqLRKMFgkGHDhjFs2DBcLhf3338/VVXJz2TkyJHs3r2bcDgcL9uyZQuCIFBYWMjKlSt55plnWLx4Mf/zP//D22+/TTQaZd26dbz77ruYTCb+/ve/87WvfY158+ZRWVnZb/fcU3TjRmdAiCrRpDJN04iq8gC05vREQ6U13J5U3hb2ods2OkdSVtvO3jJ94UFHR6cDVVMJRJJlo6NKZABaMzBcd8F4zMZEhTmzUeK6C8b32zVtNht//etfeeqpp6ioqGDlypVUVlaybNkyli5dyt13382mTZvYt28f3//+99m3bx+FhYUA2O12SkpKaG5u5uKLL8ZgMHDPPfewb98+1q5dy7333suyZcvwer0IgsDvfvc7li9fTkVFBW+88QaBQIAJEybgdrtpaGhg1apVVFRU8Nxzz/H0008TiQyOZ6+7pekMCF5rOmlWDzaTlVxnFiXNZaSYHXhMHlC7Pl6n9wiqyOdGnskjG/+VUD4tc2JSPgpB1FBQkDTDoI7HEQRQRQUREU3RLbS+4vE3dlFR7+eJe5YOdFN0dHT6CUHSCEXDxxUHOHKMtWp2zht5Bsv3vR//3igayHFkn6QWDzyH42r+tWI3Dc1B0j1WrrtgfL/F2wCMGzeOBx98kD//+c88+OCDeL1ebr/9ds455xzmzJnD/fffz0033YQsy8ycOZMnnngiHldz9dVX88ADD1BVVcUjjzzC3//+d+677z4uu+wynE4nl1xyCbfffnvs3s48kzvvvJM//OEP1NTUkJeXx29+8xsmTpzI+PHj2bx5Mz/4wQ9QFIUxY8bwi1/8gnvuuYeDBw/GjamBQtCGmExVT5LTeb1O6uuTV6ZPNYbqfdZrNbxfvJoDTaVMyhjL4mFzSCWj07oDcY+DJYlnf957VAizs3k3bxS9h8Vo4YvjLmC4rRBB61iJatGaeLfkI4oai5mTM40FuXOwM/gSpEWFMLtb9vLWgZU4TA4uGXMeeeY80JKNnKH6NwMDk8Tztoc+pj0Q5ZHvn5G0StkbhvJz6IxT6X56ci991SdPpd9vSCFoVIQreL3oHdojPs4feRbj3WMxauaEalEhzJ6WIlYc+CA+xqaZU1lfvYkPD35CpsPLpeMuINuYM+CLYHoSz9MbfedGZ0DwC238ed2T1AeaAKhqr+VgSzk3z/gaRkVXTDtZGDUz0z3TmDxvIoIgICoGOOKlFBT8/P6TR2kKtQDw6t63OdhazjcmXYOgDp7hQxBgV/Me/rb5mXjZrvoifrL4DjINWQPYsqFPVFYJhGRSU8w0tobISbcPdJN0dHT6kLpoLb9Z83/xlAx/3fQ035xxNdM8U+NGyjHH2EW3szTnDBbmzMOAhKBKA27Y6OjoMTc6JxVFkKmOVlHpr4obNocpaiyhPlQ/QC07fdE0kFRjzLA5itpAXdywOcxnNbtokVvjnwVBoEVrYnf7bor8Rfg5+SuviiCzfP/7CWWaprGncZ8eP9RLWn1hHFYjKTYTzb5w1wfo6OgMGQQB9jTuT8o1t3zf+/jENvb49rDHtwe/0NbpGLu7cR+aBkbVhKD23a6ujk5vGDxLrzqnPIIIG+s28a9tL3HLnK8mf4+AJOpdcjBh6OR5iIKIKHSsi9TJtdy/+iHCh4JIvbY0vj/32zgF10lrpyAI2IzJ6jQWydxJbZ2e0OqPYLcasVsMtOrGjY7OKYfZYEoqsxotvLZnBWvKNwGwIH9m52OswUzCdr+OziBA37nROWm0KS08u+M1AJqCLUzwjk74fknhXLxm70A0TecYZFq9jEsbmVB2waizcEnu2AdJ483978UNG4D6QCO7m07ujomgSFw69oKEMpvRytjUUbqLRC9pD0SxWQxYzQbaA8kqhzo6OkMXTYOxnlFJhsu5I5ewvrIjXcP6ys84d+RiBDoGdqvRoo+xOoMSfZlc56QRUsLIh6Sen93+Kt+adTWzcqdS0VbNmNThjHAVIsp6lxxMGFULX596NftbiyltrWRs2kiGOQpAjb3gVE2hqr026bj6QAOCICS5OvQnBdYC/mfxbWyv243dZGNC2lg8Uqr+4u0lvmAUq0k6ZNwMDplPHR2dvsMjpfKjhd9lV2MRQTnARO841lVsir+vARRVYU/9Af5nyW1sq90VH2NTpTR9jNUZdOgzSZ2ThtvkJseZGZ8M/3XjM6Ra3fx08R0YZWvCzrYoCoiigCzrutADjQ0HU1xTmOaZGlM7OuI5SZqRMwvn8/S2lxOOmZg+tl8V5DpD0ESyjbkUFBagqiqKoukv3T7AH4piNhmwmCR950ZH5xRE08AjprEkawGpqQ7q69sZm9bKe8WrE+qNTx9FliGHnPxcNC02vupjrM5gRDdudE4aRtXMd2Z9lWd3vMLO+iIKXLl8deqXMCnW+HxZEKBBqWdDxWYaAi0syJ/JMNuwAW23TozOjBVN05jmnULrmDbe2v8hJoOJKydeQp4t76S7YSuCTHmgnDX7PiXF7GRe7gwyDFkndffoVMQXjGI2ilhMBhrb9JgbHZ1TDUEQqJNrWF+2mba97SzInc1IVyFXTvo8r+55Cw24dNznGOWMuSif7IUrHZ2eohs3OicVt5DGt6d+lZAWxCSYMaimhJWfZrWJX69+iJAcm0Stq9jETbOuIzt9/gC1WKcrrJqNCwrO44z8BQiI2AT7gLz8in3F/HH94/HP75es5ieLbidN0uO4eoM/FMVyaOcmENJ3bnR0TjUalTruW/0QUSX2972mbCO3z/0GSzIXMjtzOqBhxa7v0ugMGXRBAZ0+JSj4KQ0epCxUSlgIdlpHVA3YNCcGNVmhpaSlNG7YHOal3W/SHvb1S3t1TgBBo1Vr5kBgP3VyDYoQRVPBqjmwaLYBMWw0SeHVvW8nlEWVKHub9utS0L0kGJIxG0XMRolASO76AB0dnUGDIsjUy7UcCOynRW0CIXF8PiwFfdiwOcyre99GFRUsmg2Lphs2OkMLfedGp89o1Zr547q/URdoBGCYK5ebZ34NByndPofWiS+Tqqm60OQgQRCgJHiQP6x7LB5seuHoszmvYCkGzThg7dLQOnU/UzU9Zqu3BMIyOUYJs0kiGNGNGx2doYIiyHxUtYaXdi8HQBJEbp37dcbYxySMl+oxxk5N09DXhk5fKioqOPvss3n99dcZM2ZMr861dOlSbrjhBq655po+at3x0XdudPoEURRYV7kxbtgAlLZWsqNhd49Wzoe7CjBJiZPkL4w9nxSzo6+aqtMLggR4fPOzCSo6y/e9T31kYJOvioqBS8aem1BmEA2MSxutrzj2kmBYwWSUMBslgmFloJujo6PTTZqijXHDBkDRVB7b/Ax+rSPRsqbBuLRRSTnNLhlzLqKqr3+fzmRnZ7N69WpGjBgx0E3pMXrP1ekTBBF2N+5PKt/XdJCFmfNRlO6toKdKXn686DY+LP2EhmATZw1bwAjn0PvDOlUJKSGaQ61J5a3hNrKNOQPQog5GO0fxvXnf5P2S1bjMTs4sXIjXkKEbN70kFJExGWLGTTiqGzc6OkOF1kh7Upk/EiCgBLFJHQuGXkMGP1r0XT48uIbWSDtLCxcy3F6o5+Y8zZEkCa93aMas6js3On2CqsCi/NlJ5bNzpnRp2AhHbO1omka6lMGXR3+RW6Z+g7GOcRi15NgcnZOPIAg4DA4KXLmJ5Qh4rWknLbZFOMaFJM3ISNsobp56A1eNvYJMQ5Zu2PQBoYiC2ShikAQURUXu5kKFjo7OwJJuSUUUEqd5mfZ0UoxOgPiYrWmQacjiqrFX8KMltzDKNhqph27G3R3/jzV+63SfO++8k1tvvTWh7JFHHuHSSy/F5/Pxox/9iNmzZzNv3jy+//3v09gY86ipqKhg7Nix/OUvf2HOnDl85zvfQZZlfvGLX7BgwQKmTp3Kddddx759+xLqFxUVAdDa2srdd9/NnDlzmDt3Lj/84Q/x+/0ARCIR/vCHP3DWWWcxZcoUrr32Wvbs2dNp+1VV5cknn+S8885j8uTJXHbZZaxbty7+/bXXXsu9997L5z73ORYsWEB5eXmPf6OTatzIssxvf/tbFixYwKxZs/j+979Pe3vyyoLO0EEQoEVrYkPDBkJymG/PvgavPY18Vw43z7mO2kADm5s306a1JB0bIsAe3x7er/qQA4H9RAjFv1MUVc9xM0gI4md3+27er/qQMl8535p5NdmODCCWofr2eV9H0RRW137Cp00baVGb+sXQCeBjV/su3q/6kJJgMVGh84SSsqx2e6dQp2tCkZhbmiAImIwSoYi+e6OjMxRwSx5unXMDdqMNgAx7OjfNup6IGmFb6zZWVq+iIlKOIsTcjBVF7bHxoQoyFZFyVlavYmvLVny0dVovTIAifxHvVa1kn7+I8BHv+6FO+45VlD38LYrvu5yyh79F+45V/Xq9iy++mFWrVhEIBOJlK1as4KKLLuLHP/4xlZWVPPnkkzz55JP4/X5uuummhBir1atX88ILL/C9732Pp59+mpUrV/LII4/w+uuv43a7ueuuuzq97i233MK+fft47LHHeOKJJ9ixYwf3338/AD//+c/573//y7333svLL79MVlYWX/va12hrS+4PjzzyCH/5y1+4/fbbee2115gzZw433nhjghHz4osv8vOf/5xHH32U/Pz8Hv9GJ9Ut7Xe/+x3Lly/nD3/4Aw6Hg3vuuYf77ruP3/zmNyezGTp9SJPSyK/XPEQgGlNGEwWRuxfdTFiJ8IdPHosLBLgsKdwz/xZSBDcAshDl37tf4dOqrfFzXTBqKRcWnoeg6huKg4WoGOZf219gW+3ueNml487nh/O/S3O4FZvBSku0hV9+/Md48L7daOOHC2/FI6b1WTsiQogntj3H7vp98bIvTbyYM7MXo2sG9C/hqILREPubNBslQhEZh3XgxCN0dHS6iSYw1jGWny+5k0A0SIrJiazJ/O+Gv1J9KJk2wE2zrmOya3KPc4IJgsDu1r38ZeM/42XZjgy+N/fb2LQOtzdFlHm56E1Wl22Il509fCFfGHkRoir14gYHnvYdq2hY/ijaIZVXua2BhuWPAuCctKRfrrlw4UKsVisffvghy5Yto6SkhKKiIiZPnsyDDz7IqlWryMzMBOD3v/89c+fOZdOmTWRlZQFw3XXXUVhYCMBzzz2HxWIhLy+PtLQ0fvazn1FcXJx0zX379rFhwwZee+01xo0bB8C9997Lxo0baWtr49VXX+WPf/wjixcvBuC+++7j3HPP5T//+Q833HBD/DyapvHUU09x0003sWzZMgDuvvtuNm7cyJNPPslPfvITABYsWMD8+SeeAuSkzSLb29t5+umn+eUvf8ncuXOZOHEid955Jzt37tST7PUXgkqL2kh1pIqI2Lksc69OLwjsaNjDyNRhXDHxQi6bsIwFBTPZ11TCSzvfTFA+aw21UdJaGv/cEKlPMGwA3jqwkla5uc/bqXPi1IXqEwwbgP/ufQe/HCDd4MUm2Xi96J0EVTJ/NMCuxr0JuzeCCG1aC1WRSgKCD1GMyYZXRSpp05qT5EmPpjZUl2DYALyyewVtanL8j07foaoasqxiOmTc6Ds3OjpDDEFDVmUiagRZk6n0VSUYNgDPbH/lmKkbjkdYCPDMjlcSyqp9dVT4KhPKmiKNCYYNwPsla2iONvX4moON5pXPxA2bw2hymOaVz/TbNQ0GA+effz5vvx1Lf/Dmm28ye/bsuIvY+eefz/Tp05k+fTqLFi1CluX/Z++8w+Oorv7/mdnZXrRa9S5ZLnK33LuxDbiAjenFhkACJOQFQvKSEBIISfiF8qZDAiEQCCH03k0HN4x777Zs2ZLVu7bPzO+PtVder2zLRpLb/TyPnkd7986dO7uzM3PuOed7KCkpiW6fldUWWj5v3jz8fj8TJkxg7ty5vP322+0qo+3YsQOTyUSfPn2ibcXFxdx0002UlJSgqiqDBw+OvmcymRg4cCA7d+6MGae2tpb6+noGDRoU0z506NCYvofO8UToNs/NihUrUBSF8ePHR9smTZrEpEmTumsKZxVhKchX5Yt5c8t8dF0nyZbIj0feRKKc3Gn7kCRIMDswGUy8ujGiyJLvzmZU1lC+KFkS198XbnNDH66pDxGLPqSFRSbYKUR735OqaxG1NENEgrkxEB9a2hxoRZIkdF1HlzTW1q/n6dUvE9bCOEx2fjjyOzyz+mWqW2sxyAauG3QZw5KGIOntr+K1N4+QFkbVVHG+dCEHvTYHQ1XMRlkYNwLBaUJ7195rBl0U188b8qHqx/+71nQNb9Ab13749TqotV/8N6SF4PR23BBuqj2u9s7iwgsv5KabbsLv9zN//nzmzZuHqqoYjUbefPPNuPBCj8dDY2NkMdBsNkfb8/Pz+eijj1i4cCFfffUVTz31FC+++CJvvPFGzPZGY8Rb317Y4qHjHYqqqmhabGiFxWJpd5zD+x5pzI7SbY8Fe/bsIT09nc8++4zZs2czceJEfvWrX9HSIoozdgUV/kre2Pxh1CtW663nhY1vockdq1MhSaDJYaSjnCE6GroEK8vXRdt2N+yjpL6UGT0nHzaeRA93XvR1ijWZJGtiTJ9ennwSTbFtgpNLqi0Fl9kZ09Y/pTduoxsAWTMwrXBy3HaDUvtGi3nWh+t4cuULZLvSGZVdjEUx8+TK5ynO6A+Aqqk8s+ZlasNHvhmk2VKxm2wxbcUZA3ApCd/m8ATHIBBSMRrbnj6MioGAMG4EgtOCg9feg9L9LcFWvCE/xsNkn8/rMRGbZG9/EIMW+WsHq2Tn/MJJuMxORmUX0ye5B0ZZIdOREdMvwewgzR67sJrlSsdhPsI+TyMUV/vh10dq7yyGDRtGYmIiL730EiUlJUybNo0ePXoQCoXw+Xzk5eWRl5dHQkICDz74IOXl5e2O8+abbzJ//nzOPfdc7r//ft5++21KS0vZsGFDTL+CggKCwSA7drSp4i5YsIBp06aRm5uL0WhkzZo10feCwSAbN26Mk5F2OBykpKTE9AVYvXp1p0pOd5vnxuv1UlVVxRNPPMEvfvELAO6//37uvvtuHn300e6axllDrS/e3bu5ZjsB3Y+Vo9eMaaWZr8uW803Zanp7enBej4m4pbYfqiRBRWg/C/d+E1k5P4zl5Wu5Y8RNSIMkPt75FQkWF5cUzSDVmBaVlrTodn4y+mbe3/EZW2t2MjRjAFPzJ6BoQhntVMKmO/jpmFt4b8en7KgtYUTmYCbnjYvWP9B1KHIXct2Qy/h4x1dYFDMXFU0jw5IOB+6HDcFG5g6+mO21JextLGdwej8cJhsGOXbJrs7XQPIBoYLDcUhO7hr7P7y77WN21ZcyKruYSTljT/t47VOdQEiNhqQBmBQZvyjkKRCcFtQFGuIKY7+39VPuHPcD3t36CZUt1ZyTP5ZRGcPichc1Kcyu1hLe3fYJALN6n0eBvQCD3vbYqGswIXcUNpOFJXtXkmJL4qfjbyFJSY4ubgE0+Jo4t3A822pL2FVXSs+kfHok5tLkb8ZhOr0XqBInz43JuQGQFDOJk+d26X4lSWLmzJn89a9/Zfz48bjdbtxuN1OmTOGuu+7ivvvuw+Vy8dBDD7F7927y8/Opro6vR+f1ennkkUdwu90UFhby3nvvYTab6dmzJ4FA2zEVFhYyfvx47rnnHu655x40TeP3v/89Y8aMwWazcfXVV/PQQw9hs9nIyMjgiSeewO/3c9FF8Z7CG2+8kccee4yMjAyKiop45ZVX2Lp1Kw888ECnfT7dZtwoikJraysPPvhgNGbv17/+NfPmzaOqqorU1PYfag4nKen4ijmmpDiP3ekM4PDjTFPjVw16e3qQnODGZrQecRx/yM8zS99mxQFvTHlzJasrN/LAuT8jxR4Zs6R+Lw988SiSJDGrz7lxYwxO60uWJ5WcpHM5p8doFFnBarTEzxkn/5P0HXwhH/Z2HnaPdYynCsd7Tp4IJ/PYU3DSI+l6fGE/DpMdWY515y3cvYnXN33AkPT+BNUgjy/7D78853b6pvQEoLHWzVOrX6TRH1FNKW+uZGBaEUMzBsaMk+ZKIiXpyMeZjJMeSd/DH/bjMNvjJE6P+7hO0fOpM+isc7I5qGGzKLjdEa+Z3WbEZDF26md3pn0PZ9LxdOaxdPScPJM+v5NNc138c4AO5LozuWvCDwmogTjPPES+g9XlG/jz0iejbX9e+iR3T/wfijMGRNs0XePT9Z/z5ub5AJQ1VbCpehsPnHsXuUltOROBRg+/X/oPchMyGZDWhz0N+1izfyMPn/9LUlyn9/d9UDSg/ovnCTfVoriSSJw8t8vEBA5l1qxZPPnkk8yaNSva9vDDD/Pggw9yyy23EA6HGTZsGE8//fQRw7yuvvpqqqqquPfee6mrq6Nnz5489thjpKSksG/fvpi+//d//8f999/Ptddei9lsZvr06dx1110AUYW1n/3sZ/h8PoYOHcp///vfdp/tr7vuOrxeLw8++CANDQ3069ePZ555Jiaf59si6d2Uzf/WW29x1113sXHjRhQlYlPV1dUxZswYXnnllZhEpKNRW9sSsyJwNFJSnFRXn/lS0+0dZ0gK8knpF7y//TMAEsxO/nfM90mSU2nWGylr3Q9AliMTJy6QdGrC1bSEW/j94n/E7eOnY24h31oAwLrGdTyx8r8ATOs5iQxnKq1BL5quYzdZ6Z/UF4fu6vJj7Go6epM9nnPyROfRWceuSxrVoSoqvdU4TQ4yrBmY9XjDs8PjySr/3vQiE/JG0uBvwiDLWBQL+5sqOTdrCpqmU+LbxR++jj+nrh44hxfXv4UkSVwzYA6jU0ciHyHnprM5na8NHTkvO+uc3L6vgec+2so150YSTD9ZsZcBBR4mD83+1mPD6f09tMeZdDzHcyyddU6eSZ9fV6NLGlWhKqoOXMszrRmYDruW65LK8tqVPLf2DTRdw6KY+dGoG8mz5B2xBlhKipP6+lb+tfG/LCtbE/PepLzRTCucTFnzfoyyQrozlV998XuCh+XY/HDEd+jv7B99LUk6G5s28cTK5wlrYYyywg9HfIc+jj5dVotMGMlnN93muSkuLgZg06ZNUZWEnTt3Isvyt1ZFEMRj1E1Mz53KqMyheMN+UiweLLqder2Whxb/jZZgRFXDabLzi3G3Uetv4I9fP8HFfadjkGTUw3zUh3pVDo3XdZjsvLv1U2q9EZUzs2LmF+PycRg617gRfHskSWJz0xb+tvzf0bYRmYO5pu9lmPQTS96TJJmpPcbxl6//RUCN1J1Jtnn4/vC50XwvRY6/zBgkmX7Jvfj52FtxmOy4DYlIulAGONWIhKUdmnMj4w+JnBuB4GQiyxLrGzbHSDCPyirm6qJLMB5yLVdRqfc1cWm/Gai6hqZrNPgbyTvGepaug8MYmw8jITEovS+//uoPUWPmkr4zMCvmOONGkWKv+bou0d/Vj99O+ilNgWYSzC5ccoIosizoMrrtaSIvL4/zzz+fe+65h3Xr1rFu3bpoBdLk5M5T8BK0IesKSYYUcsw5WHQ7sizx9b4VUcMGoDnYyt6W/fxnzWtc1m8mPRJz+f6IeSRa2+Jge3l64DI7CMmR+MtsZzZuiwub0UpADUQNG4BAOMD8XV8ii+fUUw4fLfx77asxbcvL11LprzzCFh1Ahk92LowaNgA13jp21u2JSkGnWVLo5YlNFJzV+zycRgdmowmTomCQRO7MqUgwpKEcknOjGGQhKCAQnGRa9RaePexa/k3Zair9VTFt1YEa3tn6Ma9ufJ83Nn3IW5s/4t9rXqFZb7/Q5kFUVWNC7ih6JOZxcd/pXNx3OlMKxrFg9zcxhsynuxZxad8ZMdsm2zxkOzLjxtR1CatswWGyYzFYQO+CSs8CwQG6tYjnww8/zEMPPcT3vvc9dF1n2rRpUXEBQdcjyxJ7m+IVM4JakO8MvYy3N3/Eqxvfx2a0ctXA2bQGvNhNNhoDzfzi84dIsyfz/WHXkm7M4K4xt7K7qZTtdfHFnsqaKlAlFel013g8wwhqoRjD9iDekBdOUHVR1YNUtcarnNV465BlGU3TMGHhyoGz2Fy9jarWWvISsunpyeOP3zzB3sZyXGYn1w25lL7OIhAFXE8pAiEVxdD2EGIUxo1AcNIJakFaQ/ESzIdfy73h+D4BNUhQDR5TgtlldNE7KZ+3t3wMwHmFE8hxZ7C2clO0T1OgmUxXGjcUX8Gu+lISLE76JvfCKtk4VMdAkqAsuI8nVv6XGm8dqfZkfnDgWUJ4bwRdQbc+SdhsNn7729+yfPlyVqxYwe9+9zvs9tNfCvBUQJJAUWQOlyBXFBmzuc2GnVM0PS4hPD8hh4+2f8W22kiRJ2/Ix9OrXqbAk8Prmz/g9U0fAFDZWsNfvnkKL624JDeD3YMYlhGfK3VO/piompbg1MFpcDAwtSimzSAbSLOnYjDIGAxHXkmTZSnmPILIuWXSrYzJGRbXv39qHzRNx2CQadTqeXDh33h366dsrt6BLMn8a/XL7G2MGNpNgWYeW/YfqkKVGAwysixW9E4Vggfq3BzEJOrcCATdwtGuyU7FSb+UXjFtiqyQZo9N3k61pWA2xCqQ5rtzcBmPHTa+tX4783d8RYYzlQxnKh/t+IpESwJWxUKeO5s0ezL9Unrx0Y6veGb1K2yo2sonOxby8KLHqA5GPEhms4Isy7Tqzfx56ZPUeCMqrlWtNfz5myfxEr/YJhB0BuIJ9AygqqWGFTXrWVe1mYGpRfRP6osdB9VaBct2r6aqpZaR2UNoCjSzraaEW0dez6aq7SwqXcbFRZEcm/WVW+LGrWypodEfm9zZFGimPtCA1WRH1yHbms13h1zJyxvfJagGmdFzCoOTBtBNOhWC40DSFOYOuITXtrzHyvL1pNmTuWnYNTQHW/hw5+fYFAtjsocfkOxuu6nWU8Oq8vWU1JcyMK0vRUk92dtYzvLyNRS4cxmS0Y+mQDOf71qMSTFx1YDZJFoSeGf3BzQGmhieNZienny21uykxluH2+qMGjYH0XSNSm81n+xaiNNkj8xDSROreieZQEhDMbQZN0aDTLO3/YJ8AoHg26NJKmX+MhbtXXbEa7KsKlw74LLItXz/etIdqdww5ArccmLMNdMlufnJ2Jv5z5pXKWuuZEBqH67qP/uYJRcURWZb7S6uHXwJ22t3AzClxzh8QR/fG3oVS/etwma0Mj5vBI998x+AmPB0TVZZVrecdZWbyHfnUujJxRvyxeyjOdBCfaAeq0kscAs6H2HcnOaocohnVr7E6oqNAKzav57+qX24esBs/rjkCZoPhCGtKF/HrD7nsb2uhGVla/ifkd9hZsFULNgIKn7SHSnsb4mN102wOKNV5g9ikA3YjW3FFBXdyIjk4fSf2BcdDZvkiNPLF5w6OHFzfb9ruLKvF6NkpMxbxu+XtCmZfbZ7MfdOuIMUQxoArVITjy//D2VNFQCs3r+RcTnDsRotrChfx4rydXy5+2vumfCjSP0bSSKohvntgj9FY7OX7F3JVQNns7t+LwE1iKppOE326Ll5kHpfI0v2rgDg85LF3DPhDpINHZOIF3QNwZCK8VDjRhGeG4GgK9nj28MfDr8mj7+DFCUtpp9LSuSG/tdwVT8vRsmEUTPHLQb58fLi+rfo4cljVM5Qdtbt4YvdX3Nx4YVIRwkB1jSdQRl9eXTpM9E6Oav2b+DGYVfxt2X/jvb7et8q5g6aw79Xt+X/TMofzcI93/DV7m+AyD3j2sGXHuFZQhg2gq7huMPS6urq2L9/P+Xl5TF/gpNDbbAuatgcZGPVVkqbymMeHifmj8JmtHBpvxnM6nMen+xcQAAffnxoqsb0XufEqKANTu+LSTZyZf9ZMWNfO+hSEmR3TJum6Vh0G1ZdGDanA5ImY9MdmCRTVCr8IKqmsq5qUzQ0bL+3ImrYHGTJ3pX0T23To28N+WgINlLWsp8qbw1barfHqecsLl3BkIyINOibmz9i3uBLkA6JoZyQN5ItNW2Vj0NamM212+LCLAXdSyTnJta4CQi1NIGgS5AMOu9va+eaXL253XBdSTNg050YtfaTJit8lfRIzGNoxgA8lgSmFIylrLmCJrXx6POQJFaVr48pADoorYgPtn0e0y+khvCHAiQcUitnZFYxC/Ysi+m3YM9Sruh/YUzbvEGXxD1LCASdRYc9N+vWreOOO+5g//79Me26rkckZjdv7vTJCY7NEcO/Dmmf3uscdtTuZsGBlZQEs5MrBlzImspNLNqznNtG3sAH275gTt9paLqGQTZQ2lDOroa9rK3YxO2jbgBdwmNJJMmYLFROzhB0iJP8BlC1trb2zi8dHQ45Bf5n5HX8+esnafA3YVUsXNhnatw2mqYxq9d5jMocSoo1iUSTm3sn/ojK1mrclgRWla9nYcWyw7bRiexIxKadLA4XFFCEcSMQdBmRa3L870vTTuw3ZzdasBkt/HXp00BEgv+m4ddEFjKPcVnVDusgSzJaO/cDCYm7x93O/pZKbEYrJqMxbuw9DWVcNWA29038CfX+RjwWt3iWEHQpHTZu7r//fhITE/nJT35CQkLCsTcQdAvJ5iT6p/RmY/U2IHLxmtl7CnnubAal9WVz9XZsRis76nZHt2kMNLOhcistQS9lzRVsqdnBOfljeHnjO9E+dqONLFcaO+p2s2DPMi7tO5NEgwdJEwpoZwyqxAU9p7K1Zme0SZZkhqT1jxbby7RnkOZIobKlOtpnROZgttVEVPJGZRezpHQFDf6ItGhQDZLlysAoK4S0cHSbKT3G4jEkkeg4IPuuQpohkzRXRDLUlxxgbeVmhmUOJKAGWVG2ln4pvUXu1kkmGFIxGw+pc2MwEAwL96xA0CWoEhf0msq22jYVUlmSGXTINfl48GtB3jvEE6TqGs+tfYN7Jt5+VONG13WGZQxkY9U2RmUPAWDN/k3M6TuNf654PtrPIBvok9QTl+zC6DRilBQMsoExOUNZsndltF+KzYPH4sGhJZDqSD+wk+M+HIGgw3TYuNm6dSuvvvoqffr0OXZnQbdh0Ix8f+Q8vt6zkq21uzinYDRvb/6Y+Tu+ojijP7eOup4NVdvitttVX0rPpHwAVlds5LuDrsZjdbNgz1I8Nje5CVm8t/VTrhtyGUv3ruK3X/2Zfqm9uaLvLNxSUjcfpaCryLfnc+eYH/DZ7kXYjBam5I0/kLwaed+uu7h15PUs3beKnXV7GJLej0GpfdlZv4e+KT2ZlDea59e9GR3PZrJR563jttE3sKR0JS3BVkZnFxPWVIIEMR5BczrXmcW43OF8tOMrrIqFawbOwWP0gHiOPqkEQxoOizH62qTIBEXOjUDQZRQcfk3On0DaIdfk46ExEF/PpjXopSXoxaV4jridLEvU+RqY2Wsy7x8IRbug9xQUycBPxtzMZ7sWkWB2Mjl/HHbFxpu73mfBnqUk2zzMG3Qpc3pPJ8+dzer9GylIzGFM9jAcmlgU7w6mTJnCd7/7XebNm9fl2//85z/H6/XyyCOPnNC+upIOGzfJycliFfUUJd2RwoS08QxJG8B9X/0BfzhSbHPZvjU0+pu5ov+FfLJzQcw2/VJ7sak6kuMwInMIRs3MANcA+g8t4h+rn2XhnmXM6DWZtzd/FF2VX1uxif3NVdw9+nZM+jFKHAtOCwy6QoG1B98f0BNJgnBYi95EJSkS3eghhdn5M5AKQQ1paBoM8yQxImUYEjAkoz9lzZG8nJZAKwmWBP605ElyEjKxGS08s+ZVZvU+F4tsQdPjQ90kSWJt9Ube3DwfiEiR/2PFf/n5uFvJMed258chOIxgSI0p4mlUZIJhYdwIBF2FQTce8Zp8vKTakg+Ek7WtEqXYk0g0u0Ftu8Yfjqpq2E1W/rnihWjbi+vf5qZh1zDA1pM+g3uj65EQutd2vs0XJUsAKGuu4PdLHue+iT9hYto4JmdPQFcPHIOgW3jttdewWq3dsv0vf/nLU9Yu6LCgwPXXX88f/vAHmpqOXtlWcHLQdZ2K1uqoYXOQrTU7MUpGZhedh0GKfN0D04pwWxKoaqnhnLwx9PX0jl7gpJDCZX0vJNWejM1oiRo2B6lqraEuUNctxyToPlRVi96AmvQGVtWvYkHlYipC5ehS5L1QIGLYQOSGqIZ1wmGdcdkjGJzeDwCn2REtFLu3sZytNbtQNZXFpcsp9Zby+f4vKfHtIiQF2/Yth/isZFHcnDbVbBM1b04ygbDWjqCAeFARCLqaQ6/JJ0qKksoPRsyLKpym2JP4/rC56Cqsa1zHl/sXsi+4F00Kx2xnMMisKFsXN97ysrUYDDLhsIaqavh0Lwt2L43po+ka+1sr0TQIBb79MQiOD4/H862Mm+PZ3ul04nIdu2bSyeConpvx48fHvK6pqWHMmDEkJCTEFYJctCj+4UTQvViVeG+K2WACSWdbzS4u6jsNCYlAOEDflJ6MSC8mwZAQVxU+xZDG3WNupyZQA3wY854kSZiVEyxnLzjladIbeGjJozQGIvWNJCR+OvYW8iz5R9wmAQ/fGziXmj41GGWFvY1lcX081kTe3/EZaysi1a0v6zuTKZmT0HUJGQOptiTKmytjt7G4T9lVobOFw6WgFYNMSHhuBILTA01moGsQ90zMoiXYSqLZjaTDH5Y9wf5Drre3DL+OgQkDo9dbTdPJcKQBG2KGy3CkxeT+KJKC25oQU+MGwKIcvY6O4Ntx5513EggEePTRR6Ntjz/+OB9//DGNjY3RsLJrr72WXr16sXjxYpqbm3n55ZdxuVzcd999LFiwAKfTyY9+9CPuuecePv74Y7Kzs2PC0n7+859jt9tpaWnh448/JjExkSuvvJLvf//7QHxY2vz58/n73/9OaWkpubm53HnnnUyaNAmAN998k3/961/s3r0bi8XCuHHjuP/++7vMODqqcXPllVfGyLUKTm3SLKmMzBzCsvI10barBl5ESX0pW2p2suVA4vjIrCGUN1eSn2BCRcVwwIEXkHzUBeqxKmYSZA/p5gymFZ7DRzu/jI43u/f5uA2JIhnwDGVXw+6oYQMRZbTXNr/Hj4f/AFk98uVCJURQDaLpGr2TC0mxJVHtrQUiSaejc4fy3JrXo/3f3PoRw9OH4JTcoErM6jONjdXboiIEHqubPp6eoojnSSYY1mLC0hSDhKrqaJouvGoCwWmApmm4SMRlTAQNtrduizFsAJ5f/ya/mdiD5qCXuppqnJKL0VnD+GL3kmjxTavRwtjs4bHCBpLOBb2n8NyaN6Ky0fnurJhaeGcDC/cs48V1b1PrrSPJ5uHqQRcxIW9kl+1v1qxZ3H777Xi9Xmy2yGf94YcfctFFF/H888/H9H311Vf55z//id1uJycnh+9973s0NDTwn//8B6/Xyz333IOqHnnB6uWXX+bmm2/mjTfe4MMPP+RPf/oTkyZNoqioKKbf0qVL+fGPf8zPfvYzpkyZwieffMKtt97KBx98QGVlJffeey8PPfQQxcXF7Nq1i5/+9Kf85z//4dZbb+38D4hjGDe33XZb9P/y8nLS09PjPDaqqrJx48bDNxWcBBTNxFV9L2ZC7igag02k2VLIsGYwf0+bWsoFvaeyq35PtOjWkPT+zO13CX4twF++eZJaXz2yJHNJ0QwmZI5lev5UBqf1o85fT7LVQ7olA0k/7vJIgtMASQJv2BfX3hxoQdW1I8aw1lPDk8tfYE/DPgBGZw/ljjE3UtFcTVAN4rG5+eeK52PivlVNJayrUUnpDGMGv5r4E8qa92OUFbKdWTg4Nd3dZxMRz02bESNJUrTWjdUsakALBKcbh9cgAxic3o93tn/MF7sjuTO5CVn8cNh3uGf8HexrKUfXdXKcWbjlxJgFJ1VTsRttzBtyCd6gF4NsINHiJhAOgjFuN2ckC/cs44nlzxNUI6HWNd46nlgeMTC6ysAZN24cVquVL7/8kpkzZ1JSUsK2bdu44IIL4oybsWPHMmbMGABKSkpYtGgRb7/9dtQ4ueeee7jpppuOuK/c3Fxuv/12AH74wx/y7LPPsm7dujjj5oUXXmDq1KnccMMNANx44434/X5aWlqwWCz8v//3/7jwwkito6ysLMaOHcuOHTvoKjp8d5o6dSqLFy/G44lV2CgvL+faa69l7dq1nT45QQRZhrASRMaAFFJQ5RAG3YCEjEELoKtt8bJm3UoPWyEcWDiR0BmeNYgFe75B1zVAZ3N12wm1pmIjg9L6sq5yM7W+iGtZ0zVe2/w+vT09yDLnkG/LJ8eWjQFFFOk8g9F1KEwsQJZl+ib3wma0sLFqG9N7TsYiGwnIAUyamUPK4CAb4MudX1PZUs3wzEEE1CDLytYwMK0PxZ7BaOj4NV/0wn+QQal9SVASompoug4eORlPQnI3HrHgWIQO89zAQVEBDauIThUIug1JAk1WkXUZXYssOMiyhEELoMlGVO3InlRJBpUwCkYyHekYZYUenlzclgS21uyiV1IBT696Kdq/tLGMz3Yv5OIeF5LgTIy2H+5JNxvMfF6yJKacAMBPx92CLEuECZ3xzw0vrns77v4WVIO8uO7tLjNuFEVh+vTpfPTRR8ycOZMPPviAESNGkJ6eHtc3Kysr+v/WrVsxmUwxqsfFxcVH3Vdubqyoj91uJxSKN5B37tzJ7NmzY9oO9crYbDYeffRRdu7cyc6dO9mxYwfnnXfe0Q/0W3BU4+aVV17hjTfeACIJ6zfddBNGY6w5XlVVRVKSkAbuKnxSC5vrtvHZrkUMyxyIRbGwYM83pNqTuDBrBAkL3ySYmIF1yHT81rYTW5IkqkL7eX/LZ+xvqeKC3pNxmJ0sPqxyMMDaio14w/649jp/A06Tky9KFrOhagvF6f2ZkDMGJ0LS8Uwl3ZzK/465mQ+3f0FlSw2X9ptJr6R8/rvlNXbVl1Kc0Z+x2SNwE/nNB6UAqhZmVp/zWF62BrNiZt7gi6lprePdpo/YVL2NaYWT+dm4W3hzy3z2NJRRnNGfyfnjkDWx8n+qEwxrMTk3ACbFIAp5CgTdSEDysb52I5+WLCLFlsSFvc4lV7IT2ryE5k0LMaX1wDbsAgK29DgDpEGv5ZPtC9heV8Ko7GLGZA7np+N/wIfbv6SsqYIL+0ylprU2bp9rKjdxYY9pKBw5f8an+uMMG4BGfyOf1H3ON/tW09OTz3k9JpF4hpaQqPW2L7B0pPbO4sILL+Smm27C7/czf/78I0o3m81tq1CKohx3HqvJFP/9tzfG4bbBoSxZsoSbb76ZWbNmMXr0aG666Saefvrpdo2kzuKoTxfnn38+q1evBmDNmjXk5uZiscQmrQ8YMIDLLrusyyZ4NiPLsLluG/9a9RIp9iRagl5e3xRJ8N/bWM66is38st9ULB8/h3fHSjxX309AcQNQr9bywOJHoy7oF9e/w5UDZjEorS+bqrfH7Kdfam82Vm6N23+CxcXfVj5NWVNE5re8uZItNTu4fdjNKJpIGDwTKfPv5Y9L/hkNIXtu7etc0ncGays20Rxspby5kj0NZXx/yLXIYRMmzOS4M/nPIfk022p28aMx3+Wfy5/HG/bzz5X/5ZJ+M9B0nQFpfdhcvYN6XyM39L9GFIU9xQkdppYGoCgyQWHcCATdgixLfLN/ZbTI9t7GctZVbuZXA6/AtDDibQnVluErWY3nqvsJGNs8LV6phf9b8jiNB1RP39j8Ibsb9iEBq/dHxAJeXPcW1w2Jf4YrSu6JSTIdtdSYRTbT05PHjro9se1GM29sjjyrlDVXsKZyE/eMvQMbjhP9GE5ZkmweatoxZJJsR64j1BkMGzaMxMREXnrpJUpKSpg2bdoxt+nVqxehUIitW7dGw8rWr1/fKfPJz89n06ZNMW3XXnsts2bNYtGiRVxwwQU8+OCD0ff27NlDRkZGp+y7PY5q3Ljd7pjJ/PKXv8ThOPNOzlORFpoIan4+2xVRoRueOYivDpNcDGlhSp1OEmd8h+S9O9HryyHFDUBZSzkT8kaSZEtE1VRMBhOLdi/j6sFz6JGYy676UgAKPXk4TDYu63chuxvLaAo0IyExq/dULIo5atgcZGd9KbWBOtKM8e5PQfciSdCoNVDWsh+DLJNlz8SO86jbaHKY8kA5FS3VuMx2su1Z2PS2bbbX7YnJjQFYVLqcIRn9WXjA67ehaivVgVrSDBmomsrC3d/E9NfR2V67G7PRHPUILildQaEnP3oOlzVXcEmfRtxy194ABN+O9owb04GcG4FA0PX4dC/vb/8spi2shdnrraEQiYPqPpqvBb2+DLO5AbW5BoMzid0mPWrYHGTV/vXcMvJaCpPyos8Gtd56RmUX882+yGJ2uj2ZouRCQoQwHCV5JqAFmZA3iurWuqgQzaT80fjDsWFajf4mKn1VFFjPvOfHqwddFJNzA2AymLh60EVdul9Jkpg5cyZ//etfGT9+PG63+5jb5OXlMXnyZO69917uu+8+gsEg999/f3S8b8N3vvMd5s2bx/PPP8+ECRP46KOP2LBhAw888AAbNmxg+fLlbNq0CYvFwgsvvMD69eu7NOqrw3Eht912G01NTXF1biRJwmQykZiYGCc2IDgxGvU6Hl7ydybmj8JyQHY5qIYwK6aocslBmsN+nt7+IaNT+zLP7jiYn02C1cXuhn18tmsxEPmevjP4Mpp8zWS50hmWORCA/S1V7KorZYwhiZ+7B1JvtWKVZBIra2hMi9W+P4gii9X2U4EatZoHFz2K74ABkWRN5M7Rt+CS3O32l2WZtQ0b+eeKtoTDwWn9uHbA5Vh1OwAmQ/yNzKKYY5JQZUnGcOC3LkkyNmO8Jr6qq4QOyQWLjNF28TdIMrIkrhenMpquo6oaiiH2phfx3JzBQfQCwSmELMmYFRMtwdaYdsXq5HDZUinopeatP0RfGy77Udx4BknGG/Txyob3IttIEtcOvpQsVzq5CVloukZLsDVyjT6GeJCMzHvbPmN83ggsihlZMrC2YhOp9viHVkU+M8OQD+bVdKda2kFmzZrFk08+yaxZszq8zQMPPMCvfvUr5s6dS0JCAvPmzeOPf/zjUcPKOkJxcTEPPvggf//733nooYfo2bMnjz32GDk5Odx+++3cfffdzJ07F6vVyvDhw7ntttt49dVX0XW9S1SZO3y2TZky5agTMJvNzJ49m3vuuafdGD3BsZFlaNGbqfRWk+vO4sPtX/LDkdextWYXS/et4oLeU6IXJIBESwIhLYTZYMJqT2S/CZJlPybNgi/kZ+chrmJd1/lw+xfcPvp7PLn6RVQtsvJqkA3cO/426l77M3JTNQcvSQEgpWgMwzMHs6K8TSxiQu5IEg9ISgpOHrIBPtn5VdSwAaj11bOhZjPjUse0K6HcpNfxwrq3YtrWVm5iao9yCq29AOiVmI/DZI+5kU7tMY7/rnsz5nWyMQXCYNBhVtZwNlXviEqBWhQzyTZPzBhTeoyLkYKe2WsqLkOCOI9OYUJhDYNBirvuG0VYmkDQbRgkA9N7TuL5Q67dbosLjzM1pp8xJZdARWz+i3vnRnp7CthWVxJtm9brHL48JApE13U+3PY5k/JHE9LCKLKBfU37qWiuZmDigKPOzYKNOX2m8eSqF6JtyVYPGY7YufX0FJBmST1jS0hMyBvZLcbM4fTp04etW2NTCj7//PPo/88991zMez6fj1WrVvGnP/0p+py+bt06jEZjVCzs0O0feuihuH0e7f3Zs2fHiQoAJCcn8+STT8a1d5UMNByHcfPQQw/xwAMPcOuttzJyZORLXLVqFY8++ijz5s0jOzubv/3tb/z973/nxz/+cZdN+EwlLAVZVrmK1za9R0ANMji9Hxf2mcrC3d/wozHfY2vNThwmGz8ZezNbqncgyxIWxcInOxZw9aCL+GDbF3xRsoRUWxI3D5uHPxQvEFDjrcMsmbl3wh1sqNoCksTAlCIysVLbHJ9QaKyvYV7BOYxwZFLiraGHPZU+Kb0w6MqZeo06bdDQ2HdYyCBEPHFyeqQWyeEEtGDc6h9Aa8gLB5wvScZkvj98LltqduIN+eiVVECOK5PZfc6jqrWGHFcmRcm9IBxZ0ZP1MIk+Hz8YPpdtdSWYDCb6evJJks1cUziF5pCXQYn5JCXkc8OQKyltKqcoqZA8ey4cRd1HcPIJhTWMSvzKrdEgwtIEgu4iqAVYW7GJuYPmUNZcicNkw6pYqPE1kH/xTwnu3YSSlI0pOZvK538Vs62hcg+XTb+WrTU7qWqtJSchkwxHKh9s+zymX42vnkxXOv9Y/hwhNcyQjP70TiogrIePKiig6zoDE/tz19gfsqF6Kyk2D0VJvTBj4Y5RN7Kldic5rgx6uQsx6fFFxgXdi9ls5p577mHOnDnMnTuXxsZGHn74YaZNm4ainFmetQ4fzTPPPMOvfvWrqE41QFFREUlJSfzjH//gzTffJCUlhXvuuUcYNydAma+c59e/EX29tmITbouLitYa/vL1U9w59vv0tBeiqtCrsAePr3qWLbU7uGrgbD7ZsYCq1hoAqry1/Hnpk/x4zPeQkKKr6RAp3mk3WLBqDqZkRnJmdF1HlTRsfcfi3bTokBlJGBNTCb3zKPlNtRTa3YRb6glYbNiv/h0Bw9FzOwRdi6TJnJM3hpIDuVMHKU4b0K5hA+Axuuib3JPNNW1S4AbZQKY9Jfp6r7ecPy75J3ajDbNi4ouSJUzKH01Vay1WxcybWz7CZVrEz8fcjkmzoMlmVuheXlvxNv1Te+MN+fhw+xf8pPhqhiz4AElRUJvfwTxyNkOHXcqI1KEEg+LB+HQgGFLj8m0gUsgzFBYuN4GgKzEYZEDHJVnIsCTy/Lq3SLIm4g378IX8/HrM9wm6C5HTBhDWdAxaKwZnImpzW3J7yzmX8fCix0m0JJCTkMmbmz/iiv4XxD0bjMkeyofbv4iGH6/ev4EMZypmyYx6jKVMg24k15JPfl4Buq5HowZ62XvTx9kntuin4KQiyzKPP/44Dz/8MC+99BIWi4Xzzz+fn/3sZyd7ap1Oh4PeS0pKGDhwYFx7UVFRtBBPQUEBNTU1nTe7swRJgt0Ne+Pa11Vupn9Kby7vdyFZ1iykUABT1XpCnz7FVb2mcGm/mWyo3MaAtCIu638BhgM5DK0hLzXeBm4efg0eqxtJkhieOYhMVxr+UCTpL3IRilx0VF3GPupSbP3GgyRjcCWTPOs2Wjctwl44lITRswk314IWRvM2QTuykYLuRddhQFI/5hRNx2gwYjNa+c7gy8m15x5xG0trC1f3nMyQ9H5ISKTZk/nRiOvIaIp4cyQJShojxlJryEudrwFJkshwpNAnuQeqrjG95yT6p/WhKRjJvQvpQUpbq5g7+GKsRgtZrnSuHXIpJU37kU3myI1WklFsTtj0Md6PH0HZ+w2mcEvXf0iCb8URPTdCClog6DIMhDE37CC44CnC37yA0lDKFDmBSRlDqPc3YjGYua3oQtLrI/fhg8ZDQLaTNOenmLMiNUxMGYVU60EuKjqfEVmD0XWd6T0n0eBv4rbRN5BkTUSSJMbljGBUdjHba0ti5rGibB0BPdDheWuaHhcOLQybU4/i4mJeeukl1qxZw9KlS/ntb397RgqFddhzk5eXx/z58/n+978f0z5//nyys7MB2LVrF8nJogjf8aLrkNJOAl5+QjYzC6di1W3ougR7FlL7yVMY0gpYWLqcD/e21axJsSdxfs9JfLj9C2RJptZXx3vbPuOqAReh6SpL9q5k2d7VTMkc1W6eg9+YiGnCd3GMuQy1fDO1Hz+FHvACYPRk4iw+j+ZVH4GsgPnM+yGcjlh0K+dnT2F81ihkScKK/eg3E6MF6+t/59r+47h8+PUYm+rhzceRZ0U8rboOqbbY83Bqj3EsKl0eDYFbW7GJUdnFOM02UMGAwqD0vjy58sXoNl/vXcUdI65D9UakS53F59Gy7ktCdWUA+LYtxzHkPJRRV6MeI2FVcPIItqOUBhHPjRAUEAi6BqV2BzWvt+UytKz5jOTzrufCHTuZ1msCsq8Z+dOXUc77HocvMfisGdgv+F9cYR+qYiVVr+PNLR+zv7kSiBTtHpsznAm5I7h33I8J6WFskp31DRvi5lHgzsaIUYSgC05LOmzc/PCHP+QnP/kJ69atY+jQoWiaxpo1a/jiiy94+OGH2b59O3fddddxqTYI2sh35tI7qQfbancBYDVamNNnBmbVhgaYtBYalrwKgL/vSD7e91XM9tWttThMNgBm9p7MN/vW4Av5+feaV7ik73R21+/lrtHfA83W7v4lScIYqEdrKEPzNmHJKcK3YxUAobpy7P3HAeCZPA+8DVjQCViSI0aX4KSha2DFDjpox7gNBQ0OEs+/mZo3/4Dhm/fRAPugqaiuNq35PGcuRUmFbKmNJKYmWRPjcnuW7VvDJT0m4qzfg+5OiZMoD2thdjeW0XviFWgBH6bUXFrWx56vLWs/I23AJMKtjUjWBFR7KmFJCJGcSgTDalwBTwBF5NwIBCeEUfcjN5ajh4NI7nSCRneMt0ORNZqXvRO7kRZG9Tbj6jMaPRxAsrrRis9DTsnHEqhGa6pCsrpQHemEMRLCREiJXEsbfY1Rw+YgX+9byYyeE/FICRGRZx0KXQX0TMxjR31EhMhutHFBr/PQRV6k4DSlw8bNjBkzcDgcPPXUUzz22GMoikLfvn3517/+xZgxY1ixYgVXXnklt9xyS1fO94zFhoMfDLmeSl8FQTVEmi0Vl5wQvfBJgK5p0RftPcam2DxcOWA2K8vXUdoYWSVHh97uXO4fei0puo14mYEI5qYSal57CP2AEIGt90jsfUbTujXy4KokZpI8+3aalr1LsKIEDArJF/+UYFKfdpW5BKceug7BlL6kXPsgamMlssWJ6sokLLVVMLbh4OYh36HSV0FADaFI8V+ujo7qbaL2zd+j9ByG5ol/ANaCfhqXfoLa2oBsc5E46SrqPv13zGQCe9bRsPAVAJyjL0YZOEMYOKcQoZCG0k5YmmKQhHEjEBwnJrWZ1i+exr8rUktGtjpIvuyX+Kxti0sSgHbYb0uSMSVnU/3B49FoCluf0Vh8jVS98js4ILnvHDkbZfCFMddQ7fCxILIQpmlwSEUHGw5+OPS7VPgq0WWNZFMyTskl7u2C05bjkkeYMGECEyZMaPe94cOHM3z48E6Z1NmKWbeQa8mPvj70whJSHLjGXELD589i2bqSyb2G8FnZquj7SRY3eUYnr218n6pDquVOzBiM54tXUPdupTG1AMecn6PKFpRwCyARVuyYw43Uf/p01LAB8G5bRuKkq2jduhTFnY4hIYXK5+5pm5Aapn7+P3BfdT9BWYSpnS7ouoTfkgaWtCP2OfQ8VNVqMuwp7G+tjr4/NnMQnmCIBkDdvZ6ZRfN45BDZcYMk08/gRG1tAEDzNuErWYc5uw+BfRHZSlufkfh3t1VGbl76JskFxYSdR84ZEnQvwbCGIsev3BoVAwEhCiEQHB81JVHDBiJFN5uWvIbtvP9BUn1IOuhGB44BE1Gb67D1HoGuhiILRcvejRo2AN6tS7Fk9owaNgDNy94huXAYYWdetC3bkU6KPYnqQ/JkR2cXk2JJQW8rXQaAWbeSZ8knJcVJdXWzMGwEpzXHZdyUlZWxdu1agsFg3Htz5szprDkJ2kHTdIw9RuOxJeBd/zkznAXkD+7B4rI19HZnM9KcDC//nh9Nu47lwTq2NOxllCuH3vWNqHsjD5TB6j0Yw1600m+oX/Ia9n7jkBUTQaOZUHVpO3uVcI29FHOvMYTqy+PeVVvqkYI+sAjj5kzFWlfNHX1n8U1DCZsa9jIqpTcDZQdURowZPRyksLGFO4fO5dN9K3EoZqbkDMez4vMYL2Gwag/ucZciSTLWHkNQW+po2vpNzL40bwMI4+aUIRRuXy3NaJBpCsTfAwQCQftIEoQbq+LaQxU7UGq2U/vh4+iaimfaTaihAI6BE2laOR/JaCZx3GW0tDbGbasFvCDJkdjkg22tDXCIcWPDw+0jvsPSstXsrN9LcXo/hqQWoYe+XcFGgeBUp8PGzeuvv859991HOBxftV6SpLPauJEkTmiVQ5KkqGLZkcY79P+QbIXMoVhzh6HrEsM0jYkpfal79+8EyragA4Z3HmdiZk8uueB/qHjuXjR/myqVpUcxeksNDZ8+jcHhRpJkGpe+jbXHECy5/fGXboyZh5JZhJaQj1/TMbtCHAiOi75vTM1DN7uO/8AFncqJnH8d3UZxJKA//yvGpxUwJasX/oUfomsqamExstUBsoIpFCD5tUe4LqMnhAMEF3yC9Zy5+A8xXqx5A2jZ8jWy2Uq4uRb/nthzDUlGdqWc8G9J0PlEBAXa89yInBuB4HjQdTAlxy/cWHsOo2HBC1Evd+OiV3EMmEDD4gMFj/2t1Mz/J0nTb8K/e13MtrLNBbqGbHWgBfygqRgS0ggR+2zhkdO5qMeFGBQIBVVU8dMVnAV02Lj597//zcyZM7nrrrtwOkWNE0mCOrWW7fW7CGthensKSVZSoAMJ9ia1Gap3Eq4rw5jaA92TT0i2YgnWEt6/Bc3vxZJRQLipHs3fgjGzDwF7ZvShLxzWMWvNSDU7CYUCBMq2xIwfLN9BsGIXnnOvp3XbMnzblmFK60HCqAtp+votAKx5A/FuXwGAb9daPFOvRfO3EKzag2Q04z5nHiFHZlR9K2RLJWnWbdQdUFFTPBkkTvsBvkPyNQTdi4SOubWcUPkWUEwYM/oQsKYe1TgISyHK/eXsrN9Nii2JHq58bBzZ86YGfCSf/z3qvnyB4P4dKAkppFxwC8Hqvdj7jsOc1ZvGpW+BphIsa6uUHG6qxuBOQ22oxJI/CMeQqfhLN6K2NGBMzMBeNJaaD58gXL8f2WzDM/NWJDWMtPVTDCYLSkYfApYUYeicREJHVEuTCQrjRiA4LlR3HgkTrqJxyWughjHn9seS04+WtW0FNY2edFo3LY7bNlhVirX3SHzbliEpJtzjL8ec0QvP1O8Qqq/AYE/AlNGLRpuL0tbtlDaWke3KJM+ejRkboZBKKBQ3rEBwxtJh46a0tJS//OUvJCXFSxafjdSqNfxu0V/xhyM68AbZwC/G3Ua6MfOo2xl1X0xSIYBrzMVYiiZQ9+pvUaPuZwnP1Gtp+OoFAFKuug+/PSeyLwOEN31Jw6LXSJx4JYd7VADUxmrqF7yEe/wVuEbNoXX9p9TOfyoSpwuo3kYUp4dwQyWgU/fF89j7jiFh/BXoCZkETYkxD5YaBsJZw0ia2wOCXnRrIj7JesKfn+DbY27eQ/XL90cTUCWTleQr78NvTW+3vyTByprV/Gfta9G2Hom5/M/Q72LR21fRk81WWnauwjnoHCSjGWNqAb6S9RGDhshNV3GlEqqOrdNkdKfhufhn6OEwssVB/cf/ILCnLccmYcJVuC+7F3wNYLIjtdZQ/eJ90RAL2eIg6Ypf4beknujHI/iWBEPqgUKCsRgViYCQghYIjouwbEbuN42UwkgujW5LIrT+w5g+amsjBlcyVO2JaVccieihAO7xl4Gm4q+M1KSp//L5aB9T8fl8kLyZT0vainGPyxnBlX3mYNBEGJrg7KLDRSYKCgqoqoqPGT0bkWWJ1ZUbooYNgKqpfLTrS+RjfKJyU0WMYWNKzUNWjEiN5dj7jkUyHvSE6LRsWIitcCioYbxrP40+aJi9FTQujchFeneswjl4csw+HAMn4d21BlN6QURZzVuPbDChNlVjSs1FMtvw7d6AvWgMjkFTcI+/nMQJl2PJ6YukmJDUEHI7xXA0TSeguAnYMgkKw+akYjDotKx4P0ZZRw/6UKtLsPgqMTeXYtZ9Mdu06i28vPHdmLZd9aVUevdjbtmL2VuOkdjlPT3gw7t9BY3L3qNh8euEavfStLLthiwZFOxFo5AMbTdPgyMRJSE1EosRDiD56gkcFvLYuPg1pJCPgC0T1eSkaekbsbHj/hZC+zYhCSXSk8aRw9JEEU+B4ESQUUENQTiIpIcxpRZg6zuWxAlX4J5wOUpiOq7i85CUNsUzg92NZDTRsj6yoNmw5E1M7lQaFr8WM3ZjUnKMYQOweO9yaoN1CARnGx323Pzv//4v/+///T9uu+02CgoKMJliJVsLCgo6fXKnKpIEzYHmuPYGfxNIOgcEHdtFD7cl4lpy+2FKzadh0WugaxicHjznXEPtZ/8BTUXztyCnRuJ01ZZ6TAdleTU1Ok6gfDuyzUniOdcgKSb0cJBA2TZkowklNS86tuJKwXPONdQvehX3qFkgG1CSs2la+xkt6yJucXu/cSBtpnXTEhLGXY7Sd0qMTLDg1EFGRzssydTeZzTB/Ttomf9PQMeYnIX7gjvwm1MAUFEJhuMTwf315dS896/IGP0nYBl9BUFDJPRUOzxAW1PRQ21jyGYrzeu/wj3hcvRwCEmW0cMh/GXb8S99i+D+nRhTckmcdBX1X75wyDhhdC2SvyfpKlprU9y8NH8z7XklBd1DMKRiaGe1xmiQRFiaQHCcGDUvwdXvUr9yPpHrczaeqd+BYID6A5L45pwiJLMDz5RrUb1NSLKMObuI6nf+GjOWZFBirsMAoSNcJ0Nq6DilowSC058Oe25uuukmdu7cyR133MGcOXOYOXMmM2fOZMaMGcycObMr53jKoao6wzIGx7Wf32Mimnr0pWYpIQODPQEAa8FgmlZ8EF2xVpvraF73JfZeIwCwF43Bt2tN5P8h5xEORy5eqj0Fa+HQ6Ji+Hato/PotTJm9afzmHcJNtTgGnoN3x8ro2OGmalq2LMU1fCYNS99BdqXSuvlrQoe4v1s3LcaUlAVA46KXMTSVncjHI+gGQqqMfej0mDZTegEtaz/joDEQqinDu/wdDFLkHHDKTsbmxMq1WxQzKd42idHWjQvRK7ZFX0sJ6ZHE1QP4927B2nMoBqcHe5/RhH0tWHP7Uf/lCzQsepX6BS/TsOQNLFk9CR44t0LVpQQrdmNKy2/bb8FgNIsHgDBGHMNmxB2jOXdgu4Ibgu4hGNYwHsFzEwqLsDSB4HiQ6vbQsvJD2q7P+2hZ9wVqoAVrjyHYeg4juH8Xvh3LaVjyRvR6Wr/wVRz9Y0tw+Pdtw9ZnZEybu6Ge3ITYsPg0ezLJFpFKIDj76LA9/5///Kcr53HakWXJ4o7RN/Hm5g8JaiFm9z6Pnq6ex1xkDiguki79Bc3L3kJvp8BWsLIEe79xmDILUb1NyBYHCedch5bSp20MzYRr/JUoCSl4t6/AlJKDa/Qc/PZMUi/5Gc2r59Ow+HVsPYcim6w0Ln07sl3ZNux9RpF4zjUoqXk0HhKve5BwUy0GmxO1tRGtuRYSeny7D0rQZegZ/fBMv4XmZW8j25xtRV4Pwbd7LZaxPlTZDprMRb2mk2RLZPHe5eQmZDE7uR/mD5+JCUIMlm3FkDP8QBhiAsmX/YLmb94mWL4NJTkH54AJeLd+g3f7CozJ2Viyi3BPvIqW9V8hmyw4+k8gULkbxZFIuDFSH8dfthXXiAtQvc2RAnQDp+KP1MdG10HKKSbx/JtoXv4estmGa9zlBF053fExCo7AkaSgFYNQSxMIjgdJgnDtvrh21deMc9AUmtd8iq5ruMdfRrihClNyDr6WegACezeRMPJCEhQTrRsWYnB4SBgxA92VjsGdjnfzYkypeTiKJnCLzcbHu75iXeVm+qf2ZnqPKZh1EUIuOPvosHEzcmTbKkEwGIwLSzvbkHUDvWy9uHNEATo6im7ssLKTz5KGedJNGOt3xb1nTMvH2HMMftmBogdwDr6QsGSOG9trTsMw6mqShl6AxZ1IfZOKOdBI9Vt/jIoShGrLsPYYgjV/EL7d6zBn9MC/dxPebctJnnMn5vwBhNd9ETOu4vSg+iLy0bLDc/wfjKDbCEsWpLxRuHKL0SUJqWpbXB9zTn80gzVqdNtxMiPnXKbkTMAkG9GXv0GzvzVmG1NmL0Ja2wnns6RjOecmbFoASVZoXPA03s1fA5FzzL9nI64RMzFnFqKHgtR/9SIJo2ejtjREx7DkDUDuPQl34RjCshX/YedzSLYiFYwjIX84uiQT0EUC7MkmGNKwmuNvESZFFp4bgeA40HUweuLFhhz9xlHzwePR18H9O0me8X28JbGyz+HmWoxDLya1/3h0yUzLAQEYufhi3IOmo8lm/LqMC7i85xwu6jkDEyZ0TSQtCs5OjisS85VXXuGJJ55g//79fPTRR/zrX/8iMzOTm2++uavmd8oja5GP8HiDZ1RdRkrIwTX2EpqWvAmSRMLoizCm5BKu3IndnUSodh+6pmNNycVvy0TXdMzeCtT6MiSzDRJz8RlcOMw2oBm9ofwQtbUIvl1rcI+/nGD1Hhz9J1L76b+BSNiZ54JbCezdTLi+Aoho7ocaq0HTcI66CNWV/S0/HUFXo+sQxAQ6mJIKsA+cTOv6iMGquFJwjJqDX49dfdc0MGJG18DS7xz8JesI1USKuFp6jcCYWoBUtQE9HMTgySJgTSOsyyBZsXnL8W5eGjuevwXF4QFdR5IkLAWDQNfR1Yg4gZKYhm3YBfg1A0jWI/5YIsdiFik2pwjBkIrTFm9kKkpEClo/8H0LBIIO4Mknafr30byN6JqK4k7Fd3i9L6Bl02Is2X1pPVD001IwGGNmEVrDPvx1ZUgmKyZPDkGDE00jIu5zyDVTP3h9767jEghOQTps3HzwwQc8+OCDzJ07l+eeew6AvLw8/vjHP2KxWLjuuuu6bJJnKmHJjGHABSQXjsCgBamb/yShr98k9dKfUvX6/0UNFdliJ+XSu9CCAapfezCaR2PK7I1z+m1AJPlbMrTzdcoK5qxe6EE/dV++0Ca1a7YRsiSRcOmvoLkyothmdaI21WAZfD5hawphkYV4WhGUbZjGXIN10FT0cBDJkYrfcOQaNgB+czIJF/8cvakSyaAgm23UvftnQjWREArJYCT5invwH6x6bTAgKcYYYQwAXQ3RsOhVIGJUJV/8E5Kv+X/oahCcafhle+cfsKBLCR6hzo1BlpAkibCqY1SEcSMQdARJD9G44gNCNRHZfMWTEVFDPQzZYsc14UpsRaMjwgEJmWiN+yP3/gOh7KaMnrhm3E5AEUW0BYL26LCgwFNPPcXdd9/NnXfeiXxAQeeGG27g3nvv5cUXX+yyCZ7pqBgIWDMI1VcRqt2HKb0Hgb2bMdjduMddinvcpRgT02nd8CWEvBg9GdFtg+XboK5NEEBPyMSU2StmfNeo2ejWJJrWfoYe8h9olXCOuYSQrhCUbQQTCvDbs/HJCQTdhQSsGajCsDktCWMkYM8mmNCDwDEMm4MEpMg5EHDkEK4siRo2EDFampe/g1VrwuyvQlIsOIeeH7O9MTkbwyGiA+GmagJ71hNyReYRFIbNacmRjBsAoyLybgSCg0gSmLRWzP4qTLq/3T5a1a6oYQMRmX1zZi9M6YXRe705sxf23iPxyw78SX3xuXuhSgoNX/wnRvY/uH8Het2e9nYjEAg4Ds9NSUkJY8aMiWsfO3Ysv/vd745rp3/96195++23+fzzz4/d+SxAkkBriWjRGz0ZyFYn5oxCGr5+G3QNe7+xGBNS8ZfvwJo/EGNSJt5tywHQD8mXCMp2XNNvRS3fQrimFFN2X/TkQvwGK8lX3Edo7wZUfwuW/MEEE3JF+I8gBkkCrTW2JoLB6cFeMJjal+5DbanHmJyDe8wcEifPJVSzD4PDA7pGsCa2iGe4qRZFltHaETkQnB6EQirGoxg3wZAKVpEbJTi7kSQw122nbv7jqM11GJOycM/4IX5bVkw/rbU+5rXBnkC4pQFLTlH0Xu8YOImwrxmDrBE+0E9Wg4Qb42sMar74chQCgSBChz03CQkJ7NsXr/axefNmPJ6OJ55v2rSJf/7znx3ufzZgMMiY0iJhP95da5HNNprXfg5aGHSN1o2LwKAQrNxN08r5mDN6giQjKWaU9IiamSQdiIU3JhDOHYU8/AqCqQMIyVZ0HfzWNLQ+U5GHzMHvykfTO/zVC05xDAYZwyGSvbIstVtZ/lAURUaW27YxGCKvTcmxeVbOIVOp/fw/qAeUe0I1e6lf+Arh+kr8ezbRtOIDGpe9jyQbYrazZBcRFknnpzVHKuIJYBKFPAUCAMyBWmre/D1qc2RhKFRbRt07f8akxQq1KKmxyqOh+kg4eNPy96P3+pZ1X0A4SPiQn1bI6MDef1Lcfg0ekRMrEByJDntuZs2axQMPPMBvfvMbAOrr69myZQv3338/s2bN6tAYoVCIn//85xQXF1NeXn5iMz7DsPn24d++DJ+qkXT+d2ndthxvydq4ft7tK7AWFmPvWUyooZqEsZegONw0L3kF+k/E0FyHf/cGzPkDUXIHE1AS4sbQdUTdkDMIAypKw268mxYgmyxYi8aD0YR/82LU5lqsfcejJRUSltqUDU2aF33/Znzbv8GU1gNr4XA0bwPeTQuRTVZMPYeROOlqGpe/j+b3YjDbQQ3H7DfcUIkp7UKa13yK4skgcfzlBCpKkAxGJKMZ17BphFsbkGUJTRPn2+lK8AhS0CDC0gSCg2jNNXE5iGpTDZK3HhxtIbmqO4ekmbfQ8NULqL4WEkZfhG/PhrjxvNtX4Ox/PgfrJ2uahKV4Bno4SOuGrzDYE3BPvYGwMytuW4FAEKHDxs3tt99OeXk511xzDQBXXnkluq4zZcoU7rjjjg6N8dhjj5GTk8OYMWN4+umnT2jCZxK2QAU1b/wBtbUBANnmIun87xGq2oNv+4qYvqakTFrWfk64uZbUi3+Cb99Waj96ClvvkTStnI+/NKK64tuxHHPeQOzn30pIMnf3IQm6EaVuJzWvPRB93bLmMzyT59K87B0AvJsX47nwNqSsYeg6yJJOaMMnNC19E4gUf/VYrNR98swhY3xK0rnfwdFvHLLJgmx3x+1XMllRsvqR8t2/oCtmvEtfJVi+DdfIC9DDIZrXfoZr3JXCsDnNCYU1FOVoYWnCMycQGCy2uDbJaEY2x9aXUby11C16FXvRGGSzFf+eDVjy+uPd8nVMP1NaARoyHFJ9LKC4MY67luQRc9ANRkKyrcOlJwSCs5EOGzdGo5E//vGP3H777WzevBlN0+jTpw+FhYUd2n7Tpk28/PLLvP3223z00UcnPOHTCUkCk78mokRlcaE60mJW0dWa0qhhA6B5m6h5/3GSZ/4AJSE1GmdrcHpQEtMJr43kKAUqSmjdsAAAc1o+9QtfidlvYM96nC1V4BRFEM9UFINOy/J3Yxu1MKHafRicSajNtQA0LX6NhMsGEJTMGIMN1ByyjTWvH62bv44fo6ESJSENLdCKbLbhHDyV5rWfHegg4R5zEZou4Te6AbANPh/f9uU0fv0WAMbUfAyZRcT6ewSnG6GjCAqYhOdGIAAi0RDOoefTvOrjAy0SCaNngw7m5lJ0fwtSQjrhyh2oTTU0rZwf3dbWcyiKO41wQyUABocbc3ohiuZHqi1Bkg3oCZkEZRuqJqMejMgQho1AcFSOWxIrLy+PvLy849omGAzy85//nJ/+9KekpKQc7y5jSErqmALUQVJSnN9qf98G7641VL7yULTeh2vEBXgmXonBEnFVN5W1c4XSNSTZgGfqtYBEuKES1dsUY8BImsbBSHj9CFc5k0nGdRKPvSs4md/l0Tjec/JEOPzYNTWET49fOdc1DUmSD23A4TBhsDkJ1rUQs9wnyVFp8BjUMI3L3kFtrkO2Okk67wYUd2pEXlox0bJxIam9R+KMzsmJ5foHCdbsQzIomFLyUFynfgHYU/V86gw645wMqzpJiTYctviCzTarEbPV1Cmf4Zn2PZxJx9OZx9LRc/J0+/y8rRqh6n0kTro6co00mgk31uJb+yHNqz8FIvLO7vGXx23btPpTEsbMQWupR0dHDwVp3fo1xvr9NH0d8bCbs3qTetEdGBPTuu2YTrfvQCA4nKMaN+PHj+/wQIsWLTrie4899hipqalcfPHFHZ/ZEaitbelwuEtKipPq6pOjKGLSWml477GoYQPQtPx9TD2GE0goAMCWlItsdaD5WqJ9HIMmU/flC4Tr9+MYOQtzYjqNS59rG1g2YMooxBrw0bLyA0I1ZZizehMoa6tOb8rqQ8CURPNJOvau4GR8lx29wB/POXmi82jv2B3DL4iGIwIgyZhSciNJqQdwjbmUZm8YuakcWVFwDJgYfd+3ZwOeSdfEnDtIMkpCajQ5VvM107J+AboaxF+6CQBb33F4JRdNMXNyQGIRAK0B4BQ/907mteHb0pHzsjPOyUBIpbU1QDgY74PTdZ3qmpZv/Rmezt9De5xJx3M8x9JZ5+Tp+PmZrCmovmbqv2oriZE07UbqPn0We79xKE4PvtJNKK5kJMUUk5+TMGIG9V88j+ZvewZIuegOqt/9W/R1oGwbLTvXEs6LV6vtCk7H76A9hIF2dnNU4+bKK6/slArU77zzDtXV1RQXFwMRYYFwOExxcTFPPvkkw4cP/9b7ONWQQ/5oaNChaN4GOOBZ9lnSSZ3zE1o2LiTcUImtcCiyzUXzqgNhe4FW/KWb8Eyeh2/3OiSTBUtOP/wVu7EMvRBjUha+zYtwDZ9JqOcw/LvWYC4oxlg4goBk6b6DFZwUwkm9SL70blrXfoxktGAfcj4oRhyDphBuqsFePA2DzUXj+38gWFGCtWAwjv7jURxu/Hu3YvSkI1tspFx0By0bFiCZbTh6j6Dui+dj9hOs3kPi5GtB17H0GYOSO4SAqIN0RqPrOuGwdmQpaMMBKWiB4CwnKNtxX3gHwe3fEChdj6XXKLA48UyeS9Paz/BuW469aAyhugoSz4ksJqneJqz5AwnWlpMy+zaa13yKroZxDpqCr2xLRD3tEELVuzEUjBV5jAJBBznqE8ptt9123APedttt3HfffSQnJ0fbnnvuOcLhth/rO++8w6uvvspzzz1HWlr3uVq7E9XswJTeg2DFrph2gyuNg74ck6+Sipd/h+LJwJiQSv2i17AWDMSc1YdA2VYkeyKyXaLuqxcxZ/RE9zZRt3UZSXP+l4BkQyoYh7XneJyJDmpqWrD2n46mQUBcAM8KVMmImtQH83l9kSTwH5BeVsZdj1ECyV9HzQu/RAv6kc02vNtXEGqoxJLVGyTw7dlI89rPSZn3AObz70CSQC9bHVdTwVpYjJ5TjDVnGKqqExCn1xlPWNWRZSlGLvxQFINMQAgKCAQA+E1JyAMvwDbkAsJhMDeXUPnuo1EjpWXDVyRNu5Haj57CmJKDbLZTv+hVHAOnEPD0xjFjALquEwiqyFV748Y3Z/cjKO7rAkGH6fTl10WLFuHz+WLasrJiJQsTExNRFOW4c3dOJ0KYcZ93M/UfPEqotgzJZCXx3O8StLcZc1p9GQkjL0RSjGi+Fiw5ffHtXI01fwAoJix9xqEjY63ajW/HCpBknKNmoydHRBx0HcJh/cD/OmGRwX1Woqpau6/lxgrsRWNQnB7CrY0oTg+B/TsxJqbTvOZTJJMVzwW3ErSloR3YxpDSg4TRc2hc9h5oYcw5fXEMOZ/WsITIYj17CIZVjEdQSoOIceNvJ1xNIDgbManNULGLcF0ZxtR8NIMhzvvi3bES9/graPj6DVDDmHP7Yx0yHb8m4fO1ha+b+4yN3PO3L4vc80dcgJ7Ss7sPSSA4rRGxJV2Iz5qO65J7kHz1YLQRMifGuJWNziSal7xOqK6t5o97whVYeo1C7j8dP5Hq39ap38c+9nKQDIQtSYT0bx8qKDjzMdhchOr207zm02ibc8hUTPnFJM/r1+45GZCdKENmk9Z7JHo4iO5IoxVre8MLzmCCoSOHpMEBtbSgCEsTCIy6n9avnsW/o618g2vEBXGRG4H9O3FMvZGUnqPQ1RCa1YOfeLGOgOLGOuVm7GMuPXDP9xASRbcFguPipPxi5s2bx+eff34ydt3tBCUrAVsmAaM7Ll5W9TXHGDYATcs/gHAQSW9b9QnpRgKWNALmZFRh2Ag6iB70xwoOAM1rv0DVtCOekwBhTcZrycTnyMffjmEjSWBWmzE37cYcqEGWhEfnTCMUVo9Y4wYidW78IudGIEBurogxbACaVnyIY9DkmLbEqdcTkBz4TUkErOmEDhg2RkKYW8swt+zDSACAkK4ccs8Xho1AcLwIz81JRGsnjkwL+vDvWE7r9hW4L7gdvym5nS0FgmPT3vmFrsUo+J0I5ua91L39B9TWRpAV3FOuw9BjHCqGbzWu4NThWJ4boyLT4vt255FAcCZwqPpZW6OGkpJH0sU/Rfc1IydmEnZmoh9WedMUbsK76L/4ti0DwJzTH+e5NxIwJnbH1AWCMxaxJNCJGOUwRrnjSbaGpCwkJdYtbS8ag3fnakJ15YT2rMUsi7j2sxlZBtXfinwCv1QpIR2D3R3TZs7pi2aLN5iNstqhc9ek+6j/4O8RwwZAC9Pw6dMorfuPf4KCU5ZgWDum50YU8RQIDlxnHe6YNnNWH8L2NIIp/QnljibgzEU9bC1ZkkAr2xA1bAACezcS2vHNEYU8BAJBxxCem05A0QNIFZtoWf4ektGEc9QcQp6eaMdYyQ5Y0ki+4l6av36NcG051p7FSLJCqH4/nklX07plKWz9GseI2WipRYSl+PhcwZmLJVCNb+0nlO/diKXXCCx9J+E/jhW9gOLCc+nPaVn2NsGybVh7jcA66PyYOG9FDyDt30jLiveQTFZco+YQ9BSiHSEUQgo0E26oiGvXmmvBnn38Byk4JQmF1WPm3PhFzo1AQMDgInXOj2lc9j6B/TuxFgzGOWQqLZiPup0sywT2rI9r9+9ciW3AdIQWoUBw4gjjphOQq7ZS++5fo68DezeTfOWvCCT0OOp2uq7jd+RgPf82jI2l1H34OOHGGjxTrqXu8/+0jff2n0i6+GeQ0q/LjkFwamHWWqh/6/8IN1YDEKotI1i+Hfv0H0VjtTuC35KOedJN2LQAYdmC/7CcLaliE3XvPRJ9XV26iZSr7sPvym9/QJMDJSElOq+DyA5Ph+ckOPUJhDQUw5FXj42KQXhuBALAFqql6p1HUZwerPkDCezfQai+HNeMH7Wbs3gQTdMw5/TDu+XrmHZLwRA0XahTCgTfBhGW9i0xyjotK9+Pa/fvWN5h13JYV1DtaZiz+2JMycFftjWuj3ftJyiKcFWfLegN++MMiEDpRmRvzXGPpeoyQcl64IbZhlHWaF1x+Lmr49+16ojnbkC2kTjjh8hmW6RBknGfM4+wI/245yU4dQmGji0oINTSBALQGspRm2oIlG2jZf2XhKpLCezdgtQc7+E+FF0HQ84gzHkDo22m9EJMvcaIYp0Cwbek0z03v/vd72IKeJ7p6BLIFkdcu2y2H9c4QYMd87h52Pz1+DfEK8lJFjsgVnPOFiTF2F4ryJ2XtK9z8LyKRTbb0I9ymgUSCvDMfQC9uQbZ4iRkTRZiAmcYwbCKciwpaOG5EQiQ5PYeoySkDlyrA0oC9vNvxdlSia5r4EzDLwnpfYHg23JU4+aqq67q8EAvvfQSADNnzvx2MzqNkCUdg78B59DpaL4WrAUDQdNo3bkac4+h+I9z9SWEiZAlDUvfCbSs/bxN1Uo2YB98XrQCveDMR3OmY84fRGD3umibo/h8wtbko9q3kgSmYANoYTRLImEMGNVWpGArutlFULJE+4Y1GefI2fh3rwc9cm5JRjOm/MH4j2Ld6HqkFgOJ7m95lIJTlWD42GppwrgRCIDEbCwFgzEmpmOwOgg314FsIOzI6NBaZEgygzO36+cpEJxFHNW4KSgo6K55nHYYNS/hjZ9Ss+wdEkbPQUlMo2HxGyDLJIychWZxn/DYAUc2yVf/huCedaCpmPIGE3Bkdd7kBac8IcmCc8qN2Cu2Eq7ejTGjN6T0JKgfeTVQ0YPoO5dQu+BF9FAAa8/huEbOoubdv6I212FMzsI9/Yf4bW3nUtBdQMpVvyawZw2S0YopdwABW8duyoIzl2BIw3CUnBuTYiAYEostAkFAceIaOo3aj5+KXGc9WSRNv5FWvT3vu0Ag6A6Oatw8+OCD3TWP0w6pajtNX7+BbHOhB320blgQeUPVaPz6TZJSCiB90AmNrevgt2Ui9Ys8hB5tFV1w5hJQXJA9gpTiKVRXNx+zv6GhlJrP/h197duxAoPZimy2ozbXEaopo/7dv+K+/NcE5EjOjKbL+J25yIPyIgIXOsKwERAMHV0tzajIBMMquq4jSSIXUHD2YvGWU/X2X6L1bkJ1ZVS/93eSLr8Hn8F9cicnEJylHFfOTWVlJbt27UJVI+EIuq4TDAZZt24dP/7xj7tkgqciBoOMv2QNAObMnvj3borr49+9BmPWEFT1xFc3Dy/4JRAcjXD1nrg23+512HqPJFSzN9KnsQq8deCwxfQTCayCQwmE1KN6bmRZwiBLBEMaZpPItxKcvagNlXGFPNWmGmiuBrf75ExKIDjL6bBx89Zbb3HPPfcQDoeRJClmxS4rK+usMm40TcOYmgdAuKEaU2ouwYqSmD7G1Dw0TYRtCLoPg6ud4pyeLMINVdHXktECxyl2ITj7CBzDcwNgNkbkoIVxIzibke0JcW2S0YxkdZ6E2QgEAjgOKegnn3ySWbNmMX/+fBwOB6+//jp/+9vfSE5O5vbbb+/KOZ5y6DoYcweheLII1ezFnN4D2eaKvm9MykbJHnhUxSmBoNNJKcCc01YLSTJZcA6fgW/3wUJxEonnfY+gqeOFQAVnJ8GQilE5utFiUgz4haiA4CxHdWaSMGr2IS0SiZPn4bcKeXyB4GTRYc9NaWkpjzzyCPn5+RQVFVFfX8/UqVMJBAL861//Yvbs2cce5AzCb/Tgvvjn6A3loOukXHEP4cYakA1I7iwChnh5aIGgKwkaXDim/Q+OhjIIB5HdmahmF8lX/RqttQHZlUzIliaMbsExCQRVHNajJ0SbjKLWjUAQxIJp0AxS8wagttSjJKQSdGYjAjcEgpNHh40bRVGwWCIysrm5uWzfvp3x48czZMgQ9uyJj/U/GwgYnJDUB4AgQEoqALIEZrUZXTISki3iYVLQbQRlO3h6tzXoRGRGD5EaNcgaSqgVzWAmhKn7Jyk45QmEji4FDWAyGoRxIxAAQckK7t7gPvAscAAjAWQ1SFhxoOpCeEMg6C46HJZWVFTE++9HqpkXFhayfPlyAPbt24fBIGKuD2ION6GtfoPa//yUxtd+g6l6E7IklnAEpwaWUB2hRc9S++z/0vLWg1iadiPErgSHEwipGJWj3x6Miow/FO6mGQkEpw+SpGNp3EnzWw9Q++z/Evr6OSyh+pM9LYHgrKHDxs3NN9/MX/7yF5577jkuuOAClixZwnXXXcePf/xjxo4d25VzPG2QZQhs+pzmZe+gB/2E6/dT88bvMTbtO9lTEwgwSiotC5+ndcNX6OEgwaoSal79HWZ/9cmemuAUIxg+ds6NUZHxB4TnRiA4HLO3kupXHyRUtQc9HKR13ee0fP0Kiix+LwJBd9Bh42by5Mm88cYbjBw5krS0NJ588knsdjvTp0/nN7/5TVfO8bTBGG6lde2nh7XqqDWlJ2U+AsGhGPwN+HasjGnT1RBq/f6TNCPBqUogpKEcKyxNkQkIQQGBIA61YT9osV5N35alKIGmkzQjgeDs4rikoGfOnInJFInRHzFiBCNGjMDr9fLyyy9zww03dNkkTxc02YjBmYTma4lply1Celdw8tEVI7LFjuZvjWmXzNaTNCPBqUowqGLqSFiayLkRCOKQjPHXVNnmRDccXaRDIBB0Dke9e6mqSjAYJBgMcvfdd1NXVxd9ffBv8+bN/OlPf+qu+Z7ShDCRMGkeSG0fqzEpGym54CTOSiCIEDIm4J58XUybOX8QJGSdpBkJTlUiYWnHMG4MMv6gyLkRCOJIzImR5QdwT7meoEHUvhEIuoOjem5eeOEFfve730WLdk6ePLndfsOGDeuSyZ2OhDw9SbnmftS6fUgmK1JSHgElvsiXQNDdaJqOlDOM5Kt/g1a/P1JkzpNHULad7KkJTjECIa0DggIG4bkRCNohaLDjOP8WHHWl6L5m5MRMws5MdCGdKhB0C0c1bq6++mqcTieapvGLX/yCu+++G6ezbeVBkiTsdjtjxozp8omeLmi6hN+eBXaxGi449VBRUJ154Mw72VMRnMIEO6CWZjLK+ALCcyMQtEfQ4ISU/id7GgLBWclRjRtFUZgzZw4QMWQuuOCCaM6NQCAQCM48wqqGrusY5KNrhJsUA42twaP2EQgEAoGgu+mwoMDFF19MdXU1r7zyCrt27eIXv/gFy5cvp6ioiPz8/C6cokAgEAi6i2BIxWg0IB2jAJLJKBM4g3Nu1NpSAl+/hNZQhiGvGMuYa5AUsbgnEAgEpzodloLeu3cvF154IS+99BLz58/H6/Xy/vvvc+mll7Jhw4aunKNAIBAIuolASDumUhpEpKB9Z2jOTbh0Hd73HkZOysU06ir0xkp8nz0uciYEAoHgNKDDxs3DDz/MpEmT+Oqrr6KhaX/6058YN24cf/zjH7tsggKBQCDoPvzBMCbj0Qt4ApiMZ6agQHj/VnxfPIFp+MUoeYOR7W6Mg2ei1ZcRLllxsqcnEAgEgmPQYeNm1apV3HjjjcjyITLHRiO333678NwIBALBGYK/AzVuIJJzc6ZJQWuNFfg/+RumIRdgSGwThZEMCsaiSQSWv46uaydxhgKBQCA4Fh02bvx+PwZD/GpeIBBA08TFXiAQCM4EAkEVk9IRz82ZVcRTD7Ti/fDPKL3GYUiJr00mH2hT923s7qkJBAKB4DjosHEzcuRInn322Zi2QCDAo48+yvDhwzt9YgKBQCDofvxBFZOxA56bMygsTdc1fJ//AzkpGyVvcLt9JElCyR1EcPMX3Tw7gUAgEBwPHVZL++lPf8rcuXP55ptvCIVC/OIXv6CkpIRAIMDzzz/flXMUCAQCQTfhD4UxdsRzo8gEQiq6rh9TWe1UJ7j6XXRvI6ZRVxy1nyGjL6EtT6AHvUgmUfxWIBAITkU67LkpLCzknXfeYcaMGYwbNw6LxcJFF13EW2+9Re/evbtyjgKBQCDoJjqac6MYZGQJQuHTOyxZrdpJcP0nmIZciCQf3aiTTBZkTw7hPWu6Z3ICgUAgOG467LkBSE1N5Y477uiiqQgEAoHgZOMPqBg7YNwAmA+EpnVEXe1URNfC+L98CmP/KUhWZ4e2MaT3IrRrOcZeY7t4dgKBQCA4ETrsuQF47733uPTSSxk4cCCDBw9m7ty5LFiwoKvmJhAIBIJuxhcId9y4MRnwBU5fxbTghk/BZMOQUdThbQyphajlm9HV0AntU9M1gmoQTaiuCQQCQZfQYc/Na6+9xr333su0adO46KKL0DSNlStXcsstt/DII48wderUrpynQCAQCLoBXyCMuYOeGLPRgPc0NW70oI/g6vcwj77iuHKGJLMN2ZmMWrEdJavfEftVeqtZXrGafS3ltARb8Ib9eENeWsNeZCL7y3ZmcV7uJAanDDjt85YEAoHgVKHDxs2TTz7JnXfeyfe+971o2/XXX88TTzzBo48+KowbgUAgOAPwBcI4baYO9T2dFdOCGz/DkJyH7Ew57m3l5HzCpWvbNW50Xee9ko9ZsO9r+np6ke3IxG60YjKYsRosWBULBtlAWAtT2ryPN3a8z4baLVxTdCmydFzBFAKBQCBohw5fSSsqKto1YKZPn05JSUmnTkogEAgEJwdvINwhKWiIeG5Ox7A0XQ0T2vAJSuHIE9rekJKPund9u++9s2s+a6s2MLfoMsZnjaZ3YiFZjkxSrEk4THYMB0QLFFmhR0I+V/SeQ1lLOa9ue/uEj0cgEAgEbXTYuBk0aBBffvllXPvKlSvp1+/IrvlDqaio4Pbbb2fUqFGMGzeOu+++m8bGxg5PViAQCARdi/e4wtLk09K4CZesQLInIrtST2h7KSEDrbUezdsQ076+cgtf71/OrMJp2IzWDo1lMhiZWXAeG2o2s6JyzQnNRyAQCARtdDgsbebMmfzf//0fO3fuZPTo0SiKwtq1a3nxxRe56qqrePnll4FIobMrroivFaBpGj/84Q9JTEzk2WefJRgM8utf/5q77rqLf/zjH513RAKBQCA4YXz+jhs3ptM05ya06XOU3PaLdXYESZYxJOWilm9G7jkGAFVTeWrFi5yTPQ6r0jHD5iBmg5nz8ibzyra3KUrshcNkP+G5CQQCwdlOh42b3/zmNwC8+uqrvPrqqzHvPfPMM9H/j2TcbN68mY0bN7Jo0SJSUiIxzr/85S+55ppraGpqwuVyndABCAQCgaDz8AXDWEwdNG4UGZ//9DJutKYq1PoyjENnf6tx5KQcwvs2Yjxg3CyrXI3VaKHAlXdC46XbU+nt7sHbOz9kbt/LvtXcBAKB4Gymw8bNli1bvtWOMjMzefLJJ6OGDRBVhwkEAt9qbIFAIBB0Dt7j8NyYjQZa/ScmiXyyCG5bhCGr3zELdh4LOSmX4KpInoyma3y8+3Om9Z70rVTPRqYP47nNrzA1dwLp9rRvNT+BQCA4W+k2aZbExEQmTpwY0/bvf/+b/Pz8GIPntEACDTjSPUw6+L4QvhEIOowkgX7wn5M4xtmMruv4gmqHPTcWk0KL7/Tx3Oi6TnjbYpTMjuWJHg3JmYweCqA117Ctfic6UJCY863GtChmhqYO5N1dH33r+Z2JSJKEqoMkH/33LclHv0cLBIIzmw57bjqbf/7zn3z88cc88cQTJ2sKx48E5XU+3vxqJzUNPmaMyWdQYRKWQwre+cMaa3fWMv/r3aQkWpkzsZBMj/XAE5dAIGiPkKqxcU8D7y7ahcNq4tLJheQk2zmeZ5OgqrNxdx3vLS7BaTNxyTk9yUm2HdcYZzv+oIoiSxgMHS/i6a09fTw3WtVOkCSkhG/vFZEkCUNyLur+LSwM7KJ/Up9OqVUzKLk/z25+ifKWCjId6d96vDOFRl+IT5bvZd2OGoYVpTK5OBuXNfYRRpKgrM7HWwt2UV3vZdroPIb0TI65RwsEgjMfSdf1bn/s/vvf/84jjzzCr371K+bOndvduz9hduyt56ePLiSstn1kN140gIsmFkZfv/nlDp5+d2P0tWKQ+P1tE+mZ4+7OqQoEpxWfLS/lLy+tjr6WJXjof8bTtyCpw2N8umwPf315TewYt06gb76nM6d6RlNZ5+Vnjy7gzrnDO9R/574Glqzfz//dNqGLZ9Y51Mx/Ei0UwDnonE4Zr3XbMgIt9fxC28dto2/AarR0yriL9yzHG/Jxx9gbO2W80526Jj+/eHwxZVUt0bbeuYn8+sbROO1tNZl27mvgzkcWEla1aNv1F/Tj0im9unW+AoHg5NLtnpvf/e53PPfcc/z617/m6quvPu7ta2tb0LSO2WMpKU6qq5uPex9HYsue+hjDBuCNL3YwvHcKJoNEQNV448sdMe+HVZ1te+pIsHy7+O6j0dnHeSpyMo4xJcXZoX7Hc06e6DzO5O9XI7IoENOmw8otVaQ4zXRk/UXV4Y0vd8aNsXZbFSkOI4cPcTp/ph05L0/0nNxb0YxJMdDQ4O1Q/3AoTGOL/4Q/y+78HnRNo3XjYkyjr+rw8R0LzZZB87ovyek/kECrhtVNp4zd09GLZze9xObS3SRbO27gdybH89101jl5pH3urWmNMWwAtpXWs7u8kXR3m0G5vbQ+xrABeOPLHYzsl4qlg97Is53T+dp4KB29fwvOTLr11/7Xv/6V//73vzz44IMnZNicbEztuLatJkM0rtcgSe3Gqhs7mJwrEJyNSIDNYoxrt5gNdDSeU5bAZo5fqzGbTlrk7WlJsy/Y7ud4JCwmhdbTJOdGLd+MZHEiOzrPkyfZPajhAAMtnZv8bzaYGJBUxKd7vurUcU9XlCMYJoohNgzQ2N492qxgEMGpAsFZRbcZN1u2bOEf//gH3/3udxk/fjzV1dXRv3D49Lg59sh04TrEBQ5wzbQiTAcusEaDxNxpRTHvJzhMFGTEriDIMrQEVSoa/QTUIzy8SdDkD9PkC4usSMEZSVjTqWsN4g9pXDalZ8xpbjUrDChIivO4HAkJuHxqbOiJzaLQL99Dky9Mozck0t46QLM3hOU4jBur6fSpcxPa8TVyRp9OHdMb9lNmMlDYBYpxg1P6s7xyDS3B1k4f+3QjJcHCiH6xBuSU4dkkOS14Qyp1rUFUXSc/3YXbYY7pN3daH8xGmWZ/mEZfGGHnCARnPt22rPnRRx+haRpPPfUUTz31VMx77777Lr179+6uqZwwCVYjv/7eKDbsqqWuyc+Q3ilkJ9miD2C6DnlpTn542SC27mnAZTfSryAJh+WQj1mGzXubePLtDdQ1+clOdfCDSwaReYhr3R/S+GTFXt5dtAtNh/NH5TJrTD7WDioYCQSnOrUtQR5/cz27yhpxO8zcesVg7riqmI27arGYFPr1SCLBdnyXp7REK7dfMYQte+oOjOGhvLaFv72ylpCqMWFwJpdN7oXDLH5HR6LZG8J6HJ+PUZHRdZ1gSMV0Cnuo9XCQ8O6VWCZc36nj7mwoIeBMwlq1m0CPYZ06tt1op6e7gK/2LeaCHud36tinG0aDzMWTCumd66asqpWcNCf9e3jYUd7I319fR1NrkJ7ZCfzgkoHcevlgNpbU0tQaoneum9x0Jx8u28vrX+xA0zTOGZbDxRN7YBf3U4HgjKXbPDc/+tGP2Lp1a7t/p4NhI8sSiiLjthmZXJzJFVN6kptsRz5kudliUdhR1sg/3lhPfbOPVVuq+N0zyyirbYvBrmoM8KcXV1HX5AdgX1ULj76yBm+oLU54694G3vxqJ2FVR9N05n+9h3W76oQDR3BKYzDIyIdItMqHqW5JUuQ3pGrw99fXsausEYCGlgAP/Hs5VXU+Kut8bCqp5aFnl1NS2RI3xpGQJPhqTRl/e3UNlXU+Nuyq5aFnV1Bd7yekaug6LFhTzuL1+2PmKIilsTVwXGFpkiRhsyi0+E5txbRw6VrkhHQka+cWi95WvwMlJR9T1R467GY8DopTB/JV2dcE1VP78+1qmnwh7n96GRt21jK0KJXlm/bz0LMr2FhSR1NrEIAd+xp54s0NfLFyHyu3VFHf5OeptzewsaSOlz/dRljV0HT4fMVelm+ujKjdGWQMBnE9EAjONERAegdo8IVYsbmKsppWJg7JZM22GqrrvYwdnEGvrAQUWWZXRTML15SRl+Hix1cVs2htOb1zE5k8PIeKWh+5yXYgokYUCscmPFbWealp9JObbENRZL7ZVBk3h4Vryxg7IA31sG0FgpONpuuU1nhZsHofdquRSUOy0HVYvL6c+uYgE4dkkppoZeWWKraWNjC0Tyo9c9zs3t8UHaNntpuURCtWswGPy8l5I/PQNHh94S4am4NMKs4iN9WO4QgWflDV2VfVwrUz+7F1Tx0el4tzhmZT2+gnwWGmoTlSKHjhmjKmDsvqls/ldKShOUCC3XzsjodgMxtp9obwuDpHKawrCG1dgCGzb6eO6Q8HqPJVMzxtMEjrUJprINHeqfvwWBJJt6WwdP9yJmaP7dSxTydqm/zc892RbNpVy1er9jGqfwa9cxNZu6Mmpl9ZdQuXTO7Jqi1VNLQEmDe9iBZvMG68bXsb6JGVwII15ZgUmQmDM8lItHbX4QgEgi5GGDfHoDWo8sC/l1PT6Gfu9CL+8PwqfAdizJdurOCWiwficph5+LkVOKxGslMd/PGFVdHtbRaFn81rk1U9PB4YIvkFjgMhOKqqU5iVwNIN+2P69MlNRO9CRS6B4ETZVdHCA88uj75OSrDy8ifbCIRUIGJQ3HBhP17+bDuBoMo3GyuYWJxFn9xEtpbWY1RkxgzMiJGCzk138a93NhA8YMwvWFPGz+YNoyg7od05mAwSg3ul8MSb66Nti9fK3HHVUD5YUhJtK8yOLEYI2qehJUhW8vE9oNstCo2t8Q+Qpwpaaz1qxQ6M/c/t1HF3Ne4m1ZqCIhsJJWZgqtoNuXmdug+AoamD+WTPl4zLHIVBPjtDqZLcFh57fT1b99QDESXFoX1Sueq8Xrzy6bZov8un9uJvr6yh1R+5Ry/fVMl3Z/XHZTdFPTyyBCP7p/Prp76JbvfJslJ+e/MYMtynroEuEAg6jjBujoCmQ21zgP0HvCoGWSIU1qKGjSTBeSPzsJgVPvx6NwCjBmTw2Yq9MeN4/WHKa1owGCRMiozXH+aua4fT5A1S2+jHaJBJ9VhJdpjQtEgF7eFFKXy2opSKA+FsSS4L4wdndqncsEBwIuhSrASz1azQ1Bpk9MAMslLsaJpOKKyxcG0Zw4pSWbIuYrQvWlPGFVN7s7W0niG9UliztYr/nTsUf0DFYjZQXt0aNWwO8toX2/nFtcNjYmn3N/qprPWSlGBh+976mP7BsMbeqmZMikworOGwGpk1ruCw8CGdutYQNY1+Euwmkl3mI3qHDqLqOtWNAZq8QVLcVhLtxjOmSG99cwCH1XTsjodgsyg0tga6aEbfntCWrzBkFiEpx3dcx2JHQwkZB4pshtxpmPfvQGdSp+4DINORjs1oY2XVWkamD+308U9JJJ2KhgBV9T7cTjPhsEYorDF3ehGhsIZRkVmwuoxWvxptM8gSNrORQb1SKMh0oao6mq7zyTd7mDYqj1c/3w7A0D6pLF5bHrM7VdNZumE/l07sIe6zAsEZgDBu2kHXYfHGCp55bxNXnd/nkPa2i97F50Rc3xW1ragHLoYGmXYvjJIEW3bX8+LHWzj49sXnFLJ6azWllc3cevlgJEkmUvEjEsc+dURudCyDLCHSBASnKqoea4TkpjvZuqeer1btA8BlNzFvehHrdraFkOjAoN7JZKc5SPPYaPaGeOSVNTQ0B7BbjZw/MjduP9ohyoIGg8TaXfU88srqaO2pGWPz6d8jiY27atv6yRJ3XjOMQChMRpIdl1WJ2jaSJLFlXxN/eH5l9Dd81Xm9mTo064gGTljT+WDpHt5asAuISNT+/LrhFKY7uiLlolvRdZ365gAue7ws99GwWRQaW05Nz42uhQlt/gLT8Es6ddyQFmZfSxkDkiKhbiF3Bvbtywhoaqfu5yDD04Ywf/dnDE8bgiyd2Z5HWZZZs6uWR19ZE/1d3nvDSIp7p/DCR1vQ9Yj35crz+mAyyjw/fwsQEbe4c+4w/MEwL3y0FYh4Fa+b2Y9+BR765LoJazp56S7++db6uP2qmi7yWgWCM4Qz+yrZUSTwhTTCBy6kta0Bnv9wE1ec25t+BR7GDEhH1XQsJoUEu4lpo/MoyHBhNspkpziYPCybZLcFh83Ed2b2i5GLNpsMZKY4ee3z7Rxq97z91U7GDsrAIEts2FVLbUsApMgD1+pt1Tw/fwsvfryVFz/eyn/nbxGJ0IJTiwO/GVWDiycWkppoZdb4HkwszkLXdDbvrot2bWoNsnprNRlJduZMKqRfgYdJxdmkJ1goSHfhdpj4cuW+aF5Mqy+Ey2GOq2Fx7qhcdKA5oFLXGuKpdzbEFNX9cMluhvROib5WDBL5GS7yUu30zkrAaVFiDJCWQJjHXl8bfYACeOmTbTR4Q/jDGsF2HnYqG/xRwwYgrGo89vo6fKHTPxeu1R+RyTUfp+qZ02qittHfRbP6doR3fINk9yC7Ujt13N2NpSRZPJgMEUNQN1lQrS7kytJO3c9Bcp3ZyJLMqqp1XTL+qURda4An395An7xELj6nkFH90zGZDLy9YCdD+6Ry8TmFDOyZwhtfbMcgS4wdlMGcSYXkZ7gIhFRWb62OjtXqD/PV6n1YjAZ6pDvpnenCLMMF4/Jj9ilLMGZgBuqRSjMIBILTirPec9MSUHl3cQkL1pSR7rFz/YV9MSkyP7tuJK99sZ23vtzBwJ7J/OzaYWzeWceNFw3g+Y+2sGB1GVOGZ2MxKVQ3+DhvZB7vLdqFUTFw1Xm9Ka9upbE1SK8cN/VN/mj+wUE0PWLIfGdmPz76Zg93r13CxCFZzB5fwNbShrh5biqpY9bYfBAuc8FJpskf5q0Fu/h6/f4DUuYDOWdYNu8v3o3FZCA33Um/Ag+bSiIGjtNmpLhPCp8uL2V3eRNDi1KZOTaff3+4haUbKshNd3L+6HzW7qiOegDeW7SLH11ZzNKNFbR4QwzpnYLHZeHh/66ktKKZ7100IBpDfyiJTjODe6Vgtyj0LfCwZ38jhenOGK/rQbyBMM3eWBWq80fl8vWGCuZ/vRu71ch3ZvSlKMcd9Zw2tsSHX9U1+fEFwlg6Oeypu6lu8JHoMCMd5/K102Zi62EhgacCuqYSWPUOxr7ndPrY2+p3km5Pj2kLJWZg3LsVenduQU+I3CtGpQ/n3V3zKU4ZeEbn3rR4Q1w2pRcbdtbw/qIS8jJcNHtDXH9hf5asK+e9RSX0zfcwb0ZfmlqDlFe3snJzFcV9Utotl1BS3kSLP0TCISUZ8lId3PvdkcxfugeTIjNtVB6ZQlBAIDhjOLs9N1Ikjv+TZaV4nGYq67z87pllGI0GHnllDVt21xMMa6zcUsXz87cyrjiTP76wiopaL75AmPcX7yYYUpGAFz/eSrM3RF2Tn3++tYHMFAel+5t4+t2NmI0GEhyxDz5mo4HsVAfPvLeR/TWtmBSZT5aV8uoXO5g8NF7NaczADDT19F8dFnQPXRVeoQHPfriZL1ftIxBS8fpDrN1ewyufbqfVF6K20c+Tb21gRL+2B78ZYwp45r1NbCttIBjWUDWdf7+/iQVrygmGNXbsa+Rfb29gxpj86Da1jX5CYY3mFj9Ws0wwGOaRl9ewY18jwbDGttIGMpJiE99lCewWI8GQSnlNK/96ZyPZqRHDpr3PI8FmIt1ji772uCyYTQpvfLEDrz9Mdb2PP7ywivK6Nin3lERr3Fh56S4c1uML5ToVqaj14nEdn1IaQKLTRHXDqee5CW1diGSyICd3bpJ/WFMpbd5L1uHGjScTQ+nmTt3XoeQ6s7ArNhaWLe2yfZwKeFxmFq0pY+WWKoJhje17G/A4zbz2+XY2ldQRCmus21HD+4tLMCoyu/c3EQipLN1QwQdf72Zon1gv3ZDeySTYY9dxDZJEQaqDWy8eyPdn9yc7ySZqewoEZxBntXHT7A9jtxj58dVDGT0wk+tm9uXu74ygtKI5blW4rLqF6npf3BgNLQFWbqmKa9+yuw5dgjmTCvlq9T6uPLd3VCrVZTcxb0YRlTWtzJ5YyCWTezKhOJvrZvaltsFHaqKV80flIkuRh9RJxVkM6Zl82sf0C7qeRl+I5duq+Xx1OeV1vk7Pc2/yhmLCPqaOzGXBmrK4ftV1XtKTIoaDzapEhTgAemQmRL06BwmEVCwH6qsYZIk5kwpJ89gY0ieNnDQX+VkJMVLDC1fv48LxBaQdME7sFoX/uXwIW0vr2Ly7jr2VzVw2pScpbivfbKniy7X7qWjwx1QnNxkkfnRlMWkHVmyH901j2caKuGPZWlofNWiSnWZ+dGUxtgOrwJnJdv7n0kEYz4CQ0X01LXicx2/cuB1m6pv9hMJdk29yImj+ZoLLX8fYd/Jxe6KOxZ6mUtxmNxYl9rMKu5KRWpuQvY2dur+DSJLEuKzRfLD7U1qCrV2yj1OBhpYgO8tiP8OKutZo2Gq0rdZL82H36dVbqzl3RA5GJfJo0yvbzZxJPeEIp6aqaoRFeQWB4IzjrA5Ls5oVMlIc/PnFNunm7FQHl07uFddXlqXow1cMOqR5bGzf2xDTnJ3moGeOm8YWP3npLhpbg0wenk2//CRqGr3UNgTok5fIp+9tZF9VS3S7q8/vg9WicNXknkwflYem6yTaTWJVSXBMGn1hfvv0MuoPPARIEvziOyMoTHd22j6MiozV3GasHDTGSyuaY/olJ1r5ydVD8QdV1MM8jsGwFjPGQVx2E3fOHYYsgcWs8PBzK2LkW2+Y1Z9/v7cJVdMJhjVe+nQrv71pDI0tARw2E6kuC4MKPIwbmInBIGGQ4J5/Lo2GnskS/Op7o8lNbvPWpCWY+fWNo2lsDeC0mSirbqHyEE8NQILD3CZCAAzp4eHhW8bRGgjhdpgxnQGGDcDu/c0U5SYe93aKQSY5wcqeyhZ6ZrUv1d2d6LqOf8EzGLL6ISd0fojYlrodZDky4t+QZLTUXCzl2/D2HNHp+wVIsSbR292D17a/w/X9r+6SfZxszCYDxgMKhwext6PgJ0vEFfi1WxQSnCbuuKoYXYeqem/kGuU0icVBgeAs4qz23PiCaoxGPsC+qhZUTWPcoMyY9tkTemA0SGQcUgNCliUG9kpmeN+0mCTcBIeJ9CQ7uq7z+hc7efnTbbz8yTa2lzZgtxh4/PX1vPLZNqrqvTGGDURyDQ6qQrltRjx2E6qms7/eR3VzQKTcCI7IrrLGqGEDEdW/5z/aQmfmyDotCjdc2C/6ury6lbEDM6MrpRDJe8lKcZDiNJHtsWIwyDGhIovWlnH51NgFhGFFqazZVs0fnl/Jk29vYFdZY4z3VNNh8ZryGMGAiyf1JNGmkJtsx2MzEg6rGCRIcphItBlZu7MuJqdG0+H1L3bQElTZuKsGb1BFksBskEh1WbAqMlee2ytGyCAl0UrvHHfMXDVNx242kOqynDGGjabr7K5oJiPJduzO7ZCf7mT55ngP9skguP4jtPr9KL3Hd/7YapA9zXvJcqS3+76Wlotl76ZO3++hjM4YwY6GXWesuECK0xx3fbBbFaYMz4lpu3B8AfuqYhdVZk3sgS+g8vv/ruQPz6/kPx9s5r8fbiEkhAIEgrOKs9pzE1a1uNVjgJoGHzo686YXYTEpOO1Gdpc38f/+vZzbLx+ML6gSDmvkpEXi+d9esIvLpvZCVTUkSULVdLbsrmNkvzTuu3EU1fU+XHYTOSl29te2rQq3l5zs9Ydj1Jua/GH+/vpatu+NuOknD8vmsnN6YjWe1XapoB28wfhzudkbQtW0uBXOE0XTdIp7JnH/zaMpr/GSlWLn5U+3cdV5fQiFVeQD9aB2lNbTJ8uFrus0tgRw2k2RehQhDbPJQFWdl//P3n3Hx3Gch///bLl+BxwOOPTK3ijldP0AAL+9SURBVItIiiKpTvXeLMuSLcsldiQnUtyi2HESJ7Hjr5PY/sXdkpssF8mqltUlqlISi9g7CYIEiN6BO1zd8vvjwAOOB4AgCYAo8/ZLLxOD3b1Z3NzePjszz/zLp8+ltTOC122lNM9NeyDGnDIfmR4rh4+lD+0JhOPcedUclszyk5/totTvxhh0RIk04MrkXcEof153iPU76slwWfnHjy9LmUhcnO3k259fTW1LEKtFoTTPjWegHttJ5lhTEKddPe25Q0tn5vDoqweZWZzJ8jkjm5nsVMSPbCG+/QWsq+9CUkb+favsPEKuIwebMvDwPcNfgmXHO8jRHgzbqS2GOlxWxcIVZZfy2P6nyXP6B+5FmsAMw+TCxQWU52fQ1BHC67HRFYiRn+3igTuW0h2Mkum2UdscID/blVznxmZR2LinkZLc1J7qQDiGZpiok+RBhCAIJzf5v7UHIUmQ5bZw4dIi3txSmyy3WRRkWeL9nQ3sPdLOv356JV//2XtEYolBu9//0zYuPqeYu6+YBSR6b5bPzeWhZ3enHP8fP76M0t5enrJ+vT15Pidet43OYBRFlrGqcspihZefW4rLpoAJkizx5tbaZGAD8OaWWpbO8rOg7NSHjwiT24yiTGQpNaHe9edXYLcoI7ownSJJFPmcFPmcvXPCivnxkztStvmPvzkv+Zr+LAfbDjQn170BWDAtmxvOr6Ai150sK/DakyuE2y0Kz7ydut7m5StLKc1xUOw7eVYj0zRZOD2bP687lFJ+3oICXnj/CJBIUf3jJ3bwzc+sxHq8t8YEf4YN/2lMrJ/IdlS2UnEGwxc9Tiu3XjiNR17ez/wKH46zEBBqx3YReefX2M69Ddk5OsPjdrXuozyjZPANFJW4rwh77X5C05eNSh0A8l25XFC0ih9v/yUPLP0c+a6RH353NlllmZmFHioKPKgydPRo/Ob5PTT3m/daXpBBdyjOqxuqk2XnLchn3wnz+a5dU4HDIothaYIwhUzJ4CamGew80s6L7x/lzitnk+Gy8v7OBgr9Li4/t5Qn36hkzaICbrpwOllOlX/7zEqeeKOSmqZuLlpazEVL+rKZ6aZJbXOQj142i3e312G1KFx0TjHVjd3ML8tKm2/gsir886dW8Mxbh3l/Vz33f3Qpr22qpr6lh0uWFXPB4sLkaueabg6YrOBgTQeLKnxiJWUhRZ7Xzr98emVirZZglGtWl7NiTu6othPThDllXj5zw3xefO8odpvCbZfOpKhfFrKuYIzb185iy4EmahoDLJqRk1i4MxzHPsgE9rJcN1/9+DKeeqOSnkicK88rY9ks/xA9NekKfQ7++Z4VPPbaQUIRjatWlXGguoOecN9Qtcb2EIFwnGz3xE7jfKY27W/mwsVn1gOQ53NSlONm68EW1iwc294ErXY34Td+jnXZTciZAw8ZO1PtkQ46o50UuJYPuV3UX4bj6I5RDW4AZvtmYGLw/S0/42NzbmVp7sJRfb2xFIhqrN/ZwAe7GphT7mPZXD/3376UF98/woGaDhZMy+aK88rRNIPm9hC1zQFWzs/n0uUlBHviVNV30doZ5qrzylk5L1cENoIwxUy54EaSJLZWtiZ7Wv7rt5uZV+7l6/eswONQUYAZH1+GVZXATNy85WXa+bubFxLXDWwWKeUGSybxlPn59VUsm5uHphk89uoBPnPD/LTA5rhsl5XPXjeXmGZiU2XmlGSi6yZWVUq5CKuyxKIZOWnzcmYUe0VgI6Qzoczv4h/vXIpumFgUecD1XUZaZV0Xf379IOfMziUaN/i/x7fxL59aSVFvD4vXZeU7j2xmXoWPJbP8HKjuYNuBFi44YV5bfzIwpyiTBz+xDN0AhyqdcpuXkJie7+Frn1iGYSYyG/7m+dT5EDleOy77lLsMpqhr7SEYjlHid59845OYVpjBjsrWMQ1utNrdhNf9DOuym1B8xaP2Otubd1OeUYosDT3EM+4rxH1oI0qwHd3tG7X6AMzxzSLTlsnTlc+zvm4D1027gorMkU19PdYM4NGX9/Nh7xyu2uYgy+fk8s1ffsAtl8zg4mUl7DnSyn/+agPf+vwq7r9lEeG4jtsuo+uQ5bDwpY8uQTcS36/iu1IQpp4pN3Ejphv8pd8K4wB7j3ay63Arcm8wY1US8waqW3rYXtVOXXsI3TCwKFLak2PThAuXFOHPcvLOtjre39XA/Ok+5p5s2Fjv65imiQxYFCnt6ZJpmly2ooTifjcdK+fljYuMRML4JZEIjMcisDGBv757hEAoztvb6tiwu4FY3GDHoRbk3jHu2R4bf3PjfPZXd7Bu8zFaO8Pcf/sSnNaTX35UwCYnxuFHNYMjTUG2V7XT0BEednINGVAl8Lmt3HPt3OSCnA6byt/dtmTKz1/buLeR2SVZI5IyuTTPzYFjnWPS9gC02j1jEthEtCgHOiqZlll+8o1lhWheBc6qrSffdgQUuPK4c/atFLjyeHjXo/zPhz9ie/MuDHNipjjuCMaSgc1xL7x3hL+5aSFPv1nJf/12Ey+9d5R7b11EjscKmDgsicDmOBmwyKf+QEQQhMlhyj2ylCUJuy19FWOr2lemm/D8BzX8dX1fEPTJa+dy0aICBlo4JMOh8k8fP4fmzgiKLOHPtI/Y5EWvw8I/37OC5o4wqirjz7CJiZHCuCFJUnLNl/4cNjUZrMsSrJqXx+zSLAI9MXwZdjx29ZSGisQNk8ffqOStfvN2vnDrIlbM9g/7BkaWJC5YmM+CimwicYMMh4rHYRmzG/HxavO+Zi5fPsQ8klOQ6Uqk3G3ripDjHd0V37W6vYTX/RTrOTeOamADsK15J4XufByq/eQbA5H8mWTueJXA/ItAGf0FXhVZYZF/Pgty5nK48yjPH3mVv1a9yu2zbmS2b8aov/5IUmQJ+YTAJK4bdPdEue3SmYkHjBIEQzGRPVQQhAFNuUeWigQfu3x2SpnbYWFmv3Svrd2RlMAG4A8v76ezJ85grIpMcbaTgizHiAcfNkWiJMdJgXfkgiZBGBGmyS0Xz6D/Q3+HTWXhjOzUoMEEn8tKWa4bz2kMA2vqCKcENgC/fn4v3eHBP5MDkZDwua0snuXHbVenfGDT0NZDOKaddgroE0mSRGGOi6qG7hE53mC02t2EX/8J1nNuQMkemcBsMOF4mB0te5iTlb7+2WAMZwaaJwfn0bFN1yxLMjOzpvGRmTeyLG8Rv937J36/7wmienrmwPHK67Rww/kVKWUXLiniDy8f4LHXDvLndQf58+sH+dVf99IxxHeyIAhT15TruQGYUZjBv//NeWw/2EKG28qiaTn4XJbkk+RQJD2lrqabhKMaXufoP4UThImkzO/iPz+3iu0HW5KBjd9jG9FJvD2R9JuYcFQjGjdwT63EZiNq26EWphdmjsiQtOPyfQ4O13Vx7tzRyeAVP7qVyNu/GvWhaMe9V7+JEk8RLsupBYDhknm49r9HqGIJyOmjBUaTJEnM8E6j1FPM27Xv8d3NP+RvF91DrjNnTOtxuq48t5RZJVnsPdpGWUEmWQMkHjEMk3BEI0t8JwuCcIIpGdzIQEm2k7I15ZimiWmmppz1e+24HJaUrEr5Pie+jOENSRCEqaYwy0HxqrIBP08jIS/LmZY2fWaJF69L3NiciW0HW1kyc2RveAt8LjbtbxrRYx4X27OO6JZnsa24Ddk7OlnR+jvWXUdVVzWXl150yvtqmbkYdjfOyg8JzVo5CrU7Oati5bLSi9nVupf/3fITPrvg48zKmn5W6nIqjifamVeWSJ7TE9PJcFlTFvb1ex34pljKdkEQhmfKDUvrzzDMAW/CPHaVf75nBdMKMwCYV+Hjy3eeg00RQ8IEYTCDfZ5GQpbLwjc+dS5F/sSaUUtn+bn35oUoI9jjMNV0h2LUtvZQlnf669sMpCDbSV1LD3FNP/nGw2TqccLv/pbYzpewrfrYmAQ2wXgPL1e/wbK8RVhOc95MaNpSPPveRQ4HRrh2wydJEov887my7BJ+uftR3q/fdNbqcqqOz7tx2xS+dvdypvcm05lTlsVXP74Muzqlb2EEQRjElOy5ORnThPxMO//0iWVE4gZOqzK1o0BBOMtME4qznfzrp84lqhm4rAoirDkz2w+1Mq0gA1UZ2aub1aLg9zqorOs+edbIYdA76oms+xmSzYVt9ceRLKP/tD6sRXi28kUqMkrJc+ae9nF0VxaRgplkbn6OjgvuhLMYjJd4irhlxnU8X/UqdcEGbplxHcoYD5c7XceXZHjwrnOIaAYOiywebAiCMChxzz4EVZJwi8BGEMYNi5z4TIrbmjP33q4GZvdLpDKSyvI97KxsPaNjmFqM6JZnCf3lWyhF87Ccc8OYBDbtkQ4eP/AMOY5sZmedeaaxcOlClGiIjG2vjPx4zVPks2dx+6ybqAnU8r9bfkJTqOWs1udUqb2ffxHYCIIwFHHfLgiCMMVUNwZobA8xvXfo7UibXeJlw94mtEEWMh6KqcWI7XuLnsf/Cb1+H7bz70YtWzKiSQ8GEtWifFC/iT8f+AszvBUsyJ4zMq8pywTmXYi15SiZm55FikfP/JhnwK7auK7iSqZllvG/H/6YZypfIBALnnxHQRCECWLCDUuTTzEV8qluP1FNhfMcr+c4FvUar+c+kU3mv+lQ5xaKaPz2pf2snp+PahmdYUm5vQlYXtlUw/VrKobcVpLA7OlAb6kiXr0T7ciHyN4CbEuuGdVsaJqp0xnpoinUzJGuGqq7j1HoLmBt6QU4TzEzWn8DBkRWO4HFl+Gs3IL/pR8TnrGCaNEctAw/yGfhGaMksTR3ITO9FWxq2so3P/guc3wzWeSfT0VmKX5HNjCyn5HhHmsyfy4nCvEeCBOdZE71hR4EQRCmiGffruRXz+0BYHZZ1qgO72sPRGluD3HJsmK+dOeyvvI3/0Dn+08Pup+a6Udxn/lcneMM0+Rw+9GTrmlkVazIYxBoZEYi2LX05QYAfr9sGTF17J85huIRarsbhtzmc8vv5LLpF4xRjQRBEE6fCG4EQRAEQRAEQZgUxJwbQRAEQRAEQRAmBRHcCIIgCIIgCIIwKYjgRhAEQRAEQRCESUEEN4IgCIIgCIIgTAoiuBEEQRAEQRAEYVIQwY0gCIIgCIIgCJOCCG4EQRAEQRAEQZgURHAjCIIgCIIgCMKkMPZLIZ+htrYghjG8dUezspx0dIRGuUZn31Q4z7Nxjn6/Z1jbnUqbPB1T4f0daxP5bzqcdjnabXKkTOT3YSCT6XxO5VxGqk1Opr/fRDVZ3oPhfn8Lk9Ok7rlRVeVsV2FMTIXznArnOJipfO6jRfxNx4fJ9j5MpvM5G+cymf5+E5V4D4TJYFIHN4IgCIIgCIIgTB0iuJnkZFlCVYf/NquqjCxLp/w6iiKhKKI5CafGZlOR5eG3G0k6tfYsCOPdYNdoSTp+PU78v3Tql2VBEIQpacLNuRGGr8NsZ0vtduqDTZxXdA4V7nIspm3AbeNSlKrAETbUbaU4o4Bl+YvxSr6TvoYkQVO8kQ3VWwjHI6wuWU6RvRjZFF3bwuB66GJfxyF2NO6hzFvMOfmL8En+IfcJ0Mn2pj1Uth9hWcEiZnlnYDedY1RjQRh5HUYbW+p39LtGV2AxrQTpZlfLXlRFIarFOdhaxYLcOSzIno0TMZdAEARhKCK4maQCZhfffe9HBGI9AGys3cbdi29jlX9l2qROWZb4sGkbv9/1NACb6rbzWtW7/POaf8BDxpCv06I18+31P0QzNADeqdnIV1f/LeX2aaNwVsKkoBq8Wvk2r1etB2Brwx7eq9nCl877PB4zc8BdIlKIH276FfWBJgA+rN/JldMv4oaKa8AQj7SFiSdAJ999/8dp1+hluUt56MNHyXZmEYj1sK/lEABbGnayMG8On134CVTDcjarLgiCMK6J8R2TVG2wPvmledxTe18kbPakbRuih6f2v5hSFogGqQvWD/kakiSxo3lvMrA57vmD65CU8Z+pSTg72uNtvHnk/ZSy5p5W6oMNg+7TGGpKBjbHvVb1Lt1616jUURBGW22wIf0ave9FurQODndUU+YtSgY2x+1q2k97rG0sqykIgjDhiOBmkjJJDy4M08Ac6CG3CYaZvr05QFl/kgSmaaSV66Y+4OsLAgASGIO0z1Nh9v5PECaiga6vhmkkywdr2Se7Lk92B2o62F0lAjxBEAYngptJqthdgNPiSCm7ac6VOHGlbevAyY2zr0wpc1mcFLkLhnwNwzBZlDsPWUptRtfOXAu6aFrCwHyKjwtKz00tc3gp9gze3vKdueQ4U+eAXVy2ikzFOxpVFIRRV+wuxGGxp5TdPOcqsixeSjIKaQg0McNXnvL72dnTybZlj2Etx5/vPb6d7/95x9muhiAI45iYczMBSBJoUhwZCckY3luWKWfxT2v+jkPtVYS1CIWefCpcZQMuomaacF7+cnyOTN6p3khJRgHnl6wkU/ZysoeEuZY8/vn8+1l3dD2heJi1FedT5iwb/LGjMDEpJpoZw4KN4XawmIqOYRqopjX1abOucM2MtRRnFrK1fhfl3mJWlSwjgyw0OY6MjGSkJqSwmy6+tPLzbKzfwv62w6wqWsaC7Llivo0w7uiDtOETeaxu/mnNF3jv2GZquxu5sGwlszNmoug2vrD8U2xu2MZ0XxmL8uayp+UgS/Lmc07eIlTDOkZnMj5N8Y4rQRCGQQQ341xcirKnYx8vHFqHw2LnljnXUOYoQzJP3jOiGRrbG/fS3NPCxeWrKXUVD7qtYep0RQJk2j3E9BhxIw6KxEmjFFMi31LIJ+fegWmCrhsisJlkOsw2Xtj3OpXtR1hetISLS1bjHiLRhCkZ1EaO8fT+lwhEg1w14xIWZc/HavY9pfaYXi7IXcUlRWswdAjrYba0b+PFyjdwWRzcMucaSh2lKe08U8riqpLLubrscgzdFDc5wrgSI8Jrldt4/mBvG557DWX2UjjhWi3JJkfCR/jLjlfojga5btZarp2xFjXe19PuIZPLii5BksE0JK4ouRRDF0PSTLNvIKqmG6hi+QFBEAYgrgzjmCTBvs4DPLz1j9QHmjjcXs3/vP8zGmODT7w+rk1v5Tvrf8Su5n009bTy+J7neLv2PaQB3nFJhjeOvcufdj/LB8e28ObRD/jOez+mXW8ddl01zUgENsKkEpaC/M/7P+WD2i20hNp56dAb/H73ExiKNug+zbEmvvveTznYVkVDsJnfbH+cHW27kU5YqMMwIBZNtJs9Hfv41bY/0RBoorL96KDt3DBMdE0ENsL4Ikmwq2MvD2/p14bf+xmNsca0betitXzv/Yc42HaExmALv9z6GO8e25i21s3xtm4YRm+bF42+J6JhVWU8TgvdPbGzXR1BEMYpEdyMY4as8/Lht9LKdzbvO+lCm/XBRuInZDF7+fDbhAbKlmb28Orhd1LK4nqc+p70L2ZhamkKtdAVDaSU7Wo+QGesc8DtJQkOdlSlTfR/qfJNNCk64D66rKW1cxOTva0H0wIiQRiPNDnOy5VvppSZmOxvq0xrw0c6jqUlz1hX9R4Bo3vU6znR9YTjOO0qDptKT2TwByyCIExtIrgZx2QkMqzutHK31XXSp3gWOX0dBKfFgSKljwOXkdMmtgJYBziGMLVY5PSRq4okow5QDonx8A41vS25rU5kBp6DIJkyHkt6oguXxYkY4yhMBDIKbmt6G04kdUltwzY1fSFlp8WBKolR4icTDMdxWBPBTTAcP9vVEQRhnBLBzThm6jLXz7oi5cmf0+JgXvaskw7LKXYXkudOXfH9rgU3YzPTbzztOLlrwc0pZQXuXIrchadfeWFSyLXnsjB3TkrZdbMuJ0MZeLFNgJlZ0/D0u9GTkLh1zrWDTrCWDJkbZ1+Z0s5dFidzfDPF8DNhQpB0mZvnXI1EXxt2W13Mzpqe1oanZ5XitafOWbtl3tVY9PRrs5AqFNWwWxXsVoUeEdwIgjAIyZxgA3nb2oIDZvwaiN/voaUlcPINxzPJpDnexIH2SmyKjVlZ08lSfClfmCeeZ1yOEjWiyLLEwfbDtIc7EylE7T4M08AledIyXhmSRrvWSke0G5tqJdeZg6YZ2GQbSAZBvQe34sKip6aXPlNRJURID+FRPaha+hPNwc5xLPj9nmFtdypt8nTrMZrnLskmQSOILMm4JHfauYQIUh2ooS7QyLSsMkqcxVjM1PdKVqBDb0eRZLyKj069k7ZIG5qhkWXz4lOyCcs9hPUwGZYM1PgJN3KSSYfRRnu0E0WS8dtzcJMxasHNRL42DKddjnabHCkT+X04kSkZBOROWoJtOK0OnKoTm2RF6n2GaGBiGgYu2UOb3sKB9sN0R4PMyZlOrj0HOy4kQ05ev52yE9lQ0eQYYSOCQ7afVqY0SYYeMwiAS3IPO9vhqbw3I9UmT/aam/Y18fb2eiyqzLLZfi5YJB7AjbTJ8pkc7ve3MDmJfvDxzpTIVfPJy8tP3ugNdsMnSXAsWsOvtz1GU08rc3Nm8ImFt7HIt4CtrTv4/zb+kqgWZW3F+VxefjFO+oa8hcwenj+0jg/rd5Jp93DT3Ct5/fB64nqc6+dczpN7XiDT7uHuxbeRrxSd8WnJMlRHq3lk85M0BJqYllXKJxbfSq489No6wsiKSCFeP/oOr1a9jVW2cNu8a1nuX4pq9t1EOXEz1zOPeRnzE8MhT2h/ATp49fA7vH10A1bZws1zryTXmcPDW/9EWItwzYxLmJc7k0e2P0lTTyuzsiu4c9HN+KX85DHCZoh3qjew7sh6rKqVj86/gaXZi1ERQyOFiSFihniz6n10Q8fA4N3qzaiywp2LbqI93MlLh95CN3SumnExl5Scz3k551ITruYXH/6B7kiAS8pXsbx4CY9s+zNNPa3M88/k9gXX88iWJznSUUNpZhGfXnIHuWresIP+mBThvfpNPHfgFUzg+lmXcX7BKmxMzF6iUFTDZlFQFYlwVD/b1REEYZwSw9ImiOF8mXUZnfzv+z+nqSeR5WxfayUPbfs9rfEWfrP9cULxMLpp8GrVO2xq3NqXlEA2eObgS2yu34GJSWekm0e2Pcma0hU09bTyyPYnWTttDdWddfx442/pkbrO+HzajFb+74Nf0RBoAqCqo4afbv4dIXniPzGaKCRJYlvLTl6qfAPd0AlrER7d+RQ1oWMDbj9QJ68sy2xq3MEbVe8lj/HHXX+hoaeFUDyMYRrYLDZ+sOFXyXZ5sO0Iv9zyJyJqsPcYEpuatvJq1TvopkE4HuG32/9Mbbh29E5eEEaQLEtsaNzK+8e24LQ6efPIB2iGRlyP0xML8ey+V4hqUTRD4/mDr7OrdS9tWiv//f7P6Ip0Y2KS7criB+8/lPyc7G05xG+2PU5+7/Dimq46vr/hIUKkJ4UZzKGuwzy593liepy4HufpfS9xsOvQqPwNxkIkqmNRZawWhXBUJBQQBGFgIriZRJpDLWkZ0o521tIW7kjb9t2ajcRIZK8KmSE21m1L+b2JiWYkxjTH9b6xzR2RLprDbWdc15aeVsJa5ISyNloj7Wd8bGF4DFnjneqNaeW7hpGN77i4HGFj7da08oZgEznOrN6fzJQ2BFDb3UB7JNEu41KMdweox/7WymHXQxDOpjhR3qnewMzscnY3H0iW53tyOdqZHqS/e2wjIS2UUmaYRtr1u7qzjkJPbvLn7mgg+bk5GVWV2VC3Ja38vdrNqOrQC4yOV5GYhkWVsaiyCG4EQRiUCG4mEdcA2Xocqr0361Sq4oyC5JAfi2TB78xO20aRlbR/y5KM25p+vFM1UGYhVVZxWUZ2To8wONlUKM1IH7Ne4M4b9poaFkmlwJ2bVp5pyyAQSzxh7t+OjrOrNuy9WdVUU6U4I304Yp4rZ0LMGxEEBZWijHzaw53kuvqupd2RAD6HN2370oyitOxoA31OHBY7sX4PBiRJ6s3AdnKGYVKamT6EuCyzBMOYmGuShaM6VlXGqoqeG0EQBieCm0nEb/VzSfnqlLK7F9+G35FDkadvfoNNtXHdzMvBSDwVtxg27ll8O3K/FT5n50ynKZgYHnFe8TkcaD0MwM1zr8JvSc3CdjpybblcMf3ClLLb5l+D35J+oyyMDtOAK6ZfnJIGPM/tZ67v5Nn4jjPiMlfPvCQl/XO+y0+GzUVES/QMHm6r5qLy81L2u2PhDfgVf289JK6beRn2filyCz15zMyafrqnJghjy5C5cdaVNAYTc8qOByCBWA8+h5fsZC9mIhPgpeXn47P5mO+flSw/3FbNhWUrUw770QU3sL5mc/Ln2+Zei1fJYjgMw+TcgqVk9svMlmHzsKrwnAn70CDRc6NgtchEYmLOjSAIAxPZ0iaB/ucZl6I0RprojgbIdeaQY/EjmTIROURrtIWYruF3ZqNpOoZp4LVkoRgqkmTSprfR2NOM0+Igw+amIdBMht2NKis0BJvJdmZRaCtMy5R1umJyiLpwQ+JppzObQkcRij7wBHKRLW10zl2SEnO1GnoaUWSFQlcBTvOEtZUkk4DZTU+8h0xrJk5cKcGPLEOL0UxtdwOqrFCSUYTFtFLf00DMiFPoyseqqNT1NNIV6SbXnUOhPR9Ft6XVo76nEYusUugqwGGm9+6djCbHaI91YJFVMhUvsjnw8JuJfG0Q2dLGJ0mSiFgC1HTU47Y56YwEUCQZj82FCQSjPZimSaG7AI/soUPrIGJEkCWZ9lAn2U4vqmwhGAsSiPaQ68why5pFS7SV9nAHPoeXXGsuijl0ko3jnwFVUvCqWYTNEHU9DQAUufJxkTHk/seNx2xpP3t2N7leB1aLzKHaLr700SXDqp8wfJPlMymypU1tIlvaJGMxbZTYSuH4faMJUcK8dHgd646sx8RkWlYpywoX8cSe51lWsIg75t6E03Tjk3PweXKSx/Jl9PXQFHiLk8cbEZLJke4afrH1D0S1KC6rk79f8SlK7WVibZMxZJqQIXnJcHt7C074vWSwt2sfv9z2R2J6HI/Nzf3nfpoia3Hyfeo2uvj9jqc52FYFwMXlq7hh2pVMd87oO5ABMxweOD6i5oSHrierx3AE6OKhLY9S1VGDhMRl087n6vLLJ2xmKGFiMU2T4swCbLHEw4GCE9df7v22jUtRXqpZxwuHXsc0TUoyC/nYwhv51rs/RDd0fA4vD6z8LDlyLhhQYCmkwNI7fPQkn4sAXfxyy++p7KgGYG3F+Vw77XJmuWYNveMEEY33JhRQFWJx0XMjCMLAxLC0KaC65xivH3kXs/ebsaqjhsZgM0WefLY07GRP236kMZ633WV08pMPHyHaO3SpJxbiJ5t/S4jg2FZEGFKn3sHPtvwuOe4/EA3y082PECEMJNbQeLd2YzKwAXjr6AccCdaMaT0lGd6oXk9VR+J1TUxeq3qXmp6xrYcgnExduJ7nD76WnNd2rKuedVXrmZZVCkB7uJNfb38MTY6d0nElGd6ueT8Z2ACsO7Ke6jH+LI6maExPJhSIxifmvCFBEEafCG4mOVmWONLvy+64g61VlGclemO2N+5GUca2KXRGutCN1CdvgVgP3bGJ3x0+mbRHOtOSC3REugjEE++Tjsa2ht1p+x1qqxrTTGdxYmxrTK/Hkc5jSGMduQvCEBqCTWllB1qrKPeWJH+u7qwlrIdP6bga8QE/A4fbj06arIPReCKhQCK4ET03giAMTAQ3k5xhmJQMkDGnIquU2u5GAOblzkLXx3YsWIbNk3bT6bDYcVtOHMshnE1eWwYSqe+Tx+rCbUnMh1FQmZ+bPuSlIqtkTOd8WLAyPye9HiUZhcPO/CYIYyHXlZ6QpSKrhLruhuTPBe5c7MqpDadUUZnnT/8MlHnH9rM4mqJxHVUEN4IgnIQIbqaAioxylhcuTv7sd2Uz3VdKdWctM33lLPYvGPMbQK+SxWeW3JHM0GaRVT6/7BN45OFNdhXGhk/N5hOLb00GolbFwt8u/wQOEkGoacAlpWvI75cOemnBAqZlVIxpPU0Drph2Ebn9UpqvKFxMhadsTOshCCdT7CjiwtK+rGhZ9kyumH4he1sSi2s6LHY+u/ROLMapJW4xDYnLyi8kz9U3b3JZwSKmZZSPSL3Hg7hmJIelxTUxLE0QhIGJhAJTgMN08rF5N3JpxSriukae208oGuYb5z9Ajj0Hi2FDkiS6jA6aQy04LQ5cVifNPW1kObyYpkFnpBuf3YtPzUYyZeJSlKZIMxEtQp4zlww5c1iJAEzJoENvpy3cQVlmCf9x8VcTa0HYvXjkzEnzhHGykEyZ5f6llF1YRGekmxxnNn7Fj9nvfcqQsvj7lfdQH2hCkRWK3AWopsqxSA1xPU6eMxe35EltH5JJh95Oa7idDKubHGvOSbNAnUym5OOfVt1PS6QFi2wh25aDapzZMQVhJESlMI3hJnRTw211cfn081lVeg4RLUaOM4tApIdvXvxlYloMq8VKMNJDh9JGluID8+RDyiQJAmY3beEO7lvxScLxCBbZSo41B/UMP1fjSSyuY1FEz40gCEMTwc0UECLIQ1t/z6H2xKRvj83NP666D5+cA70Pv+pjtfz3+z9NThw/p2ABBZ5c5E6Fvx54DQAJic8svYMF2XP4/d6n+LB+J5BYkPHB1V8gV81Pf/F+JAn2du/jpx/+LtlTdPv867kgf3UiZa+Ia8YdXdJ4q+49nt73IpBId/t3K+5hXsa8ZCDaZNTzfx/8iq5oYh7OR+Zfx+7m/exrqQQSC7b+4+r7yJb9yWNUhir5vw2/RDcTDfDamWu5ovTSM74Rs5kOim2JidmIB7vCOBCkm598+BtquuoAyHJkctv8a3n4wz8CiZ6ajy64nsc2PsfnV9zFf7//MzRDQ5ZkHlj5GWa6Zp20Z71Fb+a77/2EUDwxT2dR3jzuXnD7pApsAOJ6b8+NIqNpBoZpIos5dYIgnEAMS5sCDncfSQY2kMh49dLhN0BOfGHqcozf7vhzykrYWxt2MzN7Gi8cXJcsMzH57Y4naIm1JgMbgIgW5U+7n8FQhl4xOmB288ttj6V8Uf95z19p19rO+ByF0dEeb0sGNpBId/vLbX8iaCQCGcUCrx1+NxnYKJKMYRrJwAYgGOvhr4deTba3MD38cuufkoENwAuH1tEaaxmLUxKEMSNJsKf1QDKwAegId7G/pZICTx4A4XiEDce2MStnGk/ve5kVRYkhxIZp8MutfzxpBklT1nlq7wvJwAZgZ9NejgWPjcIZnV2xuIGqyEiShCqGpgmCMAgR3ExysixR35s4oL/D7UfRSAQzUTNGbb/JrMeF42EMM/XLQzM0uqPpX7bVXXXEjKFTl4a0UDL1c3+BmEj/PF51D/DehOMRQloIgCgRajr7btycFgfd0fSMd1XtNcRJtI+wHh5wm4FeSxAmMlmWOdqVnoq5trsxZW5MbXcDeW4/dd2N5Ln7ygOxHsLa0FnT4maMI13pgUxrqP0Maj7+6Eaip0bpzfxmUcTQNEEQBjamwU1jYyP3338/K1euZM2aNXzta1+jq6trLKsw5RiGyQxf+uTu84rPwWJaAXBIDpbkz0vbxmV1YldTJ7V6rC6yHb60bZcXLcYuOdLK+8u0ZOJzeFPKLLJKtj39eML4kOPwochKSlmuM5sMayLxgwMXSwvmJ38XjIXwObLSjrOyeCnW3pVlPaqb4oyClN9LkkSOaAfCJKPrBoty56aVz8mZnlyTCWBh3mwOtlWxIHc2h9qOJMsL3Xl4LEOvtG6T7JxbuCStvCSj8PQrPg7F4gaW3l4bIJFUQKx1IwjCAMYsuDEMg/vuu4+enh4eeeQRfvazn3HgwAEefPDBsarClFXqKuGWuVcnb1KXFy5mTdHK5ARvyVD46LwbmZ6VyCxlV218ZP61vH54PR9beCNee+JGNtuRxQMrP0u2msPdi2/DqiTGc8/JmcH1My4HY+ixzzbTwf3nfprc3ieWGTYP/3DeZ8mQM0fjtIURkCl7+YeVn8VjS2RHy3f5uW/FPViNRJraeFznvOJlnFOwAAkJWZZxqDZum38tqpyY0rc0fz4XlazmeCegatj4/Dkfp7B3WI7L6uT+cz+NT81Or4AgTHDTPBVcO3MtsiQjIXFu0RIqvCWEtQgAs3OmU5xRiFW2cMPsy6nu7QktdOfxt8vvPmnWNNOQuKLiIhbmzgbAoli4c+FNFNgnV3BzPFPacRZVJqaJnhtBENJJ5hjlAN6zZw+33HIL69evx+9PTCzesmULd955J5s3byYjY3gpgNvagsPOqOX3e2hpmTiLQvbQzbFgPVEtSr7HT1ckQEyPU+wpJEv2DZqNbDjnKUkm3WY3YBAz41R31QJQmllErpKHYYAux+nWurHKVuyKja5YN06LEwmJnngPbosLm+nANEGWodvoJm7EyVAzUE4hK1VMjhCMB7GpVlrCbbSHO8h15pBvz0c1rfQQ4FiwjogWochTiF/148/JGPP30u8f+onpcafSJk+3HiN17oak0RRroiHYTIbNQ7GrELvpHHKfsBykI9ZBTzxEhs2DT/VhMfrW4JAkaDNaqO6uRZUVKjJK8Uheuo3EQq0ZaiZxM0ZdqJ7OSBd5Lj/5tnwMySQQ78auOHBJ7jNPRy6ZtGmt1AbqsSpWSjxFuBn4ujLRrg39DaddjnabHCkT+X0wJYOWeDN1wQbsqg2nxUFIC5Fpy0A3DNrDnVhklRJPMR45g4DehYGBRbGgGwZgohs6NtVGRIuSoWagmlZCBAhrETIsHtRBAhtD0mmONVEfbMJjdVPsKsQm2wjqASJGhMZgC6qsUuopws3pPTw6lfdmpNrkUK/Z2hXmvx7dwueuT/QUP/rqAT53/XzK8od3nRaGZyJ/Jvsb7ve3MDmNWba0wsJCHn744WRgAyS7l6PR9HkYU02QLv53w89pCSUm1yuSzMcX38LvdzyNqlj4+pq/J0fJPclRBmeaEh4yadTr+N/3fpF8auiw2Pnqmr8lTy5EMSxkyb1Pz3XwKX3Z1GyKA4y+hGaGQeLGUeaUs1JZDTuZqsLTh5/nraMfJMtvm3sN5xaeww82PkRDsBkAWZL5x9X34mfBaZ+7kCDLEjs69vDQlj8kyxbkzubTC+/CZg68YGBUDvHY3mdTEkjcNu8a1hZfjNGbP6Ix3sB31v+IeG9Bpj2DB1d9gUwpC2SIm1Ee2/cMm+q3J4/xiUW3sCr3vEQbgxFZZ6khVs933vsxupF4mpvtyOKrq+7Fg/eMjy0I/UkSHOqp5P82/Aqz96pYklnIPP9MijML+N32p4j3Jmjx2Nz80+q/wyv1Drvsf73svX46ZHfv9dXEgRuH4h70uipJEvu69vPTDx9Jls3Jns7nlnyCkB7mO+t/jNb7WfTZvXx11X1kSN4R/guMvbiWSCZwnCrm3AiCMIgxG5aWlZXFhRdemFL229/+lvLy8pSAZ6o63Hk0GdgA6KbBezUfsih/HlEtyjs1H6AoZ/Z2WSwy79VsTgY2kJgc/sGxLajq2OaWaIu1pQQ2AH858CqHu44mAxtIZAx6fO9fCcWGnlQrnFyPGeT3O59OKdvdfIDGcHrCieMawk0pgQ3AX/a/Sms8kdlMkk2eP/R6MrAB6Ip0s6/tIMcztLZEW1ICG4DH9vyVgN59BmeTypQN/nLg5WRgA9AW7uBgx+ERew1BOC4mRXh0x1PJwAbgWFc9pZmFbG/YmwxsIJGdclfL3uTDvDMVpodHdz6ZUra/7TAN4UaeO/BqMrABaI90cqCjksmQLfl4prTjxLA0QRAGc9bWuXnooYd49dVX+cUvfnFK+2Vnu09p+4nSNdnT2pNW1hHpoigjsXZMQ08L3iwHsjRwEDLc82wNdaSVtfS0k5XlOoXanrmGxtr0QkkiFA+lFbeHOojqMfz+8Tk351Tb5OkYiXZc1x1MSRd7nEZ80OPvPxpJK4sbGnEzjj/XQzgeTgnKj+uMdpGTkzhmTV16ivC4HkeymPizRubzGYz10DJAdqhALDjouU2Ua8PpGIs2OVIm4vvQHIzRGU0PzhVZoTOSniSnLdxBTs7IvCcNgTDBWPp1MmrEBsyQ1h0NJD+Lp2ok35vhtsnBXrMlGMNhV/F6E8NoHXYLDqdtQraf8U78TYWJ7qwENz/5yU/44Q9/yL/+679y0UUXndK+k3XOTUVGWVrZiqLFbKrdDsAlZatpGyAAglM7z1Uly9jZtO+EsnPG/O+UqXjx2NwE+qWVznPlUJZZjISU8kR0bcX5eO1izs2ZssgOlhUsZEvDrr4yxUKOLXvQ4+e7/Im5BP2ConJvMT5LFi0tASQp8f78dvufU/ablzM7ecwsqw+Hak/pMZzlq8BuOEfsPZUkibXTLuAPJ/RMzcyaNuBrTKRrw4nEnJuzT5ItXFx2HuuOvJcskyWZYCzE4vx5HG6vTtl+Se6CETtPRbaxsngpG2q3JstUWSXPnsvaivP53Qm9OrOzZ5zWa4+3OTfNrUEwTTo7E4GdaZi0tAUnZPsZzybqZ/JEIkCb2sZ8nZtvf/vb/OhHP+Kb3/wmd91111i//LiVb8vnH877LHmuHFwWJ9fPvhxFktENnbsX38Zc38zTGjomSVJyOJssS8zxzeSuRTeTac/Aa8/g44tuYUbG9JE+nSRFkZHl9DERLsnNV1fdy3z/LGyKlRVFi7lv2SfJtxTyxVWfo8Cdi9Pi4MbZV7C66NwRG9IxlUmGwu1zb+TS8jVMyypjYe5sHlx9H145PQWzqirYbCo+OYcvrfobFuXNYXpWGSuLlvKZpXdg0RNpv00TFmXP544FN+C2ushx+vjCinsoshclj5UhZfCPa+5jdvZ0bIqV1SXL+fSSj51SEoqTMU2TZf5F3DbvOlxWJ35XNvef+2kKbJMrY5QwThgSV1Ws5aoZF+NQ7ZRkFHDvuZ/gUOsRpmWVcvPcq/DY3GQ7svjb5Z+g1F1yRi/Xf0iyZMjcMusaLq1Yg121Ue4t4cE195Gl+Fics4Db512P2+rC7/Tx9+d+ikJbwRBHnjji8RPn3EjERCpoQRAGMGbZ0gD+7//+j5///Of813/9FzfffPNpHWOy9txAYpJqTIphoOPASYQwpmTSEGpgU912nJbEk/ciaymG0XdRH+w8u8wOdjTvoTHYwpKCuQSjIao7a1lVvJwMuwcJCZeZkXKskaJLGrXhWjY3bCfL7mVp3gKylZy0jG+GrBMzo9gkO5LR98WlyTF0U8MuOTGNs/NeTraeG4AYEY4Ej7KtaTelmUUszJmbMuFeUaAuVsfWhl10RYIsK1pIkSufPa0HONxRw6LcOUz3TMNOaoY1WZYImyFkScZq2gbM7GfIGjEzllgP6SRpw0+XJEFECqMgYxmkHjDxrg39iZ6b8UOSTMJSD42hZjbX7yDLkUlRRj7t4U7m5sxERmJz3Q6ieowVBUvIs+aDOfy2H6aHA52H2NdayZzsGczOmoGTxPAuSYYwISxYUh4UHP8MyAz+WRyO8dZzs2lfE29vr+f61eUAvL6llrllWaxdVjysOgrDM9E/k8eJnpupbcyGpe3fv5+f//znfPrTn+b888+npaUl+busrCxU9axN/xk3TJPkwpoGJlbsHAof4P/74FfJbV6vWs8/nf8F8pWhn0gH6eK77/+Yrt6V4N+u/oCb5l7Jhw07ef3Ier686vNMc0zHONVUZ8MgSVAZrOSHG3+dLHup8g2+cf4/9GUM6iUbSuJG+YTvPNWwomI97S9mIZ0kw3t1G3hy34vJsnz3er6y8j4cZmLOVX28PiWb3vqaTdy95DYe3/UcUT3G+upNXD7tAm6cdm1KMGoYJjYcYKa9lUmyoWJHHXyDEWCaifWUYFRfRhB6SRzuquanm/syl7ksTq6ZdQnfeueH3DL3Kp498AoArxx+m29c8AB56vB6UnQ5zp/2PsOW3oQe62s2cU7BQu6ZfweKYcE0SHvIAJP3M5DIltYXGCZ6bkRCAUEQ0g17nFN7eztf+9rXuO6667jssstYu3Ztyn8n88orr2AYBr/85S85//zzU/6rqqo6o5OYtFSdFw++mVIU1+Psato34FCv/mqDDcnA5rjXD6/nvJJzAPjLgVcw5dH5YtCkOE/vfSmlLByPUNV5dFReTxieoBHgLwdeTSlrDLbQEOrLllbZdiRlbgzAG1XvcU5hXyru14+sp1tPnzQtCFNNXIrx5N4XUsp64iEM0yCux+mOBnFYEmnWDdPgnZoNw8562RZrTwY2x21t2EVbLD1pwFQQ1wwUue9vp8gyMU0MSxMEId2wu0v+7d/+jY0bN3LVVVeRmXnqWaseeOABHnjggVPeb2ozU1LsHhc3tN45KIM/lzPM9MBFMzRUWUkcQ9cwMRmNwUEmJjEjnlbeP02vMPYMTAwz/Wag/7BEfYDfxw0NpbfdQGJ+i2EajErjEYQJxMAgPsC1zjBNJElCN/WUDJdRLTbstMwDfVYT5VPzOhrTDJR+PTcWRRLr3AiCMKBhBzfr16/npz/9KatWrRrN+gj9aSpXTL+QX3z4+2SRLMksypuLrg/9xKrIXYi9d+Xr4y6uWMXG3uxr181ai2yMzlBAi2nlhllX8Mttf0yWqbLKtKzyUXk9YXgyZA9rK87n1ap3kmUem5sCV37y5xm+clRZTVkr48Kyc1N6EM8tWoJX9Z7y4q2CMNnYTAc3zr4yJVugRbFgU61gmmQ7sujpl7b5orJVaMPsbcixZTPTV8Gh9iPJsum+crKt2ZNrvNkwxTU9dViaKothaYIgDGjYd7dWq5XiYjFxb6zN8c7ivnPvZl3VezgtDq6eeTFF9lxUU8cwVTTiaIaOJCfWK1FJTCzNkDL4+vl/z+tH3qU+0MQFZSuxq1assoUZvgrKPSWYpoGk98vCI0noUhxFUjD1U3ssb8oGSCaSrmDIOguy5/CFFffwetW7+JxeLq+4kBzFL+bQnEWmIXFF+SUUeHJZf2wz07ylXFS6Ghd9Ey9LbCV8Zc3nWFf1Hl2RABeVn0eFt4RQLMK+1kOsLFrKObmLsMgWInIYCxZMTUaWQbNEkVEhmujlkRQDAxPZUDBNUFUTzYgiY2cUclgIwphRVYUYQWyKnUX+udy7/G7WHXmXfHcuq0qWcrS9jq+efy+yKbModw5IMldNv5hiexGoBiY6iqGi9f6/aSYWxNXRUbFgGCYWLHxmycfY1LCN7Y17WJI/n5UF52CT7GhSHAWVQTp3JqUTh6Wpikwokj6yQRAEYdjBzdVXX81jjz3GV7/61dGsj3ACq2FnvnsBC5cvIKYF2Nqwnd8de4pcp4+LKs7jhYNvkuvKZnnhIp7Z/yqzsyuYmV3BX/a/yrLChSzOn4fPkYnX7ubVw+8SjPXgd2XzUusbVLYf5bqZl1HhqiBmRtnesos3j75PoTuPa2deRq6az8mS6ZmSwbHIMZ478CoRLcJl0y+guvMYRzvruGn2ldy/7LPIpoqhmyKwGQdMTHTToDSzGKtiwcBAkki+N7phoqDis2fisbpRJQXdMFAkmTJvMaZpEiXCizUb+bBuJ0UZ+dw050oq24+yruo9HKqVq2deis/u5c87nqcrGuCq6RdTkVHAy3vf5FBXLSvz5nF+8Qrscs7Z/WMIwmkI0MrGmh1sqttBUUY+i/LncqC5knuWfITaQCOP7f4rbqubab5yimzF3Lv400BimNmR8BFeOLCOkBbmkorV6IaBQ7VT6Mnj5YNvc6yrjgvLVzIvZxZvHf6Afa2HuKB0JV9Y/mmcpouA0c1rdW+yoXYLM3zlXFFxEVlT5HMU0wws/eYrWRRZDEsTBGFAQ6aC/vKXv5z8dzgc5s0332T27NmUl5ejKErKtt/73vdGr5b9TOZU0EORZXij5jWeOPhasswiq9w6/xoe2/UcHquLtdPP59l9r1DkyWe2fzpvVL3H4vx5nFu8hF9u+VNKoHLrvGt48dAbhOMR/nH1fRxoreQvB/smm9sUK/92wZfIHGANlP4a4vV8+93/S1l08/YF1/GXfa8S1WN87fy/o9haesbnL1JBj8C5yyZPVD7LW0c/SBa5LE7+9YIv4SYDgBa9if945wfJ8f7XzlrL+zUf0tFv1fUFubOxKBa2Neym2FPAlTMv4ldbH0v+XkLigVWfTsnyd8u8q3ml8u3kEJ1leXP57KK7MHTrmZ/XaZjI1waRCvrska0Gf9r3DO9Ub0yWOS0Obph9OXEjzlP9EqlIksS/XPBF8tTEsM9j8Wq+u/6nKdfhu5fchmEYPLXvRcLxRCKPq2ZezJa6nbSE+hIHzM2Zwd8u/SR/2vdMyuKdHpubf13zRZyMfNrb8ZYK+vevHgBg+excAA4c66S6McD9ty0aVh2F4Zlon8nBiFTQU9uQaVuam5uT/wUCAZYvX47H46GtrS3ld83NzWNV3ykrZnTxwpH1KWVxQ0PrnaQfiPWgyomOuLpAIz6HF4Cqjhqagi1pPTAba7exKG8uAG/XfMDetsqU30f1GHU9jQxFliW2N+1JCWwAPqzbybzcWQB8ULtl2NmBhNEV0Lt5u3pDSllPPERDT1Py58MdR1ImMjss9pTABmB38wGm+8oA+PiSW1hXldouTUz2t1ZSkdW3cOH7NR+yJH9+8uctTfvojLae+UkJwhjqiLayvmZzSlkoHibblcWGY9tSyk3TZH/bISQpca3c23Iw7Tr8RtV7lGQWJgMbALfVlRLYAOxrraQ12poS2AAEokEaQ1Pj+zeRCvqERTw10XMjCEK6IYelPfroo8M6yGgsAimkkiUZu2ojFA+nlEv9UlYN9G/TNLEp6U/H7aqNmB4DwG1x0h7uTNvmeLA0GNMEZ2+a00GPbXWedGibMDYUScYqW4j2vjfHqf0yoVlPaCvSACnRZEnG7A2AoloMhzpAG1DshPrdsPVvE8froqCk7ScI45ksyVgUC9F+iVoATMPEbrGlbW9XjpeZ/f7d7/eqLflZOm6gz5yEhCIrack+4OTX6ckiFtfxOPsWK7UoMrG4uPcQBCHdsB+pr127ls7OzrTypqYmVq9ePZJ1EgagSh7umHNVSlmWPTP5RVeSWUhHpBOAJfnzqWw/CsDK4qW4ra7kWguQ+KJcVbqMnU37UWSF80tWclHpeSnHznH6KHINvdicaZos9M/FpvZ9aUtILC9axN6WQ1gUC8sLlkyI4TFTgUv2cMvcq1PKSjIKKXD2ZUub7q3AbXUlf27qaWF29vSUfdZOW8PWhj0A/Gzzo1w965KUGzK7amO6r4ymYN9CvZdWrGZ77z4A1067gAybf2ROTBDGiFfJ4YZZqeu6Fbhzqe6q44Kyc1PKnRYHs30zME0wDJibMyvtOnz1rEvY03KQQk9usry2u4EFubNTjnXZtPPxW/zcMOvylPJpWaXkOXKZCtJ7bmTRcyMIwoCGnHOzbt06duzYAcBDDz3Exz/+cZzO1BWRjx49yoYNG9i0adPo1rTXeJpzI8sSITOEiYFTco165hpJinIsWM3O5gNku7IoySplR+M+CjJyyXH62N6wl3JvMW6bi91NB5iRXY5hGBztOsai/Lkc7aglFIswxz+dpmALPbEw8/2z8au56GjUhevY07IfvzOb2dkz8eAdRp2gTW9lb+sBIlqU2TnTqQs0EY1Hk8ceiY4bMedmZM49LkWpCR1jX+shCt15zMqakZxvA4n3s8NoZ2/rQQKxIAv8c8iyZVDZeZSarjpmZU+nyJNHTaCO/S2VFHjyWJQ3j5ZQK7ua9mO32Jjvn41H9bCzeQ+BWA8L/XPItjg40FZJTXcDc7KnU5FZhtLvdcfaRB5XLubcjB1d1oiaEeySPZk6PyYFqQpUs7+tinx3Lhl2N+2hThb6ZxPVI2xvPIDL6mBe9mx8Snby+ifL0BhvYHfLAULxMPNzZ9EVCpDjyibTmsHBjsM0BpuZmzOTPKefqs5qqrtqmemroNxThs10EJeiVPfUsL/tMMWefGZ6p6dkOxxJ423Ozfcf386sEi8zihLr7DV3hHllcw3f/pvzBtxeOD3j/TM5XGLOzdQ2ZHBz+PBhPve5z2GaJg0NDeTl5SHLqamDXS4Xn/70p7npppvGor7jJriJSzG2te7gyb0vEDfiXDfrMs4vPA+b6RiV1+tPVWUMw8AwEgFWdrablpYAsiwl/zbH/y3LIMsympbIiiVJiXJJ6hu2BmCPdxDa9AyR2v3Iqo3Mi+4k7p+NYQ6vc2+oY48EEdyMzLkH6OTp/S9ypPMYDouDOxfcRIm9BMzUoTD938/j+rcvSLRDTTOw6kHie9ahB9oxYiEc087BLF2GLlvTjnF8n7NtIn+Bi+BmbLQazfx+51Mcaj/C7OzpfHzhLfjkvt5Gq1UhFtNxECKy41W6N/8Vxekh64rPoftno5kDD7s8fk3WdeOkn7ETfz5Z+Ugab8HN//vDVpbMyKY8P/FQpCMQ5el3qvif+8TIkZE0nj+Tp0IEN1PbkIN1p0+fzrp16wC49NJLefLJJ/H5hs6eNVXU9NTwyI4nkj8/ve8lvPZMlvvOGfWUx/1vDvt/WQz0b8PomxNlmn0BR//AQ5EMejY+TWjvuwDoQOsz/0POnf9J1FU0rDoNdmxh/DBkjT/sfJpdzfuTZf/zwc/4jwu/iveErHj938/k/ifcmCQCZgm9ahPdG55JlocPbSbntq+h+WanHWM8BDaCcDJhqYfvb3iIrkg3AAfaDvP9jQ/xjdVfxG4mRi/EYjqyDOEtLxLY/DwAerCT1qf/m5w7vomWUT7gsVOvyUN/xgYLBiZC4DrSBkooEBfD0gRBGMCw59y88cYbIrDppSgyWxt3pZW/Xf0ByBPvS0eNBwjtey+10DQwOhrOToWEURHUgymBDYBu6DSdQbYllRg9u95MK49W70KWT20hWEEYL9oiHcnA5riOcBcd0Y6UMlXroWf3W2n7a601o1m9KSmupy/iGdfFwxJBENIN2XNzxx13DPtAjz322Mk3miQMw6TAnT6Js9hTgITEhAtvFCuqJxutuyWlWLI7B9lBmIgssgW31UUw1pNS7rSc/vtsSCqqr5B467GUcjUzF1304AkTlFO1917L+9qwJEnYT8gMaMoW1Mw8YuFgSrniyED0KYyseFzHovY9MLGoIluaIAgDG7LnpqKiIvlfYWEh27dvJxwOM2fOHBYuXAjArl27mDNnzphUdrwwTZNF/vlk2TOTZQ7VztqK8zEm4DdaTHbgvexTIPU1B1vJPMg688U3hfHDiZtPLr4