{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "\n", " \n", " \n", " \n", "
\n", " Run in Google Colab\n", " \n", " View on Github\n", " \n", " View raw on Github\n", "
" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Introduction to High-Dimensional Data Visualization\n", "\n", "High-dimensional data (data with many features/variables) is ubiquitous in modern data science and machine learning. Not only that we are incorporating numerous features in our models, we are also dealing with large neural network models that transform complex data into high-dimensional vector representations that have hundreds of dimensions. \n", "\n", "### The Challenge\n", "\n", "While we can easily visualize data in 2D (screen or paper), visualizing 3D (on a screen or a paper) is already challenging because we need to involve 3D rendering or other clever tricks. Going beyond 3D, we need to rethink how we show the data. \n", "\n", "### Solutions We'll Explore\n", "\n", "This lab covers multiple approaches to visualizing high-dimensional data. Roughly speaking, they can be divided into two categories. First class of methods are primarily designed to visualize somewhat low-dimensional data that we can make use of our 2D or 3D visualization tools. The second class of methods are designed to compress and reduce the dimensionality of the data itself. \n", "\n", "### Key Questions to Consider\n", "\n", "As you work through this lab, think about:\n", "- What information is preserved vs. lost in each visualization?\n", "- When would you choose one method over another? Why?\n", "- Is this visualization \"truthful\"? What is it hiding? What is it distorting? " ] }, { "cell_type": "markdown", "metadata": { "id": "UAOjGPxrxTKp" }, "source": [ "# Module 11: Visualizing high dimensional data" ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "id": "_Iny8ybsxTKs" }, "outputs": [], "source": [ "import matplotlib.pyplot as plt\n", "import pandas as pd\n", "import seaborn as sns\n", "import numpy as np\n", "\n", "sns.set_style('white')" ] }, { "cell_type": "markdown", "metadata": { "id": "xrdbDUAuxTKt" }, "source": [ "## Scatterplot matrix for low-high dimensional data\n", "\n", "In many cases, the number of dimensions is not too large. For instance, the [\"Iris\" dataset](https://en.wikipedia.org/wiki/Iris_flower_data_set) contains four dimensions of measurements on the three types of iris flower species. It's more than two dimensions, yet still manageable. " ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 112 }, "executionInfo": { "elapsed": 1056, "status": "ok", "timestamp": 1666745586000, "user": { "displayName": "Devin Wright", "userId": "04589681907982391901" }, "user_tz": 240 }, "id": "X5ZKQvrMxTKu", "outputId": "2a340d8b-59b1-4157-8f5f-3bda6302f32f" }, "outputs": [ { "data": { "text/html": [ "
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sepal_lengthsepal_widthpetal_lengthpetal_widthspecies
05.13.51.40.2setosa
14.93.01.40.2setosa
\n", "
" ], "text/plain": [ " sepal_length sepal_width petal_length petal_width species\n", "0 5.1 3.5 1.4 0.2 setosa\n", "1 4.9 3.0 1.4 0.2 setosa" ] }, "execution_count": 2, "metadata": {}, "output_type": "execute_result" } ], "source": [ "iris = sns.load_dataset('iris')\n", "iris.head(2)" ] }, { "cell_type": "markdown", "metadata": { "id": "b2EgDPXhxTKu" }, "source": [ "We get four dimensions (sepal_length, sepal_width, petal_length, petal_width). One direct way to visualize them is to have a scatter plot for each pair of dimensions. We can use the [**`pairplot()`**](http://stanford.edu/~mwaskom/software/seaborn/generated/seaborn.pairplot.html) function in seaborn to do this." ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "id": "BH4TLOWrxTKv", "outputId": "6d18a7c4-8fa9-4ba0-e709-fa55c728f5b8" }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.pairplot(iris)" ] }, { "cell_type": "markdown", "metadata": { "id": "LaVGZqM_xTKv" }, "source": [ "By using colors, you can get a much more useful plot. " ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "id": "rYdgfT1YxTKv", "outputId": "78135ccb-4c38-41e3-dd71-b9b2421ff9c8" }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.pairplot(iris, hue='species')" ] }, { "cell_type": "markdown", "metadata": { "id": "8p9RyGNDxTKw" }, "source": [ "Seaborn also lets us to specify what to put in the diagonal. When `hue` is used, it defaults to KDE plot. We can change it back to histogram. See: https://seaborn.pydata.org/generated/seaborn.pairplot.html\n", "\n", "**Q: draw a pairplot with hue and histogram on the diagonal**" ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 743 }, "executionInfo": { "elapsed": 10462, "status": "ok", "timestamp": 1666745599224, "user": { "displayName": "Devin Wright", "userId": "04589681907982391901" }, "user_tz": 240 }, "id": "hai-1zZoxTKw", "outputId": "57f8588d-3c08-493a-bf30-afa676a32f2b" }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# YOUR SOLUTION HERE" ] }, { "cell_type": "markdown", "metadata": { "id": "Et8A1UgBxTKx" }, "source": [ "We can use altair to create an interactive scatterplot matrix. Can you create a scatterplot matrix of iris dataset by consulting https://altair-viz.github.io/gallery/scatter_matrix.html?\n", "\n", "**Q: Draw an interactive scatterplot matrix for iris dataset in altair**" ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "id": "a5GvAIZXxTKx", "outputId": "a0bb13e5-bb5e-4b53-ab8d-a49f678b4f3f" }, "outputs": [ { "data": { "text/html": [ "\n", "\n", "
\n", "" ], "text/plain": [ "alt.RepeatChart(...)" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# YOUR SOLUTION HERE" ] }, { "cell_type": "markdown", "metadata": { "id": "OlVHTLklxTKx" }, "source": [ "## Parallel coordinates\n", "\n", "Another useful visualization you can create with not-so-high-dimensional datasets is parallel coordinate visualization. Actually pandas supports parallel coordinate plots as well as \"Andrews curve\" (you can think of it as a smooth version of parallel coordinate. \n", "\n", "- https://pandas.pydata.org/pandas-docs/stable/user_guide/visualization.html#parallel-coordinates\n", "- https://pandas.pydata.org/pandas-docs/stable/user_guide/visualization.html#andrews-curves\n", "\n", "\n", "**Q: Can you draw a parallel coordinate plot and a andrews curve plot of iris dataset?** (I'm using `viridis` and `winter` colormap btw)\n" ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "id": "CGjM7UaixTKy", "outputId": "e7109b24-9ffe-497e-e5cb-7d12b5970851" }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# YOUR SOLUTION HERE" ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "id": "YEdMswjSxTKy", "outputId": "8e47014c-133a-471a-8588-aa8665605c55" }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# YOUR SOLUTION HERE" ] }, { "cell_type": "markdown", "metadata": { "id": "Q531_PAYxTKy" }, "source": [ "We can also use altair. " ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "id": "KsBgHHrQxTKz", "outputId": "702769a8-dc55-43e7-b4ba-ffbbe9a2c0cc" }, "outputs": [ { "data": { "text/html": [ "\n", "\n", "
\n", "" ], "text/plain": [ "alt.Chart(...)" ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" } ], "source": [ "iris_transformed = iris.reset_index().melt(['species', 'index'])\n", "alt.Chart(iris_transformed).mark_line().encode(\n", " x='variable:N',\n", " y='value:Q',\n", " color='species:N',\n", " detail='index:N',\n", " opacity=alt.value(0.5),\n", ").properties(width=500)" ] }, { "cell_type": "markdown", "metadata": { "id": "yYiA-Ub0xTKz" }, "source": [ "**Q: can you explain how `iris_transformed` is different from the original `iris` dataset and why do we need to transform in this way?**" ] }, { "cell_type": "markdown", "metadata": { "id": "l_eqs1LyxTKz" }, "source": [ "# YOUR SOLUTION HERE" ] }, { "cell_type": "markdown", "metadata": { "id": "EQLd19L5xTKz" }, "source": [ "## PCA \n", "\n", "The [principal component analysis (PCA)](http://setosa.io/ev/principal-component-analysis/) is the most basic dimensionality reduction method. For example, in the Iris dataset we have four variables (`sepal_length`, `sepal_width`, `petal_length`, `petal_width`). If we can reduce the number of variables to two, then we can easily visualize them in two dimensions. \n", "\n", "PCA is already implemented in the [scikit-learn](http://scikit-learn.org/stable/) package, a machine learning library in Python, which should have been included in Anaconda. If you don't have it, install it. Depending on your environment manager, you can use the following commands. \n", "\n", "```sh\n", "uv add scikit-learn\n", "```\n", "\n", "or\n", "\n", "```sh\n", "conda install scikit-learn\n", "```\n", "\n", "or\n", "\n", "```sh\n", "pip install scikit-learn\n", "```" ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "id": "cmwy0QkPxTK0", "outputId": "0d3a7b91-87cc-43ec-99a6-6804bcfa7892" }, "outputs": [ { "data": { "text/html": [ "
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sepal_lengthsepal_widthpetal_lengthpetal_widthspecies
05.13.51.40.2setosa
14.93.01.40.2setosa
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" ], "text/plain": [ " sepal_length sepal_width petal_length petal_width species\n", "0 5.1 3.5 1.4 0.2 setosa\n", "1 4.9 3.0 1.4 0.2 setosa" ] }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" } ], "source": [ "iris.head(2)" ] }, { "cell_type": "markdown", "metadata": { "id": "E6FSctnBxTK0" }, "source": [ "This is a four dimensional data. To run the PCA we want to isolate only the numerical columns. " ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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sepal_lengthsepal_widthpetal_lengthpetal_width
05.13.51.40.2
14.93.01.40.2
24.73.21.30.2
34.63.11.50.2
45.03.61.40.2
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" ], "text/plain": [ " sepal_length sepal_width petal_length petal_width\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" ] }, "execution_count": 11, "metadata": {}, "output_type": "execute_result" } ], "source": [ "features = ['sepal_length', 'sepal_width', 'petal_length', 'petal_width']\n", "iris_only_features = iris[features]\n", "iris_only_features.head()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Data Preprocessing: The Importance of Standardization\n", "\n", "Before applying PCA, let's standardize the data. PCA is sensitive to the scale of features because it finds directions of maximum variance. Features with larger scales will dominate the principal components.\n", "\n", "**Example**: If one feature ranges from 0-1000 and another from 0-1, PCA will be biased toward the first feature simply due to its scale, not its actual importance.\n", "\n", "Let's check the scales of our iris features:" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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sepal_lengthsepal_widthpetal_lengthpetal_width
count150.000000150.000000150.000000150.000000
mean5.8433333.0573333.7580001.199333
std0.8280660.4358661.7652980.762238
min4.3000002.0000001.0000000.100000
25%5.1000002.8000001.6000000.300000
50%5.8000003.0000004.3500001.300000
75%6.4000003.3000005.1000001.800000
max7.9000004.4000006.9000002.500000
\n", "
" ], "text/plain": [ " sepal_length sepal_width petal_length petal_width\n", "count 150.000000 150.000000 150.000000 150.000000\n", "mean 5.843333 3.057333 3.758000 1.199333\n", "std 0.828066 0.435866 1.765298 0.762238\n", "min 4.300000 2.000000 1.000000 0.100000\n", "25% 5.100000 2.800000 1.600000 0.300000\n", "50% 5.800000 3.000000 4.350000 1.300000\n", "75% 6.400000 3.300000 5.100000 1.800000\n", "max 7.900000 4.400000 6.900000 2.500000" ] }, "execution_count": 12, "metadata": {}, "output_type": "execute_result" } ], "source": [ "iris_only_features.describe()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**Q: can you now standardize this feature matrix?**" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "Feature statistics after standardization:\n", " sepal_length sepal_width petal_length petal_width\n", "count 1.500000e+02 1.500000e+02 1.500000e+02 1.500000e+02\n", "mean -4.736952e-16 -7.815970e-16 -4.263256e-16 -4.736952e-16\n", "std 1.003350e+00 1.003350e+00 1.003350e+00 1.003350e+00\n", "min -1.870024e+00 -2.433947e+00 -1.567576e+00 -1.447076e+00\n", "25% -9.006812e-01 -5.923730e-01 -1.226552e+00 -1.183812e+00\n", "50% -5.250608e-02 -1.319795e-01 3.364776e-01 1.325097e-01\n", "75% 6.745011e-01 5.586108e-01 7.627583e-01 7.906707e-01\n", "max 2.492019e+00 3.090775e+00 1.785832e+00 1.712096e+00\n" ] } ], "source": [ "# Standardize the features\n", "from sklearn.preprocessing import StandardScaler\n", "\n", "# YOUR SOLUTION HERE\n", "\n", "print(\"\\nFeature statistics after standardization:\")\n", "print(iris_scaled_df.describe())\n" ] }, { "cell_type": "markdown", "metadata": { "id": "HjyMpw_FxTK0" }, "source": [ "We should first create a PCA object and specify the number of components to obtain. Note that you can obtain more than two principal components. " ] }, { "cell_type": "code", "execution_count": 14, "metadata": { "id": "0cFNZGxKxTK0" }, "outputs": [], "source": [ "from sklearn.decomposition import PCA\n", "pca = PCA(n_components=2) # set the number of components to 2" ] }, { "cell_type": "markdown", "metadata": { "id": "4P2G2akrxTK1" }, "source": [ "Now you can run `fit()` method to identify principal components. " ] }, { "cell_type": "code", "execution_count": 15, "metadata": { "id": "JT5aBDytxTK1" }, "outputs": [], "source": [ "pca_iris_fitted = pca.fit(iris_scaled)" ] }, { "cell_type": "markdown", "metadata": { "id": "Ki7FlKXCxTK1" }, "source": [ "An important set of numbers that you want to look at is the *explained variance ratio*. " ] }, { "cell_type": "code", "execution_count": 16, "metadata": { "id": "hEjHyKYixTK1", "outputId": "6d2bf045-94fe-47fd-ffee-0f0b6cf5e942" }, "outputs": [ { "data": { "text/plain": [ "array([0.72962445, 0.22850762])" ] }, "execution_count": 16, "metadata": {}, "output_type": "execute_result" } ], "source": [ "pca_iris_fitted.explained_variance_ratio_" ] }, { "cell_type": "markdown", "metadata": { "id": "mYIBKSWgxTK1" }, "source": [ "It tells you how much of the variance in the original dataset is explained by the principal components that you obtained. It seems like the first two components capture more than 95% of the variance in original dataset. This means that the PCA is very effective on this dataset and just using two principal components is a very good approximation to use all dimensions. Now you can use the result to transform the original dataset. " ] }, { "cell_type": "code", "execution_count": 17, "metadata": { "id": "GiDPJpxdxTK1", "outputId": "bc2a6388-d1f8-4756-dd22-fe3ca0e226ac" }, "outputs": [ { "data": { "text/plain": [ "array([[-2.26470281, 0.4800266 ],\n", " [-2.08096115, -0.67413356],\n", " [-2.36422905, -0.34190802],\n", " [-2.29938422, -0.59739451],\n", " [-2.38984217, 0.64683538]])" ] }, "execution_count": 17, "metadata": {}, "output_type": "execute_result" } ], "source": [ "iris_pca = pca_iris_fitted.transform(iris_scaled)\n", "iris_pca[:5]" ] }, { "cell_type": "markdown", "metadata": { "id": "g7v4EhkDxTK1" }, "source": [ "A convenient way to do both fitting and transforming is " ] }, { "cell_type": "code", "execution_count": 18, "metadata": { "id": "RqxpEKxsxTK1", "outputId": "0952b79c-e07c-4f3a-ce92-6ef29a433633" }, "outputs": [ { "data": { "text/plain": [ "array([[-2.26470281, 0.4800266 ],\n", " [-2.08096115, -0.67413356],\n", " [-2.36422905, -0.34190802],\n", " [-2.29938422, -0.59739451],\n", " [-2.38984217, 0.64683538]])" ] }, "execution_count": 18, "metadata": {}, "output_type": "execute_result" } ], "source": [ "iris_pca = pca.fit_transform(iris_scaled)\n", "iris_pca[:5]" ] }, { "cell_type": "markdown", "metadata": { "id": "8ZfnFlt9xTK2" }, "source": [ "You can see that this transformed matrix has two columns. Each column corresponds to the \"loading\" for one of the principal components. " ] }, { "cell_type": "code", "execution_count": 19, "metadata": { "id": "0J18SF3RxTK2", "outputId": "aae6fb46-4740-4454-991e-b72132bac112" }, "outputs": [ { "data": { "text/html": [ "
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PC1PC2
0-2.2647030.480027
1-2.080961-0.674134
2-2.364229-0.341908
3-2.299384-0.597395
4-2.3898420.646835
\n", "
" ], "text/plain": [ " PC1 PC2\n", "0 -2.264703 0.480027\n", "1 -2.080961 -0.674134\n", "2 -2.364229 -0.341908\n", "3 -2.299384 -0.597395\n", "4 -2.389842 0.646835" ] }, "execution_count": 19, "metadata": {}, "output_type": "execute_result" } ], "source": [ "iris_pca_df = pd.DataFrame(data=iris_pca, columns=['PC1', 'PC2'])\n", "iris_pca_df.head()" ] }, { "cell_type": "markdown", "metadata": { "id": "S1tN6FQRxTK2" }, "source": [ "Let's add the species information to the dataframe. \n", "\n", "**Q: add species column to `iris_pca_df`.**" ] }, { "cell_type": "code", "execution_count": 20, "metadata": { "id": "rG9SBhZrxTK2", "outputId": "16c29588-4bae-44ef-ebc0-f759bca25a88" }, "outputs": [ { "data": { "text/html": [ "
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PC1PC2species
0-2.2647030.480027setosa
1-2.080961-0.674134setosa
2-2.364229-0.341908setosa
3-2.299384-0.597395setosa
4-2.3898420.646835setosa
\n", "
" ], "text/plain": [ " PC1 PC2 species\n", "0 -2.264703 0.480027 setosa\n", "1 -2.080961 -0.674134 setosa\n", "2 -2.364229 -0.341908 setosa\n", "3 -2.299384 -0.597395 setosa\n", "4 -2.389842 0.646835 setosa" ] }, "execution_count": 20, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# YOUR SOLUTION HERE" ] }, { "cell_type": "markdown", "metadata": { "id": "MUxVhKDQxTK2" }, "source": [ "Now we can produce a scatterplot based on the two principal components. Well, let's just draw a pairplot. " ] }, { "cell_type": "code", "execution_count": 21, "metadata": { "id": "n2_k5TlAxTK2", "outputId": "25f8c095-aee6-4d1a-d972-919ddf3f657f" }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 21, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# YOUR SOLUTION HERE" ] }, { "cell_type": "markdown", "metadata": { "id": "DpguNwSjxTK2" }, "source": [ "The PC1 seems to capture inter-species variation while PC2 seems to capture intra-species variation. 🧐 Interesting!" ] }, { "cell_type": "markdown", "metadata": { "id": "YqMO-Wp1xTK3" }, "source": [ "### PCA with faces\n", "\n", "Let's play with PCA with some faces. 🙄😬🤓" ] }, { "cell_type": "code", "execution_count": 22, "metadata": { "id": "fAoe_vLzxTK3" }, "outputs": [], "source": [ "from sklearn.datasets import fetch_olivetti_faces\n", "\n", "dataset = fetch_olivetti_faces(shuffle=True)\n", "faces = dataset.data" ] }, { "cell_type": "code", "execution_count": 23, "metadata": { "id": "-c44J2N-xTK3", "outputId": "d2c7f973-f6e2-47f4-cc41-72e2f6af8d66" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "400\n", "4096\n" ] } ], "source": [ "n_samples, n_features = faces.shape\n", "print(n_samples)\n", "print(n_features)" ] }, { "cell_type": "markdown", "metadata": { "id": "YSHuEGKkxTK3" }, "source": [ "So, this dataset contains 400 faces, and each of them has 4096 features (=pixels). Let's look at the first face:" ] }, { "cell_type": "code", "execution_count": 24, "metadata": { "id": "i7morW8DxTK3", "outputId": "410a2305-d352-49e8-fdb0-45c68900d90b" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "(4096,)\n" ] }, { "data": { "text/plain": [ "array([0.6694215 , 0.6363636 , 0.6487603 , ..., 0.08677686, 0.08264463,\n", " 0.07438017], shape=(4096,), dtype=float32)" ] }, "execution_count": 24, "metadata": {}, "output_type": "execute_result" } ], "source": [ "print(faces[0].shape)\n", "faces[0]" ] }, { "cell_type": "markdown", "metadata": { "id": "o3AEjh0UxTK3" }, "source": [ "It's an one-dimensional array with 4096 numbers. But a face should be a two-dimensional picture, right? Use `numpy`'s [**`reshape()`**](http://docs.scipy.org/doc/numpy/reference/generated/numpy.reshape.html) function as well as `matplotlib`'s [**`imshow()`**](http://matplotlib.org/api/pyplot_api.html#matplotlib.pyplot.imshow) function, transform this one-dimensional array into an appropriate 2-D matrix and draw it to show the face. You probably want to use `plt.cm.gray` as colormap. \n", "\n", "Be sure to play with different shapes (e.g. 2 x 2048, 1024 x 4, 128 x 32, and so on) and think about why they look like what they look like. What is the right shape of the array?\n", "\n", "**Q: reshape the one-dimensional array into an appropriate two dimensional array and show the face**" ] }, { "cell_type": "code", "execution_count": 25, "metadata": { "id": "4pFWyBUixTK3", "outputId": "815753d6-7e6e-43e6-b642-3074c15a54f3" }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 25, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# TODO: draw faces[0] with various shapes. Find the correct dimension. \n", "# image_shape = (xx, yy)\n", "\n", "# YOUR SOLUTION HERE" ] }, { "cell_type": "markdown", "metadata": { "id": "RTZNB9GKxTK4" }, "source": [ "Let's perform PCA on this dataset." ] }, { "cell_type": "code", "execution_count": 26, "metadata": { "id": "7CnUyssgxTK4" }, "outputs": [], "source": [ "from sklearn.decomposition import PCA" ] }, { "cell_type": "markdown", "metadata": { "id": "LHo5Al8xxTK4" }, "source": [ "Set the number of components to 6:" ] }, { "cell_type": "code", "execution_count": 27, "metadata": { "id": "pre99QeNxTK4" }, "outputs": [], "source": [ "n_components=6\n", "pca = PCA(n_components=n_components)" ] }, { "cell_type": "markdown", "metadata": { "id": "466C9C2LxTK4" }, "source": [ "Fit the faces data:" ] }, { "cell_type": "code", "execution_count": 28, "metadata": { "id": "CI_uJkasxTK4", "outputId": "ece677b9-d4fb-4185-b0bc-1f115689bebc" }, "outputs": [ { "data": { "text/html": [ "
PCA(n_components=6)
In a Jupyter environment, please rerun this cell to show the HTML representation or trust the notebook.
On GitHub, the HTML representation is unable to render, please try loading this page with nbviewer.org.
" ], "text/plain": [ "PCA(n_components=6)" ] }, "execution_count": 28, "metadata": {}, "output_type": "execute_result" } ], "source": [ "pca.fit(faces)" ] }, { "cell_type": "markdown", "metadata": { "id": "745Mli28xTK4" }, "source": [ "PCA has an attribute called `components_`. It is a $\\text{n-components} \\times \\text{n-features}$ matrix, in our case $6 \\times 4096$. Each row is a component." ] }, { "cell_type": "code", "execution_count": 29, "metadata": { "id": "O2dF9WD4xTK4", "outputId": "3be84b52-0a13-471d-9d26-6a41a5872d8a" }, "outputs": [ { "data": { "text/plain": [ "array([[ 0.0041911 , 0.00710948, 0.00933611, ..., -0.00018516,\n", " -0.00337965, -0.00318824],\n", " [ 0.0285914 , 0.03328843, 0.03784651, ..., -0.02962786,\n", " -0.02721302, -0.02488902],\n", " [ 0.00135686, -0.00032583, -0.00019807, ..., -0.01541362,\n", " -0.01370976, -0.01188339],\n", " [ 0.00112417, -0.00179048, -0.01168248, ..., 0.02943009,\n", " 0.02781928, 0.02521859],\n", " [ 0.02384355, 0.02359225, 0.02216258, ..., 0.04244031,\n", " 0.0400757 , 0.04110456],\n", " [ 0.02909761, 0.03130125, 0.02877332, ..., -0.01635729,\n", " -0.01637271, -0.014908 ]], shape=(6, 4096), dtype=float32)" ] }, "execution_count": 29, "metadata": {}, "output_type": "execute_result" } ], "source": [ "pca.components_" ] }, { "cell_type": "code", "execution_count": 30, "metadata": { "id": "M4w86w1VxTK5", "outputId": "a15632ed-8812-49ae-dcdf-6f49797e611a" }, "outputs": [ { "data": { "text/plain": [ "(6, 4096)" ] }, "execution_count": 30, "metadata": {}, "output_type": "execute_result" } ], "source": [ "pca.components_.shape" ] }, { "cell_type": "markdown", "metadata": { "id": "WtkGxJYJxTK5" }, "source": [ "We can display the 6 components as images:" ] }, { "cell_type": "code", "execution_count": 31, "metadata": { "id": "JWGz-7zzxTK5", "outputId": "d3d91e9e-fad6-487f-be7d-11d3482d81f7" }, "outputs": [ { "data": { "image/png": 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yKSqFnGe538mN5e4C0uRIHYyaA25AaFJuBu4YK7M3OU+0ylHVOibKn5Bwnn82sY+cRWKAzv+Dc/Mrg1eCXOpszi60Aw7WBz+fcjmSSJksO3rHNlMGLHPSJ1LTsStA223nuQYopucmOTPgTOf8vNu4u/fZ1HRix98pkDffzVFtfDPvIeDM5uBtHWL2l7a2yyztBkAuP/VyvyPzewJFHwb58PyV9UNr7r+tKXJ73a5pjQezOmz7yZZe/L8JHNxOjmQX5CfE6E5gOXmGzm3icQIo7f4daj05fJPb5j3ldXWkSYO5AgZ2CLa1I/s8R4dg52oAwT5aSur+/pKdamTaQEBzTk2P2uhm0sOml9Z98mveWUer0+DB4OdqsGzE5+xYJ9tp7WV7rthn7rd8eL7xONFUx2TLz9ThtIc6Sx/Z7p/6YpGDW85NQH7p/26aIHWy/EUtwJ0AwClT5jYsuuLnpuA4xaZ3ZfDq+3I+C4Ud3Ln3YuLdmqITIOBroR6kfQ59MhggIAhxZEnBcR/iqMQLVXJ/BDUF/ZRzUvrUw/3JoZtaWZYLnZWd1g490/AeHUVbme2cpzZPjre1Ofyxz1pgIQ8EC18CGGhtNkpf6D2rdxsgOK3fYODnuWYzHpWkbB5nYZWBc3NgVwLr1ZETg30Lqm5jC6weQe149bVWZruH9+X8ZH9TOxvfE8B/JtEOdwBglwHICDXHzOy1tPhUXpPT5Gsav+wzZzw9JecFti4j/ehY5GuJTZwmy7nU8e1QhnlvA4lppO/2+Zx9PwclHPQlTi4gwI1rChogbvb7ImCAHWBly3kK3Ia6yAqVuWmWR3TmkY75oYN1tsI0jYKa03xkxLRDxyeicl0N0uZtl2XZGXArqwE9IuOWWrah8h4HhGcSHdQiGh+BAAHBLjtgeYXS7uzjZOmAm9OzQ/RoogW+RhNYJb+75+w8r4BI6lbTZ/K9AwTcu992z7FOg5grutdshA712fq7A0u22eZL83EbDrBOQGDaGrV7yHPzTaFd4GzToq6X4JT71oc55+mLdxenvcPLZL+0YwMHBn76IZbdymPsTGbg+++//+bHH3/8V4CgTXU8Amo/ac3AhDzTKRnRTM6LZSQF4s5wvQ5G5OdK43eKPSk5lYn7FkytlFfkSLKiTIZPebbN/HgFqlfU5pi8OfU0gSZfozJTdl8CNWdBIDCtFYhhN7DbQACB8C4l2pyJry+74IhjCsZNr+3Ud/cZxBLoTMGcYJ3rR05Bfnd96qfmRBsYaOfdJtf3SFB7Nu2AgPszvAcI0C/bhxMIcFEwqfkr85Kycn/TU2fGWN5uJJ17zAfbwsyaX4nmeod1X1tA/X6w26Z/03RAC/TZW3c9yM353UAhcZY+3K+Gekrw1V4tbGmjMNgQtUeN7Bi/MtGER0UhH5ODo2AtiMkQTgh4Ahzt/NTRLIug4oRG2Z52jummyCb1EGjl2vTHJCkvz7VAYIBnsiFRKSfA9ZbEfonckhGYsgLOAnDFfs4RCFpnHcymLICdygRMbFORbbPNnZ5P2TQ6nKZr2cf5+v7J8TRQkWPfx3ssO+p7u6dlUOyLJpDaAivXzTyTdvbT+n8RZbb02mXlOb4+yCA5+aJF7ZrfOvIz9r9+G6GNulvWc2oHQY39sl+n9D0f9JGg0xoG3tuAKHk8yY33Nn0OoEumkDZvQJA3wOh307YXBwPt9QZW3KgFz5aWotNlgGrGHX7s0BpyZN07Jznx6rZNYCDnMmoyH42/nQOdnFZzguaLfWXDN5K08dpIXDb5IJ8OgH72mdQCwzQF4DY44DtQtn5qettG/y3QZWTDPprWLDBjZluwfk/2wv42gCNFt9OmEIFfru30ZQcYWl95PYUDFbMULYhRTq1+82U73dnoW9AVIO32E/RObfAI0wE6sp/a76DTAnzjcwIDza/ZBi0P+/RkqOyT00ZO1RGEvP8XwDRND3rKjsGZg7EWbyYbaPoWG5t8lbMlrR/5xkfqenEw4IULRKDNsbROm9IaVAiOOqjMHBlFkabVlC1gm4cTIGBZdviTM6VhMEifwAAVnkpqpzw5zCbjzC/l+SxAsfxDHlWd2sm9j6d+eBZ5ROm0XtvIt4HAo8FhAiBtz2+SZ6PzaaAlvJJn6sMVIHAl4Fxpfyt/Fxwin6bbsXXPczsr0dK6DCoGCqmH/eO+97Vn0SRH80S/kTUCua+NXKMLflOAzzEA8ZlcZ3kt22h/4SDpoM1ymx22bTe4M1BxZiBt/OMf//hxDj6AwPP20+vGHoyxbS0j1/rO7bFc6TtapjBlEBRYz5kZehEwQGE6tT811IJxWqMpBRUiTiANTtkO6HymKYl58LVGk5O0823PeXTEdjJzMO2nOpoBpf1NxgRtBgOWHVEp23qSQ+5pzukUDN6KpoC/CwInB5R7eP9ONxjYvJgwAa0BU+rPlLYkDxPvk66z/05BbwKjOx4oqwl87MCABxssK/fYmUaX3cYJEFgHmm48S4cpR7aJ/OeYGQHL0f07+clQA8yeRmgBt/n1Kai3drRzDUTYrzv4st+YOeD/BHCU/8MPPxzBQKYUPY+/iOstTtlnt41tdByLLKZFiidAcBXIPgQGphEllXRCntOXlJqBWyir4SuIcTGXU+B2HEyJMyjuRkbhnxvb6SBvY2AZfMZO0YrCjmtp6jzDMlk2jaK9k8q6dlMEKYN8sD47nkaTcj6bpqC/AwLZT0Agsmr1uAwbN+9nPTyXOngtDi2Oeipn5yRb/Y1/n+eURpu2IM+RDWWwc4wtOHtqgDLNudg7ddUBs7VlF/gb2PoSwAABgX1X+sU61DJfKTN7Z41Crf2ZwmpBnr7D4IL6T/0g702X/Mwu2LZRuPnzvwYSDPz4L5mBNp0XgLDu4dy9baX5OrZ9ijckytt93DIUEw8NqL9oZoCKQITTgiGRYv4u00G8Od08R+FkZTWN3p3q1bITECBRkFHiGFtDaHxmh7rswI1YPYp3p3lEYiUzWGnAgADAqH0y1kccnxGueUvbn+VEzdPE99SflGmT9fT8BCz4rMtu52IDjSfP5U5TUnaSlknqPul0QHkcUlvMt4j2Q56ZkWsO2/W2IL/IqVEH/90oyEFx6i/eOzn9t6TWp5Zf+qXxPQGBExhY5OBsfkIt8NBm8tvvw+eZLOadFsm1AVT29tsOoOTZ2VCDgT8N3wNwEH6kf0z2Pe4rLwinT3B2wItp2Y8p+6r/ffjVQhtGc4QcOTkgX1lxyg6PsWeEkM5qzpjPtxXzFBCfM0q2E3YgbuXYQeU5lkkwQCXInh1rI6KcWT/lnjT0ZEgmAx2DgAmstb7nuYCy8ELZPotsENa/yWlmc/+xbe35yUZ8/zQKbXKzrbR6Jqdkm3O7qZe2C/LaVnqzDPLMTJV1sQGBCRA0kBS/4AEAn7kil51MnwkAduT+JBDwGyfu5zyfvcFiA448xzeUmj2z7y3nPG/eQwy89CHeWE/rq0m3JhA1ZbnebYJ8s69dJu6kS40Xy5NgwFM4LMf9+yqZAQYhoysyRUeQjIADfHMAVJIGClqApOL7OXeMA7CdLIUep7NDtFP9DBxEsOSDZaRTp3keI7ymOJwLi0NoButgn3a3ennf5CgasPmzcuHb2RMgeStqjiC0C0jpQ04/8Tnv24isgTanIae1AHRi00rtTBfw3mYDpgkITWBgeqPB9XrNSpuaipOaZLZzuuGN9sQg6CkUAoSWuWi6Qp35Emjyk2m7syktSLS2NTDQtvTdNFXcAGyTHwN6aw9H6rx/1cv7dz6NAMT6ZX7ofz+UAV0ri210JnZamG0dp8wmv2C7WmQg0AYP65j1X9XhT/ro0O56hGJHYGdsYeS30zMRplM1OwfmdG6rk86IgdMAoRkPy2pO27JoSHkyugRmOjArS0srJc3F0dj6zSkIgg7z5f6gESUQuV2UQfqJv1sa61m0A3JNpu5PAqaUZ6Pm+ZZqbCuTOUdptG/bSPnpDxu99dg6ayDUbGjnNKd+nHS6jerMj+u6whvb4tFhyw5EnrnXAMPyJU9p17N1t4Eh6lnzE60fW3m8j313WpTsgGdfavm2+GF+6avMI8tuWV/uyZfr4/EudnyQXp3895SJph5OvqYBggZOTkCg2fyrgoE22s71ZAP4ZwoMONPrXOw4fzEraHE5zizgMF/sTAd0dgjrYgfYyVJp2uiWZQe0+D5nBBjcW+flGSowjcMIllkAXucc2KIlt/TFz372s//rbQKDAR/TuOzYo5TkNc8mUxF5X01XvQaxjU2e5t3Psd9IztgYZLI/pq1lBlJeawP1hVkzOlz37wT4fM59ZEdiYOGRepue240kWaf5sWP0+gQHdvbJzg/sMmHu+9z/bN1tTv4KGHAZrV2UnYF/qPUtdYoyavyabIdtlbzLCg/tj3qs69EXZ59YP9vcMg4GxrazKXtiXXdftTcByKNBAynn+VrjBGYMIF/lC4RTYEulWcXOKQI2hIK2QNgRREMEAwm+RIMUgK9RIRsSa6OCKHeM5YpAm/E1dJzr7fndluc8bULgxLKoNAEE63wDas1gmkx4nrJvmQJmBnL8bPKI3e1uAd8IP9TuTV8lA0AAmywA31N2ZoD97fqozx4tTc6zOeTJObb2UAYORJO9tawEQbcdo3kwWGt9Rr7I37rmxceT47UPa+39EgABA0/rMwcSzjmHaKv5bd3hfR7pk4cGkHd6SyKvbdV+02PWzYBLYOK1UcxWpl63tflWk/XLet62pvvZu4+meOQ+bWVMept9G1y+Ghho19d5goH8nW1zPjbUKKEXZ3GlaZSmKUCEQEXJYpeGvOwAc0zHk7ooYDpDK1lD5s1ps04GiOm1rbQrHxFKPQnyDA7+DkTKTiZhZQfWxj7jCMzAg+1POVMgpINfvBGlO6Pz1kQn1BYMLZp0e3J8DjLMyqz3lrP3u8kBagS3KSP1mewofd7PtQA+8X6FdqMNOh/Km8DdwCAyYLl5xtOBBgMMUtHTxo99CfuPgMDP8doEGN6KnIVz0LV82uja8uLggSN6j2pTPo/pJ1vfpKxGDoj8FDj5cFbJm4Hx2vhNlVVHS/m3AEz7XdR0wmCIsnJ2oOlNA7r+giFt1IDJ8YqyamTg8mp/YZzGsZFTB2Y02oBAC3gtremRAvlwgCYPGf1G+e1YmuL6Hqdf2yiBwZll7JStgYddqmxSeC7IjHIxfRaF8heouCCn9ceiNsJqxuQ2555Vfxx6HP8zaQKEja44M8sh4GxtCwD8/ve//xjs197/dbC2ZA0ceHbG2+5jYCCfvJ+8k3/fv5PFxF87b3tofsOrxg0G8ne7BJR2inzWDtg+ySAg4NjtML/PBAKLYu8E/KQWaAzCYo8TQGQ9oeYXW72Tv5sAa/M39KfhY3ojrOmbQWr4cDZj4n+R+TYIWNfjNxl3nLWgHJt/tM8nENr1K2Mt+Zt8RssmvSgYaAGvIbrmHNgwfskpxslXkNYIeJEdgJ1bGt3AwCrj5z//+cd7Egy58ppCOqGn5oCNxHM+9eeaRxb+bQOyQrOdXI27yl9tZCDKp2xp6Nxyva3sbQElfcPgSeU0n9y4CKiV/5Zkg2hB0uf57GTM1oMV3PPxEo56GhjwqumWhjW/vGcy8gZW2I4pI9LIwWPSTVP0hjpknY8jZPkEApHNpJfu2zaipc/YpXPdlh1wemvyQCT2GJ4iC2cW3fYWSEK7r8M2fjwtaHDGDCaB3M4eOZJnW913tltmcJt+7gYy9Nsk8hL9jU9vsYMD0NBUNtuTe06ZFdoRy6CNsY8pr1cBA0RwdjgR4DSyN2rN6ClKSwS4FGmlseMwjYqIkB1EuaUcCpRpySak3aiH7XK2IjwSCFhepzrYcS2Y02BzH6dhYoDMClhG4WkdZ01HrjvATxTjtvP0PTZSO+u3pFPw2j1nJ8K+zcbpgawR8MhnWrBIZ2KHRn2JbRHs7UayBL6WQav/BAioh83+p5HkNCrjlN8U0NjuBmrym06bdbgNDjSnfufmqYi3IvOdc9anJrvca2DkIJtA1j5X7sEXn2dWK9f4nyj0k81fNL/X/O3UZ02nGSCnbCt54P6d9IOxyeDDbYocydfUl8xWBfSmzCv2mP6hbia2OQ6+Ghig42mN3AEBf/ZxbURdWe2+RvNrW9cyp5oAa2TcAAEFnrSORwKToJow2+siU1BoTo6OrI2WqRhsW1O6hqA/duS/GKDPt9RfkPv333//r+plajEyIwCZnEOO3R80To9EnklTcHxkM8B1JuA0BZF+yO82GmvBbDJyOmenXdnupq+2WZbpve87OVe3e+oPB3IHiSZ3ls83V6Y63IamkxPoexREviTZR+Qcfctkf/ZXzbdl8yr96c0BZnMJyljO8i3rOgMd5Uh/HF/Dct1H5rttu/7kIIi+0UH7HdacTXqfLGxik0FC6xP3YyiB3Bnm9JX1wLKI3LmWy3JpvuCzwYCRPityIKbg+E71ygZkYVVS91G+BQR+8YtffPPLX/7yIxgI0lkNTTqcZYefdHLqd+A3UXnsFImSaRT8gM7kMNKZXOFqZ+vgGOVrAYrz7bmW+6NwCeBen8HyPde1DDVb/v+aYCD1EQh5AY+dY/hsAIH68Syy0Z8Anfu4/SbI9T+epc3TZufObE7IwXEHBjh1ZGft9rpNeY5pRpL5YBnUFereROTJZTNQ2NbaKM99yUVxjX8+s+PxSwQDBo+UAbMAvN/9n2sM2l7f1XwfFxVSt0gZeC2fsnw3FyjzOfd99CUDvjbNYf/TBij8TZ+580O+91ssgOc6lLQt9y/eVgxLmQH/8dcG5hMQIJgiH2k7bZJypl+m7AwGyP+rgAEWTuTJBvqZCHCa06Kw3JDJebKBrt/l5LxHGwQWNLi2ctXgwc6JRsLVolEq89vaHYS4yCh+PWN+Qu1etpl9sq4vQ/Vrn5Z37p2Mz8GVfd2CiXl+a6JzbCBgN7oyIDMwaAs+d/pIWVifW+CZRkeUNQMF9XlqE9sS8nUDCsuj8TnJ3cfT78iCPLT0P2Xt/mk8URbtvql9lt0zyP4jbbEdtiyc/Qz/wKxNCbQAy8DYbD33JiOwtmQpw1f7u1/qcDIDJNqGeTNIyDH11QHRgTJtIDj4tvzl99o4pRrd4GCNcY7lh9x/iRPx66sMDuY8AJxG/eSb8myA8FXAgBeo0TFMQaKhemcSkm7Nx3K40pICMSix0IJu3QExBo5u2DlEyNO8WRSbKWHODa/7OHdDxWK9DeRQhkal/r4701ielzcK5pYMjF9R9GYA0UYJ5Nd9SZBBvp9FDaQaCPCa9z623qedBowcDdCgHag9irMOsC8bIPdvO262s4FEy4n3GhR4KoI8tmDfHFMDrL6H5VkeBgPWYz/Pspnabf3e9OOZRPmGNy5WY2BpYCh6ExCQYM3MgG2XzzhlHh7ymx80i29xYAs4cBbWAZr6wzjhabQGWByEeZ3/p0DfNPnKdwLglEPawDU503orlpG2xi+k/oAB6pr70wCI7cjznkYKL68GBthAdu40YiBTLVUUSpDNJ3SNvpqjmGgyfF4LTz5PRbDTPH0TIHwmOBv8pHw7KyspEX5DgI2/KIlTtwYCMdQo9aJM45xGQ3b05NdoNWQA8yyaAmDr54manhMg5570vcGzgSADDstv6ewW2HhMB+dnJyfl4LwDTAYvbkuT925U6/tOfTLZZK7RQe+maRbZ8RoEGFh8KWDAYDE6x6BksOeASCDgAJvnPUImWKDcUxczDQEYvI/lpR62ibqYdjEI+v8QDAjsE1kn/WJkOenQd1ofwTqaTFdbkxls8k8Zk57ZP5PfRQ3AWwa7WDX58RcDA2004zR5hE8n4HlGj0DXKPt3v/vdn8+v33SwVB47zWYsARdrbmdR+z+Dhr58D+9NOf6MbFspy2mCKA7bQSUhasz+Y+fgg0ksm8E++9TBIB/ZNCXKwh7y6v/HjqKHZ6bAvK1nlqOhDHONxvwsopHZqNnPBKItUNnAKA+DsSn42qk7AE11p5w82xyA670KfNxn1v2dk2l+YRrRtjZHji6vZW4ILqin2VP+vp9gYNcG+6png4FFBjNNn913DKT8r5j2Gd9FuwDcsqT0Z/7+Cee9p0BsPXSQa2sYWpbMZec3gYDfrvD+3YYvtsf88s2JnQ1R11Om/YMHTBw4TjJqxNj8amCARpLKImh+5W4dBzUxOOzmZjNFwLo4T2MwsOvIPM+P3NixNEfjjkuddDJ8B5rTA3RWfI73UHlTX6ghWxodA4yVKoFoySv12oHaMTMTMGVsmjwI8sgz39qwPGjIzyIvgiIQYJ9QZ5mhacE2cieQ82riEPUy+wkITDQZP8nP0zFNZU7BnPyaf9bXMgd2zLm3BV2Wy9/ZWgqc7ZpAG9tg/pwZmHizvT2L3F6DHJ6zT5imPSk3B1GPwNt6JYIHDnA4UvYAw37b/LMda/Nn7Sf+rXcuh2DTfOzoQwHF7AeP5Flms+uma+67lGG/z/7ZAQHL+io9/NEhG0hLlwccLMqI0gHCqUML0CuDHdAyR0JkGsU3QnW57b1TXqeyEVUGDOwWQzKQtI1OdRqBGH0a6fEeKmSMxuXaMOyc2R92Jk75pVw6Ihrckj+BRsqhE3kGhY+AE48ep8xAMygb7s7AG1ClU2oAozlM1t3I9fPeVk4DB34+RL31dQfzBgqanKijjQden+ZjJ98wyXnqr1P7p3rfkppesL0Et4voE73Wx4Hmij402ZxGz/Z9TSd2bU0bvLrf/Fn3WjkcSDbePwxAduKP/rXJo/FIcNtkQh88DZwNYuxbbG9vBgaiAJ4m4JfV8rvNoTqgtPkrjqg9uowQcp6pLTsljuzJMykAJICADsltndYLsD1NEYgi+SyVYyrHypz7KE+XR2WNjK1A7Nvs7XAIsGxwDPSrvmRO6JienRlg2xePmYIh0mcfT4F43TMBAQKvCQiE7Bht5Dluz09BfuewpyDJZ1lG43V33aOiHDcAvMsQGgj4XvJqJ+hRmkdVDYzsZLc7/9bU2hq+COAXRQ4EA/aHu2wL+80DMwdT9vf0yueU9bL8yQcHOEnDu07a3MQT/ZiBp2WyiIPBU3BtOkpi8OcbZm0wSl+7znn6smV7w4N99A7IvCgYoFB2BsS5ZjqKBAU3jCiQc0VT8HKgavNaRHBTZ7hNDqp2Tu3Lcrm+mxJxZ1qRGhiwXNvogA5gKp/PG2E7mLBfW0CjbCn7bGwD+32X2noLajzTmbpdE6/NSSy6GixaHXTu7V7qeeuH1D8BtUfT3LSFFoRbEM9519UyUafNINxBvck08jPgbI68gYvWlycA9ZZEv3DyB1wwmECaMhiELNudX8i9yZydQK8D7QTmTNRtvkW1k8mkj5YL5cD44Gffl+8okO8ml6ZPDQwYCOzAFflqwGXyEVxAO8n5s8HAzlHa4VtICfZTh3F+i6+LNDBAh94CFYWZzvDfx7ZV/uSlOai2cNAjkNy7SyMTpEzp0NaZu/ZP1ILD6X6DCPe9AYBfn1xEYGAZP4Oa09w5sxYomt6286GTY5qmgK7InNemZ9MHTUemtkyysy20kZ7twKDyU4DAKQhPgGrqvylo+N6TXb0lNVmQN+qHs6R8c8ir3tuoliDXAc227sHYyY64J+/0GdGXdcxp3/DR9Nhgcyo/bZsC/YeNfuxsfKfHnDp3zDAQoH90HzBm8Br7wT7B/fnqYMDnmOpgUGwjH5bhFa/tVZJTMDQQMTLzH8Y4tTmlstKpDd21Z/icDY/p9nbfhBYtX8tiB9RYVgNM5D9t5ci5BUwHJ0/vpC4HhWeSjeQkM8uF+ykIuz7/Jig6OSCD3B0Y2IG3K7z5udZ+21XOsyw77Nh+AwOkXbBjPSd5X+nXVufONz2bdgCmAYH2TZAr5ed4lZmBCRfI0pd7amIKZlcofcUpYQOPq+Xad7J83rOz+Q+bbAbLnO5n0J5+t7LMc/Oji5ztZRs/B8Q+BAba/DHn6Rg4WudQWSZkS8VmZsDzOLnPZDSb4L8b0dtZsQ2nVM80V2placBhUjoDAgaFGAyBVgvYJyfJ53aO2AEp8mqre6knbsujqeqXpkmm0307A08ZLtfUAFScXvangGTg25ykA3D6tPU77fCku5ZJmxpjPS1TNcm48bojA4GdzbR22K6brCcn/WzytxNCU99O/TDpwSKPONvc/wRWr5ADXvNX9PXT2q/Jt5l2vFpPPEB7f1hPQl3a+e2mjzvb4+/Gv322y/5cfX04M0BFC3LkYhQzdgoyLteNc527oEenNQVubyFOE7jTduXtnG7IDpRyaY67KWMDAkwfXUXiO4Wxsk3900aqLoc68mwgsKNJjx4ZKUzBiOUbLBnMuUyW07IwfB/ZfWXbclup4w0kTWRQa/0nv3Z2u3KbQ5zkTjk1QPAp/TwFuqv8vzYxRT75ySlNf6Xfc499+E6uk89zvb6/PZt6CAQyvUEedmBtAgR+xvqe/bewSd7r9SpTmZbjSUZtSsvtsQ15QNJoiomvOk1gQMBGeaR4WixhJUqjWQeVnSN5KnEL3G00QyFZIZxeOwGBKWiSd9bnVJiDb85xfi98WG50uu4j/mafTMHsUaM7GT6PG6J/a2rIndR00DJqayla+c3Ruuwr8qC+O2Pm7IvbNDneFhAmZ9H6jnrM5wlOF9HZtXULu0FC46eBL57fyd9t+lRn+SzyfLnXUXkOvwXbXCdF1g54ucZtmoLIuQZUvJ/iB3VoEctxBnaiSWfaZl9qnX2nV8TbfgJIthf3UWv31B5PrbNsAw7LgbZ3dTD28DQBG5lz/nziJEzSDgiw01JHhMMAaIfmxRpTx/EZK7y/QX0CAo3YJrfH2QjzYRDEzrWBuXyWY36mIMjrn+IUd0GN/D7b4bYAMvHegADPT7KivpvcBy3IUmda8G5zwQ4UDaS5nDzXeGvOzLJqcuDItWXcWtkT6KQ+tixZ42Pqt53eTQBiZz/PoPih8DIBxWb7vNfg4Mooc6d/V0HIdG1R/DbPcTrNr25f6QfbUtMR+9N3Grz53mmKbOKLvpzAnTbSfFKr2+2a6vNzuf9VwICVL8SUpecv+WxzcpOCNCNNp9jhsLMMAqaywhNBQPto0U4JmiK4U3jsdQotTewRVZPBJAuDATvXFihc5kR25O4rlud+J7/Pokfqb07VjmFnvA0w7sDFVL/tzVsr5wQGWG7TrRYId/3e5DBdn5z5yRG2Mqd7Gp1AwYmf8P4lgAFOZxoE7AKwzzd7mEAg62pvE/CeVqfrDk3+ONfozxuItL7SBk76s8gfmHs36Dr54eC2xQPWQ1l7cNx8/+TjqQcTcGn8vnpmwGCAwmtA4KQYO1DAhrHxE0iYAncjAgF+3GL3b35TIDCv/p3nVrlrIWMAhxeuNKfuzIoVhusGTg7A53fG5L5lP+wMmmVM82/PII6gp4B0JWA0QND0sunMVMcUfOyAOSqjw/PzdDwO/pTH1D7y0IBec3q+NmUHTnU2OfKcrzd+duWdrk198QiYeGnKAujFw/R/BJPNsv9Dbqt9RTu+kgngNfPSfIl9KfWUWdno2BUA6zadbJ1lvyvtt+42QNBiww4wTDrXBhDNllucbPYxZeVfPDNAZpjGd9ByJ7bGXAUEITeuOeCT4FPH4o2vNDr9Oo3yToGAzpqBiAE+fHBaIqN9yqXN6U3OaZJxrnmqZyqnOYVWVzMsAw7K4Fl0daTeaAJAU4C6uk3UgJztzgbfnOAOELb1Jmxfc+Q7vZrKcVsnJ72zp88J1p8TxHdB9i0pI9hF9h0Tj5b51G+7gYPP7UBAAwONJrsx/9Tr+MSdH5/qOfGRut7pVT7bnH33Dgw8Go9a8N7FrZZVcNvIm7+0+6ILCNscCBVrCgqtrJ0its7bXWvCnYJ6+G7TA0Slu0yDO6MBHCI7Ev8kh6/QEFixHW0NRAvCO4Nn3/Da1C870Ea5E+gsavOXXwIYmEDkFFSbbNqzVwy8GXZzWCcgQNlTL022Q9ptno9cdjQFA5eTY9bBsl1/e7bJZufU7Vcmvq5Sc7w7MPxWtPjJCNkfS7sK1B2orwKAT93MR455bgdGfX2nD/RtrR7LIEA4tpNnv/uXzFv0mPc3ID7Fm/a7BfoJPEzl2BYnWyEIaJ/df7G/MG7UFIEBd3r2pEjtuRaMQzsUZkSdtKv/CCPlTh0zOfbU7w5zoEz9q4P8HQXezzbSSBnUUn8DWxNNzrM5Ffcn7zs566v3vRURtPDc5DhCp4BwCvo7fTFNQGAHwlwmdeHkrFv/ugzLYVqoRnDBwUEouj0BggkM7GRF3Z9sYNLfR33bM3WXQdE+iTyGHBRDnxPY2/kptW4/muPIcefD/ZzbN7Upx01/du1iXe8uZkXMh+2xTSNcAQUM4mkLecveCxCb3bwJGHDFJhrnhBR9/24l7FRPU6hJuDacRV4n4D8