tpWxZwSLy7KefbUk3JNwrrkfqlwZXyfSjFs8f9eGZgjBasiw+bpidmpns5jlX4VWyUsriWMm86C7ol47ZkluO5K8Yk3pOJXE9dVia0jvvaCoO0RMEYWhD9tx85zvfSf77X//1X/n4xz/ON77xjZRt/vd//5eamqnXBZ8hefmn1X9PfbAB3dQpcheSKXvH9IbOoXdAoI2IloFszeXE5YZkCazRNsx4BNPpIyYNnOzANCHun4P/rm+ht9cj2V2QVUJMcQ+vIrJBp9aJbupkWbKSWYWE8cU0TeZkzOXfLvwSTaEWPBY3Bc58rGbq02hFMlDDbaDHMVzZxElfn6O/qLuEzE9+h5ZwG6qskmnPJiKdPBOa1ehBCnWAzUXMmoVqxpBDrSBb0BzZ6MNMZiEII00yZNaWXMSCnBm0hzrwObPIsxdh08MpbdY0Ieqt6L121mHz5qAjYegxFIuOPkhSgbTXk6Hb6CKsRciyZmIx0teOmuriWuqwNEmSUNVEOmi7VXznCILQZ9hXhOeff56nnnoqrfy2224bs0xp442bDGa5+27ixjKwcQaO0PrCT9C7W5EsNnyXfgKj/Dw0M/GWqmYM89C7tLzzJ9A1LDlFeK99gIht4Kf0hikTcRaCs/CU6hGVwrxUtY7Xq97FxGRh3lw+Pv/WlPTCwvghmzK5aj65Gb1r25zQZi1GhPjuV+jc+BcwDayFs8i84vNErNmDHjNgdvHonmfY3XIACYnLp1/IVWWXYmPwzIH2njra//qDZPv13/IVujY8S7R6D0gynmVXY1l8DXHFNegxBGG0SBI4W6vIfOFHeMJBZIcH9zX30vHu48Sbq5Gs9kRWtMIliWunIx97rpWOdb8kUrM30YaXX5Now/LQwz4NSWd72w5+t/Mp4nqcPFcOf7fi0/jknDE624lB0w1UJXUen0WRiWkG9vR1qgVBmMKG/WjU6XRSVVWVVr579268Xu9I1kk4CYfRTdvLD6F3twJgxqO0vfIrrIHa5DZKdx2dbz4KemKRz3hrHYF3/ohF0gY85uk6Eqjmtap3kmPTdzXtY2PDFiQxl3xCktqPENjwDMcXbYrVHyS8/WWUQRJlSBK8X7eJ3S0HADAxefXw2xwNVg/6GlYzTMdLP062X8XtI7Tv/URgA2AaBD58Aakt/XojCGPBGmun7S8/wOidS2OEA7Q8/2Oc05YAYMYitL/wY6zhRDIOWYbIrnWJwAYSbXjz80itR076Wq3xFn617THiehyApp5WfrPjMTQ5PvInNoHFNTNlWBocn3czAceCC4IwqoYd3Nxwww38y7/8C3/84x/ZtWsXO3fu5De/+Q3//u//zkc/+tHRrKNwAinciZaWycxE6+zLemWckBwAIHJ0J7IWGrF6yLLEgbbKtPLN9TswZPGFM9FI0sBZnsKVm1G08ID76JLGh/U708oPtlUNmi1NigbQ2vvar61gGpFj+9O2i9UfEhnXhLPCDHZgxiOpZdEQktJvsINpYAQSAbqqRwkf2px2nFhTZXLdr8G0htvTyqo6agjrI3etnuhM00QfqOdGlYmL9PKCIJxg2MPSvvSlLxEKhfjOd76DpmmYponNZuPuu+/m3nvvHc06Cieyu1HcWejB1LSkiqcvVbfk8qbtZs2vwFBGbiy3YZiUZ5aklc/NmYFsKhMva9wUZ5pg8RaklVuLZifazQBvqILCnJwZ1AUaU8rLvMWDT/S1OlHcXvRgJwDxtnpsuWVpAbvFX0pcTBYWzgLJmZFIEmD09XRLiiV9O1ciwYAuW7EVz0HrSk2rbskuIX6S8cpeW/oQ3nyXH7tiB3HfDvTOt1GktEBRZEwTBGEgw+65UVWVb37zm2zYsIEnnniCJ598kg0bNvDlL395NOsnDCBi8eG7/DNIat9A48yVN6B7+ubLmN4SXIsvS/4s25xkXnIPcUZ2cPJM73Tm+mcmf/Y7s7m4dM3xUU3CRJMzDcfMFckfFZcXz8qb0QaZ3G8aEpeWn0+Osy+wnu+fxYzMaYO+RExxk3XVvcn2G2s6gmv+BSievjkGtvJFSHmzzvRsBOG0xO05+K78m74MkpKM7/J7CO77ILlN5oUfQ3Ml5jDqpoRz2bUonr65afZpS5FyZ5z0tXJtuVw7c23yZ5tq4zPnfAyLMXQij6nkxExpx6mKTFQMSxME4QSSOcRy8keOHKG8vBxJkjhyZOixwxUVY5P6sq0tOOzUj36/h5aWwCjX6NQp6KihJsyeTmRPDlGHH9OUsJhh5O5GTC2GlJlPVM1M2U+SwBrrwOxqgkw/HURo7mkl056B35GLbrpQiKP2NGOGutCz82iMdtITC5HvzsUbMzBC3aiZfrRAOxJgZhYQk11IkoQt1obR1YRkc6G789AkGzI61nALRrAd2ZNNzO7HOCEmjktRWqItaIZOrsOfXMF7JJ2N99Lv9wxru1Npk6dbj8HOPU4njcEGFEkh35WPfJJEDpIE1mgrZncLkt2D7spFk1IDXosZQQ40YsZ726HFTnu0ia5IFznOHDKtuVjC7ZiBFiRHBrorl5jZRX2wCVVSKXDnYjNUpI5aDC2KklVE1OJFDbVghjqRM/zE7DlYI+0YgRYkZwaaw49qRDC7GpAUC0ZGAXFp9DJGjddrw3AMp12OdpscKePhfVDNGEpPE2YkiJyRS9SWg2maOAgjBxrQAu2oGdmY1gwkrQetqxXZ5cXILEKNdKB1NdGdmU2zGcVlc9Ed6sQmqeS5CpDN4SXEMGSNtlgbwXiIHIePDMnLEF/NY+JU3puRapODvWZHIMo3f72Je29akFL+5FuHuenCChZUDJ7wRDg14+EzORKG+/0tTE5DDku75pprWL9+PdnZ2Vx99dUDjh02TRNJkti3b9+oVXIyUdDh4Ju0vvX7RIGskH39A0j+6QTf/BWRw1sTxc4Mcm79OmFHfnJfW7CWtif/C9nuovnqT/L9rX9E6x02cdOMS7ii9ELMve/Quv5xrJfexV/ad/B23TYgsQ7Pg8s/QX7LUbrffIR4ez0AlpwSvNf9A0SDtD71HcxYYpy5a9Fa7OfeilGzjZZXfwmYiaeXV9+LWbIc0+y3mJppo9BanPhh/N9PTRpBvZH/3fQbWsKJ4YkzvCXcu+Rj2AfJsiRJYOuopPXp/8bUYgB4zr0BdfF1KQFOXLJDRnnvTjHerX2Xxw68AoAiydy/7C4KX3gEvXe+Qe7NX6b79d+QGUjMHZAv/CjBY/sJH9mR2MeVif+GB2j8038kjimr5Nz4RaK5CzBtfTclumIBn/hCEsaOakaIb/0LHVteAkCy2Mi59UHMzCK0yg20v/EomAayM5PstZ+g5YWfJ4eqZa65lUDdIToXnsf3Nj/LzXOv5Lmtf6Ir0g3Awtw5fHLhR3EMI8CRDRW/moe/9xv5bAc2401cN1AG6rkRw9IEQRjAkMPSHnnkETIzE70Hv/vd73jkkUfS/jteLgyPGmqi83hgA2DodLz8c5RgYzKwATBC3QQ2Po0qJS7cFilO91uPYkRDyJfcwS92P5sMbACerXyT5nATXesfB6ApOzcZ2ACEtQiP7HsRPa8kGdgAxFuPYbbX0Lnu18nABqBn5zrkjqN0vPYrkhGLadDxykPYoukTYIWxpajwZvWGZGADUNl5jL2tB5EH+VRb9B7aX/pZMrABCGx6DiVQP/AOQHu0KRnYAOimwUM7niK+6HwArLll9Ox7H703sEFWwDSSgQ2A3tNF14cv4l7SO/TG0Gh/+WdY412netqCMKKUrnqCvYENJDJPdrz6MGqwkfY3f5/MGuiefz5t636XMgen672nsC+6iKebd5HnzmFvS2UysAHY1byfqu6jY3Yuk1k8rmNR0x+uqorIliYIQrohe27OPffc5L+3b9/O5ZdfPmbDzyYrM5R+Q2dEQxih7rTyWP0hnEYUJAeyFibWmEiNG7ZYU75Ej+uMdHG8n6dzgKxoR7vriVrT59yYsRDx5vTUvUZPBydOnjH1OEa4G4ZY90QYCxr7OtMzm1V11rKySMY4cUVXQIqH0QNtaeVGTyeDjWbrDHemlfXEQ4RtdlyAxVdArKWvHrLdhd6T3sZjjUfIXHVj32uGgxDrAVWshyScPUaoI61Ma29IfCaMvptm2Wof8BodtVio6m5gaeF8DrSmpy6v625kQcYC0RNzhmLawHNuLIpETGRLEwThBMNOKPDss89yzTXXcPXVV/ODH/yA3bt3j2a9Ji3Zk5PIwtOP4vEhuX1p2zpmnYvWm91MV93Ypy0FwBXsptCdl7KthESuKyc5AdZvTR/eszhnFs5wekpf2ZGJvXxRWrmSmYdkSZ33INtdSK70ugpjS8LKyrx5aeXz/TOJDzJMw7R5sOSWp5UrmQMv7Argd+WgSKmXiWxHFu5AJwDRhsPYS+Ymf2eEAqie9MDXUbGYUFVfb46amQv2zLTtBGEsKRl5aWW2otkoGdlI1r5rn97Theo9YVtJxh4OsTRnOofba5jXL7HKcdOyykRgMwLigwQ3qioSCgiCkG7Ywc2LL77IK6+8wkc/+lF27NjBHXfcwcUXX8y3vvUtPvjgg5MfQAAgassh+4YHkO2JcdiKx4fv+n9Ac+WTsfq2xLAewFYyF8fiKzGMRFe8Zsp41tyONW8asXV/4N4FN5LrTNxEOlQ79y39KFn2fLKvux/J5iS7chd3z7sWS28gVZpRyB3TL8ao3o1z9sre2ki4FlyEkVWK56KPY/GXJkpVK97LPk08s4zsG7+I7EgESoork+wbvkTMIm5KzzZNM1hZsIRleYnAQpIkrig7j5neIbKUYSPrys+jehP9e5LFju+a+4g502/wjsuw5PH3y+7EaXEAicDm/mV3oh5NLFaohwM4Z53bFxxLEpJqI/O8G/vacvEcPIsuJnosMS9Pycgh67q/J3qSldsFYbTF3QVkXfm5ZOY+S3YRmWs/TdBejP/aLyA7Ez2L4SM7yL7ysygZiflsks2J/9r7iBzYyJX2IlyKlRxnFrNzpgMgSzLXz7qcUlfx2TmxSWbQ4EaWxLA0QRDSDJktbSitra384Ac/4JlnnsE0zTFLKDCRsqUpaKjBeoyORiSHB7JKiSmJzGTWeCdEg5gOL3HFhWmCLJtYwm1gaBgO34Bpm61EkXrawOYgbFHpiLTjsrtp72mnNdROjsNLsT0HSyQCbh8depBoPILP4cMaDoOhITmyMCNdIMnIhobWXouk2rBm5aIH2pBsTkxZRmtrRHJlonj8GLEwis2BFmjFDHYie/PRPEXoKGPytxTZ0gY+d1mO0hFtRZYUMq1+DOPk74fVCCGFO8DqJG7z0a63URdoQJUVityFZGsmZlsNphZF8RVjOrPoDjcRjPeQZcvEbs1GjbRjBNuQbS6MjEKUUDPx1lokWUX1l2KoDqTuJkw9jpyRQ9ySiRpswIgEkV1ZRB256KSvGzJWzva14UyIbGmnxxbvxGyrxtQ1lOxioo783oQ4YI21QyyC6cxCNmLQXgPxGKovD1PTMLUoWqAdxZmBZLEjyQpasANJtaA4M4nYHLRIJm6Hk2A4jCIpZCpeMAZewDNEkLqeeiJ6lCJ3Pj4lB8zxtWDteMqWtu1QCy9vrOHmC1If3ry3uwGfx8bNF04fVj2Fk5vI18b+RLa0qW3Yi3jqus7OnTvZsGEDGzZsYPv27ciyzJo1a1izZs1o1nFCkiQJuW4Hrc//KFlmn7YU16V/Q0x2JtI8H0/13Hu9NwyJqG3gTFfHxbCBK7GejWxCrsPGK0de55nDbyW3uX7aBVxbcTm6accpO3DaElNnorZ+WXvsudgD1bT8+VuYehxIDBXyLLsCI9xD1wfPJDd1zr8A16rb6X77UcKHNiXLfdfch1m6ckLcRE1WhmEj01LU++/h7ROTneBK9Jq0xBv5zvofEdUTSQZ89ky+VHIB6ku/BsAxYzmy3UFs97tYgR7AevFdtO14I7noZt5H/ommZ76fTFSgeHxkX/EZmp76n8QLKio519xL0/M/Sc7hyrrsM0jTL0CM2BHGgj3WRvvT/w+9uwVI9E7nfPRfiLhKME2IWnxgARs9hDY8Qc+e9QBY/CU4Z55L1/tPJY/lXnwpWmczkerE0Gx7xRJcaz+HT3biz/DQEu29MRzk89hDgB99+CuOdScSeSiSzINrvkCRNX1BZCFhsJ4biyITiYk5N4IgpBr2sLQVK1Zw11138f7777Ns2TIefvhhNm3axMMPP8w999wzilWcmKxaN53rfpNSFqnaBl11I/o6HZEmnq16O6Xs+ar1tEWaB9kjQZV0Ah88nQxsALSuZtSMHLo3v5CybWjPu0idtSmBDUDnut9iiXWe2QkIZ40sw8uH30wGNgDtkS726cHksEl74Qx6dr+bsl/n+idwz10FgHvpZXRvfTUlA5seaCfeUoN8fO6NrhHY9hqO8oV9x3jrUayx9MncgjDSJAm0ur3JwAbA1GIENz2XzEZ5nNxZlwxsAFyzV9K14dmUbYI73sBR1rfeSuTIduisHXZ9agK1ycAGEhkIH9vzHIasDbHX1JYIbtJ7tiyqyJYmCEK6UwpubDYbVVVV1NTUUFtbS3u7SAk8GEmPJTJCncCMpmcxOxPheDhtwqqJSTg+9OvIpobW2ZhePy2ecqN6nBHtGaAsBHr6tsLEYEg6DcH0ILglGkC2uwEwjfQbLlOLcTzftCXDj9bvpvE4rbsdS0ZfL6QeaENxe1OPEY+e6SkIwklJkoTW3ZpWrrXXI5mp7dsY6PpspN88n/i5MGPDv653x9KH/LSG2tGID7C1AIlsacoAOe4tqkxEBDeCIJxg2MHNL37xCzZt2sT3vvc98vPzefTRR7nkkku46qqr+M///M/RrOOEpNsyk9nNkmQVxVswoq+T48oh25GVUua1Z+B3+YfcT5PtuBZdmlYuKRaseanpviWLHcVbiKSkzpGwly3EsHlPr+LCWScZCpeUrU4rX+DKQ+vsDXpME8nqSPm9NbeMeEciMA7sfgf3nPRj2ItnE607kPzZOWM54aO7+o5RMB3DmZW2nyCMNMMwsZUsSCt3Lb4MTbKllCneAmRbX6ILPdCBmpV6zZYdbkytXyByitf1soz0JAMXl63ChmOArQVIrHMzYM+NIhONieBGEIRUww5uACwWC+eddx5f+cpX+OY3v8mdd95JfX09f/zjH0erfhNW3FTxXPQJnHPXgCRjySnC/5GvEXWkBx2ynEhpCaAoElar0vtvBVUdeoK4go8vr7ibeb5pSJLEXF8FXz33HqxKb1YfCWRZ6v23lPy3YZioM1fjOe8mJNWK4vbiu+weure+imfJWhwzloEkY82tIOe2rxFxFZHzka8lMqpJMo7Zq/Bccg/xszgpXBhY//Y0+DaJdrAwex63zr0Gm2ojw+bhb865kxnuQiz+Eiy+Qgwkcm/9R2zFs1GzCrDPXIHvqs9jSAqeFddiyS7GVr6QzHOvR7LYUFyZ+C7/FJLbh+LOQlKteFbeiGPuGhRHZqLtzFiO98p7iWMbso6CcLpkWUKS+m6G9awyfNfch+LKRLLY8F5yN9ZZq5EkE1WVk5+ZqDOP3Nu/jq1kLmpWAfGeTvzX3ou9fHHielgwg5xr7kXrbktc17OL8N/2T0Qdg6dTP1GeNZ8HVn6GbEcWFlnlqhmXcEHxeScuKSb0Ex1szo1IBS0IwgCGnS2tubmZ9evXs379et5//32CwSBLly7l0ksvZe3atZSWlo52XYGJlS0NQJUMVC2IIduISek3c85IA7GaXWiBdlwzlhOpO4ApSdiLZhI5shNTN3BMW0zUOxOdgbPpZNliBDqbCKHjUuzQUEms5Rj24jmYkkS09gCOsvnokR7irXXYpy0lllGKBFh6GjGDzUiyipRVjCmpGLKKIVtRtB4MxZZyE2oliqRH0VUXmjk2mdJAZEsbzrnLMtiDx4gc3YHR041j2hK07Okp75/FiCC1HSZavRNLdglK8TziNh8hswdZUrDjwBpqJF69Az3UhX3aMlS7k2j9AeItNdiKZmPxlxFvrSFSsxeLrxBb6TwM08Tsbk2kgs4sJOrwY9FDYOjEVQ+GCRaiyGeh7QxkPFwbTpfIljY4GQNr4BiRqq3IFjvW8iVEXYW9WdEkrIRRe5qIVO/BklWA1tWMFmzHVjgTyWpH72wh3l6PrWAGRjyMbHP19lxKmPEIiicH2WbHtLrRNR1DthKT+tbDGe75SBLEpCiaqeGUnJiDZFU7m8ZTtrSn3j5MVzDG6gX5KeXHmoNs3NfEN+5ePqx6Cic3ka+N/YlsaVPbsLOlXXjhhTgcDtasWcODDz7IxRdfTFaWGFZyMpopoykDr8LujDXT9uz30bpbyLrwDpr/8gOMSA+5t3yFpie+C3piXHf3lpfI+8iDhLyz045hIU7but/Rs3c9niWXEaw/RKy5GoDg1lfwLFlLrL6S4JaX8J5/G6E9bxPY9Bw5t30NTJOWp/5f8liSzUnOR/+NmD0PTAasdwwbKLZkhjdh/HD01NL85HcxIom5XoFtr5Jz3d9BYeKLX5ZB3/82Xe/8KbmPJbuYzJsexK54wARrtJm2P/8HRiQxx8qMhoi1HiNWX5k45vZ1eJZeTrSxiljD4d5jFJF53g20vvAzIDGMMeeOfyPiKACFZFuJi7YjjDJr5xFa/vwtjjcyacMz5NzxTSLORICjhpppfvJ/yDjnctrfeAQ92AlAYMsrZF30Mbo2PY8RDhDY9hqec64gUrMPW8F04u31ROsOAmArX4Tr8vuIK65BanFypgkW04YFm8gYOAyx+OAJBcSwNEEQTjTsYWk/+9nP2LhxIz/+8Y+5+eabBw1s/v7v/57W1vTJm0I6vbUarbsFSbVixCMYkR7sZQsJH96aDGwAMA0CO97A4UgfAib3NNOzN5HdR/X4koHNcYGdb+Gcmbi57d76Kq65ifkRgQ+eIlq9M2VbMxoiXrcPafw9RBSGIdZQmQxsjuv64BkcJCY7W6KddPdLaQsQb6vF7OjL4Kc1HEwGNgCWTH8ysDkusH0dzulL+x2jLiVgMeMRYjW7UoYFCcJoUxWTwObn6N8YTS1G7Mj2ZFuMNRzGiASRFEsysDmue8tLuHqzAAIEdryBa9YKgrvexlGxOFkePboTOZCejEUYPTFNH3BYmlWViWkiuBEEIdWwe24uueSSYW23fv16wuHwaVdoKjH13ouyLEPvv2WbEyMWSd82FmHAR979MvkMOMLQ0EFKfCmY8WgyKYARCzPQIG8zLrKfTVQpk5yPl8VjYGggg2QamPoA2c/6ZX468RjmQG3ONDgxAjZPyChlxiJIEuKptDBmJNPEjKV/9xjxMHJvWzyeCXKga6URj6UmTdH13qyAJieOCD6xvQujKxbXcVjTb1csqiJ6bgRBSHNKCQWEkWXxlyJZHZixCIorE2SF0MHNOGetSNvWvfBiwuEBbkzduVgLEqszm1oMxeVN+b1j+jlEavcnj9FzMLFWjWfFDVjyZ6QeTJKxFs8VN6QTlLVgBsipNwCeZVcQVb0AxG1e3ItSH1LIdjdKVlHyZ0vBTJD75sOY0TCKx5eyj2PaEqL9enNkhye5Lk6ChK188YSY8yFMHnFDxr3smhNKJezTliXboq33MyIpCpJqTdnSs/BiQgc3J392zlpOpHov9rL5xBqPJMvVrAKkjNS5H8LoisUNLAMkSbFaZKJxkYlBEIRUw+65EUZe2FlI7m0PEjr0IVo0RO5NXySw/XUiTUfw3/gPdG95GQwdzzlXohTMwqZA9IT4JibZyb3hAbr3foAR7iL7qr8hdGgL0YZDOGetRHFnEdz2Kllr78bU4sg2F77r7scsmAcm+K79O4JbXkJ2ZuA59wZinmIxJ2KCimSWkXfbP9K9+UX0UBfuRRejlC4lYiS+/HVTxr7sRpSsAkJ73sGaNw3n0quIWrOwKwYmMlFXIf7b/4Xg5ufQezpQcsrIvfFcAjvfJNpQiXPaUhxzVhI+tBWtuw2rvwTPksuJRXrwLLsKZAX7tHOIecRq68LYM/Lmkn3DFwl++FckqwPPuTcSy+hri7HscvI+8iDh2v3kXHsfPfveQ+tsxjlnFVZ/CXokiGS145yxDIuvAK27FWtuOZGaPVj8JThmrsAx90IiqgvEPfWYSQxLGzgVdEzTkwkjBEEQQAQ3Z5VpgiFbMcIB4sdqUJxeMq/4GyRJId5ag2ve+YnhP4pM8IMn0QJtZCy7mlj2THSz31snAfEI0Zo9SIoF54obsapOdMmKgYG7fCUaKopk4J57GXFD6duvaDnukqWYSEQMWQQ2E5hhyIS8s3BdPQPJ0Ihh5cSHmlE1A2n25XhmX4whqRhaCGvdZrq3vYZktZOx7GpwZGLxl2LxFYCioit2ZG8+DqsD2ZONJrtQz7kJ/8JL0SwuotEYcnAvscYqJLsL+7RzEm1LtCVhjGmSDfIX47p+AabUe00DZMnE2nmEnt1vIZfNQ2upIVq1A8/5H8HiziJUtY1IzR7s05aRsfIGQvs30P3hizhmroTMfOTl88haeBnRw5vpeP7/w1o4G8fCtUTsw08BLZy+WNzAMsCcG1mWUBWZmGZgs5zdDIyCIIwfIrg5i6zRVlqf+BZm76rYscYjeAJt2MsX0frEf6Vs67v0EwR3vU3k6G7ybv8aocyZiWOYEVqe+xHR+kOJYzRXEz66g4wbHsSQLICE3vs2a+bAoxCTwY4wKUQ1GbAO+nvTNImjgglqw25aX/hp8neRI7vIvflLdG94NlnmveB2gh++iBFOJCtwzFyB49LPEzBdEANL4x7a/vp/fceo2oH/jm8S8YxNenhBOFHcVFKCa2uglpY/f4usiz5G68u/TMxDAxwNlbRvfgGj9xoML+JefCnR+kriLTXEmo5ibziEe+3nCH7wJKF97wEQazpK+NBmsm7/JlF14GyYwsiJacaga3dZVZlITBfBjSAISWLOzVlktNcmA5vjokd3EtrzTtq24SM7sBXOBNMgXLUDpfcplhRsTgY2x8WbjkKgedTqLUwOdkUjsO3VE0pNwtW7E/N3egV3vY1z+jnJn8OHNiOH2gCwyBrBzX894RAG0eodyYVCBeFskiSJWPVOJEVNZBPsl0ADiX6BTUJw1zu4Zi5L/hw5vBU52JQMbI7Tg+2YXfWjWnchIRbXB+y5AbBaFCKx9PmogiBMXSK4OYskKf1Jk2mayFZ7+raqFVNPZLKSLNa+bD/ywE+rpEHKBeE4U5KQ1PSFZWWLDVOLJn+WLNbULGqS3JtFCkBGsgzSXsWwNGFcMEG1YppG2nVRGmBhZElV+zJZHt9KVga81orr7NgYqufGZlGIREXGNEEQ+ojg5iySsktQMv0pZa6FF2Ofe0Fq1itJxl62IDGnwWLDXr4omf3HcOXimrM65Rj2Gcsx3GIsuDC0qKaQseIa+ue5lVQrtuLZxFuOJcs8Sy4jdHhr8mf3OVei2bOBRIYqz8qbUo4rWWxYyxYNnJpcEMaYaYK1dCGSnMiQ1j+znxGLoGakXoMzll1Nz/4Pkj+7l1yG5srHszw1E5slvwIzs3B0Ky8AENeG6rmRRc+NIAgpRnzOzbe//W1ycnJG+rATiiyBRQtgyipx2THoE+yo6iXr5gfRanaitdVjn7YUKbsEExn/x75J5PAWJEPHUT6fSM0+MlfegH3aUiIZFdAb3MSx4Lvsk1inLSVWuw9r0WzkgrnEhphzIUwtFimOokXQVCeaqWCVddRYJ6ZqJ54zm9yPPEi4cguSxY5j+jlgzyDzgjvQezqxT1+O7MnBe4lKrPEwttKFSHmziPWbvxX3TSfno/9GtHIzst2FtWIpUWehWORGGBGqpKFqYXTFTpz0hYxPRpIkTHsGuR/9BtGaPWRf+VlibfXooW4spQvxzbmA2LHdaG112KYtQfEWImfkEms4hK10PuTNJmaqWBZdjS9vOtHqnVjzKlCKFxCVXSevgHDGYtrAqaAh0XMTFmvdCILQz5DBzR133DHsAz322GMAXHPNiesMTC02rZvorldp2/4aisuL95K7ifvnYDDAkAZMpFAn4QMfYMSimIaOtaOezvefwn3OVdgWXEZc9RAyTNScxPozId1IBjbHWTJz0IpXYCk7F00XN5RCgiSBLVhL15u/I9ZUhaNiCd7VN9O16a+ED21B9eWTdfFdRLPnoPrn9bUvQJp3NYoE0d62JlWswTL9fOIDtC8DhWhmBfKKaQBEDFMENsKIcESb6X7nj0RqdmMrnEnGxZ8g6iwcdvNSzShUb6Fj/eOYuk7GimuJNlYhOzJxLL+JCA4ApJmXoM6WiPW2b6l8FZZpq1Pae1x2QsESLMVL0Q0TTTTxMROLG6iD9dyoCpET10gQBGFKGzK4qaioGKt6TAqyDNE96whsfh4ArbOJ1mf+l5yP/TvRATJHWcONtDz5Hehd7TreUoM5czlWfxmBDc8iW2wwPxEsatrJF1XQRWAj9GONddL21HcwIj2JAkOj453HiBzdBUC85RgtT3+P3Dv/jZCjOGVf0zRTbiBN8+TtSyzaKYwkmxmi/bkfoHU0ABA9to+2p/4fvo99i6gyvAxlcmslba88lPy5893H8Z5/G13vPUmmYkGacXGyrfdv30O1d3GdHVuGYaLrxoDr3EBiWFpYBDeCIPQzZHDzne98Z6zqMSlYtB7ad647odREb62GAYIbo6M+GdgcF6rcinf1zUTrDhDc/jreORcTkxyjWGthsjK7G/sCG8BWOIPO9U+mbqPH0drqoLj4xN0F4ewKtiYDm+OMUDdmdxNknTy4URSZ8KFNaeXhI7uwF82iZ8dreKavIi6G8I5rMU3HosqDLtJpUWVCIrgRBKGfU5pz09TURFVVFXpvJhnTNInFYuzcuZMvfvGLwz5OLBbj5ptv5itf+QqXXHLJqdV4HDNkC4onJ7keyHGy3TPg9pLVmVamODMS6UoBNdOPKatiMUThtJzYvsxYBNnuSgl4AGRbejsUhLPOYk9k5jNTe60Hum4OxDRNLN68tHLVk0W8vQHVm5e4vp68U1w4i6LxwefbQGLOjQhuBEHob9jBzbPPPss3vvENNE1LTNA0zeSTlKKiomEHN5FIhC9+8YtUVlaeXo3HsThWvBfdlRhq1vuFbMkuRvKXD7xDVgm24jlEa/cnizJWXEPXhudAVsk4/6NEzFOfQCsIALo7D9eCi+jZ/TYAwb3vkXXB7bS99pvkNvbSeUi+krNVRUEYlObIIXP1rXS990SyzL30SnTX8DJBGoaJfdpy5C0vYYQDAEgWO7ai2YQObSHzss8QMUTC0PEuGtdPHtyERXAjCEKfYQc3Dz/8MNdffz2f//zn+chHPsJvf/tbGhsb+eY3v8n9998/rGPs2bOHBx98EEWZHGsDKJKOGukA00B2eJCCLeDwkHvXf6K11yFZHEjZpUTVzAH3jyluPFffjzfYiBkNI7u9aD1BvJd+Eou/HAOwRVqQHBmY4U6QFDR7NrqZCCqtZhgp3EG804ssu8Sch0lGkiSs8S6iDc1YZRexATIzqZKGEm4HSUaz+zCRsEbbMXUNw+nDsfpjuBddjBkJIju96M5scj9SgNbRgOz0IOeUo6lubOHmgY/h8J1WhipBOFO6KaPOu4ycojno3S3Ibh+mtyTZHh30QKAZyeog4sjHakSQgk1IqoWYMw9MMJHw3/YgRqQHo6cL1ZOFFgqS+7F/wbC4ccRbMeIahjOLOOlrPglnXyymY1UHv2ewWRU6g9FBfy8IwtQz7OCmpqaGH/7wh5SXlzNnzhw6OjpYu3Yt0WiUX/3qV9xwww0nPcaGDRtYu3Yt9957L4sXLz6jip9tVr2H2PYX6Nz6Mv7r7iPwwQbChz4EScaz5FIcS64lbMka8hgKOsaxnbSt+y1mPIIltxzv1fcheYvo2fIcwR2vg2ninL0S1e2le9treFZch2XhlSiRLjpe+GHiJtXmJOuKz6EVLMIQSxdNCpJkYm3ZR/tLP8UIB1AycvBddz9RT2lyor9N66LnvT8RPrABJJmstZ+EaIiW958CXcNWOp+s1bfQ/JcfYISDqBl+sq/5PKGsWZA1K3GMeCfhNx5KzE2QZDKWX4M1r5yWl36eOEbZQjIu/RQRi+8s/jWEqUqTbGje6eCdnlLuCtfR/spDxJqrkSw2si6+k3BrLcFtr4Gs4r/mbwkd3UXP7ndAknAvuhTb8huJSRaMhrfo2fE6tsIZdH/4EqYWw1o4g8wr/paIdWovYzAenaznxi6GpQmCcIJh3wmrqordnliJvLS0lEOHDgGwZMkSqqurh3WMz3zmM3zxi19MHmciM5sOENjyIlZ/CbHWukRgA2AaBLa9jt64f+gDAGqgjvaXf44ZjwAQbz5K95uPIHXVEtz+au/QNpPQgQ1IqgXZ5iCw8S/ILZV0vvKz5GRbIxqi7fkfYgk3j9bpCmPMGm2j7S/fTw6n0btbaX/u+1i1xHwsWZaIV25MBDaQaCtalM53Hwc98UUfrdlDYMc61IzEDZvW3ULrCz/FoXf0HePQB32Trk2D7s3Po3e3JOd5Rat3Ed7xKrIkegWF8cEuRel850/EmhPfO2Y8Svtrv8HSuyCybLURaz3WOxzTBNMguON1jLq9KF21dL3zGI5pi+na8BdMLQZArL6S4Pt/RpXEeinjzUmDG6tCT0QEN4Ig9Bl2cDNnzhxeeOEFAKZPn87mzZsBqK2tnTTDzIZLUWSiR3cC4Ji1gnDV9rRtItV7sFiG/rsY3enBSLRmD2ZPZ/rx6g5hzS1PbFO7DzMaTt3ANAY8njAxmYE2TD2eUqYHOyGcCEwUNMIH3k/+TrLa0Xu60o4Trk6sD5I8RqAdAm2JY5hxQgc+SNsn1lqHmpHdd4yDG1H1cNp2gnA2KLEuItW708rNeGJoktVfRrTuUNrvI5WbMMKdKdv2F67ciqr1pJULZ9dJgxubSkgEN4Ig9DPsYWmf+9zn+MIXvoDD4eDaa6/lhz/8IXfffTeHDx9m9erVo1nHFNnZ7lPa3u8fOFPZmeoqmkHP7reI1h/GmldBrOlIyu+teeV4vUNn9QkF04f6qL5CZHv63AprTjHhqh0A2PLKCFd+mLaNPTMb7yid73gwWu/lmTrVNjkcUc0HSPRPlSdZ7Dgys8jweTBNA61kLrGmowCY8RiKI/3vY/WXEu9o7DuG1YHF48Xt92AaOvGSOcRbalL2UTP9hA71tS9r4Uw82VnI6uRKmTte29NIGI02OVpO9X2Id0WxZBcRb6tLKZd622e8swnnjHOIHNub8nt7yVwsvZ8RSU2fR2bNK8fp9eIZ4Pp7KiZTuxrJcxlumzzxNa3HunA5rYN+n6o2C+GoNqn+7meb+FsKE92wg5tLLrmEp59+GkmSyMvL4+GHH+bXv/41V111FQ888MBo1jFFW1tw2BPn/X4PLS2BUamHrXABlvwKIlXbyL31Hwkf2YHe+0TcmluOtXThSV/b4izAtXgtPTsSa+NIqpWsyz8LziwsOSXEW48BoGbmombkoHW3YC2cDflz8K79NK3Pfg+MxBMrz8obCdv8BEbpfM+20Xwvh3rN4TiVNjlcipqF9+K76Hzr94kCScZ31efoMtyYvX8H+/xLUQ5sSrQ708AwNBzTlxI+vA0A2e4mY9lVND/9veQxsi+7h5Atl+7jx1h4GaFDW/rabuFMFLc3OVRSdrjxrLyZto4oMHkm7Z6N9jRShtMuR6NNjobTex9s+NZ+kuZnvpfsgXEvuIhYe2KYrh5ow5pbhppVkBy6a8kuRi1biqZYsU9bSqylFseMcwhXbgUSPZ+Zl9xNe8CAwOm3i4ncrk50KucyUm1yoNdsaQuCYdLZGRpwH8MwCUXiNDV1I8sDr4UjDN9kacMiQJvaJNM0h/UN+Oyzz3LNNddgtaY+vQ2FQjz++ON86lOfOqUXnj17Nj//+c9PeZ2b8RLcAFiNHqSuBkxMrK5M4h31SLKK7CshpAycIe1EqhlFCTZiRnqQM/OI2nIwTbP32PWYponqyUbrbkOSZczMQmKyEwkTW7QVo7sZW6aPsCUbTZpcT9b7m2rBDSSGnqk9TSixAIYji5jDj2GmDs+w6d2YnQ1IsgKZBRiSjNzVgKlFkbwFmBYnStcxjGAHSmYuUXchuqkOegwzsxCQkLr7jhGzeBneVWLimMhf4CK4AVmWsYfq0Dvqke1uDG8RSjyM3l6LpFqRfCUYpoTZ1ZBYuiCzMJlt0GJGkLvrkSUJTB09HkPOzCdq9Z1xO5/I7epE4yW4eWVTDVX13VyytGjQ/X709E6++7ercTtEZsczNVnasAhuprYhe250XU8u2Pm1r32N8847D58vdSjVvn37+P73v3/Kwc1kEJNdkDUj8W+AvOGtv9CfJtnQPGVw/HPY++2aOPbMvmNnZ6fsZyIRsfnB7yfT75m0PTZTmY6K7irCX977ZTPAfUFUyYDsE1Zr907r+7cJZEyHjH4/n84xBGEcMQyDkL0ACgr6Cq1uyPenbuhLv8GJS3bInJZWLtr5+BSJDT3nBsBptxAIxURwIwgCcJLg5o9//CPf/va3k4t2DtbLsmzZslGpnCAIgiAIU1c4qmFRhg5uXHaV7p4YBdlnNl/qbDN6OjC6m1FypyEpIlAThNM1ZHDzsY99DI/Hg2EYfP3rX+drX/saHk/fkzBJknC5XKxateqUX/jAgQOnXltBEARBEKaMSEzDdpLMo06bSncoPuQ24128ajORd36D7PJixmM4rnoAxVdytqslCBPSkMGNqqrcdNNNQCKQufbaa9Pm3AiCIAiCIIyGcFTH4xj6vsPZ23MzURmBFiLv/AbbytuRM/PQ6vYSfv5/cN7wdWRv/tmuniBMOMNe5+bmm2+mq6uLn/zkJ3z5y1+mra2Nl19+maNHj45i9QRBEARBmKoiMQ2r5SRzbmwWOoITN5tj9MNnUMuXImfmAaAWzUOduZrQKz9IZq4UBGH4hh3cHDt2jOuuu47HHnuMl19+mVAoxAsvvMCtt97K7t3pC6oJgiAIgiCciUhMx3qSYWluh4WO7okZBBihLrSj21DLl6eUq2WLkTPyiKz/3VmqmSBMXMMObr773e9y0UUX8fbbbyeHpn3/+99nzZo1fO973xu1CgqCIAiCMDWFY/pJ59x4nBbauidmz0380Hso+TORrPa031nmr0Wv34dWvX3sKyYIE9iwg5utW7fy2c9+Flnu28VisXD//feLnhtBEARBEEZcJHryYWkZLivtE7TnRjv0AUrRvAF/J6lWLAuvJLL+EUxtYgZvgnA2DDu4iUQiKEr605NoNIphGCNaKUEQBEEQhEhMx6YO3XOT4bTSGYxOiIVr+zO6WzB6OpCzB8+KpuSUIXsLiO14aQxrJggT27CDm3PPPZdHHnkkpSwajfKjH/2I5cuXD7KXIAiCIAjCqTNNk3BUw2YdOrixqDJOuzrhem+06m0oedORpKFvxdTZFxDb9SpmJDhGNROEiW3IVND9ffWrX+Wuu+5i48aNxONxvv71r3PkyBGi0Sh/+MMfRrOOgiAIgiBMMXEtMSpEPckingA+j53GjhA5XsdoV2vEaEe3ohTOPel2stOLkj+T2O7XsC2/eQxqJggT27B7bqZPn85zzz3H1VdfzZo1a7Db7dx44408++yzzJo1azTrKAiCIAjCFBOOathP0mtznC/DTn1LzyjXaOSY8Sh6yxFkf9mwtlcrlhPf+wamPrEXKxWEsTDsnhuA3Nxc/uEf/mGUqiIIgiAIgpAQimrYbcO7TfF77Rxp7B7lGo0cvWEfsrcASbUNa3vZk4PkzkY7ug3L9HNHuXaCMLENu+cG4Pnnn+fWW29l4cKFLF68mLvuuot33nlntOomCIIgCMIU1RPRcAyz56Yw28XhuokT3GjHdiFnl57SPkrxAuL7xT2XIJzMsIObJ598kq9+9auUlJTw1a9+lS9+8Yv4fD7uvfde1q1bN5p1FARBEARhiglFtJOucXNcTqadSEynuSM0yrUaGVrtHhR/+Snto+TPRG+uxAhPnCBOEM6GYQ9Le/jhh/nKV77CZz7zmWTZPffcwy9+8Qt+9KMfsXbt2lGpoCAIgiAIU08oEh/2nBtJkphd6mXdllo+dtn4ngds9HRghruRMvNOaT9JtaLkTkM7uhXr3ItHp3KCMAkMu+emsbFxwADmqquu4siRIyNaqYlKUWTkYWR1EQRheBRFQlGks10NoZckgSzeE2GM9EROnga6v5Vz89hyoIVvPLyB/dUdo1izM6PX7kbJKTtpCuiByHkz0Ko2j0KtBGHyGPYna9GiRbz11ltp5Vu2bGHevIFX150qdNPkUEOA/++JHfz82d3UtoWYWEuJCcI4I0F9R5iHn9/H9x7fwb5jnWgTbIG+ySYU13l/bzPf+f1Wnny7io4ekbVJGF3BcHzYw9IA3A4Ln7pmLufOzeMXz+1B08fnAuPasV3IOcPLknYixT8NvakSMx4d4VoJwuQx7GFp11xzDf/93//N4cOHOe+881BVlR07dvCnP/2JO+64g8cffxxIdA3ffvvto1bh8ehwQ4D/97sPkz9v2tvIf3xuFYVZEyffviCMJ02dEb75yw1oeiKg2VnZyhfvWMqiiixMEeOMPUni+feP8vIH1QAcqO5g/Y56/uOz5+GyDf/mUxBORSAUw2E9paSuKLLErBIvHx5oZl91BwunZY9S7U6PaRhodXuwnX/3ae0vWWzIWQXo9XtRy5aOcO0EYXIY9lXj3//93wF44okneOKJJ1J+95vf/Cb576kW3EiyxAvvpQ7LM0zYtLeJWy6owBBPmwXhlEgS7D3angxsjnv6rUrmla9A3EqPve5QnFc31qSUdQSi1Lf1MLMw4yzVSpjsguE4/szTe0hYUZDB3iPt4y64MVqPINlcyI7T/9zI2eVox3aeUXDTEmqjM9pJlt1Ltt2HJImhpsLkMezgZv/+/aNZjwlLIjHX5kQWMfdGEE6bIqd/flRFRnz9nh2SBLIEJw7yETdEwmgKhOKU5LpPa9/CbBcfHmge4RqduXj1NhR/xRkdQ/GXE9v+wmnt2xRq4fd7/0xzuBWvLZPOaBdOi5PLSi7kvILlZ1QvQRgvTq2/V0hjGCY3nD+N7QdbkmWqIrF8bq7otRGE02CaMK/ch82qEI3pyfKPXDrz1BbmEkZMhlPlxgun89SblcmygmwXRTnOs1grYbILhuM4h7mI54lysxzUtgQxTBN5HAXh+tFtqGeY6UzKyMWMhTCCbcju4fdM1QUb+OG2h1iRt4Rrp12BLMmYpkldsIH36jfxas1bfG7FxyhST239HUEYb0RwMwLKcp38+9+cx3s76rHbFFYtKMDrtqIZJqo8fi6qgjCuSBCOGVgtctpQM3+Gjf/47Hls3NtIZzDGBYsLKRY30meNacDaZUWU5nnYvK+JaUWZLJqRg1UVgwSF0RMMx3GcZnDjsKlYLQrtXRFyvONj/qvR1YgZ7kLOKjyj40iShJJThl63F3n2BcPaJxQP87Mdv+H8wvOY7ZuRcqxiTyHFnkKOdFXzi81/oMhVwEdm3YjPnnVG9RSEs0UENyNAQqIk28ldl88iHNNZt7WWlz84SlaGnU9cPYfpeZ6zXUVBGFe6IxrPv3eE93c1UJafwSeumkNBlgOzN1uAaZr4M2zcsLocSZLQx2nWo6nEriosLM9idqmX1zYf498e3kBBtpNPXD2XkhwnIkWkMJJM00z03NhP/zbFn+mgvi00boKbeOUG5II5p5UC+kSyrwStbg+WYQY3Tx56jlJPcUpgc6KKzDIWFs9k3cEP+K9NP+Ci4jVcXnoRdtV+xvUVhLEkRnmMINM0WLe1lifWHSIQilPTGOC/fruZxs7I2a6aIIwbBvDbF/fx+uZjhCIa+4628x+/3khnKD21sGGYIrAZTySJP6+r5Kk3K+kJx6ms7eI/f72RtoBISyuMrGg8MST1THoHvR4rTe2hkarSGTFNg/jB9aiFc0fkeHJ2CXr9/uQDoaEc6aphb9sBVheuOOm2qqKysmAZd8y+heruY/zrB9/lxSOvEYgFR6LagjAmRM/NCArFDV7ZUJ1SZppwtLGbfK948iEIAF098ZQ5agCRmE5jew+ZRZlnqVbCcAQjGm9tq00p03ST+tYQ2W7bWaqVMBl1h+K47ZYzOobXZaNxnAQ3+rHdIKtI3oIROZ7k8oGhYwZakDJyh9z2mcoXOLdgGVbFOuzjZ1g9XFF2CW3hDra37GRdzTtUZJaxKGceM7zTyHflIo9AD5QgjAYR3Iwgiyzh9djo7omllLvO8AItCJOJRZXSkgUA2E9xPQth7KmKRIbTSmcwtafGfgqryAvCcHT3xM5oSBqA12Njf03HCNXo9JmmSXTrX1Arlo9YhkFJkpCzS9Hr9yMPEdwc6qiiPdLONRWXndbrZDuyWFt6EecXreJoVw272/bzavVbhLQQxe4i5vpmck7eYvKc/tM9FUEYcSLsHkGKJHH31XPpn0OgINtFRYGYcyMIx3nsKndfPSelbOlsP/m+8TEuXhicw6LwqevmpZTNLPHy/7d33+FRVfnjx993enpvJCEklIQWCAQiIB0UKbqroLCCfbGsuiryBcRF1kVFhPWnLqyuva8iRQQUV0GKAtJbaAHSCKmkTjL9/v5IMmSYAIFM2nBez8PzMHfu3Dl37sm993PPOZ8TGeLVQiUS3JVLghtvDYWtoFu45eRvyEY9ykjXdEmrpQiMxJJz9LLrbMjYSJ/QXo1uZdEqNcQHdmJU+6Hc0+0u7us2he5BCWRXnGPJnqX8+8AHFFQWNeo7BMFVxKNSF5Gl6u42wb46lvx1CAXFVajVSkL9tHioHZ9qKpVQrLdQXmUm0EeLh6qek44EZZUWZGT8PNVisK7gNmQZ+iWEEhniTU6BngBfHe1DvVArFeSXG1EpJIJ9dNhsVx5rY7bJlFVWp4v11CixytWvlQoJXw81kiRRWG7AYpMJ9tG65GmOJEnoTRaqjFb8vDSo3CwhoiRBldmG3mDBx0ONRilRZbFxvsyIj5eGqFBvFj42iMy8Cjy0SmIjfNGpFJRUmlEqq393WaTBFxqptMLY6F4Pfl5azpcbWzQdtOXccQzbv0Dbf5JLEgnUpQhqj2nXiku+f06fR2Z5NiOiG5Z04GroVDpi/doT69eeQe36s7/gMIt2v8ndXSfRO6SHy79PEK6GCG5coNJkZcXmU/yyN5s/3RzPobQiDqYVotUouWtUFwb0CENbOymhEg5nlPLut4cpKTfSLtiLR25PJKrOU2uDxcYPOzNY92s6siwzun8MEwZ1wFN0/RDchEqSaB/sRfvg6if+xZVmPv7hGL8fyUOtUnDr4DiG94nCU33pm4HCchNLVxwgI7ccXy8Nz07ty/e/pbP90DnUKgWTRnbG10vD+2uOYLbY6N89jLtGdibAs+H9zi8mA0czS3h71UHKK83EtfPl0dsTCfK+9m22JpIkkVFQwVvLD1BUaqBjO1/uHd+dt1ceJKdQj7+PltuHdeKnXRkM7xPNhu1nmTq2G9//dobfU/PQqBRMvimeQd3DUSvdLOoTmlVJhbHRLTdqlQKdRklphYkAn+YdE2bTF2Pavw5z2nY0vceh8Atz+XdIXoFgNWMrL0Dh49wtbFPWNnoEdUWlaNpbPZVCRXJYb6J9Ivny2ApMFhP9I/o06XcKwuWIbmmNJEkSvx/LZ9OebOLa+XEmp4yDaYUAGE1WPll/lMw8vX393GIj/++/+yipyS6UU6jnX8v3U15n/MGxzBLWbD2D1SZjk2HDzgwOni6iFc1DJgguo1DA5v1n+f1IHgBmi40Vm9I4nVN6yc+YbTJvLt9PRm45AJ46Fdv2n2X7oXP2bXyx4TgVlWYsNdnWfj+Sx5b9OSgacdYrKjey5Is9lNdkdjudU8bbqw5haUDGoragtMrMwk92U1Ra3ZVnzMBYln5zgJzC6nNYSbmRT9YfZWBiJJ9+f5RRN8SwZd9Zfk+tPnYmi41P1h8lu1B/ye8QhIYorjC5ZLyqv7fGXp+bgyzLGA9tQL98LraqUnRD7kcZEtsk31V33M3FKs1V7Mk7QM9g13aFu5wwzxD+0HEc36St4dj5k832vYJwMRHcNJKMzK8HcgBI6BDIgYuyQAFk519IoZhXVInZ4tjdJr+4yn7yVakU9huFurYdyEGhFIdLcD9Gi8yueur8sYxiVPV12QRKK00Of1fx7QM4cLLQab384ir86mTx2pWaR5Xl2gOR/OIqLu5xdepsqT3YaeuKygwY6jxo0aiVTql0LVYbtpoHL55aFQdOOp/zTueUiocxQqOUlBvx9mh8cOPrpaGgtMoFJWoY077vMB/5Ge2gaWi6jUDSNu14NEVgFJazqU7Ld+buIcY3Ci91846HC/II4OaYEXx45AtKjJd+QCUITUncLTeSJEl0jvYHIO98JVGhzskDAn0vpIH283HuvuKhVeHjWX0St1plOkc5p8ONbx8g+rELbkmrVhAT7vx3ExnijcVS/7gbD43K4cYnr7iSqFBvp/X8fbRU1Ak8YiJ88LhMV7cr8fVy/vv199a6TbYwHw+NQ1CikKh3hnh1TdBptchEhTn/7mGBnrhJY5bQQkoqXBTceGooLGme4MaaexLz4f+h7T8JhZd/s3xndcvNUYf5bmRZZnP2r83aalNXtE8kPYO78dGRL7HJYp4yofmJ4KaRZJvMqH7R+Pto2XssjyFJkQ43Az06BhEbfuHiHxHgyW1D4uyvJQnuG9+N8JoZlGVZpm98KO2CLzxtCfbTMbhXO2wiuBHckM0qM2FwnEPgENvOl4SYgEt+xlur4tHbE+2ZCY+lFzOqX3uHm6Eu7f3RqBX2bmk+nmrGD4rDZr32v6OwAA/GDuxgf61QSDxye0+3GQ8X5K1h2pgLN0Rrtp7ivvHdHAKem1Ji2Hssn8G9I/n1YA6j+7XHq87YiG6xgcRF+DZnsQU3VFJhsj/0awxfLw35zRDcyLKM4ddPUXUdhqRzDvibiuQVCLINuexC6/eJ4lPIQDsv18ypcy2Sw3pTYdbz69mdLVYG4folyQ2Z3rYVKSqqaPBNfkiIDwUF5Q3etiRBaZWF4jIDvt5alAqJ4jIDAT46fD1VIINVliksM2I0WQnx97A/Ba4wWckp1KPTKPHUqcnKL8dTqyIqxAuvi+bvMFqt5BQZOF9WRXiQF+EBHlx8a1RptnGuSI9NlmkX7IWX+tI3T1e7n21RS+xjSEjDUnhfTZ281nI0dN8tskxRmRGj2Uqovwe6S3TrcjWjxUZBqQGlUkGIrxaV4ur7JJ2vNJOVV4FGpSAqzButSiL3vAGT2UpEkCdeFwUQMnC+wlTT9UxDmL+OsioL2fkVaNRKokK9QIas/ApMFhvRod4E1NwsNaY+mW0y+SUGyvQmwgI9CPRWV6dLbCYNqZeNqZNWSSa/xIi+0oyPl4aySiPeOg3FZQY8PdTIsoxCIYFcHdyFB3hgMFk5V1SJRq0gItATbQPrnbudu9xpf65mX1xVJ2u/02yx8dg/N/P0pF7Vda0R0s+VsT+tkNlT+zZqO1diydiPYcd/0d54j8vmsmko04H1qNr3RtN9JADvHPyYIF0AiSHdr3pb/v6elJS4ZuLTwqrzrEpby/Mpz+Knbd4pMRp6/Rbck8iWVkOSJNLOlbH4i70YTVaUCok7hndmx5Fz5BbqeWZKH2LCfVix+RQ//Z4JQJCfjjn3JKNSKHj9q332wc094oKIifBl3a9nGNYnijuGxTkEOFqlkthQL2JD6+8LW2G08M63hzly+jwAnaL8eWJiIj6NzBwjuDeDxcY3v5xi4+4sAEL8PZg1LZlAr6adRLakyszrX+4jq2YMTEq3MKaNSbiq1ozabZwtqN7G/03tyy/7su1JBsKDPHl6chIhdTIeSVS3NNRmKisoN/H6f/eSW1R9Ye7fLZw/je5CQj3dPBtDrZCIDPQgsjbDYZt6PHR5NmD3sUJW/XKSMQNi+fLz45gtNlRKiTtHdWHTnizGDYzlt0PnSD1zHkmC24d14qZ+0XSJFK01gmuUVBjx8VQ3OrAB8PPWUtAMCQVMB39AFdev2QMbAEVQDJasQ2i6j6TYUMKJ4lPc331Ks5fjYsEegXQNjGdV2lruawXlEa4foltajQqjhTe/3m+fNd1qk/lm4wkG94rEZLHx5vL9pOeV2wMbgKJSA19vPElqxnl7YANw+HQRHloVOo2SX/Zmk55b4fR9lyJJcPBUkT2wAUjLLmFnap5LTvSC+8rMq7AHNgAFJVWs/CWtOgpoIpIk8dOuLHtgA7AzNY+T2Q0fSCopYMPOTHtgo1EpKNWb7IENQG5RJet+S7/0GUsB67efsQc2AL+n5pJ2mYxrgrOCMgPvfXuYIUnRfP3TCXvyE4tV5uufTjI0KYr3vztCUnz1jOiyDCs2pZF7vvkGbAvu73yZAZ9GpGyvy9dLQ5neZO+e2hRspblYz2ejjIhvsu+4HGVIB6znjiFbLWzO/o2EwM5olK0jPX3/8CSOnT/JmdKMli6KcB0RwU2N8kqzU8Yjm8yFi7vFRm6Rc3rT1NPnqahyzpSUU1hBcM04mvzihl/4lUoFh045z/K770QBkghuhEuQJOzpeus6cqYIo7npLuoWm2xPfV7XqbMlDQ7GzVaZg3UynbUL8SY7z/mBwPGMYgyX2BeD2cax9GKn5RnnylA0JvfzdeZ8mRGrrXrCw7pZ06AmS5pcHdBcnPHxfFnLzwIvuI/z5UaXjLcBUCokfDybNh206fhWlJFdkRQtM/ZO0nqh8A7CmJPKb+d+p9c1dEdrKhqlhhsikll+4lva2CgIoQ0TV/0afl5q/C6aiE+hkOxZgTRqJe2CnQcJ9uocjG89T5iiQnwoqAlqwoM8G1wOq9VG787Ok3H16xraqIHQgnuTZerNFta7cwjaRmQHuxKVUqJvQqjT8i7RAQ0e86FWKOibcKHOZxdU0D7Cub90945Bl8x05qFW0L1jkNPy2HZ+2GwiW09DBfnpUCkVWG02pyxpapUCieoMauqL0tIH++kQBFcpKjXg44JMabUCfbXkFbtmHMnFZFnGcnI7qsiWDSgUIbFkp24gwiscf61ru+I2VtfALhisJvbkH2jpogjXCRHc1PDUKHlqchJeNSdUjUrB5NFd+GVvNl46FU9PTiIm1JtbB8fZMwdFhnhx+7BOdI0JoGuHQPu2+nULo1RvxGSxMnZAB2LCGj6wTZahR1wg/buH25cldgomOSFUPPUQLqt9iBfjb4y118/oUB9uGxzXpGNCZJvM8D5RdI6+cDEd3jeKjpENv7jKssyofu3tn7FYbPh4qhnWJ9K+Tky4D2NSYrhUVlHZBmNSYhxSSg/tE0knMQ7kqoT6aHnsjkS2Hchh8ugu9gBHp1Ey5aZ4tu7L5tE7erH/RD5Q/QBo6pgEwmrHHwmCCxSUVNWbdv1a+Xtrm6zrpC3/FCiUSL7OD3maVWgcupzj9A3p2bLlqIckSdzYLoXVaesx2ywtXRzhOiCypSngbFEVOQV6fDzVhAd5UlFpxttTTVGZkaJSA2EBHkiSRF5xJR0j/SitMFVnowrwILdIjwSEBHiSXVCBSqkgPNCTzLxytGolYYGenDlXRoi/B2qlgvNlBvy9tUgKOFdUSWyEL4WlVVRUmYkM9iYiQAuyhFWWKSo3Icsynjo12fnlKJUKooK9nAZqu1OGnksR2dIatu+1GcSMJivBflo0TTTxa36ZkbziSnw9NUQFe1BWZSW/pAqVUkGInw5Zhsz8ckxmG5GhXnjr1OQU6impqM4wFhHoSUmFibzzlfh5a4gK8aSgtHpiTrVaQXSoNyqFgoLSKkxmG2EBHnjrVKTnVVBSYSQiyJOIQB05RQZyz1fi760lOsQLvdFKVl45GrWSmDBvpwxrJqtMbnEleoOFIF8dIb5ahyFJkgTFejM5hXo0aiWRwZ54XCZTYUtwVWYqo8VGTlEleoOZiEBPvD3VZObrCfBRU15pRalQYLFaOV9mIMBXh8ViQ6GQkJGxWWWC/T0oKTcQE+aD3mCp85t5NXguIXc7d7nT/rRktrTXvtxHtw4BdGznmhaIvScKMFms3HeL6+d9Mfz6GbLZgLrLIJdv+2oczD9M+L7/YRh6D5aAa08B7cpsaRdbe3oDPYO7MTpmWJNsvy6RLe36dl2n31Iq4VB6Cf/8cp/9pJsUH8J947ry065svtt62r7uHcM7oVEr+PeKDE6dLWXy6C58tPYI+cVVzL2/Py++v9M+9iYs0JNhfaL46qcTdI72549DO3LkdBErNqXZt3fzDTEkxATw5Y/H2XeieoZvhULi2bv70C3aD2wSob5aCsqNzPn3r1Qaqp92RIV6M/NPfUTmNKFetRnEmmz7ksSRzGKWfLHXPknjCw/dwGuf7bbX0cgQL0b1j+HjddWzZj9ye09OZJbYkx34+2i5++Z4lq04aN/GiOQoDCYrvx08B0B0qDcjkqP5eP1RoHoiyZlT+/LKx7uA6olx7xrdhX+vOGgv28jkaPQGMzsO5wLVrT0zpiThXdP6YLbJLP8ljZ93ZdXsCzw9OYmeHQLtraK5JQb+/v5O+3iT2Ha+PH1XEt7a1hXgNJbRYuODdUfZdbQ6aUPvLiGEBXri763FYLJwrlBPXJQf//3xhP0ztwzoQFp2CZEh3pwvM+DtqWZ4nyiOZpbw75UH7clY4iL9ePrO3ni52W8mNJ/CUgN+Lmy5CfLVsbumtdGVZNmG5cwuNP0munzbV8NkNbEjdy/jQmLwyDhEeSOCm6Y0sF1/Vpz8jgHt+uGtrj9brCC4wnXdLa20yspH61IdnibtO15AQYnRIbABWLP1NO3DfDl1thQfTzVVRgv5xVUM6BnO1v1nHZIK5J2vxGCy4uWh5mRWCRq1km+3OG5vw44MvD009sAGwGaT+fC7VPSm6r43kkJi7a9n7DeNANn5FRzNcB44LQjNQW+08J/Vhy8EJX2j2LA93aGOni3QU1FpsndpCvDROWRxG5oUyUfrjjrMYL9xdzaxdZ7SZuVXoDdY0Na0mlQZLXy37Yx9As2hfSLtwVOtn3dn0THK3/46I7ecE1kXsqXlFVfZAxuo7gL6n9WHqTDWll3im01pDgPpz+SUceqs+2Vcyy7U2wMbgO5xQWzYkUGX9gGs2XqaYX2iWP7TSYfP/LAjnX7dwvhlbzY9OwXz28FzWGwyP/2eaQ9sAE6fLeX0ubJm2xfBvdhsMsXlBvy8tFdeuYFC/HXkFOpd3rXbmncKVFoUPsEu3e7V2nFuD6GewUiRXfHIPAStdJxhoC6Azv4dWXf6x5YuiuDmruvgxmi2UljinEGlotLktMxssWEwVd8E+XlrKaiZ8Tgq1MeewrauwpIqAmrm5NAbzPWmoayocv6egpIqe0Yoq00m/Zxzt4CzBXqRFlpoEUazlTL9hXobGerD2XqytFWncq0ev3ZxFkKtRoW+ngyDlosycBWXG/GukzEpp6CCiODqp30aldIhoLrUNnLPV9rnnagvq2FFlRmjufrG3GyzkZnn/PeWV1zZInNXNKWKi45JbfaziioTslx9nK0XdSGSZbDWJDWp/Z3L9WbO1ZNFMr+4Ejf7yYRmcr7cgIdWZU/m4wqeOjUqpYJCF2dMs5zaiTK8i0u3ebVy9fkcPX+cHkFdsXn6YdN5o8s53qJlupz+4X3YnbefXL3rW9IEodZ1Hdz4e2nodVFmMkmC0AAPp0xBIf4e6Gom4jxXqCc2ovop868Hc+jfLZyLdWjna0/N6++jJdjfMZuQp05FkJ+H0w1AUnwIfh7V36NSSAxLiuRiPTsGNekYD0G4FF9PDfEx/vbXW/ef5YbuzvU/MsSbwpoHACH+OocblZyCCmLbOQ70VykllErHP4Z2wV4OKYZv6BHBrwdzAMgt0jskD6jehsIp6E+ICbA/rQ0L8EB10Xd0ivLDryaA0ijr/3vrEu3vdsk8woM8Hc49Cqk6iYq/jxYvnQpJkgj0dTxneXuoMVttaNVKJKk6xW54sCd94p0HUneK8sfNfjKhmeQXVxHo4/rsexFBXpxxYYtibZe0lprbBsBgMbL+zE/0Cu6JTlX9MNXQrgteJ3a0WJmuxFPtQXJYb74+sdrtzqtC63FdBzcqCe6+OZ4eNSlk/X20PHlnEhGBHjx7d18igqqfEneI8GHiiM6s336GabckoNOqOHW2hNuHdaJCbybYX8fo/u1RKiS0GiW3D+9EWlYJnloVD93Wgz1H85g0sguxNelt24V4ce+4bvzv90wen9Qbf+/qk1Jip2D+dFOC/aDYbDIp3cIYc0MMCoWETqPk/nHdiAlzTvkrCM1BKcH023rSPa76b6a80kSfhFBGJEfZ6+i0WxIIDvBAp1WhkOBE5nlm3N2XkIDqjFp5xZVM/0NPe4bBYH8dM6cmU643oVBIeGhVTLulK4F+OnQaFQqFxJCkSG7oEU5JmRFvDzW5xZU88sdEOrf3B6ofPsyc2pdKgwmFVD1G58Fbu9M+5EK/7gBvDbPv6Wd/0NC1QyCP3p6IUpKQpOqWicG92jGibzQKqfoBxJ9v60FUsPv1DQ/10zFjSh97+vucggpmTk3muy2nePpPfVj/WzqP3pFI+5pMj+2CvZhyUzz7jucz7Zau7Dx8jqenJLHvaC6De7VjWJ8o+2/28B96EhXc8PT3glBX3vlKe68HV2oX5MnxTNd16bbmngS1rsW6pJltFr499T0RXqFE+VwYY2MKjkGpL0VdmHWZT7esxJDuFFWd50DhkZYuiuCmrstsaTKQW1zF8cwSvDxUdIsLotJgRqtWEuCpwlrTfVxvtqE3mPH11GCx2jCarXh7qCkuN4JcPSbmZGYxZquNxI5BIElIkkSwv5r88ybUKgVVRgsH0woJC/Skc5QfFouMh0aJVZapMFgI8NZQZbJiNFvx99JQ7xBcCcoNFhSShLdW6fRE1J0y9FyKyJbWuo6vDaiosqDVKNCpFBTpTVQZrUgSeOlU6DRKzpebsNlkvD3UBHiqKDFYMRgt+Hpq0SnBKsvoDVb7NmQkCsuNKBQKIoM8sFhsFJQZsVptBPlqqTJaOHm2jHNFejpG+hMT6oUsQZnejKdWhbdWgU2WKK8yo1RIeOtUTsdFkqon/ESpQIWM1SaTVaDnTE4Z4UGexEX44qlVUl5lQamU8NY6b6OluSozlSRJVJmtVBotlFaYOFtQQdfYQBSK6m5/VQYLGo2KMr0RH08NRrMFrVqN2WpBo1ahVshIKPBQK5CpPkcpJQXeOqVrM1q2Ie60Py2VLe31z3cjy9CvnvmzGiP3fCXf78zk1UcGuGR7VVs+ACTUnW5wyfau6rvNVaw5/QM6lY4+IYlO3Wa1uWloCjIpGnE/V9s/tCmzpdWVXZ7DT1mbmZfyLDqV61vqRLa069t1mXLrTF4FL330uz1I8PfR8sID/fHVXghsALzUCrzUNU+QlNUX7Off3k5RmYF7x3Xj659OUFUzGFmllJh7f39igr2wmSDUV8uvR3J599sLTyY6Rfnz9F29USsl1Ejoap6aemuUeGsuk1lIBp+abnJtKxQV3JUC8K3pPnk6r4KXPtplv3Hx9lDzxF29eeWj6sxmCgmevz+FDqFe+Nap50pJsm+jul7LBNf8TVTVjI/xr3nfaLbx71WHOXy6yP75u8ckMCop0v6Z6jG0sj2TYH03UrIMWpWCkBAfCgvL2bjvLF/WyQiW2DmYx/7Q47LbcBe1z7XeWX2Yk1kl9uUP3tqdAd3D+HbLaX6qk4Chf/dwLBYbZquNR27rgYdKWbOd6vdrz1Hu/JsJTS+7QE9inPOEvI0VFuCB0Wwlu6CCqJDG9X6QLSYsZ/agvfEeF5Wu4bLLz7IhYxOR3u3oHhhf73hAY1gc2pyTeKTvpyo2qdnL2BBRPu2I9m7HqrT1TEm4vaWLI7iZ665bmlWGL3887hAklJQbOZl95YxIZ86VUVRmIMBHS975SntgA2Cxynz/WzrKmrEF5QYLn/3gOKgvLbvEPg5HENyCQmL1llMON7QVVWZOZZcSFljdNckmw1c/nWjUXKK55ysdAhuAr386QVk9SQIaqqTSzPKf0xyWHTxZSG5x00z21xrlFOodAhuALzYcJ7fYwM+7Hbu1/H4kl4QOARxKKySnniQCgtBYsixztqCCEH/XTworSRI9YgP5eXd2o7dlSd+Dwi8MhUfzTRJcZa7ix/RNrD/zM4nBPegRlHDpRCeSAn2XFHwP/oSyvLDZyni1BrW7gQOFhzl2/uSVVxaEq3D9BTc2mbJ6sqFVGixXbL2tDWY8tPVneyrVm+w3cFabbM+uVpfJYnVaJghtlU2WKdfXk4Ws0mTPlgZQqjdibUR0YzI7/92Ya1oRrpXFKtebxdBkbp1pVJuCsZ59NZgsmEzWeluJa4NYYz3HQxAaq7DEAJKEt0fTdCrp0zmY3cfzSWtkenfT4Z9QRSe6qFSXZ7FZ2ZO3n49Tv8IiWxkdM4wIryt32bN6B1IZm0Tg1i9RGJwzurYGOpWWUe2H8nHqfykzuUd3TqF1aNbgxmw28+KLL5KSkkJKSgqLFy/G1sz52LUqBeNq5sqopZCgc7TfFbt8xUb4olBI5BTq6RjlPHPyyH7R2GpSpPp4qBjcq53D+zqNknZuODhZuH6pJBjVv73T8q6xQaTVaQ0dNygWdSPSl4cHeeLtoXZY1jchFP9GTPTn762hdxfHwcC+XhrCA6+fwfDtgj2dMkPe2Ksd4YGe9mQCtUIDPCirNOPnrSEyWCQ1EVzvRGYx7YI8myz1uqdOzS0p7fl/yw+wbNUhVmw+xbGrnDfOmpeGXFGEIqxzk5SxrjOlmXya+hWnStMZGjWQxOBuqBUND/yM4Z0whXQgaONHKPWtc3689j5RdA3swruHPsVic34gLAjXolkTCrz66qts3LiRRYsWUVFRwaxZs7jnnnuYPn16g7fhioQCBouN3cfzWfdrOn7eGiaPiicm1Isrnk4lyCzQ89//ncDXS0P/7uF8t/U0ZouNcTfGkdQxEJ36wpiCCqOFX/adZcv+s7QP82XSiM6E+2tdPm7GnQaxXopIKNB6j2+l2creEwV8/1sGOq2SO4Z3JshPy4ffpVKqNzHhxjj6dAlG14h5KyQJCspMrPjlJGnZpQxKjGBk32j72JirVfublhss/G93FtsPnaNztD+3D+1EsI/rZkZvCq4avA3Vv2teqZHlG0+Sfq6MIb0jGd4nEm+tisIKI2t/TefwqSISOgTQIy6IgycLuXVIR8L9XJPNqrXX7avlTvvTEgkFVm49Q3mFgZR6pldwpYoqM+nnyijVmziaWUzP2CCmjYlH0YCgqnLdaygCIlF1aLqxLKXGcjZnb6Ow6jyJwd0Jb0BLzeXozh5Hl3WYkpQ/YgqLu+y6zZVQoC5Zllmf/j/8NL7c130KCqnxz91FQoHrW7MFN0ajkZSUFF5//XWGDx8OwKpVq1i8eDFbt25FoWhYZXZFcAPV/W9NVhtKhXTVzVcyYLHJaFUKTDYZmxV06vonBVYowGCWUSulKwdP18idLqiXIoKb1n18FQqoslS3gqprKrqN6m5MaqXCZfMZyBKYLTJatQK5Eb953d9UkiSMFhtqlYTUBsbCuzK4uaD6fOj0uyqgymTDU6uk0mjFQ62gUYOnLtIW6vbVcKf9ae7gRpZl5r63k5uSo5u19dRotrJi8yl6dwrm9qEdL7uuJXM/hm2foh1yP5LiMkmArpHZZmF37j4OFByhk38snQM6onTBjT6Aqvgc3sd/oyomkfIew0FZ/4OhlghuACw2C2tO/0CYZwjTut6J6ipaqOojgpvrW7N1Szt69ChVVVUkJyfblyUnJ1NYWEhmZmZzFcNOlmXU1xDYAEiAWiFhs8moAI2y/sAGqpdrmjCwEYTWwGYDreJCYAPVJxeVQnLpRG2SXP331JjA5mKyLFf/jbaBwKbpyPX/rjbwUCmQrTIeKtcGNoJQV1Z+BUazlbAA1ycTuBytWsltN8ay5eA59qddevC9rbIEw+YPUfcY7fLAxmKzcqgglY+OfMk5fR7D299IQmBnlwU2AJaACEr7jENdfI6QH99Bk5/usm27gkqhYkLczRQbSnhj3zsUG0paukhCG9ZswU1eXh6enp74+FyIpkNCQgDIzc1trmIIgiAIgtDKrN+RQb+EsCYbb3M5Xjo1EwbE8P66VDLznFurbOWFVK19FWVMb5TBMS773lJjOTtydvPhkS9IPX+clPC+9A/vg5eqaVquZI2Oim5DqIrpif/OVQRs+xL1+Zwm+a5roVaoGRd7E+Geobz8++t8f+ZnKs3XT/ZKwXWabZ6bqqoqNBrHvuy1r00m5+xllxIUdHUDWa+XpsnrYT9b6z5ebZ28Fq1139syd/5Nm6NOuoq7HQd32h9X7sul6qTVamPN1tOcyinj8YmxaDUtM/2ev78nNoWCJV/t595x3RncMxRlWQ4Vx7aj3/sjXt1vxCthwDUFX1abDb25kjJDOYWV58kpyyO9JJtyUwUd/KMZ1XEQAR7+rt+pS/HugiU6DlXmMYK2f42s88LaoTu28A7Y1KH4+3mDC1uNrtbogBvp0747WzN2Mm/7ZnqExZMY1pUOAVGEeQXjq/Vp8FAG4frUbGcRnU7nFMTUvvbwaN5maEEQBEEQWt7mfdl88N0RlAqJt1cdauniUF5p5l/L9/Ov5dWv3whcBZKCqlP7qDq174qfN1rMlBgunWpaBbSv+adUKOHceeAALdU+IcngV1mO4nz9PWg2tQtjX4jrJ1VtKIWkYNfZA+w6e8Dpva4hnfn7iGdaoFRCa9dswU14eDiVlZXo9Xq8vKrTIRcUFAAQFhbWXMUQBEEQBKGVGJHcnhHJzunkW4/bWroALeryudUEoXVqtna9hIQEPDw82LNnj33Z7t27CQ4Opn371nxiEwRBEARBEAShLWi24Ean0zFx4kQWLFjA3r172b59O0uWLOHee+9triIIgiAIgiAIguDGmnUST6PRyIIFC1i3bh1arZaJEyfyzDPPtEh2FEEQBEEQBEEQ3EuzBjeCIAiCIAiCIAhNReTSEwRBEARBEATBLYjgRhAEQRAEQRAEtyCCG0EQBEEQBEEQ3IIIbgRBEARBEARBcAtuHdy88cYbjBgxoqWL0SQsFguvvfYaAwcOJDk5mRkzZlBeXt7SxXK5srIyZs+eTUpKCgMHDmTevHno9fqWLlazyM3N5cknnyQlJYVBgwYxZ84cSksvPfO10HDufG5oTa6mDn/44YfEx8c7/Hv44YebucSX9uOPPzqVb/z48fWuW15ezowZM+jbty+DBw/mww8/bObSXt7KlSud9qX2365du5zWb8pjYzabefHFF0lJSSElJYXFixdjs9lcsm2h4cT1RnAnbpstLTU1lUmTJhEWFsbGjRtbujgut3DhQtatW8fixYvx9vZm9uzZdO/enYULF7Z00VxqxowZZGVl8eKLL2IwGJg9ezbJycksWLCgpYvWpGw2GxMnTiQgIICZM2diMpmYP38+oaGhvP322y1dvDbN3c8NrcXV1uG5c+cC8NRTT9mXabVafH19m6vIl7Vs2TL27NnjcI5VqVQEBAQ4rfvkk0+Sn5/P/PnzSU9PZ86cOSxYsIBx48Y1Z5EvyWAwOD0MmzNnDuXl5Xz++eeoVCqH95ry2Lz66qts3LiRRYsWUVFRwaxZs7jnnnuYPn16o7ctNIy43ghuR3ZDJpNJnjBhgnz33XfLw4cPb+niuFxZWZncvXt3edOmTfZlv/zyizx+/HjZZrO1XMGaQJ8+feS1a9faX3/yySdueUwvdvjwYblLly5yfn6+fdnu3bvlLl26yKWlpS1YsrbN3c8NrcnV1uE777xT/vTTT5uziFfl6aeflhcuXHjF9bKzs+X4+Hj5+PHj9mVvvfWWfMcddzRl8Rrlf//7n9yjRw85MzOz3veb6tgYDAa5V69e8saNG+3LVq5cKQ8cOFC2Wq0u/z6hfuJ6I7gbt+yWtmzZMqKjoxkzZkxLF6VJ7N69G5VKxY033mhfNnToUL777ju3mxA1ICCAtWvXUlFRQWlpKT/++CM9e/Zs6WI1uXbt2vHuu+8SEhJiX1Z7bI1GY0sVq81z93NDa3K1dTgtLY3Y2NhmK9/VOnnyZIPKt3//fnx9fenSpYt9WXJyMkeOHGmVf7sWi4XFixdz//33Ex0dXe86TXVsjh49SlVVFcnJyfZlycnJFBYWkpmZ6fLvE+onrjeCu3G74CY1NZWvvvqK+fPnt3RRmkxGRgbh4eH8/PPP3HrrrQwZMoR58+ZRUVHR0kVzuRdffJGDBw/Sr18/UlJSKC0tdfsuaVAd1A0ZMsRh2UcffUSHDh0cLkBCw10P54bW5Grq8Llz56ioqGDt2rWMHDmS0aNHs2TJEkwmU3MW+ZIsFgtnzpxhx44djBkzhuHDhzNv3rx6xznm5eURGhrqsCwkJASbzUZ+fn5zFbnBNmzYQF5eHg8++GC97zflscnLy8PT0xMfHx/7stq6kZub2+jtCw0jrjeCu3Gr4MZkMjF79mxmzpzp1n+QlZWV5Ofn88477/Dcc8+xaNEi9uzZw5w5c1q6aC535swZ4uLi+OSTT/jwww+RZZnZs2e3dLGa3X/+8x9+/PFHnnvuuZYuSpt0vZwbWrPL1eG0tDQA/Pz8WLp0KTNmzGD16tWt5kFGZmYmZrMZhULBP//5T+bPn8+uXbscxqDUqqqqQqPROCyrfd1agrW6vvjiC26//Xb8/Pzqfb8pj01b+62uF+J6I7R1qiuv0nYsW7aM0NBQ/vjHP7Z0UZqUSqVCr9fzyiuvEB8fD8D8+fOZOnUq+fn5Tk8N26rMzEwWLFjADz/8QExMDACvv/4648aN49ChQ9dF9zSApUuX8uabbzJv3jyGDh3a0sVpk66Xc0NrdaU6PHjwYLZv305gYCAACQkJADzzzDPMnTsXrVbbrOW9WFxcHDt27MDf39/eXScwMJCJEyeSnp5Ohw4d7OvqdDqnG/Pa1x4eHs1W5obIy8tj9+7dzJo165LrNOWxaUu/1fVCXG8Ed+BWwc2aNWsoKCggKSkJqE4xabFYSEpK4t1333Xo19uW1QYvHTt2tC+r/f+5c+fcJrg5fPgwarXaHtgAdOrUCZ1OR1ZW1nUR3Lz00kt8+umnzJ8/nylTprR0cdqs6+Xc0Bo1tA7X3jzX6tSpE1arlYKCAqKiopq6mFd0cVa0Tp06AdUBQt3gJjw8nIKCAod18/PzUalUBAUFNXk5r8aWLVuIiIggMTHxsus11bEJDw+nsrISvV6Pl5cXgP23CwsLu+btCtdGXG8Ed+FW3dI+/fRT1q5dy+rVq1m9ejUPP/wwoaGhrF69mh49erR08Vym9gYtNTXVvuzUqVMoFAoiIyNbqlguFxYWhtFoJD093b4sOzsbg8FA+/btW65gzeSNN97gs88+45VXXhEXmka6Xs4NrU1D6/Dnn3/O6NGjkevMTJCamoqnpyfh4eHNUdTL2rhxI/369XOYYys1NRWFQuE00L53796UlJRw6tQp+7I9e/bQrVu3Fm+Buti+ffuuGNg35bFJSEjAw8ODPXv22Jft3r2b4ODg6+Ic35qI643gTtwquImMjCQmJsb+LyAgAJVKRUxMDDqdrqWL5zIxMTHcdNNNPP/88xw8eJCDBw/y4osvcvPNNxMcHNzSxXOZXr160b17d+bOncuRI0c4fPgwzz77LP3793f7G9Jjx47x9ttv88ADD3DjjTdSUFBg/2exWFq6eG3O9XJuaE2uVIdLSkrsA/IHDx5MYWEhCxYsICMjwz7vyfTp053mXGkJffv2RavVMmfOHE6dOsXOnTuZO3cud9xxB6GhoQ77EhkZyfDhw5kzZw6pqals2LCB999/n/vvv7+F98LZ8ePH6dy5s9Py5jo2Op2OiRMnsmDBAvbu3cv27dtZsmQJ9957b6O2K1wdcb0R3I3bTuIJ8Nlnn/HBBx+45UR9lZWVLFy4kO+//x5Zlrn55pt57rnn7E377qKgoICFCxfy22+/IUkSQ4cOZfbs2Zcc/Oou3njjDZYtW1bve999951Dmlnh6rnzuaG1uFId/sc//kFkZKR9Uszdu3ezePFijh07hq+vL3fddRePPfZYq0lvf/z4cV599VX279+PRqNh/Pjx/N///R8ajYZp06Y57EtJSQnz5s1j8+bN+Pn58cADD3Dfffe17A7UY9iwYTzyyCNMnjzZYfnF+9OUx8ZoNLJgwQLWrVuHVqtl4sSJPPPMM63muF8PxPVGcDduHdwIgiAIgiAIgnD9cKtuaYIgCIIgCIIgXL9EcCMIgiAIgiAIglsQwY0gCIIgCIIgCG5BBDeCIAiCIAiCILgFEdwIgiAIgiAIguAWRHAjCIIgCIIgCIJbEMFNG5WdnU18fDxbtmxp8Gfi4+P58ssvm7BU9du8eTPHjh1r8XIIzeta6ujVmDZtGk8//XSDv99sNvPJJ59gNpsB2LlzJ/Hx8Q4zyQut18XHryFmz57NnXfe2eD133rrLQYNGnQtxWuU4uJivvrqqxYvh3DtmqN+Xo2GnN8u/v60tDR++ukn++srnWMFobUSwY3QpM6ePcv06dPJz89v6aIIbuatt97ixRdfbPD6a9eu5aWXXsJmszVhqYSm4s7Hb9GiRaxYsaKliyE0Qmurn0lJSWzbto0OHTo0+DPTp09n//79TVYmQWguqpYugODexByxQlPx9/e/qvVFXWzb3Pn4ufO+XS9a2zHUaDSEhIS0dDEEoUWIlptrtG3bNiZOnEivXr1ISUnhr3/9K3l5eQBUVFQwb948Bg4cSFJSEpMnT2b79u32z65cuZJBgwbx7bffMmzYMHr37s39999PWlqafZ3y8nLmz5/P0KFD6d69O/379+fJJ5+kqKjIZfuwb98+pk2bRmJiIoMHD2bWrFkUFhba3582bRoLFy5k3rx5pKSkkJKSwuOPP+6wTklJCTNnzqR///4kJyczb948ZsyYwezZs8nOzmbkyJEA/PnPf2b27Nn2z2VlZTF9+nR69erFgAEDePXVV7FarS7bN6Ht1dHbb7+d559/3v760KFDxMfH85///Me+bP369SQlJWEymZy6TOzdu5fJkyfTq1cvbr75Zn7//XeH/ZkzZw4AiYmJrFy50v7e9u3b+cMf/kCPHj0YPXq0w3uCa8THx/PFF18wdepUEhMTuemmm1i+fLnDOqdOneLhhx8mKSmJAQMG8Je//IXMzEzg0sdv06ZNTJ48maSkJHr06MHYsWNZvXq1y8ptMplYsmQJQ4cOpXfv3vzxj39k/fr19vdru/5s2bKF2267jcTERMaPH88333zjsJ3vv/+e8ePH07NnTyZMmMCqVauIj48nOzub2bNns2rVKg4cOGBfVuvjjz9m+PDh9OzZk4kTJ3Lw4EGX7ZtwQVuonxs3biQ+Pt5+Dgfs5anbFe6WW27h7bffduqWZjabWbRoEYMGDSIpKYm//e1vGI1G++dGjBjB2bNneffddxkxYoR9eVVVFS+88AIpKSkkJSU53QMIQmskgptrUFJSwmOPPcbgwYNZu3Yt7733Hunp6Tz33HPIssxDDz3EyZMneeutt1i5ciUjRozgoYceYvPmzQ7bWLp0Ka+88gr//e9/AbjnnnsoLS0FYM6cOezevZt//vOf/Pjjj7z88svs3LmTN9980yX7cOzYMe6991769u3L6tWrWbp0KQUFBUyePJmqqir7ep999hmenp58+eWXvPzyy+zYsYMlS5YA1U+qHnnkEY4ePcqyZcv4/PPPKSoqYt26dQBERETYLxBLlixh7ty59u1+/vnnjB49mrVr1/L444/zwQcfuPSm5HrXFuvoiBEj2LZtm/31tm3bkCTJIejatGkTQ4cORaPROHw2KyuLBx54gPbt27NixQrmzp3rUI6xY8fy3HPPAdU3CWPHjrW/99FHHzFz5kzWrVtHcnIyc+fOJSMj45r2Qbi0RYsWMXz4cFavXs2dd97J3/72N9asWQNAXl4ef/rTnwgJCeGrr77iww8/xMPDg0mTJpGXl1fv8Tt69CiPPfYYQ4cOZc2aNaxatYqePXsyd+5ccnNzXVLmOXPmsHHjRl5++WXWrFnDXXfdxXPPPWf/e6j1yiuvMHPmTFauXEnXrl2ZN28eWVlZAGzdupWnn36asWPHsmbNGv785z/z8ssv2z87d+5cbrnlFrp37862bduIiIgAoLCwkC1btrB06VKWL1+OzWbjr3/9q0v2S3DW2uvnoEGD8PDwYOvWrUB14P37779TVVVlD3ozMzM5ffo0o0ePdvr8Sy+9xMqVK5k/fz7ffPMNGo3GIVD/5ptvCA8PZ+rUqQ7B+aZNm/D09OTrr7/mX//6Fzt37uS111676vILQnMSwc01OHfuHEajkeDgYCIjI+nZsydvvPEGTzzxBDt27GDfvn28/vrr9O3bl9jYWKZPn87o0aN577337NuwWCy8/PLLDBgwgISEBJYsWYJer7efTAcMGMDChQvp27cvkZGRjBo1ihtvvJHjx4+7ZB/ef/99+vTpw1NPPUVcXByJiYm8+eab5Obm8sMPP9jXi46OZvbs2cTFxTFy5EjGjRvH3r17Adi9ezf79u1j0aJFJCcnEx8fz5IlSwgODgZAqVQSGBgIgK+vLz4+PvbtTpo0iUmTJhEdHc3dd99Nhw4dOHTokEv2TWibdXTUqFGcO3fO/qRx27Zt3HTTTezduxeTyYTVamXLli31Xri//vprvL29WbBgAZ06dWLIkCH2mw0AnU5nr3/BwcHodDr7e7NmzWLQoEHExMTw1FNPYbPZOHLkyDXtg3BpY8eO5cEHHyQuLo6HHnqIm2++mY8++giAL7/8Ej8/P/7xj3/QpUsXEhISePXVV1Gr1Sxfvrze4ydJErNnz+bRRx8lOjqazp078+ijj2KxWFySJCIjI4O1a9fy97//nUGDBtG+fXsmT57M3Xff7dCaCPDEE09w44030qlTJ2bNmoXVauXAgQMAvPvuuwwfPpzHHnuM2NhYbr31Vh5//HH7Z318fNDpdKhUKkJCQlAqlQAoFAoWL15Mt27dSEhI4P777ycnJ8elrffCBa29fmq1WgYNGmR/ALRnzx48PDzo27cvO3bsAKoDqw4dOtCxY0eHz1ZUVPDNN9/w+OOPM3r0aDp27Mjzzz9PfHy8fZ3AwECUSiUeHh726zZUt2rNmjWLmJgYBg0axJgxY8S1Wmj1xJiba9C1a1duvfVWXnzxRd58801uuOEGhg4dyvjx4/nkk0+A6qbhusxmM76+vvbXGo2Gvn372l8HBgYSGxtrzyo2ZcoUNm/ezKuvvmp/GpOenk7Pnj1dsg+pqamkp6eTlJTksNxisTh0PYqLi3N438fHx94EfvjwYXQ6Hd26dbO/r9PpSExMvOL3x8bGOrz28/NzaCIXGqct1tGEhAQiIyPZunUrYWFh7N+/n2+++YaNGzeyf/9+FAoFer2eoUOHOn32xIkTdO3a1aFFp0+fPg363roDbmvH8Yi66HoDBgxweN2nTx9+/vlnZFkmNTWV7Oxsp2NmMBgczkd1JSQkEBAQwPvvv8+pU6fIysri6NGjAC7p4pqamgrAQw89hCRJ9uUWiwWTyYTBYLAvq3uerL3JrXuefPTRRx223b9//yt+v5+fHwEBAQ6vAYfvFVynLdTPkSNH8uqrr2Kz2di2bRsDBgwgOjqaHTt28Je//IVNmzZx0003OX3uzJkzmM1mh2uzJEkkJSXZy3QpFyck8PPzE3VQaPVEcHONXnvtNR5//HG2bNnCjh07+Pvf/85nn33GiBEj0Gg09XaxUiguNJQplUqHCyZUn/CUSiU2m43HHnuMw4cPM2HCBEaPHk1CQgLvvfeevY9vY9lsNsaMGcOTTz7p9F7dFpaLu//UpVQqkWUZWZad9uVK6v4WtVrbgMy2ri3W0REjRrB161aioqIICQmha9euJCUlsWPHDoxGIwMGDMDb27vez15cf9RqdYO+U9TF5qFSOV5ubDYbkiQhSRI2m40+ffrw0ksvOX3O09Oz3u3t2rWLhx56iAEDBtCvXz/GjBlDQEAAEydOdEl5a+vARx995BBk1Kp7bqyvrtV+XqVSXVN9qm3BudR2BddqC/Vz2LBhPP/88xw8eJBff/2VqVOnEh0dzfvvv09BQQF79uxhxowZl/z8tZwjL1UPBaE1E93SrsGxY8eYN28eERERTJs2jaVLl/L222/bu7KYTCbKy8uJiYmx/1u+fDmrVq2yb6OqqooTJ07YXxcVFZGRkUHPnj05evQomzZtYsmSJcyaNYs//OEPJCQkcPr0aZdd2Lp06cLJkyeJjo62l9HHx4eXXnqJkydPNmgb3bp1w2g0Ojz5MZlMDl16rjboEVyjrdbRkSNHsmvXLrZs2WJ/kjpw4EB+++03fv7553q7pEF1S9WRI0ccxovVdguqJepiy7p4MPzevXvp0aMHUH0+OnPmDKGhofb6GBERwWuvvcauXbsA5+P3/vvvk5iYyNtvv82DDz7IkCFD7CnnXXGe7NKlC1A93qLu38nGjRv54IMP6g2K69O1a1f27dvnsOzi16Jutry2UD8DAwNJSkpi7dq1HDt2zJ4QRqVS8frrrxMYGFhvy3nHjh3RarXs3r3bYbnoXia4KxHcXIOAgAC+++47XnjhBU6dOsXp06dZvXo1fn5+3HvvvXTv3p0ZM2awbds2srKyWLZsGe+9955T8+7s2bPZv38/qampPP3004SEhDBu3DhCQkJQqVR8//33ZGVlcezYMebMmcORI0cwmUwu2YcHH3yQ06dPM3fuXE6cOMGRI0f461//Smpqqv2ifiXJycn069ePWbNmsXv3bk6ePMlzzz1Hbm6u/UTv5eUFVHcbKi4udknZhStrq3W0X79+6HQ6Vq1axcCBA4Hq4ObAgQNkZGQ4ZPGpa8qUKVitVmbOnMmJEyfYvn2701PW2rp46NAh9Hr9NZdRuDZffPEFK1asID09nXfeeYeffvqJhx9+GIA//elPGAwGnnrqKQ4fPkxaWhrPPvssv/76KwkJCYDz8WvXrh1paWns3LmTs2fPsn79el544QWAq5pI8VI6derEiBEj+Mc//sGGDRvIysriq6++YsmSJfZB/w3xyCOPsGnTJt5++23S09PZsGGDPdlF3fNkQUEBWVlZWCyWRpdduHptpX6OHDmSr776ipiYGNq1a2fvPrxq1SpGjRpVb6Ds6enJPffcw7Jly/juu+84c+YMixcvdgpuvLy8yMjIcMjIJghtkQhurkFYWBj/+c9/yMjI4M477+SOO+4gLy+PDz/8EB8fH95//32Sk5OZOXMm48aN4/vvv2fRokXceuutDtu54447eOKJJ7j77rvx9fW1ZyYLDQ3ltddeY8eOHYwdO5aHH34Yq9XKM888w5kzZygvL2/0PiQmJvLBBx+QlZXFpEmTuP/++/H29uaTTz6ptwvGpbzxxht07NiR6dOnM2XKFHx8fOjdu7e9udvf358pU6bwxhtv2FNlCk2vrdZRlUrFkCFDMJvN9pabHj164O3tTe/eve3JKurb308//ZSysjImTZrE3LlzncY5DBgwgOTkZO677z6nbFdC05s8eTLLly9nwoQJrFu3jjfffJNhw4YBEBUVxeeff47NZmPatGncddddlJaW8vHHH9vHs1x8/J588kn69+/P448/zoQJE3jvvfd49tlniYyMdGq1u1avv/46EyZM4KWXXuKWW27hgw8+4Nlnn+WRRx5p8DZqU92vWrWK8ePHs2zZMqZOnQpc6No2ceJEJEli7NixHD582CVlF65OW6mfI0eOxGQyOYwRGjRoEDabjVGjRl3yc8888wwPPPAAr732GrfddhsZGRlOXeQeeOABduzYwa233iqCbKFNk2TRgbfZ1ebEP3jwIFqttqWLc82Ki4vZs2cPgwcPdtiP0aNHc/vttzvdXApth7vUUaF1iI+PZ/78+UyZMqWli9Lsdu3ahZ+fn0OL+Lfffsvf/vY39u7d6zTWQ2h+13P9FAR3JM6qwjVTq9XMnDmT2267jXvvvReA5cuXk5eX55SJSxAE4Xq0fft2vv76axYuXEhcXBzp6em89dZbTJgwQQQ2giAITUCcWd3Arbfeap8w7lI+/vjjBqVovhre3t688847vPHGG9xxxx3IskyPHj344IMPnMZuCNe3lqqjggCwfv16h0mE6zNw4ECWLl3q8u9+5JFH0Ov1PP/88xQWFtrHrT3xxBMu/y6hbWrJ+ikI7kh0S3MDOTk5VxygGBERcdm0zoLQlEQdFVqSXq+nsLDwsut4eHgQGhraTCUShAtE/RQE1xLBjSAIgiAIgiAIbkFkSxMEQRAEQRAEwS2I4EYQBEEQBEEQBLcgghtBEARBEARBENyCCG4EQRAEQRAEQXALIrgRBEEQBEEQBMEt/H/dDcLIPkhC5AAAAABJRU5ErkJggg==\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.set(font_scale = 1.3)\n", "data = sns.load_dataset(\"iris\")\n", "sns.pairplot(data, hue = \"species\")\n", "sns_plot.savefig(\"sns-plot-2.png\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### The *Seaborn* library is not included into the Anaconda toolkit\n", "So you might want to use the following:\n", "* [Setup](https://stanford.edu/~mwaskom/software/seaborn/installing.html)\n", "* [Setup by Anaconda](https://anaconda.org/anaconda/seaborn)\n", "* [Tutorial](https://stanford.edu/~mwaskom/software/seaborn/tutorial.html)\n", "* [Examples](https://stanford.edu/~mwaskom/software/seaborn/examples/)" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.8.5" } }, "nbformat": 4, "nbformat_minor": 1 }