QcmagfdObgdkBeie/RVwzkHdq/Q+BfG7dyz/RuVof+8PzxuwDHre+mAwpsmhrSAzCnklNb6knjU5OsgWyq0DgFHzslMIvHepUtgGBM3kNDLjfGqjwmqE2fUU+czxNUfHZybf4/ARCXC6d5iI60EnHWz/4+BkUedo3uc+bbNq0I/1tWwfAeycwsFssSLpiJ+TX+4kf1+F2m+L72h8A2Ue9GwD1tB6C/DpGpJ+uAAP+QRqzAe472tQEPPxHSC8OBqKEfHuAAmnK0eaQmhJPQXB3rqEzA4JsLN/TA/7S1e5DRUZwTjVNzok8LloLgiIbvjfMvyGlw2wysjNO+W1kxvubUzZNYMB9wZFg66sdWHlLag7JWR/eO+noTleb/rXySARrU33mv9XXys19OyDD4x3tAEGTn50XnVjTo6s8GKi081OA+pSgvgt0b0XRp0X0OwY35HPyhRMQmFbVt2BsANH43bWF/LXr9tnZ79YsTHXb7xMQUKYfkDm0TnvxJOVhvj29yykJb9FX20az1QZE3L+OT4/63U8CA34vlIJLQMuxO5D3TsivOcErx95TeVNXOjYZgYzKKcTpE8ZUVAMGtm0KLkSlNi5/SMTytYEm9dNGZ81h8lr4deq2Ob4WTFqZDmiWxac44pcm6sduCsj3L5qcJK/v+r7xYZ4m+Xj6aSq3ke3Lz9JWzFt7vs2hum3NOdMxTmB1155JNtTzKYBQ53d6PPHwJeht2uD/WGmBanq2TdPsqOn81SzuzhYcL/w8fVMDc61uAsF2jtfoi/3nTX/S39ef5OG6WrsnuaZe24SvNxDgASmBgLMCV/X3s8CADdENtaL6fgtstxJ199zOgI3k+PeeWTToAO9/JwxAaGCA78FOvJF3LhwkX7nm7843ZaZBtj9M2iliAwI7pWkK2q77+WYUz3aqIRttG902OgGCq3U/ymd7/orTebTsRU3vcp6LW1t2gM+3thIYnGTXHLjL3wFel9+c7QRGGgh8JrGv7KMykGDf+FmPSE++uAXg02CB5ez8YLvWgCjBTeu3HY8nEOL/0ln0Hil9Z8BPdbstzsA2PUtfNZDsvrsCBNo0wQQQXwwMpKK2MplMNwFakOyg6TrLnRyfhd0C7qLdu9oJ+NwocM7RNQMzP9wsr8iSvBktT53IdQUsP0rYjKA5szYf5eMm20n2eW7i+9kO1eC1OZNJV5vBXwEEV0Ary7zqOE9AYHe+bY/QTk6Tk298NZu3jU/91QCyr514v9rW1o5nEH0PAQGziruAzQDBezgYcl0+Dk1grunVpBO7frA+7HxTu+a6J71PsKf83g9z8FemVie9nXTdPqnRBHY9mHGm8yqvnwwGolCc124o2vMbu2DT0M/kHCa66tjNG41kbX/4wx/+LzDg+Rg+1+Z/3EFe8Md289513/fff/+vFMcIPnz7DYSUv3v90MR6dkHhZLTTvONkAM8iyrLpJtvic3SiTY8nx3iikxOIbrTR3jSqaw5wmg7xs4/Ym2V0Ja1K3hrA4n4CAeRzAgQ7vq/e1+p/NtFXMDPgEaX9xiLPSTMY8rncm2PrvreUSR4nf2J9IRDhNvmcnU+fBiG2g1ZmbHxR6o2MV0w41UG64kt3bTzZaAMCjmPU3VcFAwx+bjwV0517Quw2vkkZmrCtmG16gvc5WHONQBQgYGDqkCuLNCYnTaVsKLYt6LEMPJ3gzEUDWU2ejwCsnSO3rE/yeGsyULkCHKfA3/rF5HqaLpAcKKfUoe91nTl/ZfQwOWza7I4m3SQv5m2SQdOrk8wmnj5VzwxEfP5ZRNnQ6TM7MPk6lkE9WNfaICbENRZX+JrIvp+2swt8Jx/j36eUPNdWNTDBa7mX8YH/x/AIAD3p5aP+0rY82fYE1l701cIGBnZKZSRkJncIsjWklW8A4JHzJEiiP++5YLDJwR//8BSEA3qes8y4sjX18TkucNyNVnJ/y2Y0oDWBJsu9OYQTsON97fgZNIEr0xVQcLpnAgEmgzfyED0g/3zO/eoFV81JnP7Aizz53ATA7dx3urlr96cE3MYTeXA9k38ij/ZVXwKR5/QrgYAXEobo/9ymJhuuJ3L9LYBe8QH+TR7sqyZy0Kfv4pqJBgjStqz5avYaWX1XpgvWc5ZJq6/pHfm/Cqwnf+P2NPv22p3wfdX3ftJ3BlpmwI5gapDRa8pwo08O2w1uimFHRSfohTgEA8kUtCDanArrbv/q5bZSnj5e9wWJBgh4Xs+K5z6gcp7St03ZHnWCO+c5OeFnEEcAE0CdaAcKeE+Tn/t5ClIsx3U/IjuX68VGzfk2ns3XFVDg+yebbmU3Pq62dzrXZG1yv7aynqm7O5AXP9YGH4tO+m05pb42R26/86lgqQUz1t+C+s7P78DAIr4h0OyV5Zuylmwq+5FgO9FV+7bcaNtXvjvxah8dsnK2RvHeKV1PohJOzrEh3fZHLm1UnnUBNqT2GiHTLbvgSwW1su4CRtpHBZ3SPV7nYAfnlF5zbs3ZtqDQFhSZTkGRZWdzn7412eivAKQGlBpZ9r7POjNteX565tSXfs7ZgKtgoNXtNTPN8VwJpNbRHbU+mq5NMiDvO2DqYPGpge41yP4i+2nj/Deztq1cX2tA9FGZ7ICkB2HNN8Sv0vc1AJBvxLS3sHZ+tvH4QV/MJU/hexHjExeqU4474Nlo528aaLJttzfKWPargoEc8zzJxhdBRZC7hRgBBAxwFHg2p4uiHC1F785pYIBCvSqLRVTUpphT4LRsmpwNdvicpxVo9Ea8pza0wHByFOyHBrxOzvetiYDVetT0q4GbRtNIoz23C06mqzK0TkzziJ+TGbATMnjZyWs36jG4meT2yLmrAMZ82DZbec8i9hd5nPp6155Wtvuq+Sz/nvxKkz3POxu702lPYxIQ8BXxKRtLPnY6ah/3rmRjI/9MG5jfK0G33WOZNzme7LplBj6FPnmagMEp12zcVGCTlWpSSDtqj8AZLK0ULK8hQ/PDZybAkjbxtZR8zjiK6eDobIHrTxsa0qXSU940/BY0JkfAIH+lX1qQpMy5TfryJThUOoVFNPimUydn1xxJu/dKYA1dcbCTU7OjaCCXGa+rYMAjkgYIroKhk7wmugIsyDPvz/mpTx8JcF8CNdA3AccrW/MFk83zGvnx8cRTUu6cjo39sfymV833t/UDDQw0Gbbj0Cmw+/mrQGDncydfsbPpXUbgU/zuJ71NQEVig6Zn2jWCCSsXhTN1eEvLM5hSIewgmnL7k8R+1saTZ/NZY2YmXH7jzUHAgZ9/oJQ6nMJasv3xxx//LyOk3JvhXjV+g7CTUbKeLwEAkGI4bkfoEUAQam2bdGcKqI2aLNmfBl4TEPC3Mh7NDLC81qdT/9pOeO7U3p3MrwCwVo4zjVOgYz1u2zP12MDe/T0FerY5ut/u4SuGp0HAqT8mgNJe3+bX/2J3zTc1X99s1b4o5Z9k28DjSR5XaAKvLKfZ1W765wog+FT/+1lvE6TjfNyC7c4RtHsnEDAtHGkp+ua0WCaNYHJ0LQWXtq4yCAbavNVHISO4O2uxyPNi63sDa+Mnk132Io8Owh+/PtVGEJOsm5HR2KZ+YR9OCPfZwKCBwuxPbSadnEELgnaak4Pg3ryTPIU2pRHbF8oMRCwP1kkHNNnHI4CgtWfyI1Pbdzp00q8m/yuA70vQXfOzSx1PwaYNEOx/G6i4wlfjj8d+fdtvY5mf5m/M+6NBr5XdMgfvymDNPm6qe8fflc192oK+QaDBl+t+9e8McHQyOUyjNqM3B84W/BkkJzAwIcUGBjLSXrTu5cd+3InpDL9hQDDAfz0MHyQCBoKBFoTC389+9rM/b4u3AIlmDNnnGj+WNKUTKe9mINMbGQ2BOy1n+ZmPZxGdISn9xXZTDtNK7Ul+rrMdtwB0BQT4/uZIDAT8KmFzGo1Xg4EG6HLcRqhuBwO9yzAQeGk9ac52B8ym559FU9CdAN8EYtvz0f+dHkwAuOk0dWIdh79kBJixMvBbRDuzH7KviT82kG5B2/6tBc7QCQBFdvw9DUDbgO20sU+nRe47/z6169XWDDRFaQiPo84J6eU53utvBTjgt3f6d4GJ/PKb0yvINudFINAcVepzZsD3pA6O7g1kOK0RMJDMAK83FB9ww2AXI5kUxQbkzUGxAbaG1ic5fgpKfWmyzi5iv1qPJlB6SjfbBgi+3H7f63OTvOzseDyBg8lJTIFxclxTYJpAAI93gb4Fhl3bp3oaT7uNz09teLbutmA1BZFpYNY+f05Aye/1s44pS7bTZfPIBYN+U8uDjCk2WA7cO37kt/XVgxkCl3cPvN7HbEIDHI+CAQN3g4Dpbbdm3+bn1cAAhbFTlOZcT6NNP+NgfwIHU0dMrwtyFN9QbZQ4lHNsH+f3DUZ8XwMzBgm5f4EBZhLIG/lt9eR4cn5UZAd5Hre+4nUDhVybgtOziaMm8h1ZncCAtwmFU/6UU+xlCkRXA2GztyvB49Hg2AAFnattbWqX22hbu9Luk0xS3uT8JmA08ctnvgQdNp+x4WStMmCZ9MK8U49XWfzwWbKlk29dNAEOB+4WzCJTlh8/58XX6c/44vDH7CuPDajZhzkfG+Qn9QmK3m/eJmsB3r5wikPTFjkZFPitCwOqXZbA/F7V3U8CAzYUdpwDRwuGkwCnUXMboTn4NQE0lGXH1JTYihjlIZ9co8AU/hRUW1v5vI2DYIWOgG0NscxFRL2Ts+az2bPtbeP9DYBdcUTPIjo783rqp6a3LUPQzhMI7BzNiRpIS7t2bZ7O207oCB14TkFx0i+f24EY9ontscmi/b7C2wkEef8lgoFsCdrTFwhJXKzHNHnsfsqETQMC7jmociD22yzs5ymzyzKY5eR9qW8CA2kXp3Z5zfa5qOku/SJtxHU5nrGclgVoIGEHAnZvB+1s9NXAQJunaIhxF+CborUg3xTFDvlqRqAhU/LJoEujY9BeAZojS7/f2oDAZFANhJjopFmuMzJGvTx3RSEmxzs5gHbNz7dynk00HAOfnVE3UHBlqmDnPEN0Mib3ewMm1lXS1Hf53YBAcyhtmsF8Tucm5zSBxgkQXKGdLp5AQGvHrg3PIOsK/dxummAi+pEJBOzAADfbEvlrOjXpTEvXu84dgDAv1G/q8wSu3is4k9cJ0E4ysaw/Fwx4mmU3PUCZPqK3nwwGJgcxOdUGCnK9TQE4dT456NTZOpXCzf8NeBWrwQDPU7HMj8HApBgT3wQwTt0TZFnxMrJlQCDfrH+i6Zr7sym9+3lymi3YPpN2fzy1yH2zA3BXAz91aBf4p0DZQMD0tkwDx9Zt65rBs53n5MSv6I/tscmE7Zz6hGU/Ss0xtjad7ns2GJiAC/tuGhiFfC1+hpmrBgR2dkA/Zp/DgNd0qOkFA3CTd/xwy8qyXsvg1L8tg/x+eMtgAgO7Y9cxTRnw9ctsu+zABLhc91Xd/eTPEYcJpl13QGAHCK6sB9ilqyz0CRDwE5h0bE6vNcVuAKK9TsgyThmBKK7BQFJ6BgXu5B0YaPI5BedHHB/LaQHmc1HqS1MDsDaeR4N/cwztfKi1f3L0Tr227BppXVvty546m3InR2mbnhx4+Hmkr9s1A4J2nfVdAVITNb1r7Zp+P1tvyUeOzZsDCu+zvef+6JABgcu1D3NWstkOn7d/yvG6lrUOXJtFHnOcOpilzea+8UBrAn+OD+/Lp7tNO9s/0RT8Fy9trYC/x7D7tkBrY9OdF88MNAdCp7pzmA7406uBu6mElEPaOTUKl6+3cP5qWq1vsmEQodpZmf/JKBv/kXUDU7mfc2U2uGag/s1zzcFcdYRN8SY9aQb2VnTlFTsG4s8BBaadzbjuZi8eDTEzQAfc6krquKU9bStOYzZH29p2JZtAH+GA/6jOTTI+XT8FVZ9/pPzXpEkmDmr0LVwgx32b6so5AoDdVFmOWcaiabrVvO+mDpou0N/m7a21tXr87ZhJN6nrU5ANtfi1A/xTX7le25xjFf9Fl7Frl6Fv/vhVwIAraJU1BfLejm1KTfmYHXPix4biDAFTQX7tcRrxLYrR8JrTtpMczPOiFiAJVFKup0R2gXUK+s1wjaLDE2VIvq/qhct4Nhhgxsh9uOu3SZ8fGRnsgo3tZ+KlZdLSrugEZd10hDq1C8bmb2pnc8anwLpzlJM/affz2i6QfAq42LXpmdQAiu3L/erfbYDlwJsyrX+xnQAN20br56bfU8p8kjvjxgIBvteycF3NLqbMwPsNELAdTnZ0pa+81iOZEr8pMB37DblJ5q8GBlrq0Z22c5xt7nOanzpNEbRGTg4x+7agcFH+onLq5JzPcRs5MeDbWU0Ozek6y5qImPX4uAX8afN9LKsZLc/7ntYmG1sz9mdQG/VG5naIOdfAaUud7kYIp4DJ+1Ov+4U2wzdNWh+5D1NedD2yYHqYlLK43wXkiR657r4Ib1ee4/HngoKXAhOvQRMPDjAM+JEhdZ7XCIwbAPAgLr7Ivt5TWubXPHpQxg+lNfBAMODRsUf3niaYgEd79n1ZXO6tTWG7j5rdhxoPbbBq+bS1A1NmwPVfHYR99jQBGQhZiU4j/wk0NGU0TYCAQGASVq7HAWW+tQECB4zmKMyfA7Drb7zRKS6yofmeR4BA46fJ1GU2Oe/a0kDZs52qjZBOsPF2VY6+37Qz0pM8TkA6upv2rd/8ANXkBLzgrKWNJ90+2eDkF+hkd7IhSJmygU12V4DATgdbG/5fAATpN64VMM/8oFD0p9lA03HeR19gXTnpRwuACW5c3D3JmRmJpmMpj1kz6lQDEe0VvUUTEEpb/QVD6/RObxpAadMVUzZgGmRZHi1j8GpvE7iB3DelOs3DtixAmy6w0KcOcBCa6mU5TfEbaLHQrUR+1kE19dpwwkcMm+lsO0uWZdk0tN6AAO8nX75m/iaZ2+i/pMwAeZ4CJc99avB3faz3CiBofTQBAvKcAB9HH1DQgB0XGYYXTpW1EVqT4+TsJkDQ2tnKS4BzPzS57uTs7KDrb3w96kDfgsjrBAhOfZPf8SkGApR5A4rRuzzbQKR9DHmeRujT1G3KyN5+mW1fz02veafuKcgyo/LhX/idMtiUV4tJlDXrbn3TAEHLBpjXltlwnSdA8uJvEzQnkI77VEBw9RnzctXp26EyjdaI90+KRkPagSEH3B0gYMc2Rdw5YAeR1qaprScgQPDUHP4OtT6ilK9BE0/sO/N4AgSfSzsgMOl/dJELxKzTvJZ6qLN+4yBA4JQ12QVf/971tQGPHXcD1JPsJudHIMD7rvTHCcg8iyafewID6fPseV/LhDLQ2e4NDJqumscdGGCwznRBswXqOuskGGj2EvkYBDjAfoBsbUfrOP9nMwGoqd07G2lZiilDMGUF2sC82cGr/mvhFECbYE7XTvd7KmFRayQb7w6wM801zqVOI7D25sMECOi4pkDSFKcd+54pYF11Wg18tPJ3z7ffkzOeUlnPoqa/LftCsrxOfbmr+xQgrX+ndTV5bgIDbG+cWq7HgbZsiB0Jg84kKx9PYGSSYysngccAYSfT5ghP9nUF0Lw0EHyELL+drH2dv7mnvli+vkZw6Ckk+jwGR/PX/IEDfuO9lZM3J6irPOcyF3GRnufdLcNvkXlLGVyPkftdX+PZYJS2ZEA0ZU4mEMBpFQKmZvuv+kdFFuKnjJxOTNrp7jr7FIDoNFv56eg2AjMYmACB62vtsWG7jNZ+Gz+NlwqQ80asVpgJjEyOsFEDAHbCVOZng4Edr1NWpI3Up+uNTg6uldcCe3ut0M/zGQd+9ocBA8EA9Sd6wv5sctr16STTE0BugCDnJ6frPm1ZKQfFUznk7Zm628i+hu2lvLhxzpsZAeuUgacBJn1om45sfE6DAuu7wanLIkBken/yt7TBgIHdArxFlqvLoR89gYFJ/xyvdoCgnW8LHludBl6v8kdF3DdhTgJoRkVm2/VTNsHCPIECO14qVBuJ7aYKdnIir1aa5pja6Kk9Y7nRiGzUOZ5ASnPyJ6c5tXdyyFeySW9BzTgbog61fm6gtF2fnmmGyesNdE56dwq2O102eKCT5bmXDIbk65HBA3V35ysmfzP5nHau6cCz6eTMGaSbjTVfzDQ/A15k7MDfrk2+f1e/gUDqYLbKvoq63AaAuaf1NYFL80O7wdgHDRgshxOoddudJZji1S6GTRkW94GfexUwQGTizpsUxamKCSxMDO8UzPxM8yuTkTNNTBTsPw/yNhGVhNRG6hPwaaOnSVZUzNzDVxFpzFOdlmm7bxeEGgiY0OyzqIGUK4YyjWRzjfvpmgO0+8/B219Z44et3J6pP+1InSHIxjSxZdFSyM2OTsFzAii8/woAnRyfn5v8y3Rfu/4S4OelaLJL88igxecS8J01IiizfpJ2IIDB8gRYSKyH8/FNnwggOXXGdrO9bPekuymL/L9HcPUzvtb8wgQK+PzkK6+sDdiBgdZHvGcXsz55msACmtJxvIej72Z0DnKT4jcBR5C79zAbKDAA4LFHZP5fAivAo6Oc5shPzze+d6CGPO0U4QpImJ5p7Zl04NmZgR1/bFMz6Km/T+cnHXEddnZX/s1t0Q7skibeHtFdl7/TlwaapvbswIAd88SnfcnkY5rP+dKBwCIGN/7e3W+ARx/sfy1sejAFmMm/p94TOGS5uWYw4PT3pD9NRh4NN3BDvlL+e33+eAIRk8ya/LI/+cQrGQE/u9Ppyce9+l8YmzE2hIJu1/iMBTk1Jr8DANY7qj/++OOfN76z2uaGmiCjzNNcLQGBnVlD11aI8O2OekTWVFhTrjXQxWufSq0dEzBrSJb7Z1F44MK55qhaANr1tec72/XJMbUypzUCzTFNGZiTA2e7LKNP2UwO3pRTk6V5cDsbCNg5vsk/Te10eV8a0V9eoRboGajXdvJlp+ASX2S9t6zpd9zfBAS5njcKkkVsQIBltkDN8rifzlPPPgyjf8p08hEum33W9HL3fYHprYt23AD1m4ABdkIDApxvpAOc0iQhB7JmAGwswYC/59wWWkzBaXLsBgXTqGZKt5Ff8n/qnB3ibeVOChsQwD7J/TaaRxzh5JSsoFcDx1vRDnFPDuQEBHyNOtyAwa78SQcNAthXu5GEj1u/kB+WOQVWHpOsj1M7KadTdmDSl+YPpmebzK7cxzK/BHDQ9JTXWj9OQY3Xc8y1I1c2+3lmBshDfFDT/xyT/2x5MyBlTGCg8ZSY0gI1ycH627J27ARWDbRc7lS3bbZ9/GgaVE022vh7VH8/CQxMBtXOTekPCs0jXge3dj8BQDIC2a4IdAqodl5XwIA73Z1zNdhOiNUKPvFuA50c3FSP+W38TQ7Tfc1+vdr+16Rd/9vR2rAnIMCMwJQZ4L3U86Y7p9EP5ZnfWVHdsm9XnM7k7Cf7Zf3NjrhvMpzsh21d5BE9g8bOvnab63gEGHzp1PhtoGAR94+CgLWnbnKgccW/OUjubI337sBA7I4DyCkYNx1t/f5uA6Ca3JvOt7gwxcf2aeT2muFku42nR3X4k14tdMMaE7sgYefW0GIrI2V7jYD/5YmvXUwOj/WZB15rmYIJcYc/gpYoqdNlltlO5k32TW6tr5qCT/d/Kk2Bo/H8LGqBjk5joim4t4DWAEHK8L7pz06nCCSaTV0BA3QotpPJVpsd7WgKOBOoIhiwI291TvW3oLWz/WZXLqfZ2bNox4P9WWuTQaf97+S7d0Cg8UeZtfubz+I0rQd+DXwbDLAu68wVQLCLDe8Gv9r6oAEJt3+ytQm4T5v7pdGrgoFHK2ngoTkfKsEOCCyiQ2t/4hAnNzmAJjwqXlOK3NOcdpMLQcCiKMRk0CdwkT2N1rw8Uq6db3uuOeDJae6U9UsEBK2PDQp2QfpTNpZ/6pPwQ11yG6aAt8uKTU7mFAB290xO1201IFjUFoM5mKX+pqsnvWy//ZzlM9n/M2nKnvh38585z3st00lm1r0dIKHeUt8Z3OkHyZszDU2XWoA1GFgb35rZ8Uq7ZFkfNEiwPTa5+7efZRlXwXuzZ59r/H4OfdICwivIaTI+KxnTrJNDWteyoOQEAvxlKfJqJxee2AaiZt/X5GB0yWM7MC8g4/P+7QAyyb452t3mftuVPxlACz7Tgs0vxbnugpnl3BzRI7IlTUF+cna2kebIm1PJ9Wm9jEcd/Kc428pOTszQTU6ogR7/buDA9VNezZ+cnHkroznUHdhpffrW5D/fcRAPtXbmd+TM87sBWOvz1s+7vjLoo5+3z6We5JsDKaPZSvhP21z/lJlsNkt5fDgAIetFs5vGt++ZfOgOyE8AnoPlyRZf/b8Jdg6+KSobFmEZGJwc0COvEVIgk9PYGYPv54j/igMLeWTj61NAmYyvOVc62d3ahkfp5GytrJPsdrryFnRVd3eydT+1+3newM78TP3RHJjl7eNFU6rxlHKcRsStL5ssr8jeMp7kaf1e1NZbtHJPspx0t+nwl0Rc4DcBN9LOx+V69ruBGJ853cdyyUf8ZdphfuOXsi4rz/FzwFNQdXkGCW1Ad9K7D2Wtk8nybES5tQGXdW6XMbCfPfky2s0kvxf9HPGkALtzbKDnhyi4NqeV636dkK8Sngx559hO7SW1UeLkwHfl5L6dc2z3e28QYDDgRTmtj3YO9ioQSOA5OZZn0OS87DR3feL57StovAECyqGBiSkoT4GMx7EF983Vb2+0sq/wMullA/ps+07vKEfOBzdZ7gLTTh+b421+5FOA9EvReg+fQTWj5smudrqeY57bDW7iq12GqdXjIEgfaFvKeqy2qr/V5QFfyvT1Nkixbub8ewxU83vyXzt9aDZj297ZnAHBlfUD5osyZRtf/C+MKaidQJqAJgU8BZA8s3snk3Q1oDJw7gKqeZzQXsptxtWeabw257qjq6PYK3XznitO1A7V/T4FlbemSa98TwvOVwDB7rczA9ah3Yrs5tDbyIf20YKbzzeZsM6dzKZzbDfl1UaGu+ebPCMvy3J6tslwFySu+J9nEb8o6sBCOvWP27Jrr8u13KfRdTvO7yVvtsVl+S0a2xt5Zv/ZNh1IOVBs9s02vtPA1O24Cl53smxtmHzrlYweB9WWR2SyBtEvDgbaqOPk6K0kZD5M87wbZyHawaUjrBBNOXlPhJVPvk6fg51G2VYoOnef3wXl7AmQWjByPVO5roOypVyoPOanBS9nhKzQrrdlC55FrT3NCbYRbvat36/uWS91lvW3Pn50NOvMwKmfKJsrMroSLG2HrS0EJKzTcruqN1cC964NO4CwK/MtiClz+0/yO+nMImdZDVTd1p1eNl8Yso8ITXri67at6TVbUu7L2or2T4a7EXTK/RZr03ivB66T3eaYe8u9ybfZsXVy+ovjZj+Oba8OBtprSa2jdg4mKairzuZ0D4FFezb3rI1fFkzAz7mAg4ABBwG/HWBlsAI3sqG2IOO6doBiV4+zJrzWEHKT3aeMoq6CxbegKQCYZwek1venubgJCCxyUObCqgnkmU8Gfsv4ypcIG59T/zxim3zmBAR8nTzZob4ETX1/JUPA/nsG+Q0My6zJf7JHlkMffIUcpOlvTe5b89J0z+U0wNF8CQdxaYtH9jtdStnvAVBbuyY9ZznWW/uVSccMCFpmYPoyYWTQYqH/0+TFpwnidNp/QjcnMQn10eAyER11M3hudupWpOnzw6zHgdt8UCnNf1OodjyBDhsY1144YDQDmkaf3rc+PCkx73c660o/viY1npp+0sAngGYn1fqnGaANfBFHL638yak767JrW3Mels0ksxY8s/ezdrx8ltMFTca7Y/Jy6mM+O+nxKQVr3zH151vRTufctga+WI7T8M1XXuElx6Tm56dnFzVQ3Xyl63S5bREiQYHLm/ib4slU/256j9TadAr87XybGg9/re8ik1cDA3Fe/HBJW7w3BXZfn4TXFNzUlGsKVkzXTEHdRjdNCUwGsQMLVkru27n1bJyoR4+T8eQZ99kVZzLJPufYvy0w+DpXsltOzyAbmf+joC2SmnRlemMj1PSE+mgAzfute6Qm/11Am0Cbg4ap1XsFVPh+A4H8ngDWzn5SbgNxky/xdcvg5Hz5/LPBAIOc5UO52o/sAmDKcB+dAEGjR0GEfZLbYUCZ53bB2mDH+sIBUvPHpKk8B9+Um+s74n32n22R4PQ1Qq+TY3wg/x7MvigYiGPP3Mr0xwqtM3egwL+n+6cy2Gmplx3fqHVm+E47QxY07zUPLSikjB1AIU8szw51l07m3LzBQ54PUrS8JnRpp5t9c5wOeOSnIfq3JBtZ9msaaBdYTsFqByxDO7mR3BdNf6dA1tKHOzDwiE267iaj1laClyabFhR2gMB62Pg78WxHbNlcBTxvSSeQtKjZ2U6nWa7Bmn2dg7HPT8F04n3qW450Wzt2/tV1GyTQn/Ke1p4JEFie9s28x+XbHq4AgQYMfH7yFeH71TIDCZIRAP8oiHPvTF2zE5ryXAnY/k2Bu5NZvp0Qr9sxhufVxghxbattdFSum+2Y/nq2OWUDp/BL4nSFkV6ecTakOVXPp2VETGQ9OU3LnG1oHxmazq863L63pPCUfko/E/hRls243N/t98lZt8DMMtKHnwoGOGJw4PNo9xT4WpqUfJDnycYsG7Y1ewPdKSM3+RD+btcnIEB5NZmyXVcd6muQ5WEfYLnsfOYuYNsn+j5T87kGfY3vxpvtjjxFD6dPwRtENF3zdGqLSw345O+eWwxLedHzXbah2f/0Zhxt+XRPA0iOQa+SGaBx86M/a7+AgFOvp6DShD9RK2NR69BdVqDV7yDqdQQUqO8PrWOCITq1nWO2s2N55JHypBLwGu/lZnnRwKY+meQ9BTSeb698Mjg8g8LXkkd4CyiwY7BO7gLZaSNNQSllRa+uZLWm0ayD+wkMTH09tbHxMp0/3Ue9j/y5b3rcAt8jejxtTYbm7VnE1/EmXVzk0WmO7Rv93BX5uD7Lo4EAHu9swz6M58g3/XPKbvrAsiZfuDt+twGhrsftaLKZ9OxKsDfQb28SMNvbtqtA9iEwkAxAhMY/CVrnf/rTn/7ZueaeODeiKKddJgF6fwUI5HgCJHYsDNpW4B2yavdz9O1yp/awfMvNqDdtMuAw2qYys2yWEcU0by1YXXWiUVICRQIAT7+8JYUfgoHwGvlk35xTrj26hSaZOfialzxL2vVRAwO+nvO7rIDb29pvnZ4c6MnZ24kbEDAY74LVVd3d9YfBAPXhWRRn7yyl9av1Jduc+6kDsQeDYftVk/WVPqsFoMkntTK9dzumoDvdd2qDA/u3GsSdBhesz9nepmdcb+fP6Ns3tev5lLhlz0Es/233VcAAHXumCbyRgVMw2QnbZOW0k+A9Nt6dM0hZTWAMulaONnfv+ZmdYbAcIrvmfFkvgUxSWJMB894GjhoooFNxKvuKA23ItunPW1N44nqXOFdnS9LWphNTYHT/NYe2C84Ga3x25/SuOMRpa2Cg2cfU7lZ/ay/luauLoLb1iWXxEoBgB6bM07OI78/vwMDauGC3AQM/lwzZTk8sN+tCeGImtfmt5tdMk/24rbsAdzWmsM4Pwzcuds+E2rTepI8O6tNagJYN4Hn7CQKCTNm/GRggciHKoUIw0OymDlJuQ6cWKDsjhkqDJepd/LBj6fjsBJsC7NIsVlgGdQOGHQKOISbj0qYWmkG1qYwWkE7BiDKOXKYpACr0DgS0VJb1560p+tlGMZFjAwShKegTkXP6Zif76fiqw2zU7rXNOEg2MMB+n6a0mtNr1ORovqYR1CL7EJZl3to0yQkQGAC0jM2XQCvjGj53Pomymyg6SxA6AXv62FbONCLlc83H8vmpTPu66ZrLnXiljHx+svMPG7DLZ6mnLG/SsVMmYJctyGZeGyBjf7w6GMj0ABvhtQMNDERQvjalrU0TEHCHtGvN6bQ68vyUGWidYac1gYHw3ZAd64/MJ+Bh9Ne2PLMLEL62AwMNxWY7/XPkMx1sFro24yGvdLomg4jmEHdArAX7Jv9ppDKBUvPmck1TkJyC7ATGWd6uLrbpdI6AjD6i6fAOuLo/dzo96fynArOXpgwYFn+70Z792iLf54zLVfmQ7Pf4sbZdZoB8TvydAPfOp17tI/ZtK+PdZr2A2+E4N4HbK0Bgyha0tQTWTcqJUwSvBgZsZIuyZmApwvfff/+vGmCFM9I3IGhOgE6DiuW5cHdcDIcrx20sO6dpAe4Mg7xwZMk2sa60N0bOdjDYuH0EAWu0EDDQkPLu99QWK67vbQrd0lp2LCz/S8sM+CNTbcThPrLx0RGwbJbBMifAMAHfad8CpjMbPG6BlfU2YGJeostXeN/RFMzYrqlMg5UW+Ns1tmsCDk0uBupvTfET8WMT0Gx96UAWn3TKDGQ+3NkyluWsAIPPFICaL2zlGXS3QY/b53p29nQ6/nZ4A846P2VrdoBzSvvvzvHYNmi5uU+u0sOZASpPmFqBaVW8wIC/889O3aH4lMtGTgrNAGtDpSPI54Sj+Ou+GBSNgmkX7hvCZUfz91UHnv2pI922dO6S9dqWrNe+dfbED681Ref55jypyC2ltfsIVePrWQsIl8wCDBoYcD+5vz3FMKUxG3hwwF6U8ifg4GPrO5+LM25ZsExFGaQyyIcf2yB5Ij98ZnK+U+Bq9zT9JE/WRQcxA9rmlBtwmMBPAz5vTXy97TRKZt+T2Ke5j76cAJ/XJrBE/eeCNS4wb0Rdd1BrNjX5R5Zl+2k6NOnhBEzebfQ6dZ36ounqlbcEpuvU10WTnFp/vNo0AfeLkZUZyJsE3JhCsWDsaFvmgA6LneXOjEAsJArHDo6KTudspGqlaApoRZ6CP/meOo7o2kGGYCCZAbZ9CvTmZwIybhtpQrdTaqs5c6Yvn72AMPIP/5neYv9NIyLvp6A/AQFmEzwCcV27+hIgosN+znqaY787vSh7ltUASmiXxWvt2JGvu1w77V2wn66x3AkIN37sB55BBoFN53if/cEiB0zqoDMCHLg5Y2tAcPJ73JOPya5OttCCuvWu+a6TfN9teG5lN9/eQIR1kzFwWjy4A7iOOyfg9GpgYDnNxYhH0glMAQX+YI8dB8EABU7jtzJS2EZ8vN6UbF1PhoArZ5sz8XN0jOxko+/U0UaX5J3GmGeSTTEoaB2b7MsEBlq7Wv1sE4/ZruZ8nR3INFHm5KnYLJt68wzy2wPZcs7XwndzZKRmlA3InUY3OWaZdi6uc9L31ElHMv0VbmwtfMRWvSp9Zys7QJMyTBNwoM61oGfHeHKeu+yAQSvl2cDcsyh9Gb6yt84RXNonuI383ew75WVAtwPFuyDdfHcbFLjfDULY/qZnDQDsgMWO3g1AYKprksOkc7s1Aydg0OpqgOBNMgNrCyhIpdPqR2YG0rlGoxSmMwMUopXPRhvhN+cZhWwI1x3FMmloDpzkn7IwSm6d507j1Ip/GwwYPLCuGK0dfHiwvCinyWFSNtzaa6UEA5ZxjOBZ5JEPddN620bZacfJIU4goIGClLkL6KGdY2tAk87VddFJp4xdkJx0hLzRFq7QycnuHH7Txx0Y3m2tringPota3U3frAcNENDPnmzcsr0SfHNMv2meCG5ambsM4pUBjflp/La63x36mLo16ViTxSTbtlCQez/rWDgNQJqfeZXMQFBMmOHbBFxMOIGCXVD3dSNSK5XP0SExMAbh5po7uDlKCpfEuthJO2e/66w2RZCA70Cy9j7PoBGZsW1N5lPbm4KfsgI//vjjxy2/c7057iv/qf1axEC/Nk8ZZA2BDagF5YkaCNhtKa+BXeve1UDWeKKN7YBG+sojfQJ5lsvyJwdN2p1PGTvnHpoWq07HzeadNWmA4FOd6msR2xKf1gYNHky5jDbYynlmBeyDJ0CV8vJs+KMMrSMtm+T+aDpuvfO9vN+2spProgb6zYd9oYO35dX85u5NgTZ90GJg8ydtsPlmYICvZV2dA4nAm+K0IGRnyfvZgVNnTkHdxE6fwIAdntvlYJ/7dkDA+6wL4DuiHvW1jvco0L/biIHt3iky+zfH/F8KHluB6WSeCQaYFZjAQH7TIdK57kYRbXR2FQy056l7rY/sJK7SNIoMsb2NR987BXI+599XwMJ0zzRy3WUKWtknYMX+a3J6SzKfk37t+rUFXfafbT3lt4Da/HT4Chlwkm/+bvzZ3qyHDXzudG0CBe73D8O0KWUW+dCvTeul2kCq7ds9OzBrH9F8zqQHLwoG3Pk7dNMayAal04lCW8B1MGxK1dDTab5kcgIWas5zbycU3lpacQoMBgEtM7ALOmwHAVW7p4GnKcj4upHttCUz0EYOuf4smsCpAYLBwKI4xcgkZDlfBQENDBiAslzKMnaS881mTiOlHbXrzQYYmE7O1rwZjJ4CF48bCGiDh1NbT8Bq6otnUBsdtqxiyw7QJ0wDAGYKmAWaNj6be5tduC92YIV85djnszkG7MDlLtDz+MPg+6gfa3M26sq8/yOLBSf9pp1Mg0vK5VNA7MP/WkgHNKEjZwv4hzAhB/+1z5wyURkVzq+tTCiTxtLSJCy/KSoFy5E19y2ATg49wGQCBAYFbSFic1aN7KinttvArHiU/1UgMIGBPLumE55FO6OjjvIrmgavuz5ogOAEDBZF9x4BA9ladq05/RzvaLrXYMftZ6Cxk21B3vU0uTbepj40QOD5qd1N95uMW389g9ge+rZ1LgMHA1nrb5518KMf5t5ZgQYGYtukBOvU70B1BWDZPxuo2DeeytmB1GYr7zdf4fSUQAY6u8EwfehJhydZh5ofaXHrU0DsJ3+B0ExPiyF8T56lYizKCI0dTOHYaZwcTUtRtXuboU2CncrZgYEce3HhlBXg3kDACLFlDsKj+ZxoAgTpb/bd9G2B6dVC68YzMwPNqVHncuxsgUHrSdY2RDpvlmv9nACo+47POXj5/G7bkYHFFac7AYXWjul8K3dq05WRVAsGkyzI06eOrF6L4l+oS4vS3pYhYFBusufzaaezAk3OPkei32Dd/M36Jj/VwGh0LM9fBQSt3VN9H8oUdWszBzwNDLR1AVeyACdbnYL+NNB4VHcf/gKhf09AgKMszhevZ/z96jAeIUfZs/CQjZ6ch5H9DiU1xEen2kZ34dEBmB02gQkH+CkzMAEQty91Zd+cKtvanHFzrA0NGwT4NcIGEqwDKe/ZYICBPiOo6BjP59hrNnbGNYEA9zUdOJ2cgSTLbSM82oNBYtr7KAiY6uAI7RFqgJ3npyDlZxo4nUDsrq2+37zad0xg+62JvolfLU07VmYgvpavTlOnmo6wjPhf+pNd4GJQbLIMAGi67UGf9cJlZT/5ZwOCq4Mhg4APBQh4cNPWBZz+S4DP7QDCCaguYizZZZmbjb04GKCyWEANGNDRLkqgbygxmQMi1SjVzsCz56i2jc4poBYEdwjsSvqlBYEY8ITmDAaaYltpGzVA0M43A7A8uDXUe0qLcaEp15k8GwxYZxP8ORri1BZHISnD/b5zRidQwDJ3IHCqs9VDm2rP0PHynK+1c+bJ9/O+kxOanN5OPydd3YGeU3lX5PpsQJDAHj/IzACBa7bdAIp9y/J3wX+3udwcsx5mHE46yj3PN9tiPGrXmxytnw1QvlcWgHoW/2BfwoxAi4NT+U2HzR9l0kBAizmM0a8KBsgkA0D7O2OOroxwnM5wJ3KUZkBgo6bgU1YTENtihHsK6jtHYeAxddoUIBrKnRTazm7qdIOfq2iYGYHTWgG/ScAtWYQvAQwsihMiGHD63sBm6o/m/Hi862fqfgMDjXaBiw7f62piDw4QBjoG3a3dLfjn/OTEdm3ZBfAJAHDv865z5/B3gKBl954NCMhbKBmmrDNiJtZ6Rn1ubbFtpK7dXLczAuSTwTp6lfJ3QKv5VQZ9Hk/3T2Wf9Oz9EKw9sG3Zg9O2AwInQMC2tcxA+2AdbXbqp88CA6YJHfkvjVtnUTmTETDTFjzrZUMtUNbTRvbk3U7Tz/rTwLk+AYQriG26l3Xzd5O55bDro+lZO0ej3wYETgpvMJFnVrnPfrWQDo98MkPgNN4VJ9OoBV0bcHhh+TluQarZAHWJ53Ps0ZN12AFiCvikExBoPE46uwP4O0DQAvrEy5UyWh8/2uevSeZh8UxdclDwIMpBOWWSIhuCgha0mE1jeSmTOtcywFfAAEEPdZPlk2/XzfNuY/ZX/OH7Agqar5tAgQN9C/ysl7xYLruBhbPMoR1oe5EFhO5Ajvz4BT2iuV2gJUAgJaCsa/xwEUcwDa3t0GZzuFcEv1NmX29rAFrAb2WbX/IUXidAMCFfAyUrOuf+CAI44venhltGqCFoptUC+p5BBp8J/HzTxSOhnKfjJZ3AGPs4ZXBO1/d6T+fXqJXRdNOAYAceW9mn4DzJ4CpoaM9dAQANHO142JXTfAaPnwkGGBzpB3ajw+WDd0GmtZn3tEAYP0BfZv/VAnbTQeom2+n95Luv+MzWthMQeD9s9mcTKNgNkK7ocev7yLABPx+3aYIr9v5J0wSt8Dh6fpXOGYEWMONsCQbSCAo36JKplvBhobOuCHNColTaprBTev8EDB4BEjZ0Kzj3rT/YL+6npoSLmpJPo3pPFewAwQ4pM3A8g1J/5EtAwH6wIee+kEfguwA3OT8C4St8+/cuCO70rJXdnFJzmqfgfGrD1QDenPQjztP8n8pheVOAeTbRR5DnBgTyHywtW7oDP7zOAZd9gkFx83MunwDB9bGNfm7yt76W321/1Vd+kH5PgKCBggkMOGY1XzzJgzLZTQcQBHiKoLX31TIDRh+ZFkiGgPeGSY7wOVojGGB9Tk1ldNnAAI26CbopCpX+c5xAAxoTAHkE7bZ60h7KwW3dKWCT24RsmRVoc1+TcUzzZc8i8mBH10Y/eXd7h7IpZ/62kyMIWHsuIORzJDrQXcB2vQzWLq/dO5XjgL8b1bi9pkk/27krQfsR2pXT2t/4fjYooF8g71OaOIAgdh5fHB/nETnrCTUQwACc5/kGg6diw+dJds3f7QZgU7bE9ezqvQII/jRkAXZTo9Mgq+ndBAjYzjbd3IBAG4C2tr4oGGiIy450ZQYc5NyABHd2sst30Fn3ZwSa6xx5RpBUdp5vgMComzyflJjl7YCI6QQEeG3XkTtHToV0IG7Bm7KkAXitQEO7vG8HBp45TUDA10AAjW/paACBHfFk1DZ492XKzXP8OuYUlCbnMQV29zn76BRkW9bNz/qYvJD3Uxbi1E8TP00GV/q98dvk/SVkARpNQTj9YyBAudE3LpqA0M6nNyCS49QTQEBePa22GwTtAt/kHycQ4Tp37eTxhyEzcGVNAO/jOqnJ9q70eWj6Q7u2aPDqoPJFpglawE6FTiWxY8NwUKvnaw0G8puKyeyCHaD55H4iO+vJkfP+ab8DDwYhU/lX5J/9dNzSW1PQaJmBRw3AQJBG0MDDl5gZiO5Sh5MZ4PqU5lQtX/dJ0zHr2hRcJ2fla75+ckKPBtYTWHkpOoEe1z85ffqOq07Y9zxqm69J9KeUCfUqPjY6nePs0zYHiSYT6jb9cyPyw8VrntZoWYMGmL2/Ms266yeCePqfyGKyjffyn82vtm0aME06Tfk3XxHZTesD2ofqPjW+fPI0AZUrjW0MuIOJbrK6fAq8FCZHb23UkGfo6LPWYAIvfqZdI3/t3PSbnf05gZ/H5LEpmYP9NNpj4J5G+dNUAZEvjSAZoQCzLw0MsH7qk4Fk9CGZDo9OGLSn4GvyCMkBJzrqsqZ2tD5v2wkQmBfvvX1u8G92uPvdQMAOCND2Wlm2mf9XKAHA7fUImvaYDAGzdfGJDoKTr+FAqwXEpovmk7o/BXKntz3tMQW53TSB+zg2xv5vg8gPAzCYBkVtmrQNmCZAYHI8IhiYMgP+fP2nAoJPygxQUOyIBA02LI6UACCjrraIMM+l4xryomKyLneoNytLAyDc8/wU+Nv5lO9yJ5lekfsjAcDBvyn1FWTbsgM7VMzMwCKnrJ/phC2j6FccQvpumhoxsDz1g9tLXaHDzDVnLlJHrrf2XG3rVR5fimxrjRq42On4p/KxAxVXy302ePCivZxzMGUWwBmCZLkWTaC8ycg6z/3kL3Pu1IfNj/JV7rY40cfmg/W6XRxM8n63eVHzp5OvPPnHJocGCJocnQFoa0T4PR+WteufF3ubYFEamc5pQIAdlsZkcSEVfEJ0RrwJNOlwd+qEeq8IvgV00w6ZPoLCGpBKe1sZ5t8Bvinf9Ptqyn+3PqDdk9/5sFALSM/MDBA8MvDzmE5jtSOIO/tcc/vsQEg8R53hOYKT7CeH3MqeguhOF3Y2cgU8PBogW/Bv53Ztu1ruqUw+y/2VZ55B9AvxuW0jyGSGIKBgAkTUN8rTeuT7Kb9TwM9o1zK3P21AwFmDKyNgtin1UP8bEFjU9H032m/+sD3fsimkXTxq0yUGA140OJX74tMEbiwdahgwag0IiJP1au2QHWdzYrmPnRph5H7Oy7Jc/qZymu/JUTXluypwy4xtdfknvqdAvQMETvcbZDWFnwBHU/6caw782U61gQEG4PAYXeJXNDmqamsIpj7ydYI+/jYAIC/Ws0kvr/Bgxz6BglM250o/2vF/Tt9fBQInUNPKm8DEqY/fkjxwis7ugEB7D30KRpHBJIvUN+nzNHihD2++rwVA+/MWS3ZgYNKJK/76w2ALu+DfwMBU1hV9arFgypDsvjrYYsur/FERHQZHVUag6xr/XtOfsOUoiQrDBscRc1RpxfIIvXWo02ytAyZ0xra3a76nGUd4bSkqG+IVEHMlYBsgpA+mgL8rZ7eZLyvjpyjmW4IB8k+948Y03KNggGRAEN54zJEUeTJA2Dk4g8rG39SWHe924rsge4VOoHtHE1BpwcBt2rUv152x+RLAgHUg12hj8cMJGNFfA0GWv8vaOYi3zEDuC5k/rvlKnVMfGPxOoHi6nnumgGsduOpL32986+QPr+gi20T72gGgljmZ2vjqmQGP0sMkwQBH9gQEAQJc7NfAQJ6xwrN+L1BxvTRo3ntVSBOKdZ2NmjJYoV3ODoCwzJOCntDrNCpsZft8K8O8fQkAgETUTqMKkHXgbTJkW3aj5+Zw2zTQDqBGt6O31HXaSNrjdk1lXgGa7drODhrwO5GBcBsRsV0OdlfaNgHUiRoQ4GDjWURnz7aTP/aNV5hzqpVtcx1XAEHqZf0TGKAdtfI5cDOd/G3j5cS7YxbPvX8w+LcFgw1wsq4dEPAx+5Z7AwJ/3M/90H6/eGbAgkwDcuwUf+4LIOAK2QkltW9s7xxWyJ3oZ41K7ZjMB+mkdL7H7ZrAQfj2s77nBAYmINCmBx5FyZODdf/R6CjHR1DqW2UGFpH/neEzGE8Bn9ftuNmfp1EOAYCzBBMQ2JXHa+Qp/JLHdsw922ndbHVNwMJl+tjtdh0T4LzihCed9L2xyWfq7g74eVC1W08QfeZHiNLmlDnJNPdRBxnoW981vv22wSLyz7JpM+6PPJs22w4dn06Ln98/sLms5gMnfZkAVevvHQho6ygcFx/V28+aJuCoKpVn3UACuTuTwWnKDKQsI58WxJuj4VoEp6iiaEbTbOMOADQn6/sop/DI/e4ey7qV3RTcSJUAwB8EmgJYywLYqHYGQP6iB5QZz701RS6mFiR2mQF+46KBAdsIy2zOLNf4fDN88ugAeRUQsMzI5GpwXsQ28DnvyUML5DsQQZrOsf1TcLesDFCbHlgfHICeSZOfcp/mXoOAyV4NdhpIajKhn20ZV/eF+zt2dPos9xQoFxGENL8aP9QCOf2j/ej7YVDVzjWZntrgfiLfPG8/YSDgKQSX8yh91jSBg0uc5bS60kHFqddQFnBl4SHPkyg0P+86GojwOdMOtfH3jk5B/so5d/aV9JUBgVP7rb7WT7tz3kweiX+Oon4uOXhPfbsbDdjptfbbGS3iyGVKOZ+Ctx2xAemV360+lrcDoO381I7p+QYEeN8OZDuwNH4bYJp00zZJ2XKwcMXZvwU1vQrt+t4BxGCW8tzRBBAMslOe9Zy/mRFO2RO1abw8w6xA87G70fxuCvVPF960YmyjjFj/JEf3lwEB5ddsgSBgquPVwcAKLC0Y2dHtgpCFu8jI3Uqd+72a0k7CCsMywtu0cKUpZuPH5U4gYqKpXu9dXspsgMqK2v5cKJmBprzsg2n0/ykpsVyjk30WEckvmvrN7eUWgBpin1G2DWQ23ZnOW2ebjtMBXnHkLt8B+tHg7+DwqAOyY5/ADwHEpGdNH09B3DKNPL3/VMf60jS1accj/SSBAMuc6rgC3g0GzJ+zvbYtfsJ454Ps99M2t7G1hYvbbcvTx9X+eOEv2922BoIt40nPp75rz++AAJ/5FL19GAy4o7I3YmuorAWXML9bpEPlaSsoKQQqT6YIiB4bgDBZQVkH7wlNgp/K9m8HEhMVx/Kf0l5WZGcFJuOZNoOB6RnLhCPxZ04TpA3hxSnvRdGTBgimLNaiHVAi+ndWoqH+CchGrw0ErtJLBbWrwCPUAKCDjR0k5cR7fb/LnDbf5+MWBHdlvDXZV14hyocLUTkqd5lTmydfRztp5Lgw1RGZx2/blpwOt41MYKDFqR0Y+OMGHEy+tOlyaz+npQlqmsza8am9vse8vAoYaMJIxTakaeFaAxR51qPXRcwM+KtLIQIKzmUREJBPOlQK94oDSKfuOnRSiqltJyNvmRUHK2YBdkDAvJKPFvBPGYWWNstzBADPBAOr7ujLtLLZMmYbokcNdU+yS7l0ajmX/eTgGAgZJP3MboTQ6nh0tNucLHlr91LXW3Bv9tVGTFcco+kEVqcg0YCAy3sW7fjxNZ6n3kxZpsiQfiJkHXS2oAEBy3oCbS0GEAxk8McB4A4MTDKzXdJfTiDgj3j9vWUJrDMm2kGLBQ047PqS7bQM2AefCgI+CQws4bTgks5Kh1LwFqCDGAXG1FEzXoKBfHu7ER04P8dJEDApeARs1MprOZ99m/OhElg5SG3uyUQnNQGBoF0DsMnILS8bZ9rj31bs9mzjNfU8i6hvTU8JEidZT8Y2tZ/3WobemkNrgCABducgrwABtrc9F5ocXru3/V7EdKgDCPuD8iTtgMcUrKegbv083fel0KmNE68GV5Ezpwwm/0cd3gUa9ukEBhy86McXEQwEuJ/AgHW5tWHKDLRB1J/0+nv2u+kByzp1T/JihqCBuhbc2Y8euNK/0o98CvB/eAGhV1E60LlRXpjhzkijUkZD7ESKKWcygijTIr6aSIAwIczmYCanw5Fa69ymqA4MlOmOaLTTwhaj3V0Gh+W24O3jhlhbH1tG4TfnngkGwo+BQAs0U+BIH3O9SpNdk3cz0t2Ii3vTKcC347bPMWXQ9GTioel7u4eyiywop/Y2xeRsdwF6cq5XAIGvt9/PoitAZbpmMJB7Oc1qfbOdGow2m/HzOV4B1b622Qv/bCdZOP4JzwkMcH8FDNCXnqYL3h9s27QLwpPMyVsDFVNWgOCBQONTAMFngQFWOCmsg1QDA1SeJnzex+BuxXSjo1AEAQkGHp20leItSFAWV4TdnDbLc7BujofynDItV4BAIxuNj3f8GIw0nfhSMgOnoNCutcyAdW0HnhjY+LttLr+BgwnANhBwcpgupx2zfoP+03Pk36OhnewngERq1yY9ZZ/yfOvzU3nPpBY8duAgNOkbfV76J9kCZ83aiv0Tj1MQS5ntQ0j8rC59fAMD5qUBjgkM7Pzmn7RO4KofbXzQlpmRaTKjb3Rd7K+WHchgkvZF+V/V5UtgwIU1h+Rrdqj5t8KsyJ4ARFAhR5o55j9apbO+//77j+Xn/w6YVso9qXddy56CbX+TyfO7DmporcmKI0O3m+DqFHwNqCxjB2fz7XQ0AQaNgYjZ00NrW39XvM5nn7QaUTeBCdv2lo42dXGaKOeoAxMoyznqFkdJLZOV36EprT9t5N11ePTS5jPZV7tzLcvWAmSTC48b33zuSiAjH9Zvy2Fy9Lv+n4CT+d+BJrf/tSl1Ldtyu3eDLH5XxNemka51lvW3Pk/AaSCK57l+y2CQgSo80UYCGF4TDDRZ/rFMt/q5HQ+NF5bhZyafP51jee0e+3z7388CA7/5zW8+7v/dv/t33zxKCRT/9E//9PCzN/1l0tKnv/mbv3mzuhb9z//5P9+kvpueRwkga/vpT3/6F6O7//2///dvvkS6Au7XYOGmz6eM/n/44YdX0913Hy5A3YUsfv3rX3/zy1/+8pgquummiZaqLYX81a9+Nb6J8dJ06+5NL0G37t70l667l8DATTfddNNNN930l0vP/Tuum2666aabbrrp6XSDgZtuuummm276yukGAzfddNNNN930ldMNBm666aabbrrpK6cbDNx000033XTTV043GLjppptuuummr5xuMHDTTTfddNNNXzndYOCmm2666aabvnK6wcBNN9100003feV0g4Gbbrrppptu+srpBgM33XTTTTfd9JXTDQZuuummm2666SunGwzcdNNNN91001dONxi46aabbrrppq+cbjBw00033XTTTV853WDgpptuuummm75yusHATTfddNNNN33ldIOBm2666aabbvrK6QYDN91000033fSV0w0GbrrppptuuukrpxsM3HTTTTfddNNXTjcYuOmmm2666aavnG4wcNNNN910001fOd1g4Kabbrrpppu+crrBwE033XTTTTd95XSDgZtuuummm276yukGAzfddNNNN930ldMNBm666aabbrrpK6cbDNx000033XTTV043GLjppptuuummr5xuMHDTTTfddNNNXzndYOCmm2666aabvnK6wcBNN9100003feV0g4Gbbrrppptu+srpBgM33XTTTTfd9JXTDQZuuummm2666SunGwzcdNNNN91001dONxi46aabbrrppq+cbjBw00033XTTTV853WDgpptuuummm75yusHATTfddNNNN33ldIOBm2666aabbvrK6QYDN91000033fSV0w0GbrrppptuuukrpxsM3HTTTTfddNNXTjcYuOmmm2666aavnG4wcNNNN910001fOd1g4Kabbrrpppu+crrBwE033XTTTTd95XSDgZtuuummm276yukGAzfddNNNN930ldMNBm666aabbrrpK6efXLnp/fv33/z617/+5pe//OU37969e32ubvqLpA8fPnzzm9/85ptf/epX33z77dvg0Ft3b3oJunX3pr903b0EBpZC/t3f/d1L8nfTV0z/8A//8M3f/u3fvkldt+7e9JJ06+5Nf6m6ewkMLGS66D/8h//wcf+HP/zhI9L453/+529+97vfffPb3/72mx9//PGbH3744eP+j3/848dtIds//elPfy5noduFTIJy157nss9x2/Is753K8zXywHO780RX2eeY9/K66+S95InluE1TnRMf7Tj3tG31S/pn7XO8tvRfjrnP/aHvvvvum5/85Cf/qn8iy3V+bd9///3HbZ3/x3/8xz/r01tQ6vpP/+k/feRhUdqbNlN269z6vfZp89J3yyr3UI6+HrJ+euM9fIbXfc86nvo5RF3Mb++tg7xuXprttrbwepOBebs66m1103fYT+R46Wj0NGWw7xblnnbvum/5uf/6X//rU3T3v/yX//LNL37xiz/3efiODqYty/cuXaUdr9+2Z+vopAfNd550eOrLk85PPrfp9rT3s1N56fNWZmj6Pdn1qa2Nn3Zvi3mLchyf+tOf/vTPfje+6ve///2/2tLvKy7/f//f/3fU3UtgIA1aRrJoVdCE5GMGjclZ7IzY51qgbwpmpzUJfqfkfGYKuna0J0V51FhY7lUw0O5v26pj9c/aLyeRdq4tcs91lxNHkjr4bPjP8SonzutR5/8SlLp+9rOffQQDDuLRacox19e1peuRUWRCOcTxsq0tMD8CCE5A4arTbPd5f9XpnWxv1xaWMfVPc5pXbXgaNKzNAT7ONUE1fcd7+Ez6eTdQeAvd/fnPf/6vwICBQHzyumcdt4FVdJo6PAXEK7o56evUDt7bzpMm/q4C2kb2Xy6HdDq/492xqJXT7meMW/3kuEdwm0FWdJSDbvvxxvMngwFWQgfYRpfcHDDY+KmhMUxfe9QJXWm8R06mU5l+Nm1ugGLH0w6MTCO+6VzK26H9ycCiOE3urIdtNZAwGEhZcVDPpsnJTAZ9hdx3V51T6k4Z5iO/eb6VfTrXHNrOGfpc+jCAzoH41L4rsr1qi1fPuy3tmQYomh1ycPEM2vWXwS0zBs0HtKBt3ZqC/O6Y5xqg8+8W/E+/d0BgsrlTPbzvw0ZXpt+NTvba7vc+ALQNyBYF1LkfdlnxE30yGHCaqqFNBggGBxthQz5TJiCNewQUPCKQRjsD2nX6FUOY2kWZTw67BfUJFPhac+IBA0Gblr/r9nQB25Zr6/cCAlHeZ9EEsOy4aMitP1jWTp89VXCFr53O7pzlTgd8fbefzi2agEDOT6CggZvdfU0eU9CZ+sHU/FF4Nvj1dCQBwbNo8gGe3vOg7KR/J/+0kzN/+5lH623tZbubr9vtWx0NGE18fbgILE6042d3P32rZZx7nJHkvdNA7kXBABk1AJiyAju0OYGABgZcBvehqfHt/obeJkfUnF0LkM0QTs5tMiiWy31oSnV5VLADBKyDIKClW1t7PQ3UUmJfYmbgNK/fghZl4OdskAmQlE97ZudYr+rCFce5c5q78k7E9PkOVOX6zhauHF8N/r7H8uF16zj9jYHDs6iBO9o6wUC2nb1Pcva5E+i64rem9lxp60mf2/3hYwc8T/RuI5MTNdv6VBAR+6Ivj35mgNX6x4D2Kj2cGWibswQtIJHZBgK4ea1Anv0c52ByeZMCXOGDssnxVE/j91EwYODRRj67vmp9kWvT3Gtzrp4a4ag4xDUDVwLMa9IUMFvgz35q/6IGECl/ztelfpefvfXrih6f5LkDgS1Yu8wGmCceJlmGrur8FZDg55uuNl5sIw0QuM4vAQzEdpjJyPmWFZj6PG2hju7kbRlP/XcCA1OwnnSM10mTHk8BeAJQE70TCHSbfG8ry22b6vD1qZ7WNmaEHPibHbxaZoBMkbHTfBWNigG/LfBxZoB0chInmhSZv71NqcOp8xsIOtXRDHBSqgkx76ZqWiaB5REUcFFKAwbkjwbcwMD6vcrL4qVHFfSliIZuUNTuc/87Te62U35XVitPdTWedvp1cnKTPU6OuN2zk+dEU7Dd6ftOBjxnW7wywp+C44633BP/9Cwyz/a9j04TEAjsgvrkC6/4raaz2Z906lMGDZNuX9HT6dy7C4CAdVvfHq170kGWmfsIBpghaPHqqjwfAgM7BqdRyBRYOSXQthPCuXouvJGX6XjidTcHw6BtOTTHcgUM8JnJOWdPR89g5L6gA/Dcfeu7Xdub4ccBufz1m28TPNupNv3MtV1ftVE+5cp0XrOLHaV88sN6XE4DegEsfq6VxXqnuk6ymdrB9jiA7EbvO0fY7vM86RU7au0/1Uk/8CyiLzH4nxZun+jkl3iPA8zOf5HnK7rb2ulzO7mc7GsCufSHV2QTsm3wXMj95GtXqQVz2jzfDqF/OvXNi2UGmoE1JMj7d0Gfr/PwtZ4JDDwizIkfK/vkZHYp811dBgPNQZ0Mi4owKTsVwyCAo1NnbbgIlK+ksFz2WUtHkcfUleuUA8HAs9cMUEbtWiMDgskJ7OxgCkTNeBs509D6PYuJ0r/OZhC47Nrs6+apBXzqRkYpbd3PKUNwsnf3wxT4d+25Yptu77PBAHlx/7eswC7oOsA0mTa5XO1D1826DGSuBHPr7ERXg/1Ot0JX9Ir37uxoiouPULNb9n9bmP3qYKABgdP90wJBgwC/39sWR7T95Nwmx7cz+rY1QDBRG1lNDq+NnKYOdHB1H3jBkA2tjR4ylz/Vl3LZH3nnfnomwYftd+ry2XQCVw52AUY51xwrn+d+qnOnf628lulpQIDAzq8d7eTRbKUF4Sv2YTufQEMb2S+aMiST7Vh2lpNlzz46gYpPcaivQZOtGdg3oHsKtCx/8kGnrEADStEp6lILkBy4TPxeBQRXbJp7+qlP6fPJXv170sHdsxM13W5+l225CmQfAgNTMJwUhMcEAAz++ZqSwcE0T9+cxRVgcgW4+NjOi226ggabPKby2j2t7J1TcJBoYKB9cTDbqpcflMp9Bmm5Nw41xhylNM8etTyD6Jx2Rj/1b3v7YHIuvKedJz+tvDyzAwDsQ38cyeXEZjhqJE18TzbNNT8GAdNi4CnDNgWgR8EA22J7cPaL7Z0AQdPjZ5F5ZBundQJNb0hX/fjOr7c+mwYurDPX2jqmK7J+BBy0uDEF+XcbfbxCU1tsx43/Fn9a2ZSh/TzbcHUA+1mZgSuCZKCwoyAY8KcVPV2wU8jUeUWJ2j1XAISDtsHAboRJmTSHaMc41ZNypnriEE7AwFMD3ufVP7eRAYcjvpQ9yYPH0wK2Z5J1yecdHCYgMY2KuJ/qn0BezjcQwD5Z+3xmljwl+MUG008Ebld0f7I9jv4n+7a+cD8FlZ3s+MzUT5QXdZuBZwcy7N++FEDAdtvObfNTAOLG9lyRxySbKzJr/Uk+OIBwoHQA5fNXqOnKFMPeXWiziTJsPE/PtOtNbg04TIOEyaYemeL6pMzAbovzSQPpIFbQz0YQwMyAHckuYDZBN5qMxI7R97BeC3u3UIftD8/MdtiZToDh5CTt+JpzsGNsX4/0dAAVKGUZLCSw5NwEBMjnlzBNsGgKKHa8eauiOdArKeZWZ7vWqAGBBuqczeHzWazZHO8VGTX9Z+Dn79its3y7TMEODEy8tIBEspz8Pf5FBryNB/fvM4l8NNDfbI/600bgvJ8BJTbNuideWr+x/JPO04871d18a6vjVP7kw1lO8wffDm+PWcbt/BU73pH10X2c59Nf6TMPWB7V4U8GA2aazoIjEU4FrG19T3kCBdNUgYPoI4inoaiGrnk/z00oKx2RZyyn3GNnOY2WDBLa6yIps/E6jf4NAviHQ97IJ43UmYEWHOiYjGbJ7zOp6a7Th+7jqYydHfh+H0/l7nSW/diyOaZJ/o+AgR1Qpa4a7Hsq0GuEGhhocmhy211v8oqMIju3rZXVAsIzyUFyyghMQGAHBuLH0s7oUvZtoDT1w5VsU8sWtPJ2o+tT3c3G2wDLZb67mBmYABivGYhN8ebEh/uB9djvt3Ie0eGHwcCU5msj9jgKAoEJDOzeKuDIus1DTo1tHdNGDkbYPEcjcftSB51R68zmHB34eX76F0CWOwWLjOLbNED2/BczBxX/CVXuWf+IZtkTkVreNvwvhXZGvzYuXrVuTc5r5zha3SzLxyGO5p2didypdwZku63V00DMZOen6b8JELTviFyRW+Ov8e2MXuPbwWzXD1+a7k5+bDfYaf7NgXPq28iLe/Iy9Z9HqDzfjls7Xc503y4T4bjEfQNF7x4AAjuZ7/qpgYHJl1Bfc60BvmkheJ65Mmj+ZDDg4JVFZUlLRuBxAAsArH/dChggIJhGEBxFTGnHE+Jr6MlzrQmMDmQe6To4tKDcDCu85h+mGiBoWZHdSuymlAYDTI0SAPAvTbMFBNgRUIb5a1T+RapTUxMo2I2035LIi4MRgZvfaCHvzTB3dHI6rWw/y1QgZc/7T0Agoz875ykYTkDfut2mALk1m53A1iS3XRBp8l3UgByBK/tvB0geASyvRc3O21cHrw54Jp2cFny2wZeBIsuyP8z5XbtakJtG4O2Z1p5Jf6/05YdhOsXBvwGv02agZDlNoJvP0Ka5aDixy3J4lQWEU6qQSDL3NidBMDCNHqb5xgYS6FwmhMrRckBAAmCesfJFqHSiTfF9bBm1RZO7tvEel9WcORWSf14R/o0aJyVvRCUPCFgZgsiQ8mHfu9xnO9NQcxD87X4gGMjzLVDzt48ddMiHeWr88h4Hb/Z7AHlz3gES3JvXBkwmJ9X8wNUA0mTYfjfHPzn/idwPHmm1oOW63V/PIvqy09bWBLVMAtvW+tQAwXbTADXJ13aAYMpy5B7fvwM2j8r1dO3DIcNsgEbwNWVxdvKZgACPPVCgn296/6prBjjqbWCAzjUgYP0v99qmrMDpuwOed/Q+jWdnpkPiLBtCXPdwRX5TiBxPAIDnGs+7udQJDDTHa2TIzTxecZp0kg19Wj7OouwMMzw9gshfi5rTa7pMoBowMI1cPELIdZINk0HdPLXnDSbsEAIEmKFrIMdl71KVV+TVAnxzmk2XXPcjo0TL08fNJqegEcDsNpifZ1MLRG3ND89Pa4PsKxbt+nX6fRUcOAvU+mwXbBsInICh+Wh92MrgtXfD2p3w4rVYLcs8gYGmvzuZctqY/tl+yWth2JZd9u1FvkBo5WlzgC2NeBodn4BAmxrYjTwWUfEj0LVv5WTklOsR6AQIrNg0gBbgvVhyBwh2iNx8tCBMh7BzHjYY99/il5mVZAia0jfH6T56FpkP68/UR4umUUtzsIsmOWTfnC91bQp4U7t29+0c9VTWVJ6fb2CAoxQ6Jo5kKKMGrrwZ8E7y3PGWvfXQ16dg8Uzd3QVLvzHB3948rdACk+Xqaw5W1OO27fyYZUr9uQII+FwrMz58ApkTSPywmYJtvpRTsGsz754eSD3hscVRDlDy7PJL7ouUv44byKYdvjgYoFFOTqaBgfx2h02GPzmb7JkCnZTBZU4pM5Zt8nUaiIEBO7UF9yngt30DWHa6bFcUcqXxf/jhh49b1gc0xeX5SXk5sl+KuO5daz9SJ2XG35F7C7zPoglERs7tzRY6ht1IoBl75HACAnaWliH7naOTaQ3INAokHzk+jYzIx444OvEzAdhrC0g4gapHUqweRXnbyXySBXlvgfOtqcmHdh8d8DlutvfIN+09+cFFDvzTgM3rQ3ZrEexPW/DdBW/yNoHcXA9xRN36/cPwbZbmRynv5XszWPIgifZMfk9yXL4ofHIjUEgcnMDAVSD7EBiYGmZhtkbSMNnpE1kx6FCoSKvsLH5rKJ8805FPI+Q2WrZTNzVns5vyaKP/naFQHukH8h9jX8q4tt/97ncfNyrnlQyBwRG3BMw1zcNMAcGbnYzl8kww4PUlE2gLcCXqdrB1EG5ggHKcwEAyL+GDeuvAx/Phgw4oezt+63Xjz9SCI7Nmtg0GFTtyAqsGZu1Yp8DHNjS98uLbBrQi512/WC4tK/HWNAWlNiKlXmTLdT7bwNYUwELNx01Z3112t/k96wZ5NE/kh3vabTLAtCH2reWwqAFUT7tY5vS/GYDtMjDND0RWliNlaxkkS0CbTHusy1fpYTCwU5qG3KcsQOsAB/4dsrdDb+mnptQNXRsQ0PDogE6KaADUAn7Lokyjsd1oxUq5tqWMy/h/+9vffjz+/e9///G3wUAbbU39aEXLvPoCBSxrtSG/wyf1wODmrSl9E57aqIUOicEpDtWAgGCgofeUFbIeOxPR0up8ln3RwABBSpsGMoAzn9bJgEDaaH6z3/ObbSOQitxTD+0u/DpYkUfKNn3J4E5b273BwNHUut++pdl4QO4zwQCnAZrdEwQyO2gw4OzAtLc+p98ie85lZz0YF4u39U/TFHEbKFzxT/Sb7CcGSGaPc43lT9moPyn4R0/b5sFYA+Ik21gDA1y3FPkyZrKc6DFt9JFswGeBgRN6n9AIHQh/0xCjEHTKFmRDlW1einVYecyTR08GCOQpPCwiv22kaZDiunlsZMxrBksMUDT87AMCsm8j2F0/7cBBFHApKJ1I2sh0MWXz7MzADgxwVO6My9qWHNuUi0cOli+Pp9FsHCkzEosa8Mx5jwDpiNoiJoPcpgPhcdLX8MG+zmLSBm4Nfq3DzGR55ErH7EA8gYBpTU4boUZ3pykF23wyks8igiWP+Gn3HBTE9i1ff1/E4MDBzDpkMLC2LAp3EPPmLMIOjLeBnHV2GlhFTz1wnMAAbfdPZb0FMy0Z/RuAtQzXFSDQsix+/Z6LtnflEQh4sPpqmQEHKAZcBmR2Lh1SyjKyIzWHusjGa/TPa23E0hyugx5He3FEDmYtlb8TPssPTxw9ez+BAKakEvCzRsCgIOeioA7qVErzmj5qYCBOgQo8gYvIqtXzlsQRq4MeAeCi9dsOwKjfadu2BsMAuDmA5UgjQ4KS3M9jOzOCgGntgHXbGTkTR//UQ5cx6RPbyTIpYztYZl4mH7OIdu509JSybiPS8OLyyDP1/NmZgWRXHKgY/AkICAaaXnjf0uHTYI8Dssh11TN9VG7pd+pOYGufrKZ/pd83GVy34Jc+y9762IDpn8q0a8u6Uq4tm8XjExCILCdbdNxzOY61buOj2YGHwMAuxUyG2ygngmIjLQAH55a2mpBVSw1SQeg0WvBj3TSMtaVtTH+yjpS3S20xINiJctRKisPnKDWGv5Qy21of4NEANzozZ1M4Mp4yJ2wX5cVU4RRYrLg70PCaFB4MBhioqGuUHxdjTo50WotCUBn5RuZxlnGiTl1PDoT2Qf3wiGY3otjJife31CSzKL7fZU8pV2YGImOCgUW0n9jwNDfNVOv08aM8t3gwiFh10A6oL7TfZ9CSl8FAwFTsP77A8pwyWVN2q52PH6L/ZeZl8bJkHB8VQLD2ziZH/tNaAoLzNnDZZQZ4rk3J5jrtZ9LPH5FxS3aQgy5mCgleuHfdqZ/ZijZIXcSMa6iBewd9A/kAoldfQOigxvS5G2ek71F/26yULYhyzmWaq+c8IY2efFGANhAi4o9C+8lP/ow8Gcg5isjmUX8AURuV857wQZSa9QBLMdc+CwW9RsDzyAQCRuRG59MI3v3FPog8pikI9tWz0q3NMRAI0Lgj7zbv2tKBeX66xj5gP/DbG0m17lC/1xW00Y1Bgae6puyYf+fYTrQF6gnYr41ZC8+xUsYMXp4mi8ymUb+nAPiBs5SZIESQFr9A26ej3rXvLYmpbPZtdJOAwLpqQLobgZ760gFubQlYLbgtHpfc197xYD3n15ftg+mXORi7AgZ2KfNcd2bvj7KhliHwGgwPksybAWbztY5dLXbSLxnoOKNoObwKGGjKwgax49pzLX26AwfNobYRtacKPEflQN2AADvUUwQehTnLkGCYe9sI22meBoSShUj9Xhi2HOZvfvObj8F/7XPcRgYMbqm3pVWZovYoi8EoZL7ZDwFb3uggngkG2IZFdAKeBmBGIIHKTsKjiildH8dMeRgMrFc2OVVAmTVH4VGInT5thmAwI2yCisjHTpPHdD623SkjluA1za86/drAAAPNun+3Yp2j1CxwTXlZn8HRrfUjstilbp9BCab0CcwQZlAQPfWakUUGmaE2YOM16iGzm9PI3npr8BmdcHAn6HO8yPlJP9vomwHT95EX2sz74ZXGRpTnBKjbyN9rySin6Q0MPk/5pb42eGO7E1de/DsDrdIJsVEwzWnRcRksMCjT6dqh0knmHA2B6MkoyR3eQEvOLyMkKAgAoONIXet65BLwQUOK46HM6NiJQhmI1vE///M/fwQBa7+2BQamzACnVqxwBgNcABTiSNTzUQ2UJf3noNAM9hlEkOlA5TT1bkV2W53drhEg5D7KjGBg1eXXDJn5ImhzeyYba6CWOrmIemk7dmbAKcdpWoQZlzbSMthl6pX8esRJ22tOM6PQBH3KY52jL2CwSLmLeP5LyApQzp4iiM07dU0/x4DBNjFITVkB+ln2Swv2Hpi1QLbLMFLm5PNK2r2da1kMZxisI+8PIMDgaIp7BAOWUXvDzFO20+JKls8A72leZ5uvDsAe/m8CCoSdno620MI8Az4V22jMox06bgZo1k3lbo7Exu1R0RQsFjE1F35SZ54x4GiG1ZBp2ul62nx1AtY//dM/fQz+a7/AAEcFbW7bYIDpOaZeubhn3cPsigPC1DYreNo4rUl4S1ryjX4wQHEVvtP+dLotZcjn2qt93hOg0pHkfOaGaTs7MEBiH9GJ+pp1kBkr2gqzaPwdYrBv8mNmwKCoge5dgLDNeO60OXIPRlgmZdzKIKDl+WcR5dheb2sZlSk7y2P655z3ICh7j4AdpNpInHWbD94Xm2w66TL8rNuY8+QrZL/bQOz78qVAts9gwHZmOTUddrnTQI0Dg1YOfVnKoX7Tv7w4GHA6nkiGlVJ4OU/n4DlaZghaxzRDdycwQAfJxlFRCQgGyCuVxNkKOrsJcDSETaVip3tUlvoIADgq5SKWTA9kiiDTA3YMNmjKmP2zyjYYyD6L26KYlDVHl5Qj+yGOxu1+BtH4PfdnvWMau80TtlXaBhXUZwflUBD+Or/6O/rlAB0bMxiYRj108AZyDIThwfZqHSYgIO8OUi1FTbCQaye94Xm3j8CeOtgAas6zndHfTGmxPQYYKccB4q0pMmvz121tiP0bB0KL2EZei/4ZlJFOwS3HzRe2wRdBZwA7fTQDrn0O627l57zBZAMDfxq+2smyONBpvLieRS6rAZU2kPJUdPMdtK8WX1L/m2UGOF8eYdLZsCPb3Co7gY5kQjNp7DRnZWRlxBpB7gITO5L80jnuRsc2FoIng48EbgYpBp82T83RfhbfpF4u5mtpLyup29AQuEcSuXenH2n3lwIGklbzGhSTdbU537Zy37J2kG1B3OnU1B9eI3OC22mk4Gydg4NHNwwSPDfpip09HahlYhBvORG0OINEnqcMXsj6aCfPuekEU04XTuW63Y841Neg2Ly/NskszMkmQ6c2T0E1e/ZLq8f+1gG/+Y8dYKCe7qgBzB3ItZ786cL3cwhcGaOy56CQ/rX5WvIcHgmGWJ5lnjIJCKzztOVXyQxQ0EzRh/GlpHRQcWwccTnF6hEbnTTRDkc0nvM2CGj/ish1BRZ4OoVzugzQ2RZlTt2OmGjO6TODAStnOrF9OIYKGoeZOdF13NKwdsZpR8vCRJk5b0rFpQE5Q2AUTP244kDektJ/LWXvaZ8EMGcGpv5hWa39dk7tmDrnfUBAUtg7MODXPFudBqsEcKE2OnbgtX00UNTWFbDOyJ58p08MOhz4mgzod2yfWW/QMjYtkDpoPItSv78nEHmznQ6q9jXNNzQ/48DlQVjKTB30cc5+ZnTP+xpwIJ+7vmm+pWV7m691u9vA9IP8sgdglDd1I3zkN2XJQG9Q4ntbdsZggM8QcGfgQPmfgNQnZwbY6ZxPXkShhREL3ivdfQ+Vmx8R4eKqxYPPkScDASsglYNGlPMc0TAYcCTTQEADKJMjNkJ1kGnZkbQ7x/4K4OLRz6UdXhHf0oucRtgFDqNwKujkpKe57reitMs6FqLOUlc9GmuZgDzfgmr6zIDUMkrdCawt07CIGRo+y3LDT6tn6k/qgNtmZ2Knar3NPW3jtVVvXqekvLix/Hxam+S2kEePmAgECEoMqBx8WnB8S4pfbT5iEX2YfUYD9c3nshwDWvZH/FsbEV9ZPJh96zOTdZW6T932IMvH0QWDn5al/oC+pg0wvjAAE0CED2ccTuBs3Uf9CnCNvA0S3L9ulwHAq4GBpKYXLeY4J59GtakBj7KcjgnD/FAIP17BuWt2DJWOwbn9AYwFaIdnflcAXYvzwjuVIbLIK0t8V9xGQQXw4o6mmDTQyJkgJKMoKlnK4Ag1da0y0w6muvNKV9YchJfJObaRNGVKJx++2S/Pdqgx1PBGcMDRAFdqe02G7yegtJ6l3dHjfG1wUUP9q9xVb65zJBzdpNPhFv0ND9S7NgKbRk12Kh5x5f4GBBioGwgwCCbgb2uRYicBAnlbpgFl1hkij/FVzgxFPgbxKW8XrN6K6CcZXGjnuW/9br6NPq8BgQwu+K2LUPqJAy2WaztvQdkB1sGR5fFa2sZBkDMLzfZYXmRmnWVM+pPkmuc94EubmF3Ns7RjZ3s5UG5ZOA4wKJfcO+lh2reItut+eDUwwMU3ETLXD0yAgB3A6yk7yrbeuV4bPyASRzoBAQrPmQEaCAXuNHkDL1YW8kvgwU9xGqBMTpgjwh1CZXC2obmMReSLYMAfd1n7tRBxvZmQtxKcnibYo3E23fBvg4pnggHqZHiKLtD4acRTWrYBIRLbTcCYbwlEz3Jv5MOMFNcN2EG1AJ9yCOYmh9CyAy0L4T408GgpZgeAVi6zBwnESz7OsgVABqBlIGIbaaNe92fAAHn1iJhgxP36TFDgAGog6eDCe+hnCQT4O77XaX6CNvvhlB2yvpkXZzPyDLMaqS+/PSChTfn8JDcG4d0A9T1AEXmLbDLQoy8zQAs/OZ9F36yDINfP5xnWzUEg95Zv22znLwoGjHyM4AgS2Ok0SqelMtWw9gEBv/jFLz7uOU/FP3RpaXiPNtJ5GUV7IaCdgsFKW5nfAlwcWbID/HCMO7B1WJsi8MilBdFmfPmdtwDyOwpFZY3cFwD45S9/+REQ/OM//uPH38kwLD44rZIyiIJ3aUr2ybPBALMrDL40HBokF3Ma3afNLQg5WJMagCN/dHTU0VafAzTrpKybQ7CTXUQQQXAQ/aH8HExaWrKNQvlcAox55GgztkubW7rd/h2OdUW2DbTQxm1nrMf95umJt6QG5Kgvi5yVyd4AwH0XH7Zk/Vd/9Vcf5Zv2Jzu6yvGXMt3H5M36Rj1vC3ftJ6OLDND29w0MGDCnHOoQeWIm9gOytgYE9PEGSvR5eT7l5z8blgwDbOOb42e8Vozgl7roPdtpmVAuTZ9fDAxEEF5dz+mDNKgFQQqZAXUJ6a//+q8/AoEVnNbvBPFF7T+ziWKpYByN8atj4ZvosM0dWUkIduhwmaVwZsDO23JoCNXz+O1Zp5FI7gsagtOvS9YLcK16l7yXI0i565VFgqbQupaFeE5DL4pzmYLDM4lTNgykDE5x+hMoZIBMu+xkF1Hu7Ev3K+0nz9EZhZdFHj353tTJAOG2+lxkkufSf+sc5UInw7omIEDZOBAzg2BwlecoZ/KfzGMcrO0lDjbE7EEDBK1fHcw8QnsGtb5rfWJbs5+hnhJQLl+77P/f/Jt/89EXRG/XqHZ9y2Q942wtZTpNT4YMAq0z1E+ej54tamtudqlw2lX0moAzYMBTJT/B/4PkHDO/9HUEVAG3nLJxlmXR3/zN33yMcQELmYrmn8oxQ8ABHW2cMqIts07uXwUMpLEcLXC06FENOy/C5rNBpUshI6ilmEkHplPYSHa4U4IWlJWEIwUH4raqlEbn/55vaCztmhxmjlf5Hn2mfjtXGhMBSoyL7YoiMaBQ8ZMyjXONga0yl/E7cDd5c7RKGbO9J0N/a/KbEETa5tFz4XScJPfT9JvPOnOQEQnnQVsGjoCuZcMYhFknbTTn2/w4R0fUWbadwMG2NelJy3jFUZLP8OLMUht5WcdoW5FT6mQd1lMCFIM1UgPez6Dm+AnkCN7bgIdAIOVkWnaBgOV/135dz2g1ZS9iEKUMm65nKsG+IjTpLuta18iD/UoDoR4RW1fJtwHvd1rjxbYEEIRfglBm1cgPdSo8rzICuDKNQJCyyPL1OgDaJAeqU9b81T46lHmTBE+nTTjyXls+ERrFTYO4ICXzqWu0uoCA0zF5jk7SI7Rpzw5J53P0zy/MtYUkHP2H12lNgBWRypoOyT4pOC5US/1UjqYUrIvgi6Mi9kP4yD3pv4yyluzXtaQEMxrlSNf9zPMMTCk3fdwCxzOIoKc5DAZrzym30Rf1bxENNeQgRkOOs7Tz9L3pc+qDV+DTGdspt4yWF+05oLQttrCOaffsf/ITXfMIPLwZrMSu4ghTBp0t+8GgO/LIGwOukw6y2ZSnG2zTz6QWnOJbF7E9Hvl6CpJtSkZ2DcCW701mNveyrPQnAziBqm2J2QMDLYI3g+RFzB5lhJz7ooPU892glbadOrnx/u+U0aD9JDOQQRhlEp1l5iJ+NH59HWfaOoPdVcbKCth2I4PwS3/kgbdjE/+lk/3y4mAgFSUlEmAQAYVpIxW+jhIh83sAbb6d97bA31A8lYAjZm+7FKYVPG3JwhlmBkJ2nI3oVONQ/cpajM1AqCFZ1+vMQfvrYqLxtJmOJmBv9Ud4yjWPMN0eypT9Zaf9LCIAOG00tDbioC5xmsAgYho5E1wZaDmYe2TW2jS1kc6ZmQeOHvy8gbTB36KWDcsz0a/GCwN30wkCDtsvydmS7BfFyXIKITZF26XNcLBgG342EAg13YysaOMM4A3weETJIEIgSt1KYKNfZL+0KTgCxDZK9rW0kefMu4OaefS1dp/vaTo86bozDZHLGkRFxzg4zACL4IYBfNF63iN6+p0JmNuOPU3Q+vFFwUAW8a2KGETpFB3smaYmcwQDARVGm1S+UAs8iygIOjmPApwCnUZVBgJr9EyHGnJQYMB2HcwOeI0CnReDAA3b/BmQMDVI3tIfVOh1PhmRdRxQEtSZPkl/0tjdlig+V8FTVi0F/Nbkvp4CJkcCC8EzU8PMlEeSbD9TiJRXA0PUU+poAPc6H9nZyJ3RIGCzM4g+exQU/gg6yBeBSGzUzofXIovM74dPt596GGBsfWHgoV6nHz0yCg9x0i01Ttk0QEBf8CUBgUXRg8jWb3X5/ub7CAQ4TRg5e6oyZfHDayybvj5lpf88umVfTD538psBAwblBhCWW643MMW33xbRZv2sA3HqDxhg1oT8Je5RPotacCePHtT63gA5+qzJ7l8lM0DjjwKsyvzKFZmNoSX1T0RPFBVnmOfdoNxjQbZRKJ1kU0TTNJIxYOGopQGU3ciXvDcH1AyglWuHxjawLqfCiOIX0bEm3ZUFLKkn5TaAxTItV+sBFfVZNI2uSXSS+aATnVADA5F1gs8CVQHLCZw7HeE5Z3+yINfO2QAm5dARGxRwz41t3+mTr7kO38fvcTBIux0OWG30ZXswwOH0HUdsXhMQauVTNyLLJpdnUQOtAQeRj4PKpHf0cQR9AWQMivT58c+7QVQDWu6/xkN7tgEDxwAS/RLttQH/AAEvQH1XQIn10yAh5TirnGttfU74deykXTj+8Xr8lIE529mef/H/JqARLqb9xbTFCOf9iS4jiFCUMIbb0h4UfvYULvnhtwXYmdPI2gZGZeGf9WTkQUWzYrCz0qHpdI682KHNqRokTc/SCWfeNYGI2YoGFLJWgvNeXsRo+dh5+nfuCz8cMcTJPIs4SmFwsl5EjrnfmYG0w1vAQNpN59EyVSHKkNmu6OC6zhGMRzcsO7x77rABATuIXKeetVGJnZRBhQFIZNHALYEMF0mRhynocETkUe4i9kEbCJwAdfv9bLJ9RVb2SfafBMLu1/jf5Qui25H7enZlRNfv6YNbqz773djO6bsO7D/qZspt4KYN3MKvfW4bKKZOXndA/gBwnriU9VTxH9kHiDKwh89Qssu5L7LONELWFNC+ybcDO2U3TRXQX78KGKDzjEESAdnIjcDXb786R2XOylEuLmQ5PKaTy287BKK6hr6oIOtalMRAwGse3La2UTGpYDTcqQOtEJa7r7P9OY5jJQplWZGLv7mf8ynXBpm+tE4w6K3fdtbPpgR1jzicoYn+xXAdhKnvlKOBUxzJFHioDy4vz0SX26jKIC3yJhiY3nzZjRhsZxOAMbggebTnzADbyOxAZEm+XC+fa22j78lvLkpkEHAbG/BoI9C3JvJLXxWQSNDpdVqexlnENscHEOhyhJnsb+TogRX9dWQfnjgV6mfynPvQgb/pbNtCtO1mMwRI8fcNqH4AUAil7ZwCi69YFLs3CMk9qZcLtfkRvtzv9kx67uyAgQHb8eJggKt7LbgmeCsdA5Xn7+mkKQiPNE6OwGnZNk/VUBbrzYJGriAlb+bFStmU1EiNPAd8MBAbSNkp+TqNPgbNkZYV3nPcXn3tfnT7QgQ3MZKAgzYCfRY5UxLHx9EjwSzbQieW59YxA5d1oy1GnUCBQUnIAMRlMasUh0y95XwwyzTxXAJ76mDbWH/LaPFeBma2k87JAJNgIP3UZEJdtONv5Xt0TBskfwZ3lIszmm9JlCnPec47lExV2spvwkQODNx83Tjlxp9EfvQtk49OeVwn5u+nmHa+0/59AtTWB+pTu28q84OAgac40q4MDAkIqGe21dhJAAD1zGvt7GPzPMG9N38C3wD8Kj0EBtYIMum3NqpqTo8dQzDAFBLLSzkMZEbGdoQGCOy4lhloSsfFLys1xqxAyuNqXI9+GqW9drbODjClaaOgkTVAk+MYMfsl8qPSef60oejwuWtja3OcN9tnp/0sYnAxGKAuLmprXtK+7BMwqJttFEIH6JFPA9NT/4YakKSzoN46I7MDqzk/AfrIsPHQ9IcyMdjnnrKI/ifwWDbmmWVPz1L2PteASBZ8kc/w9iyK7NwOLiBswCq/qceUVe5NdiDlJuBRH5hBnSjBjul1Zx1boGqAgL6dWWDySFlMduWM8GQDH0oWmXEoi2KzJz+MSVMWL7LkWi3Gz4AKPsNjZsudDZgyLI/SQ2AgChOnMI1mLHQ6DV7nZoVv5ZBaGRFy9gQbnjtsju2jQH7yk4+ryBcg4JsTNC4KvjlWj1BM5pvgxo6vOQGWk3M+jsHRABPAOHVgI2996SCWvjcg4Dnz82wwECIfHg22YD71LZ9vgdBALff7N7cd4FuUfnA2gE7C0wPU9VZm01E7V5ZDnaBdt1QriTpAW6cc1zmOUs0b+SK440jYmQrzYL/kYMCRMoPWszMDaRv7ZAIDBLCLGKTa9wYaoGrga+LLoMxZx5adnUau9jdNB2xPfn7Sv2lLWe+H0Xp8ZtrjV3Opb5SpY5d5Z9/x2TYQa6/qc7PMJjm8GBjge+l2YGxMIzpXIhiisSkL0IzbikjhMuBzVXGrK7xF4PlCVL7RbSffshLuAI8mJyfZ2hmZsJ0TKKLScUSU57KPHDg64DxhZOBX4pyJMeBicLARWB4OSm9NU4BowZj3sx3N6VGfphQjyQ63PTuNDhiAOSrIYkGCgOaAds4w97b7co1ZrciIKVPLiFki/m5yZx0Tf+bHfRiw6zbQh9jJWk8JKvgsX6t7a2pA1QMs+iIGc9p12tdS9gQ87DcHKt7fbMFvcZj3BK6ma2yDfat1pYEJ8kr/53rc/6H3kI8B0zQv77Ve5sG8NP1tfHmjrWcakGuD3E8nIPciawa4kK4FNwqidZZRVEaTdIgtDbobiYcXb81h01AWhZ9VB/+MY22L7ASaEjUeCAaas5/KbKiuocwd6jRPuccOOdedOqfBEQyEDAIMmszXjr+3op1hWFfZLt7DjIoDXgMDLcBn30BsrjVnSRDAzAAzAjnf2tXA5Eke5sl2R2fl52jTBgOWV54lEG2+IuXmfrenAQmW4eBpcEFbsCN/JpBd5LbQR5IYoNOmjGw5PeCpU8rfoG8KssyqGQC0AVfTZbaD+jT5+Akc8tg6Yp0yqCaAflfWokR/0zY+06arJ752AboB1MYn354xGLHPONX5WWAgFGfVOoYOwaMtPp9nonh2JDtB+9gBlCjYc0AO5FH+zLfmDzmWc22f9OVzU0BoDsVB2BT0OQUJ39tQqNGwRxOtn+gw2Bd8jg6fTsIO02SengkGyJOpoWrquEHSrv99roGBxg9lzXqbU/BogYCZ5Tq4Tg6W7Wkg1DxRbgxIJxtxFmXKFviYfdP4nIJ8bIr961GcfUFAn23m2UCWPi/9SiBAm1zX+adxrb0EBNZt3tt0ovVrmwog71zs5r9852LXCQhMgdKxgG12/Mk9GUlHr71m7QP0gMeMK230bt2awKnPtbbuwEt7Y6SBgRanXxQM7FDHzhnYIbLjPBI6ocVJmDsH7ftIq+z2WeS8W+u3J9y+Vid5mzIDjY8GVggspv6gMkyONME+sjX65WjOz9mJ7JxpjimLZ9PE506n3J6pHdaDSVfMB3mjfLOnk/MIZsqcmReXb35aG/ib9npyXE2m1AOCzQYQrI+T/Axk2U7WH3kQnJ+COq8/8txbgoHwyQC4KDbNRd7TWofmC08+rsndWQjzSz3lB9z4xou/h8G6p+C4C7KL7IdTFsEA9XORB2vrXr6VwXtYdgMm5quBB/afdXdqX8to5Jp9DJ991Y8OMUDRYNwBLTMwBTA6HgMBByTuQ1ZWKwkNgKPddZ7f6OYo2F+WavU0QNBAijdeuyobttUynX47bUZAwHuM7h2kOIJzkHe7cj9f03q2Q11EXtjGpiehBBU6NwY1U+RrmZCPdmw+WjbM15sTXWQbYLutn7nf+7QtejIBgvZ82kT+PY3SAorl2fR811dNtpRH6rBNtL5q9T+DvHaK+sg+XsfRzbx2yA/sWH4mA7Kdz+KewWaV66ksZgS8GcyGD09TnAaDvCey2fHabOkdvteSf8312gfLMtSAKWOknwuPE1DwNdq7pwim/mxx41UyA60ijgAoIAuigQpfm4QzkTvdgmS6MDzSqJiuSiDzYpLWpgkUNDDgY/NuGbdr7TkH2tY/ccYNKVLRppGty015Uz+nrtxzFZ2+Fk3BYwq0TX4e7TDguo5J980PefDe56ZnWmBvQTnXeJ+JzstluU6Xw/ayvxm02r1tWmWyl+b8p9FYAwQGao1/9/8OdLwFuX1uR4i2x2DhuXtnLk1tAGd+Ajx8ngHLb7sQAHh6i23j2pzW/isb+9L92GTwLXhfGeH8WRu/jtumQiY5TboVYr1cf3DKMnjtgO9jXWz3q4CBUxAkMtoFlWawOzDAhk3BNM9ZETgKJnoLBcFGwOu6v5zVBDs5/qndlFNrQ2uHkWYLCq2eRnyOWRF+6KXxR4BDvqx87Tm+u/9Mok6R150zmcrgq5gs1ylvgqXc6/0UxHxsPvg865iAQLuPZbnfCB7Y1835sN5mW9Q18tXstAGBCSzvgMDkIO2rJnnk3C5oviWZjxYgI2cGDOp5gmCABJ+J/rZpm0XWKfOWMhoQ4EJXvgrX0tynrECTx9Q3u/PT2pFv/2VgGADAjyZN8nHwNY8e2bct1xz7Ggi4sqj+BPpfbAGhnX9D90StTVh2UpNBT4rQHITPtZGcUz7rubxSGCXl/7B7Yc3EO9t5kpnXUPj5lM05y+YErpJlx3o5EpqUnDJwcFjU1mcsIhC4qpCvRdQFvke8yLpm4gillbl0ix91aiNc0gRAGsijw96BzNaHrV0GnZOzbyPoXRBm2Q0UNx0kDxOomcDAiR/zRfDBrNU0jcnyOZh4Brkd08agyumCRdED2uq6J4vhOPKd9HcCAQ5gDv5ObduvR78N0MO37aLZ6MRb5MbzuebFpd/i2w2xZX5fgMeU4w5Uup3tLYQpI2AQYJk2IBw5PhIfPnnNAJWkvUIyOYTmFPh7AgIt6LKeCLyV6TLsDCJQ/r0kFaHNB19RTI947IwmB+t6WhDdySN7Ow8/30BaGz14ZGClIyDknv1h4PMsonF5emMKKlOgiAxt8Gl7A1R5NvsW0HgP65sCec5d0a1JVxoFkLpO1tdsdAIFlJGDv9s8gYLWn62NzZasx9TXSdZXzr8VTcBoanN8m23PYIDTpbm/2T6p6bCDl6cB2uJXlkddmwAO655kdFXHm729+5dznirlmhZ/SGn6xsjUP4w5ExCwXVmmDQScfMhV+uRpAqImOz+PupqTYmc5tddQUmskFWBy6A5cVmAirkVcK9DAgOtyR9hwmyO2wmRkyUBC3m3obLOV3o7bMrdj5H2pP/ezXylPBv6GkAkI+PyziaN4vy5qvTk5YYOqyLdNtbSgw72P+cxOd1ivr9OO3KZWlvljP7Zn6KTWOY6oLLv8nnhpMqD+eH8KCk2GTj1TbjxHPnYA4y3Jvou8N/+TvmdWoI1mkx3w/3BMeu/6rGMMcJwKMABweRzR+pz7pdnDpBM7/eYAkec+DHYR+SRjzEzg9IpmkxkDfMuQtI2L2zm9MdXRQNWrgQEipYaIqLzNqHONHTAZ4An1NBDQnE5LC0eBnRVoqfxW3xVEtnNw5MWrQhsgaPVNwf2097HPNefZAtaUVpwQ+bOIujalzU8Ox+Utov5yWseOxXXsaAr4zc5aP7otrd+uONLdxvLp4PxhJsvZtkleGy/W9atAwOft7E9A4Eui8Dulfw1uHHz9ZcEG3qc+3oEB+lCCAQe7PMe2WIcYwFqmtwGCxjOvNWI5Xvvz4ZC1XeeznmD61D3BcGuDsygTuKJMPcXCvp5iZ2vzi08TcOTMlMnOEHnse22UrSNaWoTPWJBUsNbBmf+jAi/ynC953AGCnOP9Rmchp5HDQ1B6eCDfLVPSglmT6xQsLJsostvW+tUgwOXZcTcFfWtyH8QR+O9VSU1/cj5lUs9iH36Wz7Q62p5l5Jh9tMhrOfisAY/v281zumw+68BBx7Z+8y2LKciQN/dPs+92PPmQxnsrkz7gBATSlmeSnb99Wku15xynsZzV2wGAph+Tv20jWsvVoMbXybN9zxVf0nTFPJvXyOeD/uGW/HDPaYPTJ8lPgMAyaPJLhodxinJk5q7J4E0zA+0/rnmvFbcZVpidEOEECFonO1C2uqzA4dFf0jJ/U12tc10X5WFFd8q1GSad7jSybfLnPW2bgM/OCV/Znh38GzWHsKgZLmkX0N1OZgosf5ex668pkFK+1qPWd4s8opyclfvNtrNbCxHdDKBtdt/4z/OU2eTErJNNlk3OLutTgMCzwUB44Z5EvWY/cvTrtQK7wDUBxQYEHMh2AcgZWpKBwKQv7dn22/ZOIGrf/eFf6vDicmc6IpNpioBgq/XVTrcNAprPt98/xalXBQMWxvT+JZnO7+YYiBJ3aKqhtNbhrMvOinyZR3Zuc0jNCKY5nnZPqL3Lv+4zGKCcLI+mGNy7ryZHHtlTcZlKpazoPCZkvAuqXwJAsD5M4LGB2x1YcFCb5GCQwPMNCLQ0ruudnAr71Lp8ZfTCcqaAbh1ucnUAakGD9t8Aga/v+teyNAia2nq1zGeQ27SIOjoFQv7m+fTL5HNbvc3XnvyyeYp/caDMnuVMA8zWJtff7qVfb776w+ErrE0X/fGxXbbFfFvOLYa1LMtVsj2+GhiIMBII1qIKKyUVjR1HOhlYU742zzIpQlNW1stO9F9X8tm0wa+DtHc/p3mz8MZVu66HfwK1aDf9ckLglHEDAQzqDIY2imYE0x+TGKU60D7boZI3O57c46mihrx3bWk6vgtIOyDQgEmTMcmG3xxNAxgtALsO6w/P0aFb53M/7SK/W50TTQGmyXMCYzsd3JX1TN01Pyfemr+1vzgBAdfXQEDzwR50tfoMcs3raYDIdjY/m7KY2qeutKzGopS1+wQ97+eUGG22gdJHZBy6km2Zzu3i4ouAARtwzrX5Zj9n5XAnettdm5wIecrv5hwT0AgE2lwRP1REvhzw+WGNE88tfWSnRj4IGni/DZPk4GOFdaCfvl/OQJmynA1osmt982xnmv8hn4LpTmY26nbO7Wz9SWp1nMDA5JwM1qjfdginAEp78dzuxPMOVLAOOlgCAtvopDPh/QooOMm+tZ38t75+JlE/4hfyu91rWTUfcwpWzVZOgGCy/9Qf/jkIsa40fTaRFy+uo/7Q13kAZnl9q//I2WUmqLO0nQaym721fmhymDIDlm27TpDzap8jNoNUygmNEJWtax5ZZ2Tc3qncfaYxdbKOkFMuuaetBDUQoLJRWU6f2fT7tNN7pFT28MVzuc9zWFM/+Jpl39ArMwPtmZRP0OSFo8xyTACIPDyLwi8djAM5iYE51PR9crg7B+DzDv4NIEyjKeuU66IeTv1MWQQsTryfQMzOuaUdBNnk0+Cd7ZmAAMvZOWD3ewNe4cEA/Nm62/iwzE070Bif5n5tz/n55nu9NT+Xsv0W2iLr5tWMmONIqy91xpdajuzr7+S7r0xV0Obb1Mu0n/po12dN9w26Ftl+r34w6yEwEEfRgrAR6uRQ7DzZ2DbybhmDCXWSWtmLOBWQAMdg64DMeTnyNwGClrlglsGItykcOy88eJSWaztwZLlPDjDXM1rjefbv9DqNZXcKOM+g8EtQ6C10NQjw2R0Q4LldMGpgwNkr6gqR/6nuBijTVgfwnfNrZU5yNA9tFGtfkGP7jwZSGh8TKPHxdL99HOt4NjUd2oGBBqB2PnMqqwX8BggMAqYssnnxwMGB+ErMmAZGBAP5B0IDa/rW7/BdBPtq8mxe1vXmW9xv7kvLuf2efOuuTxqofnEwwJEgyR0d4bSgwkDr1MxOsSYlmxpspbEC7IAA28v2EADkbzjzQQiDgRDP8V3s9Zvz7qmHfLMdbqcByi4QW/5pP+8xOHAwmtYKNPoSAABprWtJ/6SP7XAWOavRDHgX7Nv1KWhSB5uDagCMI5lk1ELmt+nM9HtyGHaCDDAtOF1ZW+DNozFm46bAY9m27Illkd9t0SvLiR40UP0MmmTdAqvvudqvrZ5HgEB8m7Oq9GGL3+U7WF+eo/+yHfBexwMOEKeM9Cpj2X/+2pn+dvdp8m+RQfE9k066nya6qk+nfmAfMmaQj1cHA62xDKKhxtyVsiaaUFKu+Z7wEGUMD63eFsRtWP5WtDcrdfgx8iXPTeFamyxnKwqNL9ebctIJT6MgBySPXifkbv6+FEDAduzSkZMzMDXjD/m4BRzK9wQE+F30yNp93RyDgXNzIhwVNXtugDtB23W2NrZjyt5ggG1r2bSWHWj66D7N1rIv5J3953Z9CdRkuvMR/G2dJbDzs/aduyA0TQ+2zID1qWWDHSN87246sunkKiODsNjSAge8/kGZoZTBNhpcWm5NXxroOvUvjw2GTkAgvNOuXwUM2FFN6HsKbC7LDjFzupzfoRGz/NYRO6CQOtuXE/lMSw8xeHrBYLZkB9ghlA8VzAGbH27apYzJK+f6J1Dkfmvyblv7/vb0CqGdKdOsdrhXlfI1KO2izJx6Z9aq9WML+AyiLcAsaqlo9oXPuR/8V9rMUIWH7KnHngNtztlgvfWRbSPPtexSAzMGlbSnpHBbytcObdJ3O3TKv8nGW7ufz1A+z6DG5+Rj2d5JZ/l76u+rsmsjdQOCRQ5qAXpr7z/gIe+MAwQO/sLhJIe00za1wMAPP/zwzY8//vjn6x+gu7aV5mOna5S142PrixZD3T+7Ppj0+VH6pI8O2Yk2JVvU0lgUSITuADgFuh0aa8E8vNDJtq8mWrl3gcALH9v/c6fuaXTC357HphO1g7UcSKnLmYnmpFvAaYsDPTLdjarYn+3as4kGz0xRm4tfFIeV+5hVyvX8vrJNI2U7ofDDf87Mf6qHB34+2xS+o5/W7UYTeOY1j8DiqNj3+T0BTeu2QQu/xNlGfG0E6D7Y0eQjWhk7mXwp5Pa2gLXzz+1+lzv51ymbYx/aghN9VP4xNht1loNO6gpf425+jvzSF9PHLSAQPbNtf9A6gl3MaXK0DCc7vaKvJ/2d+nyq98XAgIPWbvR6YsjpwgkEZN9GCjm/Q1zk1X9NbB6JWg0GGIzTxgYgjM5sWFbQBgRoBJN81/n8wci6N8fT96tTjp0ykfIJGEz/1pU6pgDFfnwmORvUslynYODRWfvtoN/2DQBzo64yK8Cg3oIgR9j+WmUDMDtQ3wJxm+JKvVN2i230n4B5tGc9biM098sJCOz68ksDrY1apuQUdFqwOf2e6AoQaIGz2QLB6toWAPirv/qrb37+859/87Of/exfreuhr5nAwCLbl+VGkBq78j/Vfvcvf+ccHsM/fXTTu5Q9BfcrMt4BcR7bHmwTTS+ugORPBgPNkbTRolHmpKgGABMYiEJMqbGdMsYJ0cE6M8CyrGgtzeuUchtlMFi2OSc7ujYSnxx2RlExkDzrAND4mVLRDD5ta28RNPDFgOv+eTZRfxoQ2BlOA2bN4TUw0ALjKUOzUpgeSfNDJyTqslOpIdpS482OlMdTQLZeN2BjIJB25flMezAzwNd0mam7khb2+Qk8NEA3lftM3XWmMtTsz373RCfwPvnmnVzso6ln6/707QICCwD89V//9UdA8Itf/OLjufjegGKCIP8tMsv2AtvoFfU+0wP+F8Df//73H/UygMBbyyZR5vbtlO0joItE22qAa9cXV33aZ4GBdIwrtCOcgnNr9E6x8jzr5b0MyK2MKEkDAhN68nkr2qKWXrY84gybsjSZWbFbEOdIPIiWzwcQNKS4G4m2tQHTvQYCOydkRPtMigxCU2bLfePgOd3vZ1rf7dZoGBDEERJQOvieDJ42N+lTAwPWrVbmJIPdxnaGr4AA/x1ynLB1fHLMkw5SP5vcTg7z2UCW7XWG4AQOrlLzzVObrVMh21bjIf2ZjMDa/uZv/uYjENiBgdTH79IQDNA3hXhveFoB32/hUJ7f4u+eKc/48ebHroKkSW6+bvnvyp8GWp+ir580TdCmC+xoDQjc2OZw6QjYqDbap1OYnMMijko82t45tSBEO+YAk4UqPVpmkE8ZdORZH+BMAAM5eQ1/DiYTz5FJMgaW2ykoGQRMAcNOpwGPnGfa+pmUvtsF8dxnUGa5tEBikMQ+aVmAlpXxVIyzV3ZGrMdtS30tCBLctnYtIrimbdORecR/0iO2P6u5V3kBsJRT9nb+npKjbBoI8BoW0xVQ8GwwwMEObbz5VurCVTJYmkbAKZvBlf652ULK89TACvwrI/DLX/7ym3/zb/7Nx98LGKxr6TP70NTNrFez1bRnXc+0Q/hdWQFmC3L+W8USL+qmXTwanCefyfjDe933/t3qmjJmJ6D7WX9h3EZ5DuxuRGMmikRiwMyezoRKRwUhfyQrZ3PW5I9l55hzuDHERc0BMothh946LUi1lcXnHFwcINIGK9gUOK4ENyuw91ccJPXlS8kMNBC6ywJYXn6+OUDvDQZ20zEOpot2c7JxZOY315tTam2xbhnQ5Zr1ccoaTWDA51i+BwQBAgzq1KfdQqqdn7E8Jl3/kohZgfzegaD2/O66753kSv/oezgI4ig9QdmLBjM1kAzBWjfg4M3BUkAF+7/5tZzjItpFDO4BpIuPCYgvoq4uausl0i9+FTbHDQxc7TODDZ/3tTcFAw0QTMiaQfDE9FWyU/Ke9yyyk2M5vOaAznvouJKCjzKtYL4Uyp3PUZNHn+SRr7hwGqOBgea06BxybDnZgRsInEb+7nse75TNYOBLoCtyaNMkBgwTGGgBMedaRoDn2tQTZe11ANQz6l8AgqfOmk1MumV78voDt89ZLm4e7dvB5r7oU8rKoq7ME+dcyxBMfmano9YFr4lyG55FBmZTMLjqZw0gprKsN3yWQDPXnfmJzJLO52I9f7Qt2R+DDH+N1cG49SP5y305zwyFt3cozxmvPE+fRj30W1xuR4uNk72xva1P7RtambbPV50mmFAjlcSMu5ENXU7nWRbLadcmB9eeMYL18639/IBF1iKkXKe4uLXMxConQMBgoMmWDnq6Tsdl5N6C4VSu5WYwyLqas/0SwcCiZjAcxU+By8+1Mlqa3KPnphdOrS4yCGhvCFCPGFRPjmRnL3nGerpzwJZTk3cD5g1ccaTFRYVrP71t0NpsJ9xsumVJmo40/X4rYiA6Bf0rgMA+OvdPQKCBAvJFHUnmK2AgAZh+M+Xs9NjAoAEFg1P2FQdJk63brt+XdS3JGpAvrlfgFGiLWZbvBKwYO1tfn4jltoHMq71NYCe/E4JpJ6hW7ikwWXGn4L9DlR6lMBPA9tFR0bGvYG4Zra29weCR44RAF+1G6pYJz4XXtMFtbc66lbcDaEa9fs6OOnJ5JjVZ7LIDu3n1KRhOYKKtF2jZBMpvEZ2PR8V0JinjSsCY5EH9sBPmSKg946zArj6CQwfrKasSMEBAwBFZ80VtpM86d9dCtMVnEbOEpJOcHyH3d6uHtt4CjoMoMwMpO28QrCmB3/3ud3/ut/VMVvdTx9t6EfZt49P+c+3jh9dbA2v77W9/+3FbPGT/Oxyve/gaesoKLznnzMUEVpq8zfunAgGW0XxYFuu+KBiIEMJoC9q74ym4sLxJKZugmQalwjbhclQf50mH2pTbSriI93CqIHXylUSi5AkQGATYMdHJhmwIbWQUcnk8b5r6rpHrugIcnkkTcDQQmEb2U3ZgAgOtjLYuxP3bRkF8B9+v3bEtUyBmmy0LlrHIoIQ8OTPRRoUTaCeoIeBoACv1BtzE6VLmkUEcdJ51sLgKBBoIoA95JpDl4OQRan7R13l8slXKoQFbfxeDYCDP+UNtCdR51Y+vDvpe6t8OmDa7y1RsAv7afvOb3/wZBPz+97//8+91vO5vAzQCAeuF49l0buqjSebt3vZMs0e+ufMqrxaSuTZK3AWVKahPAOHK/RTUNLrN+ShSe2uBK1dDzWE057+edWe1RWXcODKcnBHrCv+WzyS/XTsmuhLEWx+l30+A5EuhqU9PgZ59Od1jANF+08HQZjzadSC2U8zzKW+XFmSAm8D81Fex/YDkBqJ3WQ6mVgk8mjzIB32O9Yz3kuwT2j27c+bj2UC2BR4SQcuVINN8cvbNdr1vWQCvgSHPbWog11bgzcJBBn3+GVz2/tKr5+ltf+QvAT5AIGBgneO1H3744c/AwQDXMSZ1p77VtqzfadMd1CWDmF2/Tr/9fPNprzZNcArUbGS7bzclMI1s26ikPbND+RakHW8WKi0FmAKthU9HyCwDBU+DYHm8znK5z3WOMsk3ZbMDSC5z16+7bQJau36+CkCeRRPAa6CgBfNpm+6dMgyUWZsKIIDllucMTtr6A96Xulrmi3LJcXN66d8J8KYO1mM78JSKdYV9sCjraKbgzICT51pQbLxO5T0bCCxipnLiyYDglEmYAIHLzN76xSnQvBHlrCf1gL4si6ZXEF5TBmuLTmdqIG8cLKDAPTMI/F7AqssLdMkfR/+cHljXsmbrh7KQm0CUGY7mIwkEKL8pJlLO1n377pMuToObyP1VMgNXAkALSL5/ygi0e1pqyMH6ChiwsONgObJPeUmtEAxMoIXCd51st581T3m+jU6a02pymMAAyz6BugbyGjUlvzrSfGva6YcNqIGDXZBnUNxtuyBkYEddn8BwA2vuLzoT150prZ29kD+ep4NvbZoAQdO7BC7Lyfz4PgbIk/1fDeonnX8GtTbtgvdEtsuca8/tgICnPx08TwObDLz4JUBOfRkMLLCwXj0McOBfxlMvDQJSTwMD63idaxmOP+C/QKLrBGK0y+YjrEMcvGVPu51k1vqC8Y7XbZ9X9OGz1wywsQ5Gk7JOQX4a5be0aPs86S64TkLhxypIeYVpKc66J98VMN/mqwU/1xkFp9N0O7jopjkyK1jjabdugECNSj715dWRBeubgNKXQA7wE5JuQGBaB2AnyRHuDlTw+UXuR4JfXptsxtkm9rf10YDTIJHyMjnT1dpjoElHyMAfX5ItmYKURT01D8xQ5N7mDEM7sNroS9Ph5s92wC/HbVBwarv1JTrCvmpBlwvtUmfTv4zAV0D+P//n/9Q3ZeJfAwbWlu8QZAsYYBaIwZzrudaWhYNZI5DpgJ2df9DUsn0m1w8kLlreTe4NxO/A3hVgO+n9I+D2kz461AyejbNQGoPTCIfX2grqTwUDPuc641zigLlYkk4390QZk6rayYCIMvx49LeIDpWy5bmWGSFfk6LFuab+HaBrQKAFfyuby/vSqAXpBgoMEHbBfFojMJUxjVynfm02F7JjShujz5PeUycmpzOBgUdG4tE5AwKCgmaH7rPWj+6rdu/OT0066md2fLwlTe1sQdfgn329AwQTiIx+T9/G8PRXyjDvrc9C9mPODKyPExEM8C/jT2AgawaYIcjUBjNQH4Y1WpTf5AvoXy1fZwZybB9NmnSPsr2ik68OBloQD0pvAXpychMIsCNs226ukx3U0BbrM+/+7vWiNjJr87cM9qTWee1fBqNMRJmpn858mi6ZZMKUKst2UNgBNcrNIOWkbE3Zn0F0bBMY2G0ncNAC/5WswBSweN2Ow33Hj7a0Fc8NAFEuDiY7GdqmqPu2fdqWdc3ta6BgcpJ2oo2nya803W59wXIZNJ5FUxCYQF+oyTz7dr91waNmAgFnb6Y6CASmd/jpxzLgChjg3mAgvLa3G7gewOsCWO+7slCv6YflwlgTnaXuxhZbTHT/sa9cX37TlvxsK8t9+ypfIJyMrSmXn7/iEAwInCGYVpNG8OSFNIGMj8JAYCcYCFJt/GS6YHJSOWc5hF9mBqJEDNpxpjY49oFlkmuswyk8KpVHfB61TX3orMXUv5TLM4k60l7nbAZ2BRC0KYIdIGAgD03O2vJ3HzU92L0K2Rz92pN31kV+eN4AhsCZz7bnG3j4VJ2ZwEnK2Q0umqNvZPv7EqjpJzN/kx7tdMvls9z23xMOPByEuHz6ngTuBOa15+JQZl+zRiDfJ+C6gfyPgf2/1yZkzzUOXhz47eBPWzyyfGiPrY8sm13wbrbg681fEdiRTv38yWCgMUzBecQzBQoLvgnBQbfNK7XOocBSL6kFTipUPnyx9nRw/J/tXfC1YYYamk9mIDwmKC/lzRsOBgNE0E2BqcTr3jjqlm1I2TuHfAJvdP5fMhCgTkwB0vdzTzIwYDmnDMEEFplOv1Ivg3D6mX3SeJtATlsF3fpspyPN3k79bieZZ9r3A1rfnKjZhv3O5H+azJ9FJxlY/0wnMOCgwzqnjFaeo/3T31Ou1LNFSennnNdL5bm8XsjNiwg9EKMcptcfvTbF/nyRB3yp6wQKmr540NRssemr+8M2b5k/ah+fBQaMdAwEOM/ekMoEAnaj3PZuqY27GQEF7yDIMu0k1v1L0fj5YGYGpsyC0ekEBrLPPXlrgcE7i6sCDFrnExBNW+qL0pMnGg2VtQX8Bg52IKCh0aa0b0nkyUCgGWae4bNTGS3D0DIBU0BOHQZ92VvHwwcdGvViEbM+u3YyOxVA0Hi1HC2L1t+TnKeA0via7HrSs8anbXwHCKY27EDNa9MJCDRdbPdflR11ZAIC9tktoNlPBHSu4xWcuZib6f2U1eIAXy9kZmACcAn8/Ow3dXw95+92fKt1CwEiXpN10hdmahgjKFvyYVtoMXTnS1pfvwkYcOC2wjC48vcUcHZBrY3kHfAaGfG6PH/qMqiQSpTnnAWwc0k9ftayI0qmsgSEpGy+teGUHNvi9QM2DitFjO80MppAQOvL0/nGx1vTxNcU7NrvnfNsDnkamTvQeyqH4M2OtjkDA0Xy2bJW3KgP1tEWuCkTXvOzU4bEMrdMmy7Zh/i5XbA76fauT5+ts6QTGNmBgUVNp0/to+7yOU6hGtBOIMtgIHP6a58P/NB3xgbyynf875pSYKaAcSB71rmbqqMOfIuY4I8d8dVH69gUBwjiFxG057ftto36Wx82EHLKKr7KNMEiB1Q7vdaAHOd3C/S7rQEEO7mpTqNAL/7j64tOe+U5AodmSAQCno9qiDH3tboyRUAw4BQaFdjpqykg5DjKExDHUeQU4Hf9eTKQFjzemsJX460FUd9jgBZqSP+UFbDOBggQEJh313Uqk89lH37aB34oH+qp5UHiPW5/RnqWQ+Nt5wAbXQWy7u8JKJ+c55XA+RZk+28ByH038R15tPPTuemZUPPPzgx4wXT6nz5qkQdVaSt9tddxOaY0fWVZuTfA4vt/WZeQvb98OGWQmh6yvnY8gfhml95PPpmAvrX7VdYMtADOdOPuWRulO7DtJ6Of6sjezof1kXemoJIdcJnmqQWCBgZCDhR00JFfFi9aMfwOK2XIdrTgTKKztxHZ0bTnm/x9bEft/nsWuf9P901bIxrvKVC3QNuAYnjJnoDB9+f6FExtEw3M+D7qaGu/20ygkbTsbrGZdYxl7Nph/bdvaL5ictY7anr9LLLsmq1O90+BgOW4X3YBqNWZc21gsgMDHNG6j9Y1TtUSOHCBIJ+jP0/ZjEnknXGA6xG+x0JFvj7eFopbBk1WvncH3n188r8GBFPsu0oPgwEHUI6CGFjciOypJG3UvwMEDdmzrskhcgTmTEA2dnxzJtn8GdjsraR29pQT36UOGDBCZNsSCCjDhog9ZUDZ89kYCkEcnb/lNpWTZyn/BgQIoJ5FqZ/65Hfam7E1AHUCBVeAgJH/BBBYN20rAdtZHQfxHbWAQR6bTkQvDV6Y3uU76RMYYJ+EdlMLrZ+mUb/tYwpwjSYgYXD/THIAnWgKNItaMPF11mG5NjlNmdxF6U/OwS9fmqDL4Lu+BZAPwHEKwVmoRW06NcCg8Wx/Sd///b+sR8jW/iiJvnkHuui/270+12LXpIvW5wmk2d5e5TsDDKJ0AFbOhlyczvHme5oQmiLTUU6oqGU0nCHYTUlQ0e0QCYYYaDy6p/NfGzMryUrkvOeP2dZJySfH53pb+3aBjuUY3Lkfpu3ZRF3K793IiYGYQC3XSZNz2IGCEIOuQQB1oo2ud07Be4MRHntUTufbRm0EvwQDBMT+rOvO0eUa/UkLwFf8yOQ8W8Br/qrZ1PINXwq1ADFR00eXkfO0Z8tiytZ6oNQAAft16QTn/JON5VtcCcDr40CZMmWWYGoj5cOAT35aRjj1fQ+g4qyAF5A3m2n236bQH8kKuK+bTlsHmp94lf8m2AVUj17CTOukyXCborEcK3ELMlP9VlgrN59J/W0FqZ3iFCToWCcww3oIKhII6Jg5Op0AUnN4bH/Km5yon52CTtpNxSVvlC//bvZZ1AysjdRznc6xAahJ9lcNj47B9RFQTvbVHJCn6nZggEG6rW+YwAD5Nxhon6zlCnEH9wlkTMDnKig4TS/aJ7XNOvxM3V20A1Np65S9mABBjt2vPk95MDBOAbZlBsJ/dMKr9POb3xLIJ4T9bYAJXKZ+pvl368O8/RQAYPrr5OiUg7xtivreQDjp5DOmuNkGgLabRwZiD2cGMlLh4kE7LS924/PN6B4JcC0gc+QWgfDeEBXX9eY5Bm4GewZRt82BI3su1JrkuWt3wIvnkXdBuikW29OAgJXtBAoMCHjfDiw+06G2lPeihubtZOJodwDgpLMul3VbX90/dLBcX+KUeguArp+Bvm2RFZ0ZATnLapkBfgWOX5hrixab3afsHQCYfMgjet3KaGVG9s+cJmh+rbVh8gGxVRLLaiPUFlSYVmfgd9CkjyU/nELyan3+IVH+hyD/JdD+SdBfPyQY4AJAj/obCAjvP9X1lEfgY1/KTFZ4ZBa32d40WN31/xW9dvnU5VebJlhkNLiEkX0Ys0Ac/HeA4DT62ik/+fW15nji6FdnxvHTcTHwZTrEi0mufJVuGvVw32Sd3w6+lLNlPrV/cnxXnC+DYuPJSmrH8OzMANs0XT8Bt0d10gGI9bS5cdvEkh3BdgJUzsW5Mo3ZbKfVOc3PX9FRggFODzgrcFpI2AL4zi80fzLdP5W5AwLTqOuK034LOoFHglY+Qx1weSnL95oaKHBKnTZvPggGqMtr748KrW0BgbXn1wP5PQJ+k4BgwHwRdEwB/yfKEDC2TSNw6j5jQxsAOuvG/ttR0/Wm261v+dyr/lFRWzNAMMAGe9+2CdlP9z4CCJqg3InMZtDZJhMSI/OIwY7WiwineSU7XPLbFMBBv6HARVNgd/mn/thdz3kDJQawNlJ45uiqGYr7oI2KPgcMxDm7jFBG0gSNO1AVmcaZtrnQyYZSXxvRNF3aATfqn0dqLTPgr74xM8A2+rd1+jT6n8BF+30qrwGCZ5Izk6cpRuveo3VNAxf6vwRZ/osg9ZS+kfoS8MptBfxVTv5hcGUHFhhY+3y22CAzH2Rb5MGHU/+eNmiZjZ+WtwdaLLKvz9cUHXRPmcCcuwIITrrrQZmfe5U1AzRQO/sEUTrVxmD2DY1fafgECtrozmiMQoqDiuIm4KeTDQbS4Z47Yz12fg42zSE30MD2uH2tjSbLm+X4niu0A150SlfXknwJxLY059dAQXv+BAjosBZRFz3CTt/z+ciRTtSyndbBpIzUu8sOsO6JaE8tC0YHSadt4BF5MGuUILPzEU2Hmx+ZMgpXNuvGl0DWT7bZgCD3cJSaZziPHWrtnGxh0k8GU2YG8izBip9Pv2f6wCP0dS5goOlVyrINcO5/gYE26p/AwHebv4Wnf27ypJ9vwd806dqk+03P3ZfW5VdbQLga5DUDESaRvwNw9i2ge4TQru9GPk7DNKfVUG4UgcGWSpS57jiyKF3uoUxSHxdNNSWhE21zqrm3KccUnGxcTcEMLnJu2lz25IQpyzaH2LIbz6IdqLHuXHn2amBhmZODuTJlQKdFm2hAwKPsyR54zg7EutJAxDRdwCyZMwOUSWwsfAa8TDo9OchTRsDt2vUf+/zZFLktagOivOkwZSIX8dgZg1PQsJ7s1oBk7j16mOfT/44D8RGcXvLUw8oM5F8HszkzsMprCxv9xgD9ko+/BxBp0xyUxWlKjPpuvQ9NmalJz6fjK4Di1cFA2wIQWlAz8ycDz71NaA0Vpb7mpKYRUJSEqZY8F8UgGAg/67lkD6j0TP1OGYrdiGpnzC7LsrWyTDQF5anPvPc5GrUXuxEMPJNOIGqSe56dwMFUHgGiy3CgnkYS1BlmGFJHslYeCbp88traYlCSQN3AzE6HdzbXAPnORzQQcGWU/2hGoNXbrj+TOAJtYJH+OD5pBwa4n4DABFY55+89+z16x7IIABoYmEbj8StcO0AwkHZMbzn49cAGBr4bFj42W+Q0GP8mmWCAMWCyuQnongCu9ZN8Nv19FTAQYaVxzAxwzQDnh7OGYCeAqbEWnp0cAx6NpS1c4pxm7g0Y8J9QeE5rtZV/KLTqpdIbDBA4PAJSmMZ1YJrSUexsy9K0C2g78GEgwGCXoLQzrgllvyV51B1qhjoF/51RWzZ8hnumNdNPkdE06uIzJ7Le0Flyc1/7nNu2kwP1vmVWJgeVUW1z3ATpDB7TfnKqjYfdwIJBKufz/DOJ/sP9msAb+REY8j4Htp0+8/ei9O8Keiwj/HB6KB/tYWC1XrDvAgaa70pb7GPa1JpBgAep1KPonjNq7zb/aeBsgNcx8Fp4o6woU/M5xUTrIvU+ZbH85od2A8MXAwMRlleHOjMwoRYH/xMQmNCSHVvrFKcsc39+s1N8f8qMYDkiMxigIrmzDEqmTMDuHGUyObuG6q9SCyTuC4IBpuOs2F9SdsCOtKFmAyPSFZlMgMDlWD4Ehqdslp3CaQRM/hpIiaOO3k8g0MG/AVVes1NbxMBKEMStfehlGjTs2t9o53t2IOER+3kNsl6mv3idgJKbn3c5/N1sIdcZHKmj8WP5WuBa/Je3ATgFy3Itc4PRVW7iiKcCstlGFp3AAPXPurOIMjHI8XRAMgIGJZTJBAJasD/poPU95U26adD9KmBgGSsVJ4iOytgAA5k8Oa7WqPas06TuVDtYz8+zzHQm5y/XPspIhWN7YphW5jh9IuuGMFvAb1MMnt5gJzfHRlmwfQ5oLfi3a+wL88ARnY2R6PvZYIB60gJJA3AN1E5k2Tv4hZxRsw40vaVj92jmNKLwfaTo6arDMrDTyT0tOC/Kt+JpS/QH1h8CReuLV6RPjnTS+av9NG3N8T6LWsCi36G+cVtkv8Eymq9tvrgNcBL8Vz8tAMC1LPycr195tX+g7bWpUvKVZ8M79ZHtb31l+00Z1OtvlRng4LGtV1jHbeqLdm3e0h4PlAiYp2yAdX7y4ZMfelEwkM4mkuOoOh2VVBWZC+On0cyklP5NATZk25yrMxaL6AStRG3Ox3V5usJKF+RrRN0U33xSsRvCpLNscp3a0QI/ed/dY/lPc24ECJbRM8jOxYi8yY3PTDIMNV0l8Nj1C8tIuV6AxxEQ20AHs4j9wpG1gwTbF8doh2/949yuQUtWgzedTlatBdwGWMxrA8G+n3xOej3xMIEA1v9Moj554MB7IpcM0AzAFrX+b7prv0MdjL40EOfsDlfv5772+l70L5vfHLBusn/IJ2XjzeA8emk5vC+f1faW6+4nPm8+rWNtxL+23fRBs8sWp9j/V4HsZ00TsIPjEJyOZSqqKdxpmwQxjXLabwuMHZfrLej5uSgsUWk63+WlDhtvAyien3Knkt8JJbZg47ZMDrK13X3lcycg0LYvhRhMrshsB5CsU825NqMnxQHQ6TPQejV+6rVDTNvYB5M9pQzW0zJ4LN/pUAIXflOAjtvp6saPbdrBqAWByV+w79wWy9yBstkWr38plKxAA+lsg/0S9ZPbDuywj/156ZRpYNbeKuKeXwWknqY+AgKn4ltantkPUgONlAXr+6BYwTUQBAQTOKFOkh+O+HnvCQyc/Lv9z26AcpUeAgN81a6BgTYqYBClIk6Ih+eaoNzBEzKiohuYUFB2pqw3/DqIEvkFcbageQUENAdL5+lOdcC1I6M8TxmBU2CzXKjcXizYQIAdwTOJ/UNeTwbXwNwEHlOP69yNfj2nGX5Yr9e/0BE1MEBwkXZYBtQP6mPub4G5ZdbyPEdLLMfOlny0gBxqsm/PTkBgd98ESib/8mww0HzZBOTtN9t1A9YJVKR8jpCzct4j4+azd77AGQLqGwGI1wZcsUXGGtu42xr7+lCm6k5f0nSbaXOLrD8TCHCca1mBE1Bu8e9RejgzwAWCRH8MbG2ES3rUSBsgsAOYyg9NCr+r1yBgFywcBExNDk0BKbMg++Y4fc4ZhCvIcQcEpnqpsO1VnuzbmwVNBm9F7p/dSJ20C/5XgEFzjjzmH6N4NL8oTqk5RraL4ID91IJxnjMA3ekA67AMyKNBRXPeO9u1TRB0O4i5X93XOz1+5PxUz1vRzu/kd2vD0gEG7B0wmGyzBUemy505JQ/0CfYH1HmvKyCvzS82H+aNUxm7AJp2vS+DNq8zcxaCdt2ycfbLjmnt925w0uxw53umay+2ZiCBf1GEs9I9i9oKSho/zzcneSVAO/AwFTY9w99t1ODAkPLXvUbXLNOIsGUZTrydHKcVL89a2S1vG8aVoGa+rbC8zpXCbZTrD3w8OzPQHI3R90STw9nd535vWZP2zXRnD1ZZu9dQU2/2diB2pu2ZydGeAq6dZ+Nrcug7+dIZJ6A56EyAwrq7G0hM91kfngkE3KbJPxjE2TcaEDZwaHJfJHAmQ7A+BOS0eetf+waDAfvRKXBbHuSzAdt2b8vCThnt98pGsP6WDU1sdDzzfS0bsAOibscj/fgIIPikBYQJ+l4o6EUmNt4pvdJSID6+gp6mAE/HytTNFZQ2OVp3NPmakNr0e3KaRrgOyCnD6ajm6HdKsQMCbQTdANxuvUDO06DemqgD/M004slwDAqvyti61QCBV1+HL9dxSplar5o9Tk725DRsmxPQtP7FX0wjvOZ4AwSanZCHFrQnMDsBhAYOdvb61uTg3vwD+6TJ5pGgYF/SwFqmDvJWwS6dTz/JgYJ1nT6uBb4pYF4BnfndQPWUHftQBkm0YWbJHVNOsWgCnWxTC+w7HWn3vCoY8PwOldNgwI3k+UkwTUgs54So2FlttNJQo+s8OYVdZ9tJuk53kh12U2bWYaXNp0gt6xMAyL3kxWVQlrkvfedPdk5TAzz/bDBgwzOoCZ2Cus9deaYBSMvIqVNnUyZ9mVKpHuFMGQXTdH7niKcyW6BvIMKpWevxojZHzT7g+Wng0Bxz8yVuN4H4W5P9EzOzBLikCXS165Fze37yDbYXLnT1xjZ47UAbMbf2u94rYMBBvelb08VFU4xodsn4ZlDgbF/zB833EOhNvtzPkWxrr/adgSihhTCBAQstx1dSJe786X6WlcCTPQU1rZqe+Jt4yLnmVNKJcW7sICtfc9it81P+JNvWnh0YaErY5DwpPo0iYKAZNs89GwzEcRrULL2dgkujyYizb8HEOjTpLdcRMDtAh+3U7bR4N8+kHs+/N+cyjaia/fmeRic9d1sa2Gjt2vmJ00DBQKFlv1rbvxTddQaFYKUFQbZlAm1u326AYDufFhu2/w/YDRao7+atgXnza/85Za1OAOBDGYiFz5yL3A2wI6fWzp0fsN4lxhL4+TmTBwK7WPxiCwjp8NZx0iVeSJjrViw6KBvrJCALgk6yGfUUzPJMeNp1xiKnrSaQ0vhtSHSHRndkB9/K2xlL42mSrR2r28/U3uQkpvmxZxFBYtrOEXkz1olafzPwNrL+T9ebPF1m+n1dSzo9jsNglzrT2jGdm0ZG4etqcGzBvG1xsHRoBPUNCLSBQcswtvtPgMAB4ZnUMqWUB23fwSnENrltDQBat93/yWJNQZd6ybVk1K+T76MOXrGtnZ9tPJKPdszATh6aLtFePRVCsHMClpQH7TgytH7zOQ8WXhUMpGGLwlA6flXYlKOlvQkGvNCiIcAWoHguKMogYAp4/kKU60ibiNDayJKgYlL21jFemeoyye80OnHZvrcdky/WwfYZgbZ0q4FWzrU5wDYf+AwiL2ljRuH5kA5lYH1owdr3NWrOxrrR5lvDs20iDqHpZkYr/JgKdbTx1PTK+uH+vdKXdqqLONrx1wxTb9oW+zXgMV8toDegOm0NCFAOBkfPoMaDByzNF+XZBiROxOfpT9N3SxfWJ4fTJ02u6Yf2Ot4ObJiP9swEJBrYMChw+TuA8G2ZPm4LgXebpwp2Mre/Jr/UScY38938yqv8a6HBQDICq+JMIfgjEXECFHozxobmr9A0UojjseDonPh8rjOr0YyMYKY5j5bGPU0DnNq7k0kDE83YfL8dhrcGfmzovLeBADvbZxHrtyyJ3Bmwpv5wEOK5k6O1cwoQaa8OTmDDdRqYWJ9ZL/mwjuza2jY/1xxxZN/qm4LCFMQnADAF/EmnW1k+32T2bDI/TCHbT5kmUHO1fbbzSZfsI6zb7g+PpKes0w7QWMdpiwyG06Bp55O/LdOdBAEEA25H+7+W1p+7gVuLP/Y7ecbTR28yTcBgEIfWGPAHHUJxuC2gNGezU4Qrzir85pgjKCpPyrYjbgFvckgso70fzqxEa4M7eHdfo8nJUnZsowO9g6ZBVNrvvrPhXJ2yeStK/XQAaSeNOHJxYCBNunYij1T4ydMGjNfWdDHUsm6upzm7plPU3Qko8jrl14BB7jVPdFhXwLH1qvkKO+sp4E962a5Zplcd6mtQfKzXhfAa72395/K4D510PbLxgHARr631Ais4to/1tDIdRK1XjafWBmdfaWftk96Rk1+J/6AReL6WyC1vAeWaXxNun1ye2tQAmW0hbTEQs13atl4dDGQksigpo2QGqLj8RHEaweA7ZQMm5+JGU2hN4duo1tcpVKNnGxSRWWTAUQ8zCnT2/sogy2b5HIkbJe7k4XLI7yQ/OuJm8C7fYKC9VTIBAvbxs4g8pf3pM6P4Nio3em+Ay/eSdsYaHVm8BRiEYj+WNUcD7MtHpqTCF9vU+KYzsm1OwNF18HxzVgQKlmkbubPeq1mB6d62ub+eSQ085fyixp99H/d8dvIx7E/Kj8GI5dHOmRHwGwYsn2CAsaVlaXayaTKyDbT/zYjsGM8WsX0GA20aIKDAAKABU5Lj2M6HJO74Gp+ZfMCbgYGMgJtDIhhwB0zGaoE5ELMOOik7u53xLHLKxoZiB2aF8TONz7bC28+2AG5nat4bMmwy871uHzeCkZaqa2CA950c7hXDfk3K+gAG+0VxXjF49tUUgCcQsDu3iOXSRta9y4ZYNvlgNsb9Gv1iloH/rT6NKMkr7bHpn/s09xvssZ0TAGiOuWUVHYiicy3AnRatXtn8fGRLAPQs4seX2kBoAmqkq37G93LAwD5u4D92tPp32ZJ1sflPy7714ST/KyCTdmGdM2BuACd6x8DPb4PswMDO/zXgvMvOsY383exuGoC+ygJCg4F8ltLZAqde3cAJwZ+CNB35ThGMipqQbUC81hSEZXEfWRCweHNZDqAO+OZph/RPZMPfOX3WzSC4iEZv0NBSs88GARMYiHMiuMmal/Th0uumj1dAgfXZQJWAIA5pBwa4nuEUaNv73s3+3K7QCQw00GcnxbIW0TE3Z2Uem69IeZYzA8qVwD8BVs/tsi+eqcPxQ/Qt+c39ZG/Nz5EaQExfsq95LXIKmKUdMfjy2/5T5od9N4EC824buAoGPGUb+/pQfCv1wusDTtMCLTM6yT1y9gCXRL9MvSRYIhjw4PxVMgPsnDQ6nyNO49L5FAy/Vhjm7VhaZzdi57vxHl24zuYQbSxGZOZ1Ai9TGTsDbdfCrw2n0QkYWKYESM0JtFQUr/v1mdaeqd27Pn1tisEmcDEoEwhQp+LYHOxOIID7RQ0YNiDgkR6za5wu4L3UcwfbtijR1IAxec418hZbmOyLe7ZnBwbagMEyngDXI6N/ZlgMJFpmwO17Bhlo2X7pL6ZRaAvCDRi2MumvGZAovwRV6uyKAZSrMxsps/UPt8mXeAs/zLixfbxOYO1B37uiGxzcnsBA07XJr5p/gwH3B/uBbaauGFxzTcmLZgaIdFZF/K+CUD46cTUzkAZeQbCTY7WjIVhoI5WTo2nGMzmjnZOyA28gwY7UZGDA5ymr5px9fudwWe4EFIiUuSBwQr+ntr0VJZWX0QydFqezaEDrM6ttoaQNcae7TdbWW57P3kYdHinzE8iYgDGfpyOcbIDnGBCagzMYIGjhKM18TTzuAlgL5leAwHQ9/sqgnjb8DKJMJh9I2Xwur/Z9JAckj0CZoXJw90LClOdF2S3D2EbATQbTQCd2Y72hbL/dLDr1dwM8ZcCvh9pXTkByshXaDI/DFzOL9j0NDGQK8kXBAAM4GV9CCCMcydDwIniu4HfqqdU3XaOQJsfncnLcyr96zxQkSXaS5HUql/VOstgBCcrFyNJG2wBDAyXN8dr5GnXzuRxPxvCWREe/eGJKMyufqUMx7rz6F2OMXFvartHJgVEnmsNPnyWzxhEPn1nkNOwONO6o6bmJ/E3A0+1pqdp2/yRD66tT/y2A7KYGdvPU4SV+69lgwL+bLVs/ef8OZO3q4T3UH4ICgoHIam35smf2Oe+Mi/vPfE0870CjdYFt4e/27LdlMSSnRgkG/IqhMxkGMRPfrY9aZor6GTDgTJ0zb6+SGaAwKTwyvzZ+aCFbGPX8DDvfxxamhXcCA7tA7fY0JXJbWa+NkNcdONhepqjcHiLU5lCtEA0xO+VFINDSxTSOyTEYKXvNgGU1BYRn0vpASgIqdTB7pjADapex8/XYBGK2raVlF00Bkrox6RTRPVOvmbKwTRhw5Bx1O/3rvjHItGNhWW5n69sGyCnTBgYanYBxtjY362zADgh4xJfriygLZmTemhyUc87y43RC068cn0BB7puCs/kxMEkWwJmBtqCV9e9AZZPBdC/LawHevs5x59uSTSIQYHaggYHWpga0bPd+5dx97L4lry6H/mxl6V8lM9DAAEcvUQJvRjFX68pxIzvPKSvAfUO7k9I0fpsz9fWg35TDtE4LHORrGi2xTVMAYhkOEFYsK+fO2dtAaBgNxDVD9gjyrSk8e0or5IVFyRZwCsGArsks1MCV9cC8rN8EzhzB0NFO4DVEXW6Bv+lXqKVjU+YEQtjGpm9tymNnq/5NMMNrkxx4fpd2njIDze9cdaivQZMvYL/63un51u9ub9MnlmWds77YzzVfGz1w8FvkwYp9LYMi97uNfDh+8fw7TQ84M7DbmC1tgGsCvo5jbrf73nIkaKV9vfo0QRrMxsWBWWg71O7GsY5m6C0ot/mRFuxZtuvhfebTjrd1oMnKaaASXle5bdXnSbGbfNgXlqmVbOcM7AhZJ4GAU2JNvq3uZ4KBoHdmZtIe9kVbjLoCQeTFlFtLby5i4D2dI0igcdPOeG9AArdFdpRNN9zvOyfT9JvXWK6P89tyPP3FOevhPrJuQcE6a9ttgZ/n24dh2NY8O4HIt6AdeJt8QfMBuyDZAnZ+uz4fU24NJLuvMoWwqL0uycDm8lo7dz5zyj41IPmtdCX6sQMDHhxRFraTZleOE3yriM9H/5o8DAaYhYv/erU1A05L7ARqQJB7PEqdAnVTPnd2S3+7HP5e1EY5UypxcvjNATZl5JYUGp3/DgzwWmjKWJiX7D1d0Zy5+9DXW79yDt5yt6NxH781hV/LOwE3/7LGtwpiVGshYXM4k16YGhDwNWaS6FBI1mU7fTvKnWMyD62/2r28fwIZvmcCWe0ZByEDmuYbJuc4TRHkPvuoFvhy/uq862uQAx75a9kcPse+nHQ4ZbXjiVg39Sy+fZKX/ZJ1zTxxIDGBgaaLbDN5bj7fOvLdsE5glw3Ic+TNAX2SA+XRQOeuv+hbGxjIYs5XfbVw5ywMDIiu7ehOgckdTeE05zI5jbZ5JDAphJWGvE9KODlD7jkf3NrBoEXjIj8OtM0BTOi49RsdpvvEaTQCpdaP5Msjry8BDNBZLDDgucxcX+sNLEsG7+Y8p+DI+yaUz5XPpMkueM2B4QoAm2zZ53NsnaJT9/O20aaPU91T2y33CQh4lLcD+Q4yPOcszVtTC+aLDHo4emQbpjJ2Mnb97T6DrB1Idlv8TEAE72F9bd+AgJ+ffFhrx3dlensHBJIdNdCcAEBrW/qLAZwxzH3Q2tPi4umV4hf5o6KGoE0TEMgCrElJ8qyF0NBsAwQWooNbcyLk2Y6jOZI2Ip+2XPfrVAQDTOe0VdZMlTWgs1O4yfkaTbY+a4GI15iK3YE2tuWZDpV92Rwi3ygIhf98VItfMTvphI/bOeuhjZvH+Z26dw66ldscaX4TFJnnBnh5X3P+033NPszPjtLuyX6nIEVdnbadvDwIeGsyEG3tzTnex2tTH5wAJ3lo9XpEvKj5LF8zGMj9uWcCK5ZLu28KnHzG5X47AIIdEOD00hUQ1ci+uoGBybfQj7eyJjm+GBigokygoBlkQ2UTopsc6GlrPLRpCvOS+9uiEWYGqPgMgDteAgbWswz2KY9fx2KKLZ2aexYxZTbJ0Hw58NnYJ5Ts85OjdWose4+w1/bszEDWtsRpkld/gTDnuZgwH1KhPLnCfxrdTAbZghkDfXQy5FGvy50AgbfwRGr8tq2Bkd3gYLLPdt/Or/Da1c1AYNJ1bpZlAx5vTU6nt34OsZ/y2yBh57Mof4Kv5j8swxB9VgtW5nFRymN2I8+wbT7egYETMUZ8p/8naesBvB7Ob59MdU9xIe2cXrelvhrU5fxU1y4D9GKvFoYaivb13eiJZUxOyA1sDSVZYac1C+SNbci53SclCQZSZ+OHxw0McD4nZed6jCLBpSHE1NEQ/CSnqc8MAuxsWnZl6tvUS8MO8YuFb018q6UBKQKBnGtggF/SXOS3ZxZNTjfUflNneY08GVQbQDhAT/enTlLjz9MiKdfyy+9Wxw5kmCYgYJqCdAO0BgO8p2X+bGvNb701TZlB2537jTQFiAb0WIfLz7Upw5J77V/NSyht4FQogcHOr7pM953vnYDiLth/d1g7wD6YAMxuO02jEQgQlLlPdnVepc/yziejnNDrBAqmxjSFPaVBbPRttDQBhLYoZHKsDMiTg+P+JLMYvr/UlXon4/A5y8aAwCPQaTRJedhBNjkysJGfZ68ZIK/hKe2PkXvKhh/QomOgTB1MCN5COzDAfXOALeBa/kzLtlEkn2/HJwc6gc52/85u3S6XaT6on3b207YDrXze2a2W7p1s9a2JcmwgLPf43kVeRzDpYutbg4Hsm8wp44CBSXfId/ZcExUdpj2Y30kO5Lf1I/v7ChD4SQEGbaCYNk/TIzsg0D4bPvVH6+sG/HjPq6wZIDUjMeJzkGCDdkptYdG5OY17Qn/utNyzG+3asbTnc76BAbeFRjGtm6Dym5qiTSh/0Q4ocRQ5gQHzlWzJJD+XQZQf3rN/FrG/whfpChjIlvJWGfnL4QYUdqCM9/Bc+i4ZCGci+OxEASn8TV2145zK8H4K8HZi02inpapZn8EKg0LOtSB/ylztymgO3j5r0TN19woIow/a+QRmeOy3mk4x2Lm+KQOTsnJt+hIhn8k1+7dmP5MONX1uwMUj/CwE/MkGFLR7OECivobPHQDI5j8VMxjgs+E/5HUGUyx+FTAwoTtfm5B6e473X3FCEzho5U1b47GBgCvPu03sFPJNI6HM7LgdsOkQGcxafzSZNZnTuCdA0OTDdNUp05Ky2e5d8HltIl9Oxedc1gRMq4od8NsaEwJY1muH1oLqBPToDE7kZ5ixcJ+Fv/b8IwGe19srhBMQaGDAtuP+2+ndBAJamydAwXfFKYsvgR7tf55j0Iiso8sNbLreaZBgYNXs3X0VAG2fkuttwNfsZfJx9nUnMODg/5PDNEHLNll/W59MtjK9TdZsOW1imdMbCKn71T5HTGZSGZ0ZBe759dY5bIDvbSh3cqhXlPmEHNm5p3ImnsObn+PIzOcY8Nv5iVq7LSPyYJ74zOREbfDkfbo399DxNNDzlkT+aDjhjyCgjRjpEEKcXmivLXqUZMTfHED4nEYLfKa9rtrWu3gEt7OH5nAd0HcBn39dy31rK+tsWaurYKABV4/0qQOTLPhc+Gqjrrem8DaBph3YJMCk/Hc64DKiv83vWc84Wg4AzZqpdS12Fl0NMOBfb1vfGxCYBoHet76fsgDflY/mNWDQMk6PAICd/RB87jIEOUd7bGDoETD78EeHWoPZKRF2FGEKGk5XncpPeU04Ox4fpZORuI6dMvgeB8pH+WoOdAr4zZE23h2EpnRrc7gGC3awTEsyOD6LDGjCF52aDb45hzxnB0KjzvMEAq0P7QjCW3MQLTDzXIBJa8PUR6ZpJNbAQAMn03bKDLCPfH3HdwMDbVFgu296lmAgMnkm2X5PA4Dpt/WTPvW0pe7JF3hb5HN+nZr/X9DAwAkItH5xn/KcgSJt+9sLbxU0nXLdlvlkIzv79rMuk8CQ5TR9CaB9NTBgREKjzfXJMBkQPErjnvUwuOR8EzqvtefJ2+SMpvMTYDlR4+2K8Z3a1WTIc5PDdHt8fXKUvnYaYRkMnLIcr00M+OGTMm4B1E4j/2IYSgBuo/PWZ6z3BAj4USqXnzccdoscaXts95QZmHRuGsFMmYMGAPiqbBvRpX9orzm3A+dTIPcnhlswmEa6ua/127OI9TNo2K9ZtuE9x+4Dy8UBaJH9tXVoAgOslwDAesJMwRQoGxjmuebLDPrD087GvxuygY5jDZg1gLsD1BPgMSDgoJl10V7oZyebfrVpAneowYADRTNAG2EjC8Qjyyb8lMlnXafv8/MsewIMJHcAj9mxjfdpc4pox1dDqC370sAA9w35NiNvex/HCbD9z3aoXAiZvvd3AiaHsLb8i2FoHa+gvMrhR6Wst+yzpu/TnO5uQSPTrBMYaJmOCQiYT/6eRjK8p4GW5gQnIMDsiUHTCQxMWZw2ENn5I2/pBw9i3ppaQHc/TrKdfEv0y/a7KPabcg0IJvtvvoJg2/oTMEBgu8sKTIGUvLX+OgGX6MJPlCHwVBNl1GTc5G2buAIIDHasB/ZfBgMclL8qGEilzgq0AG9hN+QYpvMcUY9HCx5dNgE2tEbjYVAin7uA62ODCNKE8KbrJ2TYnp2IxhwjZgAyACA1ILDb2kizZQiyMYg+gxgs7EAnR9EAQYK/DZ3/aWAQ10ZzDnDNwUXn6UzpNCcgMIEB9xF5bDofvjwt0Gwj59u9kz6zb7KPjDyyI7+THrYRnO9tWYGTLU1B4C3J/mJRZDX5iqkcA86MzD1YmMqeBgANaJl/7wMIrgTI3T0e1EzxaAIG3w3ZNLZxksvkt8237WbXpnY/dTLUQBHj5KuBAXcknWlTJBthM0Qz2oI9G0hBTJ3AshmEbNDho42gGxDx6KXJ5+o2KchpM++7c3ymgQGCIxpGrk0AwdcbWFjUMgrPIgb08JfRawskBgFcJNgcQFvRazDQwJn1ncE0zjoOOylVZgTaPOfk4Fq9Ewgg7zsHlX27Z9JvysiOlb931HxLG83Z+fu6y2Nf+PlnUvO5vLbrnxakcj46Nvnw5qd4zy6oMgDvfNq0BqXZWa7xGfu45qvadiWz8W4YSBn0tz5gW8xvA0OeRnH/Tjrh67sY+KJgwA2lgHbAwIbIMkkMULzO/U65XG54ZJm7oB+H7bYSELCOBk5OwXxSnlbOJKcmL6aHWI7bTDLi3aHpJr8mTzqSKRv01sTRM/nwNEH0lIubGHBz3msFGlCYHFnk2oCldSJyJD90GExxTqnxtPlTwID52ekqHc9ULon2lt/NH1hvTkF+Aqi+xvJIDrbP1l0DTvrA0M7HTH6Ifi36RCBPnZ36f+oL61544j7HUwA1r7vMQOPH/inH2V/JboYmHVxkvlt72M48w+ttCiFkP87zjsOW8SN6+1nfGcg5M0hhGQgYEFC5G9q1w2jCnJScwd5px9D6nYDQlIf3cWTHuhqAeHSb0Hc7R7nmemQcnlp/NcWYHKURM52EZdX6e+2T2mb/P4vyxyJrTwqPDPg0SGYGfA8BADMDlvXkDBy0JyM3YPEbA21kPPVf0+3U2Zz97lo77+sm87HuWfw2p970sfkVAqFJx9tgpOn6xPszwUA+yOPsU/O7pBaQCNgCLL3aPP3he6J7lNmVDEEDU+x/60/qa+enADvpDs+1+ncgudEOcDkTsFsMyXt4b3yJMwPmIUSfsoj8U76vmhloHbCrdHJOk/NxuQ7CU6csorI3hBc0TFSca7zH/E/tbKOhyVE2ZzoBgUmOBmB0dpajlbv9nmRk+bXAz/PkJbKdAt5bE1cGEyA2J9ZG2DyfKQMatv/kiP3KxXTWC9qD7YKjAwLWgBeCrgkMXHGMqc/62kYh1qmd3vJe6wt1awINj6R0r2YFpnuar7jqRF+bEoD5v/Tkvdn2Dgg4bZzA03xe6ua6ApaZ+5p8DQaazMlvjls2gtdsX226YNL5ptsNCLwvb2ZYtvw9ZS6mbOHuOYMB8mm/wPLtXx0nXhUMkEkLzbRDiS67lXuFj1yzgBzIGyoNOOD1Rq0sK3VTUBvgjq4g1uZcAwZOTqyBCdc/BRKX3+QU3jjiW9szMwMOFk03JjDQpgtawLdR575kIxoYPAUpOz+DrB3fTX9IPDeNsMhrNgedXbktmEf+HIH63inQT6DAmYEGBFo57PuTrj+LDCon3+BgxtG1fRPJz5OcGdil6FPGFIzdB/ZX9JUun9dae9iuyW+RdgD2ffnnUfN5Nbg30NKut2yB+yTHjjdTJvjU1s9+m8AddBI4A+YpwNHhLbJhX22YhbPqbqCBwsw9UfgJ4BiNpz6e2ynLLpBOIIB1Toh2BwaanLnn9VZ+k0Pjn+ejsOGrIde3JOtf+My+BZgWbJgRWHv+hwAXGdrYF3maIA7e9fiLYqdpsAZaHOhOZB1tAGIK/iHraAvcBEATEDgF8gBNA4y28VrLwrRraSv3z6QEdU8TWL7k2QvWHKR2vpxtprw9ReDRM8l21kBr9NQBl/ZFfmwHDQww3qTuRg3MfFD8merjvadgfwUIuI+yqNC269jDZ9jWBuLf9L8JfF9jYDJWC31XblPYXbBrQZjXAgQY0I24yA/PNT7b8xMPlgnbb/n4eApkiwwKrNys+2TMNqwGYHy/+UoAeGZmgPKZ+D6BAq4XYNYjvx2g3A8eka3zXKwYYOCMypSyJP/rOQILt61R0+sJDFwBAuYp8mjPTvp7AmUtk8JyWL6BhOuZdHbnN55BGSUaDMSubMdTKr0FQE9F+Tjl85sEpzS4ifoUvYgtNX/eyvPxp4ABt3vK3n7YLGB3vbtR/tQHzCK2cjwYCJ0Aevi235/s/8X+m2AScn6fUGNLy7lRra5HaQIakwJPIIG8ky+PuqwAJ2DSghFlFINnGZaLwcCkwD43yZ51TOm25kRbezwafBbZOZz6gMGMwb05Vo9aCQQol+bM6ADiJO1gQ+158s8g57pNvjbp5lT3rqzILrIh2WGZ/1N2xucasbwpWzLJjHyegP9bkYNGqLWrBR8HS4O+HREMEHCevhQ46ZMzbVMsmQAB9zk2D82XNgDRwMy7MjhjXX5++pCQ+fJCwdMHiJwhJ8hp8YogtgHzFwMDqfw3v/nN/6VwRlGrkT/++OM3P/zww8f973//+z+/R/mHP/zh4++1retrW+da+quh+h1vNoKUZUfNOjzP2kYodlT8RrUdCmUwKbOVqClFM7S2Wp0yYQBy/ZQV5x0tQ8qMymvZByR5cVBkufqUgTPlrH53fa9N1F3309LLpaNrv3j2fl2LDq/9akPO+761z7lsbLs/0jU5zEV2Zk4BN2AxneOe5U/lNIeyc8YuK88FTLud0Qles+4n2PBvbVMvfYNTpCyLwIr3rX3K5YLQ9WxGqg6869zvfve7/6vtr02pa+mVg0v8Tn4TdFH/HGDy/X+2g9MM7qfw0fw+eUzfrfUx+aqgAz//JpyZgebbm95YLr6PsrENNTAwfSXz/eFLmrRx/iFX7D+/s29/2kW/4L8xzj2WfdrCjKP7gvdFR5LlOenuJTCwHOmiv//7v79y+003HfXpb/7mb96srkX//t//+2/+X6FlwOvTx2v7S6Q4vDUY+H+NnqG7/+N//I83qe+mv2w66e67Dxeg7kIpv/71r7/55S9/+dR02U3/b9NStaWQv/rVr95syuDW3Ztegm7dvekvXXcvgYGbbrrppptuuukvl577we2bbrrppptuuunpdIOBm2666aabbvrK6QYDN91000033fSV0w0GbrrppptuuukrpxsM3HTTTTfddNNXTjcYuOmmm2666aavnIZTicIAAAAUSURBVG4wcNNNN910003ffN30/wOs4dvLMu57tQAAAABJRU5ErkJggg==", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# use the `image_shape` that you defined in the previous question. \n", "\n", "for i, comp in enumerate(pca.components_, 1):\n", " plt.subplot(2, 3, i)\n", " plt.imshow(comp.reshape(image_shape), cmap=plt.cm.gray, interpolation='gaussian')\n", " plt.xticks(())\n", " plt.yticks(())" ] }, { "cell_type": "markdown", "metadata": { "id": "XMZbhmv5xTK5" }, "source": [ "😱 Looks a bit scary... \n", "\n", "They are the \"principal faces\", which means that, by adding up these images with some appropriate weights, we can get a close approximation of the 400 images in the dataset!" ] }, { "cell_type": "markdown", "metadata": { "id": "DoZxvP_VxTK5" }, "source": [ "We can get the coordinates of the 6 components to understand how each face is composed with the components." ] }, { "cell_type": "code", "execution_count": 32, "metadata": { "id": "ZIeNyPDixTK5" }, "outputs": [], "source": [ "faces_pca_transformed = pca.transform(faces)" ] }, { "cell_type": "code", "execution_count": 33, "metadata": { "id": "4JzDWH7pxTK5", "outputId": "60781075-e4ae-4e98-cf14-5f2e4f343836" }, "outputs": [ { "data": { "text/plain": [ "(400, 6)" ] }, "execution_count": 33, "metadata": {}, "output_type": "execute_result" } ], "source": [ "faces_pca_transformed.shape" ] }, { "cell_type": "markdown", "metadata": { "id": "DNExrzOFxTK5" }, "source": [ "`faces_r` is a $400 \\times 6$ matrix. Each row corresponds to one face, containing the coordinates of the 6 components. For instance, the coordinates for the first face is" ] }, { "cell_type": "code", "execution_count": 34, "metadata": { "id": "IINXD4srxTK5", "outputId": "8882ddc7-d9be-4df9-e16d-0889b6f53ff1" }, "outputs": [ { "data": { "text/plain": [ "array([-0.8157654 , 4.14402 , 2.4832482 , -0.90308356, -0.831388 ,\n", " 0.8863355 ], dtype=float32)" ] }, "execution_count": 34, "metadata": {}, "output_type": "execute_result" } ], "source": [ "faces_pca_transformed[0]" ] }, { "cell_type": "markdown", "metadata": { "id": "53t3OjEJxTK6" }, "source": [ "It seems that the second component (with coordinate 4.14403343) contributes the most to the first face. Let's display them together and see how similar they are:" ] }, { "cell_type": "code", "execution_count": 35, "metadata": { "id": "5xqDqfgYxTK6", "outputId": "a8e47bdc-3808-4b80-af33-25c6b514ed18" }, "outputs": [ { "data": { "text/plain": [ "([], [])" ] }, "execution_count": 35, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# display the first face image \n", "plt.subplot(1, 2, 1)\n", "plt.imshow(faces[0].reshape(image_shape), cmap=plt.cm.gray, interpolation='gaussian')\n", "plt.xticks(())\n", "plt.yticks(())\n", "\n", "# display the second component\n", "plt.subplot(1, 2, 2)\n", "plt.imshow(pca.components_[1].reshape(image_shape), cmap=plt.cm.gray, interpolation='gaussian')\n", "plt.xticks(())\n", "plt.yticks(())" ] }, { "cell_type": "markdown", "metadata": { "id": "UbIoNtgKxTK6" }, "source": [ "We can display the composition of faces in an \"equation\" style:" ] }, { "cell_type": "code", "execution_count": 36, "metadata": { "id": "rG-1B6_RxTK6", "outputId": "d0b77d9f-ae59-4722-ab51-36d1d151aefc" }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from matplotlib import gridspec\n", "\n", "def display_image(ax, image):\n", " ax.imshow(image, cmap=plt.cm.gray, interpolation='nearest')\n", " ax.set_xticks(())\n", " ax.set_yticks(())\n", "\n", "def display_text(ax, text):\n", " ax.text(.5, .5, text, size=12)\n", " ax.axis('off')\n", "\n", "face_idx = 0\n", "\n", "plt.figure(figsize=(16,4))\n", "gs = gridspec.GridSpec(2, 10, width_ratios=[5,1,1,5,1,1,5,1,1,5])\n", "\n", "# display the face\n", "ax = plt.subplot(gs[0])\n", "display_image(ax, faces[face_idx].reshape(image_shape))\n", "\n", "# display the equal sign\n", "ax = plt.subplot(gs[1])\n", "display_text(ax, r'$=$')\n", "\n", "# display the 6 coordinates\n", "for coord_i, gs_i in enumerate( [2,5,8,12,15,18] ):\n", " ax = plt.subplot(gs[gs_i])\n", " display_text( ax, r'$%.3f \\times $' % faces_pca_transformed[face_idx][coord_i] )\n", "\n", "# display the 6 components\n", "for comp_i, gs_i in enumerate( [3,6,9,13,16,19] ):\n", " ax = plt.subplot(gs[gs_i])\n", " display_image( ax, pca.components_[comp_i].reshape(image_shape) )\n", "\n", "# display the plus sign\n", "for gs_i in [4,7,11,14,17]:\n", " ax = plt.subplot(gs[gs_i])\n", " display_text(ax, r'$+$')" ] }, { "cell_type": "markdown", "metadata": { "id": "mgnoe1ZIxTK6" }, "source": [ "We can directly see the results of this addition. " ] }, { "cell_type": "code", "execution_count": 37, "metadata": { "id": "sV1NCcAxxTK6", "outputId": "e679c5b6-16ed-4382-9cda-70ca40a7f661" }, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "f, axes = plt.subplots(1, 6, figsize=(16,4))\n", "\n", "faceid = 0\n", "\n", "constructed_faces = []\n", "for i in range(2, 10):\n", " constructed_faces.append(np.dot(faces_pca_transformed[faceid][:i], pca.components_[:i]))\n", "\n", "# the face that we want to construct. \n", "display_image(axes[0], faces[0].reshape(image_shape))\n", "\n", "for idx, ax in enumerate(axes[1:]):\n", " display_image(ax, constructed_faces[idx].reshape(image_shape))" ] }, { "cell_type": "markdown", "metadata": { "id": "E531vTswxTK6" }, "source": [ "It becomes more and more real, although quite far with only several components. " ] }, { "cell_type": "markdown", "metadata": { "id": "oE2SBRo3xTK6" }, "source": [ "## NMF\n", "\n", "There is another pretty cool dimensionality reduction method called NMF (Non-negative matrix factorization). It is widely used in many domains, such as identifying topics in documents, identifying key components in images, and so on. The key idea is by forcing every element in the decomposed matrices positive, NMF breaks something into **parts** that we can add together. \n", "\n", "**Q: fit the faces data with NMF, set the number of iterations higher than default**\n" ] }, { "cell_type": "code", "execution_count": 38, "metadata": { "id": "wwO4gt4lxTK7", "outputId": "60e013dd-1af2-489b-826b-154396ba6819" }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from sklearn.decomposition import NMF\n", "n_components=20\n", "MAX_ITER = 10000\n", "\n", "# YOUR SOLUTION HERE\n", "\n", "for i, comp in enumerate(nmf_fitted.components_, 1):\n", " plt.subplot(4, 5, i)\n", " plt.imshow(comp.reshape(image_shape), cmap=plt.cm.gray, interpolation='gaussian')\n", " plt.xticks(())\n", " plt.yticks(())\n", "\n" ] }, { "cell_type": "markdown", "metadata": { "id": "3DyBQ-e6xTK7" }, "source": [ "As you can see here, each 'component' of NMF picks up a certain part of the face (light area), such as eyes, chin, nose, and so on. Very cool. " ] }, { "cell_type": "code", "execution_count": 39, "metadata": { "id": "bspBevAIxTK7" }, "outputs": [], "source": [ "faces_nmf_tranformed = nmf_fitted.transform(faces)" ] }, { "cell_type": "code", "execution_count": 40, "metadata": { "id": "9W8u9bzDxTK7", "outputId": "dad25349-b411-4cf1-e954-23c10849b140" }, "outputs": [ { "data": { "text/plain": [ "array([0.0711282 , 0.02707407, 0. , 0.07285579, 0.0333754 ,\n", " 0.00445678, 0.04553186, 0.02588788, 0.00755309, 0.02399708,\n", " 0. , 0. , 0.01487688, 0. , 0.13019557,\n", " 0.01083633, 0.17124934, 0.24680914, 0.09447206, 0.04335925],\n", " dtype=float32)" ] }, "execution_count": 40, "metadata": {}, "output_type": "execute_result" } ], "source": [ "faces_nmf_tranformed[0]" ] }, { "cell_type": "markdown", "metadata": { "id": "7N6y_yHWxTK7" }, "source": [ "Can you show the reconstructed faces using the first n components, as we did for the PCA? " ] }, { "cell_type": "code", "execution_count": 41, "metadata": { "id": "DUOB2g_0xTK7", "outputId": "fe3a1379-3d2e-472f-a08f-2af10a593636" }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "f, axes = plt.subplots(1, 8, figsize=(20,4))\n", "faceid = 0\n", "constructed_faces = []\n", "\n", "\n", "# YOUR SOLUTION HERE" ] }, { "cell_type": "markdown", "metadata": { "id": "VYbHYcjLxTK7" }, "source": [ "Unlike PCA that keeps superposing positive and negative images, NMF tends to gradually add multiple parts to the image. This is why it is widely used for many decomposing tasks such as detecting topics from documents. " ] }, { "cell_type": "markdown", "metadata": { "id": "ifWNK7NAxTK7" }, "source": [ "## t-SNE, Isomap, and MDS\n", "\n", "Isomap, t-SNE, and MDS are nonlinear dimensionality reduction methods. Isomap preserves only the local relationships, MDS tries to preserve everything, and t-SNE is more flexible. t-SNE is very popular especially in machine learning. \n", "\n", "Let's try t-SNE out with the iris data. \n", "\n", "**Q: Fit-transform the iris data with t-SNE and create a scatterplot of it.**" ] }, { "cell_type": "code", "execution_count": 42, "metadata": { "id": "5n0G3MVmxTK7", "outputId": "56a3173a-02d1-4046-a591-2506056af950" }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 42, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from sklearn.manifold import TSNE\n", "from sklearn.manifold import Isomap\n", "from sklearn.manifold import MDS\n", "from sklearn.datasets import load_iris\n", "\n", "# YOUR SOLUTION HERE" ] }, { "cell_type": "markdown", "metadata": { "id": "pTVpHlcUxTK8" }, "source": [ "The hyperparameter `perplexity` determines how to balance attention between local and global aspects of your data. Changing this parameter (default is 30) may cause drastic changes in the output. Play with multiple values of perplexity. " ] }, { "cell_type": "code", "execution_count": 43, "metadata": { "id": "l9m4QwIpxTK8", "outputId": "13698bc6-fbcf-4938-a7d5-d75e2ad65498" }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 43, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# YOUR SOLUTION HERE" ] }, { "cell_type": "markdown", "metadata": { "id": "YqDhoB8XxTK8" }, "source": [ "If you want to learn more about t-SNE, play with https://distill.pub/2016/misread-tsne/ and https://experiments.withgoogle.com/visualizing-high-dimensional-space" ] }, { "cell_type": "markdown", "metadata": { "id": "Sqeai8E-xTK8" }, "source": [ "### Visualizing the Digits dataset" ] }, { "cell_type": "markdown", "metadata": { "id": "O05n-A4TxTK8" }, "source": [ "This is a classic dataset of images of handwritten digits. It contains 1797 images with \\(8*8=64\\) pixels each.\n", "\n" ] }, { "cell_type": "code", "execution_count": 44, "metadata": { "id": "wPW7Q-2lxTK8", "outputId": "46a59068-631d-4f4a-d7ef-fe1370d497d6" }, "outputs": [ { "data": { "text/plain": [ "(1797, 64)" ] }, "execution_count": 44, "metadata": {}, "output_type": "execute_result" } ], "source": [ "from sklearn.datasets import load_digits\n", "\n", "digits = load_digits()\n", "digits.data.shape" ] }, { "cell_type": "markdown", "metadata": { "id": "He8zr__6xTK8" }, "source": [ "digits.data stores the images:" ] }, { "cell_type": "code", "execution_count": 45, "metadata": { "id": "1zMUDOenxTK8", "outputId": "84c8da92-c666-4eb5-f6c9-4af6f50e2045", "scrolled": true }, "outputs": [ { "data": { "text/plain": [ "array([ 0., 0., 5., 13., 9., 1., 0., 0., 0., 0., 13., 15., 10.,\n", " 15., 5., 0., 0., 3., 15., 2., 0., 11., 8., 0., 0., 4.,\n", " 12., 0., 0., 8., 8., 0., 0., 5., 8., 0., 0., 9., 8.,\n", " 0., 0., 4., 11., 0., 1., 12., 7., 0., 0., 2., 14., 5.,\n", " 10., 12., 0., 0., 0., 0., 6., 13., 10., 0., 0., 0.])" ] }, "execution_count": 45, "metadata": {}, "output_type": "execute_result" } ], "source": [ "digits.data[0]" ] }, { "cell_type": "markdown", "metadata": { "id": "2vM5ABqixTK8" }, "source": [ "and digits.target is the classes (or labels) that the images belong to. There are 10 classes in total." ] }, { "cell_type": "code", "execution_count": 46, "metadata": { "id": "XO_4obZFxTK9", "outputId": "b83ad6a3-ce60-4746-b7d5-ef0e8ad732c7" }, "outputs": [ { "data": { "text/plain": [ "array([0, 1, 2, ..., 8, 9, 8], shape=(1797,))" ] }, "execution_count": 46, "metadata": {}, "output_type": "execute_result" } ], "source": [ "digits.target" ] }, { "cell_type": "markdown", "metadata": { "id": "I6vZjRI_xTK9" }, "source": [ "**Q: use `imshow` to display the first image.**" ] }, { "cell_type": "code", "execution_count": 47, "metadata": { "id": "r08E3QK1xTK9", "outputId": "c1943ad2-5b05-4aed-cf85-014f779b8773" }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 47, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# YOUR SOLUTION HERE" ] }, { "cell_type": "markdown", "metadata": { "id": "SyfaSOmTxTK9" }, "source": [ "Let's first reorder the data points according to the handwritten numbers. We can use [np.vstack](https://docs.scipy.org/doc/numpy/reference/generated/numpy.vstack.html) and [np.hstack](https://docs.scipy.org/doc/numpy/reference/generated/numpy.hstack.html)." ] }, { "cell_type": "code", "execution_count": 48, "metadata": { "id": "awjJYuSwxTK9" }, "outputs": [], "source": [ "X = np.vstack([digits.data[digits.target==i]\n", " for i in range(10)])\n", "y = np.hstack([digits.target[digits.target==i]\n", " for i in range(10)])" ] }, { "cell_type": "markdown", "metadata": { "id": "Yz0ZFq63xTK9" }, "source": [ "Then initialize a tsne model. For the meaning of the parameters see [here](http://scikit-learn.org/stable/modules/generated/sklearn.manifold.TSNE.html)." ] }, { "cell_type": "code", "execution_count": 49, "metadata": { "id": "UFUZbsxNxTK9" }, "outputs": [], "source": [ "tsne = TSNE(n_components=2, init='pca', random_state=0)" ] }, { "cell_type": "markdown", "metadata": { "id": "u_pu6wbYxTK9" }, "source": [ "Fit the model on the data." ] }, { "cell_type": "code", "execution_count": 50, "metadata": { "id": "7mVhF2EqxTK9" }, "outputs": [], "source": [ "digits_proj = tsne.fit_transform(X)" ] }, { "cell_type": "markdown", "metadata": { "id": "9Xkb6HRmxTK9" }, "source": [ "Plot the results. Seaborn's [hls](http://seaborn.pydata.org/generated/seaborn.hls_palette.html#seaborn.hls_palette) palatte provides evenly spaced colors in HLS hue space, we can divide it into 10 colors." ] }, { "cell_type": "code", "execution_count": 51, "metadata": { "id": "xU1HpSoSxTK-" }, "outputs": [], "source": [ "palette = np.array(sns.color_palette(\"hls\", 10))" ] }, { "cell_type": "markdown", "metadata": { "id": "cJ3bBo7JxTK-" }, "source": [ "Make a scatter plot of the first component against the second component, with color based on the numbers." ] }, { "cell_type": "code", "execution_count": 52, "metadata": { "id": "XtpaWcQFxTK-", "outputId": "9dfa5547-6cd4-4c22-c92b-4a0ffff90317" }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 52, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.figure(figsize = (6,6))\n", "plt.scatter(digits_proj[:,0], digits_proj[:,1],c=palette[y])" ] }, { "cell_type": "markdown", "metadata": { "id": "yPuKdWqGxTK-" }, "source": [ "We can add some text for each cluster. The place of the text can be the center of the cluster. We can use `np.median` to find the centers. To simplify things, we can make the code into a function." ] }, { "cell_type": "code", "execution_count": 53, "metadata": { "id": "aaYQay9DxTK-" }, "outputs": [], "source": [ "def plot_scatter(projection):\n", " plt.figure(figsize = (6,6))\n", " plt.scatter(projection[:,0], projection[:,1],c=palette[y])\n", " for i in range(10):\n", " # Position of each label.\n", " xtext, ytext = np.median(projection[y == i, :], axis=0)\n", " txt = plt.text(xtext, ytext, str(i), fontsize=24)" ] }, { "cell_type": "code", "execution_count": 54, "metadata": { "id": "raIFrMhFxTK-", "outputId": "27ccd287-30bb-4f00-d61b-6d1ae3c2ca21" }, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plot_scatter(digits_proj)" ] }, { "cell_type": "markdown", "metadata": { "id": "8tqYZF_uxTK-" }, "source": [ "### Comparison with Isomap and MDS\n", "\n", "We talked about MDS and Isomap in class as two other manifold learning methods. Sklearn also has implementations for this two algorithms: [MDS](http://scikit-learn.org/stable/modules/generated/sklearn.manifold.MDS.html) and [Isomap](http://scikit-learn.org/stable/modules/generated/sklearn.manifold.Isomap.html), so the usage is very similar. Examples for using this methods can be found [here](http://scikit-learn.org/stable/auto_examples/manifold/plot_lle_digits.html).\n", "\n", "**Q: Can you make another two plots with these two methods? You only need to change the models and call the `plot_scatter` function.**" ] }, { "cell_type": "code", "execution_count": 55, "metadata": { "id": "zBeper0zxTK-", "outputId": "6f980ee2-cfdf-4641-b791-dafbf684810b" }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/Users/yyahn/git/dataviz-solutions/.venv/lib/python3.12/site-packages/sklearn/manifold/_isomap.py:384: UserWarning: The number of connected components of the neighbors graph is 2 > 1. Completing the graph to fit Isomap might be slow. Increase the number of neighbors to avoid this issue.\n", " self._fit_transform(X)\n", "/Users/yyahn/git/dataviz-solutions/.venv/lib/python3.12/site-packages/scipy/sparse/_index.py:168: SparseEfficiencyWarning: Changing the sparsity structure of a csr_matrix is expensive. lil and dok are more efficient.\n", " self._set_intXint(row, col, x.flat[0])\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# ISOMAP\n", "\n", "# YOUR SOLUTION HERE" ] }, { "cell_type": "code", "execution_count": 56, "metadata": { "id": "ecnYfk2yxTK_", "outputId": "3f841337-b5af-4296-e69b-fc533fbde149" }, "outputs": [ { "data": { "image/png": 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xNIeExFCQHAMJiYvI4e1uhFGYmI8nJMOOR3vR0RRgIkhT5umZbLJSxac5BT2HHmaKfUQYMhw0zsZu0wL0u4qgPXYcK0vKcU2RGVbFpfcnHgl5mVFjUwk5GbRlM9PUBoVIEN37fw93267oaphaHkQBfcf+ieIZH4Fp9FVZt/+68wS2uqJGPaKNIKKNR2uiaof7reU4QIOeGp/DXeM/APPYtWnb6D70l5RVeDYs429625ww+9mXYm2TmTokBNZF4W7dCWPtyrfh6CTeyVx6Vw0JiXcRtp4QfDDAAyW0CGbtfhfkMjz09wgE3h7Ni3PAqf1eJpb08W9Vpsgze7uPJJyCECfHI5X3oElTGzUQHA/KjL/Ya8MmmxPfGV2FGvWlMVOB8HQdQufuX0GMBGIGH3A2vc5W3ZVLvw6lPlqf0H3gj3C37Y6+KMk4U7sgOUWkSqivnJ9xHy/bD0dtZaaTHTPi9PALnBOlzhNYbZqa9rRA/9m8TgEJHRnrrsTbgRD2I+iM6ixkhePh6zspOQYSQ0ZqV5SQuIjoDDKI4LAPo3NJ4mBfeBRb+SeK5WKLQJctjL/+qJ2NFo7jpKK5mFHdZL0KzZpRUYMXu48QqA8/IuDnzZ0stH4pEHC2oGNXrP2PIMMbM75hXx/atv0AQjiAoLsT7tYdObUC+k/+m63+B+MXQmgL2XLqDyUQRTzTvwdCJgeggLoBua70XZOykZBIRooYSEgUCIW3KbTt6z7KWtnURRNgrFkOXpFdhXDOSiM2PNGH82Ip5IhgAeohh8CcBQ4iM+Cn9aNx3FOZ0Q6So2DrDuPkfg+bDkgEaKUoCixasNc0H2KSQ5DyWgBdwRCOeXyYUaBSYkugD5udJ9EddkDPq7HEMB7TNTXgR8AAUkFc1BHIpFVMrYH9zCGIBN15ugFEJltMioRKfVnaXIaC4TjYIl7UB3owTp26HV3FnGhUJmvUgIOufM4QV/kBhDyd4Dg5FIYKcFk+t0KgtkilsTYWNcg2vUqApnjKsPchcfly0RyDe++9F1arFQ888AD794kTJ/Cd73wHZ86cwbhx4/C9730P06ZJ08ckLgxaNVJr2qHtLjYtkSrS511hQNWYofWTh4ICvC4Bah0PVYZixICjCe07foxIwB7LPYMZsb7jj6Ni4VegLc1cNbjgKiN2bXCwlf9poQLnUYpa9EKHIAKcAu7KCrS15V7RU4/+mcPehGMQ75XvVRQjkGdCIb2Ts15/XseAzuM/+97EOvshZlzJdaGfW1ynMEldgfsqrodWdmEpCU/77jzheQ7ujn1QmepivYW5t9d34gmUz/9CyqpdycsxQV2Os/7OfC9PiTIMxjxmLZwNm7MeJ4kZGWtXFRz27zvxJHM0WAqFLryaIiaGZBp99bCjDpbxN6Br/++yHiNNi6TWRQmJSyKVsG7dOmzZsiXxb6/XyxyFefPm4dlnn8Xs2bPxyU9+kt0vITFcqM3wbz9qx1/vb8ehbS6cPuDF3o0O/O7rrXju4W4IufT7Y/R3h/D0H7rw/Y/W4yefbWQ///XrDnS1RC/gRCToQdv2HyISiEkYM+MWNXBU/d2x86dsbG8mNHoZ7v1uFRM9YtviZDjPleEIaiDMGI33f21U/jdKEx+TUgn6qsXswj9YLCkbsgLsznrHUeYUEOQUJP884+/E77o24kIRI6G8b5TOJ9MESIykzI6nbSdcTa+n3X+jeXbBTgGdmkplusqlSI6RPIsjxMtQueR/IFebC4oStG37Phz16xNOQTx10nv4b6yYcrjoa5bBPO762BtJvpRz4BUaVCz5mtSRIHFpRAzsdjt++tOfYvr0gRXUyy+/DJVKhfvuu495x9/4xjewdetWvPrqq7jttttG+hAk3mV43RH4PQL0JllKayEZ//PHo6L38dx8/OfeTU6Yi+VYdWt0vHEmetuD+MO3WhHwRXUM4jb/xB4PTh/04hPfrkL1WDVczVsgsPB2JnMjQhQjcJxfj5KZ92TcD6n0ffqHNWhr8KP5tJ+JGI2ZqkFplZKt1K1lCuagZLNmdGxVYweMlHH0VbCfW4fiYD/0YRfcMn2iqC7ttYgqJuaCcuzP2/Znfxwi9nsb0R60oVI5fNEcpXEUAvb67KFvjmcjj3WVC1h6RgjlWzhwsJ19CYbaVSmr7vn6MXifdSGe7KcIhZj13FBEZLa2Fla5Ps2Bad/xIwhJhjwFmpcQKGysMrVCBuwNWd8zfY6GUSugMlHx6NCg91w8/YPQls+Bs+E1BOxxgaOFrGW1EMdFQuItiRj85Cc/wc0338zSBXEOHz6MuXPnJv546eecOXNw6FB0hSIhkYnmMz789f42/PDjDfj5fzXhBx9vwDN/7IKjPwx7bwhH3nTnjExve8nO1Aez8dyfe+BPcgri0L/pdU/9vosZbnf73hyFcFFvwk1h8gJ0/hevNWPR1SbmFMT/FpZea8pVZ8daF2cvNyTukqtMqFr+bSjVRiy3bcv5xz1Rq8ZYTWq6YXDRXnOwD/ZIbiNMFREHvU24EExjr8l7Hkmxj1a5pXM+U8AWRYTc7UzjYDC3WufhnuLl0PLpq36ZSwnTzlqUbp6IucfnpQ2+os+SjVXOUV9gO/tCgY7BhtzvmeMTHSbDRVsyFeULvojaq3+NUVf9FNZJ75GcAolLJ2Kwc+dO7Nu3Dy+++CK++93vJu7v6elJcRSIoqIinD17diR3L/Eu4swhD/7x046USypV5h/c4sKZg14sudaUc7QuQVGG1vN+1E1KV8fr6wyi4UT2EXtkE3raQmg+4wefbeU4pDB5dhZebUL9CR+O7/GkzG5gEyA54P1fLIdaOzAZiFIkPb1lCFX8BCvFk3CInXiTqwAfK2aMd7ZXqpT4Uk05e01YELHR5sD6Pgc6gyEoOY7NY7ih2IxwIep+tI0Cwvs5t5Gn0r9o2gcT0sL6ynnQVsyFtyN7JCMXm50n8EjvttRSRAGwbpgA0446dj9JK2/c7MKWR924/kPFWLA6OrHS23MMrVojjpiK4ZHJYQ4FMMfWhaKgP7YhkWkwUDFqvlB92NuT+0CpiNSdOkRLQuJd4xgEAgFWXPjtb38banXqCsXn80GpTP0Don8Hg7G2JYl3LWTEzh72sqr6cFBEea0Kc1YYoDVkH4FHDsBTv+8GKxEQ01fzHmeEDcnJqu2SRLaIQXdbYYa8uy2IWusYpkM/eAXZowYOFQEtOko7BzGj5xGsNF2NMuXQZI3JQN31xXJWJ7FzvQNdLUHIFRwb5ETzAMprBla9R3e5sf5fvejvDsfusWLUBDW+cKcBh41+tAeC0MtlWGoyYKFRDwXPISSIeKCpHcc9vsQpC4gittld2OFw44s1xZBzspyGn9IJdarhK/yROmPXvgdzPkdTPCnl34bqpXkdA4W+ErwideCVK+LHX7ujNU7Jn75l43iYtpNTwCWmLLJjC4p4/s89UGl5TF6kwV80ERwZOxM8KQjGnruldBRWdDdjTVfTgLNRwMRFklfOFNFIegZ45fAGdklIXPKOwYMPPsi6DJYvX572GNUXDHYC6N+DHQiJdxfO/jD+9uN2ZujYKFwRELe5sP7xPrz3M6WYuWQgPJ7MyQMeZvyzQc5BRxONws29f1pxl49SZp2wVwhU02AavQbOhtTiuyNWYGNlzDdhmwpiq2MDu32s/L8wW7+woO0PHCvHWhvplo39bzjxzEPdafe3nPOj44EAPvWDalQk1SLEeaHXhhOeaHQk+ZSxxkFRxO9b+7DUOgnb3CcSBYcpxwYOxXIDa1scLo7619hPm6MEzW1TEAorYDF1o7b6BOSyMAup28+9gvL5n0u8Rl+5AL0qM5sFkc0IkwT04Kr+ba7TiAyKgvBeBcwsUpD9c6e20h2jz+NoTKhSGNROuLV0FAzhEBb3dUBhqCxokiJJODsaXsvhRAjQVy3Jux0JiXekY0CdCL29vazjgIg7AuvXr8cNN9zAHkuG/l1aWjpSu5e4BCMF5BT0tAVTVmfxiMC/f9sFk1WeMczf2xZ1JJJfMxgKt1tL5bD1hjNec8kpmLZID70p81e8dqIGGj0PX2xsbyZo1T5hphYqnQHWKXei/8QTzEx2agTmFDCV3uT3HDNGf+n8Db5b+ysUK4b2/Q602GB/+Tg8uxshBiNQ1lhgumYyDCvGos0TwrN/684o6EfvPxwW8fKjvfjYNwdGN7NjEkWWPsjmQ9H9XkHAGMV0nFd2oC1oYxX5yU6BQgTuaDiM+kOvstW5qW4VTGOvHVIe29F6DJu2vQ9NbVPBcZTwECGIMigVPqxc9BRqKs/A07mfFevR+GKVsYalHiqXfI11hEQLEWPHFZMqNo5enbFlsMl2Chyt9pMMu/ZUCbWE5DxG0os4drYdYo6Az5aSGizoa0dJvBsgC9R1EPL2QlcxF87mLVFRp8FfVI5nRYe68ug1U0LiXecYPProowjT/NMYP//5z9nPr371q9i7dy8efvhhtjoh755+HjhwAJ/61KdGavcSlxhUB0CRgqxwYCOPMzkGSg1fSJQW132oBM881IWAN7WAkBaQlhI5xkzTMA0B6k4YP1MLWVLfHk3mo44FMqbZoDoGjS6a8rBOvAUqYzVsZ1/EQc3pPFkMEdscr+HW4rtRKJ7Dbej42UaIgggu1mbpa+yD/6Ht6N3TiF+OGg0jqQhn26MApudARZmk5RDHHo7AGcldG0DvsD0g4PvV78GrtiM4eqgZNfutMLjVUKucKK3cBquple1cCDphO/MfFgGoWfUjKPTRGoZcPfw0d2D9huVo6xwfPVaRqiGiBEMqbNx+N66/8mGUFrei5xBNNATURZNQPv/zUJlHY9TqX7CBUSQuRe1/ZExNY9ZAUzI9LVpAjwvdx8hrTLmf9ysKSj1x/tyXRLdCCcfolZiQRcOA1B17jz4KX/eRlEFLQsjHzh24eOhMgKZoMisa5Fg47cKh7pJD3mYc8bYwJ3WcqhyL9GOZtoOExFAYsW9MVVXqSkWni+bNamtrWaHhL37xC9x///2488478cQTT7C6g2uvvXakdi9xiXFivyfnqp8MGbUEUvRAJh+4uJNhoyhDvsLC4goFJs/V4gs/GYXt62w4sMUFn0eAwcyjfJQKjaf9eP5PA4Vf1Op488dKMHXBQGva0utMrBVyy/NRCd144R8d24LVRlx9Z1HKPmnQD93aGz4FMWLPemx0UT7lO1bAWYo93xdCx682Q4gI4JPed/z3yIFWzHAq0cBVgctzXhx94RTHQF6geA49TxGWo/JPZag+bGaTinlSLOas4I6Ogbv6GPSLngIni36gQtiL1u0/xOi12esGSB2yY+fP0HzagdYO6kjIBK3qIzh0YhWuXvFo4l5//xm0bv0uaq78CYtMUKU93fLhad+DqbYObCtKdVjCVi+4aM4nJxFL9oLUOLoJN2YUJSKnoHXLtwYkn+P79lD6R4Rlws3geAWTW9aVzYLKXMce90YC6Au7oZOp0lonC6Ur5MAD7S+hI2SHLNZstgHH8I/ebfhKxXWYrBla3YvE5c1b4krq9Xr88Y9/ZMWJ//73vzFx4kT86U9/glZbmEyrxDuPUEDIa9zp8UhkwDFg7Yk/amfFYPlYfbuVXZxNRXJc/6ESdqNIFLUovvpY+phjtyOCf/2qEx+6rwITZ0edVnr91e8rYuqEVPhHbZA6o4y1BiYPLUpnZPXxXTvOQ/SHs/YO09mY09aGBhbjzr1vOv5kjHIZatVKNPuDWRfLZOqn6zV44fdNqDoSNfzkFBCcGD2qYOtUeI84oJv9ysDrfL3wdOxn4fJMeLsOw9d7HI2t14DjIhDFzCtjur+1YwJCISUUioE5CmFvL5yNr8MyPnfYfnCRY7Xfh3GufpzXWyDGDLh3fC/C+gBkbmXGOgNKPRVPCKM+j2NAqZUqZWZtDIoUZEwZxM48pUlGX/sQOFnUcSNn4PHendjpPpeoiRinKsP7ihZiurbweo6AEMIP2p5Hfzha5JhcX+ERgvhx+4v46ag7Ua6Idl1ISLxtQ5RICjkuh0zMmDEDzz33HI4cOYKnnnoKU6ZIGt7vZmjVni9sS0ZdoeQSksTUnhgKiDnTCDIZcONHijEjQ+Fi0C9i01P9Off56r/60vr4aYV9xa1W3PyxUqy+vSiPUwBM1EyjWvKsj9Nj9JxC6TvdBSHHyp72ZPYFoORzpAQ4oHK0CsUV6cd+a4k160dB2ybH4Uy3B5V7IykRi9TNcwicWwAhqMrQp58ZV/PW6LTHYCFFxhxC4cHHLjLHYCiwuRWigLuaT2G8yxa9TxQg4yLoufUoeToAN6gwkad6kjCWjv4drAEfuCweLTkF83VjYJanL2ionoClD3J8eak7geooiN6QC99oeQpvus+mGPLzgS78qP0F7HKfK/g973CdRW/YnbFwlOpFQmIEL9oOFrw9CQlpuqLERWHOSkOqSusgyA4uXmtKhGSp/dDrzh1loNXw//yhDouvyVz0Ri2RuaINtG2qe+hqvbA22VXmtYlCw8xwWGFaU/D2+kMUsy/geYszOw/xl659f2rqIw7pFdxVFn0s/pHEf1aoFPhyTTnOHHQhliXIjqBAuGd0yl1hf3YFwLDfHi0SNPRCzBPGV8gDUKvSRZZC7jb0n3qGaQYUAqn+ESohgg81Hcdnzx7Aiu5WLOprx1rdTly96m8oKxoYV8xxIupGt+PGKx+ExdiDO1pOQSFQSmeQ8wAOVrkO95QsH55eAdsZzwY/Ef/q2wlnxJdmzOMdun/sfh1BYaBmKxe7PedyxpHIOdjkPI5/9u5ApJDiHYnLHqkqReKiYDDLcdu9pXj6D93xIvIE5AvUTdZgydoBA9902p+3E4FaGKmtLxuULkgWCMq6HUcEGH7nHWrVY3FXycfxeM+fWXQg7iREowgcPlb+hSF1JDQFzZiJxqyP09Zbyw3ouUKGkAIwbwf4cNSA0NkQdMAdnyzDuOnZU3M3l1iwwKjDZpsTbf4g1DIeC4x6zDPq0BYIsq6GghBS0wEKXaq2QcQnoH+3G8G+MPz9syEYWjCu7hD2Hbk66+dCXQoTxuwFH89fpCCi/+TTTHSoasnXE2H4bNBwIiNrL6X2SBEVfg+7JSgBaq76C9xeIwIBDbQaJzTqAYek2ufGp88fxNaSGhwxlSDC81BFwliln4Bby1bClCFaQPDKAmoDKHKh1MMd8bOIQKYVfhyfEMRuz3ksN0zMu1mfECpoNgTNwqB9f6rsqgKeLXE5IzkGEhcN6sk3Fcux5T82nDsSzd0arTK24l96nZm1A8YpdAJtrudR90E+pyD+vAtluWk1RqvHY4t9Pc74T7BQ+xTtzCELHFFa48RpI0ZDDT38GUN4dN8Bcw3zAuzLAMd8QHsWkPmAkBlYNd+IudWZNSGSqVApcXd5ccbtd1UUdrwyS3vKvw01Ayvo7k0ONP+jF0JAZMX3ojCZEi9QT96KRbPWYefBm2JuDp/iFBh0/Zg1ZWDoWjoi/L2n4GjcCPPY/AXLJTM+HE1DxLUnmGcaYRMRRfI8xQj0Wge7ZXx9wIf3tJ7BLa1nEOJlUIoiSqbUZXUKCKWhGgpDNUKutuytD1R0WDEfLWFXTqeAoALCzmD2AtdkRimLcM7flXeb9OgbrlO43jwLNarM0SUJCUJyDCQuKmOnatmNagioA0Gl4TNWdI+dpsWejbHphRmgl5BYUbI08GCM0wIQ1CHWcpZRyIYTUTtBk7eGoFCqVbW4u+zeC9oGKTP6PCLWYxquxVHoERiIBMR+7sFo2BUlkMViEyT/75sWffxqqxF3V5Rk1ZI4sdeDPZsc6OsIMbXJWcsMmHuFEWotn+IwCBoenWoBpf7M+UWBWhUrmiHTR/P2cdVBXXm08LB3uwuNDw+E06MiinT0MvhPrELdtE3QLP0XDh67EjZHtGNAJgth3OhjmDvtFahU+boBRDaoqhDHgNr/Smd9jLWYutt2Mw0Eha4MAVcr7GdfRCCgxpmGOWhsnYpwWIFiSzsmjduDkiIy6gPQN01GjgQng5gnrM8GGk29Cx27fpb1OZbxN0KmMkCbY35HHDLyGr6w7+lq01RsdB4v6LmUEtnqOo27VZKokkR2JMdA4i1BoeShyHGdmzJPB5NVBqc9krF+iyIBy2/MPdnvaece9N3gQ8nTM1heNdk5EKngjBex/P1vjfwsRQKofZK0E8gZygZ1ZMjkgCuswTOYi9HoRS16IYcAG3Q4hXI4eS3mlerwtUnF2OFwoTcUhkEmw2KTHqXKzKF1Sg089osO1hIaT+XYesJoawhgx8t2Ngo63tYY8YuofBQ45AdWUn5+UPERGSmfLoLKuSTwFBUDoEmJNHqYjDBpL7Q+kd4JkozvxAqMuvkB1F5zAm6vGeGwCnqtbaALoQBCnk7WAskVGF6itIJ53HWJf9s2/w/6+kvx6hsfRYAVRNJ74WB3luJs41zMmroZc6ZlGGgkRiBT5Rdzou6MsnmfR8/hv0QFmeInnpPBMuEmWCffzp5XqjCiTlmMpmBvDuEpEQv1Ywt6nyRVfZtlHp617Svo+fkGZl0saJT58b0e1rFUWq3CtIU6dl2QuPSQHAOJSwIykB/+30r85Qft8Lgo3DtQMU7iRStuMmPm0ux5XOoFP9DdCtTy6LrjMKwbx0PRPxD6DVQ50XfDKZwvnYopGP7o4HxQVOTNV+148xUH0xQgaJbBypstmDw33SmhmgnqsDi83YWIIMM5lLFbCgIwe5kRBrkMa4vMaQ4IGXzaL6VI4hfazc/048yhqAFIcbTEqFT1Y7/sxGfur2Yr3X2vOxHojT6JegDIHNXGHAQaH0XTAcpXuWCZupCpEerK50BTMi0R+fE0BBDszVMoJygQap8EVd1hGHSFhcgHQxoAhToFmaCo1YatH0YwRE7BwHbibZSHjl8Jq6kTdTUn0l7bc/ivkGuLoSubmXMfhpql0FXOh6djH8KeHlZ7oK+cD5kqVer6dusC/Kzz5YxjoelfVxgmo0SRXR57MHcULUSFwoTfdW/K+1yr7K2dzRDwC/j3bztxcn/USaW3S4GYF//G447PlmFShr8LibcXyTGQuGSgYUFf/uUoHNjqYsOCgn4BFXUqLFxjwqjx6pyTGF99ugejzkXV6ARlGM55rfBM6gYf4RE2+REq9bC8rS3W630xIE2Gf9IqnQxy0lKw5awfj/6sg03wo9qKwcbKYJaljX6OQxfSMVM0qJuUPjr54FYXXn/Ohr7O6EAolYZjEwJX3GjGzlcdWestaF9t9QG0ngugZrwa+99wxCo2OdD6/WTsljgGDgjUV2LN3fMzv+8cstJJRwyRGeThwkFpHs2UFKlWwN93Gt7uwyzErzKPYcZ38PRG6mSgyYUcJ4PCUIGWnqXw+XPUYnACdp27Eo5pPRjjsbO5CAOHL6Bz1y9Qu/a3bOx1LmjioqE6d6i+tvFNvKfnNF6sHIcgz4MXRaa5QJ/CXKcdH66ehaGy3DgJp32d2OQ6njUSQdGfFcbUYVUXm8d/1YmzRwec1Pix0chz+nu593vVOf++Jd56JMdA4pJCo5cx4znYgOYbLJS86OKDcph2joL2XBHa7t0DUR1OXBQtOQrILpT9rztZ6H4wcQO97h+9mDRHh6JyRcIp+Ov97Wy0czamzNXhvZ8pS6vL2PR0PzY/M5DvJwI+EdtfsuPMQQ8CvtzGmhyOhpM+VI9TwtlLtR3p0tTJx++yZ48IqMoKuYxw4PW5NSZyIyLQfwb16+6FXG2KtgcyeeFoqL9XZUT5wq9AUzSRySL3n3yKFSuK4ei5laktaG35YE6hJYg8vN3leLpiCiCPYJatCze2n4eShVxIXyMEV+MbsEy8+QLeBxB0d7BaB5qQMMXZi6OmEvQr1VBHIpjm6IU1HIRbuQ7q6R8c8rZvsc7FHm896z7IVIy4xjgNVcqLFzEbDI09P3M4S+qCVEY54PVn+/Hhr0nKjJcSUoJH4h2L1xXB83+O9oUPXh2TYp+iRw/LljEp9y81TLhox0Mjk3M1lJMx3rt5oBKeujXIKci2sqcJkHd8viytRoFGQQ92ClK0Goag0+DtPACdmuZF5HIkRCY8RXMn/N70flJ1uRJ6imhkvZoI4NROKMoKF+3JihAc0AygCsfYqOhIwIX2HT9CwNHCftrPrUs4Bexxvw1BJxUXZv+AKKA9lcLyf52P9/5lPmTHF+KpkllJZ0aEo+l1+PvPpolkDQVX0xuJ9hqVIGCerQtXdzVhRW8rrCE/W1Y7Gjezeop80HOolZOEoNzt+2DlVWzmxaRBEshqTsHSFx8pWZFoh2wN9jP1xYsJ6ZNQOjDr8cek0SndIHHpIEUMJHIiiGF0e/bB5W8Ax8lRopsNo2psxs6Ct5qD21w5dQ9IG9+wtxr9q6m3T8SN5tnD0qKnzoGDW52sa6K/O1rdP3uFAQtXm1IkiLvJIIu5L4LtzYFELcKu9dnD/XElR0qpzFmRmmvet9mZqL3IsqfYjc95LKMna+Bs2oKJY0X09FdnPxBwTC76hb/14OV/9uI9nyzFzKUDIfkmfwA7r+UwsR6QhwZmPESh4jtAt+A5cNlkFUeE6IqeCv/8/aczPqO0uAnnGjOH6KmmYlZsriTfYma/VTVZEXpjLJrW+DBaF02uhD2dbB6CyjwWFYu+zAoch0rI15f/3YR9zLHhSMkxC56uQ+g5+DCb5BiHl2thnXIHvjXmZnSEHMz4KzkZm5Wg4hUslfZk3y5sd51BOObyjFWV4g7rQszUjcJI43MHIDLnLfegKEobqtTSOvVSQXIMJLJi853C4c5fIhhxgmN/2CLqbc/ArJ6IWRVfgVJWeHHUxaCnPRhvUc+KzK+A1qvFjbXTcIsls6Z/vgsWzW9g4f7YdD7qNiDp5d0bHLj3u9UsNfDGc/35Z0MAOB3ywx2JIGwXmNJjLkjwqb0hgDnRRV6Cno5gDqeAvTK2t1TNgMSjPFjtRvU4FVrb+jG2thGn6+egt7+aTT7MeOyx/YWDIp58sIs5RCSodNDlwc+bOiDqgAMfAZZvBEafH1iXy4raoJ2xHorS7AJOI4YosNqDbIwddQR7D69lHRHJSow0+YDcBepiid/LfhcBRVAOfsPtEK7/KXjlQAQi4GhA69bvYdRVPwWpErzuPIkj3mYWvicjfJVxKooVmesZZEq6P49jzctZLUU2KErQsfOnaaEyGm7Ve+QR9kdROe56VCoHUnL2sAffbH2aOQfJaYbzgW78uONFLNKNZZ0Q7kiAyTTXqooxSV1xQYsAnbIeojiomHYQSpUIrX5kJkxKjAySYyCREU+wHfvbfwRBjBZgiWzUThSH/yz2t/0IC2vuBx/P874NFLrC+NX4u2DSp19kgwGBhTFJUdFcFBvNnDTpkXj18T60nIsZhKRrMF2P6XWP/7oDN32sBBuezJ8/py3bK0Q83tmHO3WZB/EMhsZDD0aj5dPUJAcjkwVRWdqAlo5JTPY3YQg5wFgkx91fLmcXfLnaCpmsAWtXPoLdB6/DucbZELLl4OPvg/LCz9lQPUWN/2vpZO4HnZq+EuD5uwCdC9C7AJ9WwMLwSay0vQVOQYLs3hm1Rq5Z9k9s2HYPIoI8cf7GpjW3DsCLHLigAsGG2VBP3Jm0Gxry1I29zevxe7ETQTESizcAZ/ydeMF2EJ8vX4NF+nFp2zTULIPj/MAwqjQ4HobqpTnHMfce/WfMKcj8fvtOPAlj7ZXgFQO1I0/07UpzCpLZ5TnPbslUKSz4QvnVzEkYDqOsL4HjPppT9XLqtAbI5NGR3BKXBlLsRiIjjbYXIYpUcJZpMIsAV7ARvd63ZjBLS6APGxxHscFxjP0eZ+pCfc5UAqE18NCp0wUUdq6348efasDjv+7EC3/twT9+1oEHPtOIIztdiedQAR8VFGYzwLRqb2+M5vtz5VHj0JmU9wFb7S7weg4VtcrBnWqp248AE+ekt3JNW6TP6RTQfL2xtUdw1bLHcOXSx1Fd0wNziRwVo5W4/kNFbFR1XMPAWHsFiyyQ0Vy24HncefMDGF1zlF2ws74PAWg44cPrHQ74hbg5HMBjALoqAaeZwy7zYqowGHhwUOfAiJOnnbG8tBF33PYEllyjgaVEDkEfRCkn5r0QBjvTDZdLrsCD4WYExXDCKSDI8NKK+zedG1K+r3HUlrHQVS7IHDXgyOlTshHNg+kOOfFo73Z8tv6v+G5lOf5aNxUnjEUZzTxNeaSWyTh+IYjt7rN51REHQ2Ocv9v2HBvrPByUfCcWzVkX+1fqd4oKQQ36PsyesXdY25a4eEgRA4mMdLp3MgcgOzy6XLtQqpt30Y6BVje/7dqAE75UGd6pmip8vmwNasZpMXaaBuePZVfN87oE/N9Xm1nofPRkNWYvN+LgNide/BsV3KVCEYAn/q8rGkbmgfrj3oJGQLfV+/OE9qOQGTAcASIGEfs9LqZt8MRvujI+Nx7uH9ymSFBnQ0WdEl3N2VIKPNxuCwJBLUITgmhdIcN5WbSr4ITcjh6PiOvVFih4DuqyWeBLZiHcc4RNfVCrfFCrqKUz//s+fmY3+JLRELJGjTi45AYYF/0P9IIfCkMlbKeegbt9T+5wxwWgKZoMX9/JnNtXc6cxyfpNrPz65/B023rg1+8BcsgwsFhChhTLXmsFwrEWw2y86jiCT5RG22iTKZv3OfQc/htczVtixxrNUym0pSib/wUoDanFgyd97Xig/UU2KZEZd7kCDXoT6g0WzOnvxC1tZ1OdG45HODBgzPvCHoRz5dyyQPuisc40nfHjpeRE5oYGQ+1yn4cj7GVDpyq1VkwetwcatSumelmRiGiNrzuIOTM2Q2/NrQ0h8dYjOQYSaVDFdUTM3kIXRUBIuHgKarTC+V7bc2yVRHAhHiIlfeUiu0h+r+15/LjmDtz4kRL8+isD0/IyQX3+fV0hHNvlxvrHaexy7n0/8RtS2Cv8WIeSguUigGU78OrWXlhK5VhyrYmJIcWLCeMpgpIqJT50X+b8LokifeTrVfjnL9rRfJqKGeMiyom9oKNnNJ55/fM4fa+eFV7GsYUjeLKrHwecXtRqVNhmd8Jvfi+Uplsx27EPy21bYTL2ZK01GECEd7sBoIVtnmySsXQatDQvm0Ztj7kG7rZdGHk4qIsmoWT2x9H6xjeY3kF250BkhX2du36OebwM56tXoaypCHy298wJkBenf8dOGyxMeyCXUT3gacqqdVA255Momnw7vF2HmOaCyjQK6qLJaZ+5XwjhZx3rEGARvKR3EYuOHLCWo8brwnxbZ9KDAuSagXSVtkB55WzvY5vrND5WsjJrvQFdM0h58dn+fUy4mwaKkQsjrx2Hqzt4LMFJ1FadhMdrQjiihE5rh4IqVen7MYr0NiUuJSTHQCIN+uPXyEvhC3dnfw546JQFTt4pEJLxpWI7qtg/ZjiLzqAD+sMVMO2og6ojWujor7bDsawRHdO6sN11GsUNVE9eAOJApX/epw6xeL6QqEIcdlmN2St7bxgHtrjwie9UMpXCnvYQlCoe0xbpMHG2jskpZ0NvlGHN7UX4yw8pmpL+POrVD7h0MO0H7EtTH6ejPePz46zPn1jtBjkZ9poX4rhlPu6JPAzZ4TAiEbo8ZDsGDv4TpbDoOfRdnf29jtOoE04BoSmeDMvEW2E7/Vwskxk7GfmKJgZB1fdUaMd+V+hhGrOGbZcMbtWyb6Nt+/ejssRZib5ztRBGTe1GhBvvyvE8Eeox6XLDQgEqjLnHc5NssxXGuitzPudN11l4hRwtqKKI7cVVmGfrHCielGugqxiI5lnkOoxXl+Gcvzsl7VEo5JRQF4Miixf4gv0gnurfk/g3OQVEmANerhwDhShgfn8H9LrklAQHbdksaEqnD/l4JC4ukmMgkZEa09U40/dY1pAypRmqjbkvaIVCw35ImGfrC7aBSn1Og2rrUij79NFIQQxVmxFlT8yCfeV5bLnhFG6NjHyL1VApxNnIBNlB6t8+td+Laz8w9OKu/VvytC2KgOEAOQZZH06BNuMVefyn6lqsnvc8tux+b4ZoRDIcjPtEOJYICGeoKhdj454HUzTlfUytkLQG4l0Eass4+PtJ56Aw56Bi8f9ArrUy5UOFtjhF9ZAGJgnhwrUcDGXH4Zu0Df5Ty9lMDdLAiL49Cr1z0C16Crw2fcBXrceBLrU2q4NAA4smqitShI2cjZuZGiMvV0NftQja8tl5ZZ5PD0qlpcFx6FNrEeBlUMeKbkqmf5A5ScncYJ6NX3W+iuGg59VQZEkZUUTjuf7ccxo2V4xlKQ9Z7FtHn5ex7ioUT/vABclcS1wcJMdAIqtj0OXeBUeAqpTTDd8Yy3ugU1aNyL5eeqQHuzYMuvCKHHMK4noEceIXbfOWsXBNOYrqcW+/lOoFaN0w54D0GIbjGDh6wzlrGyg3Lhuifg1trkUzCvoJz2Nx+AXs3J9b5Y9qFItPedE5zwCOwtcBDtMPiZh2iIPFLUBuaETDPBfKrq2EtnQUwn4bM47e7mPs9eYJNzMDEfH1oG3b9ws8Sg69Rx9B9crvp8kgE97uIyQEUPB7pui4duZ6yEvr4T+zGJG+GoAXoKg8BfX4nZBbkkL0SSzs78DuosqcIfi15hns9/7Tz6H/xJNJg5V4uFq2QWmqQ9XSr6fNUkjGJeRL60WhegeZ2oriae9nnQ/JvOE8iT/35BptnR1ycGiCYzaOeFvgj3UvZcPFcwhc8S2M8bmZRLW6aCJkyqFriki8NUiOgURGZLwSc6u+ifr+Z9Dq3IiwEC3w0yoqMNpyC6qMI5MXbG8MpDsFBSDyAgy7a1C6UonRUzRoOuUrqADwUiSffHE2DBZ5HqEjIDLM+TSdqgqUGtMLNAdDrZArO7eD67DjDD8D854eB51NGYsxyBD0c+h5pQh929tQdPNfIETqYyOMo96Uv+8MkweOTx4sDBEBez2rutdVLoS//ww8HfuZwJHKVMcq8oeDsuIsuxVKScCHm9rO4T9V46JJkVj+nQwpOQUkGjRFUwVXy/aoU8AOXUj5GXQ2o2PXz1G14ntZ8/eFjl/+x7SrUKUuw0pTFeaIAvh4DYKnEQ91Z5gaWSDFcgOuN2ef3eAVoqJd+Qgo1NBbpgz7OCTeOiTHQCIrcl6NCcV3Y1zRHfCFesBzcqjlJSOqekizDvIZt0xwAg9NR1S85fbPlOKP32ljUwMvZPV+MYifqlzHRUWImSD54VMHvEz62VqqSNNZmLPCgCNvZg8JUKDFNfRZPAwFx8FosOVJJdD74mE2dqPGfRa122ciZB9clxA1ToLbCvvmeTAsHyxARFN1ODbbALwCEHKvPJO3SzLAtnMvsxkKyXMTONlbF0Wigr9yvwcHJ63BccHJ8veT1JW41jwD07U1rCiPogUJdaxMokz9ZxCwnYPamrmXnzQEdrjzOyztghed3kbs9TYwh+S+iuuh5hV4un8Pix4Np7aAagpIYtmQ45yWKXIPlYpTXuDzJN5+JMdAIi88p4BOeXGGnNh7cofDsyPCqI6KFhmtcnz4axUsJE86BG57BJHCI8kX1SkoqlCgtz23sVt0dfooZRIQeuM5G5Njpu2QY0Fqg7feW4Ip86Ih2HEztBg3PdquOdjxIGcrYgCC5UDZU4CG1AgFwE/6AgsAz+Ts9p6cguVz7oTrwO9QXXEGbZ3jsgweEqDVuFBVdg4RjwmhNpralyVfLMrY2OWIxwxZ2tjlaIGfTKFDJFDoSGYBvr5TLEoQ3cRAK54YKWwFC1IWLPS5GYka+1ljbsSqupsyPoPkikOutjyb4eHpPJDVMZipHYV/9SWJK+UgrlNAnTuP9GzF7UULUR+IzZYYBvTdM8myD9giSB2xTG5Ed5gco3QoglKnKkaNaujy0RJvD1LVh8TbCgkQFSIONBiKWkyZp2NSxCRM9Jv7WrDtRTtUahlu+2QZrrg1WvSWXNf0Vtc4kbFeeZMFi642Zr3ojpqgxtwrUqVzNz9rw8Z/9zOnIL6duM7CY7/oxNnYtDpqW/zAVyswe6Uh7RzWTdZg5Vozyv4NaM8CfDjqGKjbgLJngaL1mRewZOquKTLBYqlDzZU/xc2fHA+1hs5d6pNJAInnRKxY+Ax4XkSEzVrId4I5hPuyzGQQBQjMSOeORkVkgK0E6KwFOqoCcFgECGm7LXBlHAlAWz4XCv3wumsUhipUr/wBLBMyOwXsSFjaJB9cxudFRIFpeZTIDUy7I7diwqD9shbDM+gNDj1NlwwpOj7RvyuvM7LKSCmCdPVIcgrknAwfL8mvgSBx6SBFDCTeVmgYz/43BtQGC4IDFCqg/oQPDSdSpxPS5MGnfteFVbdZ8IGvlGPbS/bEWOOaceqcI44vhPiqPvkYJ8/RYdZyA+asNKCoXIltL9rgtEUSkxMXXGXC6jusUCgHLJvXHWHOTi7WP96L8TOj3RjU3vjeT5XhmjuL2PkQwiKqxqqZlPIvvtiU0h7JDit2jKZ9gG804J848Bg9bbnZgLvKihLOV9WkCfjcAyG89u8+HNnpTihNjhkfxnT9QSjr58J1bgE48jwKOk/ZjRtJAOcKdzNFRXrbSdbHawRsZUB5I6DOrnOVFW/nfuhqVuK+h5tx6PAxfPG9o7BmXiErWw6mulVZV/lxqGOCV2hzt06KEajMoweOSQji+f792OQ8Dk8sf18mNySldXKnd5JbBrvCTtZNQMJIw+U/tgNYbpiIamW6jPdxbyse7NoIW8QTS1ekMl1Tg/cXLx62pLLE24PkGEi8rZBy4ZipGjSc9KW3sSenZZN/F6lFkJQJMxj52HNef9bG0guf/F41a4dkDwnAtz6QqgU/ElxxixnnjvrQej56ETcVRYWLllxrTmgRLL3OjMVrTUyrgGoHWs76maH9zX83syFM81ebWATkxB5PzjQIOR8kw9zbHkRx5UBRmsEsx8wlA5GHVx/rzZrWjkdP5hxTwbREA1s4DLNchpVmIxM9GoylVIE7PleOmz8mwO2IgPdE0PSrTgTPLESQWvoSXSN5DBYXgbwk+9wElbEWIU8n61wY/GUIqoCuuGTFoF0IMqBzNFBzGpANw/799R9P4tDhjswbz4G+anHe57C2vNFrYD/zYpZWTA68Ug9F2Wz0hz2QgcP97S+wqYjJ8sVdYXKeB0Y8FQqt1lcaJmGz88SQ5ZCTV/2bHCfw4ZLUTod6fzd+3P4iaEoEkezU0RHO043BVyquHdY+Jd5eJMdA4m2FVqUf/O8KPPtQNxsxHL0vagBLKhV476dLmRHd+LQNfs/QihH+/pMOFjlYc0dsBciDFfCdPeItKNqc7JMQjX2vYX/zr9Oe90yGkRF/3QjgK6n3ff8rz8DRbkZrvR/Jbfa23jDOHvFh0hwtasarCyrG9LgiyLUGaz7nz6kXRI/11gfxuYoaFIpKw0Mh53Dkh20I9se8l5Tag/hQn0wzAAQoaw+BV5PccmZ8vSdQNO0DTPxICKXKMjuKcthEDiyd4LIA5vyNFCm8tq8Pj26IOwWA0kAtuPlDD+Zx16UoC+bCOvE2+HqOI2Ab1PrL8WjWmvDKuIVobfprSjwgM0Mv+h2nLsM0bTVrKewN0xxIMcXgkzHP96dAr+kMpdd+PNO/lz2WaQt0z15PPXNwMkUaJC5tJMdA4m2HpiTe9cVyXNMdYgqApHxYOTo6J4AcBxIAGm5LH0UOyNBe9d6oZVl5kzmRo88FLYIdC6IS+ZbC6r7ysnO9E1pFenV33IDTpEeO5woqxqSoxFCnMg5m8CTJQujf7UawN1tII8msUUEDnbzYT3lxE3RzX8q//ZNPoeaqn8Ldsh22My9AjPgTKYN8dtFrKNwxoALPJzZ34bGNHSkpIPP461AyuwiO+vUIutppjnFqCJ+XwzLuelinvG8IKo0qVC3/Nhz1G9h2w94eNihp65iFWE91fcKAszRSTTVk9KlosVQRrW/5Yc17mSEnPYO4tDKNh36PdT5+2r4upw4BbUvHp0aSfEIQB7yNOY+XXrfDdRbvK1o4Qu9K4q1CcgwkLhmoJW/R1aktTZQG2P2a44Jm7mx62oZZy6J5/jFTtTCYZXDZc8ecqf+/f82ATTDvBCy6CZhW9dHEc0ZNVsNqlaPlbICF2BVKDqVVCsjkPISIiM07H4PLE11pVZoWQyMvyblPMlDnj3mhUnMIZFFTpBTAmCmaxHTEbIyfpcS5o96s1pScpUlzhy5yYN/vybOs5VjKQFFxGoLXDF7rgGr0AShrGmEasxrOhtdyFOSJzBHw9xyHddJt8HYfhZ8GIsUctZxknnOUkX5XCP/3dDP2nU4vzCPxHVPdlezG9isKTDCJqRUqtNCVzxmWMA+pEFrG38ButM2j3las76D0wshDp4ocgk+WDiiTGmUafKRkBe4uWgJHxMu0EfSxFsRlhgk5Uw10/2LDOAh0LoQgVLyC/cznxFDNgTvm2Em8s5AcA4lLGooUJGSSL4C9m5xYe3c0+F5coWCGPJe2QEIYiANsVwLOeYD+eC3K3LWI6IHwVGDWdi1OH/CihAeK4/5MrG7wbPe/E06BSV2H+XVfLUj/geSVr3yvBZufJg2BdKdAruBw3QdzF3IJYgjchIcg19yMsF+dwWJS8JfD0mvNzPE6d8SL88d9zNjXTdJg4hwt63jIhBgW8y9rRR76ZY/HCg05lC/8KrSlU1ntgOP8K7lfy8kQdLXB13sSQVdL4m6VD/CRPc52CkVAlScQFAgJeG5rN57e0gVfMPqd0qh4jKvU4mhDZj0IkuvVlc0CyjBi0DYLbT8cClSfQJoC1CFwlWlqxsFJSl6OEj61S4bEi2hIUmJy46BVP6UCTvna8buujcwhoPvmaGshhwxhZHewaVulitSOG4l3BpJjIHFJQxX7aRX/w4A0DibM0jKVxDkrjWg4mWMlwwG+QZNgI0bAEas1IzM7f58aZw5GLdHgaEaf5xSOtz3KfpfxKiwY/TUmFlUoE2fpUFatYt0H/V0Dq+tR49VsmmRFbXqBYDJtzjfg5Y5j5j02HPrrRxAJJO2bI10EETd8UoRSxeFXX25m0yf5WKkAdXGYi+VssmP5qPT9aOtUsO3z5HAOBMhM3YnuA7m2GPrKuex3nnQD8iIiEnSibfsPU06sqQ/w5bExxtzNHNh62IZHXxuoJxhbpcFX7qjF9iP2rI7BxYDC8I3BIRZD5IH8pe9W34bx6vIhv7ZCacY3q27GLzteZd0FMvDMdSTDToOXbGEv1tkPJ5wGNjXS2xRzL7MLJ9ExUTdDPigSERTDUHGKERVPkxg+kmMgcclCrXvPPZx9wuNQoNTBn3/QzjoDrrnLiu3rlOhpC6bl8ynEbi6R49rrrPh9bze7uCU/hZyCKrkC7u3BjM5KRAhib9Mv2GWVmFrxIRjVhQ96Umk4lI9SstbKaQt1TDLa6xJgLZVDo5fB1h1iHQkknJTtItri2AghwqN11yJEAiRCEFUXZIg8rBNPQF7ViYe/r2LaCES8DZFw9Ifx8Pfb8KVfjILelHqJKFllRNsz/TlTCarxA33vlE+n1AFV51OxHrXlBewN2U+AKMDXezrmFAzsROMCSKHZWTyovjH2e1E7oEzTKkpu7RvYlkErw/tWleOmJSWsa2Q7ChVVikIjkj3te1gNAg1D0lUuQCtvxpt9XfCGI6jU6rGiqAhGeeahQ8GCtA0Khwz5p8uuHJZTEIde+2Ddh3DQ08gEkaibYba2Fq85juGsvystkhD/N7kFcQnowdxVtBhmuS7NCfAIQSg5GXrCLtaWudN9jrVW6nkVVpum4UbzbOgKciIlLhaSYyDxtuHoCyMYEFghHfXjJ3N0pxtP/LYzf21B7jLuNHa+6kDFKBU+/q0qpndwZlAhYu0kDd73uTKmplhsUOC5nn4ccUer1HU8j9VWI5aG9HjI3Zpx+6c6n4AnEJ2GZ9VOxLiS7OI3GVXmihX40ScbWQFmRa0Si9eaWRHm+sf72DmJOzIlVQqsvr0I0xel57t9oS40broKXQdnR+8YlEroOzUJW/9qgctBrYbpx0HnnDpA9mxy4srbUivKlVY5Rn+yFA0PkcMWKzBk0IFxUFQfh2r0/sHvLPGbTE1FoNkdAxoCFPZ2pZ8bmsrYAVBTg6MYCGijn7vGHS041GRvdkh8QSwGOT68tgLXLSyGXjO8Sx/NZ+ja/4do1wSlPSDHv/s5nNJPBh/TChDddjzebceHyoy4pjRqrAPOFjjOr2f1CmREdaMnwVNATUQ2o0uoOQWuNk3HdeYZaQZ4OMg4HvP0Y9gtHtl4w3UqZ5sjPTJOVYrzge7E80iQiYoarzCSvCYS23rBdoA5Gu6YNgNFG6KOd/R1dD89Z7f7fF4ZZomLi+QYSFxUqPrb1hNmhs5SomA58pP7PNj0dB/rxyeoaI9EgNa8rwhavYxpGjz+m86cBj++DgxaozK/xqOFyr5QuNyGuasMuOd/K9nqm4SB6LV1E9UoqxlYqUzWaTBZVwVfREBAFGCQySDjOPS0Zx7S4wl04kz3M7F/cZhV8+khjZSlCERP60AkgnQR/v1gF+RKIBJKTaf0tIXw+K874f1YCRauSS3Y5MJmtO5cnONs8OirJ4OV/YzRvg7vcKU5BkTJSiPUpQo0//ssPKeiNQy8sQfq8bugGrMvRSVRoStnwkVEJOiBr/twznMQ8WdfvdOR6p3RW2GkfoHmTTSx23ChuoeO3b9MGoQUwdPlt+O0LhouF5LGEpOL8LduN8yyHkz2nET3/j/AI1fghMEKn0yOWlcvThiLBoZpZGCWdhQbYKTi5Kx48KS/HV0hJ5MoXmGYhKWG8awQ8GLxWO+bEPKMwaZoxQztKHy14jp0hhxsNkONsgh80vuiuoTvtT6HlmBfipORqdGRHu8KOfBY7w58quyqEX9PEoUhOQYSF80hOLDFxfT++7qirVBqLY+acSrWs598PQwFRVYcSJr/n/pBNV5/NleoOjVQoOwDFP1R50DVXphzQCJDFJ6n2QMkEpQsFJRMV2sQuzY40HDCx1IMVKOwcLWJCRJl6mw43vEPCLFWsFrrlbBoU1Xx4hN3c5Fs/OO/J2seDOalv/dg+mI9c6gSdKyFEMo3kS+/C+XxRCCIYspFPo5hsgaTvzEB9es+CTEcAsdnfmMhTxebFyDXFMHXe3xgtkFWLt0Rmf2nnkn5XnYrSnDCMC3r82kM9ZNtLfjk+T9gc9kobCuuZhMYKYMvsC8DFXKKGZ2DedrRTBwoOV10M6K1Gm8FNGtho/N43ueRaaeCRpNcy26ZeK5/X5pTkAt63nbXGXyweJmUUnibkBwDiYsCaf3TIKBk/F6BOQXE4Pw8hcjJgXjtyT6mIlgICR04qkhvH5oETL5L1N7NDjz/cA+7ZsfD9+Qo7HjZjru/XIFl15vxymN9iee7/G1osW1lv9MUyskVHxg4Tg4oq1GyGgGSZKboyUgRiQCHtruwZO3AICaLklII+WWmo0HqzBENKknotQj4/Jkm3F5qxRWW9HkPlF9X6koQdLXm3IujcTOKJt9e4NwAMCVAIfjWFQMWQiTggq/nWMp9J/RTmPEXs0SF6P52zohXyqdiV7E54QAIg76lKgEIxDZRoTDhfdZFWBRrD2wJ9LNuASoQHNxl0ODvwQl/G/syT9JUYqy6dMTe73rH0ZxpjDj0+HzdgJzzYMJihDkYQ1VdDENgEYixspF7TxKFIzkGEiNOV0sgzSkoBFpNH9w2vKEvQ6lltpbJoTNkD/G3nvfjuT/1pK/gBSouBB77ZSe+/KtR6GwJ4uBWF4smnO15PuFu1BatwTilElVoAKn/2xVGrP3sTJTVavDsH7tYJGV4EyXToX3bYhGZODWjLQU5BtmcgrizRS2a3lAYD7V1wx2J4Ibi6GCqZILugSr/zAjosbdiT58ddrESnHEuprmPQR3LM2d8RTgwsoUl+UhalfcdfxKO2SYY61alpIGEcLqzGuIVBQ0z3mOpArgMvZSxdhtTOIAfT/wsW3nTXAOKtm1wHMPz/fvQH4kWT9D9KwwTWUEfVfD/unM9zvg7E2OL6Cgo1//F8rUoHkKLYG/IBWfEB4tcx25xzvk7CzLm83VjUKlM/17EoSFQVF8wHKhAUeLtQXIMLlP8Db1wbj6LcLcLvEEFw9Kx0M6sYsp7F8rezc6CZH0zQTMQFCoOocAIXvgHsex6S9aKfurrf/7PuTsh6Dn7NjtZh4OzP4xTR7vQ3LeJPUaB4s+UTsIUHI2uDDmAD7bB88N6+L56FQ6/OVBAOBKQ46LWyVgU4uR+D9obAkzRsGqMCh2NgYz74rgIiqytsJq6caZ+Xvze6PZi//JMAbwTBl7zeGcfVpiNaZX2bPARhS0yQO//taI12K5fBnT0MjckUnoLXiq5Adf2voKFjj2Z3xRLN2Qw/pwcKmM1lKY6KPRl6D/xJEaEJO+PtBZ6Dj3MigTLF/xXwjmQqc3geEVKKqQk2JNSV5AJjta+fK7WWA7dShX6w+7EWGKaZkiDi5KhqMHrzpM46etgv/ex2Qmp8wmom+B7bc/hw8XL4BVCMMu1bCojFRUO5rSvg2kpnPYPOHYzNDW4u3gJG3hEXQn5oOLHz+apAxhuDQTVVlRJUspvG5JjcJkhCiJ6/rYLztdOUcyb+ofYT/f2eqgnlqLya2vAa/Plp3PT2x66IOM3Z4UBezY6L1i7IBNTF+iwYHXmMci0UqP2yPaG3Cscihwc2enCG/+xMfN1vutlRMToKneuaQImqaJ5Ucolx6/bgjuA9vvXQx2cjRByz7cfCnQs1Lr4k882Rgcc0fVcjDpl7PdB9lXkBUQ0YRz9QANmoh7ztnfh5Kll8HiiqYiIISoF7SAVW25Q3tfuwnUUEk9CWzYbno69GYsnNluvxDbL8sSKnLkPHIcwp8CLpTdBJQQwy5WtGHHgoM3jboDaOg7a8jlMQTCR7y84csCBkykgRoIFvCb6mKd9N5xNbyQUEGm/htqVcDZuTrzXqe7jeClyA/wkF5zB+HKIoFh2Br0cjRnK7XB3tb2JIsNo9Bsr0pyC5M+gPZQ9EkePUwvgzzsHRKTMMi0+VLwMSwwD9S5HvS14oP2ltIjAMV8rvtX6DL5bdSvm6Ubj5STtgvT3xuE680yoY+kNvxBCY6AnWsSrKmbKigQVTY5TleF8oGtIMZ7bLPMy1raMFPS3ThGXN91n4YkEmFIkdVHEJaQvdyTH4DLDvu5Y1CkgYlMH4z/9Z3vQ+fttqPzq0KuBKf/e1xGESsuzXvxCCu0GQ68ZN13Dhh6dO+JDf3coNZQ/rDEyA5TXKvH+L5VnjRbUH/dh/+uFjYDu6wwnjqmpf3Pi/puKZ2QO0JOPEBYwU96O7eGxGAnobZBK4XN/7EY4FBOfSVq807mjlIk3EIYY4CGoQnDNaYd9eQMixgB2i5VovcaFWyb9DX+wfomlD8J0XczwBjgxgm4f5f1THQOS+KWe/sH4eDW2JjkF6YhYX3wNZriORB2orG+SR9hvh8o8Br7uo+BkSqiLJjKjXZBTwPGQKQ0onftZBOz1iAQcUBoqEXJ3wX5uXY5tcEylMe4YsPc64VZ4Og4gQtMfIUIhhvHerqfxWMXdrENBTFplk1Og5+yYIN+GHq4u/3GeeArtoSA2VE8Bbyke9iTEwdgjXvymawOLLCw1TIAvEmQKhqQbMBjaJ9UE/LVnC75Qfg2rMxDpfWVwCijMv9o0lUUvnuzbxdoQ4zMYlJwcVxmnsLQHpUfeY52Hn3TQuc5NvKbhvdb5WJXU6jjSkBPzq45XcdjXzPYZ51nbPtxuXcBaLS93JMfgMoIMk+2Fo9mfIIjw7mtGsMMBZUVhbV0dTQE8/3A3Ws4FUqbwDXe2AbXHaQ0y1p3w2r/7WD4+bvRk8thMm2FA6Yl7vlaZU1lt90ZnYSqLSYtOp68J7kAb+92sMGGmYXTO8ztKoDTF0BwDinDQ5EmfW2BRADq3dIyzVxrYoVAaIdMx0/M8TgGddx+Cd3wvIKMK+KTHOQ6tGgNOm42IGDNXxyeeCx5KdxOA6pT71dbxKJ37aXQfeCh2TqJ6BtTCJ/C5Li8cXHIjui0zUW47lP1pogB3+264W7cn7qKZBUKoMA1+XcU8hD3d6HjzR4n7qENCpjLljRwEnS1srgFFGmxn/gNH/WsQQqlFkZM8p/GJ1odZdOScdhw7h3IEMEG2H7Pkb0DB+bAXVUzvIJNby4kixrjtMIeiUapeXmRFh7k+i+Hwj57taAj0YIPjKIIxvYVMkGE+F+hmdQz3VVyPn3e8zH5PnjRK7ZNfq7yBRSPI4B/xNqecSXr+q46jaAr24euVN2K2rg73lqzCn3pez3mMFQoz2+7FXrU/1L0JR31Rue3BDthT/XtYrcWVxim4nJEcg8uIQFMfBFeewi4O8B5uK8gxoCjBH7/dilDMcCf2E5uEmMnIsusd3U/XPhq+R9mMCFik4fbPlKJ2YjTMTq2Et3y8FNfeXcREiEhwhzZFnQLDYcWNZjz/l26cj3U8kGjQ0uvNmDBzoOCKlBALSl8kPafNMaB5P888DfI8F3R5Dm35TBgsMtbNQcqHQjEVTiqYKuL0hXpYShX47j3nc6dteBH6Y+XwTs5+3g5arBjvOcsMW9YKe5rW5ydhoqVpjxlHrYC2ZCrrPgjYzgEkbWtdDuTrTKRCT2Up8ur1DWpxFEL5p2PSl0tTMg3erkMQI6neJLVP0i3/NmSsELJ9+/cRsJNTlHSiYyExTqbCKH8L7mn/O5prVHAYlVBzXsi4gc95Kc7hdUyKRhm69VB2GSDKI/DX9UOuDOC6jvrEczWRcLSd8YJiY+k4BB/W2Q8VHIcgLYG5utF4sO7D2MJqG9pZpGCKtooVQdIApj3u8zjsbc74eopQnPC1YZf7HJYZJrLRz/noCNlZkeXFpCNoxy43jb/OznP9+3CFYfJFTWVc6kiOwWUWMcgPV+DzgA2P97HVfLboQEYjywE3faSYKQwe3+NByC+gtEbJFPxoLkIy54978cJfe5iYTxxaMSeHy/O+G5LLLVewCYvJBZGkmUCtk6tvt+LK90SLnNTaoV8I2u1vJn4fb57LTEe2Wn86HQ5k7vXOhssWwbFd0YJFei8djUFWw0F1GJQnpaFLOaHXBXL8mXMc7God3tu8Gee1Y5mxS3MORBHznPtQbs5+0aZVOLUkxtH12oHO/PMAPMZxQPfGoeed8iEKiAScsRbJ4W1bWzoT9rMvpDsFse2zH5GkSBkXgI4LpAUGRqMXYl8rzj97MxRNSRM25WGMmbgXJVP8iS/NdHsP9lvLL0o/xlBeFx+zTOqDN1hms9tgNjlO5GxpJEdik+M4cwwon58PFq3wd2F+THnxYnDA05hzvgPRE3ahLdifKAa9HClclk3iHY+yygzI83zkogj1mNzT+wivK4JTBzxDLjKk6+lLf+9DOCjiqvdY2cTDOSuMaU5B/XEv/nZ/OzOCyQzFKSAnYsp8HXo7ottIPtb47xuf6sex3S5seqYfHtfQVvOBsAN2X3S1J+c1COqW5P2DOomKIe0j+VjjjhZFNp74TRdLi1hK8vj2PBAuyr3C1srUmGgpwz3t/4AhVu1O/fm0Q5L5XWx/Ezd2vwh9dXq0IBvjtIUJ01itY2KV/yO7OlMYRyHoaLwgh0OuLYWj4bWCHQtVFlnmgNOAjj/dCUXLoCr7sBz1xxdh+95bEneN8dhR57azFMNgyAgrIMNkdSUuJgZexWoHqNUwF91hRx65ZFIxjLYfF/rpXuw1OqU5CtlHMEe65XJAihhcRsj0KhiWj4Vry7mBwsNkeA6KcgPUk/PPmHXZw8PuGqB2vw1P9OGj36jK+DithF98pDchDJeJwe2QpdUKrH1/MUoqlWit97OxwWOmaLD+id68rZP/+lXXsCY49nlOJtZhZu042DkDDqIGs9GSVihJ/+6UWXA2cuHze+m9UKFkZ3MAi6424dV/9WU/doGDc152ASIyNjQBz2KpxJgt38JXG3+Bc9qx6FUWs66BSZ5T0EV80FctgsoUHQblDDSg1bERzkAjc4jK9AtQYVjOfo9To1ZBAQGhPK7SJKMV5Yu+is5dv4it7pOz2cMvwIv484xazAsHIewektCSwQbYymNHnfThN29bjpBPAwiZIi4czjXOwdQJb6LI0snO1geaTuDpmok4ZSxKmSdgleuYTgFV/X+z5ekRn9AYxyUEcH/7C2zPc3V1uKd4eUZtBINMw0SIcn1K1JVAkABTvpU6yStP0Azdcc4FXUso3UE1D+djw6DyFXbKwaNcMXzp7HcDkmNwCdHW4GcSvKSOJ5dzmDRHhwVrTDBZR+5jKv7AfATO9SDYak+97vIceI0C5V+6sqDRp1QDMFxoEUfqhk5bGEZL+nvrbA6iqyWY1zje8vESFFcooDXKYDDJmLSy3ixHUfnARYzOZSFRjeE4OTbv2cTvcfnjg6iDE1rMQAssiK7UfVDgBCpxTKjOKSo0FOgjOnfUi0XXmHB0txtt9YGMi+OVt5nxepUGzUFv2gWRnAJqK7vWNANqhQGVS/4XXfsexATvWUzwnU+strUVc1E651Ps93N9T6He9gzTa4hPkOz3HUN9/7OYV/Vt6JTR1aySAxa5DmC7fk7GugWKSJQFu1DrC0JbNgu11/yGtQJ6u0ldUIS6aDIc514sWC1xMBesnMjx4LNI/GZDJgBlTUBnbXwb0e9V5/65WZyC2NO4CM41zkaRJdpmqBZFfMInB6a9H4c8TWyVW6cqwUxtDfjYuaTK+V8ktSVeDMiIU+idwvs/rrkjRQCJoHkNuVIEdBVZaaTaCqBIrsci/Vg2ICmTYY47qHFHYkSOXxTxWN+beMl+qCAVx/hxLDVMuOylmCXH4BJh+zobXn60L2V1S8p629fZ8eGvVWDM1KFdpLIh06lQ/f0b4NhwEo6NpxHu9YDXKWBYPg7m66dCUZw+rS8TNI533AwNy9UPN1pLffeZHAMSDSoEamc0F8tZQSI5APGOiAkzNZi51IC6yRo2VvdiQR0JccyagW6E8yjFeZRAw9bLArxQRfvYR1KXIVa0SSmYj32zCpue6seeTY5EzQEVKa661cKGUy0WbsJvOtfjmK8t0Z5FF0magvflimsTq0EqIKy75kE4m7bAfv5lhGJSx96O/Wje9FUIE2ahPkKhdXorqR96IOLE/vYfY1ntr8FzMtYJcGXXS2iVWdGgHTMgHSzSmRChi3hwV+eT8GmWQ1syBXK1BdZJ72G3ONRa6Gp+Y+TrDwpBjEBtGYuQayp8fScLPgatG6g5CziKAK+Jg8CZEQnmMTIiB68vtRK/aOr7oVZaUJVFVXCOrg5l1NURciYmamdCxhonh//Fo+8JKSM+b9uPj5SsSHlsuWECXrYfYlGDTE4niRStTGo7/ETJFex4aRJjPHoQN9g09vmekuUYqXZEvxBkYlDkFMTfRz7oWKgj4u7iJbjckRyDSwBa+ZFTQCSvbulaRMV9//hpB+57sI618Y0EFBmw3DyD3Qr1vH3HOuDYeArBFjt7vX7JaFx98yj88YSfDdoZzoqbBhFlvr+wr+Xu1xzY+oI9pbOLOiKO7vKwG9mh8hrlsNIEheCOjVcmlPLBLVYcfLgwoahc0Hdj1IToWFqVmsd1HyzGmvdZ2SRLijZZSuWJyA+twr5ZdQuaAr0srBoRBYxVl2GapppVXpPolf2gF55zfggRL/zBreBMVIU+QNjbg1b3axiszWQXinEmMg9O0Qpl0I9wzxFcUTKLtflRn/89bY/gsGEm9pgWoF9hhVbwYpbzEOY79kJHolA5DK514s3wtO+CEPa/Lc5Bz+G/onj6h+DrPTGk1ymCQHEHILOZUbf299iurs9dJMqJ0GqSpMBFAb6uw1Cbs+sfkJrhZ82L8N3uVzMWixJzbZ3Yb73w0DwZ1TecJ/HB4qUpioikavjtqlvw267XcNzXlvi+0N7J0H+h/OqU+Q5amQrfq76NdQXQ9qiGgSIJpFlABYeFqC3mglIFz/bvwwFvYyyVl39REHdQqNjyKuNU3GSZzTouLnckx+ASgKIC2fLg9DdOIfL9bzix/MbsmuQXCzIa3Q+/CdfrZwaUEskA1/dCZjqGj316FZ55yo++zoEiQRqjHKbeeiGXkJE2qwNQUadEUbk8ISKUjYAveizZjD7tv6M5eNEKmvyhgTy2QlZYpGVIZEmz03elpEqJ2ompFzCKHpRWZXdGSOqWbsl4Gvw4+4tOBHvD1J0Hkb6E4gfAW9ogzHgVcr0dBp0NogwIJjkFdM4PhK/C4ciq2Jo0uvY71y3DZlcrvjaqlA1DQtCNOa6D7JYJtTVJd3kQCl0ZqlZ8D117f4ugM6ktjpNBVz4bQWcbQp58sxryc/eaCnYbjBgJwdn0OsrmfZbpNIgUomFeZmFOCnUskHM29wojdq23QRSztIKKMoyrSz0/trMvwDTu2oTSYyY2de9gWhRpxDzhQ+aynEOehgKJF9H45MGhfrNch29V3YKWQB9zDohJmgqW+sgEGf9lhgnsNpKQw/vT9nUpo5zzT7EAS8/8V/k1UHGKy7o9cTCSY3AJQGN9c+XB6SJ8/rjvbXEMHK+dijoFRHLBoghEnH4o/r0NX/rlrWg+G0R3exBNCOJMZQCBN0PgN6RX9tI1isL719yVvRWILqYLrjKlTC8cNjFV4osRNQgJA4N1FLLU/OuFQhLzIQXAxxoKEpcsDmxK4905FBwLJdAbwqnvtyMSiLfesT2z38O2Sni2fAwkSWMwdmPW9M3gpg5MFzwbmcucAvY6yFJ+1vsC+L/WXnxmzNqYdHGmE89DrrFCW57eBpeMyliDmit/wlQLg44mpnwo15TA2bQZIe/wNC0KR2C6DCpTHequfQjOxk3oO/l0gY4BB5nKDF/vKSy/cQwObe2B30cDkgavikXmFFDhYcqeQx74+8+y9E4mAkIIOzlPZseA7Z5DhOPAsT5XXDDk9vWEXHBH/ChXmNOMKLX2vV3tfaTW+GDnaxCGoRdJBY9x+WaJASTH4BJgqKI6bxUsxPxS6qjZFAQRoS4XfEfaYZ1eid/LetAcCIILA+J8wMQD5i2ALGkwHYX2b723FJV1ufOuY6aOXBESYbTK4Ogb2Rak22b9BxcL0vThw9FrelgLdk4FDeCeAcxaa0Bx5YVfzLpedUSdAiGzIaDKAyolbHUWY8uOOzFBtw6Vy3eyeolDkZWxNr701Sjde8zjg3PMddDazsLbdTg1/MEK+zSoWPzfKRMMmX6914/NNie6giEYZDIsMxsw16hj+X66+XpPon3HD5lU71uVXgi6O6E3VoOTq9PElrIjIuRuR9u270KmtuLue2/Eq/9QQdk/iiWY6E+ikw9hwoSdmDt9Y+YtsNkOmekLuxHMY/Cp5TGr4zAE4lv4RutT7CfVptxqmcdSABfqnI4E+zwNcAmFKWEOZrq2ZsSP592A5BhcApAKH0UEsobeOaBu8luf9wr3exDuyVPdLePgO96Jhy08WgPRC1m8XcsxD3DMBjRNwEKlDjdNsuZ1COKU16qgN8vgto+MMXf0RzB6qhoNx4d3AXk7oNkFhNwL9NwAuGZF//2S34GbIlaoZRcWIu7b4crZok+7J7261pjxP/vatSiadRR+vRpuMffkO3rFQbcftyy6D67WHUxOmAwlOQSGmmUwjbmaRQziUJ3KH9u6scXuYq+Nuxx7XR6MUavw9bpK6HgRnXt+Nait8eIjU0YLf72dOaSbcxD22eDb04Z5NireI2NNYaxoBlyrdYDnM38ISmN2tUCaR1DQscfOZbazpeGUuKt4EU752rHTfS7j88RBYXkSACJ5Y/pJzsHrzhNMtVDLq7BYPw5TY7Ur2WhtbcXNN98Mt9uNW2+9FQ888EBB7yXr9oL9bOWfaf5DNujsa3gFU3GUSEdyDC4Bll5nZu17GeFoRgCHeasu1alfHNzhCA67sxy/DPCNAXbzXnxkVOE9/JRuuOIWC156JHOv9pBTAzQgKCiOaEohm+RzodunWoHSaiVz+natTyo+GwRtzrQTcM2Mfh+Cooift+3Be0pGYZK6Ytirtog394WUtpoyNFcE+nfOgWrN6bzbZpEO6kDgZUwymW65+E+PjTkFRPyo4j8b/QE82NqFzymamZrhW4lMZYTaGjUew22d9B+/Av6TVyT+zcXbCAQFvAduBCcPQjU6qcaA46EtnQGFNpqnpwr7ra7T2OI8xToEShQGrDJMQY3SitZAf9auBIoWfMAwA/90HWOGfXCgvU5ZzLoG2oN2WOV6zNOOwX5vA3teISoSz9n2sRtFl+K6HZudJzBeXYavVdyQsYhPEATcd999zCkYKag+oJB6gjh0nGpegf+tvJEVREqkIzkGlwATZ+tw1e1W1nKWXIRIv3M8h7u/XM7aA99q5FYdZFYtIv05lPMiAh415jdM/qCIDRv60brdB0dfGAaLnBVlkbSvUp155bv4GhN624PYtSHdGJAxJaXC7pZCQ7tROeGRcgyuuNWCPRsd8LqElFHHNePVCAYEpsOQMQLExcSZIkDlaBU+dF8FtvzHllPqmc6usg+QeYBIrMbxuLcLx9r2MwGa/yq7hk2xGyrqcgW8zcGsFoAOP2XWJCdCZp+KxWWzsK4lhFCq25ACvZXRmsIuumFBxLo+e9bH6TgOub1oQgdUrEJy6FGkAKdEiFdAE/FBNoSVpXXyHcy5IWj0s6/3+JBSGEJQBd+pXE6RCO/R1VDWHgLH0yArnjkjJbM+zh6lyv3vtz3PVuRxesNunPC1o1ppzeoUUBphurIU15Ytx2TTJNbPT+2q8Qr8qZoqHPI24++929hqO+44TFJXYpF+DPtK0MwAZwEh+rjDEf8anfd349ed6/HNqpvTnvvwww9j//79GEloRDS9v1zoeCVKFSY2FXKObjSLdIykZsK7DckxuEQgeWBS6tu53oGWs342SXDyXB1Ttisqf3uKY8gpIW2Dvkf3Znw8wgEugwonx+UOK3N+oPKfwM5Oe8IwO20RtNX3MEGnj3+7CvoMgknUekfzFNKWLzQzoNkP/xAXHfEpjbmQK4DVdxTB6wpj6wuOjM+huQ7xGQsn9rrR3hCAXBEVpKoeq2ZDj155rJdNhqTJh4RSTe2FGpiLFPC6I0yrgZQLf/aFJiYWVYizYtoBeCcC/lpaDUadtQOeJjzSuw33lkYLAYdC6dUmNOYYSkXuWmPSv5kEc/Vk1JpKsdrbg/V91L+eDn1cZrkMsw25CzJ7/EFs392H1vNejJaLaBgHuLMExmibJzkLZg0xhdCorsUb1isSkw/VER8WOPZghW0r1KxeQIDKMh4BOwk6RQ0zM/y8DEVT3gfT6NWJbRnrrmJTFodCqGMiEFHknk3iMyHSXwVFWS+MdatgmXAT03UgHux6jQ00Sia+Om4L2ljEiESGoiv22OhtAFM01fhi5XXwCUH8kzkFrUzTgGIB1F2wxzMwuCk5BH/G3wEZx+HrFTfh770DEy2HAjkKtD8SZ2oJ9rOCRYpymJtD+O1vf4uRpkJpxiL9ODbUKVv54cdKrsASQ1SETCI/kmNwCTF6sobdLiXM105B4Hwv3G82pLQrChwQUMvx6J1TIYY56M5EiwzDRsA7LpbcjFG8HlB2RX8fbABJ9/8vP2jFwjVmVnCY3G739O+74HFSkdmggxIxZKeAMFpkbIpjX0coaxcIpXVWxLo/asZpsPUFW2KktLVMjqXXmrHwahOTXKaV/4zFBnZLRq3lcesnSrH2riI2lpqXcagao2LthBQd2Pe4M2F/6M04evPLS7N0wn7AvBcIlAjo+qAPYWvUSFBP+PusC2EaolJf8Uoj+t50w3XCl3KO42FhmkGXvI4XBB4zlkQt9x2lRTjp8aHFE8SoesDoAHxaoJHsr4rDl0aVMwOTjRNH7Gj/fS+q7EAFF62noNXv8ZnA5rVAJMOVSWaoHtJq/bhuCp6ouDP6jmLH4pdpsM2yHGdMs/AZ2wuQOeoRsEUVLGlSIhU46qoWwlC9FDJqt0xCoS1mCpDd+/8wqG0xXhWRjhiicPpggex0yuZ8HYqZGpwOdKI+3I/RIRnrPIi3AGbcNkQmFvSLmruwx1vPJgdShT0ZyQnqaNfKLzpeYVMOiUKEjsiw0j5PBy6sDZTe7QMdL7FcPqUawoEgTn3pCYRCISgUCvbzQjsRyDGi461SWPDp0isREsPY72lkDhCTtI6lRD5QvFRyCoaI5BhI5ITjeZR9biUTNHJsOMWklF0KHjsnFuFQVTlke5WoPRqtoBdjF/iIFui9BvBMiYa/9ccGCukGQwaxqyXEpigSpKZ4x+fKmUPQeGrkCgXJEJO89IxFevzpe21s+5mM8f43XCxts+RaE6Yu0LNb0C+w+Q6kqhjP55NOw9E3XdizyQlbd4it+uesNLL0CDkGBLUVJitWUiRo/ePRFsxk+1ZItIDtNfYaZR+Hir/MR+sXdkBU0XpPZPPlaYrdUODlHCZ+rQJtz9rQ/ZoDEU90B1QtQqayYdD5Gzddg+px0fSARsbjS70W1P+5GzJ3dA1LxxhRAtb3mDB+SvZiWUezH/af9kIfywhQBJ3tQwSmHgZUAeClAQHE6DkCMLmoCpriKfD1ncrqIGhKZzD9gZBMg2dNt8RMQ2qqivr6u3gD1svG4FrhdIruAIkZyXVlMI2+OuP2qVZCqa+A/dw6eKgYUYxAZR4D09hoa2bIRUZ44AOV6enzzp9qe0V9Ci83HWEGL061In97Mg076o94cbNlbtpj7UEb9iZFBgqFDPlTfXtwISRrCZBD0vrX7fC39LPFxfKP3ITNf6I21qEjiAJetB/EOvthVm9BqDkF1pimsZQaOQtvus/CKwRQpjAx2WbzEB1mCckxkCgwpaCfV8tuxDefa0RgfRiWrYOeF7saUO992XOA8EI07J3NKchE/TEf/vKDNiy9buSGmLDRy2UKiIt4/NzbieaPRWDaDVh2xZLhg2Sa1/2jl9VBkJogMbgGghyFv/24HU2n/SmpkXWP9mLnq3Z84rvVifkW1IJHQkyUati5PruQ1ZDej8BB7lBDf6gSroUtCQPR5A9gY7+D6QgoOA7zjTqstBihl2VXlOOVPGruLELVe6wIdIfQeMaH9f/shc8jsroHNshKAEuT3PG5soRjZD/gQdOvuxKBobjpkwUBx+N2dMpkqLghs2E7/u8e8JEBhyDleERgwkmgpBPoiU0fprNfpVJiolYNYcGX0P7mj5muQSLsEvtpnXx7QlJ5c78DgfbsaRJyDvYZ52JN3wbIB9UsuJpeh7F2FTRFmUV41NbxKF/wxbT7ZUod2nf8OKU1U15aD05jh8gkjzPU0vCAo9aLF1UH0xzEtpANFwKtnocziooczbMFjEkuFOe+RvS+dIT9XvbeuWgePXBEVPhYKPS39FD3ZlaImYxfDDHpY4qefL3yRtytliSNLxTJMZBI/NEFnS2IBOyQqS1MWCYT+zY7ITwZzvnFiRsJuvhrh7hgIaNJhXtt5wfm3F8oOiMP9aeUeLi/F5oGoHQXoKE4eR41ynlXGjMqCdI0w+az0WhGysVcBOy9Yfz7t524538r8eYrDuYokNNAyJVcXqdAo+NZZIIck3yRBP2R8oRj0OQx4o/NLSlB7dNeP57rseGbdVWoy1MIyCs4aKqUmFylxP8uM+L4Xje6W4JQqDhMnqdHWbUy5bvS/FhvzgGIbU/1o3S1CbJBTpUQEsEfCGR0CuJEeGDysahjQK/WyXh8cVQ0NC5TGVB9xQ+ZNoK7bSeEkA8KfTmMdVeylXyclkCQOS25yhQDMjVcMgMs4XTj5Gx4LatjkA3qJCBthp5Df0HYF40MUUGhYckrcL5+Z7zvbwB6cwrgP9cfzNommA9qWxytzqwySMOXhkt4CAWaObfj8KHp11GdBs2YYpS/fyE8JwfSFOSA/Me2P2PEYzCUEhnsFCApMkGPb3OdxirjlBE59ssZyTGQgLf7KHqP/oM5BnGUplqmE5+svBbwC3jp79FV2EjImigRRimcrCSqD3o2bIhtmxUXBnNW6g8Ft0PAMYcHBlqJvhJLeeR5Da3s97/uxLUfSJUQ9nsj2Pe6M2uqmwx/w0k//vidVtYFkWzcqV0yH9St8cWfj8L99zZE6yuywHK3fkV08As/Fq/2RR2V5MOivXkjAn7c2I7fTqyFkt5UAVB0Y+aSaN0EtQc6Gl5C04atiARdTKZYqboW/rbcGvxCQIR9vwdFS1PrLyK+CLK07aeg9kULGFeajVhbZIJFMXCpIlEkkkSmWzZUPFXa50chZs51ezozSzjnQ1c+B9prZsHXcxxhby9zZCi94VkRQesTfXCdjKXHOMA8W4vtV59Dv84zrH3Rd+BK4xQWSt/hOoNXHUfQFOiDnOMxXzeGjWd+G3TRUmj+7WaEbV5wChlqv3INeEV69OrJvt24wjA5b43MM/2Zi6CT2eg4LjkGI4DkGFzmeLoOo2PnT9IS3UFHM9p33M9G8WpLp7P7ju92Ixi48EsNTRycj3pMQidkSZXUTSjCmxiPgKiA3xNh2g17Nzkzrpzzl3OlouoGimNTagtJbVCNJU1vJLrbgmwWBNUOUJdBId0N7Q25x0ZngiLik+dGL44lldHuhWwOiMgLCJV4WOuZTpwIPssaj+5zRCJ40+HGFZahaWGE3J1o3fZdRPxUf2CC6DcjrOmD2/kqgI/keTNAKINjE/KdhSCnmpTslfrUasdbZXho0sDEyqGywKjD8z3ZQ/E0Q6Da3wp9JLNRFkJupnio1MfyGUOAHJf430wcKv+Y/J1qBPvD7LwoLTIoTHL8u20vhNjMj7zbjX3v4xMJqeXwTusi/KFrI7a5zyQGApH/SStnur2d9G04DsfOaGiu4kOLoanLLJlM72m76wyut8QUvLJAqYJ8UI2BxIUjOQaXMTQBr+fQn2NOQYbSfzE6YW7U6l+yMC6FyS98FS/iKpxAFWwpGVf6vRZ9sMCLF7lZsJZpccOHS+C0hXFqvxc0f4aj+T7xn7E4cSHOAT1XQ9V0Q0i48rHn/uFbraxoMDnUfzGgKAmJOi1YHa2toM6HXMWXnMBjyiol3lNzBz5/OtbykQU64mNu75AcA0oXdOz5NfwtFvgO34Fw36jEY7KipgI2AKiK0y8vAed5qEc74D+3AHyWJnwSAKpdPPwwODFGo8Z0nQbHPb50h4lJBfO4ov+NnNvwdh2CUr8WI4nSKme3OBa5Lu/X0sJr8Z6iBdjiPAlHxMdGA19lnIIF+rHY6jrFnAIiWeRn6FMDRpZAhwOtf4oWIemnV6H01tm55zCEUxQz0qAWSxrklI9LQaL53YDkGFzG+PtOs3G6ufXeO9ggGSq4orHPF1o4Rw5BDWxZDZgJPkwUOzH7yhoW0v7gVyvwPxub4N0XhswdbYckBUBBCZQ9DSgHBhxmhK4TvhmAsntoRZD0Pk8f9iZ0COL4YpX7IwkdI73XD3y1ApYSRUIr4eBWF84cyiwuNXeVAbctGRvLoed2DOgdDPWo6TP3nJbBtfVD0dxLEpF+qj9JbtVLR6bnYZqty7yanvI6Am1TIPj0Kc4BGTZa9XbMa8Q11dlHDhcKtUz+ormTOQfxADaTWuaAG7uew0RvbDhYRmgc9YAhCgcccDVvRcjVzmYm6CsXQl008YINEUny5lvZU6vdLO0oFMv1bNQxKQvGRxS/bD88rALDi4kYEdD08/UQfCHwWiVqv7wm53mizz2T2BCJO5GSYn2gu2BRsgrFyBUtX85IjsFlTLxAKh80xY4cg2mL9KzG4EIiBuPRlWX0zgDTVF2YOCcaUqcLyjVzrfhTRXoYsf1DQO3/5Tb4VPA37gYtzj7hGVL6gQSmyCkY8pyeAq7SlDKoGq1KRB+opXHSXB2OvOnCs3/sZikEKkDMVGNAxYBrbrdiyXVmdm7oD7hWrUSzP5hztxO0Q5u14e05A8/eW2JOwaBPi40PphOTJEAwiLqPlLB2yMFoy2aCV/8Dlqt+D+ehGxFpnZyQCA7qQsC03Zg+/k2ozX/AhaKVyfDNukqc9fmx2+GBTxBQpVJgqU6G3nP55h6IUJmjqQxHwyYWOYt2QER75B3nX4G6eDIqFn6VdSOkvFIU4O08AEfDRgRd7ZApdNDXLIWx9oo0bQSaVZCP3Z7zWOegQVRR9Lwat1jm4BrTdCYglAtytKqVFva8t8qB6Pr3PnhORbsaqj+5EsrS3JEqim4sHaQzQDUTv+/axB6LOoyFsUA3dtjHLTGA5BhcxvDK1MKwbJBEK0HqhCtusuCN54afx9MjkNMpoAuAjgsyAaE4V1gMOOTyYI8rNR9sPJp/f0JExCqTEUfrPNF0QoFECoxkJzrm4lLLBVx56fmknDhhVtSg9HUG8cfvtDGJ57gjEgpk9r5CARG9naGU83N9kRm/b+vOLqfMcVhhLuyzjuNv1ELw5uqjj36KqnIRyVo4qjIFau4ugnVBqgGMozRUQVs2C97uIzAv+ReLGkRcxeBkIcgs7ayK3zr+LnA5JJ6FkJcZXWfjZoT9Nvb9JKNrGnNNmuEl52mCVsNukZAfvp5j8DTvZwOcskbLOB4KXTnTTPB0HkDPoYcHHktaulLEjYY6VS375sDDQgRd+34Ld9uuxJeDvkoBRyPTPqha/p2UuoWt7tOJmoFskARyMm7Bz9QM7WFvXmNPj9eqivHRkpV41X4Ep/0dTIlwpLoOBuM504WOx6MaCKbFY1G0ejLkSZLLmY71KuNUpjkQ55y/Cw92bUx5dkGFpJDhatO0EXkflzuSY3AZQx0HotKAg1oNdhdVolelgVKIYLqjB4t722EJBdhMeU3R5MRryKD1RsI4ss7F2hGHWgTohTJvxEBmSg0r0qQ2alfb2O/EK312dASjRYGlbhkifCSndD4Z+H9+tQPW2EKXGXFcOHTNnzJPFzXUHUF43QKTQs4H8x0MQM1UdSKX//ivO+FNcgryQQWZq26zJrQSlpsNrDVxk82Z0q7Ix87dV2or2Oo5EzTXoa0+wAScKmtVTJSJEabVcn7vqOb9pdBUahDoCUFhlEE7WpU3vF4273Os359kiHmtF7ymMWZERRhqV8E84casr6Uuidat32Uprri5IAPff/JpOBtfR9WK7zKFwmTcbbvRf/p5BB3Jkk1ZiI2ELl/wX+x99J96NnsYSBSYo2E79zLrRiCDbzv7YtQpiD2e9GREAg507PoZRl318wE9iLBn2PUALzkOMYVDMqTZtkH3z9SOwmRNJbs93P0GNjmP42Ig+EMshUDzU+RmLcZ94Wq8v2gJrjRNRVOgF7/v2shqCZK/HRTN+GhJ6iyJl2wHhxTdiG/vc+VrpKFII4TkGLxL8Xki6KSWPz46rIfkeAcT4Tg8OWkZjgnRP1aaxhYKaHDy2ES0HKiGxs3DWizHYoUbc1Ya2DZopRpZJUPrBEB9FjBvBxR9uY2tTAFEYl1hZ1GGOmRPYQicCPXKgUK3OGTgri4ysVtQENi/Nx/rx1bRVvAFhHrnRyqUStd8kq+esdSA3/1vCxM9KhT7HOB1hwvXFZvRej6A9sahdzCc2OPG4rVm9jsZmY9XlmC2QcvmFzT4owJHC4x6XFNkQqUqPVxNaZKNT/Uz0aWgX0ykT2YvN+C6D5ZAXUTGNb/IjcKgZPoHdMuFvyuE7o0OOI/7WHTFMPWLsM5oRsATbYNU6kiLYBUE7yj0bHKxD0o/SQ1tTeqFvvvQnxHydGYslg37+5lccdXybyXuJTXC/pNPoRB4hQ6GUcthHnc9m2xIdQVUa5GPvqP/YDdV0SSEnK3ZnygKTBmRBjFpS6IrW1LlyxcxyHq84FAiN+BMls+JHjfJtFgYC6/3h90sZ3+x6HxyLwJtUU0I7YRSdLx2FP/HHcdu/TjWOjk67IPb1wJ7S3viNR31LfjQr/8bVrkOM4vHYukta7DLc74AwxXtw6HrzmxtHW62zMFETe4WWonCkRyDdxkBn4CX/5k6wEel4bD4GjOueq+VjXCO86LtII6LbhYHp2fKbWpUPrwQMpcqOqYYHLo7gP/8pQf733DiY9+sYrlvFhJUA+7pAO8DijZkPx4yApZiBVz2MDNAraIVHTChDI60qAE5BS6TD40LWlCOBVm3Sf34ETGCqYu1eOP5wtMa8SjwSOkjTF+sx5svk4BRuODVPp39QBmw2eZgjkHLuQH1xEKhxTV9zin3cRzmGfXslg+KUjzxm06c2OtJ2S9FV/ZvcTFH5eNfrwCnIK3/PNuK5D/w/l1unP9tZ3RfscP2NATArTNh3Jc+ActyPWvhO/9gJ5xHBrQ0CMMUDcZ+roxV8od9/fC0Uy97Nn1tgRndoKuNpSwC9oaCnQKFviLRfZPYXHhoIluBvtMFFJjI4Os9mXAMSLJ3g+MYhouMk+EjxSvwSO9WVk+QPDKZCvq+UXVTYvLmPk/DRa0yCPUNpPqcexrZjWjGIInUJHpOt7Ab8UapAZvnF6bpME1TjS9UXMOmJcYLMSVGjovTeyXxthAKCvjzD9uYAE9yNT1J8r7xHxszBmQUiIgo4BXHkZTLROmTMyFzK1kxGP3HiD2hrSHAHA5inEadUJRzzwAEdcb6s+jLRaCvK4RQUIzK64LDBkzGeZSkZTk7RAteVE3Czt6ofGomDrn34Oet38Hnz9+N+0MfgXwmSeMO7WJHHQdVY5QsmjJcqHDQYJZj7+bsYkeZoCMt/Q/g6IiG6SkCM9Qx0OTUFFUMf+LmuaM+NrUyoz6EQBoMARza6YGqWJHXy+nelD4SOxlfWxDn6HtHX5jk80QtpxHg3K864W0J4OT32+A8FtW+T8Z1yoeT32tDxCcwQ1+IYfP3R1f5VIfAvKgCoNRE2JPa3UETDjn5UIaaDd3ojlOXYbF+3LDTW0aZGteYp+NXo+7GdeaZTNtglrYWHy+5Ar+uvZuNZo7jF0IDf9eXKIVETigSMkZdCi2vlJyCi4QUMXgXQQOAskoJi2DGgIzC+Bla9IXdiSEkhLLNCHVrNDSd8eVCVA65rEaJGcsMMMh4+OwC9IcBfw2gIenjpFU4N+i1yWVEYU6GLbLR2BeuRQVcrDSpGwY4oYXYEwEeugmBXwksOpHMS31PYf3BfVDtXAxj0y0gCT3vuLPARD+UpyZHV3vJQ++yQA5BabWKSRV7HJGUFsyBqYfZod2MnqJmTlYudcKMr6X9BwEraQStiA4mGioaPY/J83KPNM4FfY75Zjbs2ejAMl+e9yYC3qbcq+quDY7cmxCB5kd74W+l7WQwWgLYDIeeLU4YZhVm5DkKCZFDbG8c0jRGgY1hTtqOTAFT3ZWwnye5zBEq1hMj0BRNSrnrs2WrYZHpsMF5LGWIkpHXwCX4sppKMqLLY4OzypVmNkUwF5VKy0XVN6C2RLrlw3WkFef+l2o3AOtVkwt6TTL0HorkejZQiS/Q8ZMYGpJj8C5iz6bcF2EyBhRNIMdANugPSt1iTvSR57qIv/RIL9b/qw/zpqvQeCBJgCcmMxzWAgojIGZNT0cDnVxYCR841CPVMHKCDLAbcWCrk6U/4jT4z2LT8z0wvPYJiHwk+jwKAR+azcIV3htewkrDNdD5S/HGc/kHs1CHxWfvr8HGp/pwcJs7EWFRKLlEzj3XeaAx0eSIaA08vK6hGQ0KcMjqRaasWFyhxOipajQczz9JMtYph/d+ugzyDK2AhWLryT52Og6JWcmMsrzV64NnIQzGcciTW0RBAFwnqOo+9uYyIQK9b7hQctVEcLwC4iADngLHQxOT8ebkhReicTIlFNrStPtpKBNJhgdZ7cCFTr/iWcpCE0sjxKFV74dKluE91vls5DGND6acPA0s/nrLv9nMg8EGnc7UEv141nFQKLO1tTDJNGxBcCnpHgyHh3vewN96tmKUsgirTdMwR1fLxJ9UnJx1OAxXX4KGkbkjfhaNIM2IyxXJMXgXYe/JXUVOxqC/K3pRtcp0qFCY0RGKGlFxCOF4Sgs07fenXsZjL5f7AINaBhd1C2S5jnJitH0pF4e2uVIcg1f37YPmtego3LhTEP+dtqV5+Tq0f2MTPjv1M0wxsOmUP2uInkLx4YjInIDbPlnGFBZd9gg6mvz4169yiwURc68wsJU+GXaDWTZkxyAOySzT5Mbu5sKKD+smqbH6jiJW9CiIIpuDQDMBFEmti5mgMcTenqOIBN2sqE5nNOWtayCHp2ixHu3/sWW3hxxgXZS7pqGQhXa0TiF3SDjkDEOm0MI4ejUc5ynckungeRiql7IUAKGvnA9/78mCQvyakungkxyJSMAFT8deRIIeVoxIjoGz6XUmlVwwKeEnGgBlQsWi/85qtHQyFRbox6Tc952qW/Hbrg1oj/2dEjLwrMXvQyW5IwSDocXAZ8vW4CftLyXaB5PD8ySv7RJGbtT5xYbcpfpgD/7U8zqQ1HlapbDgvdb5WDxIGyEXvSEXnu3fh23u08w5oPOxUD+WOWvJ6ZjLBckxeBdBF/NcLXN0PdKZohdgujjdaJmNP3W/zv7tH9s3MvlHGkHcnz+8nntfHLyDFAbbNhenRAoGb0sUObRtMwFTgStvs+Kv9w9UPmdi56sO7NvkxPu/VI6Js3UoKuex42V7QYWJ13+oGL0dITz0rVb4BxUBDgW1hmche2p1zI6IBTd6cdX1U1lNgzMcwaMdvax40SeIrEhooVGP20otqFGnr5Ad9RvQd+JJCKGBoq5q41KcFq/Nukf6ZOZP0yBoC0cdiEy9Yzwg1/EoviK3eI1xiga921zZnQteAKdyQ/RTmClb9EGAqiTa3lk89f0Iebrh7dyfNnZZUzwJJbM+lniVYdRK2E4/xxyifB4Kba//9HOwTLiZFSxS2yFI+TC2bepYKJn5USgN1Wh5/X+yOxscD3XxVFjGXgNHw2tM4Ih1O9QsyyhwRFBKilocHfXrEXA0gecV0FUugHnctRhtqMIvRr0fZ/ydaAn2sWmKs3S1GZUCC2GGtgbfrb4VT/ftxWFfcyJisVw/gdUo3NfyxDs+mkDjqv+vawPsES+uNc/M+/yukAPfan2GRQrizpIAEbvd53HA04hvV92CseoyXE5IjsG7iDkrjdj0VH/WlSDdT+1ohBAIY3mkDh2GmXjRdRiRYh+8E3qgOVvEVvQXRNzm57zCZFdAoJRHSUVqGE9oqMjoFCR2ScfcEB0VPW66Frd/phTP/qknTdI4efehkIh//qIDn//JKDZemYo3CykEpMjLcw93s86A4aaejVYZqsaq8NQfunLuU09DcbaE0NR3AqqiCjxS60aDOZKws/Rzt9ONfS4PvlFXiUm6AYNBufHeI39P22Z1yW4UWWag31EJUUj9DBQcsIhmS2xyoZdOd7JoExezkxFAYZJh4v9UQmHIvdIvu8aE3i05dPAFDuoJb8J3+LocW+FRskqfyPtXLPoq0w+gFTybYKi2wFi7kgknkeRyHIowVC77FtNMiPj783dPnHiSDY5yNW8ZuDP2AZNjRcJFtOI3j7uOiRWlEz1BxVPvhNoyFrqKeXn3SSqJ3QceYnLL0VpwARH44GzaDFfzGyhf9N/Qlc1krXgj1Y43Xl2O/626kRlCmkFA6YV42HyOtg4HvU1v+6yFkeDR3h1YrB/PWkJz8ZfuLSlOQRz6N0UPSGzpl6Pef1nNYZAcg3cRC1ebsPs1R1pBXdzYlo1SYlxZAB2/3AvP3mbmKSxSybFw2WRsWyWg/u4uCH/QQOyki3A+GaLssMK2vEEDLnfKozuEb77/HDNEY6dpwYuKnBleCo0a5AOrsdkrjJg4R8ckhqktL8uL2HV/56t2rL27GK3n/XkNvd4sg9sRRmN8fO4wWXNHEetI8OeYvTCD5JJpFqXTBM8uAR44cLMAHJkNbLp2YIEtxFadv2npxIMT65jGgxD2o+/4Exm3K5OFsfaKR7B9/wfR1BzTjIhFBZZoOVi8sQvk4M8wpi1QepUJlgX6jJLHg9GNUaP2nmI0PdIbt3tRYr9brz4J0bwHoc4JCHdRGD2tiRXy4hZYlw6E2FltR+n0tAmGmVAZa1B3zW/gbt+DvuOP554NwvExA531Ceg78QSqVz3AahLsZ19KqXeQa4tROudTzCkoFFfTG0n7TPouiOSkiujc/UvUXfsH5uSMNHqZmt2SuaNoIY76WplBzJfuG0kuhlwzbW+b6xRutMzJ+pzukBNHfKktsoOdA0q3nvJ3MIGoywXJMXgXoTPK8MnvVTMlPVKzS84jj5uhxc2rRXR+Zx1Emikce0AMhIHXm3HFQQ0++MMb4fzcLuxbtw5HTy5Fn716WMdBTsGsZXoc2u5Oy2XTv0dNVEOl5nD2sC/rarmnPRQ10gJw9ogXItUScEL2aAYnYsaskpS7tHoZ7L25G/HJCaFuDSq2627N/Vw69kVXm1gaYbhQquLau4sxNxaCp/HKyVLIcajWPD50mPKdSIqWTD8I+LTAjlUDz6fT2B+O4LDbi9kGHTwd+yBGsncMqJQ+XLX4T9Dd+3M0NxqYdHSFWYbuPDUWvpYgNDXKvE6BEBbhafAz8cSiZQboxqrR+Yo9IXBknKZB2bVmcHo3Ot4Mw7D8n/AevhqB+nlAJNaKyYegGn0QpTe4IFNcheFC8sqG6iXoO/av3E/MG/4REXS2IOzuRNGU98E8/kY2E0EI+6JFhcVTUiIWhUCqidnNoggxEkR/0xvQjVkNDae46KtWKmak0PlDXZvRGhqIstB3MDq14MIxzKjG7HVfSLmPUiNUPDiS0DF3hnIXZLcXOKa5NdgvOQYS71yspQp89kc1bPXbfMYPXsZh7DQNisvlaPzcU9FCr8HWWBARsfvQ++huFH9yNsbU/hkVpefw9LqvIhSmi/QQLkYcwKsB0wQFlpnMOHfUyxQY4zUQZFhX3mwBx3N4/dl+7FrvSEwsJGchEOsISL5Gx3/P5hRQGRVNJ1y5piKjg5EPkgU+fTDzFMNkaLokFW9mTU8UwPs+X4bpiwbmFixYY0LDoOgDuQDjc5x1un/ObmDvEiAYKyuQhQF1AGhxBzBTr4HN34cgL4cyaUJgJsxmJypWRx3Ajhdsqav6DISdAo79dwsz7CQ8pDCnXkJC7jDO/19XVJMgKQVhma/D6HtLIY9LLscQxRlQWcYyjQLdnJehnb4J4X66AHOQWTogU4dRNPXHGAlyzV8YCqTUSNAqnmoHkgm6O+Cof40JLdF7oKiGafQaKHSlGYtCQ67sSonn9GZsKalBAxqA+ofZdMW1phlYa54xYv37lMqw+U8jFHFBLS+CUTWGaSv8bNSdOBfoQkfQDjWvZBMdf9O5ASf9uWt3hosnhxM7XMiN0fK5O1MK7TxQkdrXZYTkGLxLqR6rZrc4ngMtiPTnMH6CCPfuJpR8ZDFE83X4z38mIxTO8sfAOhiiwjwpegWxhY/gA7b81ZaQ2Z1/pQErb7bCVCyHTMalhNNX3WpFT3vUcVj/eF8sOpBlt4noQ2p9ArV1LbnGzIrzkuloCrBZBqmIKIGL3eiRdlgQURkQDqanXwbjc0dwaLsrmiYZZuxTb0o9RhqvvG9rF84fJrGHqONTXMAfpiIM1DQCvSXAwu3A5OOALAJE5H14dNYx7FjZC+eURRjntuGK7hbUeTMLEVF+Pk4kUPggCecJHxMlmvrjGshU0eMm9cLDX2yCEE9FxBEB2x4PvI0tmPbAKMi0Aw4erbArF/8P2rZ/n63GOUUAirKBmQYyTTn4QdMLh4uucn60NuACNQkoZZAJV8sOdO3/XfQfsX0Enc2wn3sZ5Qu+yLokUsix+t9jLccLVePBJTnxNEzpsb43cdTbiv+uvC6ncxAQQtjjqWfV9gaZGgv0Y9MKFjtcO3Cm9zEEIgORAZ2iGpNLPwqrZgqrRaBbnG9V3YxDnmb8tus1+MShy3jn4mIMdaI0AA1WerR3O9Scgp2Dwe2d5PDoYISHoqicH+DSFxLUBTJbV4vLCckxuEwIttqjg+jpDyAbgohghwOvvLwcPj958JlW6CKCFg49NwO604DhACDzx5yCDMaSZHb3vu6C3yfirv8auMjEoZV+RW3Uq8+X4x+4RqZfULe9aIfRIsfS68wp7YDJGOHDKpxEEWhwzUDnfHfAio2YAD9yrwpShJBy+AVaBDANbRiHLigRgQdKnEIFmvTVqBmfmtOlOoMPf2UMHv37E2h4cyrCXl2exr0BLH3A2hcARYgV9zNkYQ4TD5Sj7ngxnrh3N84XA+f1Fryv+RSmOaPKlfF3QCt1pX4gyqIdpUqvK8h6MgB/ewh9212s5oCo/31nulOQRKA7jM5X7ai6LbX9K+TtZjLGmQh7u9G+40eoufInBYfpA84WVuHv7YqOKqYQP01epJU7tTpG1T+H4dWRRkLx1LQhTfF9Mqdg8Bc49u/OPb9G7ZpfQqErS4lgqIsmsymNyWEah1yJFyvHRV8+yHmgo6Zugo2O4yxykIk3nCfxSM82+MUQZDGZ5L/1bMNNljm43bqA1aC0ObfgeHf6aGtPqA372+7HvKpvwqIZGJ5GkJjQHH0dPiquwO+6NmKkIQ0Cqm0YicLH+Fl71r6PGXaKHjxj28e0HL5QfjU0vBKnPT480dUHj39x7NkiwPcA8jMA70lsh8Zbk3N1OTHislFdXV34whe+gAULFmD58uX48Y9/jEAgGiZqaWnBPffcg1mzZuG6667D9u3bR3r3ElngVPKCBPk7O2j4Ughi1s4EDjIPECwD+q8Emr4MNH4FcM6O/l1lXAOJwNGdbmb4c0FOwoXwyj972ZTCZNniOGoEcR0Ow4LoHzw9Et9bid+Gq4Vj7BJaKCl1E3y0doA2aIYHt+IApqANaoTZJYlGTc9DI26WHwEXSF9pyRU8brhrMpbc9zPM/8L/ofYD/yjoGKYcARTBAacgDi/wUPnlWPP8NGZY6FCfqZmAQEwRMFE9P/2DKa8zz9VBbpQVnjnikOg4oGiB43D+HHHXq+niU7YzL2R/gSiwSIK382CidsHbHICnMQAhKGRctTdv/F846qljoYfdXC3b0PrG1+HtPoyKxfcVLJOcAsczcSXjmKtZCyKF4JNxnF+fZwMiax0djIVNkkzd1j5rugM9mPWOzDPHd7nP4aHuzcwpIOIlhGRun7PtwzP9exERgjjdm+07FlU4OBV7nJwoUhhMZpl+Am6z5O64oBbi+dp4lUxhUNifhkKNRBVFsutH7z3ubBz2NrOUyFG3F99vaGNTSZOPGkIxEFwEToim+1YaJuPu4iW43BjRiAF9icgpMBqNeOyxx+BwOPD1r38dPM/jvvvuw2c/+1lMmDABzzzzDDZu3IjPfe5zePnll1FZefkUdbxd6ObWoPeR2DjYLMiLdWi0qcDx2cP5hCwAKHqBIF2/yCh6AcPh3CML6Fq84w0H3peU3hjM5Hl67N3oyBvSzwa9jkL9S66NRg3qJmkSyoST0Q41Qhk9YTKdxXCjFn3ogBkT0Yla9EKBCPqgZ6v9LgzMi0+mdqIa42dq4ewPQ6vnUf7qASj85BAkbz+KwulC7z/3ouyTqXlpokQ3G3Oqv4iTqr8gUHoG4dpGyFpqMrZoUodhfzFQnKPAnhd5VDdZYO3Wob/Uw975EVMJ5ts6oTBUoXTWx6Apmpj6GjmHMZ8vw9mftCcKP3NCLZ8xSWhfa7CgRTjVKNB1Il5ERwaWCiVzfuGoW6B1Dxx7xqBznR3h2D55DYey1SZU3W4Fp+DQtaEFbc8JiNi/yw5OXtIA9eRtUFacZc/vOfQXVF9xP7SlM+DtijoahSJXWxEOutC1+xfRf2uKWPEhRSLovZDTkTvcJcDbnT4DhMY1F027G33HHktoJnSpdXlPJVXKD5YEZiO8e3fmfN0L9gOYpwgjLOQaViTiTKAfm1ufxnF/NzOqNUorrjXNxBXGSWyf1L1Ag4x+2fkK3EIgVVMEIioUJvjFMAy8umDRpFFKK/6rYi1ed5zAq/Yj6InkaHPNQTQSmHliJd130NOEemdHtJsn7RnRJYNVnI+vjypHlXIg1XY5MaKOQX19PQ4dOoQdO3aguDgabiNH4Sc/+QlWrFjBIgZPPPEEtFotxo4di507dzIn4fOf//xIHsY7Fuqj3/2ak7UcUpEbqeLNXKrHsuvNTDr3QlAU62FYMQ6ureeyXsCt752NJkfhqylKyZW+AOjO5H8uZTB2tLrQ2BjBp6pLYZKnf/UWX2PC3jyyzrkPKCr3G4cmSVIdA02HHI/unOExSoVMEtuxFOegpFL62AXGCD/GogdHUYW9rE9gUGhXEJmgEuE71YW253NccAURrm3nUXz3fMj06UVRpfp5KNHNQb/vGFwft6P3AY7Va6QYaBIWUvOQLVIBL+ZfoRf16JljQKp37tqlqJ45ByrzmJTq9nBYxO4NDuza4GDpF4sMmGuRQd+XJ6/AA6rS6OfIFXgl4ZRcamU9G6SRez90jntfmQTvidRx3YJPRMdLdrjr/VAVy9G7haIx8VA9h3BvHdxbx0Az62VoJr7JDK/9/KvgFZoChmLwLH0RCTjQd/xfaQOcwr4+9B55hOkelMy8p7DxmFmeYxl/I3Rls9nQp4C9HmqlMdpymmNTFB4fLBLWGOxFVzj3UCsK1R/ytkEXS4aRC1uPEvTCQI2xqIINXiixA+PB+7sSx0BV+aQweNTXgs+XXc2Ob4q2Cr+vuwfb3WdY+sIe9rLxyfSTlBrJeRlKUmCqpgbdIQcTWiIRp6805+kiyUB8hHWu/glOKIYjZwExh76QAkFBiZZAH0s7FCsGCoYvB0bUMSgpKcGf//znhFMQx+124/Dhw5gyZQpzCuLMnTuXORISQNAv4C/3t7MxvPHvNAno0MCbg9tcbOTxqEH56aFS8rHFrD3RvasxWm8QT5SLgPV9c2C8YjzGnM3fyx/RAMEioPKfgKrQImUOCBvB2ukohHf/2BqoB403JJGhD3y5Av/6dSer/GfX0aEU+YmAbpDgzsI1JnZuVY/lrs6naEcF72JGKPlyS6kAYjraWPSgHgPV5XT4FXUDBt5/vie5QjIzYYHVe2gmZVZSozx6kXYGisYDFQ+EmCQxhevFkAhOzqFouR5Vt1pZKP0c8jsGIcWA0dUbqtN67MMhEY880I76EwNdBLYIjYWOoJoD5uQ69wIS9QWkV8CrOQh55kzo6pQ4+8sO1h1DLYwlVxoh15bk1BcId4+B90RUvCoNEXAd92NgbZn0nYqlw3yHroOi/Bzkpm74eo7DVP0BhDq6AVkIcmsrOKraTIbjmTiRylQDR/1JZqyz4ah/FYZRy1kdg6t1e3ZnI2mGQyaUxuqog0GztdzncKBzfU7jN183Oq110R0uYN4GXVegBMUk2mHGJkxGtBIh+rmdQFXiDy75ncQ/1Z3uc5ipHYUrjNH6AxrpfKVxClYaJmG/pwF/79mOvkhUNnqolQL/6n8T/+oHqhUWfLB4GZMibgv2F7wdcpTijkFORG1OgbU432haB0EW/V6OVpWw+ow5ujpcDoyoY0ApBKoriCMIAv75z39i0aJF6OnpQWlpastOUVEROjuzTtu5rNj0TD9ak5yC5PA4GYXHftGB+x6sY6vg4cIr5Sj/4ioEmvrh2lEPwR2AvEQP48pxkFujld/V41Qor/Khq10JUUwPY5Mn7pjHQVsPqDPXi2WEE2IjmkmyNBDCVpsLVxcNhOfFsMCclUlzdbjvd3XY/7oTTWeo553D2KlqbFvngKM3t3EnZixN9+yX32hB4+sGhNrt2S8F5CcNcgqSoeOejtYUx4A+mwWrB94DJyNDlP8yxskLi8qoShQY/fFS1N5TwsYOyzR8Qj+A2v54JQchmH1/QWUYrXX9iVzz/EE6/MT2l2xoSHIKkt8byb7UckAR3TF4N6RFMF3D2hAJOq6KWyxoeyK3wqD7TADgAmx79gNetD/Tj7L3vhfAQ1nPnf/83LxtlLkR4TuyGpo56+DecTN62koBMWqEOaUH6ilbmPpiws6KIlvFE9R6mBOOh7NxM0xj18LVkkMcSRSgq5iPoLuTFS/map2cpxuNcoWJie9kGp5EkJz5YOyRXOmB2GGQaJZuMprdZmzAVAixwHv6Nz/zXwLdS2H+uGNAOMJe3N/+ApqDqRGdC5E0fqDjJdxonsUiFblIXjeQU/C+ooV4pn9fosYiEyLrPMh/HRW4gXqgxkAvftqxDp8uvQorjanTMd+NXNSuhJ/97Gc4ceIEnn76aTzyyCNQKlPD4fTvYHBk217eqSkE0szPKmVME+jsEZw64MHUBbmH1hSCqtbKbpkI2M5jxZwH8bLtY3B7LWl/QOSVaxsBZXc0/F7I7CV6imtmtGAxzus2J9ZYDHBuPgv7KycQarOz1bZ2ZiXMN07HypupWn4gvycIHF5+NLmqPp3ZKwxMxyET5qsnoveR3bkPMkfXBtkl6mZQIIwwJ2ef1Zr3WRMdFYR2ZlVev4DXq6Cqs7KZBz2hEHS8DOUqRUobYNd6O7wNAZY3ty7Qo3SNCUpr6p8qtfyVXWdGx/OZBVrIgdu7vAFhpcAumCTOMlaV6pgLgog31+f43gF4UwRunKIBR5GkUPSJ5JDQMVXfWcT0KOJU3mRBoCuE3tez5IaTIlTxHVAWofOpKhTftgSC7M1BzkH0BXxkwgUONuQQap+CUNdYIJL6/RCDOhZREP0GaGduYIa+bN5nobZGB/CEPHkWLlQc6e6A2jKGzVLoOfzX1DRF7HeZyoz2HT9kd9HsBNPo1bBMeg94WXqKkNoQv1l5M37U/gILyTOBq9hnquBk+FzZmoza/ScK1BiYrRuD7eqlEP32LAYyx4RVAE3BPjzZtxuuiI9pK1BbZD4DPhRiSiZ4wZ69DkQRiwyFkr4YVGL4WN9OjFGVoCHQk/VPUSbrAxcGsmcTRHJHAW4grRlPTfyl5w3mYNP0xXcz8ovpFPz973/Hr371K1ZwqFKpYLenViSTU6BWX15tIJmw9YQR8OW2KFRQTmqGI+EY5MJe/yr0OhfKSxtwrjFz4Y2qVYRcyxXkFAgKwLEQsK1Ivd8RDKHrN1uiaY04NDHwSDu8h9pQeu9SGK+cgLDdB+em0/h/9q4DTo6yfD8z2/ve7fWeuySX3hsJkAKEUEKvoiAqYvvbUbEDKqKAiIiKiKBSBOk9hQAhCem953K93/beZv6/95vdvd27bZcCQfPwWy63tzs7Mzvzfe/3vs/7PDUbW3CdKojuoC4tGbBxuhZX3DpcRCYO2hbxK4IttrSTv7zUgMhAfs555HFw9iUFmDTku1CWm6CdWQ3f9o6MAYb8gvG4v6sPW1zexMBVq1bi2pJCFL8WQPcrjpTVMZUSSDGw8fYKGBpT+9CrrilExBNF/yoXew+rrIoiIx7umNeOLQslPYBGdTm+XXbBsNQzdXB4HDnq+zKgq0KB5d8tZ+ULmjN0o1Rp7ZYpSKi/tRSl55vR8wYFNwHwSh7KIjnsG71Zgyah+0roZ4xC/0ovAq1jSJABimIn81oIF5oR7B6eTRsxopnFbgIHzkLpslJYpi+AXDV4bREfIRrMJpLFQaaQsiam+qWsBZQ8Kqhkwf6mNCDkakU0ODj2ke8CdWL4Bw6g4swfpQ0OqKZ9b831zLeAjHzCosCsmM82NA6TMY7Dk6dIEF0He0IBCrlwLKDr7GX71hjB7+NxVUgOCAb3S8LRYD/MMi2zl07eu3hcekvJmej3F+D5/kyqhxygOJI2PgqJUax3H2JWz//NOCmBwV133YWnn36aBQfnn38+e660tBRHjhxJed3AwMCw8sL/IpJFfzJClMh0JxtkUxsIqHG0dVrmdKLIQe7NXv+npyN6oOMrgKhM4963pz81KIgjNqH2PboevFGNvj++DyEQYUEDVQbrOT8axH7sRDW2oRblo1SYc6UZh6tC+MHRdjYQjNdpcH6hKcVtkMoolT+5AANPbob7vSMQwzFmu04J84UTIbNo0f/ndRnPC+2VA1rMuaAQF92U+Zot/erZ6L5nJQIH+wYzELGf8oWjced4I3xJQQGhLRDCS2/14OJ4117ymCeQ4ZWIQ/d0Y9rDdSkTMk3EVGoou8DMHAzDjghEM3B4eg+4Ag5LuSmYp2/AWHVZWindvK4nEVAGBQQHwtDVpw8IhkJXp0LDVwZXtAfvybGSFQD7Zh/sm8ZLypyx4w91a9H+GPkznAQh/aHggXDrXMjnpQac+qozGY8gM/FGhL4q3gcPxuEom/U19u+QqxNtq7+T8X0B2yG4mlcxU6a0u8TxmKkbxR75oFRhzFljpwmTMhKhHIqYuSB9xqlptEQBCx0n2SYTKTIoSsfaoCplNsokViQYREREEa8OSARJuqqlESEq6RjIujKSPnPJLP834IQHBg899BDrPLj//vuxbNmyxPNTp07FI488gkAgkMgSbN26lREQ/9dRWCpnD1tv5puVar60Kj7p4Hj09tdCSMMvGIYc44Jr3vCgIP62uZs6cxILe37/LhAlkkVS1B/791S0wwYd7EIF/tLbB796cD7tDoaxyubCFyqKcW5h0upPo0DJF+bD8qlZCLXZwck4qOosCAsc3H1BcHoV411kSq7uQSUOv+nCvPMLYClLX7KQaZWo/NkF8O3shPuDo4i6AlCUGmBcPAZ/VERYUDB0iqEjmvmh1IbIp5fMR9QnSGJCSZyGODSVSlRfx5gADA0JZn52aHQyVI9WoaMpmLacQPZKjQKgW+vBnrUeVkIoWmxE1bWFkGvzl+QV85CQZkJ6lIJKfmnsRHkOBCA3yRAhjYqhJ48ndUQe0YCQvzhTBgStqfefEAlCqaegSpZeFInjoTRUQl8xJ+32nC2rc3Q/SNoGmQKDkWKxcQJec+zIOmGeF1vpUhsecQJOzan9+EAZDerQuKv6KtxgmQ9b1MuUD5NdFqmr4vqyIlxQZMaHTg+ckSi0MgFP2l8AqzMch8zyfwNOqMBRU1MTHn74Ydxyyy1swifCYfxBgkfl5eW4/fbbcfjwYRYk7Nq1C1cx4tH/Nmg1t+jS9DX/OPu9dlyqxPHJArVNiXlq79E+pQUvgisDPDPSX3Cj1Coou1zZAwtaadOqPkNKnobaieiAvS2MEuqOaEr9G+HRrn4cSREwGZy8qSsgVFSIlx634hdfaMZ9t3XiFc84xtAesmBn2I8yHEYp+y62vpu9JYzjeeimV6Ps/xai8kfns2AkVFvIygfppgg+CpR3ZQgKEi8C3PtPrMkMYdHlhWmDAlI4oK8vORQlomPfSif2/7xTmojzBK/ijs+mmyMZYh66BtXgRRQbudRlCky4swpjbys/7tEsbiFNQQDJGDe/eSvjDEgOirGdo4k+ph2gLhiNigU/ykgkDHu6c8ovh73ZTatGAprsLzWndxKkTEKl0owLzFPZ7+ebpvxXBgVDQV0TROTMZL1slsuxzGLGtaUWLC8qRqOmeFgb6NBMCWXh/ttxQjMGq1evRjQaxZ/+9Cf2SMbBgwdZ0PCjH/0IV1xxBWpra/HHP/7xtLhRDDMXG5jV8Lsv2SXbYmFwsVFarcQN3z4xXuzpIMRmBoqiSbCleN9dedkuX/mlEqx7vwsfvuEBF5CCBJGPIjxtJ3zLVmC0/ks44jMnFnK0tfkmPT5XUYxuGQ8xtzdzRtC2SuCBTCT/eh7FrwNtXxu6ywJ+3/4Blpf4MN+4CHqZ5GhIIEGiP/24nZE644JK/TDiBczEOHSjDgOQIwpbTOCogxEhpaauXI6N6UBEw1NxIB4/U4eLbiySiJ3UaSkAeg4YH58Hh75BkBwWe990oOLyQhYgWNe54djuBRHBqdxALYjUUUGwb/HAsSWHQVWutlQRCHSHMfOJeiak5NotCXAZxqphmKhhgbWqVIGKywvQ9Xx+bnnDIACWs6SOFvJTsO75V4Z9EWCoPot1IeSyV85HL4GTn9hg/zrLPFgUBrxk28JWygQiLBI34XrLGQnSHDHrN3uPMg7DfyMqZCYc9Hfjbccu+MQwRimLWBlBk4bPkQxqSfxl18tp/0YBwxn60aj4HxA94kQpR3bKg7QQKAtB5Qe9/uQS8D5O9LYHsfkdF7P2VWt5TDlDj8YZuvx4CCMAfe0fujx4fcCBI34pfU61+YuLzBjr2o0nf9eLts5xaVsWKXAhtb8bvleCn7V+A06/G1x3KRCVQSjthagdXNneVPJ9yDGW/btBq2IROqHn92uYaVNW74Y8NAwexwIQ757Q/SnAP6Qjj4MHhep7oOCU+HL599ColXrJn32oB7vWe0asskgkUHKIvPimVIvnXOgJhvHNw5kH4esfA0q7s2cN6r5QnLaUkC8YUfE9FxxbvGz1TzoCJecZoa1Wwd4XxuY1LvR1hFDSHYK5M5z13CsKZGj8YQUO/rILYSIwxr+rWGA26pYSFC0yYNc321inQjYoS2UI9acpEwzBrH82gB8im02cBCJoUqAScefxZaa7pjigcJ4eo79RBiHsZ5kCsjvOtAHSHKhe8pucFsiezk3o2XR/ln3hYaxdjJLpt+BEg1QRWz0d8Hu7Ua4wwlwwZlhmIyxE8Jmjf8H/CujbuqJgNq62pC/9JMtK/6V3DTOKivssUKaApKC/WLKYZSE+iRjJHPrJPML/YpRWq0Y86RxLUPDPngG8YXWmZHEPeP3Y5/XjutKxuPa7dXj0F/2wDcRXNNzgIFqqYB0AOzybYI9YqXcIqKGu91SQ3Mg61yv4dtXPhv1NWVMIbEhDPmRv5MBrFRC8mVtZaQogjkE8KCDIh8vwx45NRFgM4eHue3BH7QNQBUzYtWHkQQH73Cgw7cz8VNBIvXL/Vi+zdS6tUqLOqEBrhszBlnnA8hcyb4uUBbX1x17b9DYHceCXnYiSxbU4+FzfCieqP2NB+UUFWHqtxFMgASI7BQZZELZHceAXnYOTcfygYr82/6WPiUXlCgoILQ0cKrJl1DlAP1o9PCgQRBz5fQ/sm7N3PMS7PCxn6+E5HECwO6mGzINlOEgrguDt2ZolKJAOlLwbQu4OqIwZRJdi0JXPhNJYw14bzxqIEQWCTbMQaJoDwWuGS69AYOEAI5AObUnNhdbeIN7c7MD2Iz5EBRGNVWosm23GhIooBnb/E9GOdVCKJOsN2JV6ps1AMs5xMyoFL4eeV6VIGv83g3mG2DczQ6RMBlSEefrRzGxpo6eJtYuS8uFcXT3KlIMGbf/tOB0YfMIR6nHBt62dCQSRNoFmckVKb3k67PL4WVBASMP1wjO9NkxpqML/3VvClBe3rHGx1LuhQIZZi42YtdjEshn7e3eBZ0Kq6WdYirOPBPYjLIah4BSI+kKsZdCzoVli7WeCKKLsW4vR87s1EHzpNfhpaNuDqpTnhNRuPsYwlvPNieAgIkbwgXM1ZrgukayTsyCdLhotEMfP0g3jetA+sjZBrZKtIkmX4vk/97GMBL2HHhSEaIw8VMuBQBqS+eHxwMb5wNz16UmINK/s+1EH6r9SiqJYyjtfkJ3ywbu7GIEx3Rfe/k8rNFVKmKdKbXdyXcxIKVsyRwZEnFkiKx7oX5Odi4HYRxzUR1Bp4iFSkJFukyJQtnz4oOzY5mV2ztlAmQ3DeA3TXTCO17DviciMvvYQI1Oap2mhSLLrJgnkfNSUosHcx8bxMlQs+CG6N96HoO0wxIgGrnduRtROJiOSsBApGJP/A52r8T+rZNmbfLBhnxt/eKlX8v2J7er2Jh+2HvbhnIrNWFyQqsIohDyw7n0aYd8A88mIo0JRgEPB4xSZiyedc2RQThWQBgM5JmbL+Kh4Bc4egZCRJxJlGVh3JAqLQo45Rj3UTPDsk4nTgcEnFEIgjN4/rYWX0vFsjIm1xBXrUfbNRVA3ZM46rLA5sg599LeVVidurSplNsbJVsZx2MIR2CNaCKIe4NIPkoqACvU7p6L9AyvkAS/CGz+EGMjPbCfYNIDy752LrrtXQAwNkhDjzAfqECCN98T5UAA+yak2CTKo5SSaMxio7PJuxTz1pcgbsQmSTu+MhQZc8jnpM9kEs+4o7K/uQahVEndRlBlZ6+OrO43Yv82XGDPj42bILaDyGaDvc4A73jggAjXNwLi9gCoAHG0ARjWlCUxiX9bRh3uhrVPmPYEQiAMQNx5KCx7oedWRCAworZ51UqdOAB3PDJEyQgC8R3OvROkYXQXAwVs0mPBIQOo8GJSyY9uhLggSehqKvpWSfkO2C5mspEd/fdCtkCYDChTokQ5kjpSPmpJck5ksnPI6tRlVZ9+JgO0wWv8+gKiDrp8hExI1VPgEHPldDybfV5OzRDHgDOOhl3ulWyLpXooHCKu7ZqNSvg9j9ZJ5VDJczSthqjsHKrMk7dugLjnuwICKjdFPSFBAoBIBKRmOUhcPK79s9bZgjWs/+iNuFMi0LDggsiG1eKYDjQMv9NvxYr+NCSaxc0FCSF39+Ex5UUpX1CcJpwODTyDoYuy+dzX8+2I3NBsgpBEiYvWi8663UH33JUxwJx2a/MGsQx/9jXgH6UAs/6d7rdjrJR4B2ZGeATl/BFr525DzgwNMw/ZpOOPlSyGLyGHlHTAJm2l9lLelqnd7BwounYLa+66Ac9VBDKxpgs8RZn4F+1GBbiZwNLg1+9kCREU8QqdbUwat/HUo+NQSRxQR1mpYUqVAb0c46/70XwZM5NRYUGTA2Ok6mJJSvbZntsH+8q6UMT7c60L/YxtgQQlExqsYkvomSQMROGuHFvWfN6DZ6of+Ly5UtgFRcqmMi+VlOzEcWPq/7vP563+4dvuzZwAEwLXXL/lE8ByTOtaPVcNDEt3pLhRBcknMCQHQjlLC0xJKy52gp/xaoLkeKCwArvtdDQbed8O+ycO0G6h0QpwK0kVIB39XKPscLhBpcWTKqtqyGeAVWgjhTIRJjqkiKvX5k4FpoldqRsO9U5bZR4P2tSsM9z4/jBOztyWv3u7KasfBI4oN1jPSBgZMwrl1DYrNN7Nf5+gb8KZzuOtjOtS28DhjvRyjm2TsWm2tFbB+fhiaySXQ9ezGhoJi6fhOcJAwEruUfOGIpn6/pOtwb/cb2OVvT2hBdMDGfn/DsQM/qrgUOtnw6/CVAQee6xtUfYyH30FRZF1RAcEPq3iYkTyJ5E0KpJStqFef2vo9n9xcx/8wKCDw7+lOT9wTRLbCtr+S3q+doMjjxlWmKUcQB+HnzR3Yz4KCODhEhAa4Ql9ERJA6TCoPjcGZz1/JggJi8iqF3hEFBQSR9AsocrXoYLl2Bhr/fDUiX7wIH6gnMmtkPrZ/MsoUnLsOgQWbwMMGHnYo+V0wKv8EtTzVgpbKHg3qRjZQn3u1JeP+kNSzZzLgngR453CYfY4pJSgIHO6XggL24uQ3Sj/IyZEsnNOBVnUHt/gwR6PD3BciqOyQnpdRF0o+Cu4C4Nw1srZFmvBzv2jwnxQcjPleGctMHDM4sPfX3lzMvIyoPJLu41aT1IkMKJDLWQmDau3jf1aFib+qZuJNmYICglyXe/iSUVkkD1AA4drrQ6BLhGXyZzMeFJUHiiZ/ZthfqDvD2xyArzUoiTQNgb8zlJCUzgg+vyzLwXZ/Vs6uABla/bXp/ygKCCcZVo1Tl2O0qiQhu5wJszfJccujaow/IIM6yEEZ5lDfxOOmf6hx6fuFuHns56E5Vr/0PDBLm5/IU74oGeKW+K+B9djtl25GISHKLP2k7MJf+t4Zto1AVMDzSUFBOvyrpx9vOXYzUaS+iAtr3Qfxw47nmN/EqYzTGYNPIDzrj2bV9afnKc1NssLp0pKzjTq8ZXVmXGzRO2YZpLRycpbiz519oDFv+KfSAC2HN3wpTKo/Ydo7SyBykjQvQYERtpDxHDRjh0fUs5eYMHW+Afu2eOG0RqA3ybCl5gnsFjYwGmIuEBfibNNS9u9Jc/VwXsTB+BapB8UOgRY7IuAZDwxcJJ0HTZo6oXPVgaznn/aEWh5bkeoyGgctqtzNATi25mjjy4iRrZ9o9Z+1Fh+TOY5zU8LuKFNa9B0NHbt5EfECLjTDMFaDzq/poXzWg7LuwT/bC4FdM4DqVmDydmBsSQj2s7wwz9Dm5MjEYTnTAF+rNav+geXM7OxrIiO2/WOA/YxDU12H4mW3IRB5PMX1kdLv5IcQ91GI8zc6/m1F/2oXy3IQSIyp/GIzyi4yJ44lQyY6FXT95dF9FA+Ks74m05fG8UymOfErx+G28otwd9erTBQovlpOXqUX93FY/qrUfipLivBkFEHTeXm1BbtGq+G3ZA/U4tusUxajJZTZTTMdesIO1kr4vG1zDlPl3CiU6VCpHCwFeaNBrHHvy7hVASLzgyBTqxLFYMvzdo8XoZxNfcRrMSZ8F+JBx+MDa5ljY6Pm5LWhHw9OBwafQEQ9VKfPfkGyujw5FiqGj0jnW8xYaaN05PBbgW5tFc9jSeHgDUA45AugJ5SNYc4jKlZC62pEcUcqWzudd1vG/Wb/E4HFwwgDDEo1n+gKoJrg35s+zEh+HIqrim5ElWpwJTV9iQHvjnNBuwdQ2IGoGvBOAMJJ8/k84/CJJZPfQvI5LETmiVip5hBkLoPHkCPlAdPkkSlgFi80ovPfNgi0Ys2grEiGTOyfoojD93UPrlxHGhTEjslytoFN3IRzZxfh9gI/ZN1R6FyAXwNM3AksWgUIsRJKqNWPwxv9TMSIfCHIPTLncS02Mk8G1i6ZRhFRYZaheFHqdZwMCgb239E5LKNCWgltj5ow+tu/gnZ2D6IhN7OGHtqFQOfz4K+6pKAi6fMjzijan7Qi0BVC3RdL2OSrqVFBbuCzt1SKgGlq7u92Sr0We1v9GYcAKiWM0R9Gr0qLTZZydGgMkIsCxrmsmGnvBVcxHettW+ATQqhQmllv/q+qr8ZOXxtj4pMzYaWiAJO1Nbiz80XM2SRnWbSM1yrPIbKyCdx12S9nJSdnKfkx6lK84diJf1rX5WWTTH/tCNuZtHeR3MBW3seDr5aem/L7kUAvwuTmlQP7/V0pgYEnltXMCXG4SiodN5VwTgcGp3HCoCghwh+p0WS+oWRGNbg0QQGhVKnA92rLcW9bN0JJg6IYWyHfXlsBU0xvII6UoEAE1K2AmrqwOCBQBwSpisAB1+i/RfSolPdGYIAcWSyPY4jyHHhBxIsXjcEOhw2XKERmLpSJjEVkQpI3ygWTrAA3l/0fxmompDx/YZEZ7znccM9OHyCVKRWMXTwUvDr3bRPJUKUjDYjZi41gqZdjCQxEoOT8Qe4I2TETO59Ie8piBZtY4tbMcdAkO/pbZWzCZ0T1+HgWywaULDXCskA6Tu+RIGPtHxN4KfNQeoEZlvn6xGqZtCvuqq/CX1R92O31Y8ZGYPrW2Fvi+yIMtlAe+UMPxt1eOXjIooiA9QDzFqAP0ZRMgto8ipUexv+0Cofv7YK/IzxYGKUOkAolxny3XOqwyICWv/dLaf+h30Hs99a/DWDaw6MzZjCIoOk5mPlc9a9xs+CIiI7Mlnp5AdqfsmYN+EjeOhcWTTXihQ9sCIbJNGv436mFV19/BH8YOxO8KEBgIksiWrVGrCwbBcG7FbyXinwcohDweP9a3FqyBPMNYzBdJ5ES4/h2+QXwtb2TkikY/oEiLC2RnJeyjOMxViMRQS8qmIY6VTHecO7ALl97XhPzv60fYiCSwbkzD1Bgclv5hZioHdLNlOdNKA55HY2jeYEbXvqjz9zri9URT0GcDgw+gTAuHgvHq3sy/p0ma2FRdlW2yXotHm6sw3t2Nw76/GyQmKTX4EyTIW2bjS72nMIKlD4HKAekzyFQ+j1QAfReBagb5QgquJR6ahBlUKM9bQtg4jVyHgfHWrBubiU6K6WV5kv9dmh4HpcWp1cak3FyWOTFsEYypyVJS+Es07nDggJChUqJH9ZV4P62brijVJmVQENUtVqJ79dWQJ5mUtDPrUPgEPlOp/9MkePQLBYPO146X1EjMO1iI7RtkZGtxmOljlG3lrCOBJosqZOg8z82JlYUDzLkRhkTQhrK4jdP12HSPTXofdspkfvCIlMpJCdE80xtIviyb/awtHce4/QwTP5tTcaJrUipwI9GVaLbF0Tbg52ZUxFEhNzph689yI6TLI17Nt7PtAPiUsTYK0Bd2Iiyud+EuqwAk35bw0h77v3SJG0Yr4aBrKLTBJSCGEW/dyv6jx6F7+isrMdDmQjnLh/M01LLanH0rcptpnPgLtK6Bgpm6ljLJWkm9L+T1E0R+6kl46n/y8/jwqiV4fvXVuDXz3QhFBkMDuhSpX8uPcuPt8ulfWZBASF2LgbjsMGWBjIZ+kPvCubaOEWbmhWZpRuFZo0F0RzlQF7GZ1390/hSpUjt5JiorWSPLd5mRvzLhSPBLC3OeeD75RcNCwoIZNOcT+ZirHqwu4UwSadBoVwGeySa4Z10XzoBPntL7amI04HBJxDKChPMl0yG45XdwyafKAfYCzT4y1gjbnG4Md+cueddJ5OxVfOFyC3cQYGENgAU/QOQxUrjybbLqm6g8l/A6Ps16FtkQN9qV2IUEqCGF2OhwyFWVJCEhWMjmSBiw6xyvH5+Q1o2M7UBLbOYWHkjHRaZluEF67+yVB1FzDcuznhcpPb4cOMobHR50OQPQM5xmKbXYoIu/cRCMCwcDftLuxD1BIeXFEi3QCnDurPKwW8BFDHRJaJbeCYC9nOAB2y9+PWUKmZHHCLjnnS7zgHKYnlCe0BPXhnXFEJXK2kokD1zx9NJq8/YNqgtkdrexn6vnAUDyaBJu+5zxeyRCSzIOBaiYa0yr9WuqZ+6W3NHRFQiqLlRjc73f85S+QxJffkB+2G0vXU/LKNvg8KgYoFALja/N9SJrV13IxAZgKJ9HHTIHhgQQgPDDXWIYNj9mh3+tjw7Hsg9cquXPUZ/s4yVQCjbEOgJQW6QoehMA8wzdHnxC+IYX6PB779SizU7XdhxxIdITODo3BkmPB54C7w/90SXCg7P2zYNCwwIphl1sB11ZM5Q8hxU0ysh4EDGrdP9udSc3qp4iqYaOl4FbxahJQOvhls4xkwWc1YswQTNYBYqKITxgfsQc1+k1kQlxyOQIRrmwbH3DpVCJgn5L1aW4DetEnkm+ezQGEcZTSj2ZdzmpDRByqmC04HBJxSW62eiSydH5NW9MBLngCYFGYedE4vx1rn18KvleKijF2O1arZaE0UB/r7dcHdsYH7wCn0Zk2NVGvLzqqCJefZ+Ddoou5BmfKDn5DZg73oPpl1tYSutYP/gqjiEUkShhRqdUCns7MYJ1xXg2anF2NdoydjiFBBE7PH4MdOYftV2tnkpdvm24oh/f0pwQJkCujGvLb4ZZnn2nnMFz+FMs4E98oFMp0LlTy9gGgvUHor4gB4VIWqVWHvFVFR0qaEdCwQ44FAd4KwaFGBqD4aww+tH4zfLcOCuTqn2P2SuJPGdUF8k0arg3OpDsCeMMd8qZwp5lCnIBkpZm6YNZgLyhbZWNbJsQWz/qm9IT7QcCiEPp0XCwBo3nLv6oZ3HQ6ZPPTlRdyF82y9CuHssBiCtIlWlclRda4FlfvrvMBz1YXPnXQhHpfq0oPXktR9DuQ5UtmElmZHGT3QIHND0UC+m/6kOo754/O1qZr0cly8oZI84KJO0p6ljhEGBNHEfDPTAEfHCLE+914znjGVdTmIocxBbc/FMXKLW4hXHtmEVMkZm1o3CfP0gaTMZJDF8rWUuHut/P+P+kbdDNufIXPALITQF+zBaXQprxIM7O15EbwpXYahhB5f4f7HcMIyXEMc0gw4/HlWJp3oGUlq8x2pVOBJ5D1E+femDvp8LY4ZWpyJOBwafUNCA//KUYhwYNQfFfV7IIwIGLBoENKl1r9V2F64qUKF7w2+kGm3c1IXj4Tj8KgrGXYnCcVflNYH4t0XSBgWD+wTs+MDNugcm3FWNzudtGFjjSqxCteOLUXllI4yTpJUd2Z3ua88truLP0gZFiopfq7gdq+2v4V3n23BFpSV6vXoslhVciom66TgZUFaZUfv7q+Dd0obuHe044vVjV5kOuoEizPpXzKWPsgciMH8jsOUMYO0SaaSh3MdmlwczR5di4t3V6HnNwSyV6TzJzbSW4BCOCxIlidiQkdC+n3eg8srC7K1vomR0RCS6fIWQaELZ7Pbi7XInFisBRSiP1kk6/4Uy1laYDyGSWvqUpDJIo05mZ9sEwjYl3Gs+B9MFD4KTSxyXqKcQrlVfghim4xrcw2BvBE0P9jLJZ1I5HIpu9/sIRSn1L523aGUnomY7eIc5o5ser+ZgSrI6j3ijTIL5WMosDERnCIsYWOtG2bKTJ697PJx9nxAelj+Um7Wo+MF56LpnJcRgUnBANzzPoewbC9n9cL04jzk8vmLfhs6wPdEBQI6ONAny8bJGGiw1TWZ9/s9YP2Tkx/gUTZmEG4vOxExdHd5y7kbkGE8+SRv/vOMF/KTiMvzD+kEaAiOX8lOOCPQIYolhIi4uPi9hPpUOlF38RUM1ekNhuCJRFCrkTP1wi/dM/K77rYTXAiFesvhc8dkYM6Q0cSrhdGDwCcZhX4AR9nrK0rdkCbHX9Bx5BAH7kdR0bOyn/cDzUGgsMNbRrJUdftLZzwJaRflirGuFUYaiGwuhv8YErRdQaGQJW9s4yvMk7+R6HQUHywovx9KCS+ETPJBzCqj59Mp2JxKcnEfn5FLcZYiwisKMDcCcZOmEpPF59gYgpAQ2niU9TQIoBCLJ0eqx7pZiKeW82YsjD2QIlmIKefatnrzaCLOqHWbwzqDN+i8DLvnPoCBTNpReYBpWshgK63o3ul91wNcsrahkWh5RYnTnmr9EHoLPjFDbZKjqt7GnfLvOk4KCNOZehNZ/DKBwgR5yberfez0bU78QXkRg2VvQPXM9G7jTBQdVV1sgUw1OZjShH1OpJRkc4GsJ5pVVGUoizWvzHIcGVSlbHY80QCAXxsIh2YI4NOPLUPfg1XC9dxi+XV3s4lA3lsJ0zljIC3WJz6aVPTk5uqJ+UOXdLNOylHs+IP+CRcbx2OZtgTPqg0WuZ2RI2i/COcYJWOGUyqfHgggEPNy3akimID14iLgUO1AYckHLX5TX9omMmExIpCzJfbWfwkrnbuzwtjGq9Hh1JSupEPHyVMbpwOATDJbBznGXcNEA/H07s77GdvBFKKOTE/4FmonlzHdhKEgx0OeOZi418kBRhQI73F682G/HQZ9UE9TLeJxXaMKlugKok7gCtRoVRqlVaA2kV2KkV1aqlKjXqFImsbAzCjEiQlkgT6nL0ook2Vr5ZEOMqZsRsZ2PAHM+yP762euBrXOBqBKoUqWuQFjGRibJF+dSKfQ151D8i0FpyS/w2ub2JbwzaLNHxwJPfxa46AXA5MieOehf6ULFxZlLNdTj3/WiPWUjjDeRN0SEOiaywEAIqRHumCgRNjK9OiLCtt4zzIUyIg6vT4cn7YX3yv9A8/pF4AIaiJwATuRZGafymkKUXpi6DdbCebwyfLTIVvJpryX7Ri+6X7XD2yQFDtS6SZ0MBXN1IyoJXWSeit/3rhjRbtFK9ixDI9S8ImunU8HyyeyRDbSvJvnIWmrjoM+n7oh0+HTRAqYlQCqC+ZAF04GCgny+whAU6IERsuARBCI2qHOUIzOhTGHCZ4rOxGfyq7SdMjgdGHyCMVWvwyaXJ6tQUWOoK70nvFsLHK0EHAZEbEZ0hF4bfBO1I44rRdnXF0FeOHiDzz3XiLZDmQlAlPFXzpbj163dKc161O/7cr8duzw+/HRUZQqRkMg7Pz/agbDIqDqpkkkchy9VSn3ghIEP3Oh+yc5S5HEhmdLzTSi/pOCYVlfHi5ZAkPEFCFXUvplDtE4ZBmqbgeZGYHFB+gCGxIVyjVpCSGBeBcwpMR14QD9GDXVZfoHBW9bh3hm9FYCjADBncKzMRs6LgySVWVCA45lMeQhhFSLWSoT767IGBQS61IP9w/U2DMpaeIKtEiEsCeHpOxCevBuKg+Oh845Bfc2FKJilg0w9/HPYNZbXZRZvN0iDKJiI01AQkZQIpcnbp0CEskfll5hR/an8ZxZyBzwY6Gap9+QJND4hDp0Y6TVGXo9ybiK7F52RKIqVciwpMDExNNkp4oNAmQMSY9rtb8d7rgPoCNnQFsrQ/nkCEIpNj9HjID1+UnE6MPgE46IiM2PTpwMNS7Q6n4t+BIeOZnvrgT1jAI7Suem1aqkdr/PON1H960vAq6UJZsoCA7Z/4EbT7vTiKuPn6/CSaXDlmQy2EvUH8dqAA1eWDEbfozQq/KKhCs/22bDF5U0MXDMMOlxTWogatZQtILIdI9xxqUIync/Z4D7gx9jvVXzkwUEfkbFiUOZJUKfXfba8mNUh00FdqoCHgq8si2pViQIVlxfi6ENpvIpp7pJxqLkx/4nkiD+Q9uMCmvROj8ngNZknatbOl8PkiFdxEAIZhJcInICosxSuVV9GPqD4N504UrXpPHS5303/JnkU4Yl7UFN2Lor0mQmopBHBWg0zgYuCN/ZBcJJoTZrmXF7qDDFNSQ0MXPv8UlDADiD5YKQf9DfTdB1zh8wHFEjfVHQWpmhrmPTu0WAfMwGao69HrbKImQQdCUrXDu2hIMrh8E/Gk754+yXH6uXkwkoteaR5oszQFXS88PijeH+3Gy09QchlHGaM1mLGGF1GdUcqS0zV1rAH4VX7Njxp3TCiRE6+rzPCD55TQHWM2YJPMk4HBp9gjNGqcWtlCf7S2Sfd4LHnuVhQcHtdBQocVvQkE3aaK6SggJBt9SWICPe44P6gCaZzJftRmYzDjbdVYPV/bPhwhRNBv/SJWgOPMy80wzEfEPoHe3Z5P6DfBWiPsDETwSpg1WwHriguSEmNVqtV+E5NOTzRKCPvGOUy6GWDgzv1tCdY+GnEaFy7/Bh41zUsfXyyQSWSOOxkypcHlk8uwgxL5v2kPveB97KIuHBg5DpqcaOUNynsBXsHV8iUfiZ/An3MGpoEfOIdInI9z9rihq6GKTOTbrg8OBEYl77bKrEvhXMy8wsYpyCXW1cSuTIt6BoNp9pc50LhGcM5NyZ1A0YVXIpm+8tpbXnK9AtQqpuTdbvmmTqoSuQIUpYkrT20DNqpKyD4TPBtvST2ZCzLIADqCgVTdRwqmESmWLkCqL63nXkHBuxTOQ4zdHXsMRTnmCbiTfsuPGFdK52F8BRApO9xcL/iu0JmaWSadkNJEd7f5cKKrU5028LQqnicOcmA82ebUGTMU+hnCDYd8DCXyHBETNiTv7PDhQqLArdfX4FiU+7tLi+YgRpVEZ63bcGhQJLmdgaYeQ20MhUjI2aGKAUF4FCuPwtyfmTX338DTgcGn3AsKjCyXvxVNicjGtIgP92gxUKzEXq5DKJ6BmRqM6IBp8Qm21effjWTDhzgfn8wMCDIFRzOv96CJVcWoL8rzG7mkkolZHIOD3eQWZK0dVUXUPYUwAeSgpV2QLdewIfrulFRpGB9/DTBKYipziba1IAgDtKhzzpwckDvCudHHhiM02lgkstY6nWgBOiuAEq7M6ywabVYpcSkiaacvgZFiwwYeNedUVmwZIlUhiARo4LZOkZmI6ldOp9EZozDvsWLlkf7JMng+Caofn5VIRPbiQdnlJ1Z63CnnF6dGyjrHHR9THu1iJK6H22/6nrLsA4IPk06fiioJGKcqGZtgMN63BK/558JKllqgqoo/YQyuvA66JXVaLa/Ak+ojT2nkZeg1nwhqpmHBodQ1M2IiHJ+eF2fMlKNP6zEgV90SiWURG5eynhop78OZflhKPTlKD+/D4FDE1h3CGVF6HsikmY6rQLv0ewZIsnC+sSlsz3RAJ60xezIBS0gZM4u0eGt6neieVUQB9oCiUMOhqN4faODOT3+9NOVqCvL3wac0NQVwAMv9Ei25HFz2Nj33WML45dPduHeW2tYFiEX4hmEl21b8bTtw6yvvb5oPusG+GnHf+BJq5sgjY0uaPEipmNTQIvz7LsYN8Et+Jkk8yLDOJQpT15XyamA04HBfwGICXtDWfqbm9zgyuZ8C13rfgnRqQA82RnkKSB/IXf6AUmh5FExxPlOxUvcbi4QCwpiXC22H3QDk3IfjUVbfOiNKflRvz31n1dcml7dsCsYwp5DLhRnGzhFwNvpxx2t30a5soopHY7TTB5xD386+KICVlkdeMfhhi0cYYEABWNLC00wyGW4vtTCzKUIKy8CrnsCoM66lOCAJlcFh/ovDfIlMoH+Tl0K6nIlel6zD2rrx94W6A2h7UkrcyEkDgG9Xjdq+IrGudPH+u2HrsaJVU/nnAbi+Dm/0GJmgUEchQPANf8A1P7cXQm0fccOH0uHT7ijiukgJLYzVy+VRTJq7AOWMwwoXmyA0iJjRk/xIIaOjdozcyI2UxFxnaSia7LoKdC5KjecyR7hqIfxDRQ8lQ5ENG1Yj4G3guBaS5kBGBo7WcdF3dR5Kd8Z7deU+2tg+9DDAi9mD12jhGWxBnLDNeD4TzFfBfae7By9wdOQhox4LK/JF++7DyIazyIKhTkXCuED5OgojQPJXyV14gRCAu79Tzce/EptXuZOcbyyQSKkppV0FoEeexhbDnkxb3x2E6wU2WwxklUO+TNFC1jXBOH+2hvwH9smxlUg5cfYVoa9rzPsxOPWtSnuky/Zt+IS8wxcb0m9NjJhIBRmbeP7Yq60JBa3pMCYsZx4KuDU3bPTSAu/9SCczauYRCyv0MBQeQYM1Wexf2eCxtKI6sV34+CG1dDk4S2QAM9BUZKf6A+BfAXInMm4W8oUJN8yE8lVLb5Z+l98ohcl4hVZ6NKKvyXQhPedK9AWPAqIBTjivQJLqS84R607rAyiN9yF/nAPdng34QzDItxQ8sWsvdPZEBQEvNJvZ7LMyWesPxzBf/psWG1z4s76KhYkkN/Ekz0DGCgV8fTngHnvAWPIgDE23hKZrfLqwrw1BSjVTJM2TXSHftkJz+FgIuUe9YjoW+lkpZPGH1bA0KhJO0i2PZnqVzEUVJopOc/I2vqoO+Tr1WX4Q3sPG5SXP5dnUBCHIAUczY/2YeJdg8p5RQsN6HrJjognjclRjAvh2OljOg5x6BvVrCOAxtsDd3blOFFgIk50fumhMOU/nClk+sS52v74KkTergfHR8EJMinW2D0KfTt5eG54G5OXkzd06iRddLaRPVIxgqA7CQVzdPB3Zek0IUnluce27XToCtnZRJdJyDcFdPG3ZBY9pOtlwBnBjiYf4wbkAzrnNOlnc2mmGGPLIU/GwECIhiCEPOAV5A2iZsHOi/YtaV9L3yeZQp1rpFFIglGmweeKF7KHM+LDzzpfYNbImSAMOVck5GSWa3OKFBE5/PdtPezd8cOlzC6Rsb9dU4bpQ1xsTxWcDgxOAYgCpSVlWaNPupkGdj0B59G3UroMAgP7YT/0MirP/AlTM8yEtwNa/Lt4Lm5XfAhVOM92MUGE8ZzG4U+HIvB82AL/XlqRilCPLYFhQQMjKo3WqOCJtVvFQcltKmBki61JDGnT1BV4w/k8SHWden694SkIChwOjQNGH8yym3wUzZN3S/+O3X4b3O8yJ8XF5gvY77TaP+D1sxuU1CCLs2gjkM/6nc2dOBpI32ZA23BEovhjRy9+Vl+FpRYTzi4wYLPLC1tpBOapMkyUa6HwipAb+WE99fmi700HPEeCGSfiw/f1YNrDdcNIl4GucE65XhLaIc0Ecl4kzDPpMVZbh/WbrLBYj8GohtLdh4N4ZGsXzp9gYcEGGRiN+0kFDt7dhbAtytox4yNknHQYiHWYxEFOhYfv6Ub9/+WhDEj21fv9rEVRYZIxDsBIs0RtW3ayoIBAQUEc9G/SAfA9VY/eSQdROmr4fXCiQAExSUAz22YxXXsjh5JzTlyZTMUnDfs8dY1kOWckf54jcUNUm8OdgREEBsT0z/4aCjhCaUS8In4bbAeeh7vtfYgC7RgHVfks/L0o82fTVppD/TgU6EnrZmiPerMGBZlAmYOlpkmM2Jkp20lBwdClGPMxE0Xc19aD342pyToWfVw4HRh8TBDCPjia3oTz6EpEgw5wvBL66gUoGLM8rUyxq2W1FBQQhrQeRgJ2dG34DWrOvRdcmhUyqew92WtlFsxbppfhjM1dOVeDlE7lJhdCNytVOz3YakPXr1Yg6qQlpTSgEA/B+uQWlH33HHyvsQIPB5tZyYD4eLSnlEDLtW4P26PYvGcjUC1N7jR4BKMzaNjB4fGAfS1gsg9fxQqcCEEWxb75sZppElY5XsNs/Xn4W/cAU1lMfussg461ShLRcSie7bOiOUNQkPhcsmH1BdAeCDLyJJE9zxoqqZx/soVp3W9weVgmYoBKFjyP5W+EM39PoiRgRIZIQ2WAE6qJ2cAPF0Ci1OaMASU68hBPyoTgeh9+pPYxAyrmr1GtwtQH65g5k2u3n+233dSHJ/76D+wZ2AFrqB9hMcT0J+q0DZhjPhNnFC1CzytORqRk2gFZrlUKLlx7/WzbRYsNrAwzkuCg900nRF6TEhTEwVw9OAEdb7Wj9MsnLzAgiWvK/hy6p1tqQU1yiSQxqLHfl2SwTxTm6BrwuiOmbUIGP5yVZefS3qV5nEq6V2UjKCNQyaG8UMFIjBlfQzLbJcrEomi3vwOrbdvQ7jgMLQJoUNTB1TYavf4yWPuUCIxyAjXdgDz9hUsZkh2+1rSBwUD42BwbXVE/jgb6E46RQ/G21Zk1J0PBAXHDrs9QBv44cTow+BgQDXmYOUzITalS6UIWhRDcbe/B07Gerf7VhaMTr6cbg+SLM0IUEPZ0wde3G7rS4aktSlvFSUOrF9airs2J8l4v40zFb+dk9begKoJdc9oRuNSD0UltSmQa1HnXWxB8sVVekoGQEAij+56V0Fx8Dpa0p3Zym/KkOyqCybVyGqil1HtUDjz3aeCyZ4CSPokQx14hAEF1FGtueAKuouH9zLawA3e1tKE9MFwKZZvby7ICv2yoStFVCEbCbHLON4ve5JcCg+NBQBBwd0sXE4SKf0/EFc0gs54ALVRohT00MFBZ8ritSXOiaPjrWFx5HAI+0zcBG88EHmzvwYOVNYh0h8HJiXynZ3yCxx9/HL+587eIRlPrwY6IDTtc9NiMN/tewtf9t2P+d6fj6MMxR72sI+ygv4JhjIZ1duQLsaUgbVAQB/0tcvTkq2gaxmow7Y91TBqb2m/Zc+M0zLY5nabC8YBcAserK5jWAbszlLuB0GxAjLdRSiMBy64VqzBgiMBG+hoZQMPAlPqRnaNls034+9vZy11LppkQFQX8oXclPvQcAU9aJ2oN0NKIIzvHxUifPOCjekYVsGc0sHgzYIi5vA1BZKiWSwwG2bF/vwEhc2aOxphcTTnbPT5cj1MPpwODjwEDe55CyDMYFCQgChCjYfRsegC15z+YWP1HA3aEvWl61tl72LIZkPPMJGloYEDkuWRzj5BKjkdvnMqyBnO3dMHkDiEs57B/PIf2cTvhKvChv8yNiFJAQSR1snW9exiCN8MKjnyAQgKsL+xlhYPkoSyftQQFJs6iZPvkKDgEIEIKFjxG4F+3ANUtwKgmiSnfUy6gddJmaDStabcZEiahNUPZhJ7tCIbwvsPNVBnJZMpx5HUcbPkQwfKbkS9OxJD9r+4BHIqpRMZPbQ4dn8Rr07HcSeeA3Biz6SHINDyzAh4K6rGnFshjBYk4jd8NlHcK2LWnhbWpEsgOemPhKjzw4r2J11arR2G8YTJ0Mj06A23Y5vwQETGC9kAz7j7yQ/wr/DTG/bACR//ag1BvHikMDuh+wz6iwCBX6ozJCh9bJWjEoACAygonu7uGMirfKb8A93W/if2BLsi4EETlRgjRcnDRSmh5A6pUGpxTYMR8kwGrznDi8RUDGVf29eUqjKkcWUvfOdNN2HbEh11NvlSxJclwFZ9bVgxjKID3X1wLhbMNjcU8Do8RgN4iYOd46cUJDZY4M1cJvDsLuGjtsO+VAqAGdfryFHUpGHk1XMcgZPSr7lfZpxt4DZaYJmCZaQrjHkifmRvREbtxfTQ4HRh8xIiGffC0vz9ciTABARH/AHy9O6ErkwyAaNIaBrsBOFAHtJdJs4gmAP/cCISxEfAqedYLL6yU4f0F1ezBRwUIvACVfDt0itQ+YKr1J8O7qTXryo0cE5UYgJ8xCoYjY9aABzobDsNrHqzzUTZYJduCQHT+4PTLAe2jpEf8jUbl1oz7E43OySl8ssbmwrkFRvRt/TPc9L0o8hQkiB3LJP2xSb/GQdoN7zrcw/bRqwesRVKHQMbAKgrwk9JnK2pvKsK+n3ZKE1uay6f25qK0THfqKjBM1LDa/bGUEyibs+BdibyYbLhltQ7gT2sfSkxMn6m8FecWXZyS9u8JdOKB5l+wIMEWHsBfnv8j7nrgdji/8VtEm01QrzgHsrYacBl8EuhQAx1hZtaU7ypbNdmH4EZ15qwBJ0I/5eSI+3yc0MvU+GnlZUzoaJPnKIJiGFXKQpypH8v6/JNx/iwTuqwhrNjqYrLnRBqkr42GlrJCBb59VfmIuR3Uhnjb1eV4e4sTb212oN8pZZDG12pw6WwjSt/ZidbfHkaVKKKSU4AXObgMAp4bXYJmJsyW5jth2QMN0FkCVKcupDS8knkXZBJNOt80Bc/ZN43oGOKgy9wl+PGyfSuzcb6z6kqUKIwYr1VjvTOzMi0dwXjtyc9GHQv++674UxxhT7dENswGjkfQ2ZL4Va4phEyd1M7XYwFWzRsMCgh+FYLviUytkNL6ySI8RVnaYgRiDnEyyLjO1F0Ah8m6mamvJWe1HCAB1hGBB+tIaL586zAjG7X8A3AgZcf0aUyDfC+UfCzVnAZKriRnVtweicDfv1sKCqjOHrahIGTLErhJoD1dYNIfd8sRqUFG0q0aOGDT/MxBASWJBoqBHV1utD9jRecLNvjaBjND1MI4/ueV0NUPaSktkWP0N8vSMOoHMfobZUxzIb4fBJHPr5uFMjlq3/CF+CbHOgRjK7IlU5fivOLlwyaTMnUlvlx7W+L3letWoGngZQQFJyK1LYhaUpUvM2EkjSi1FzewlWc6wyHiF0ARwahlE/DfCDr/tFq+oWg+Y+eTw+HQoCD+us8tK8Fdn63CwskGjK1SY1q9Fl+9pBS//kI1Cg3Hdg9QcHDRXDMe/Got/v7devzj+/X4yQ2VKHlrK9zvHZbaUMlAPZYZ0Hs43LSjFeW+9KUCaWcFoHt4zf5GywIEhQgry6YDqUIeL8QY7+Ch3pXs9/Mt5pylhPOyiJ19nDidMfiIwWUxKUlAFBkZMfEejoe54QJY9z4lLcnWT5VmhpRRkkJ4INhshe35HSi6YXbsvRwusJjwzx5rlsszBJVsV+ouQMRCJvoyCHlNIQKttozRJN0YkSwtW7S3cgOPiEdy1qMaOdVQyUY4qD4LTX1UhhgEz3lgVD0CX+gyhMVBzoWK43BhkRkLTNPxYNdr8ApELIzrwZMvmoApmqk4FOyGG3UQM+wx7Q9N7NT+Ge/0oHcvtL+Hl0ovRzbQauALFXkw53Mg2zy3fzJQYAXmrRuUJo7/9OkAvQtQ/8OHHpmPrd46n7Uxm+DR/1fGSGukfjjxF9Xwd4aYf4DcIGMCSUOV94aCnDEn/qoato0uHF29AxF3FILFiuDMLdC+fjH43lJmNjSSY+oIDJZ7aqxjgAx8q1ptPYxyM1wRB3w+Hw60r4C+QBpeIw1NUG1LDVaHfjAFQrl6/oMRB3bZN+Ndlw67/BbUX8Zj2cuUHBDZJMSuJUp3KCKo+44O2sLMgze1Gfa+7WTkSuqOoICsdJmJtVGmW0UTyZSIrRQMkpEWaWF8UkDlgpGWDPIBnSeNKsZvarfDs7457evi383ivlY8VTvYejgMbGwchAIy/KV/DXtUKy24pGA6y4zEvx8KFmgyP15/rHjJgrof2oJWjNFa8OkyC/7VY03RZ4v/+3Plxag9Tn7SycLpwOAjhtJYBZm6ENFATOI3LcREGSEO8+iLELAdhndDBxDOElwIIlyrD8Jy7QxwsUFnmcWMfd4Atrq9Qy5+WgWKMCieBselkmj0vAGlytTuCMW8MeDXxuyb04C2HcDwjorkF5QuM7OBk9jXVHeOp3zniQtxNHAY61yrE+2K7DM5Fyzqp3F98Q/AoRoKjmPpNzWTI7bgJ7X34QPnamx2f4CA4EeZsgpnm85D0P46RPlWdIUzrwToPJDQSKi5MyVDMNO1FQ65Ge9aFoMXo6BwQdp/Djqex83lxZhv1ifsZJkzXiTKjKAscjnkI2Bok3MkqVXGswYkjjR+FzB5O2BwSQHA5nmAKgAU2IgjIiksnrF2MFWfrHhNwkaH7uvGuB9XJAY+0uenx0hALZCRKfvgKP1TyvP+c1ZD/+Sn01oV03icTGhN2V5ScGYPZ+YwRMQwgpxEvuN5HiodZb+k94Yn7oXwlgucR5e+nCCCuRFmAn1PTbZnsc66E2+HPgOBDX8ck37urBIxZTuHqjYRRUoPyqbyqF06DipT5oHbsdOLw7/tgUhF8djl49ztY98BXeM1NxUlvgNioL8+4MArA3a4Y716dATzTXrcWF58UgMEKgMc7Za8CCbUaGDUnbrBiGfd0UGiQRrQno9z2aCMRhFKo5LKeAeWVD+LcFLGsSNkxR+b12Jr1I3zLRNZoNMU6kFrHmZMsgzaD1xADrlHiag2DEErZWubgr2oUVlwcVEBGjRqvGF1MIEjuhom67S4oMiEsadoGYFwOjD4iEGr/8LGy9C/87EML+ChLZ0+rGWRKRjO/Ra6t78CH28bFhUnQ/CFseHZbpjHmDF2mgYBoQufLwliut6IVfYAWgM08Iag4PdAI18PGZ9M+mOfhgqVZFKSDNPEErzL1WC6SN7iKV1V7N8tKIMRmQ1HiChHxDDqb6dH6nnh8KniL2CKbgbedaxAZ6gFCk6J6fp5WGg6DxZF+tW5QWbEBYWXs0ccvlAPPggewCiex35uDvrF6pSsgaUfmLRDRKkbqCsNIGKoh6juZHVT6eiBc22rMcW9C1tNM2FVWKDleZw7fhGm6VP95akN8sV+G1oDUmBFrzun0IgriwtjwUt26GQyLDYbsMrugjIAXPUvoKRHClro3VofQJxMcjp89kbAawAu/o80AaflzQmAe68fngMBGLJo69NkRpMY+TKQvK+iQMbKC+bp2kRGocO1Oml9IyEy/gB8VzwPzSuXQIzIIVAlSqR0L3BgMlB/AFCnIWpXqgfbXt+zrsDS4uUwyIevxN/uewXBsFQSmTNnDlQqmiNiJRJZFJ7rnob+X58G/BK3gwUnVL8QeCb1XDgvs1Jei+MVHLK9itWh7yWCgjg8Jg7rF8W3aGDGXqoku++hINGmI/f1MC+KVDlA6UfvW04mbx3vGHmiewBv21J75Wm6Wuf0sM4W+jxtuonuODDgCuNPr/Rhb6sUaBHoklw01YiblhZBKT/1KsnU+ZSrXER7rRIiaQIDIooKQG0X5OARGZrI96khbh0PdBXjQ3D4EJ3Qa3g0TvcDVbGoNguEIb8r+nUoWDUaun2UQaPWVhG+sf2wn3sE8tLBfSPJenp8knA6MPgYYBx1HiJ+KxMmSogVxX6qLY0om/XVjEGFqqAaPpBSXPaL+J1XnfCJASh0PjRe9gKKxh8ABxluMCxAoHg8/t7/lyzvFnGW8dxhzyrVPMQzJ+KdD3SYJHagBFI/nQNa7EUlDqMUjbSij89qSbkzmktHf6sMyoL0l1xrIIhX++3Y5DIjLF6NCqUCSyxmLCk0xkx+8ocv3CN9LCfgfOUT2BC+CE3CNIiiDAtXATM3snmEzSfWA25AOB/y0gYYFjwFTjE4q5WE+3HBAGlHcCgcfzUKh6iUvTZgZ2nC5L3zCQJbGZL5zM+GWExnwqfLi9AZDKHm5QCKe6VxcQjfGiYHcP4rwEvXSWJPWcn0MsD6oSdjYCCERRy+vxvO7UQGGIzs7Bu9jHg49rZylsnxhYnANbxKGpqxHaEJ+6DcPRmw1yNomIOWSTz4Ejl0b0QRXeMd9rb5hYvxXPc/4It6WcbgJwe+gasqbsR4PXUlGNAb7MSK/lex1rZKOl6TCbfffjtE43p02FdDsXU6VOsWQEbECtorgwuiMghREUbhmApUX1AFXX3mNHdUCOKo7UW0CBMRQnbCKJ3aF7tt+D9jMWu1JPGkoWWB/vdc7DxmdoUEEy2iwKDVHxwWFCS+C6IMhcJ40+pMcR09Xrh8UfzsiU7Y3am8IEpWkFGR1RXB968dOWnwZIMpreagKYV4Dj6ZIoXOTLcZhXTfurICY+tvxAPdb+FAvB2T4FcCq+ZKnQvJAaFfwNb1KqBxDDDtUNbPFZO+bEWPHpWPzAUX4VlQQKCf2kNF0DRZUPjjEmDQYuYTh9OBwccAuhktE6+HoeZsuFrfZa2IMoUe+ur50BRNzHqz6mZWw/5SKh8gGXRP2aGDT5RSx2GvGnue+hSm3vx3FNQ3o8f9AZS+/ZigmYz9/j3DSFd0c43XTME0fXqnuXOvtuCP23xo8xcxejJV/aJJ/Vz+C7Wom2GCa5VbapcjOdeZOmZuk2zwQyC99pAYxH6PwFTAkmVDO0NhPNbdjy0uN74eVCDSagOnkEE3tRJyS3aFNTk/OPAruBDOVr6I2eIKCB8sReVGqUbNxzMusQ+M9NXDs/lyGOb/O/HeCCfDPv1E9GmqUWI6A3MCIVSppWPoD4XxZIy3MXRuoE02+4N40+rAZcW5B3sKHm4zl2LXntaMixYKBOqagaLe/PwLor7U0VUQI+hyvY9210pEn58CxY6ZjI+ROOGxn9SN0Pr3ftR/uRRKmRGByNBsUgzqIEKzt8CosmNR9RWJp4OXhbFng591BiQP8FqZDl+v/xF+13QnIyFaw/34S+t9aTc9d8Zc/OTOn2DMmDHwhSywPW6EYus0xh2Jg/PowYtGyJYcwbgvDvJPMsHq242oGMCAUJmU4xoOWQSYsw6YtsWHnX6JF6GpUaLi8gKmwxCH52CO1jby7zgSZJmZNQ5XVg8wep6Ebk5kYPD2ZgcLCtJl5KlqRRLG7/zs95hcr4NpyVKoampxKsBwVgOsz2zNGHAJvIgDc3jMnOtH334zOvsjUMg4zB2nw7QGLbx+EXsORNDGuyEokjayv14KCjJxYw6OAho6Mmog6HgVGtVl2OGjbKmI4pcngAtTUJC6Pfqdi4pY8YgLE+4bNCr7pOF0YPAxQmmoRNGkG0b0HtXoYqjHlSJwqC9tHY4u050kH5iIiqUhqXnleSi49RE2uAajVixRzkK1uh7vOVew2jxBzWmYAdHFlmsgyyDzWViiwJfvqsJLf+vH0b2DKcqoFnCcDTRP8+ED+HDzZ4pxTmF6RbCuYDvetr+ErZ4PERVlcAS/zxodh+YQS/q8WPjiVvT0+xJmOf0coD+zASVfmJ/SlpkMk3o0VLJCBKODPA6N4IfxgyzqdSKPcPskRD0rIDO4cEg7Gs+VXgm/TCsp+Vq9eNbqxUyDFl+rKsO7dldWspIYUz5LDgxosu57x4n+d1zMLIi0BBRmGeQmHr7mUK5MJkNxHxDQSO2A2UBmP4nPFULY3n0PbP694PwaGDfflJk8KAADa93MLbHCcBZc5FmRJTtVYTg75XdVsQLjf1aJIw/0SCZIccEkEZh/1hkoVj+EZ9ufwEbH2rTb0yn0OHPxmaiulkoPwd1aFhQQWCATQ3z/o++MhnuRnwkEZUNEkAZ8WRavEAoKrngKqGxPDb7IIbHp970I9kUSxlO5CJyxHWaP/tCwpPYwEEeFeAhUpiJJblK/JFMy6ig6lsllzU5XpjK9BFHEK5iJog+egOvd1Si6/kaYz78QHzfkBVpYrp/JlFTTereYtbjks8shN2uBM6Snu20h/PHlXqzZmaQIxs0D6juA6QekEkFzZXZxEOpmIEv6Kek5VGcZxuI6yzz8rvtt7Gu1Qt2emctCPAdynm0/HEBNjuvyVMXpwOATBuYQ9+0l6Pr1CgSPWgEZx+qc8aTaZoxCC6R0awIiD1d7DQIOE9RMK0BAt+tdLK9/FBcUXImuUBvLHFQqa6Dkc7NkiyqU+MJPKnHv9k7sb/UjqgQCtBCLxRIREfhrVz9McjlmGVNX90f8+/Fg168gMFIfBSkz0gYFZkcAtzyxE8pQbCBPKP9IBKWoKwDTbWfAL3phkJmhTvJMp5LLaMs12Nv358Rzsu5y8CQOkP3kQqf7BvrGNuFfwtjERyZPJdvdPvyuvRsajvoXsoMREgURCp5D2BHBvp93ItgbThwLBQoha+4W0GRcX14IxfkCel9xZF6CikDxosF2xKP2F2Dz72P/lrXWgCMpyWwgnsI+PyrmLUSr4w0EIgMpq/X4JK2WF6PCmBoY0Ao57IzCcrYBoYEws16mYME8TYuwLoh/fnM19uzbzl7bqJuIRv0kKHglugPt2ObcCG/Yg/vuuw/PP/88HnnkEbj+nWNSjKXscwUGWqUkhVvFH8Lu6FlpXzNlG1DVlqbEHfu+yOyrcK4O6jIljJM0zGExI3jAOEHD7leDTKJeZgsONDwHT1TAv3utTHSLiKyEGpUSV5cWYrYxP5fBOJzeHO2lHIdeZRkeqv4Kbmn/K/D0P6CsqYV2fBa2/0eEguWTITOoWXdVpD92jnkO+jm1KLpxjhQUxGBzRVjJxOMfcrwUBDRVAwEVMHsPEMljqiMNhAyQcTKoeSV+UHExXjrahM15HAcFByMNDGwRL1Y692CjpwkhMYxRqmLWRjpJU/WRZh9OBwafQMiMalT9Yjl8uzqZmVHPYS+OdMlwQCyDN6YUmA5hnzYWGFAa34+I4GXp4jp17lTsUHQGQtii8AMZ3kqX8H/6rCmBAZUO/tbzIKJiJFHCiIoVsSEzNUNx5ocdLCiQpSXYifDv7MTja76HzlF2yCDDTP18LLdcA4tCCooqjYsQEfw4bH2KpdG5SB6sfA6QqUqxWmcC3N60Ez/t6S6PHzMM2pztTXREcWHCo3/pQ7BvMCg4JpB+/BQDZDoezi1eZpaUbrbxXabFw94BcD5gglYJwfEuK/mwTRC5Ig9Qp4Oc12B21c+xs+cBOANUfx0U0KaszJSyb7LXJD63NYjD9/dIwU8SM5V4C46wHd/45VfQYj/Kygq3jbkDU/SzEpkgXsNBMTuKBzbcjfWb1qOlpQWfv/kL+Knld1DLsrTIkffCh150PGdl5MNMg6dJNRo6RSXKxBaY0QMHSocFo9NyjfY8WLan+lNFrM224xkrIuRtkOFCKVtuZv9cYDYwEassm8U8owE/bmpnmYLkr7Q9GGJlti9UFOPcLG2TQ2HWyxmPICs4Dl6ZDv8uvwZf7vwrHG+9dsICA7cvCoc3AoNGxvZlpDAuGgPD2aMRarczXRZluQm8QTUsC/LaRjsLCtJnRzigsxRobEkQVLNClVne+Eigl3kqPNK3Bod8XlRAagfPujntyMidhwM9+FXnK8wGOs6NoEBhs7cZy0yTcVPRWR9ZcHA6MPiEglKZumlV7NHxrgtb/9yX4w0CVKZkAhQHf3iADew8N3J3L7ITzbYKosu6JRDC7g9+A4sM0FfOQ0uBCs4oubklI83KRhQxfVdv+qAgyTzpvGcXoc9UAmtlJw7P2YJ7fD/EbdV3oVghlTBqzRewVHePZwN8CjuccSGAjBsFlDVKbHNbc0/4OaSc6NzMNUktjYHesET0O04UzNax1Tdhwh1V6Pi3jdkvk9MigSuXY8UZUeye4AMX69ja4CR3y69iqfIJlPAdiFR0MeGebDoEBDIwIqjlhZhbdSdcwWbY/ful/dCMh1GVqiIXHAhj/52diPpjZyXp5FCXxF0v3oYWL5UlgK/Ufo8FBZySg1zDIewUIPhFBN/n8XnxNvQWfQ9NA4fR3tmGt4SXcFnZdTnPTdfzdnZPkCZGOtCAOrH0S9jSeSeWqf6Jl4JfQoC5XMVybSJQMPTSHAoB8HdK7WhEzhx7ewUO/rJLOub4BRO7KapvsMA8VQqKJ+o07LHf6x92zdDLyYCL2uCGBgWE+Gb/3tWPuUZ93m2NS6YZ8Z+1tox2yYlD4mToVFejU1GGqn17cLzoHAjhmTVWbDnsTXz2pDoNrl1kGbEGAn2fqtpCNHUF8OoqOzYf9DLyZFmBgnktnDvDhHd3urOXTKhE0FouGSzRz0zXPT1fl83mW8RPO56HI+qDUEul0xBkvsyLDYWSw5gp+auiBoUw7ul6LSUoIMT//ZZzN+pVJTjb+NEwGk+9fpXTGDEmzdNDGRMISQs+Csu4A1DqkicnERs7foh3m7+EI9Zn2ao6H7giUWx3e9EWCOblgeB2tsPXsx19Wx/G3gN/HSazrODJTzl1sKP5WxXKoTwoctC5NSjpqEbj5tm45A9fw6j3puG5/idSty/Todp0Lhprr5ZaxzJd8TygKlNAPk6V16JeJ+OZBkG6zdF5oRL0JUVSHdJ7ZOQa7EMh0/MYdetgyya1e9Z9rhjTHxmFyffWoOq+Cvzh8xHsmSDtfayszxCCCisCn4WwdzrU6xZAKLBLqn6ZUuCTNMOIohQI1JovZI+hQUHcpZBNkGk2e9CzB4e8UiljnH4ypppmSfsYorJD6huUnBKXmz+d+H2d7Z28z1HXS/ZhpMtkmNVjMKfqTtToRuFa1b2YIPsACsRaITkgnGuZxFNAMHjVk4DUlAdqUX29hbUmauuUKFlixKR7qlP0FCg4vK2mHHNi5YDkrpMypQI/qqvAxizSuQT629osWYehIBnjYhPxE/J4sSiiQ10lsRKPA+19Qfz47+3YmhQUEPa1+vHzf3Rgb+vIg+PNBz34yeMd2HRACgoIvfYw826459+d8AVzsDdEHqPEKsyfI4NMLnVHpXkRUN0DFKQ/v1yslMCCAnqtXIR9cVPWjz370gKoRmB+td5zGB4hmBIUDN2H1xw78FHhdMbgvwB0AV782WK88Jc0WQMuCrkyhIbz3077XionHLW/CGewCdPLvwc+A+nQF43i8e4BrHO4s9C3UiETwwiUO+FyidA7SAiEBoxUBRwFfwQ81wtBJCk86bMFqrdqFdD7shvBizH3RT6mcz/z7fOxqvifsJdYUSAf7nlQc2MxPEeCUkpfGDLgqzhJClguY1oE1HaYCfSXcpUSnyorwv1t3TjgC7AAgQ6Lzg29/+vVZaiL98GfgPC79saiYdoP8ZUryRe/0OMChXbphpXCAR6XP62CyXllQtqYMgaDapGxfD7HMXvf+q9Qmn1kIMJippltr3vnYBBrkIiE2TBRNxUyTs5KTj3BTgSifqjzcMATwyLs27woOjOz3zUFNTMqfoBQ1IWzoi4oeCPcggYhUYT3DBvs6zxZ2wcK5uqHqUSWX1LAHtlAmhbfrClDXyiMHW4f4xCM0qiYgqYtEkUwx6TMx9oa84VeI8MdN1bh/ue7cbgzu4W4tH0R6jHpV6NUx1+3zw2HJ4pCgwwLJhrSlgcee7sfwbA4bAVPv9MV9udX+/D7r9am6IBkgzcQxR9eorEh9fn4r3taAlAqOISobTTTcfHA2MIC3DxmLJpvDOIPL/Wgyzp4HimAnzVFiU1jdqd9P8cyOkq0BQZSJm3XvDbwATkK1kiS2rSa4QS6kziceZEZiy/Pfj0MxQF/N7OGzhQY0LNtISsCQhjqfNRzjxOnA4OTDDEiMC5AxOaD3KyBdlplQpHwRGLWYiNUGh4r/23FALHBpU9H4egmjL7wTWiLsistWn070ev5EOWGBcP+GhIE3NXcxbQG8nVCII2wBvkORNQhDBgAeylQ0yEOGqLFX8eJMCj/AXfo5lhwILWSbZlRhrPXtWdszaPNBJHa9SBwAiatPRP9S3rSBgZM6veXVYys1rfShYgrCl7FoegsA8qWF0BdKt1wJFBEWgSZjpU+e6HZAKNcxrQKyL2SVCWJaEjBwFyjDsok/QKmJ5CLfZYJPNhkXTjEWnkoNrvSW7yq/MDV/wQ0vlivdYpZkDRii/IIVAUalCw2ouQ8E+T6kV+f2VbqyUqH5KSYC3JewV5HssgEv+DLKzCgY4nmIt3FQNwaehDidFvfJQVwbIgFr0OvO/Ipq1SmdaQcCUqUCiwdoo9PxMNcEPN8XTIKDHL8+IZK3PK7o8gVUzR4j8B8/hdSP1MU8cy7VryyQfoe4oKET6624oozC3HlWQWJmjd1Buxvy5wZo1NKRkmUPZhUl1+Kfe1uN8LEZM6yTdqnLEKJzPBp0RTp3hlVpsJ9t9bgYEcAbX0hKOUca3GkIOcD9zl4uFfS0BCSvnwZeHyxeBF+37sidcMc4Fh8FO7ZHdDvLIfMpUZ5gRZfv3AOTIUjn1bz/WY/Kvrh6cDgJML9QRMG/rGJMejj4PUqFH16NiPXnGhMnqfHpLk69LaH4PcKrLVQYTSi3wt0ON+BN0xGSZluNB7tzpVpAwNKYZK+O0YQFOg4J2bKVyauZCLC+6uA0U6gyZjkmMrSdE6YlH9ASBiPCsUlMMiKYLxgImQH7axNcOhdT78FUU6fknoEIo+y1lFQZeER0Kq76moLewgRkfk1JBN6AkIAC80CNrvk6BvWZiYFLReaemGUjxo0otGq2SMTlGY5W8UOfJB5VZ3mJLIDJUGocT+qYBLF2RDOkOGYuBPQetMPKHFfidKLDKi7rgrHAzJnYmTIdH9L6hjJJoccB3Ws+KPexO8kgJQXRMC5y8eEjnSjVSMmammrVRj7/XLWakmS3XRtsCsvCmjrVBj7vfK0NtfHC1I8nKLTYE8aDkIc9PwZpjzPQxJUCh4XzSnAS+vsae98ThQw3rsfDRcsgm5aqg/FS+vteHm9FBQQSOSRQD+Iv6BR8cwEidBjyy+bQa+bVJffvrf0BBP6b5kQCIko0MtYF0a64ODsKQaMKk/uWOIwrlrDHsk40zAWY1Wl+F3P22gOSdodUgZQYEEB+S0kSyvHEdWH4FzQylb704zjjykoIIzXVOJd94GMf6dMRK3SAtVHkC0gnA4MThLcG5rR+5Dk2JcMwRNE358/YFedceGJDw7owi+rSW45LGV14Q4X1WqzpSsF+MKptstxvJOjZz8ZcoQwRrYV0+RroCFafGLHgKgCOJO6j/TFOCLrBw9ZTHOfVvtRXFk8HhcWTkm8xXXHBWh6dD302zsTPf4kZRtAFXtkQqUyv5EnebLtCBzFC31/xcFQs3ScnAZF8uWwRsYjCulmNHP97LhKgnuxs3sdppZ/h5VeyBY7LHgg41SQZWj3rP1cMTMycu8PJCb9tOfPyEM7SgU5sblnaJnEby5TILZvCje8bhUm7pRhzH7Jc6GvHCjNxqeKlRScH0aB3Py+rCg514S2fw6kPa4y1aC8907XFlxdcVPWbR307EVYlCaaMlUllEmGYrng2O6DY6tPMpP6ZhlkqsFzF3ZF4drrA9FpyEwq4SCZtEImfsX0P9WxVkRvc5BdI6YZOvBKDt0v2Zn+BGlPFC00MMMkahUmbgWn4uA9HETfKifrziCNCvruqG00nwwMiRvtIc+ONKAjmG7QDZamRoirzi5kE/KG/Z7E6poCApHjUSN34CvXj4ZlSmo3QiAk4OV12dmYL3xgw9KZJijkHLRJ5zkbKJjIF3L5UDeO9PjpZyoZ52Bn0+B4o1JwuGC2GdcszF806h33/kRQQEi+lCkoyDYGUpZhoeHYiYFn6EfjSet6eKKBtOUEGicvLkj1zzmZ+J8NDGgQCHU4EHX4maiGssp84rYtCBj4Z3ZvbxLwMCxoAHeS9copHbvFsx4HotJNQ9NpprWtnE+fJiWVv1xBQblSjrO530AFF+RcBiKjCIR1wC26T6PPYmb75Re8KJKX4gzjwhQ/BCI4PtDdi9CF9dCfXYXSfi9qD/OYsknPpJ3Tbp4IdRURyJUjS4Uf9u3Cg113sxsycZycH1H5syiUKTFdNMOEMPScPUFe6vdtYxmWUMSOdtcqxtUgFGmnob7gCpg1Y4dxAcb9pBKObV70v+tGsCfE1AFDjihZUjKvAkrjl11gZpPKSGHs3Yalfz0TakpOxWq6RQNSl1YuCKRSmMf9QkENI1LygGmqlq2w4yg51wjrOje8R4PDRs/pprn4Z8dfmG5Fq/8oNtrXYm7BWRmzBf/p/lfi9znmM3MfQMoGpB/OHT40P9LHnCZJurjtH/2s1TDZcEo/To36L5fA2xRk5SXady52bGUXFzDvCMoqNf+5F9YPPINiTZzkhaCqUDCtBpG63OKzRlLJiLbb/YoD439aOSwIGYpGnQbfrinHwx29jN/CRLVim5pp0OGr1SPnfcQh4zl8/fJSnDfThDU7nOhzRGDSyXDWZANmjGlgfx+KPc0+BLLU7tnxBQTsa/Njar0W9UUhmNRhOAOpHhTJoABiekP+TP3po3VYtS3VECkZtNuN1WqUFypx+3UV6HOE0dYbZAEFZQTUeQTUcfiEEF7PQe4Tk77mZNBzs3T1GKtOL+iWD5S8HD8ovxi/6HoZfoHGW+lT4ryD5ebpWKA/8QvJTPifDAx8u7tYip96ZONQ1hWi+Ka50Iw/9i83jsDBPkRt2Rm4VF7w7eli7YYnAzSQv2F/Hm/aXkg44dEgQ8bGNGWNG3b7ckzpbug2VjnI1piINDRpZ7YvtigU0LFWxBwhhFwOfcUsGHgZGjTplQjbA0Hc20o659LW3Hole7SVA+O302qYLJG4tKvfUctHdj7pGB/rvi+taxobmLkQWrg+DJ+eOBy2PskmsuT6wIBvF3tMK/sWSvSzh7VfFczSs0fy59MmcpUKsoEmvnmPTYMqICZ02wn5BAWsdl6TfdIi22byVghQq15scmz/l5Wtrhu+Xsa4G6RyGHZGhn39lI6vbqzEot5leGfgDfbco22/ZxfN3MKzUkor/qgPf2v7Aw55JfttPRlklQyxv+bAVuxhew4ugQjY1nkQuCaEtn9Z4djiHbZvJGu8+7a2lImd0tbxrEPdF4rh7w7BSoREQnxfY9sJJpdO4ttOPueiZLZ08NddmPr72pxlCNL8+PO4Omx0edERCEHNc6yToTImw328mcQJtRr2yAe+HF1BcfiDAjydH6J3y0NYXDAVL3Vntiu/ZJ4ZWnX+QTsFEZVFCnRbw2nLBPTcZfMHSX4lZgV7jBSOiBe/7noN4eSoMQMqFQXoCA/OG2TWtMQ4ETcWLzhujYF6dQl+V3MDVrv2JQSO6mICR+M1WVxrTwL+5wID785OdP965bAJLNRqQ+ddb6HiR+dDO1FSSTtWRJ35taclcw9ONFY7Xsfrtv8kfo9HoPT/g7EvfjD+5KGUGVBlOidlG++7VuJF65NQyc6AL5JZLpW2uajACJm7Du5gS9bgoLh4EXOKzIY3Bhwp7XZxhNTAq1cBlz7LSfa+sbFLjDGCixYZWIp3JNjn2Qhn3L0vw7EN0CRCE9WQvwixdHcqpJ3a3ftHLNT+GfKk+no60GDCHeddSGlvjWdkyngJCEDp0szCOSF7BPt/3iEJ+cReH4drnx8Hf9mJ0d8uT9UwSAJNtBS4/Oz+H6H9O0dxuP8Ak+B+qPnXWMG/iHHyyVC5tOgL9WCb80O4I9IKUc7J8X+jfgC93DA86+SMZi3HJBBb2Ts2D/IVhm6LBQWxfyefE0LL3/qlRpnj6eITwNwr7Vu9KJyT+zsi0upZ5pFzCU40KgrzC0Ysih70bH6QfdGzCrbCF9VgZd/SmJtp/MRJE2YgLLBAON8JlOc53H59BX71VBfrJIiXQegnbfnzy4oxteH4yKDeaBA/63gBfbHrLheutsxFpbIALcF+yDkZUyTUZxPgigX/+/xdWOc5BE80iGKFAUuM41GpHF7mMMm1uKJwFnt8nPifCgxIrrX/0fWxEWHoH6X/9f9tA2ruu/y4oj+5Jb90WS4zoGNFWAjhTfsLWV9DwUFDjH6mU5RhWvl3EyxtQkSM4DXrs+zfKtlWBKJzIYgFwzUHqH6uVjLxlX7+Auzpezj9B7JuOBlqS6/Kuf+0Ysq0XmltAP75ReC87XLU7RdZixoRw0qXmZgA0Ei/txZffr3BwwOD7CDDnjbnW2zApNY4kg8mYqdKfuJKVnGwunksOBoplCVymLMw7XvfdkpBQbovRCC1wxBa/9GfUcOAvvdARxiKqArPvPUkfvzjH+PNN99kfzrUdBCH2JWYikJFEb5a932M1U9Iv1MjIHDGjbyOqSOEMDLF6vS7IaPvyJ9XYHCqoKFChaoiBTqt4bTyBjQ5E8tfb/0PksMua6goaWhNvR5f3+hEoUGOi+bm38pXZFTgN7fUMG0EEjgKRQRUFyuxZJoJFuPxT1+rXHvQF3HnHftVKQtZYEA/80FACOG+7jex29/Bspzx7C2VLS42T8MNlvmnpNHS/1RgEDjQO6i9nQ60GulyItg0APXoIX4DIzQ6UpQaEO5zZyaZWXQnpGyRDof8e1mLV67xTqZfgBnGRSjUDHd0JE8DryCdK44Lwah8FJ7QlYiIyXUuEaO1YXyvdhTzAyg3nAmbfw+63ES6HFzSsfCDAyaXfi3nxOgP9yEk0N5lrg/aLcDeSxW44ptk0HB8oFRgPhh5Ax+HI9ZnYlVCGhAEVnoYbbkWowouxQkFuXYfYyOTEMy+ght435V9UuUB105f9tdwgHW9B2Pnl+OBBx7AzTffzLwQtmzZgq72boTDIVY2qNGMYnyEsy3njYhwmBFDnCNHjOPT+0nZTEQQsNLmRE8wDK2MxzyTHpWqE3CMJwl0TXx5eSnu+GcnItFUbQIKCqjV75YLi+HdSE6I0gl2hQ3Y5piR9d6l7ojzZ5khH0F3B7127jg9e6RD0NnKXGqjAQdkajOMNWdDZR4uwpUO7zj3D3OYTQe6vwpkWrzr2s/S+tO0NeCJkJIDf+57B3v9Eqk0TiqMfx4JFhXK9bjQPBWnGv6nAoPwQJagIAkRet1xBAZ0UxV/7gx03RMrWSRfd7H7ofjmefk5tB0D/DG3xFww66bDop2U9m++GJkuDp7zwKh6AlGhCBGhhh2XnG/GRZIVNTYAAQAASURBVEWfgl42IWFeNLHky7Bop6DV8RYrK/CcHMW6Gag1XwSTuiHjvkSEAPb1PYIez3qYuVthFStj6cjhoGfr1MfG0E45xnAv1IGWnAtKGr5TVRHyyWMPFp0H/Z9EHLY+DQWvQ5XpXJwokOrewPv5q+KlIN6DloRgxAFH4CDb36iXtCWygNSA8zgVVGuPY+rUqexB6H3LgdYn0nczHBdo8rLIoa1Vse6CYw4OTgSiwFMGN/Z3uRMSNs/12dCoaMbnyzWoMpyRUVjs40RDhRp3fbYKz75nwzZSM5TsFTCrUYdrF1pQYZGjiQXxEg55yHgs+5jm9gto6g6gsUqTwlNw+6NMlCnf7gaCKETRt+OvcLe+SwQe6ULkeDib3oS++iyUzrgVHJ99iiM1w7w+CyJ77RuOnXjVsR0lciO+V3FR1sxBb9iJDz3ZFRJftm/F+abJkOURZHyU+J8KDMixKx/web4uG7RTK1Hxg/PQ/8RGhDsHPQoUZUYUfWYOdDMkW9mTgdKYk1zO1ykyvy7uNzAUMn6APeIoUpQOd380nMke+YJqcDu774fVL6mPTZB/iPfDV2d8vRATIToeeILt2NT5M2a0ROHK4SyvJYokSTlL4YDA2hIp80GBxbHMaE2251FpXMICqRMBMvRpf8qaqtmfD3hi5g8O0HQu9vf/Hd3uD2LFcQUMqm9AFiQOQoYBnwd4NQfBJ2YnOJanXx2TC2P701aWucgXJF2d7FI5HCIgi6LwFifM6mLWjXDMwUWxHKH+4aTKkWzDowUONMZlqge/84PhWvylYyeuMP0G0yu+e0yeJScbtaUq3HZNOTMqcvmirJtBl0QgVBiqEHZL+igRMb/pJK5USKJIz71nw4cHPEyIiIKO2Y06XH12IaqLcwf+tv3PSkEBIS52ECMQeto/gFxlRNHkz2TdhpKTIZiWKzQcUkgn7ftAxI07O1/CvTXXw5hBfGu7tzXnEsIZ9aM1OMCIh6cSTq0w5SRDO7mcCQxlg8ysgWZc6Yn5vCmVqLn3clTdvRzlt52Dql8uR839V5zUoIBQrRqFKmVtin99Muh5slim12XeRh2qlHVZtsGhVFGBenVqW96xwB44AKt/V+IWauB3YRQf/31wqRffkxvLilBxnGnYPX1/YlkK+gzKd8SVD5J17ONBQT310+vnosK4CBOKv4CFo/6MsUU04BzbbBGM2pkE9YkCqTfWf8cCXkEycEl/yJWQIkOaCyTiIXllbO38dSIoUH44F6Zf/wAylzn7UQqpFs8ZX7Mk/WvkWhmTomYL5kyjETOfkH7WfKYIo24pHv5FxcCyHKW9cH3lYRzQ/RZ7Nb+A+QxVJoWnzOABuZ5nnRfHHBTwQEgFvHwdkCI4mfSCJmE6mr3tLFj8uECBOYkJUR2fDIuY8uMQ0Gq+wqJMCQoI5oZlifugVNWb86Kjyb+ySIn2/iB++FgHPtwvBQXSfgBbDnrx4793sP3IBiHsh6PpzWxHBefRFYiGMhBPmXOlFW42BowcAkS4owGscUnGYukQEUn7IHdWOJ9uiI8a/1MZA5IitnxqFvofWZfxNfR3Tnbi4iVaQatHFQH5lbxOGD5dcivu77wDETHM+sfjoJUv6dDT33ORXm4ouQX3d/6cZZuHboMChny2kQ963B8kVPjiMskLFc+hPNqMvdH5cIpSWWecVo3lxQVM7OV44Aq2wBWUnP7Y55HlbqxLo52pKgK0BqiO/eQ5JSaXfj3lWEt0MzG++As40P93tt/xAEpMo47mEIrRFJ2KAHTQcQ6Mlu1ANM9yTzbQZN7uXIE2x5vwq/rB/58Zpq0XQ7Z7LBBRQFurZDK+xMyXVKRib4zVTiqvKYRsnArP99mwwtoPZ/TTUMGPRTs6MfG1QS5JtsGNukCqrrOwnn3P4UDalH3JUiP0YzJn4cwzdJj4q2p0v+6AfZOHEUrVVUo2KZPWAzkvkqkTdZ2oiqRV9djvljOdAhIcYi0qIgdRFkHwrLUILHlHcuKilWOoFfLL/4GyolvR97Yz4URJME3RMsJq6+P90kIzqVFdruNRda0FLY8OCt6kRfJQIQByM/luUhaFh3quFr+pc8KbpcmASgstwgQUOlcw/QvZieBWjAB7W3xMHKi9f9ByuLRAgRvPLcLMsan32YArjLc2O7Fuj5uZF5UVKnDejJloLNmBYN9W1GlbUaTshzVUCDENK4cqp7RNUiq8++kuJqI0NAYhLgPJIP/5tT785pbqjOOLf2AfxGhmm2SCKITh798LfeWctH9f6dqb1Z8gFygIXec+hEsLiFcxHLWqopzbJsnlCuXIfBU+CvxPBQYE0xIaNAUMPLUFYiA86AevVbAUv/Hs0fhvQI26HrdV3YVXbf/Gbu+2BBt2onY6lluuQZWqNuc2atUNuK3qF3hp4Cns8w8a4YzRTMCllutRl4UzMBKEosQKTr2BeE7EOPlm9qAUJdH3zh/1BOMsHC88wba0z9MwmE67TBBDcAYODxMtItfGEt1sRrb0hbsg49TQKEpwcEByeBREHh+EL8URYSaTiZbAYVvkHAScGlyvyb91a/g+RbC9+7ew+gYzLUKBA45zn4J4roCJJbei0riYPU9eECTg49zpYxlXwziNlCkYp8KPmjrQywSspIE8HNWifnXue0Bu4JkIUPlyM+PKNP6wAp3P2ZjynxCQ9odEm8hlsDSWlcgG4gI0kHlTngZOFExM+2MdHDu82HvgKYSVNkTGHYCoSV0BUtBmD+3GuKu8qLx8FNwH/Ey0SFengqokpmg5S4eBNS54jgSY1gAJHFkWGHD04d7sHQ0c7bcSmmoV03Kg80zHEQc5kHqPJFudD4csKkLTUwSRt8BV0ImCglEfaVDwy6e6hk3O5F742+e68e0ryzAnRvhr7gnizn91IhgSEkTEtt4QHn3Tigk11+HL86bA1/wGrql8Fo+2fgERgSZcPiUoIO+GC2ab8O2/tDFtgkyg7VOg0tQVxOgMVs006ecDUcgcPOz3dx1zUBCHP8v2J2qqUCo3oj/iTvs5FJTM14+BIUe748eB/7nAgGBaOg6GhaPh3daeUD7UzqgCr/zvOh2Vqhp8qfw2eKJuuKMuGGRG6PPVnY+BAoivVd4OZ8QBV9QBo8wEk/zERrgaRbG0KvVqwDtNEDV+NsnFQUqK1Ep5IoICQibZ4szgWIZhaGBAUMlNGFWwPPE7ySO3Ot5AIDKATZFlOCJIq4mhK6hXrEEUKp1YZjm29sUO5ypmfDUU8azLvr6/wqKdCrW8kHkHNHxtOGfkwfYe5vaXPGTVNAMaf+5gpeFrpTBNlVaUgZ4wAj0hFMzRofKqAgR7I2yCVVcoThrBlkCfoZhkh8+Uy5qZx4BvB0YV1LKAIp2XRcXlw0lkrNUxG2mREhVRSAFNGhQp5OxbT5coJg2O2euBmRtl0PipZ30WjsijKFrYh5obiiDTntwqL5UL/v52PwsKMk2N5JY4K5Y1uO+57pSggG0j9nN/ewCrq2biuqVLUR0NYbQ9ilc/dGHtHg/raCAZ5CXTjDhzkp4FIt40ehfp0GkNZQwMlEYiQOeG0pR5ASQ7zmwnDy4r+ZBcJL9Ztgx3dL6IkEi+K2LKe0sVJnymeLg3zamA/66ZcATgVXIYzviI8/sfEygYGGlAMBQmuZk9TgaKfQvR/6QRigPjmXohwVNhw4bFERwcZYASAczS+zEtHIFZcfyXbKFmMiN6pRcoSgda2ef3uUQonFz6Fazt/B32R+dmrbm+0GfHuYUmyI9hgGpzko12ZmoTZWA6XWvQUHhl2r87IxF86PQMm/c0eVY4on4R/o4QWh7rh3vf4JsoS1B5RQFkWhmTSKaUOqXrqRRwMiDkITTAqihkkDBC5GOYxGVRrCRzpAVmAz5wuFixKQEROPd1YNJOKYuXeDoC9K9xwdsUwPg7qlJ8Hk40KAPQMZD9+ieb5d0tfja5D7gynz8KLlZuc+LKswqhkCtRUQRct1iBujIVMzeqsCgwp1GPp9ZY4Qvkv0bPJmmsNFRAUzQBfuuB9C5LHA91wWiojJn5XNO1dWgLWjNmDbiY7kAm0PvOM6Xv6opjlLoYv665Fq/Zt+N990EWIBRYCzF1YDymG2oAowI49SoJ/7uBwWmcGgh0h9B8RwRK/3iSMEw8r+0uwLlPAv6rOBwZp8F7ngJsOdKGn4+qQtVxSMTSBEGGRxWGRehwUTtpfijS5t9rXKAZD6Xx+xBjKfVMcEWjaPIFmE7+SEAyzMzwKiyH4mAjOLcBosGNcONBQBHJWTIhtAVCaRfDztxZ/0E1t590IBpM3QpJFbf8TepaYe6EItDxtBUFc3Wo/3Ip84w4kdAqyhkHhMo9GfcVAkyqkZe9SPiJSiPZSgkFaTIQybi+1II9Hh/sEcrMSMde3glMZskeLqNoVP9qF8ouPDmBOBH+/rVqsLMoG6yuCPodYRDtKipk900gr4JyiwLPrLHi9Y0ORirkY+/TqAYQHaKHkA1KBYcpo7ILxZXMuBUd7/0E0ZAnNTjgePAKHUpmfjnr+881TcRrju0QxXSC6GDfzgxtHbb6SM11OM7Uj8V0be6SbJnChC+ULMKV/AI893AvWvYFQHdmG2x4hbdh2gIDLv18MZQn+N44HpwODE7jYwU58kmqeak3BU9kMgDnvQY0j5Zsm31RAfe2deP+MSQuMrJVNmUHmu0vo83xNsKC1PMv5zSIiLmWyDzTYfCFe9jDqKqHQpab/MjLqP+/Pw9ltJE12Pv398Dx5j7U7jwPXFCFEAoRQDkEGCCo/QgsewuhWVul3pMsFq2ZshRd1YCjADA6Evy9VHCAulwB2waPFBRk2f1ksrV9sxdNkV6Mve345MaHgo+qUHrwWrg2cOB8WggWK0KztiAyqjk27/LQyIuYtsZIQWqa/aud6deM1ACi5DJ2W8RRoJDjVw3VeLqnCx84fYhCjsnb6XIXwWdSqhSBvpXOkxIYvLnZgSdW5BcUEExaGWyuSF6rfAoC/v2uFa9sSLJqFga1CkaCueN0OZ0YFbpSVC/+NeyHX4WrdQ3ECHFEVDDWLkbB2OWQa1LVR4bCItfjtvKLcG/36wiT22SScREHDl8vW4rZunq85dzFlAqtEU/ifecaJ2KRYVyCr5oLPncUj/ysE257auaF4pkd69xw2iL4HNmrn8TS20hwOjA4jY8NpMNPhjWZRh26RYhLVn8YODxemoN6QmHs9foxWa8dUZZgW9c9sPnJnGfww+JBgUk1hhEg/ZGeBGU/3iVB3IYB7w70e7ew11IJgkh9Yy03ZOUq5JvVGIn6ne3FnbD9exvr+ZKx7EoYKvRBhV540YhgoBjaly6HKIsiPH0HI0ZmQoNGBS3PMye/FHDAqguAK54mAymRBWjJfyPphepPWXD4vp6RtfGROdFWLxMbIsvjEwEybTrwiy742xsh5wRWhhK7y6HcNRWhadvhv+IlyORKTC3/1jFpRlD5g3wgjvyuh9krJ0v/U4vo2O9VQFmYewil8teXq2vwmXIfDjs2IeBWghey960HB06AFvMQ2NwR/HNl/kGBTs1jSr0WBi2P/6zN/lqSJ6aJ/LUPB4OC48H6vR4smxVgIkvZINcUonjKTbBM+gyOdHjQ4wBsKh4GmTavyW2KthoP1n6GGRft9rWzr3iCpgLnGCeiSCGVX0mZcJlpCqwRN/b4OvCOaz/+bdvIHmaZlgkUkSWyIotI1YYVTrhskbRiYBQcHN3rx+GdPjROPzky+SPF6cDgND4SBFttcLy1D77tHYx2rG4shXJSQ87JhRZV5iG28CQtO0mnyZvR3+V6l0k1Z4IzeBhnVN/DAogO5xoWICh4A7zhDnhCHVLFXgR6xTq0RRshDMhR5XoO19VdA60s/cQ+XqtGqVIxjNwXB01TU/RaFCkVLC3v2uNnq2qyQNZUK1G00MiY7nH49nZLQQEhaXSJV0F1OIQIjIhCBc3b50MxsxfFuplZzXouKjIzBT7aQHULMGkHYHQCPh2w4SwRU46IMHQNnmNdvQo1ny6CTE8qc7nOevqDtm1wn7DA4MiDvcz5kRDnpnAxwQDFjmkwVBVi7LVTGLmVEBwIw98WYiUOdaWSnV8+hzVvwUwdpj5Uy7oWXPv97JqjNsqiRUYoDCNTK9TLtZhetAiHi7phb/FmzbZQu+SJxvu7XCP62j61xMKsksdUqjG6QoWj3cGMpYBLzjBj6yFv1nLDSECX+LPv25id8lAIMcZkfHV9pDOAP7/Wm8KZUCk45ry4aKoB7+xwY9NBDxNWIg8Isp9OVl40y3W4snA2e2QCz3HY6m3B4wNrU3ghpIb4rG0j9vg78IOK5RmDg61rXFkVQilu3fae+3RgcBqfPNAkt9/rZ4NLo1aN8jxXu+71R9H70PuDvUhUk9zaBu/mVqhRiwAyM4ypRT0wZB7Z5PLiL519uLWyJK/goM25IitRj7ID9BpKOff7tiAUTV31+EUdVoY+jQGxmrUd0pb2+Xm8d6AF36ypTKurQPv1tapS3NXciYgY7xWQQEO+XibDzRXFCLuiOPTrLniPBhM1edrNjmesqLulJCEeZHtjN6NgxB0lU/dfIhuq0A0/RoHzGNDo+l7OLo7Liwsw4A9B93cPxh4Aojwgo+oAB4w5yEE7Ro26Xxax9kNFgTxBIAw7jnE1ywFRX34zx0AojNV2F5r9QVb2mGHQYr7ZADXlqylQag3CvTdzGYgG7+i7o6C6rgghawTNj/bBSdmpITDP1qLySgtrX8yEeNdCRWZH4RErVdo3ZRbeoQuk6OwT77DYbQvnJeZNssQUFJwz3ZS4lr99VTl+8WQnczmkW46uU/oqKOF0/iwTls40MR+EfJDPPtAwsbPJhwFnGEUmqSS2/YgXr37owP42P/v8hnIV5o7X4bn37YwgmYxgWMS/37Ph+Q9sLFiJT8q9jjA+2OPB5QsKcO2i7KWGZAyE3Xhi4IMUr4M46Ld9/k6sdO7J6HvgdWUXMaKsgftY76uTgNOBwWnkhCcSxZ87+7DFnTqYTdVr8OWqUpjlmS8jMpJiQcHQpUbsdy1a2Uo3gvT1VJoMj6QRF3jX4WblBGJ95wIj6mUZimja7nGvZ46IQ18niBzeDt0Eu1iaaDuMv4JUfO9t7cYvGqowSjM85TlGq8YvG6pY98FGl9QBoOA4nG02sEnZopBj3x0d8LYEh9Xk6d/Nf+6DrJDDmoqX0LjPD7WgyDrYyjHYM8/7cjv50SrowvVydMcMDikoYM/HDtDXFET3yw6M+XYqL0BhlrNVM9kuj8iDQJDkjHPhXbsLj3T2xd/Cjo2uvWf7bPhxXSUr0zh3+3LOMBGPAPd+H5r/1IcQCSGlgWOzD87tfjTeXg7jxPzLU8cDykLoGjJ4OJDiopZH6bITzy+gCZ/LY1b+w9dqhykckiviPV+owcYDHqzf62ZkQ+o2oOAh3lLY78xvYosHFvmANA9uOq+Ifd5T71gly+XYe4/2BNHUHcx6GUSGfO3xytmL6+zMHTKu05AL77j2Zf0cev5tx66MgYHeLIO9jzIaXMaMgbno1JmOTx0a5GmckghGw/hp0wFsdQ836dnt8ePOo50IZMkfOlcPt9VNASlDQnIfS3ezbZsN+NNk1+j2etOaXz2ThIdyIcr4BsNv+05hDGxiRVolNymRD7zSn3k/qtUqfKOmDH+fUI8/NdbhsfH1uKWyhJUQqM2PFAMzTq48sP3ZvXjH8QZESp1kQdzHMg5Vce4JmFQFmSpipk0LYCvbIBvQUkGqgGySGQFXiga/orOzk/UoI0VBKJ2S+GmJ754rEsUvWjoRotE9HjHkwMB7bikoyEaSjIg48vsYj+AjALVBNt5ewYSUpCcGj0VToWCtivlwF0aKeRP0WVP9NOnOHqsbFhTEQWWFMycZ8L1rK3DHTVW49eLSFJ2Bo935yQvn25lAoPT/X9/oZ0HB0PfGA4RjqmpxYNmHfNERsuUUQ+qNuCCka52kr3eulTnMZgK9bWYuafGPEKdOiHIaIwI5i3l7tiNgJa1uDpriCdCWTjtmYx5vqBMdrncY817Oa1GmPwOFmkl4pvU/6AqnlxSlW6ArFMZ7DhfOzyDUE9jfk30kEEWoVG74SJqULIBlUlRP79g+G1h7Toa3AWgJSCvtXCgzzEeHc2VC/GckaBEmsvJB+sBAOgebKBsgilk7JVQ8zx7JsG/xSn7OmbKMpFJ4pAiyoALNYwbQuLsMsiHdG8kIU0M0EQRLZHhEaUPLwRDUMh5nGPVYUmiEaUhmh/rl8zEvcu7xoWRJah8jSRyT2uHRh/tYqj4fKIsVOYV7XhtwZBQbpOcckSg2OD2YThLLOb5O8iRybMthCR1DxCWwckP9rSfGJyUX5HoZGr9fAX9XCM5dPhaU6BvU0DeqT4jM+LDW0lY/3tvlYrV3SrMPBYtNOOCyBbmb6mny6w2TNoOIUoURQpRjokVWV766IB8/aEg63BlAVBAhy6MTQMUrcsonk7xxOvlwTzSAndO2onTDHChsWnBD7mEK+n2NfTCMPXZH3xON04HBJxBBVzu619+DsH8Ah008dhUIsNleg9oqwzzLMiwsvhw6mT7vQaPJ9iyO2l9MMPHpZ7d7LVSyAmz3U2GVRtbMA/q7dnfGwIAVInOAU/KY/odRTCc/0Btm5jV/K3NjtyK7FrqkSp8bteYL0OFcncNcOT0iojKnlSzN67TYHGmnEQuE8ljxyCJybD+jFeN3liekrZMRb7IKoIR1Ejx/bhQdbp/0fBhoD9jwmtXB0vCjNIO19AyLm7Qr6oNeP953uNnEXKCQYaHZiNETNJj6h1q49voR6A5DjApoe0Ja2aUDOSL2rcjchkfX4g63N+u3REe+3e3D2eNKoalSwN8VTv+18kDxYiP6VuTvrDiwxg3LfANMkz+akgKBeBsnS/yJEIoIuP8/PdjR5Mt+rXHAVy8pzdoFQMEvte6RWI8t6gW8asj3jYXQUgYhU+vlKY58SxqzdfVY6x6S/fSpgOYqwKUFFFE0jkm/eDgc6EVYFUbXLZtQ9PIE6PaXgoulDwR5FK457bAtPYQDAQtKlHkKiZxknA4MThBoUBT8YfBqBTj5yavQRIMudK69E+GwB6/VAE0mIe4hA48Yxevu1/G+7wN8u+rnKMnDfrnTvYYFBewYYiNs/Ce5APpBNfzsx+OIZF4xyspKIB7ozTy18hxzoSThm+Q081wbj91dmXUAaI9mGvNj8GoVZSjSTke/bzNGChPXn3PyJq6A4hj6jzU1ypyTs1/nQUjjR69OxIrL92LpSxMhcAL42KojHhS4MQHOsijePpdDR9wqMgZ6jT8q4J7WLjw0tg7y2L6Srj8jPOYwd3vJ6MGa5oHESp5+rrK5sMCkZxwTmkhNk4GO56zZvQWos+PtLIFBluRJymtEyWOCWgn3/7wTEU9SqSD2ZVFGo+p6Cysl5G3pzAHdr9o/0sDgeGEPR1jmjNaqY7VqaIYYwJHs8c6jEuky61kQwer18ycaMgZtj/a/y2rtDB4NsGoeIiG5NPh8wkDZkfoyFeR5qFsSZurIbbYAXSGHlDU4VANsHzfIc+FE7Gvi8ZNdHfj+tRUwaAeDhDhZUdCF0fepnZC5VFB1GSHyIgI1dohq6ao/Xt+GE4nTgcFxImLzwf7yLrjePQwxGAHkPAwL6lFw+VQoy058zcjZshpCyIPNJSKaYptP3JdEzKEugKgTfzjyXdzcZoZKVwpj3RLoK+eB41O/btL1b7ZJQUEm6DkHXKIlxUc+FQIKMtxcVMPu3qiHIZGJSAW7nwQR5gvJ+DgVZ5oMeLbXBk80mnaeofdeNAKfAY2CBIeyzVrpMVa+FTujizL+nZk7FR5blE+mO+1PWpmbYDpQivHQnM1sACHsndmJrho7pmyuRlVzAQSZiP4KPyx1Aey0yLHeQhLM6SVX4ml4KnsQu59A7XqF8/WwrvNkXHX7qmV4Vy/VjuMvif9c7/SgUCHHDWV0bgF/eyhn+oOyBp3PW1EwS59iOMQ+juNQp1aiNRDKuBk6svpY1oNW2pN/U43elU4MvO9G1CtAVSJHybkm1u5JNtT0M6t6YTJEsLZRmgRPdDr/RIP4Fo919TNSa/xcKTkO51tMuLbEwoI/hyeC93a681oV00ve2e7EDUssaUV2DgS6B4MCwuYJAAsKPpk0NTonF83Lf/yQcTx+WHEp7ul6Fa1HZcD28bENxTconTNq6bz/+W789NOViWuoQVWSUoaIGoPwGYcvehrVJ1b863jwyfxWTxEQ47799pfhXHlACgoIEQHutU1ov/0V1rt/ouHpWI8oJ2IbddpkEk7jAKsyihbeyuxJe7c8hK51v4IwxKaU+AT+SHZ1vrGyLVmCAgKHiujz2Nv3VxZoJIO08iN+OVvN0qWWPD4lmP3mcVA3DK+tUW38x6MqYJBLkXdS7MPK8tQK2KDN35WsSDftmEoJes6JOfI3Yp+d+n76vYTvwjLLsQUGcp0M9V8pkQ5q6CnmANkoAbvOirV5xmAv9uG9Cw/iya9+iKe/tBHtl+xC1yRXLCiIvTED6Lzt86a2+NV+thiaKuXwt3GA3CTDs8vTy8UmmNhWJ1OkJPCkVJfHfNr5Hzv2fL8dB34ZW+0n4QKLOWtsQadpcYExpUOi6moLpv2hDjMfq8ekX9ewwICCAgK5P8o0+e0XAx3KCBduoiAyvkjzX/vQ9HAvc7IcelwnEnS+f360gwV5ybsaEkXG0Xiwo4cFN3tb/SMi+vlDInpWr0n7t1XOPWxyS2QL+opGFBSolcceaNH8SrFKuliNjQcZ/havZCbHOfF/XzTXjDPG51dujaNQrsPd1dei9BAZo6U/sXS+97cFmDNkHCa5Fgv0YwbP3xDQ81M01ShXnhwJ7GPB6YzBcaDvbxsQdQfTtuKJwTBr06v+zaUndPUhhP1wKIFAjm+OygsdOqAm1mHoH9gP656nUDz1s0m7mXvwquX3o4w7ysR9hgYINDFauE40yHai0xWFSmbGaMvV8IcH0OfdBMfuIoAvQEQogAOzoEYPFLDHrG9MkpSvQ8skkdngPQQ1ahV+P7YW6x0e7PB4ERFEFgwsKTAyqdmRwKKZDL2ympEsR0pCnCj/kGVOdkYWYUCsYs+p4MV42SZMla+HnJt/zDG25QwDlAVydL1kh3OHlPKlCbl0qQklFxkx1joeB/y7h/VO0xVF6+Z6Ek+JzmYEyT1f+SJCvaTemBmk3/jb2L9Xr16NqqoqTLizCv3vuNC32onQQARyo4zpJ7TPk8Nml9oGM4EmI+okoLIOmSVZ1w7vXhmG2KEQN+Hgr7vY58ddGM8yG5i3wFqnJ6WEw8f+/dXq0hEZaVF3Bm3/0G+7EezJTY7T1qtG5AgZ7A/j4N1dCHSFEzoUdA7an7EyB8rCOSObfPLBKpsT3RmEs8SYzgcFgEN7+3OBF6NwPfk36GRRmJacl/K3zpB9MNXtyq+Ed9YkPSbUajGhVsNMmx54Ifu1mXafKECWcfjCBcXM38HtF1LaHWUyQCnnEAiltzsiInNNsZI5NVL8SkN1gV6G0gJF3nLGyXB6oujtz/5OCka2HPKmdGzcXHw22kM2tIQGUq5r+neJwoivlGZgWX9MOB0YHEe2wL8zfZsdgwCE2u0IHumHekx2+dORQGmsRNiXn6zpUIqaq2U1LBOuAa+QaqhaRQlknApRMTO7n+cELFX+ExvDy3BYmAkhdsnQRNTA78Q8xeuQcVKA0WJ/Df5wH7o9khCINnwZFDCBY73/KvhRyx7DPyTzMZCgDTHq6XGsCJJldLAZowouxRHbf+AP0wAl3Z5xwmWupvha2QH2CIhapndvPFQO9YZ5kLd/B5v5AzBOVaN6eTVjlo8UhnEaNP5AA4FsbSMi41vEJ6dby7+Lf/c/ho3u9yEkBTTlMjMmR11QQYBNKEPEG0Cor/eYzg99HtX9h9b+mx1usDguB0jAiWFCB6LFNvBWS0KBMCsEwHskyDQJzDELZyonEG9hikHH2lFbYwJHFHhQ6WgkWaI4NJVKFM7RoftVR85sQPHC/IWF6Ls68MuuRDtnig5FWMSRB3ow4a6qY7omsmG1PYN/Q9LtRFoQl5SNwLZPFCETI/DLNLA+9xQMZy4ErxwkRepkqsE7RJ5fNmRqg461NxJoIr5paRH+sWJgRAmZ8TUafPocC0aVqzF3nB5rd7uwcpsL3dYwwlGR6RTkCoDa+kPDXCMfe6uftVfeelF+ImlxhCK59562RvuWDK1MhTurrmQOi++49mIg4mFyyouM47HYOB4a/uQRUI8FpwODY0SoI78e2GC744QGBr6qYniCgEoEgtn6Yjmgaoi4miiEEXA0Q1s8kf1OWv+VxiUxC18BVEmmqYVue5qGqVohZxoAASxQvoZZ4ir0CbRi5lDEd0DDpSrJCQjGggLppgg3HIFy68ysdxDJ7Gazl6We9SP+IMKCiGq1ktW08wX5H+zvfwy9no2JMgIHBYq0MyDjFCwg0imrEIzY0evZkNViVWQ1RBFqzgf1ynOhfm8RRD6amABdm6LYt7ED9V8uSSFRRgQfutwfwOYjSWYRZvVYVBgXQZnGBpvkeYeOD0peic+UfgmXWq7DQf9eRMUIatUNUISt2NZ9N3uNggvC13IksYzST54K4/SZaYMsElaK+9CbzdlTl3Xq/KSLa2Ova3O/Ce/NB6B74jOQ9Zax80PmWOlauBLgANt6TyIwYOeB41jmgB4nCjRpUydvriSZaVr+xEP7Zk/mLERsUdn9ih1jvnVia8e2cOwgaAgi4z/StaLbgtSDqwDSweoPR1BdrcLYKjWTDM5ZUuA4RCDHm0UX4Jre5+DbuR362fHyFLBAPxZ7/bGFkMUBKENAKPNkRhXAaQ2D59IXFLBxf2rpI+N7eeC715SjqkiZUD0kUKsliRq19WXvVsqF+D68u9PNgo3po/OXIS40SJ4Q2UyhKDNRUzL83Ch5OXN0pMepjtOBwTEiEsnclpWMaDi/1+UDh/8QjoZWsfQamcgmUYGGlREsgdTAgOY1txno9zyGoMfDzIHIeriu4GIM+PdjfagFrUPWzHpwuKnos6jVjMHB/idg9e9Ctexwjr0c3EJ4wj4IRic4tx6cmGYFKVINuCBja9TL/XZWM/XG5Mpoepll1OFz5cU5SwkRwY/NHT+PqR4O3sQiwhjwbWcGQ9PLv89WC+81fzlteYHmWdIx2BNZgH6xin3+9KZeLHpPGuiTV8XSv0Uc/XMfywCoShRwBA5jW9evERHoi5ACiz7vFhyxPYdpZd+O8R7yg1FuxmzDgsF9U1Qwp0d3sAV1/F5sPzr42sKFS2BZfG7K++ls3ZVBoTETSGFwnFaNQ75AJm4i86woU0mDt92/H4LRBfdX/wh5UwMUBxqh2nhG9g8RwRQATzbhj5QGcwUFMj0HpSW3MFQcDtKhyMZnJeOoLd4TfmxGuQzW3RHg4JBEFyUSDwLcAqDAKN0fX7u0FD99vAMuXzRncCByMuwxTMJF/a8j6hpU0SQsMIzBS/at6HeFIPrUQF0ncGhUxm2RTLJeM3h//PGVHhzqyE8A6fIzCzGtYfhkfbAjgDU78ihVjQD3PteNsgIFlswwYvEUI7QZxJ2SRZ6WTNXgjU3utNwrIiNrVLIR8xdONZwmHx4j+BIfoMhRs+QEyGqPL7pNRqvzTZb6JowhZ774x8RfENPZ14eBS1sHn6fOtq5RwEAldSx0IRR1whNqxyHrv7C54w7skZmHBQUEms4eHXgcXmqFKrph5Dssj8Jz0xMQteSvIP3HwEsjacWVBSicl/4Gery7H//usyWCgvjhbXV58ZOjHYyVnQ3tzlXwhrsy8Alogt4Eu39fVq7F5sj5WBO+PsYroJIDj9pNZcxLID2kPxALPhhxYmvnr1iAMrj30k+ygN7ecy+8IQpajg0kZDWj4gcsOGiQ7UKo+UDib9qG0SmvpaHuZ/WkYTDylDal9WkiGjpQ0O9muQxfrBzMhiUmP15EZMwR+Je/DsHkyJqJIZCxUc9rJ8aVLxMK5ugZdyJb8kIIgikgkllSPhBCYk4+K7u0TnAXWoNVJQUF7AOG/JEaQz6krh7pvioxK/DrL1Rj+RlmtuLOBYGTwaq0QF5YmPJ8d58A89qzIb66EFg9NxYUpD+w8kIFPrVE6lQhdFlD2HrIlxcRki6h2Y3pszbvbHflI4syItDqvtMaxj9XWvGNh1vZvmYDBXkLFI+jXN0dIyMPHhTPfFQE3LokDKXikz21frL3/mMEr9YA45uzvEIERrdDlmevfT6weneBxGK3AlgXuyTJRoCGZvqUAg6YHgJuPAyYYjFLVAb01ABButfYuJDaG9AT6ccu/44MRCYRYTGEt+0vw6CqhVHVMOJLRijtg/ubD8B/4RuI1LYgUtGJ4PRtqPs5x9jk6dAWCGKFLb0wDd2KtnAEL/cR8zrzqNzpIkGjzCMRBVidLomBbVKPHnZcndEG7Imexf6dvDKo6OASXgKZdtB9MIBO1zsx74UMzZaigHZWwjl2UNZnTtVdmFf1Q6jaDknHpVRBV1md0GnUs+6OSozRahID20hADpG/bqhmToy0LYJBxmN5UQHuHl3NpJ2TCZ7xwDWO4JxNUgorBzr+bUXvSgdsH3oQ8Z54Rj9PLoHfKQNP7PgMlzDxAsga+sAdnayzIB8dily3g7pcMSIyYz7o2ZdlQUKn2gdEugfPuVkvx/WLi3D9YkteZDuVWgHt5MFsFhEHf/pEB460D/1cLqNZE7XtxfHqhvzMleJbfGuzM8N2Qwmvg5MBIjbe/XQnhCwRTMB2CIJ9J75Q9yiWFL8DvczDnqeAYLxhP26tfwRV/ufxScfpUsIxQkN1+kk9QEAJHKpLtb2jNp7aLmBmK7Qlk07I50XECNaLAXQlZQ/pJ/1OzX6LY1+mKgKohFjLYhngytLWSGiL6fpllssXsNm9DjeUfBGTS7+CTR0/Y3Xz5JU4TQY8p4yRGIdvSdQEEJq/gT3ir7eZSKePAo3hIOJUjgwtXrf5sNe5AksLlFhUuhD8ELvTQCR7qyjtf7xVs8Z8PgZ8MUvjGPZF56WVQs4l8MZWxzLKSGzNadzU592MccWDXSLHAlql6/h69LRLx9swdgyWlhSy1dlojQrzTHoEDwZx6LVuOHd6maAS2R6XXmCGZYE+rxS3OaZVQI9s0s815gvQ7aGQdRDBeR9CsXMK5H1lWT9DjACtf5NItZyCQ8lSI6qvL2IT+omCoVGDSfdUo+dN0j1wQfCn+X5iF13bPwZgGK+GblTmLAspK3a9kH3SKz3/xCrZ+QJRtPXmUATlgT3Nfswdl8rRmDlWh8dXZCEuiyJMEScmXX0huCT5bBJJIoJfvq2PtKpfs8PF7JppBf7urvzT//QZmw968cWLhv+NShMjMWA6FvQ7o9h22ItZjekzmZ7OjWR2ASUfxuLid7Go6F2ERQUjYMtic4C/rxNCJABefmJJpx8lTmcMjhG8TAnLuMuA6QeBC9cC45qB2m5gbCtw/jpg3h4Ujlt+3BdHOOpDm+Mt/LX1O+iK6cINJqUl0PS2K/aEJsYr6KvMHRQQ8il0RBFBUAhAp6zEvOq7UWk8hwUCcYOiatNSzKm6c9hqMdvkGRxibZwMaziSR/aVQ2t0FB4ZqMHfm18elj2g1XR28Ky9klCknYo68yWJ5wkDQmVaf4TmMTmCA06EYoIDopi7NU6g2TCGiC+K7tfs2P29Nmz/UjP2/bQd/e+5GPM9Fw4ePIhITH1yzpQp+Gx5MS5V8Qhu2YhHf/Yo/vT1x/Dh+xsRIdIadQIcDeLoQ71o+Wv/iDMI2fwgTOoGTCy5NWZ6HLsWVCH4L5Z0IPIFrdx733Ci+ZHsrZLHAnWZEnU3F0M/Q5t99OOB3hXpV64hWwQDa92s3bLyqljKPY0OBZkkFZ97YgODfCfndGZJxSYFzppsyNjzT3+4dKoMpgVnJp6iiZ24ASPRQ6BVfa9duv5XbM1i0pWF+f/WZgfrHHh6zUDCnGnBRMNJDQri2NOauZQkRlN5EnQuKUiIBwVxCNH8fFxOVZzOGBwDoiEP3O1rEXR1QmmqQ4gq9FOOxlQ2KE0swjxmOQoaLzuuz7H7D2J79z3wCz7szfHaduq353iMn/RTBEf34ajr4bw+Q0owZ4eKU0PNS6/UKIoxoeTzGF98M6JiCDJOmTBuaiy6EQcG/p5zezRpkA9DJlBNOx8PgfjEvdI3GdNtmzDDMi/xt0rjIjTZXsiad6gwnp34bWzRp1jHQKvjdTgCh6QWzDQ7sG0OMG4P0nsW0OCgDEF1hh1GxWjG48ikmUDnwKSSuADBgTD239HJNATinxl2RuE51If+NS7mxJetc2PfvkEaqlqtxte+9jW88847iEZTU/J6mQEXl16NZSWXQcbJmHaBcbKGaSkMRdgVhfdogOkUtJWLiGo41KqVKFNlb6ui825Wj0G7cyVs/n3s2iisn5lkCJ0nSA/gfTfKLzIPU0g8HnQGQ3imx4ope70wZUtLC4DnQGCYkmfLo32SUmTStaGpVbLvx3NIer2yWI6yZWaUnG86oRkPgk7No8QsR58jkjUooG6EdLjlgmIEQgJblbN6PRuupIO5+uxCXHhWKj+l3zFyYySqnBhjksBbD3lHFBfQ2SKTpydWDLD9o/e+vN6BqfUafPWSMlQVK9E1EBpRoDJSiFm2rdBX5jQZ4RU6yBSfbPLh6cBghPB0bULv5odY69+g76wIXmmArmwGlPpy6KsXQKEdJN8ca+/9tq67WXqe+hpyldboWtaYlsFgHIeu0Oak/vzsqAEgVafTgwePBcbF4Ie4NtKAL7UyJm3LfD5rw9vX/7cYEz/TvkZRYVyY8e9nmg1YmYFjkA5U33vLasWMJMoCZTE6nO8gFCXy23DTe7O6kfknJKNEP4s9CN3d/XjL6hz2zr5y4K1LgGWvSEdCZiisfEB1dGUInhv/AX3BTTDLzovxHDKdA4GdL0LTgz2SQ2EaaUjPwQDan7KyVW4cjogNXaF2KDgl6tSjUwKDxx57LONneqJuPNP1GHa7t+Ebo34EjULLbJfjgQHJT+/o8wDPuKDcPGgHHZEBu6cDD54LjDdpGOGwJIlbMBSUWRpaItk/oRPuA/6RiU/KwLImtTeeGNe59kCQEVdDgohJeSS3nGIUD7X3MFfKM416+H87IE3+QyYOkoImm+Rpf6qFTCUDr+HSlmgoK0TBjjsWQBgnaZhpE+lI5Ava7oVzzBlLAvSxWhWP+RPST0xEivvOVeVsFb5urwdefxTFZgUWTjWgyDj8O03uLMgXNGkviOkXkHvhSJCcDU3Oeuw86scDL3bjJzdUMKEkUhc8WRhTkTkQNdacBevepzL3vXI8jKPOBceP/LydSjgdGIwAAXsTejY9EAsppcxAHELYg4DtIEqmf2GYJ8GxoMO1OlGzz/fW0qlqEv37+YJ8DCbLLdidRhqZggKjzIylBZfmvT2yODarx2FD+/cRZsHB8JmgwnA2jKohTj9JGKtRY6ZBh23u/FYblDnoCJvTEPPuwO7eh+AIJLuicSjTz8OEki9KdX7PFnhCbaw0UqKbBZ2SmsGBcwu0WGGjkoAkg5SMA5MF9FWHcdXOrVC1VQCyKCJjDiM0YztUJi0KNONZ4DTWcgMOWZ8cEqRJ7Ila88WwaKewVj3PoSxpRxFsZV99rQVupQP/7v87dnlJplo6M1peh127qadkELNMZ2Bp8SWo0YyCnFegM9CO96wrsGbgLbYfe9078OfW+/DNUT+GrznIeAPP9Frxdq8DVz4OlJD+U9KJJz2bqVuBAhvw8nV+/PRoByMkZlIgJIlgSrN7DgeYdoBxshbVN1iw/2ed0uo03wtaAMKOSIwvIrIs07HaihMe7epnQQF9E0dHA9M3swaK9B/NAbvqBeYHQTiw3oFLD2TeTwrsyLCp4rJUNn8crr0+pr4oBCiIHNRv6HjKirG3V4xIBGnpTBNr3duwz8NW5/G5l/5N7XTfvbo8Jyu+vlzNHrkwqlyFYpMc/c78rLVpH+rLVRhfo4bNFcHoCjVTAcwVH+STIdzXGmD20T/7TBUefqUH7++WvpsTjX+utsLqjmL5PHPCN4IIiYd3+tB2OIyw69swi0+j2NIJLplYy/FQGipRODb/8fJUxenAYASwH2LLxPSXsCgg7OmGt3sr9JWDwiDHCiKmxT8n3ypl/8A/0cMpoZanZ/unB4dxggCNvBR7ok74GJNeqhJP0s3AtcU3sx76kUCtKMTc6l9iX99fYPMPFkFo8q01XYAGyzXZ94jj8I3qUmYSs9bmgtYbgsBz8GoVGUXRh9b44mUPCg7cwTY4g0eYAqNFO4mdH5tvL3b1PshaNyVlRgGHrU+hWDcbBmUN2pxv4Bx5BVaHP4UIlCkipkoEMb/kCUTO70DqcMlhQvHXE5NXXcFy6FU1aLW/Dpt/D5vMKc1ea76I6SgQ3Af9OUdFqrkPNNvwoO5ncEbsKaGiN+xBe1NH4vcbq76E84qXp7y/XjuGPSYZpuEPzXez929zfogtzvWYV3EWaw2lLpDJO4HS7vS0FJpA644CdYeB5sYos3H+dMw8KRm+9iAO39cjCf/E56ZnbNA3qjH6m6VMKjjQkWd6mhPRJ38PR1teYr+q5UWoM1/MskEjDRC6giEc9A2uMnfOAqZtjQkfDXktSf/S9bZzxmBYO2GXFCxk7EihAG6NK21gQMqIh+7phhA3y4qtKwgRr4CDv+zClN/VQGHKbzimyer/LivF7EYdVmxxor0/xGSB503QY9ksM1MZTAdvIIpgSIRRJ8vbVZA4JdcvseDBFzOrarItxUiBVMLQq3nccn8zCwaICJlXmyKVDTJkkyiYdLStg6Plfdz6wmGqsyEq8pBrS2GsmI6iccuh0pfiRMHpjeLpNVa09weZFXVPWwj/vLcbjv4IWCJANEEQvoSSkn4smfcYtBo3OLkGprolKBh3ZUJZ9pOMjzwwCAaDuOOOO7BixQpWD/3c5z7HHqc66OL0dm/JXl/ieHi6N5+QwCCZmEaXGXG66dYUM9yYFAqoBS+b7MYV3ZyzjEBD5BHSRkAUYcEKBal10WqeN2B80Y2o006EWZ5+9ZMPSG55VuVP4A11wR1qY0qDBZoJkMe4CrlA+3Pt1l6c9+Y+iA6JDNRTosX786uxa1LJsFLCRE36yYb0BOisFWmnQR07HnewFVu774YYSwdSaSOOfu9m9iBUyppwLf9bHIlOR68gSTmX80cxWrYDCi6VtknBxcyKH6JQOzHlmmmJNODt0E1oDgeZ+91cmR61SnMi1ZxvBXqzZx2cKtKrH2LkJOOw+A+zcMZ9VyMYCWCKMbPS5GzzAiwpugCrByQy4Ft9L2HRheclWkMnb8vkzSiBJsZ57wPyMLCx1okbSi0pKfOQPcK4ElFfbB+TdpWyB1QSMc/Wos+aoSMgzQf6pq5P/BqIDODAwONwBY9iYsmXRyQa1BNKvT4chcArVwHL/yPJatCEz5Q2OGrx5fDK1YArKR7WebIEBRjkhaQDkRgZiTSDuQF5hWQKKrJN2PMnGNgjF3Yd9eHFdbZE+p14CudMN+KyBYWs7JAL9BkUUDyxsp95ElDtnwiGNOmfNcmAymIlCzTMOhn+9GpfSgdDOhJkOmQaVkOePrSsvQfe/uHpmkioBQFHC/oPvoHquV+GZXSqv0Mm0GVDmg50LNnwwR4PZtbosPKhfgT90g4KSV/xwEAxVm3+Ib70cx00+gJwsvzFsU51fOSBwW9+8xvs2bMHTzzxBLq6uvD9738fFRUVWLZsGU5t0I2do79aFCAOcTA8VhAxzRcaFOihruK1MdGhoaCKGPl9xdHieA01povQ5nw97bZpG+TZR3savzVo2CTxvE7BjULb85hqGGQmHw8oNR9Pz+cLMSqg+77V8O3oSBlMS/p8uOalgyiy+vHOwrjnggAZwqgTV6LXo0OpXgrKPEEScHoKA74diaMsUI/HGMv1aHW+ERuJck9OKi6AifINmAip1TI9ONQXXjEsKHiksw9rHO6U1su3rHastA7gxsKW/2fvK8Akqa7vT1W79/S47uzMuru7s7hLIAkhQkiIJ8QhISEh/CBCQgIJFtydhV1g3d19x13avbvq/93XPq2zu4Rd/nvydZaZqa6uqq567757zz0Hc4qmQjdSk/UweCWHdYb3k4KCCIY3TsIQzXBwObjdLSy4OBoYnHAewaHx3ujx6WxZiPoiUNwBXPxmaBI9vrkdNV8vglQbqqd2fGgNBQWpDlMAMxpqfys3GiLt3zdpB9PB6ItW+zoUa6ejUJPIEckEdQplHOowefzbwOjdQGVDqGTUVB3iU7j6lOhthlA2RZJhopMZU9eVzdvS2FpHINI2zn4FBrli3T4bHnmnMyHR5vQIeHeLBXtOuvCbL1Ywid9smD9OjxkjtYy02G31Q6+RYspQTZSDQPf7D/7VyDwCTqdzINVbfM4uHP/wLvicoXuAVuLGqpkoL69AR1cvLE1b4HN0QAx60bjpr5DQ3wfMzOnDKLPhcAVR1+FLe7w8D3z0Zi8LClIFLhQcdbcFcXSfCuNnf36Cgv95YOByufDKK6/g3//+N0aOHMlex48fx3PPPXfOBwaUupRpS+F39CnAJmzEQ66vPCufV2VYglb7mujPVA2cG5ZGp5cnHBDQ9EgaZPF0GU+gC8XaKVBKjagzvwW/kFiL29UnKIiAfqZq96ZAOya5DyBfPRqfBezrTsC1O5YejyAyfC1Y34iDw/LRUayGFH5m8sQL9djb/meMKPw6a5vb1vxrBFnLYOwszZ6j2NZyT/ins6OUQvwBtawEVYaLEn6/xmJnQUHfTyKxJMoFPdNbCcH1U0yr+DH0o9SwHUpDzOOAgsVaOKTpJ1StOQ8CL0ASzDLAk3+GcgDkvAI+wcsCjXq+ExzLNwEuDaB25ZbFoG1I7vdIZwtzLySfh54N9rNzWeUBeGdsgGdBOvImj2brqn4FBoPVSqbUaOmjmOnUAVvmAFvYXgNRk7C+ODQWGJZOgzyMgENgHSaKgsRJIlpCyKaieJbhcAfx2Psh7lDfyY9W9M1dPry5ycyEj3KBQsZHTZEiaOn2sZbGToufCRudTTRt+Xs0KNCWjMXAuT+DVKHDoDIF5O1elE38Cpq2PIKeEyQUJqJp2z9hqJyaleNFl2LfqezqloIAuOr8CRI1fUEB175NdoyfffZ8Pf6/0zE4cuQI67cePz72QE+cOBF79+6F8GlKWp0lGGqWZikGi6zOFIHP3gJr3SpYT62E10YNhblDr6xhq9v4r4kq3UPAYQkA6rpfGlY+TMWhpdp5oWYCirRTWPqe50KDFU1V1OWQoVTKdBFO2DOtkCOnK8LqPoXjPS9ha9MvsfrU17C27g4c6XoKLuZgmBoBwYN2xxYmW9zt2pukQWBdeSSzdC0PzNtzBJOlH+I6xf+hhKdQKQRqlzzY+Vg4KOh7TwlxrzMHlQ9KtDMxueI3kEkS64rvdZszGbPCDwWOBYZid+v9qP5WHlPIC+80sknU1KfiugLWgZAOXpUbHF2ULDBOUCNvkgZ6bWwQU/piPggHc7duCIEGznofejaFAs/gmSgWkqFWrQJD7iqF95ePwbPoowy5ewF2X/+eJzKOuq4o04pcxDB+W9q/1tcAp2oz3zmULTn+EClyJh63pkaZVTOBzv1sY91+O4IZnAcpOPhol7XfnQOEps6QGuIPH23Eg6+245mPzo4nTOT2tzZtha2FTMIBdcEw1C78DQsKIo6LdIkpAKiY+k0o9CFx+IDbHH3P2ToWLluSWATcn4JS52eN/2nGoKurC3l5eZDH2XkWFBQw3oHFYoGpjz73uQbDwEVwtu+Cu3N/4tQaZs4UjrsNUlU+gl4b2nf8He5OJjsUhTJ/OEom3wmpysQGD6/5BALuHtbqqCoIMdnjQTbBOnk1Kw2Y3QfZJ2pk5XD6sw+KxOQmvgErb8QNZ7n2k3dlECAidDv3YV3nY+gIdrMxj6g/kamxybqSdVWML/1JQtaB1dwt7+BU72sJVs8KiQkjir4WXQH6WjLb41JNeFBXCzTSEBcgHuRDYPOexNkAHUJTuMRCVXhKmlJR5PLCO1AsL2TOjKlcEr2CgGZv5tUT8SI6hCoME7ajR7INo/4wh02w3WttTENAWSxD4QIDm8xJUneqbjY22VanLCfUjdmHcR/Nh0/0smxAEnjAMFqFIT8OlXTcL8RWSzNLi7E53Cl5YBwwc02IQ5Bz9Z4Lke4K5+mhKJbB1UBi/eg/RBrY/TCO10DaKMuqvJUrVyUeC0wGuAUBL3T0MKtonl3NkBrFKMkGTJKugtVfiFahJlncigNWXAXc/meagTIESqe8jE+hGxI7vuIlBia1nBYCULQkdyEkmsgP1LlgdgRh1EowqlqdkkzIhIGyEFuprGB30X5ynwooQ0BBAekNnG3MHaNjSok9J1aGfsHxqJx2B3iJjHU8EOHy4qlGvLct1DFEvy8YspxtT4FD0H/22hhFylTkS+DsCmYsNxSUnluWyeddYOB2uxOCAkLkZ5/v7JkNfVqgCLVs+k9gOfkBrCdXsEmdoMofjrwhl0FdPBZC0IeW9b+Fz0FixYmgdsbmdfegYPQt6DnwLPzOGNNXosxDwaiboatMrJEVaMayV2wVImJd/bfgDaaTYuWglpbgRM+LYXKdeFopIr08fUnkgPUj/LfrP+jbLERWQ7TolBKvWxSxp+1BzB34CKR8KGSoM7+JE70vJe2PzmV32wOYVPYLVqfnFFKIvvRRuMiJEEj7OQVS6TfwPSbIt02BtKmSWQEHhh5jrYWiJv1gTXugsKOtz+8aweGR7sdwe+mPMSJFUBA6htzAc1TV5pmZEwkD0eRKr1RYkncZdjg2RUsAETS81oGGV/fhLdsnmJu/BLdVfSfpYCjdWX5NKF3c3NwMp9MZffZG1dTgGosDL3f2skxMv4ICggj4zaHvomixgakpng7oO3PJmmD3yliWy9bTiHahGnYxDwrOjXL+OKRc7DsvVMezanLHxQV5mGvUY72lFwd714IX2lAj2Qs1F7qbZ0rfwTu+r8ELLQsa4p+bQhsHSTYlSh6wH3QnBAb6MSoUX2RAxwpr4kQdJneUX2vKuV1x0yE7E/8h5nx0/2oJvri4IJrmp2ePSgREnssFNMEfa3azUkFlkTyjuiXh5bW97D1nU2SIJn0SL/raxYUQA07seTa08teVjofaVBudhAeXK2DQSPClxQV48sOQlkPRiCvY62yCpxKeQYp5k4x498n0MtKU6J6yMJvKKuAPiNh53In2Xh/UCgkLcPJ0525T4P/0yBQKRVIAEPmZOhTOB1BwkDf4EhgHXQwh4GY/kzxyBI6mjfDZk+vjDKKAgKsT7VsfSvpT0GNGx46H2WSur5qT/LnRh5XDsMJbsbc9eR+RBmkKJBqtH6Q8BGowy+RDgPDfJxovSfm3Ll8H/k0CRin+RmdN3yYZ7ZLsD5kItdrWMyEff9CBk+Z05iKhEYZ6/qep74Nu+kBYPzqats+JRIWcI1O3T/VVfZDvnADVm6FBg8h59HdpQzWUa+bD+aX/IlCVqAEQAdljpfI+pPcHxSD+3fZn/GHgP5kiZFDwspIInSO1SJpUI5lPwUm3N0PJRoIyPvfMRoGsGD8ovwdPtj+MNn/s/lLkyVmGgXDIv4cFTXR9Il+yzCBBzbeKoR0cer7efz8mTzxp0iQWHFxZmAetRIJ3GnrCjnH9AEnC5oeGkYK5esYzsJNiYL8nDQ7esbuxr/09OOUX4xXvD+BATB1TBg8mSD/GCMlmFujEd+30F1qpBBcVFGKx6WLUm99Fk3Uf/Oy0OQzUDsTdei3W2o1YbbbBI4iQcRxmG3W4SKlBW8q7IhF9V5f07FZ9sQDaQUq0v2dhktTsOAYrUXCxAabJuankbTnsSNk2SJbKf38r9HsKDj7aZcNLazJ7hYTOFtCpeXz/nw3RR63QKMW1s02YMyb1ZOfyCth2xHFWgwI6DpokSX9BwvMYUdABUQh9v9SOGAHRQ579uJdpKpC8c2WhDE1dZ4/XEFGCFESgqkjOjseokeLQNifqDrlTZg2mLtajKi4ITIUdRx3413udcLiFkJqjADy1sovpUdyyuACSs2yydd4FBsXFxTCbzYxnIA2bdFB5gYICvT571HUugR52YsH2ha1xXQ5yHen/1r3/v9BVzMhIoCFi4bjSH+Fo1zNwB2IDhZTTYUTRV9Ht2pFW+ZBCmOpwejwdxsoHQMmnTo+93/McyMkg3RkQVYjyKKEOd56JC1VhKTqc2+AUA6A8Bz1/tH5N/ASRtaG5fO0wLB8J25rjEGm07vM0imTpa3DDOTodh4FSxAoI8ELSWAnVG1ey30bki9m/NHH6FND+98uw/uhBiMrQykolK0ZN3lVweluw0hrRrEj1CSK8ogfbbOsxAH6c6Hkl7KQYgkKaj3m623HCnXrAIHMmJZyo5knbQGBtnLmgQjEAv6x6AHWe42j2NUDGyVB5TS0ueng5C7A7bR1oWL4H88qWMPleVakcDfwJPPjKk9j1s11oaWlhBOD459HhcECr1WJJvgHzjTrs0dZDdPQjOBBDZkIEkv8l+ebmV3qZ9XSkJZHY+uQZ0LGyFwF7EJyYmKanLI6gt8E3dg8aPOX4wE4+FYnwQ4mtgYtZD8po6QZmmz208GacCagcMSj/WtSarmbGYKSzIQnf99Va4JaSAhYYKHmOraKJRNip4RF0Zrg+Apk1KVOOF/kzdezl9wtMPOsZiw1d/g7gYAeKZVKM1alxRaEJphTCUSSw899VmbMxz37cjSnDNHhtffaggCCGHQXjH7EuS4B1MVhdJPCTlzIIOZtBQUWBHAvG6zFvjA4Oj4DnP+nGC89vjf5daQiJtnnt7eg5/iGszduw9wUa8zgodKUwVE5D0fDLIZGfmYvt8ikGtpKnoHNUtYp1LUQWY1+6qxSfvGbG1lVWeMKtuIZ8KaZdrMPwRVJ4BD+UfOquhAP1Ljz4GvFOQj9HqHT084c7QvyO2y5KbL/+/y4wGD58OAsI9uzZw1YrhJ07d2L06NHgz7bR9meEoDfUN3+6EHwOuDr2QFMauj7pUKieiA7ldrgdHcxhkTQJekUb0PEQijgFBkJEaZr3kt8jrVla+jg1iuFyQKWvATta7mU6BJK4mjWlKHe5dmc8O9oPrWcj0jfEm7AGLHjJ/C5O9tmOOiqIgSDpQ5pUl5Sg7OdLWcuiYPeGGqZZw7cIf4EL7bfsgEhCBzRQCSZ0iRXMC72Er4OKc7GggKDYOIMREjghRRsZa8GQYUT9fdAtdjHPB7WslA0G7qALrgyBQUQV8qB9DTzeWIjF+SSQd2og8n4IRX/ExXm/xHtmWZxLY+jKyeHBUvnTkJDhEq9DiXZGxs9KuL4chxrVEPaK4Oabb45KId/34O9R9JdCTJk/Bffccw/eeuuttPt64403sOaTNXjgwQcwe/ZsyCQ8Shcb0PqWOTd+JpHmBirAKXiceqSDBSPKUjmKFhlQca0J7lY/GdFBVSZnegvS8e2o+7MVku5CFgyw8xEkCBZ3wHnT88xwabt3afgqpR4PdgUWYqhkO2RCLMA5Kx1HkuRVOwUD6rjaPS/jGF+g9U1z6kecB5RlMuhGpF9BBgQRD7S0Yb/DnbCLDn+A6UmQFPhSkwG3lBYwwmQER5o86LVnJrlZHEF8vMsKSw5kuHhRolR44ZMeplHQl3ugU/FnzeEwwhkgiedNB+34+9sd7Lr2dsSyeDK1CV1H30PrzschBBIVQt29J9mr++i7qJ7zM+hKRrN90rFJJBxuW1aAf6/oymrVTNfimtkmqJWp201lch5Lb8zHwmtM6OnwozNowSrpLjzqPgWhkZ5sHtO1g3BN/hSUyBK5IpkyN3QJKbtz+Yw8FBhk//8GBiqVCldccQUbsO677z50dnayAe0Pf/gDPi+QaQrhd7ZnNdrIhIAnu3/5/o6H0e7YhEMpvA46RS9buQ+lYCzFe3lwWCCvQaOvDo0QWOsjrXEoNo+sEazekzjZ+wY08mLm26CQGpGvngh/FtfASMtjCALUiiF4qOVudPs7k7ajXgKiwZH1ERe32iaohhWj+h/Xwbm1AZ4Tnej27EV39QG4a7vZAOwUddjgvwotwuDoPmkCHszvwnTZCuQpysEdH5I6KIg7CPv+AMovSZRn9gjZW5kIDm+oG4Lz8TB9NBi67ZXg/aHPC6p9KJ7zLmZc8y281rEbDZ4Aa62slhzEIMluKDgvpLwSE8ruiq5STxff+c53sGvXLhZwE4/nG9/4BgwGA6zW1FRTtYS0Ezi4BAfMVjO+8bXb8dPR92L+VXNRuFAP804n3M2+rPWmvCkaeFp9OPnn9lh9inei7S0zKm/KR+lliStOZZkE9u/+FdJTNZA0hHQoAjWnEBzQwG4ACvK6RQpN0yMIKRqCIzFJmbvs99lE2dUmVgqw7g33dcYEMSHTSzDg+yV4v8eCj3tt6A0EoJdIMC9PjyUmAythrOy1JgUF8aDff9BLapzAl8piHhFWZ26lE3OW4CECWodlEh8Sw10Nl01P/A41SgkmDtYwa+IzzRzQ26nFsaHDy0ohUVEkX4z703tqNToPhkqQSkMldOWTIJVrWQbB2rSZGdoFPFac/OiXGLz0jxg7dhwrp9CLhJwoMMgG4lWkCwriIZVxcBRY8H8tb8DvDzKFTAL91ybHcexy1ePeiqtRLjexTACd1/GWLGRILlQiuiRFduazxP+c/fCzn/2MBQZf+tKXWArzzjvvxJIl1ID3+YB+wEK4Ovae0T4kisw3icffw4KC7iwGSEfD3QLJvR4i9IpK5PlOxVVxk7ept4SkaCNlCWp5VHEKuOM6CvqCBrRQgYVnjP1jQTsLCtIVHygpSD3kI8GhWjUCKllMZpeXS6GbXQvPBCua2mKaDl5Rifd8X4dTTCw/Uex+XJgIh8+IyyTvQ4UcovA+7VyfWN7Hmz3PZ30bEQDZsB3gUPLUJCibjKHafhgSlxzqD/KhsK3Dj+9cCrPnMOvWsHnrIOGKmBBThX4hC7jORsD9n//8Bz//+c+ZoighXVAwWjcBXx/wfSh4JR5reAg7rJsRFAN45PD/oeatoehZb2Pa/aT73/WxjanyETSDFGy1LFGHVvLUXketee6IvHFkkgn/SyqH8gIpMwmKQK+sZStzf+0pBGqTi1lupK+1Eyly6EGg9hhgCs6BfrACnov8rHujLyizddDpxg6bE15RRKVCjjlGHZuYzxRULhnyk1L0bHag6yMrPO1+SDQ8CmbroJqrxb3d7Wgx+6J3u0cI4JXOXnxituGegeX4sIdMvbLjw14rLi/Mi/pRmHIkqlWX5Nb2mE2RkFbenWHr5HhdhMZOH1vlk5oi2SOfCSjzoJRzzGI5PsgKBmKBOQsKOB7lE7+CwuGXJ3RuBby3oX7dH2Fv28M4CXVr78fw4U9j2eTYMzWkXJnVNpqsqHOBKIr4Z8dH8IuxoCAC+plKCv9qWYvRjXOY3TRxCrKBrnMu233uAwMaxO6//372+jxCUzYJqqIxyS2NDEQKk5LiSUbLTk3x2IyfcbL3VfbvqSxsBi68jSm6VWhZNzj/JqaqGJrwI7LAQCQ5SxN7PB0mwlWgVkDqVTieRQeB1oIyXo0JZT/DA20PZbWBouCgAyKWyVOvFqn10SIUoU0IrezNYiGcooGxCZI/n0erOBjvBQows6IOJXUDwadTBOQB7ZBYPZjaAV/t/m/GYw29jYeOV6NEcEK3uxzKRmOSBTOBfufZ1Ab3wnaYRo6AKUcuAYHS8kTkIzMiunx0nAVzdFGVwXi4Gr2wbffjJzPuxmXjrsZdf/8BnK5Y54GRM2GQehim583FOMOU6Pu+VX0Xfn30e2jy1MPs78GWnnWYwy9G49PdGPbLclTckM86Dng5l6TjTx4PzuMZzJ84oPUNM0zTtdFaLc9JmX/E8Z4XUr5FzZpCk5HXA1zzLKANJwk4FMBeB+z7sAEDbi1kAUsEtkAQ9ze0MuJn5ErR3ft8Rw9uLy9izp1nCiqLFMzSsVc8/trYzjwZUgmH9foD+HtzBysZ5AJ6zzabk3E/CIMrlFnNjPL1UuaXsHafDfvr3CknQ/oq8vUS9FipvJX58zVhVUPyWHjmo26sJ12E8BwmPwszB6X4VXIea/fZE9L9fUsGJaOvR9GIEFcoHtSeOHDeL3Hk3Tvhs7fB7+rCqb1Euv5WdBtqbTzSlF5TheALMU+z4oS3A83+9NlcIcDh+KpKnDCbcy610PUsSuNt8Vni3O2XOE9BEW3ptB+h5+CLsNV/FJVI5ngZ9APmQ1k0Ch1bqRk69Z1DLYvZNLddYcIhKQ1ke7gdPKkDUm2Tpn16ACTMvyB+mxPhV+RxpDXHoPCr73RHv6OQgqadVBP+EE6NSaarUa6fy1aH9ix6CPH4wPohqlSjME4bMhiKDPTPWyaiKXhlYt42xWeXNwATtwLVJ4mZfyNs+V3pg4LwIFm0MDTwCqKAt3uSWylTwSDNw02G5WjpeQb6bVmULnkOto+PQT0yHeMjGY6THhz7QytT0ot8Ab1bHWh+qQeDf1QKw+hQToZW82TZbNntYkEOnY/dEYwGBdXV1Xjj32/jwE9S616Q8+KCguV4uvkR9vMh+17MyV8M2wE3PO0+KEvkUBSmvhctu1whcki6zDUJvzT54DcHmSVxBNXGS+H2d6PZtirpLTregmKuHp1iVTTokwSAq58LeRUkuEuEx/KGJ7qgLJHBMEbNVnQUFNS5Q3dy/KGRbgFNzI+2dGCgSollJgOmGbRZW/NyhdkfwFabI231hX5/JM7EKSNoyOgCDtlcGDFYxdr46DhvXVqIB14OdUWkeu5vXVIQ2m5ZEX71VBOcbiEhOKDVKTHg77y8BG9vtmD3ifTlAJqoZ47UwuMT8JtnWphKYvy2vtNvCknAiu3Jma34Li+JXIviUdemfb9EpkLxyKuZSiLB3rIVDvftjCRJbY2Th2pRXSxHfUf6dvjXNpixcLwhq5ZDiy9LifdoNdBLC5bcQeZX04fn1pXyv8SFwOBTAN3YhWO+iPzh18JjCaVMFcaB0S4GfvqP0bXnCQTcsf5YiUKP/JFfgH4ACR9nhpwPs8BzOBZBcCGQML0H0WZfBymvgYAgdoRJiPGgYZU8EWlKJwpk/LvpkZ0NEc3KETjoORLtqVdzKiwxXY7FRkr3xd6hkxjQk8LSORVohb3K8nY0MPAJAu6ta0FzMJJJiD+SxAF9zE5g0YqIA16obdPQFavRCnwQfJhvwP4bPGq+XRJttSOmvy2HIGaWfhGuKbiFzYntva9AalalzBbEPliEvz1XWSmw1kNy24uk8ONHGZLNPfanNox+oAqKYimOP9QWyiiwP4Y2bfbEiFvDq0eAk2ae+IoVsYDF4o8RpcgOmgKDdBADITPqbIMgbdc3cB5RdBvyVSOxt+MvSdtPka3Ae76vhd4LHoOOAPrUiYQQeKDtHTMLDKh8QJmCTCBNnhMuD/7m8mC33YlvVhSfUXBAdsrtH1hhOeLGV0Xg1GBg92SgJw3RfIBSjkZPclaBgb7yAyHyDa04t8CJLaudGFqhxDcvK8aEwRr85PpSPLWyGx1xaf4ioxRfWlyIiUNCzPySPBnu+0olXl3Xi40H7azNj06RuAFXzzaxcsM1Ug57TzkZFSrV6pYmrPtfaoNBw7PywdlAxGkx22qal8XIm9ri0eClmcsjutKYZGdb41F89aG6aCBE16S5O/PxUxC0/oA9ZRdGPNJ1HsRWWMTS6t+9RMFeLl4V/2tcCAw+RdANri6MGetEoCmZAPXScfD0HIHf1Q2JwsC2y6bxHQHZznY4t7CugxNZSgm0DQ1DtGaMTM/5EDBAcMDCKdES12bXFxQwVIadHeNBj+kVhkW4ueS7aPM1Q8bLUakYCCmXfPwz9Avwbu/LWcsJBNqm2dKIxu2d6P3EBW9vABepgINjeTbY9jW2iU81L1wR+u94FV2a/CPoLWmHrtcEkRfQNOwoSi4yIn90jLjozpHlXqmojqoLDi34IuzKw5B4MgwYtErT5a7R0fWJNRQUpHHiE4MiOlZakD9dB9t+d0oHxb+MfArmYA8KTHlsNS0vlMLH+r2TBy0qIUSgkMQG5F7/AUjc+TAoB6d0MVRXK7J6ipH5kzSNsZAhrqsiHoV8C5bL/4NN/svQK5ah+mQWu2MB7DrQddluc2ZMYsS9hWG91YHhGhVTRDwdtLzay14R4iXdnqP2hl7vXQEcT1E5mqjVsMAgCXR+FKWnkEkgAtvdTzfjj7dVYvwgDcbVqnGi1QuzPcCUDweVK5OCG+rz/+alxfjKskK2eibSYLyT4sBSJX52QxkefquDdTPQJJqYERDRYwugJ1NQlgPoqC6aYsCAYjkaO/042uTGyTZvxuBAqtAndCVkg0wd4yV53bEDpvPZeSw3kuS+k66sgcEYdRVknIRxDJIQkACe3GWty/NluH5ePqYMO/eyBYQLgcFnBFo5qQpGoD/CrpQqPeb2YJu1EI3BGyET6wDJHoBLPbnTMEBDHtHR4jN/VHE7TARE0ZOVo1CXIjCI2CrrpAb2yoS5hsWsdm8OdKd1B4xA4VTjon9/De00GpEWOq0YHMDkTcDIPcBLXwasKZ5dyhZQkoBLlxblgvBonHj3jn+Gz4vDVfmJPfCFstz83OO3qzAsQMMsO3zv9SQQDxMgghEoc4V5hzPzMlwIOfExpJgFJZwE+fJC5BM1klaeARHlV5pQ91iySyFhuyVma1yhDPWMi1I/6vMeRV2Lh0lwjyq+A3pFDQJ2ck4UITVIYJqqQcNTfMhNMd1194jY/8NGVN9WCOO4xD5zssA2KofC4iH6bOIOivhmXKF4BD1CCQYqvstaUbOBVr4kRd0f0DdGHQSnExhQVwILCghColw3nc3yN4HHywGHIfHzFuYbUK6U45HmjsSzoix1Gu0kmthItphkgG9eWMACtcHluQWbpGZYaEi9Ih1ZrcY/7qzGtjVHsG9nA1Z7a2JSmWcBlMn49c3lCa14X33wZNaMAXUfREAdCtfNMeHldRna/uK8kKm0EI9cOyeONnsQCAqQstbo1FDzclxiHI83zCn8GOiLz2haHuoEoazNDfPyUZYv65dt+P8a514O4wJSwhkM4t66Vtx9qgUf9FhxyD8SuwIXw+z9KQLBZLKiHFJMAoedaaTdhRw5CslNYRw0sgroFblNdmqJFj+suAfDVNmdGqe9ewn0vflJB0WrRXL9uyjUJJGE0pYMK0r2fgkKmgbC6b8I3uAYCCKPIXEWyYRieRlqlUMTsgzxoGDCJC3AEFXi+8ovWQKpTpX6SeI5yCuM0E5NbIc8U5c90S9mnJBjGxKJUUTBfB34JdSjQgEUkc5C/zvmOIS9tu0J2QaRE+CdvA2iKhRsOn1t2PPOm9j7o1PY/fU67L69HnvvbEDnRzYM+m4xI+JlGkV83QEcu78N1v3JGZlBpusyHDyHMcYRGDA8S9cGMdvLZUxjoFJJwla5g5VevH5Wsuov2ldY0p43K2SJwJjdsd/RpjMMWuTLpJhp1OGfwwbisgIj8iOdEpTSy1yRwuo9Z7h8T4Gu116B56XH0dVD2SeKxvs3WdHWshQ+DYROSwDfeaQBK6jrIOzx4PBkv79VJgpQQvDb6nHlrDzUlMjTXp6Q420IMnWsfNgfUIbkjr+ewsoV7+DUu7fhxBs3ov7DO2E+9jaEQGzhda1pCpYZRkfbvknDgP4lvY6SAX6WeUkHus1I7bC8QH5OBwWECxmD8wCUKXiosR1HXKHUcSw+JgFbCWz+azBVpgYnaYJaXoKh6jEoCdrwIZkVneFnJybJ6RGgGvHXst7YHsGD4+5D8Aoe5p4407AAk3Uz8WznowimOCqVXYsBB0alJQvSxF/WAhS2A13RFEYoQg9KssXqQFAihTc4Dd6gBF7OA0egOMmW8obC2/B/zb+GX/QlZDfonOnMbym6HXwfoyupUYXye5aj7aFP4G+myYIUVkLSZqTFUPzdeeBkkpy/Z1UNDzcpRAmZnfhISChbYECthVItCdJwkBfwcCs84LxKFhQ4Ajb8q+H/oiWecYbJqFYPgm/EAXiWroyt3j5cDOWG2aArErnCNNk3/rcbphlajPhdOdreNqN3UxrfifAX0/hMN0bdX5lw35AvxtjiH+DwphWQbZgESXsJKR4hUNEM/YIghtVcBmEOj+YXe1kwlG7/VBYiUEviCx3diNAaFB5A5gXcGiCYYaQ7HY4BdWVkikLofi1vjMk7DFEr8dWyGPFAL5XgppIC9iKC7V8OtOOQmFk/gwyPBDJ/Os1Jpa7di1U7LTjZ6gXFIzKfE3WdI+CtOj3fCQJd6mWT9ayzwBZWBew7GZK3AxEB23O0ZdYUDIVUaUTAY4Gjpx7Pv7sbHRZj2tvd1hILbrXFJN92erC5RTyxaziuLd+PsYZ9CLi60HPwBdibN6F89q8ZR4yu/ZcL52C5cRw22I/BGnTBJNVitm4IupQS/Oa/LSmzsDQsELdjZHX/zb8+C1wIDM4DnHB7GbEqNWjaIve/q3H3gFi7H0kLt4fbGs8E8Q2ElPodWvAFGJTUmxCbzLY5NmCNZQWavPVsCs2XFaE30JVVDCl2BhxMbaUZOwjYZ1FZozU+MOBweYER5ZOD4JrsaSfKIA+cHEyPa1h8SFTiD/Wt+OOgSpQpYgS7ckUVflL5e7zV8zz2O3dFJ83BquG4PP8GDFTGOAnxkJcZUPXAFfAc6YDnWCdjWalHl0ExILk+2uzx4SOzFQ1uLxQ8j8l6DVtJ9jrXod78DjwjROjWxNqtkkDtTUsNUA9QsC6FtKMlTx0XeubM2L3OBs/zdOyhjT1BNx46+Vvme0FQS9W4ftl02Oc9imBlUzTCkjRVsKAgcq37oneTA1I1D8N4TfrAINKh0Ohjoknqylg05rcE0PXHYqjrb0roOJEfMsJzCGg8bEb1VwtZZoI0EyLnHz0cEawdsnBBqCatk0rwjfJivLGpA9PXAwNCHDT4ZCHnyC2zAU+cijndbcM0KkizTLSCT0DvFgdzjiQyJzleZgOdjVLKYZJejTlGPSboQpNKKlCQUGGU4wjvzqjSR6qDpxsUvLXJjBdW97B0duwzpJR7x+mCZQukHN7ZYs263atre1IGDim35yXIGzgPXYdDKcK/PnQ/ahf9LuU9SOJGHYdiqURTzfx+n0fikYp4v305RukPQMKFygM+WyMLEIrG3Rbdskimx1WmRHVaUwXw3atK8I+3OlgGIlKVoJbEmlIFfnJd2Vnrgvm0cSEwOA+wzebISKqi2/ewy8PKDRpJaPKjzAHPqQHRlXVSpv+lqv/TfU2VPZu8FgXaqdjqOYBPup5AsawUM/ULMEg5HM92PYot9rVsHzSR0n46/MnOkpmgh4gJqlB9O/Ox0so/8XfOoICJywqwb4WT9f73PY3IdLN7SuLvqH2N6svxqzhCqbycOSfagzZYA2ZoJToYpdkJULQSVg0vYa90eLvLzPrpI6tIOp89DhdebG/GEumrMPA9zNfZvXglVKuWsLQ+GT9FT14EipcbGAM/YszT+FR3cvcmSfOWyFB6eR6EgIjGZ0MEQ/qOnAEHHjx1D064joR/x+PrQ74F7Rc+QVCSePEUW6cw6eJM6pFUUpBlshSOg98SDLFZ6XCDIo7c18oChtgJJoIElrydflR+oQCj/lCJtnfNMG93Mt6EukqB4mUG5M/SseAnglEnOCieTawty/3AuB1AzXHghVtDGQQCne2lBZlLFdZ9Lpz4azvzR6B0MVPre8sMiZb6Q4kNmvp9NP6Pn2rCxVV5OdsNkyhOOtApkqfA6YBUCikoICQGHmc2SSnkHHw5WC/TFq29/etvLBl9Hcx1a1jWwNq6B3UbHkTVtG+Dl8a4FX63GadW38u2IegrpkBTOAxnBg7OoBYnHIMwVBeWjxMF2BvWoGDkTYxQToshIoSu3mNHh9kHnVrClBapa2TqMC1GD1RjwwE7Gju9jOMxaYgGwypj3gvnAy4EBucgaLVPoj4OXzPzKjB7FlKyPev7vIIITdwYPkw7GZvtazMsKnlWM+8NdKPT38Z+jg8QhDAfqs13Eug9GZ38m7312O7YiFrlMJz0hCaYXLoOUoEeFeJnSYrXgVPMg+hN//AQO71xYOLvNljt+Gp5ETPvOfrH1qjBDcvmE9OaB96/Mrl9jLbaZHEkBQYR6CR69joboPTvOouNBQWRz44cI8EhSPGh/8u4Rv5n8FTjn7sOwZJ2KDbMgrS+mp2Io0KCtrkyWKbJUCSIUEk4lCwzQm6UouW1XqYZQCAxooJ5elRcZ2JiSFTbD4TdF6kD4YETv2aCRpGg4KtV38FExTy41/vgH3kIQmGshZbvKMksKR0/4eeAeD0DJrscDQrSgzoODv60CXmTNai9sxi13+IzruxPPdLJLjCfIrWvtwKL3wPevTZ0L91Sko/xuvTmO64GL479qTXafRFPRs/I8SDahZyLmkvlgtoyJWaN1GLjQUfKNDR1H5CnwOng3S2WpK6DM0HEaIhElD4tSJUGDJj5Azbxi4If5lOrYWvZCWPVDMg1hfA5OmBp2IigPxSUUumhatqdZ+3zbYE+qqqCHz5HK+SGGjz2fifW7LVHsy90bbcecaK2VIGf31TGOkCIS3A+40JgcI6hzvwOjvc8F+eOyCEQIH1CskFOP2mqeZ6lJOMx13gRNtnXpn0PBQFL8i5jwcER936ssXyAA644xlQfRCb/SPAQCQrOBGKYdzVaHoBk9ikEPq5NOeDSQH50BODoM9aS+x1NvGRhO+7hapY2p8nwuMODo6UCSyGna3NMxWIPiiL8gggFz51xhE/HtaLHyjITPRkU70jK2SHmoVEYhmoJuV8AgaHH0DrYhZXeL8IvqsAx1rMXQrsXL3b24scDSlmrnWmaFnlTNfD1BCB4RabLIFHGpkV/WCmv3nUSD536TbQ9UQIJvjrge5hlWsB+Vn20hL0ClY1wX/oOgmVtEOVkG016BVmuQ7YJhwu1N6rKY2UbSs3nJIQQ161x6tFODLozfUaG9skm7DSg4GDQMeCOf3Eo+3ohagoyT9ytb5tDliepjjH+Y+J9zMNBAckmk3dCf0BaBXl6KT7cbk2QGx41UIWvX1wEg0Z6Wvfg4abUlsGnC9rXwXr3WQ02UkFfPhGDFv0W9Rsfgt/ZhaDXhp7jyXbyyryBqJ3/65xaG3OFTpqCds1L8dZmMwsKCJHhI3INiMNBng93XV+G8x0XAoNzCB2ObSwoIMQsk0UMkuzB9sAyZiCTKjigcWmhSZ9UK6Wee2rLe73n2YRsQGTlP1+3AMPUIYbtcNUYvNz1JD4L0HNFno2KhR+j2jkWvZsd0cE20sPeXAV8dHHye41SSbRuR2S74mVG9trc1oUdPdYM/DARct6KF7ueYGURQSzFW11mbLU6WMlGJ+Gx2GTAJQVGqMPlmf4OyH9pameytrmADKCahcHRwMAlavGh78vwc3K2RIsff92CgD/Wt+LBwVUokIfanhQFybViKiN0fWLDLusWPFL/ACOCEuScAt8a+BNMMJB9VSIkzRXQ/vtrsH/9MfhHHYS0IfeOikyovCVkjhVBWq2GdCDXvY0OeK5L7Y9AcLf4Qun+LAkMeY+Inj91ovBuGXRDUmfiKF1s3urIbiQ1UcOCMftRD/ts43gNM6KiTE5/QaqEX1hQgKtmmnC40Y1AUMSAYgWKz0QyNwdBodPBpxkQxENbMgYjLn8UPSdWwdK4CR5rIwIeG2tLpO6FvOo5MNUuAn8GXIlEUDbOjUEaUoiJQaLMA6+pwHtbYgJiqa7J7hMutPb4UJZ/ZsZonzUuBAbnEOrMRKJJXkbJOS9myd7AWv+14Sk9zgqWCIIKOa4sTB0tL8q7BBWKAVjZ+waOeUi9QISJgg1K4ds/wfZAB8YU3wmH6EenP7Om+KcJYiW8F2zBT28XUby0HF1rbLB1+LCX9+LwGKA+3GIdD/pxUZoe9IV5BrZazwSOX4cN1h34uPc4nP5b2dWMzAP2oIA3u8xsYv9NTXmUu5ErNlsdOQcFEcR7PxwNTkaA6Uym8oMgBT+RWfTeWJI44caj5aUevL72FTzT/Fg00NRJ9fhBzd0YpEldiyVOgxiQQPXBMjhvfAHq9QsAO3FVsh+/okQKb3uKzIgIWHe6YBgRR9qTh4KdfuVkOMC83YHSS1LX7SlTkuskSJmA5hd6MPzu1P4cFFyI2criYfuRAV8+vRa5dCAlPKpXnw3wPMdS3KfaM4sKncsg5cPCYZew16eL0B25rOgDSMO24BHkDbkM9R1+OIjHlAF0P5PB1PkeGFzQMThH4A86YPOSfHLqp7dWsg8XyZ5CtSw22Wl4npGn7qmpgDqDMMcg5WBMCFpwObH4maRxSBGRYHEfxvaW38Ar9G8S+zRALXFEZtQNU6Hm9mKMu7sS4m0G1NcmzyB0tqUKGZaHTWb6okIpx9WFoQkkefIRIOXqoJDsRJDq9/7r2bTZ95Gnn8kU56WO9OIqmdzxuH4GBYUc9SmG0BAcntIkKv7YiJSaDkTEfOyJx/Df5n9Fg4ISRRnuHvJg2qAgAk6UQHZyECrfvwfFs0shy8ttmEgZFITR/p4F9mOxmnRvk6/f1DfqFKVySTrkTdFmXuHHg0SDDnvg7fandVGMyGWnPyBAVXbuTwBkJJRzUHC+Rg9nARqpF1eWvY6Jpj2hX4Rbkw21F8FQswxCDmkSSl5mc648H3AhY3COQMi6PAHKJPWYqNsOlWIUs/gsVpYiX5WftRbeZl8PV5pOAZo0XP42+NyHoeLVOUsDfxqgbAbxFtp9LSiRl7Pffam0AIVyKd7qssAWDEXxtHYnkZhbSgoypvmvLc5HiUKOt7p6mZANgeyfFJKtUEnXgeOC8AVHQsxg90vP+BqzDTcV50OZIfhK1ZaY+xArQAYfaiUxu+5gDpbRvgyD+ON/eQIvNz8d/blWPRQ/rL07q1JlPOy7g7DvtrLxUVkmhac1zT3Kg+klMNOnDPoLnausLHXv6fCBb82tlbXvKj6ep9AX9DciKWZVj4yD3xpMWYYhFC81oOmFDC2hIvpFMPysMH2EFsdaPPhguzUlL4CNHiS/IYZ67cfn2fHmYVkoM3keMemJDEjoj14VnZ1UwuGOy4owaYgavm4f7M1qCD4HXJJKSItnQldWxcZYMrMiGhd5T6QDXdvastylkc9VXAgMzhHIJXrIJUb4Mhj5EAWx1b4OCBMKyctAIyvDqOJvwaBMr0TYaktPQIyg2boSs/WLmYnR6XYYnC20+pqigQE9kBcX5GFpvpH1/lMKvVwhZz3ruWC2UYdZBi1e7HoN6yyrIcDDhI4s3h+EAwKaoGgk4TNOwF1+PyoluT/wRF7MpW2bPpVEk5Yp3mXBAWmpEQq4FthEKvpI0r6vVpX6eHbs2IG/PP1Q9OcR2rH4fs2voZTk7tnAIMYmZAoKlGUyeGhCj1S7wv+qKuTMnjnjal0AHMc8OHR3MxxUj+/fkbAP4uQcjJMyp9hrvlWMkw+3w7IztwBXnpd+CKR2yN5tDjhPehODg/B5V96UD0XRuWeZ2xf0DH1pcQHzWPhwhxWn2rxMrXDyMA3GVKvQZg4wTsWQChWqVU48fd8HgHHeaQUF1D1B3gu5H9vZSVJcOs3IjJ9cXgF7Tzpzao9kbpMSDj+9vpTJQxNkJRNwwjUMr6ztYX4UpBsrldRheJUSDreQMSig/ZHUMZlene+4EBicQ94JVYalONH7cg5CxTE4/e3Y0fJbTK28D9rwZNoXvmB2KVXKGszWTMIJzxHUeY6dcXBArorXF9wKr+iFT/BCzsnZvjfb12R9r4xLHmyJWFmrPr0HjpHzeC/LENi934QAfVwgQJNr9nOV9XOQnG7QYkWPOUM5QIQUfkzUuHFd2WiUyn+ETucOmN2H2CB9CV+Fv7ZLIPUBww8AA48D0gDQWQrsGw/Y8oAlKfgVPp8PP/nJTxAM68dXqQbi+zW/6n9Q0Bd8qN2w7Io8Rmj09gQgy5PAM00Jx2QF5L/tSaWfnQBvRwDeztPz62VxSE07eGlMXCsdz2DIj8tgO+LCkd+2Zsxg6EeoElookzaR85D9MB+HX2jHwG0ClGFl3O4iQHaxFpPClt3nA+gZGFdLBkzJgdX4uP/ueeMd7NWMSuAx5YqhlQrcfUsF7vx7AzNgynpM5FYabtE8XTIjTcZ6jQTXzDHB6xPww0cbYY84k/YBCZCSngAFDSTMNHmoBosnGFBkjI03pD/w97c6EmIiIoFma82k41AreXz/6tLzSq8gHS4EBucQqvMuRa/7EHrd+/v8Jb4fqi9IJtWPU72vY0xJ6j5epawQ7kBqE514NFvfx3fLfoENto+xovd1OIQsI30GzDcswwRdIut9nHYKdjg2ZlREpACiRFaBFb1vsLICtW0OVY3EdP08aCSn70RWrayF3Z8HAboU2YHMD3KpXIZief9WhsvyjVjZ00XrjaTPow4EFRy4WvFXlMiHoVwxkf2+RDuNvSJob+mE4R82aMKZcdpLVT0waTPQda0Ko0YlK/C9/vrraGmJGWnXaIbg4+73czpmk7wA0/PmpncxPOBmbXj5s3V4u9vCyJluwQt0ALMGA5O6M3tWMJxuvMmJcJcegs1TBr0ypqWfDvphalTdXMCkm5P3BebxUPmF9MRNQp3bg3tb2xCYI4KbCWhtTLEZQw8DY19xYMcTDvAKjokslV5iDMlUn+dw7d8DNz/otLIFC8cZWIfQtXNM+Ne7nVknUpqYyQGSVvk7j7v6ZdscKYmQ1PIvv1DO6vo/f7I5bVBA8AcBi0PAb75UjgJ98vPs9gr49/uh4+5PFkMl57B4ogHLJhth0n0+ptTPx1l8TsBzUkwouwvNtk/QZPkQTn8rJJwcKmkRHH4ipolpeQIdji0ICt+AhE8enCr0C2F2H8z6+Z2OraxDYb7xItbe+HL3U6eVOdBLjFhgTO4tVEnUmG+4CCstb6d97yj1BNzb9CMExUD0sw+59uC93ldxR9ldTJ74dFAiGwu/QNew/wPeYpME7/S+jA5fK5S8CuO1UzFCPTbJNyEeRXIZlsufw4e+6+CFhgUDBCoN6DgLlsiehozzpeWWkFhP9b+c8IcXKpGjjky8xS+7YRvqgn5kYnDwxhtvJPy8pvvDnM9ziGZE+sAgclwBEa/0mvFWN9kBxrBnYkhdUOpPERz0Q68gLUQOvvF70e7Q5BQYEEqWG5mmQPPLvVGRJ4K6So7qrxVBMzBzFuWF9h6ma8HEsshVVwVc91+goCvm5ElkyK7VNvRssGPYr8qhHXRup5FJu+OAww2XIKBELsMglSJxhRsUUBDohlOigZjh/o4HTdJVRXJMH0FBNzBvrJ65QT6/uiflBEufppBxzHaYdAFyCQroMyYOVjO76FOtXlYCmDBIjWnDtZDLeDz6Xge6w5odmdDU7cMvn2zGH75Sibw+k/imQ3Z4c1By7AvSl7hpQcz6+fOAC4HBORgcVBmWsBellOmhPdj5KAsSiGOQDvS3gOBOGRgUa6fiaLcBvmDm9j0maCz6IeEUGKkZD7H79HQNLjZdDXmK4yBcYroOZn8Htju3suAjUqomjYXxmqnY69yeZLJEQ7NP9OIfrX/Ebwb8BQZpbjKz8Wj2BHMMChJXHEM1J/Gu5enwsYbEfqgcUqWowbfLfgptBnXEwRoF8rj/Q70wAh1CJWuGLONPooI/Bp7NLHyC70RfsR6/OVNBE2h7x5IUGBw7FpZx/RRApQOLVMDbfYICAtkLv/oF4IqXQk6YEflg+iolGh5BIibmgHSCSt4ZmyCaLPD3s3umaJGBKUE6jrgRcAmME6CpTs3NIHGk7g122A+7GZdFzHNDMhoQwrfy7E9CQUFS4EOcS5+IE39ux9iHByRINJ8roLHk3W4LXu/qhTsub1+hkDF/icHhMp1y6DBM3rID9eo+EqNpQGdKkr8kwETp+QgunZ6H2aN1eOKDLuw56UoQbBpWpcStSwrR3OXD6xuS76VUoEPedcKdMlXvcAexfn/u2U2bM4g3NprxlWWJbaZk8kRZiWA/uwrazX7WsUCtoZ8XXAgMzmFEHgClND/ryp3nZJBJUhOzeE6Cct181FnS+BaHIZdQKjA0ChbIijBBOw27HdvixJaygzobpurmpBVwOtn7Csp9TYz210STgLQAFeqxmGlYivW2j9KeJ/2eXA832j7BctPV6C8kOaZGpfxJ8HCB53qgkO5EVziYiohDRY6PZKEfbXsIPyi/O21NcYDhIsYZoG6D+I6D+LMqDc6Cr9UKqUkNXhlLb1r2uDKvtIWQjn8keIxg9+7dcDV60fJqL/MVYE66UiB/po55J5DMr7fdD4lGgrwpGibE42nz4eAvmjOqBtKxkHDURqsj7WG1lwP//g4w5AjwBYceUp6DfpQKgl/AqYezl7Lcl7wP2b6RkDYOiF0hhQee2evhnbOO/ayWFaO/oNZDfYqySzwoGDj2p7aQ8FL4ci4SgdmrgTduALoLgZH7MpRKRDD1SeteFxM5OtfwamcvXutKnoRbvH78tq4F99ZUoFqlgGHBYoxe9SPs1Y7BcfXg5KyBKGJsqYgZk4tZxowm+UJD6jKbUSvFD64pZXbLx5o9LFVfYgpte/+Lreiw9I9vQrV+ChAiLs80GZsdQZxoITGo3PdD+1i7z4YvLi5gHQkRKOW562DEg3jQnwNaQQIuBAbnAcp0c3Ayg1Mi1eHLdHNZtiEdKgyLUGd5K8NMw6HSsCQ6yTR4ToITac+RJHhoOujrpxBByJiYx20l34WcT16RNVs/xqGuf0dX7UTbMlBgEOiBwrUb+aZrsN+5M+W+I6BJeZ9zZ9bAIGB2IdDrhESnhKwolN4crlEyAiGtBNMjCK3sFfCcK6oQ6BdDklJ9QcdJHIh674m0rouFmkmoNCxDk/WDGE+EWPyn8qHfXAVNcwk6HB+zbcmaWTenFvnXT4REr2RGQVkRkeuNG5Qcxz04cm8LS/lHuwoCQPd6Oyy7nBhxbwXyp4euSQRkicwMqDJAO1TJUvPm7u7M9tZS4PAoQD8kj5VT2O/cAnh5F1tVp4PMJIFusQFN0x4H35kPSWcRRLkPger6kAsSQ+g+P9sgLQPy2YgeX/gfOk+5F7jqeeDdq0Pkz4zgAWed95wLDCyBAN5IERRETpXKJS929OCn1WWQl5RBdtM3kf/hKZxQ1SYGBvTscBzq7RJM9IuYMlTFJv9cFB2HV4UUJhs6vPj1082nlbKn8sMvnmiCVsUzP4IjTR5YnadnLE+f/6eXWjF3rJ4ZH1GAQGWJV9b1T7OEWiTp/Z8HwmE8LgQG5wFUsiIMzLscdWaa2PuCY6v8AcaLsuyjAEPyv4BjPc+mKPry0MkrMSDMC9ho/QTPdT3WJwgIbV+rHIqrC27Bcfdh5q3QE+xiqd98aREm6qajRjkkpXjTkWhZInFA8ENAV6AXrs5Hc7JpDmTYxtdsQfez2+DaEyPfKWrykX/TJKhHlWGmUYI1Znp/qodYgILfEQ0K2P5EaldKDVGUICCMxH9aTqJa5cc8I6VjE8lsNFgMK/gSNIrheLezHsd7ynHFi60obYukw2OTsegPwrb6OFz7W1H5u0uhqVWGVvyZxHUq5Qlpa8oenPxHBwQadFOkuwNOAfWPd2HYL2LdKz5zAJbdrqwcAErJ8zKOSVBnG9JpKtHG6UtIVDzKrsxD80vpB93KG/KhL7gS3e6d8BR1w1/UlbQN3b8K6ekZCWVC24edLKvBXLf6gDIEMj9Qk0uFhkhxsnNvgiCzsEzfmRB2+bQFgmhr8+G+3WXw5ZUmvyc8+VmdAp74oBtPftCNWaN1uG1ZIVttZ8PRJjfufa6lX6v7vpN5fUd2461csa/OzV5vFJrxy5vKUF4gZ8HB1iOOnDMHdEUumdb/0ua5jgvKh+cJBpluwNCCWyDj+zLzRQRFDzY3/RyNlmSDkXhU512CMcXfgSaurVHCKTHAsAyTK+6GlFei1duE59nKPpY+j8dxz2H2+8m6mdBKQytPyhT0BrrwgfkN/LTuduxxbE94T5t9A4Q+Ava0Z6JDrqAWIYh427Ubdpa2Tz+wUqBCgUkqeJvMaPrlu3DtSxRy8tb1oPX3K+Hc2QiOexNyPkLCDCb8K+OPQi3Ljb3vCw6GxXsX7P7rcNI9EB/3SvGrU2Z859g6dPutSbbQf+soxQb3BFz5QitK2jNM9oKIQLcTva/uZsI5xJxPeznEELkuHvYjHlYmyFR+ILdCsjKOgP13DjM9pckJswy6jJvTgDJZr0lS4iy9Ig9lV+cx7kGoKyC8vZzDgK8UomAO6XjoMaXiXpTqZoOLW7OoZSUYXfxtVOelMMs4Q1g8x9G2uSlkypHunESgvBGw6bNcKjHklXCuwRoI5DTQd7l9+NPLbWwCzmVepG02HrCzlXc2VUB/QMT/vdp22kHBp4nWbh/+/FpIDv6OS4tYcBDVOYhzPSfQz5HfUQbjh9eUYmDJ+S9o1BcXMgbnGDyBHvS4DjAyoUExGDpFZXT1SSt6GjBjq+8YBNGLI91PsexBhSHkmJcKJboZKNZOZ58TCDph9Z5Eh3MrdrT8HhpZKXaJJD6TOn0emZxXmz9Am78Zrb7G0GfHkQVplf3v9j/jxxW/RXWYWOfyd4TdIiPMfGBH2B8hGekHGApI5hiWpPxb91NbIPpIZKfP+9mPIjoe3YCDP9wOjWwLFOIA+ILjERT14Dk7FJLdkHL1OdUJA0IFHP6b44eK6N86fSW468RW/H3ILNaBQXiqrYvJKtecsqAsU1AQPUkRtjXHkX/zZNR+pxgn/tIeYWeGEE725M/RoWBOrCTQ6w/g5IncCFjrjn6CuQXzWMmHSgxZIQJSdWg0JNMmMpZ6pztZiIu2oHLN1fo89Gy2I2AXoCiUwjBGzYKcimvzUbzUyMyJ/LYgkxw2TdWyjEIECqkBo4q/iaEFX2QttkSEVcs+nd5wIuvuav0jVIHbs24rDQLbZgKLKJJNBR4wjFUzsadzDUaZNHT7BMMPHdmZkiYDZfeJzlESUv89etwLZ5aSUl/Q43ao0cPMgyYOSR8U0Srcnovi12cAOoejzR6cbPUw++vvXlmCa2b7sO2IAy6fgFITZRI0ON7ixe7jTviDIgsGZo7UMV+L1PsU4RZ8UPBSSCNR8HmEC4HBOYKA4MGhzn+j3bEpYXI0Koew1RKVE6i1jch7mXC890WU6edk5BvQIEt/39fxNzj9LdHZxu6tw6GMVf7Q5HzYvTejxgHtbaX5bXy99AfsZymvTjin7rRBQfw+YsFJpKRxbcGXUK6oStrW32mH+2BmAyjB5kXVcRNODeuCjGuAjE/vkpYJ7sC88H+lGhB4OIM1eK1rLW4uuYit1DZZHex6jjzSjSDPQZKDkovoCyJoccM0RYeRv69E+3tmJvNLXAF1tZyRAPNnaFkZgdK//2ntxHabE8McQOaCUgibvKuxq2Udvq35Bbo+zi5+RV8oSQ1HcGNxPlQ8z7oTyPY6gkqFDF/cr0bnn1oSPA1kRgmqv1qEvEkaZkVctDi7MBARaWWS3JjxpwuSCg8ITgTLW8Db9OCENAM4D5QOUWH+5TpI4ERwhTMmLRL+l2y/a7/df2Lk/wIzDTo809ANkYaW+IQWPcLECS0Axi5Uoaned1qsfFpZE5kvXWBAYkdPrUwuDZ1LoHMg8yMKDAhUVrhyVqIx3dgaNXtlgivoxTuW3VhlPQCH4GXMq0magbgybxIGKs+u2daniQuBwTkAURSwq/V+WDxHk1bMVs8JbGu+B9Or/gir5yT8QnrjHII/aIPZfRj5YTvldNjb/memdhg+gvD/Czk19BEXgIckIVMQD5rEqe3QFrBCLzWgRDcdp8yvRf/ekENru4yTh4+Hw1DVaCw0LscQ9cjUx9OZw6qXAwy9qS12c4UoyuEXqJSRkX6HDVYLbi4B6t1kCxWCjNRV+kF5jnQoaAYqUPvtkpTbuIJB3H2qGR0+P7uWdbVAUAJIMqRr3RoHOisbAa+IrVu3QYvU7oLxKFyghyzORphEbK4qMmF5gZH1xHsEAeUKGZSr3Gh6uSfp/X5LEMcfbMPQn5axVfW5AhITo+/SN3Ur5AdHpd9QAGqWm6AzqoAv6eFe5AupP3b6mdV3/gwd9KNV52SbIkEvlaD0sAwttjT8nG5AeYQ/bWY9xYa99tTMzEMNLtaB4D09wcv/Gc6G+ZEj6ME9La+j1WeBEB7d6N8dzjrsdNbjrrJLMEYdygCf67gQGJwD6HbthsVzOOXfaHL0Bi1osq5ktdZc4A8mTpSCKOCgaw9OuA+zibZcYoLZczTl9EZrHnp3uimMVu8kYNQd6Mh4DLTa/0X9HZiim83IilS+IBEm+gvR+3KZIv9a+0wOW1GffA41PhEoMJSBR3OWnEimXVCaOPvoGcnGxnVCobOQRI5yWDVxgHJYCetMSPp8QWREQUrFUxdBY54A12A/hDDVwKMGdk8GJm5Jf5R7562BKAkdYHNXE4bxZUAwcwW6aHFqrQYlz2OSPrRKpFbHXa/ESJ+p0PhcN0aNqTxnGNwUkBMCNXXwzF4H5fo5EDmBWU+zv4f/u+wqIzN/ijdrqrrl/BG06bT40VKfmdi744ALX1lagE/CxoL9AcVDBQZpEqfgX+92MLnj8wEUFAwqPzOuwCu92xKCggjoZ8p//q39Q/xz4K2QnQelhQuBwTmAVtv6rLLHLbbVGF38nZz2R2WHCNp8Lfhn6/3opnotQoxyWunTcE7iuzTV0RqPfk/c2moAJ7NM3APlxegKZE7dE0ioaKt9HZq8dfhe2S+ZQVC7YwNzJ8iWMdBKElvqCOS5sMOxCfudu1h3QoWiGrP0C2GqLoC0WIdAR+bMwTjDdKzmdjD2/ukoOnIspKFOhUwDCAclHxoMB6mUUHAcvKKInWOLsXBtQ0h3IJu4z+WjGC+hUCaDLLwK9VsDOHpfK1wNvuitouGAr3wIrF0E7AorKa9fAMh8wNhdxKcTIXJiVKVv7/zVODKNgrMQLLpuiMFUckLxpyNCnpddDtq8wwExUwuaCLgbffC0+M+ZOnyeaig6nSGirGfJSlZSkG+YBVlzJfsuWss57JvuQ80MYLk/gHxZaLj0CT7sdGzCEdd+FmRSu+o03Ryoz0Cy+9PE4cbMOv8RjQCSFzbpQiZI/fEuoG1J7TAeT3zQiU2H+hcUkJcBTdCn65twuogENmOylAkywSv4sdpGxOx0OixgpYXtjlOYoUvd3nwu4UJgcA6AMgLZjOR9QTvjG1DWgMh8qadVjhEI9YqQ06IjaMdfWn4DZzD0gMYrChINbnV4L/F7Kg2bquwO+dkl1PkJN+TfhN6e53JWuaWBs8XXiM2OdVhY8m0M8l8D9L6ON8klMg2IqEjeCPEgK+a/tvwO1qA5yj845NqHlea3cFPh1zD2xolo/0tmg6bgvw7hO1+7Hc8MehVd/vjAJrez4TgBCslOeINTE0iHiRAx1xgaJMmmeWm+gRH1nFo53r5oEK587zgjwMcL5USusSDj8MGVI7FZ6gWON0LN81hs0uOqwjyceKANrqZwq1b4VonsY95HgN0AHB8O0GL34+XAzmnAsAMctC47/HlbcHL8brj0iYFTT1lLshBC/JlwQQSH1UGmzz6QEZkwY2wbt92ZFXTOHkgT4XjPyxBEHwuAHCNP4r3BC2BlOWUOIgvK5DjaY8Faiw13DywHx7Xj4db7WAdNRA1zl2ML3up5EV8v+QFGasbhXEOuFSxS7vvZDWW497lW2Fy5tw+Qa2P8pNpt82PNXnu/Q2+1gme6CA2dZ68lMRvoKyYCIXUXUIksFeravVi508JEmkiTYeJgDRZO0Cf4LXQF7PClkTePQAIejb4ezMCFwOACcoBcUGQanxkUkjyWgh1R+DXsbL0vrEaY6AVLE+rwoq9FU7WkEkjBQbrVcaoxnKZLmj4WQg7euBRHye2PeshVIzDbsBgd5jfhBocxEJFKyy8V6PPXWz/CQuPFLLBZVHQ79vnbUe85wQIHqZ9H1cl8KNwy2ExuOAYiofvAL/jw5+bfwi6EmFOR84koMpLmQuHYX6Pk9lnofGxjxiUH90wdfv3PP6EOJ9Hha2PeB+S/sMb6IdZZV8HVh8MRFIwQRBM4zg0J1waVdA3jGQiisU9wEPoCVfwpzDQsiv72uuJ8tPv82GZzYtf4Qlj1Cszd2IiBjSHSnyALwltqw/7ReVgxcgb88tg+Sc+ezIo6D7ow/UT6wZICjSkbQ4FBBBYTsGVOEDK+Hjp5chCW11mEpU/fmnaf7NrKAnAteh+iuDRr+p86DHKp0LDtzgLEoIiAPQhewSd0NcQjIIrMG4CIkqkGfZlEi/GlP8TutgcgikFs818Eq1gIkVRr4kCn5QoK+HNjG3jJ7+EWQ90l8SUpymD9q+3/8Iuq+6OW4ecKhuRgA0ykw9pSJXMqfOj2Krywugcf785OTB1To8IPrilJuL47jvZPtjoCWoj8/iuV2H7Ugcfe64Q7gyDW2QDZNC+dZMDSyYaUpkqE97dZ8N9V3UzISAh/3STl/N5WC35yfSlGhe2a5RnI3hHQuJXLducCzo+j/BzDZ2+B9NihUA4/LTimXEgwqUdiUvmvcKz7WVi9J6JbkOb+0PybYVTF+vx32Df2O2XOUl6UWlUOwo0FX0j6+wHnLjZpEF+cVn6k+5KLVli3v5OlYMlDgaRUv1X2UzzX8Ri4le2Y9kktFN44cluxGtLbXcDw0Mr7zZ4XokFBKtDKbZX5Hdw+6XvAoxsyn58nAOfWBgyaNxyD4gyZLsu/nnk8mP29bEXY7hPh9C9HQKyNfQ7XA5V0FQoUT0MqXoNWb1mfRygIjzAYPz1hxrVFHK4sMjG76O9XlmCPrQuvtW6GbZAWHw2WYGigERXCKUDtRS/K8LbvstTHS59wwMcyAeTsl/L8RaC4HVA5iVwY/xcJVBEpZhLfCUogEDORDGk+WAqJX8aCyZTgAMetT0Ao7mS23mNLv890BtIhb6KGTdBMUjjlQYaY+8ri/rlU9gXtv/UtMzo/skb9F0h2mQSUIr4RjR4vc37cEu4IoczLQpMelxXkQUf6tXHIV4/BjKoHcKT3Y5zsGpfWJpv20+oLQC83Qconl6xCxSmBBZg3FH4F5xLK8uVsAj9Q504ZM9OqmVrvKCggaFUSxr7PJTCYNUoHuTR2zbqtfnyw3dLvbAEdw9BKJYKciEAZMO8qPVa9akXgUyQtktrhFxam54ocbHCxoIAQCQrYf4vE4xLxwMttePjb1dCrJSiU6lAhy0OLn6zWU4PKDNShcD7gQmDwGaP36JtQOAJQWwEXjbt9FzYkoSvJR6VhYfRXeaphmFr5O7j87fAGLEwNLhUx0SNkry2mw3FW3khGvG9CSfhFVet0xY0IiNfwt9bf4Ttlv2TBAXkqXLVlPnpX7ErettOFlt99iIp7lsNVzWENkxTOtG+BOTD6fPbsFQEJD38aLoKEk6JAXoT5hlvxrxZ6NBInMcocOP03YIq2C98on46/NTVgk9UX/tLoFeJw0Oulzl7GBl9oMrDV9nhDEYaoJrNuEIeviZYY0f3Wi0szZuFpLs+SUGKIl+ylbYeqZTDalcj75BIM2j0eMp8CHpUL9WP2o+LYkIx7JNId35uPYGUL65ZZ13wP3NqpTLyKtCrIRGquYUm0U4SX8xhwawFOPdKZ1ua46osFZxwUHP5NM1yNvoSLZTvkhu2gm7ULdo2T4vf1rUzmV4jLvLzXbcFWqwP31lbAIJUyrof9YOh99D3LqpdDUPdkucgiAkI5pGlaXek+3OPYds4FBoQ7Li3GPc+0oKM31MESX0CrLlHgy0sSvxtyS8wFA4pifBuLI4BfPtUMq6P/KkY02VYNl+P2I3XM5IlClCANeZTsOv1hLCOIINkXpGVwoN7NBJt2nXBG7Z1TlWfIGGrNXhsumx7K5l5lmoy/daxM+VnUtkgdCVWKzFbf5wouBAafIUQhCEfLZnCiiOImoLcYsOWH6sShDQCNFaiRjQlrASSCgoFMnQql8gr0BrpPi2hnTRMYGJWD0e3cnRAgVLtUcLpV8Gic8CvTywjXeY7jY8u7uMh0FYJ2D3pfS0OBZrOriJ4XdmDXt2wJx9+724bWVb2wHnHC1+tnE5KiQIb8CXqcuKIhe/2aXNA0mQe9rdZCcHCy1GYiQkPpJksRrij0YYs1nbxyzLhmfh6JKIW20cjLML3yT7B4jrE2VI7jUaAegy0tZN+bfvTrLE6fLYjArQKcYe4b3T4zjTp8QTDg5N+uR9AdjCr7Kd1qDNtGHInMEPkgeHNI6rUHAjb5WxE0vxn9LsyBHux2bmXloavyb2YDI6kX0vdB3Qe+rliUoqlRMHVDbe2ZWRK3vmlOCgoYwj+f+lcnnvsBh4As+Y6nTbr9ATzX3oOvyEw4/kAr3M1+Vg1i32oQuNUEvHkdYM4YvwRPW7L7swTV7slqeM0+G9bsscHiDKJAL8XC8Xomaxy/6ieUmOQYWa3C4Yb0WQYS+aE2xVfX9TKHQZdHYN4Fp1MAmDVVi9dFc5QPwa4y3S4UHLQAukYe9p7stSpSI8zVh4E8F6hsMWGwhjku/vm1Nhxr8bJzI2QjQdKxHqh3scCAQKRCc9CJZ7s3RUcF+peuyHBVGb5TshTnCy4EBp8hxCANcqEBlJjj+e1U+w21ndEdJXfTKpAHV5F+ss2E2YZFOOAiGmH/YZCk1v+uMixDl3Mn+29JSxmUHy3E0ONDMAwcBD6IulEHsHvRR3CYkk1baLj+2PIeluZdAcfW+syNw4II96F2HG02g1oogp4gDj7YgK5NiSUFwR9EwBmEs8GD69++BVfVzMIt2qmM6JMaIrTT0tdtLP4AdjtcGSb8UJfBG53mrCV1cyCIOrcXtWFLW/ZujmNseHpFoOXbMmYMjo0A5q8CFHQbpBisBE7AkSk7oFY0sxvp1pLFmKGvxcGfNoVS+33lfnNijfIQ1S7Q3bmZJrw+b4zU1+n7pOwBSWQTTNO0zLXRecrLOABkc0ztfdH3efxwbGtAoNMOXquAdmo1pHnqnDgFVD7IdNGpK6Jkj4j2yWlOCcD2DjumPe5CwBKe4MPZGILBDFz3DPD0N8LPYAoo+Fj5LlVJq1KRsSZ4WgjabAiYeyHR6SA1nf6Kk0h2F002slcu+PryIvzqqWZmaxw/SUYIe0QWvP+ltrSr6v5gV4sTYnGKx45SB1WAnRdC7VNZEAkKcqETU3D04KvtrBuDKkxme+ieEMTTJ3ZebByH6dpBWGM7gna/BSpezn4eqvx01Ds/LVwIDD5DcFIFeJkagj9m3EP3vzqe/8YBMk2s/bA/GKWeAA2vhTOLKFLScYHDDP38lH8j4aSavKvQsGsXtE99mU0gkYY3XpBg4IFRqDg+GO9941HYCpKfZJfgxPu9r2GGZVBohAlmfgpbO+fDWjICJ357Nyz7YkGBaYIOulo16+23H3fBvM+BYDCIV46vhb3Aijsrl6U6MegXDIGsIH1bWY8/e1GTxipLIJjT4EPiP9kwzajFNnt6wpYgAzq+pMaAx11grffhXbJ1MSeiq7IJB+a9D3m4lvBy90EM7fhrqLXxdMEL8I84hGZmdJUe9N1/ZHk3Ghiw3/EctIOSswO2dSfQ9cRmxvNgIg+CiO7/boNqyTDUXTYCPogYoFKgRqlIGkSpmyHozHwtRQlQkEUqYtheINAbTMvVULmA0buB7TP7/I3UKzU8WoLpZycKluYaUtx3pwlfawt6Xnkezj27ojOQcvBQ5F9zA1RD45imnxKK82T4422VeHuLmWUZPH6REfbmjtGxR3flzjCB9ixwBF3NIlAWbotKhX7OqTl5PYQ3omzB6ZwCxwEjwq6R8TBJtbjKNAnnMy4EBp8hKJWsr14Iy4n3qK6QeiNRgL7q9KxmaXAlt8P9LGuQ261Pq54CWRFmZvBb0GtnQ/76EIgCDz5a9wi/X5BA5lFg6juXYtWtT6V8//vm1zBMe0fWoIBg18rRvuIgLPtCpQ2pRoKx99TAOCI2uRv5PEj36/Dq3e+wFfIH3Xswo3AIJiprohMQO+6FQ1H45XDDfwqQw6HG6YM0ICDQJ7UaD/qmiuWyrFeUxrJSRfZa7RSdFhUKM9Mu6HsXsIY5nsOcmYXQ1ghofduM7i1WRiR0GC1Ml+DI1K0IygIJ6exDRw9CyRgg/QcFHN6ZGyFqnWyRlikAom1Jp4I6R2R8+nN17GhA5yOk1xFG5LsXRbg+OIwTZis+WBwieg5QynFnRQkqlLH98YocZgaq+2a53EMjHlppQJm74fuBnTMTFI8xWK3E96vKsNH2BbzB2nWpVTH0bUXaZ2fqF2Ks5uxMCL6WZjTd+yuIPm/CstRz4hha7r8Xpd/7MTRjqLH404VJL8WXlxTii4sL4PWJLFUfEER84y/1pzWZZsR+Sh2E01OUsSGeHiVgpABPJVauX+KhOUM8A/Li/HHpCbnnMy4EBp8x8gZfBkfLVgTc3SmDg7whV0CmzTzAu/ydaLS8jzb7Rua0SLyDSsNilOsXYKp+Dva7kgl+6TBCPRY3F32DkQNTgQSTnln7OOaZb0q7D16UoPzkIGjNRjjyUpnt8NgwZDdmS40QA6kDIsp+n6w2wq5ToPOdmN30sDsrE4ICglKiRufIZgy8qQQnHg+5MDxSsArXLJuOGlsVphcvYinrA8qDeK79XrT6mpiB0ETtdMw1LIXeqoL59b2wrz/JgoNf8cD+EYVYM7sK3fnJ14EmiysKjdhpd7IMQ6qBhbYZr1PDFBbFyQQpz+GX1WV4sLENx92krx6pTQJ5Ugl+UFWKIrmMGd4M+HY+Hlr2PfB+KUoaqqGxGlB6shatg05AIKefMLrFDlT0JzDgxdDtxwvwztoAz6KPcLZARL+eF3aljTDo19O3tWL99Eqm99Dk8TGp5z8MqgydN10jtQS64UrYj3rSlhOIh3E8tflmFBoyD8oAOpbCoAQL8jTo9Puhl0gYX2OsVs24IovzLkWZvAKrLO/imDsUZVTIB2C+cTmmkivkWUoXdz37ZCgo6JtxCs+MnY8/iuqH/gEuzt760wSduyocnB085YLb+ykYIsXTbCiJSpeXpDYoSKPmgP+x8FE6ULaE2he/f1UJ4258HvH5PKvzCBKFDhVzf4vu/f+Fo2VLNDiQKPNgGnol9AMXZ7WN3dnyeybSElnBEOv9cNcTaHdswdiSH6FaMQiN3lNJUsA0QWslelxquo5NlKTgRtmCTHi+8zGoOvNiKn0ZoOvJTxkY0HEc5Q7j8hu/jZ5ntif/nSoMPIeVCwfC09IMX2dIfllq0KFoZnJ9tJ0ZQQH5E/XRwMDe6MbhcW04jDaUFE/DHucT2Nm+ObrSo/LKJ5b3se/UBtz875nkjxzNLJBi8OiDXRh+rAf/+eJYtJUkBiKXFOQhTybDl0s1+HMjSaCGerBj15WUGyX4UmlhvxzwfltTgRNuL/bYnSwoqFUpMEGngSRusqHvrOrQCEx751KoHTF1SK/KhR1LP8TxSTvZ9+Iabs5JcCiC4uV6tKs+hG3QOoiaWOmpIGzGlw70WZWKgRmzBf5WK/wtqcms0fMSgRFHe7B9Yik7ZLcg4J1uM24ri92PZVeZcPT3qe236J5pqQTaslg/aEh10ZyCwBg9EEBXLsdXy9M/ByM149mLpMbpXqJulrMJf1cn3IczpDZEEUGrBa79e6EZN+GMP48IhKv32NDU5YNcxmHKEA3GD9YwMZ+kYwuIePLD/6EhElUPaV0TsXX5jKBR8lDKeVAiccIQDZZONDCC5ucVFwKDcwBSpRElk7+D4Jgvw2dvBSeRQ2GsZqWGTCC3xb1tDyJIym0pRjoyU2q0vINvl/0MT7X/FQfc+xL+TqSx20q+g/wswUC8+uBJz1HUKsZlDQoIAcaWSw1n0AntRUPAy6XofWU3grbYUq69SIO3lg9mE7ISWox55hV4mhsh+izg+HfT7lOIE0ThpaHjo0Dg3d5X0OEPTSjx3RTMxvnNQRCcPvBC4rWWUPneL+Cat47i4a+PC/nSIoh5eTyuKtTi2Y5Hsdm+Fhp5EdyB+fALVPPlQR87xxhSKySL4v6AVpuUsqZXOth2ujH/hRuTfq9wqzHzzStZvvX45B0YWjIcBXN16FqTQwsnTysgCSZeeR1O9nJotn7MMk+EGt6Iw6IbXpHa3JLvMQoQqTMhE4LO7FwHgeegIu5B5GcAa8123FpaGO3qMIxWo+Zbxah7tJOREem4KZYjXk5rBfDOtcm16EgjKV2Ca4tMGLFcgWN7M8wyAnJyfySQHkdql80zg78rsw8JA8fBc+o4gvZQnV85ZBjkxf0vHX2824rHV3SFdRhCgd66fXaUF8jwixvLWSmhr31yp+V/6IgkfvZBAeGWRQVJss+fZ1wIDM4hSBR6qBS53Xy0WlnT8yLWBi1MkIhiV/LtIlPiWBwrotG6Eg5fKwa59zNeT1f4WauQlWNe8begyTEoiAQGhOahRxGUBCAJpr59aIhx6ezoLk9vqhOAH+/1voorFt8E/fwheHLNQbSanejOU6K9zwpdolZDM2QIJFxmk56O9bFOCP3QkNIPTWZdTEI6GYYeFapOpWd5M+GgLhcGta9CW5UTCv4odLLpeKLDzLo96DylfDt08heY8yIVRtU8cE3R72CSnZmQT7qUfON/u8NzX+rAbNKHS9E84TBKZGUov7UQfnsQlh0xcmtKCIC7xQ8pr8TQglswyHQd08jgOAk0sjLUeE/i4Zb74BU9SVbYi4yXYpJ2Rsbdywq1WWniZEfdk5cYEPlEEX5RZH4TERTM1sE4Xo3udXY01jmx2+fG8WGhwCDVJaFfXVZgZHoShcQLKRSRP1uLnvWpCbnUURFvMf1ZgFfn8PmiCPPbbyT8Sj16LIq+dgek+twCm92nHPj3+5HVf+jiRb6i1h4//vBiK+7/WmWCquHGg3ZGusu11m/USE67hfFcABcmGJKQ0/9POPvh7gV86giIAfyr7QG8anmXTfTucMbtQNj/IJ7fTn7znc5t7JHXhLk8xOmR+9uwveVuJpCUKfjY79yJR1rvx6/q78Qb3c+x33vVbhyavjmtPgKtOvYs/BhivCFACqyzrWKkNU7KY9SUgTgwvCApKIjfq1KSXHYgkNNg/SsdaHojJK5DMrlVV8YCnnT20PlduZnelPbWQSHZDXAutPmaGGej77lznA8cZ4FXtDGW/qcB50kvvJ20WkufrVF4VCg8VoU/NP8M79tfw+Aflqa3dYiAp9JVbJ8SXgGdYgC08gqWtaIS090DHsJy09Uok1eiUFaMcdop+F75r3FVwRey1tV5jRKioTADgRFwKaU4MiQxSCMpY3mKfUu1EpQsN6LuGiU2LAZaKSJOcwiUeSCOAAUFUULuN4tReXM+ZMbYhZHqJai43oRB3y35zO2TFVXVkBbkXoaKwHVwP1r++FsI3ixEijD+tbourUAGTfxUWth3KjGodLqD/SIAUlDQR2H6nAN93aUmGa6elcdUDCNQyTlcMs2Iu24oZUTD/59wIWNwHoJW2mSjnAo0JFAYQBZEsVs5+UmmlbQv6ECjdQUG59+YMih4quPvzM0wsjqMx64lKyH1SzFs6zTm4EcWtdShQP+9c/EqVuvOBlJm7PC3oUIxAJN0GozRqLDf6UohLER13GbII/K+xK045EDPDhs8HT50b7cxLQOCRM1j9M8HQl2W3ULVL8tNoS0Q3o6ugyvoTHk9YkcqYIttLa4r/DL7mdopXfta4NzZBNEXgGKACbo5g9AgacB620do9TZBJVFhgnYas6gm74a0x2vN7XgVDk20+6NQXoKCGYPRs9GRybwTeVMzB0kGaR4uNl3DXv1F/RNdsFoGQA/K6AQSvt3InfnmxYMRjOsEof9akKeDN9jLykFyiZFN6gHBA7e/Azwng5RT5LQSlfUJLmjiL70kjwUXHS0e2PwBGEoVKFadGzVjjudZS2LHvx7u3xsFAf7WFtg3rodhQWZuUp2zB9b2LHJg9Cwfc2JcbSyDUZovx4k2bxInMh3o+0knV0LfikLOwfMpeyJkAt1yc8bocOP8AujUElw5y4SWbh8rUZXnyyCXneNRzaeEC4HBeQZaYa+zrky7WhfD2QMagk1Z90Z2zmtSBgYkXENBQWirFLVlXsTWS9/DwVkbMXDfGCidGtY+d2rsXng1WVLXcYi4NlK68kcDSvF0Wxs+NlPdNJKKD0DO74ZGtgIcF5sY21eb0fJ+SMc8AqlOgrG/qoFxZG6ZgNYBZniUfig96dP+AUkQ9YPDeukQGFkzQnZMB4/oRlAMQjR70fqHlfA1mUNtkyJgX3cCnc9vw3vX7MHJUV3Ra3vMfQgfmt/C98p/hcI0apZyU26Pq8tgjWZuPux9Ez+85Pfo3ewIrfT63jY8oCqTM6+DTwOuRi+6iecAFWwYBzXqIENPNDgIQIteVTUOD81LJG/yfuS7/4B19SFuiFpaAqUsn5FtmRsiW/2PgID03TGEYrmUtZb2BfkpPNvejX2OMBX+JNlkK3BTSQFGaD57/0fdtJkQXC50v/gMRJ8PoO4Dmo1zWK7Te3xtLTDMXwx5WWpDp03WkzmMECLc/sRgdMF4Pdbuy2xvnguMGh7zxxmYidHDb3bgUKP7U2lFzIRLpxlZIEBCTRFQZmBAcfZFxecd/3+GQ+cpSEa4tfMUPIHMEy85/x0OjkJdcCTcYuYB3x+2ZE58v8ACg1xAXQf7567D9uUrcGzGtn4FBUpenbBC7vQ3wSBbBZPiT9DJnmQvo+J+aOVvsVR9PLxdyYQ2UtrbeddxHHigPppByISgVMT2uXVp/07B155pjfCqaJXLYYJ2OsrlVdFgJh20vA68yKH1Dx/CF2HjE1mOliFEagyIuPilsShuTKxbWgNmPNL6J3b9U0FdLYeqQpY2bU7H69Y40Fp7MvozBTH+cheG/KQs6kLIUbY0nDFVV8kx9BdlzMvgbMPT4cehe0giKQQBKjgwAhZMhRXjYMFk2DEeMnceCuNoIAOkbVgm+wukQqwDwRVoR6/7YDQoIGjFQyjlTjAVgXS4spCcMRPPrd7txa9ONuNAJCgI46Tbi9/VtWBvBrGp/yVo1T/wr/9C0a1fR97Fl8OwZDk4TfYAjgIJ68cr0fiLH8G29pOU23ikHkBF+cUMs7HIoaQo8V4fUq5kMspnipsXFeL6efms3e97V5WgyHj2OTmEBeN00XIBOUjSrUD/fe0cE25akJ8QFFxADBcyBucBHNvqYX5zH7ynQqprX9POw55pDdg5q55NbhEIohpO/5XwC8NgAYejbNUYRC2/F9Nl70LWZ3IlKKWmlE6ItjReCZkQRBD50kL0BHJrZ/IILvyy4dtMfpl4E07BHup24ETIJKHJLR2uuP1SXPrQ1fAqPPjznnvRvtaMhlc6WGdCxxoz3K1eTPzTYPDhVOBU3Rxsta9LKgMcm2vBQmk1fO/Vh0YMpockgBc47J/YjPVLjkPGyZgN9BX5N6LV14y1tg/THhelvWcaFsK1uwW+ptTXkAnicAImrx+It78QKwmR8U+TR49fnToGs18BlYTHDIMOi0x6ZvxDE9yAWwtxJNKyFzemR9pHt1z6DkTqt4xDUAwgf4wa4/5ZzTIHzjov69owTlBDN0KVNHEybQmeO6NaOxEljz/YBsGdqowlRzCOIkuQxckrGsQj0HLp3TTjsUD+Elb6vogusTLanRn59+rCPMw1JpPGnmjtYqTGvuFX5EgfbenE34dWp7Rq/l+DV6lZx4HlX3+Dr6E+9zeGc/2dTz4GeUUllLWDE/5cLNMBgxuBfYm/j0FkfbsLxyS2B9O9cttFhSjLl+GdLRZYTsMwifDC6m4UGaUYUqFiKfwfX1uCHz2WqTG2/yDewNcvLsblM0yMNEkKh/l6KSMS5un6N/X57K2w1n0Er/kkOIkMmtKJ0FXNhUSWXc77fMSFwOAch/md/eh5bkfCKlHjkGPGx4NRecqEN764C4JUZKx4m+9rzAEwkV0gwUlhHOw+Ey6SPwE+gWwUs3M+W7im4Ev4T/ufWZCQK6zBWDdBJsOniMLc9YVfwdxBS9jvKGVfUlUC9U1KZqS06+cnIHgF2I650PhmFwZeW4IiWQm+WPRN5ga4zroKLb5GKDmq60/FFP1sqGrU8C+1szR/oNcFiV4J3zQDqgu68Q3uYgxWDodKEhoASAt/pn4BNtqSV2IUdBilJiw0Lodzx75QoJFGL5baI2uOFIELchAl9P1xcPqvgU8YC6efzjIIBILMiGlFjwW/HliOKqWCWQsP+3kZ6p/qgodMgMJw5Jmx/aIVaBxxOCl7YZSGSH0SBY/CeXoUEgGlD8SgAOuqI7B+eBj+Nhs7ds34ChgvGw3V0GJ4BQG2QBAaCQ91H1Edr+Bh12OD9WOYA93QSPSY07kcxsZ0k06yBoE5Lj7dG5yLYdKtUHPZpbwVnBuXyv8Dn/pGNIqT4Q4KKFHImHlVWQrVSVKXPOZOT86jb6s3EMR+hxtjdZ/9oE8eCc333Q3BeZpZDJ6HZeUKlHwz8buYrRuK54ZsgdieD3RGLn543GBjBIfqGfuxq+0PEEQ/I6NWGpaiTDebtWlePDUPyyYb0drjY/bMH2zPLZCLoMcWxK+fbsEXF+dj6jAdyxwMrVDiWDN1vpwdXBHWPCFp56tmZS+spoPl1Ifo3vtkqGU5nM1zdx1E75HXUT7zF6y1vL8I+hwQAh7Wqs7x5940fO4d0QVE4Wu3hYICgpg4QZJ0K7Xajd5Rgb3TmuANToQg0gSQnBojj/kOsRqNwjBUSw6F98EzhcRy/UK2uotfNZLIkV5i7HfWQMpROpCmtNNbRUSPV6RuioHwBKcgKJaAgwdyyQEMUvfg0vxLMCZOdlbCSXB94a34d/ufYRimQfV1xTj1TKjxuW1VDwsMri38Mju/auUg9koFWZEOpmsSJWZLkbht0OmFfe0JzD8wECO9y3Gg/AT2TKiHS+tj38lozURmuUs8BIc3+zWgcoNE4BCQiPAGp8MnjAmdfx/aqCso4E8NbfjbkAFsFasfpcboB6pgO+XEE4f/Aau6B50VTaH+yjjQMc01LmXXKALBF4BzawNce1sgCgKUtYXQzqxB56Mb4NpNJkyRDUU4dzfDuasJ+28ah9dq9AjQfQJggk6Na4pMGKhSwhV04M8tv2VqkpGgzhvowql9DRjH1SZJZqcKCk4MBVx9aCEng2MxWrox6zUMnWgQFfwxXFJ6SdZNO3y5uR+S6uG5AMuH74eCglzZfn0hCHAdiJF2IzBI1bi5aDqembMJOFEFHK8CnOpQUFDeCcWw45iWvzaqZ2Hz1uFg5z/R7dqNMcXfYd0qJIBUWajAzQsLGGHvQJ2735P6f1f1sBehpvTs1vYfX9GNsnwFBpefvqunq+tAKCggJJT4RAh+J1o33ocBS/8GXprbZ7g696P3yGvw9BxhP3NSFQzVC5A39CpI5J9tm2w8LgQG5zBsHx/NuOokjN9SFQ0MMoGDgGPBCeHAgINZUYNtohfP1X2VrXRHqsdjcd4lGKQazlYEC4zL8WbP8zkfK+1jmm4O/GdoO0tBgct/CbwCeRrQ5EqTmgh3oAINTinyi8rhE3ywBHqYWiOt0MdoJmKR8RKst36E4rl50cDA1eLFV4zfYzLPZwr30Q60/XEVcwek0Y/msWmHBmLqJzUIfHMgSqeOZscSgbwqD9icmb9gM3oQkAosW+AOpNcCiFgG77I7MUkfmkEp0DHUanFp2WV4uPUPLMggHb54DFaNwJK8y6M/+5otaPn9hwiaXaH7ShTh2FyH7ue3x3kXxH9waKof/uJeyL8zBQGNnP282+7CHrsLA1Ry1LvdEHArpHw9lJKNkEtC7oNUKsnpuqqBNaHkTxR0Ji4x9zo2BbmyNBLefUGKlLlAc4702Nk2rD39oCCCNOPHxXnjoJOo8IpiK7qGNgBBKh8BA7huTMEJqBFfegzto8OxBc2qkUxyPZ6wd9f1ZVi1y4oPt1uZBfPpoL7de1b1DvxBEY+83YGHbq9izwupNpJA064TTgQCIqpLFJg/Vp+xrGA5/m5CpiABooCgzwZ78yY2uWeDvWkDOnb8PTGjG3DDcnIFnB17UTHnN+dMcHAhMDiHQQN5pqCAVoR5PRoUSoth9VLaLP1gRlkDSIdgfOnP8bbtI+x0bouqF1LN/aBrN/a7djKfBHJWpImWzHF2OjZnbM+LHEeJvBxX5N+ETv+ZyZR5g5PCQQEhMohzEINB2HxuVn/Xyf8PftaYCRRLy+AQ7IyfwEMCdUHiqqMieOY2uAGLG61/WAXRGwoKoggTCWWP1EFdPRaII4Dr5w1C78vkipdmpxwYsTHEadBDRGYrXLoSh52eaGAQAQVyP6/8I5N3pi4Sn+BFkawUc4xLWMlDGpbrFdx+tPzug5jCZPx9lcHMiu4QXhAxYW8HNswgwYBY1+MpN00cISZjQKiBQxgMlbgKKulatA+sy5otCEiA524DHPrke1XN5c58J7ZAiS6zyFIEJDOdL5NmdNEk7YTxunNjgBZcZ06E5GQyeJsaoagk+bMYPD4B5gNFEHfNAWcLgCovY4b0onrAE9Bq0qtVNlpWJAQGkeAgYunsDwj4+1sd2Hqkf8d+Nlwa+y4y2nr9ONLkgVErwe+fa0W3LRBda20/5sRr63tx+yXFmD06mYsiksFX5770BncMHNyd+7IGBkGfE527Ho3suc8HCfA7WmE++joKRt+CcwEXAoNzGLxSljVjwMtl+E31X/Hj441o9pJfQprtABTJtTgldLCgoG89PzLxP9/5bwxTjYZJVoBbi+/EZN0sbLB+hDZfM9S8BsPVY2AP2rHbsYW15eVJ8zFbvwjzjMtYh8EAvhbFsjIWIGTiC6R7kD3B2eEHJxS0dH/0ITreeAX+7i4UXXENym68BXywGnJJKBXXEWhNEDLy2hNXK5zuzEcb2+pjEL2BTBaDrDZf+JXp0V9JjWoUfXUGOh/bmPQdktZD8wAzy/SwYzzDdVKxvAw3Fn2VvdLBvuEkgpZEFn5/UNqRbZAPBXHuwGLI+JPMCrq7rAWm9hLmuNkXdMbbZiYHBRHUSMhqLxfwMCgHwaQaldvWHIcbi/Px9+b0ssNXFuYx4ue5AKkxD4He9FbPuYBkk5vv/SXKf/prKGtC5TGnJ4h7nmlBc5cv2ibo8QLbDxix58i3sHzBf2Aypr5GTn8rgoIPEl4OQRSx96QLq/fa0GkOsAl4zmgdvnVZMcbVOvD4B51ElflM0djhxT/esjBPCELkUaTzppiYsgpFecRx6NumKrKN2pQa7MorhkWmgDoYwFhLJwY6rVGtSFHIfoL25g0QhQxS0qIAa/0nyB954znBOfjsj+AC0kIzZQBL9aYF+d5PC62IiWz1THtiX388aNqfZ9JjtWVFlMSXCvTbjbaPcWn+9aykQGl6evXFLcXfSOImEOhnYu8/2v5g7ica/WxtmCcRd4oKBXztoSyEdcsmlN14E/xCTTQw6IuesEc8QVutwmb3GlyuviFpO2Lq73fuZjLPCl7J7HIpGEoFqrNnbLIWRDh2NCYEBgT9giGQFmpZR4n7YOgcJHlqGJYOg3WOHQNcdrT7miHj5PAHvHAG09dYaegZqT29/npH0Abz9hNZZYnTgexuM9lQJyIIT2AatPJXsfrGF7Ds8dugtRhj3hrhloFTw4Dts1LvYYmRQ55fhI+Nt+mcoEInk68eHa1554pZRh08goBn2rrhFYmeG+tmuKIwj73OFejnLULvGy+fmd+wKEL0+9Hx73+i6r7/Y8/osx93oyUuKIhtysMfkOOTTTfg6ov+ytr7UoGudyAo4s+vtWHncVcs9u0A9px0Ma+FX95UjsUTDPhgh/V/rlEQj+ZuH8sUpAPdOu9utmDotYnPlwgO71WPw2adFrxIS6eQBdtOUwkG2c24qeEQ5KIIpSk1bykefntLuCSRPoigskLQa4VUlV6m/X+FC4HBOQzt5Cr0lunhb7cnZw1YjpeD8ZLQSmmYxgqtxAl7kG5uPmnTYWolJuo0+G9nQ8aVPKVlG70ZgpH4/aYZNeq9JzIGH/2BYcJkcHIFs6AlIyXz5o0omZX6tvXbA6h7oT36c8n8POy0b8bl+YmBwSHXXjzd8QjsQSsrk9Bxvtr9NKbp5uKGottYe2I8yIo5K9LYR6tHl7GX4A2w/fAaObtuxEaYZIrNjB/0WPBUW+rAjr7NQrkU47T9Y8kfce3He72v4aTnCK6xT0JVn6ArV1D349HBubK6qawQSlk78yx4686H8d2G++DZJCLgEKAslaFooQGm4Tx2tXahyetDfhcwbjtQe5xkkDjkD9OgeNlDaC54Hi32T9LeqbWm61Bruuq0zmmRyYBZBh222hyMv6GXSjBVr2X/nkswLFoK+6b18He2nxnXgHwn2lpgWfEunN4g1h8eASFNqUcUJbDZC9HeORClxX3HAh4m1QjwnBTPr+nGrhMh3ZK+w1NLtx/f/ns9FozT9zsoiHgxEM0jcsr98WfoC+I8ZEq80mcQ76DvQucdyy4WFLBtwoEnBQeEk1oj3iofjOtaT0I/YH72c5LkRk7kJOeGuNKFwOAcBieVoPwXy9B6/yr4GsPqeYSgCF4lQ8n35kNRmYd3e15h8rcyqRYy8dKo0x/C/z/HqMOXywqZfS8x1IUMUWtQKILFX4GjTjdz+TudXu6N1tWnFRRwILlhMwRWbw99rkSjQdEll6Pj9ZfZz02P/B060wxo+vAJ3Z0+HPhDHZNIJqhK5Ki4tBA+MdHhsd5zgokIRbrY47kTW+xrERD9uLXkzoT3qIYUha5/upGF56AYnFnbnldIAXqlwRKTAQ0eL1ab7QlrZLoKNFndNaCsX9/FDvsmPNkRk9TtLLOhoiEvyUUyG4LUSpinTPIxyAgutDqj9dUo0zjUjqwAliduQmvyPw2qxMF1Zjj/3Rvanp20CMtOJyzbnfAtkoW0vdOgyboSA/MuBx/XddEfKCU85uad2455ZCBW8Yt70PXc03Bs23zGRMSel59Do2oAAhWZSy8cJ6DbXJ4iMBBQnXcp4yes3Jk5E0BSyKt2xTJ4uYL2+e3Li3Gw3oVDjR4WIFQUyLH9aP/5FvTENHaGJI4zgY6VPjfyiPnFIN42705/jByHvcZC3Fy2hJnfZYO2fCosx9/OcKA8VPnDIJHnptr6aeNCYHCOQ5qvQeUfL2epaJbSDgpQDMyHdkYNm2y22TewoICBczCnv6BoQFCoYA9FucKHb5T/NhoJU1lgt2NrEpkwIJTB6b8UQbES+33AfnsLTFIJbijOx5x+DJ4UdTuE/g8GBI1EjSJNK446E4l4JdfeCMfhg3AePoigy4n9v1gF03gdDMM17LwcdW50b7NC8IsxaeS7ayFTSJlSYTze7X01zK5IJbwjYrtjI5b5rkKpPMYk1C8eBuvK1KULBkGEcdmIlH8KOrxwbKlH0OqGxKhipR+JJnlVQJP+18uKmKDRql4rmjw+qJnAkZZNXrmy6QluwYVnOv+VcI77Jjdj4sYsRMxo4BEeIQURZqMST900mtki5wYBcp6ktYBqZS1uKbo95Van3B68e6wbkx/1MNvkhL2Hb035R7PhqziBwKDUYle+oIVZi+erc+MXnK+Q6PQouf1OBG76Itof+Ss8Rw+fUWlBImTvGqBOGZ6nBUSk/kQBpYhhBV9GgXosm7R94eftbIJus9ED1UyEKN7RkAKR2/9SB08/P5NJxDuDGTMOdIYVhXLwcff4KU8nnEJ62/jQGzkc0xqZq202KPNqoSocDXf3wTQdDiLyhp1e9uvTwIXA4DwAKdBFUtJ9J+EPzW8mpe0lnBUSSUhwhMz4jroPYJh6NPt5ofES7HJsSdhPQCiBzffVpNuBhF4eaelk9reUes3pWDmOiepQp0B/Qa2ObvF9yHkffML4aLsiL5ej9he/RtM//wrzxk3sae/dZWevvtANUmH0TwdCVapgffoLDkxG0z/eDnV4yCQoHeFD2wwVzIWpVx9UWthh34hL86+L/o6yMgVfnorup7YmEgnD/228fHTK78byzgHWmcCUBCnbExTR/eQWmG6YiLxwCajvtRutVbNXX1g9J9F7bD+E1W5wR6j6KYFqZCmMF42AsjaRG7HTvgn+OOlggqXAhdUXH8GC94ZDCBtehT40NHpqZ9ci/4aJTOTJ19ALTiaBZmIVDlXrYOs2hypX4YE2/ZqVjkvAeJ0bc40/xGjNhAQNhQj22l24v6EV09Yzkcu0XpEiH4Ri0/S0gQHBHzy9IPRcg7elCdaVK+DYtR2in8y2qmFctAyaSVOiQT3ZKZM0ctuRkBbJ6aLE2w5NwAGnNNPqlMP8kRMhyv0QBB90impUGBYw7ZNPo4MggqoiBZNI7gulnMdFU4x4Y2NMDK0/yESvod9fNDlxfPNnyKrG7zOX7SIonfp9tG37C+tiYHwD2oMYBMfLUTTh61AXnjsB7oXA4DyGLWhl3QKZQC18VFOPBAa0iqNug6c7/sGyBhRQuPwXhW+F1GlmImlN16vR7DsKe9DG+vVrlEMYOTEVqN2RrIcztTimAk1mfvigkb0GuXAAnuBUBIVicJwXKt1+jPuZBLZDg9G6sgeWgw54e0MrH7lRBsNQNYpm56FwuoENpKQo+MVXF0KxvxneyKjgC2L0znKM3F2GN27ZhabaUAo7HhRkuYRkxT3KCMgr82B57wDc+9tYhK8cUgTj8pHQTErMShCsHxxGz/Nhcaq4lkAKEnqe3Q5eLoFhCZV8MsPt78Le9r9A2ORG4Zuj2EzKhcsBjk2n4NhwkpEeDUuGRd/T7muFBJIkoak90xthLnBi0oZqVJ3MZ+cqr8iDcfkI6OYOZgGo6crEGs1lVIoqMGCDxY4uXwA6qQQFMimebO1iAWNksKVLLOd4/GhAOUZr70jYh08QWEZESr3kgoiHm9vZnVGerMmUAE6QQNqQOcuhlPXfnvhcg3PPLrQ9/GBoSRsuFXiOH0X70cPQzZnPvBIiwYF65Giox4yDa//e084aSCBgtnk9Piik5z4ZFO+OH6TGuAHEgUnNEK0uVjDvgXTOiacLMlVSpfEvIH8DsyOANXvtUf5BrtyDmxfl45lVPZFEGENkWJg6TIN5YxOzopVyE3gW5mbiYwEDFbnff7xMjfKZP4fHfBKO1m0QAx7IdeXQVc5ifzuXcCEwOI9B7XnZwIVlg+MxSTcDQ1QjsMm2BkddLdjsqc24D68o4K5T/4TAh9wWCeSJQNLEI9XjmMSwOdADncSAAYoaJo5EvgQURPQ3OGDHzAFyyVH26gtyTszFPfGaPYuQvz88wMQ926zGLoq47PlxePSutQjIE68NHW+BtDjlPtUjS9krG0hdsPfV9PVJQs/Lu1nXAvFI0sEfdGF7y28gtHpR/ub0UIY/njAWHuG6ntgMxeACKAeGMgfUZZGqVKJ0ydBT6GRBEblj/qHqn9ArszPwjVIpLilI3I6IrGssNhwKGxGRIyGVPCLkPWpj+8RsY3LOLaT/EN6GdAQc4dkkYvaYqUhBrZ2pwbHVq0GRnRF+LiPocKD9H38Bgn2e5XCAYF+3Gqqhw6GfOSdqyVzy7R+g+6VnYV/7CcRAhha4DJhh2QSzLA9bjdPAi0EInCSaDCOlQGo3zATyN6De/3X77Gc1e1BgSD8lUaqfNAeWTjQwh8ceewBKOYeNBxxpj4HGkkFlSiyfkofaUiXzdyCiIV1eKh8sm2xgIkfxZYSIMuRUTS221PdANOtCEWxJN6AN3e8UNJTJ8jBEmdoJNVtZgV7nMi4EBucxyHyIJmNi16cDrRoHKJNvQr3UiGWmK1Cr9GCzJXPWgaZLpyBD2JyPoTfQjUfa7k8yTaJJ9eqCW/Cjit/iv53/wnH3maU9Twvkpb6WdPJTD5qkEij3SjFsXwkOTEq0UKYJtclbD3fQFfVH6C+IDyI40wvEEASHF+6D7VCPTW2LS2ixrYYn0IP8rcNCmYJ0gkE8xzIUym+SBgQwXjsVK8yvR/884Hg+pq6pZeRDglcRQOM0JzRfOn0RH8ocXFqQx15J5yaK+EdzBzZaEzMvR5xuHHK6o+TKhhqggjSe0rHFeRGBQSdSJIKZKDiGF96WtjMmHQSfD6LHA16tBieVnhPKhmIgQ82f42BZ+X40MCBQaa3olq8g/6rrYN+4Ht3PP93vz6VenEu73sVE207sNEyCvWwYTAMrMGuUFmNq1DkRXb+4uBANHT7UtWepxecIMjgaOSB7S+7AUiV7RWDSdeOtTcny7Vz4dcN8E+Mo1Hd4WcahQC9lbo6LJhgweagmKSggkL5Dw9tDIXYHEu+98g5wUw9CqeDx3ZIl/b7/zhd89k/GBZw2KJU/z7AM7/a+nHKFSIOnmteyiSIdDDm1Z1F8nFiTj3xeXyfF7kAHHm3/P3y15Hv4fvmvmU4AKSiSj8IR1wGst63Cpw2lWwa+N/NKiiadkmZDUmBA2OHYiFZfI35Y8Ru2+o6AMiCkMLjJtpppA+gkeqYuON94EfNHiO47S1AQQdCVebtW+zp2pVWnTNHyQeqTEeE+FGvTrFAMwGj1RBxw7caw3SVY9toopkUQgcIrxaD1BrSceg/lv7kYEnWy2VAmrwFXMIgCmYwFB6mwyepICgrYYfb598A4YNqGUPyWqqTACRwGXjYEDfIqOHwN0d9TvXtowS2sba4/NXzzW6/DsWMrW41TC6x+9jzkXXolpMbMqpOfJrynjmfeQBSZqyIpf3J9CKgSjRbGJRfBuXsH3ERITNOxoBo+Cu6jh1L+vczbhrLOdzDgx4shKyzq17GTZfFvvljOpJCf/6TnjMoKNL/etqwwOklbHAFmzrTpoB1un8C6EhZPNGDiEE1S0EL2zeTb8PZmC9NWiJQX9BoJbr+kCKV5ctz1n0Z0mGNjQrc1gAP1boypUeHH15ZBJo3ts8cWwD3PNMPlie8NCqO1GMZNebjnlgoUy3PjXZ2PuBAYnOdYnHcpTrgP47B7XwIJkUh0Ek6Kb5T+MKkvPx5FchkGqRTMiz59RjAIueRgv47rpa4nMVYzmUkl04swTjMFRfISrDS/xSZZwtnSO4iAznugekjW7ehzBQkpmwGSAI+gNEaNp3IClUfIiZGuL6HOcxwPt9zH1B7jOR4fmN/CFvs6liEhFUiCrDhZXjWdcVMm+INhcmXadHp6UMvlMycfxuw386JZknhQa6CvxcrElwpuiplSpQP5NLzc0YN6TyiYoTBlil6LL5Tko1CeeH+RJkMuWkpuDfDm9cAVL4Z4ppHggIyV6JR9N+lQPmYQynE/HL5meANmKKQmaOM6RnKB58RxtPzp3lDaPTw5ki6GdfUqOHZuQ+Wvfwep6bMRlfF3d2cvktNMl2FlWnLHd9HywH3wNdYniQDo5y+C6err0fK7u9NqIZiuvLbfQUEEclnIaXHqMC0efLWdZQ/6q6MllwJ3XFqCCYNDGazGTi9++2wLnB7yEQltY3G4sa/OjZkjtazMEb/Kp0Dhurn5WD7FiF3HnXB6BRQbZRhbq2YBw91PN6PLkrhQiJQe9te58dLaHmYEFcH72ywsKEhZnhA5mNsVaGuSovjcrgacES4EBuc5SAv/jrKfYLNtLdZaV6LD3wo5p2A8ggWGi1Akz14T/0JJAe6tC62cUz0LKuka8Fz/5HSpvHHEtQ8jNePhF3xo97eG3P4MS1mWo5nS9YIbT7Y/DLvQP8vWCJROGUbtKmcrf8oANA7uQf1YG0x5xXBUCdA08WnnVF7gWM39G3+cB41TgYAkiCNj27B9dj3rWKBgZb11FfOMoIzMCvMbKfdDegjWgBnPdjyKO8t/zn6nGFQIGQlTkX1xqs/niPRngKIm82SklhXDG7TANbgHsi5NxlJC35KEklfi2hMXo1vYmv4DBBG2j44i/7oJ4DIoGxLxkCSE46cmml622RysNPD72opocEDdGA2e9NLcfdFUDTzxLWD0bmDgCfpegNZKoG2aFD+fHiN2aeUV7NVfUGdK+6MPM6Z/UpuYICBos6LruadQeucP8b+GbeM6eE+FTKfSguehGj6ScQsytTNScEOZA/uWjYy3IC8uhX7ufChrQ3bL5T/9FTr+80+4Dx0EwhK+0oJCmC69khEcsyHodMC+eQP87e3glUpoJ09jnRMRFBhkuO8rFTjW4sHOY068t9WScwbBFwBeWNODUQNVjHj4p5fa2MQcHy9FJumNBx3MhZGCkb7QqiSYMyaRREiBytHmDDbbIvDRTiuumW1inQ+EdftsGXkTFJNsOODAuNpzw0/j08CFwOBzAMoMzDIsZK/TwXCNignoPNbamWAuI+NESCUroZSsj/3OK0FRq55NEp2lNviU6QmQHb42nPAcxTrrStZbT6BWRkq9k+vfZtuarEEBBRMTtNNQoxiC98yvRTsGag8X4uKXxoIPxgbMoftL4Frpw+tf3oGumRpc8kLIxrgvqF2PFtBDDpREV9LSoAQj9pRh6P5SvPqV7WirtDIexceW99IGBdH9QWAZmy5/OwplJazuWPT1Wcy0iI0w8aMMTw52HAq/NjNrfbLCsAhmz2HYpjTCsLkqpMyWhqpnWJrY4XDQuRutx9ajitNAksHMSHD5ELR7IM1Lzacg6eD/tHay/+47VtK47wgG8cbBJly5uwP29SeZWdN3DQpsnViKLZPK4JenLjdoJXyUhOjUAVvmhF6EIWolvl9ZAvlZcDh0HzmIQFfo+FNCEODctQMBi5n5EpxNUPrfsuIdWFd/jIDNAk4qg2b8BJguuwqywmL0vJyDe6kgwLikjzpUChBfgiZrevWFdc1H6Hn1RQiOWHlHmp+Pwlu/Ds3IULdSJtjWr0HXfx8PZVzoOxFFmN99E5pxE1H8zTvBK0LlNrqfyW+AXqRF8MDLbfAFcgsRuyx+vLvFgkFliozyxQQKOqh1MRcexOFGd9bOBdJGoCzFkLBXgjNaQkgNepxtrtMjfZ4vuBAYXADDWJ0aDw8ZgINON6sjk6BOu+9DrLSGggJJgMPMVUMwdlslZP7QYB+QBrF/UjPWLzmGgDz5YXq790WmTRBfKiB9g3d6X0aLr4lZJ2crJZB6HpEZW31N0aCgoF2LS14Yx1b9fSdKlVOGq5+cgCe+vx4bFh3DrI+GQOAF1o0gcCILBMjqWBqQJKXXIx0LF784Fo//cB2UElXWoCAeRFqkwIAdx7BiVNyznLUsxtf/VcNLkH/TpCTtAX+3A74mCzi5hCktko5AsXYaWmxr0Jt/AB037EXxi2NDwUF4oqfOAro+xd+aw7QWIqBA7MWuJzBHMhRVyL6qYaqMabDV6oAnw/KppNWOmc/uh5W0GsLbGaxeLF5dj9EHu/D4LWPgVSbv/4YiEypVCmyy2NHmpXsEqFEpMNWgRY0qN/nYXOBrbsre00Z1/LbWsxoYBKwWNP36LgStscCX/AocmzbAsXkj8q64GkFrMmEuFTr/808Uff1b0Izuv3245aMP0P3sU8nH19uLtgf/gPK7fsW6HtLBuXc3Oh//V+wXcd0Tzn270fHo31H6nR8lvY8Cg7/cMQCvrO3B6r3ZNU3o1vlotxX+oC5rG2SvPYheW4BlKT4N5Oul6LKmn/gpNiLy4ucZFwKD/4/Q6m3CJtsn6PR3QC1RY6J2Okaqx0f1CPiIwA49fP5uPNP1arQeffmzE1jve/xkSpPr2K1VKGjX4bVbd4Rq9nHw9RHZiccux2bWVZGNX0AEP9JNoIkuYv88YdOA0HGlWD2TcI/KKcfwvWXYNq8OJ0Z0Ysz2ShZM+OVB1A3pwrz3hycFBbH3c9BbVRh4vAj6CdXYE3aizAWSPo+TclAhyn99EQI9TmbdLDWqmJJlPPxdDnQ9vhmuPbHOEPJTyLtsNIyXjcb40h/jRO/LaB75EZq+twH6bZVQnyyEjNfBOHY4DEtGQF4SS5/S90b8DsLxke1MsyAteA6qESXgM5AP231+ZjKUKi/ECSJufO0wZOQlIfZhg1N3V6eTBQjvXhRrKaQ7jVoaZ+XpoeR5DFWfnjFUriCSYS6N7mTWlQ6C2w1P/Sm2H8WAgaz84Ny5HYLXA3lZOTQTp7BOgQgoeGv5470JQUECaMX9ZlitNAcEHXa0/eVPqPj5PdHSQC4QPB70vPJC2mMgdL/4LCrv/n3affS++Wr6wCqcbSFip6I8Wf/PpJPiG5cUY8F4A/74YmvWlbjDLeSu+JxjM8DwKlXWr18p45iwUgSLJhjw4pqetO+jY6QWx88zLgQG/x+ABqq3el7ASsvb0cmV/iU55QGKWny77GfQSBK1AUiHILKarz1chOoTBWkn0sp6E0vjHx4XchDMBfT55HAY8itLPRrQ5xfKQv3UxEmIaCIMOlQMSRbN/5ojhdg7tQm9RU6suTgmZ1zcooc0rvyQCpRhKO3IwwD12JwDA+J6DFalXnn58zhsk+zEbuc2+Jq8qFRUY7ZhMUpchWj+1bsI2hJroNTV0PPCTgSsHhR+cQqGFtyMQaZrYS9vBMYAOvkAZnmbCtQxEWnva6uworGmBxV1eTGlw4QPIpIah/a/r4XUoIJ2Vk1UCyECjYTul9QYdMqMPGv6VjUiE07Y24GPFlTDp5Cy/RilEvxiYDkLCph89uY6WFccgreuB5Dy0IyvYMZgytqzI1ykGTseXfFuPCkgMRjZhJ+qtbHntRdhW/0RRF84yI1MkvQv7TcYBK/WoPjrd7DUekSciAyLMqI/4kS0rSiySbrshz/L+W22jWshejO0EooivHUnmXupvCSZixQw97K/ZwTPw7ljW8rAIALSRZg6XINPdmfOHFCmgHgGK7ZnLi8WGqQs6MgFA0sUGFKhxIkWT0reAH2NiyYaovwCwpKJBqzfb0drT2qPhfnjdKgtO3tZrXMR54bp+AV8qthg+5gFBYTI5Br5l1oJH2//a9J7uv2d0bB89I4KVpdPB/rb6O39I4bR5xM3Il1QQKCgZGaYN6HgYg8iT84+GUABhdSf+tamMkJWiBxm5i/GIFVMTTAbZusXQy1JTtu3+Vrwm4Yf4KXuJ3HMfZA5T260fYL7mu7C7pfeCAUFaVL11vcPwtcaGiQlvAJG5WD2ShcUEKjkEl2+c8DbN+1B08CQjGyQFxAkfkXc8t69rxWODadgef8gmn/2Dtr+vDrBTZIcB9OhrN2BYBYPBXlAwHwfx6yOv1NRjL8NqUa5Qs6Cgs7HNqHjb2vhOdHNFCFFTwCOrQ1o/uW7sG88hbMBaZ4JeiLXZahHU82/bysgkRbb/vYgkymOBgXsD2Ls33BaXXC72Lbu4yFBLte+3TkenDTjcSVAEJjaYdCZm5EQOTKmKiGkQrqSBmVEsoLjWGYiG/J1spzaH8fXalCcJ2MEv3S4ZFpu/IIIvndlSZJwUmT/o6tVuH5uiAQccPfCWrcKnob38OOlXUzTgYKVCDRKHtfPM+Fry0+vg+N8woWMweccgijgA/Ob6f8OAUfc+9HsbWD97xFoJLropG3oVadecYZBfzOY+ycGRJN3vrQIxfJSHHcfTiop0N9JdpnKHQTSYmg3t7DtOsvsKGs0pi0HUKDSUZ5aQ7+n0AGbwQ2dVZmWyEf7LZs8GnK5IUnAKRWUnApVipqk3wfEAP7eeh/TPEg4PjJvFQDNJhcgZHgEeQ72tSeQf2NoJZoL5LwigbfhUwbw2ld2oLhZj+G7SzFqdwV4XwpCYPjyO7fVo/MJGYq/EZLCpW6DBXl6pmKYssEiB9m7GyqKoKhIrN87NtXBvvpY+LOT6ecdj6yDangxpKYzZ34XfuHLbPJ2bN0cWuXHG9dcdhX0CxYnvYdpAxzYm9sHhDMIvW+9jrLv/wTO/ftyepusoCjUQhjZRw6g8yDH0UwgTYOOfz+S8z4pY5IK0rx8cHJ5YmDUF8EgK6dkA3ECssHuFhhZ8a7rS1m7otURjN5zEVVGsnGmFX1/YNJLcf9Xq7B2nw3r9tthdwVRlCfDovF6TBmmpdwlOvc8DVv9x7FskCjgIoUR13zhDnSLg0GSHQNLlAl6B59nXAgMPufo8LfBHOjOmtY/6NqTGBjw2ujk4tL6YGTBQeqHgvktaHIT9Yl/z1T9bEzVzcEbPc+xVTRZHkfS8tN083B1wc3svwmzDYuw2roCHsGDPdMaoip+qUATI7kJRs8vwGHQ4WIM2V/MxH0sJhfjEaS+GBzUEyohLzMw4qQjmCzU0xde0YOnO/+BnkAnlpuujv5+j2Mbk4pOBZlPCrkv++NH/IT+YJxmMrbZY10kEXRU2FgXBmVS0gVEDCJgX3MC+ddOgNQUCvZuLStk7/jYHApw+DDpcPbm5qwpR4lJDXl58kBuWXEwMymQmN+fHIPpGjLTOjNwMhlKvvldeC+5grXcBe12yAoKoZs1F7L81CUy29pPoloAOUEQWCDR9dyT8DX0tSpODe3U6VANG4Hu5/8LX1NDTuch0WefFM3vvZWbiQDHQTGwNmUZIcK7oGtkW/Nx6utAniRyBbRTkjshUlatcricQUFEWb4cD36jinkibDpkh9srMPnixRMMGFWtOi21QWqDXDbZyF590bHzP7A3ro1Fx2Lo36DXCtuu+1Ez5x4oTblzOz4PuBAYfM5BdfycrEkDvaylkKSA6zwnoqUHwqHxLShvyKwOd2hC6ppqKg4BTUxEPJyimwU5L8f1hbfiUtN1aPSeYgED+S2oJVrm8bDHsR0HXbvZeczSL2R6DcdGdeDA8RamYRDpNCBEXAM/ueQwcxMkaGwKXPPkJOR3aaPbxpdF2Htoegu7q9AqteRbob65Y66D8MYJGqW/fqGB5N3eV5iIU5kiVG+lTEyE09EXflmQaSdQm2RacLSay72WaQsEwYsjoOHGwinQxBv33YuhklCmzE9sW5FZfBsWDWU/8v4grq+zY+mJbrRRC161EdUvHADvzz5p5l0+JtqDT+WD7TYn80+44VQPJJkmLkGEZdUR+Dvt0E4bCPW48oy9/LlAUTmAvXKBv6sr96AgDrbVH+e2Ic/DMH8R64Souvd+uI4dRusf703/mTwP3cw5CSTHeC4AlQ4CvT3gNdrcDZZ4HgU33pJxk/wrr4X7wD74u/tcj3DbYvFXb4+2K2bC4HIFVmdIwNATTKt4KicQNEoJLp5qZK9PEz57K+yNa9L8VWSvnsOvonxm7tyOzwMuBAafEzR4TmKN9UOc8hxljoqjNOOZmBCR9+ScPGOHAE3c9N411pUpJY6OjGnDxI3VyOtRh1r64sFzcBp9ODi+hQUBoWkytA81p2GTYrxaYOjzRFiCvfhn2wO4rfg70EkNrD4fcYAkUGnjn21/YituOp/QUYqQQYoh6pHYeW0nLLUBjN9cCXUzB5ET0DCoBztm1cdcE0XqphjPjpsdajiAiJ8c6wd3o8YwDHp9AbQzahhLP7IiiWgv5AoKAojPcV3hl6NlnLTXXCIyQSXSTki6phEERahmJpco+sIRCOLpti4mRRyqel8LDpdCIdkEtXQNOE5g6o5KT24tVnSZfN7Qd+Y62Ib2P69m3g5UcDVBhCnsFJn2/cx+mYN1VhNcY+zgPHLoFTVMJ2O12R7ySuA5SLKUIQSrB/YNp2Bfd5KJQZX9dAkk+rND+iIOgefUCQh2G1M9lFdVJ6xEJXo9/O2t/XcwzHH7km99P6E9Uj1kOJuku59L4XvA8yxTYLrimj4fJcL89uvofeu1BLXDXI6BU6pQ9r0fQzU4FPxlEk+q+PXv0Pvma7CtXx0lM1KLI5Vh1MNH5nS+M0bq8OzHPUzeONXh0a+WTwk5o+YCmzOI4y0e9j4KOgya05vKHC2bQxbI6Z5VUYC7cy+CPgck8uzmbZ8XXAgMPgf42PweXut5JmF12mVpx1rrh/hGyQ8xQ7+AqSJmIvqFkHpAIY2CV27bjoteHoMBp/KjEz8N/r0DvDjyJQ8kMgV8YuJE6hKdGdPWJOX8l9Z78dPKP0Rlm3v8nXiz+wXsdG5mJYDqUwVMm8Bu8KC52gw/72ckPvbZY7uxbewRqEU13PCw4CAelOUoaU2feqXzoBLJ5jvacEvJ5Ul/L5JlV42MB137EPkvhIHKwdhipxRlamybW4chB0sh9SV7BZAs8IERhXhL6scPSLsgzYDpCQq4p64FrV5fwrcrQglPcD7UogmVsldhlAoQZAHw/uyPPLUaPi17ElMOLUT5Hy0QA2EyYo5SdvTd+A1u9Cw7BM7Jo925BV7Nj7DaHGrxor0cq83DsGOUNciys3Dw4K3vRdtDnzBtiDOFY8c2dL/4DAK0Cg5DXl6BgptvjU50+llz4SH/gU8BxXd8F9qJk9l/C14v7Fs2wbl7O9Nc4Ig/QEZP/pixkjS/AKYrr0sqI1g/XoneN16J/aKvQ2MG5F1yOStj5AKJVofCm7+Mguu/gIDNyjIEEm3/Jkli/f/w2hL88cU2BINilG8b4Q7MGKFlXgjZQGWFJ1d2YcN+e8I+Zo3S4ctLC6MZh74Q2QS/H7aGNfC7uiBVGKGrmo2Al8pj2YMRwe+8EBhcwPmDY+5DLCggxKes6b9pxfpo+0P4ZeUDOOk5ylr+TteXgHgGRGIzdWpQWWdiMURLtRndJeEafNpScegPCreU1bg1dgWcWi+Oj+qAR+1Hm68ZuxxbMFU3G93+Dvyp6ZdwCg6M3FmOOR8OgcoVS51ajW58cukh1A3tDu83tG835w5nKxLFkqqPFTImfrrWRprATN1aeHo6gRTuqdRWWC6vQquvOYegKrQ/JR/jLkzWzWL8Ca9AK5vkC2TJd2Hd7cMw+vkWFHe5ohbExPTfPqEEKxbXIGhz4pjLg6Ga1JyIVb1WtHjTSRBz6BXGYYZvO2oO+RHQeyHrkWQM1ui+seV5cKq6A4Pe3IvSYMXpWDWAC2dnItdtRS8FifrocW6YXoERR3uy2i7HDkyE50gHPCe7zqiV0b51Ezr++bek3/taW9D6wO9R/pNfsglTO3UGel9/maXpzzaU4VU6pf87n34cYhb2f6CnG52P/R3WVStQ9oO72Co+0kp5WuD5UKdGP0EcB6nByESP/B1tTBpZM2FyTsJQBxtc+GCbFQoZB3+cnUN1sQJLJhkwbbg2a6cBGSTd90ILTrZ6Exp56L83HLCjpcfHzI36EgRFIYD2bX+Bs21HNDvg5Xg423dAqiogicrMB89LIVF8fg2TUuFCYHCeg9z+0tWxCVSb3+nYhB+U382yBmQM1JuFZZ8JpAtAr5whAhM3DsDMVYMhCfLM04AUCxe8NxybFpzAjjn12GZbzwKDl7uehktwYtT2cix+a2TSZKqzKJnQ0htf3ImGwTFSX6h4EYRJWsBkjCOQZGlrjMCA1A89rdK/UPQN/LnlHsrqp73G0eMQRUxpHI2e9bvYeRNf4Rs1P8QjHfczvkTk/RHexRTtbGzwl2HN14tR0WJngkABKc9W0y5NKCCikGatxZ42MPjIbM0Y6pV02DDmhWFQO2KTdCTVn3T8dBWlIt6/bh/74CH7S1j3RH8h8gK8ZbFedEHk0CsmZl+aKvR4/dIhuPL/sXcdYG5UV/fMqPeVtnev193rXrGNDbbpoXcIEAiBhADpCYSQ0BKSQBLIHyAJqXRCC92AjW1w773b23tT75r5v/tGWkm7artemxIdf/q8kkajNyNp3n33nnvOO4fY+BO5Kw4Ala22NQ05MCBJ36QtfOH8NvkmlD/wG3gPHTghQQGh+6VnoZ99Ctr/+kRmLwjX9n31tWj9v9/DcskVaH/yMYiewfmXRMCrNZBpB9/tQUqHHU8/hZDDHi5biOh87l/MqCn/6uuT2li/+kkPXv20J458yCgKITDfgw822/CXdzqgkHHMBpnMkMpjBIciICLi4ebEugwUHFDAQNss6ueX0L33Jbhat0p3IiWD8P/UopgSHA9D2Xzw8i+3bkF/ZAODLziIIJdqwqKL/UHPXpxjuQRnmi9gt5XW9/Fq1zPD6mqYDCShvGhZVA9ARjny8KR96kdjEFQI6DrNDmuwh5EMZQEOC5dJ7oj9Jy/i0xPPYNF74/DMnWsHLDVJeTC2Va+tzJZWCMmj9WNqhdSalwgj1NX4UdlDTCCKOjeSwdytw8XPz4SxowW9MknoqfcNEeoSI+76zn34VPspy4y07+1C90dOWPe4sLbrr/CLf4GysAhNk6ch76xzoS6Jn0Dpk7WRRn0CkP1xFznQJIHKG8SNz++FOjx/SFmVKGJX63ReD05qxcbTj0mBn4g+6evBgiyi7XOjJZUwNXSAbMr2KYWorTRh5vY2VNXbUNmUuMU0uiMuTmNhsHDv2SVNaqmkkRsb4G9qkOr2qWrPxwFqm3Tv29cnRJUxiBdx6ADLbAymbDBgN24XUyzMpJsgAs+hA2h97JEofyEyw5MR18cfAcEgCm68ZcDrdh5zs6Ag9iWxf7+3ydbXQOELiFi928FaCn9wWXGf22IEK3fYUzZb0HO0TWxgIAS9sNUm5k6Ft0h+0BwPmdIAy/jL8b+GbGDwPwgNrz0pQQFxBOatiMrhJsIpH1dj0+luVkagMVUdKoDKl5wkRwTCvE49k2HuKo5XUusMUk94NFo4Mr4Dbp0ParcyYasldSnsn9uBJSpJXTEZqI3z2yV3wRG0YbdrGyvdEDFRBhk7iwoPhyv/PgdaJ63ySfgmem4DbQ4ID2/GeQ9djC1P7cO6N0mZMB7ehnp263z/bRRefDmKr7imT3CHplJzv5UYZSaeb+vGu93WlJ/itF3t0LpJXTIJOKBhRDdWnL8PNosHgjxe15jaOomDkbK9MXZcnMB8HGyn1MFTHc3ocJyIYu4Y2sSREPsFB9YcNZafPgLyoICfP7YRvDdFF01IgGqEBUMFsfYzga+xkakXnkgIjqE5ijIcR1DAIJMxrYPYwIBq8N3uXehwbUFI9MGgrECJcRGUMmmSpbKKVL1LxBwUWXun+SsXxdk3C6KIl9Z1Z2JVEX1NeJ5+7PU2PHnnCOaYGEG3PZh2P139PA68PYchhtK3UhsrF8PduRtBdySbykFXNAN5k6+HQpu4pfXLjGxg8AXHGO0E7HFtT5o1oIv6GE08yYg6FmhSCyVUwE/eH7/DtXlQYyurs8RxBBKBmPLzmmZAVSClyrUOZdJUdyz0DlVcYBDNFESvHDTRkfLfpf+aCYS4PvZ/JChqGtGDtacexPbmexkB0iRPXSul7ol5ptMxyzCfrf7rfEfZeZy0uxgyR1MSPXkRfqsLt9xwE7Yc2dP3cHV1NRYtWoQ6Xo4dBw+hd+N6iH4f2l99Cf7ODoy4U7IBpk91kdkYFxT8tr4F253p08gTD6TWryDuQG6HHr0FibsvSFJ60fupWevKERb466QVob/EAeu8Orgmtw3I5kyWr0FrIHGQSJ+KTq1g7ZGO9/YlVoLkOPB6JfSzM2s3TASZKbM6Ma9O7pvwpUFMPd8XtGJry8Nw+uvBsWBXRCvW4HD3S5hYcCsKMAWeA5ThSAGeZ/wNy1cuYncPuDz4Y2MbeprjfTQyRSAoYvUuR1y7olkvmRslzRjQNoZ+CpYZZnxU5mrkT7sZfnsjyzIodIWQq09sq+T/jCSy3W7HPffcg3nz5mHu3Lm466672GMR9Pb24o477sC0adOwePFivPnmm8P59v+TWGw6N2UpgWSH5xvj7Zj1MiNOM52T0f4jgcWVeTdJ/f6DgNqTWdx5oGs79rqkNL3T6Mtoheo0xhO2kmVAWiqtePb2dUzwyKsJICQT0F3gxMfn78frN2xFQBGEI2THh71R3YZ0UPBKzDEuxKV5X0O58hJ41jpSrmRebl3XFxTwPI+f/OQneOedd9j/v/nedzH1h3dhwuNPQV0hGR71rv4YncveYWfhFJMeozTSREWCS//XtCKjoKC80Y7KRnvaM6kISeWXRNg1pxEdI1wp2YFkIV34nUWwPD0bzd/aANeUgUEBXWaqlF24rlC60Pb/FpEfw09HlCD/smlQVeUOfD1ZVct5FH9vMTiSoBsitJOmgtekNm1SFBZBUzMZXApTpS88QqG+jgSaOLexoEAq/RBXRwpHJd7Ono6n0G3fmZk0ctjWud7rwy/rWtAb6WYZCjjiDMT/xk+bYkydMcBAcyN1TpVUEkoDEjDiOB4qUyU0uWP/p4OCYQ8MfvGLX+DAgQP461//ir///e84evQofvazn/U9f/fdd8PhcODll1/Gt771Lfbcrl2ZyYdmkRjU039priRSEjtx09+kGnhr0fdhkg/8kl+cdw0WGs/sqz1LWgHxoEdJmfBbxT+GSWHGTP28QQUHVktm5Kjd+n3MoplQN6YTHk28VXP/9H9HkR1dhf0VCZPPXsT+p0DgyXs+xuP3f4Rn7lzHVsOR1DkFVmQ+lEp3oD/qPD7cebAOf2hsg99JwUxiuEM+vNERzbR897vfxU033cQChIAg4pX2btiCISgLClH9s/v72sDaXnoeE2UcTjXp2aWaSKR/bnkEG+3p3Qh1Lh9ueHFP+m4CnoNyhJl9pv2DA7pPas15dy2C+aIpbLWeCL7aHrQ/vhpYEcKEAqox034i3xFpn0qZATNK7sF5+Xn43agKnJVrwhitGjU6Db5WnIfHx1SiUq0Cr1YwN0qypZbnSfVlsp82nFqN8ocvYBoTxwMSB8q94tqU2+RddR1kSpXE2j9OQaWUkH9Gtr08z3QbdNMkme3Onk1w+El1MXnGsVFczcoPKSEIfWWENzp6ERLDv2DiiQ5BRZh9i/oZJsyv0aOyUJnQR4EeqyhQsrbFWMhURujL5iUPDjgeastYqEwVgx/klxjDVkpwu9344IMP8OKLL6KmpoY99tOf/hTXXnstfD4f2tvbsXLlSqxYsQJlZWUYM2YMduzYgRdeeAGTJ08ermH8T2KJ+Txm+ENdB0e9B9gkP0k3HQtNZyAv7E7YH2S1fFXBTViScy7WWt+GI2RDvrIUY7WzWK2eJgvKFBhjggoS7mn2N7BbsosIm1AgMF2CUIUKruIQdG2yhOlEmuR7c11oLYuauBArfvU5B3D265MGlBRoe8Lqcw8muNgcH2eCZI29giehEVJ/9AaCeLC2GZ5wQbQjTwuTzZuwJ3+How5uQWJSl5SU4Otf/7o0WlHEn5rasMnu6hu5MjcPeWeei3Zqk3PYsXrFcuw5bQmMMhlmmTqxz70XIfGKtOMjMp8yEEp/PRZEGEuL8Z3m2/B26Qc4jLB3AcBcNy/JuxajyDHySrCJuvPpdQP3EV7C9by0FbmKWaip/zpcvhZ4S3oQnBlEft40FBnmQ85LrO5StRI3FCfvKuBVcpjPn8RuJELEZHeHIIGbDKQ2SCeG7IiFGEMi8gvIv+6mvgnTcuFlTEEw0NE+JAXEdDDMnQ/HmmSKeycIVI7R6VD8/bsYh4W6NOo2/B2gCk+SeZ86WXp8e1Eydx7c6zckPRe0P/3c+SzY3WR3RsMM2nfmpqt9oGrSlJHx/itKOY97ry3FX97twJaD0d8NgYiKt55XAKViYACQP/lr8NsaWJlgwHWCFgO8DJ7uQ9DkSqTnLIYxMKAV0J///GeMHx9vPRsKheByubBz504UFxezoCCCGTNm4C9/+ctwDeF/GpXqalyv/tagXtNsX8XqiNqQFewn6NqCdvceTMi/GUb1QBtaaiUcq5kIv+CHPdTLmOw5MjPr15dzCnQG2piJzxTdTIzV1LALuve2TjQ/8D5EEseJqR3TJC/yIj66iKR7499n3/QWCDKRdSfoHdE2IWuuCyvO34/GkYlbjFK1baYDdTSowpNXKgRFkakMumIukJtmFGPckcRjOuJu7/t7yZIlkIeJhEc8Pmy0D2z7NEyZxgIDgmP7VuSetgT2UAgreizQyjIzUxp7uBccm7DTT6j2FQeBFcAFylFQnn8mfOdZYJSbUaCM746wfXQgLYm++9nNUtqfCK6CCdx7cpi/NxbyqUNr9TpeCeRkMJ22FMb5i+DesxNBu6R8qJ1QE+ewSJmbsp89yLoT7J98nNq+OFOE+/XII4FTKgb4GXT7A3i7tRNbrHa0eX3s95WrVGKCQYezCnMxwXCcAju8jOkgqMrK+4Segt7UVsgRmC+6CL5dexByORMGB3nXXM/MnTxBasuNAXFFpxBhJfMmDFr9m3QyZtXcH0RGpI6FTlsABxulUgPZKhfkJM/AkDBR2aIHYD26DD37X6W+1b7nrAoV9sEG74G/Y1TFYiwoXQIln6XeDdsZUKvVWLhQ0piP4JlnnsHYsWNhsVjQ2dmJgoJ4u8rc3FyWScji5KPB+gEOdP1zwON2Xy02Nf8Cc8oehCHGVGmt7WO80Pl0X0ZAAseChSn6mShXDQwkCOrR+Si9/1zs//fbMMQQvYn4t+asw6ylMBFILpja50rrzIzASMqHbNsUcx1zLewnctT/frKAggiFMi51urTZ68fD9S3oCsQznw+NMmPnxHxM3isxmmOHaAtGiX0VFdF05afWsDRwv/dQWCQLWIL72JG459yhMyHjGhESKbhOfiLkIek8DAaiPwTfa4dhDk1G7lUDFfECzbbMkjIxwZ/oD6L10RWo+PWFUJad+JottW+SGBQ1hVRpVLAo5CnFenTTZqbcHwUH+dfegLwrroG/qxONd39/yGPjDUaoq6pZxkI7ZRoaf3FXXFCwvseK3x+ph7ufumSL18duyzt7cF5hHm6tKoNsqBkUUYBjzSdQV43qE1hSUmUq1e5EQCU3Q51XzqSRu158ljlPRsZOnAzSVTDMmcfua2U8NDwHTyyBlKgz9LUmbymKnzlgYrUGE3QavPJJT5/6YQQGrQw/vaaEZQiSId+kYLdMQToEIS/Zj0vnl/Jpb5dUY6tFKk/RVeJj3xE8X9eAWwuWYLY+vRT5lxmDCgy8Xm/SiTw/Px9abTT189xzz+H999/H3/72N3bf4/FA2c8AhO77U1l6ZnFCEBTcONT9XJJnScs8iENdz2NG6U/ZI0c8B/B851/Z3/GTrAi34MYfm3+FB0f8MU71LxbqkXl4/cZt8PXYoXWo4Nb74DSlX4GRpUHTyF42cVOLJSekn+Qjds4EcpWMdl4kXq4Qv0LBKXG2+aLEZ0MU0eILwB4K4vGGdjgStYpxHF69cCxaC3WYv7EZBpckZ+vQKdBangOEu+RiU+JkeJToSGItbmkyiocaCr4OoZC04ksMEU1lHAo7kis+pkLvW7thOnsC5DnxnyWnlA1eQ0AMmyG9txcFt8xPuElQELHZ4cROh5tlY0Zq1FhoNkCfrqbdbx8vtHfhox47AuEJi870HKMeN5Xkw3gchEW2L4WCeSrwRhME+xDaDDmOqQPSaj36WPSz2Wlz4FcHa/uCxBFaNWblmKDkORxwurDN6mCn8t12qcvktpGpPv8UEATmLkklEwJpOhgOAz2nh09YogBBBIrFWUxCOmS3M4vlnHO+gi4R2MYrETQYUapWYaYgQs5zTL1wsdnEjLLiQhwq/YcrxvQ23xpTgDylAqdM0GPFdjuOtXpZIDBzjI7xBMgNcTghhPyw16/s06V4q7Qa28xFEMO/SSpaElyCH39oW4aflVyAidpodvt/DYMKDKgccP311yd87oknnsDSpUvZ388//zweeughRjZcsEASj1GpVAOCALpPmYYsTi7anRshhC2Ok9UVuz274A32QC23YLn1naRpetrWJTiw2bGWWSP3PU4Tqr+R+SHsce1AN6ktGqWug8GCgoHzLJfjla4kqnUxoDF2BRMFr4kDCpMsB98q+dGA1DmNf5XVgdc7etDZL0MQsxGTMjbZfXBqFUzmd93cMph7SaIZ6DFr0PHfBiCsi3TkyBF4a7tg+/AAFu9rxXSIODAmF5unFcFhlFjw3qaGuCBBdDjB9aWQ6fzTbyhVmYDDhmkjMWtLBkzyRBBEODfUIufs+KyBfs4IZoM8pP1tqksYGJC/w6/qpAxMZBpYa3PipfZufKe8CDOM6fke9DkRAXSbI77mTH9TrbvB58MvR5ZDIxv6ROPavhWt//e7wRsqRQfJbJVDLhdLtxNU5RXwN9TBFxLwhyP1fb+sq0oL8dXy4rggcrvVjocO1sIrCCw4mJ+bgymmMMkuE3vlGAjeKNOfyIKy+loUvC2g46J+GlThzl91Cw88+yFsomRkFpTJ8N8gjx0Tp4HjQuC9vSz0Nsh43FZWiGkGHS7MN2Oz3ck+10SFvcsLLCwoIJDF8nVLT7xOQNDd1adn0KNQYau5KK5lsz/+07MJ92cDg8wwZ84cHDyYWviDuhF++9vf4sc//jFuuOGGvscLCwvR1RXfV033KdPwv46Aqx2ebum8anLHQaGLL7kMN2jCl/qVU68AfcFeFhjsc+9MW7v/qPctzDcuZqTGLY51eLvnP4xzQAgJFgSF6WzSkvP1kPGp++sjoGCEgoJrC27BPOPpMMpNeLb9KfjEYaj3hkEujx5B6p4QBRG+2m4I3gCWywW8EEjeVTGi3obz3z+Mwq7oNqTAvHtCPt45ZxS8aumnZZg4qY979f5b7+LSfcXQKtTQCiLjdZAM8oINTXjmqomoq8xB76qP497n+7/7FK01I/DJ/DK0FBsgvSr5BU3pD+HsFQ19pYSMvQhi4NraCNOZ41krYgSRLoGhgJUp6nvgPdTBCsiaicUQC/R4qLYZ1nBLW+y3yy+K+H1DK35VXY7KcKtmMux2ebDVkViim/bZ6gsw2ejz89Lr+Sfch9+P9qefGB4CohD9vWlrJsOx9hN80NGNTr8UpE8zGXBdRcmAl03LMeKO6nI8cpi6B4BnG1ujgcEgg5VYASLjosVwbloP/V5A5gCs8wBPddju2wGYtgDGjQJ4Nmxp7K+dcyn2jJ0kqVD2PQo4QwIeqW/FL0YSgVmDB6rL8FxrF9b3OX4C+Qo5Ls63YLElvqXwZCBW0niPKT8l3UEkFVBvK3qDLpjlQ//ef5ExrCyLN954gwUFlCn42tck69kIpk6diubmZrS1taGoSKrrbN26lT3+v4qQz472bX+Gu21b3OO64pkomP7NE+bmRWpmmZgCKWWSIAzp/KdDV7ADr3U9i0JlCV7q/Dt7TBA1cAUuRUCISiIT5Nxh6JWvgef6txxGYZKZMU0/h3VWFClL2WPT9XOZBsNjzQ9guEClhHd7XkXRkavR85/tCHZLkwxRaK+vNuPds6rRbdEMCApufG7XAH1/uj9lbydG1lnxxC3T4dIpYRk1FiPLq3CssRY2twOPNbyHH4+4APIwn4FeQ6p/1728F3dN6IWN6rcxEAQB4w91YfyhbvznygloH2+DL8XHcembBzGqNtrlMZRqtGd3C9qe+ASHrpmKj4gI5w/g66sPgdZ1Q6pu8xwafxKvWeKZVATPmSMgaBLXienUvtdtxbfKUqtSruq1J+RqxO5nRY99yIGBa+smCO409tsZrtopyIgUNci2mLC8M6rGeGVp8mNdlGvGS03taPR4sd/hQqvXh+LBCjFxHEyLz+i7q5lQA/2suXBu3gBNA9iNEgN04/wDP+sOSz52jycm4UBEAtDXOnrw0xGlyJHLcXt5Eb5WHEKrP8DKIuUqajUcvg6TwUCusUBpGgG/rR4emZyRcyNlhGRwCz6Y8b8ZGAxbIcdqteKBBx7AxRdfjPPOO4+RDSM36kwoLy9nZYUf/ehHTOvglVdeYSIv1M74vwgh6EPzpw/A3T5Qf9/Vtg3Nax5kdbETgUL9nAG6+fHgkKMeC40iD2tsKzIKIggrbcvwSqfkJy+Kcjj8NyEgjB6wXVAcCbv/ZohiclVEyjxQZ0N/NcIKVVWfRfNwgI5Nv8KJjqfW9AUFBLpkVB/rxa3/2MFKA9EXiPjKsiNsQu9/WYmUaYljcMH7RzBrZxvu+dMW3Kyay5QCCGutB/GjQ89ho+0wnEEvAkIQda52PH30fRz+55+h5OQwyaNcHQogZNS1J4i48o2D+FnRjUnXOvldbkw82J2ZIVEauNYew8rVB3DU42OrQXOne2hBAY02QSSj2tuOG5/fDVkSK2chXApIh2Tp6v7tpUOFr1FapadERqt2jskGR0CdEP4x43DMJX23dDIZJhiTLwSotDAzxxhHVhwsFEXFMJ5+Rtw+C269nREI+x4LAXyCoICwe9wk8DFZj/6gz2GX0wNnDA9HL5dhtFYt6VR8RkFBBJZxl7LfjsXvhZBmLDJwMGfQuvxlxbAFBmvXrmVaBpQ1oAAg9tbaKiVTKZug0+lwxRVXsNbGX/3qV/+zGgaOxk/gZzK6CS5rosAiW2dTgr7xQYJaCzfaP8HrXc/jne5X0OirYxmDkZZLkryCktA8Rudeg1rvYdaJkDmoOCFdhP2hSQgxR71ExC8ZBDEXvhCVFxKjN9iNv7Q9irtqb8V/u17oy1oQwZHKCqkDm8yhdiuw8IPEsr+kS6DyBbF0VXRyoNR/UZpJkp6bcKAbF759GLzDhymGStxecTZk4TEfcrfigWOv4crdj+GinY/ijoP/xPtd26HgZPhJ1YXIiUlfqsKtU8xU2huEdlsLZhv0CY9+/MFuhD2qjhtUFpm9paUvBCHXxyEjwcTJCyJK2lyYuD95WSlCJEwFszxyVpPjeMiH3mNHMTwQYf9kJQIxhNKOKTP7zu8YvTZtt8E4QzRgPOhMk8VIACEUhK/2KONlROA9uB+Bdqnklw4etSajIKh/Z8XnBfqSWcifchNq7N10BUp6LBxETFDw0Mq+xOqXJ6uUQFkCuqUCtSdSQJAFYK8ncZNUlS6ObWOsPC3hs0FvL1wtmyEEPFDoi6Erng6uX/8teSj8s/3/Ygx/RLzX+xomaKbgpsI7wXNyHOt5nZmmRKCW5zJ9dLNmLF5re2zI2gC+0LSEjnrx20yHWr4h5X5IBvhD61uwh2y4vlDSabgw9xrUeY+i3hd/0aZgQc2p4REzv2iO21UMPoU9MwUHNfs68dY5o+BTyxnRMBP03+NZuVNQqrLg6aYVOOJpG7DtVMMI3FK2FBXqPDzZSG5wgIqTD7g4ubY34pZTF6G9thn1Xn/fN4j+VwRCUnp0qCS5fsdNxMoI9o7Pw9TdHZAl8jEIQ1FsRKDV3ve34PYjZIuXtY0FBTG0z101Azk1dDwVGcgSn5pjTKgHEbuf02O8JgYDEgDy1VGP3fAgZO1Fw89+jNKf/Iy1Ljb2UPuchCJtMkXL6DWiQBXNsDV7Bs+zCXV0oPnh+6GZOAnFd/wAvFoN+6er+vQV0sFi7YGYRltCwXHIOc4ukBMJ08gzUZRrximdz2ENxgxg4VAzthpBTAzsQFDw9glz/a8hq+TwGSHkpVRgqgu4GO677feoEETnrmdgr1suTQBsIhDAKw0onP5N6IolERyaOP/c+mhfGSDWMOmAZzf+0v47fLfkXpSbzkKXeweCITe0ikKYNeOZZjjbzr17yIJBAutPSl2uEMTMORQbHKuxOOdc5nSo5tX4fukvsNb+MT61r0B3oANaXsf8CxYZz8SLnX/DHvf2jBwkjVZNRpOk3uVngYFLO/QyRo2+HI+P+xoaPF047G6FS/DBItdjtLYIBaocdnnyhPzoCUiiM3nKgROae3sTikQOD44swzqbk9XYW/1OBMR2WEt2QSYMrZbeH3TmfKroBX7t3FJM2dORONTjOUZOLP/NhdJ9QQSnkqP2Gy+mfA8qeeid/qTvT9LJ6TDdoMV4rRoH3d4B31TmTKmQ4wxLZuZJ/RG0WSF6M5P1zhSiz4umB38OTqPBkaZogDj28qtQdd118NbXwr5qOTyHD4GXyyF4PBBoDKIIiyL63bMGkncVpYNn3160/+0pFN/+PQR7ezImVk7dtwPLFp0FMUmHBz26MMcA5YmUkh4GOIU2jEEnVAhgK0bAGuYRUKagEt2YjVpo4WP+ETnqgaXQ/wVkA4PPCHJNLoKenpQZA7lmYBtP585/wl73cfR14dWh4HeidePvULrgXmjyxmNZ7+thfu3A/dNkf9izD0e9B5mUcpE+sS/78Vgz85yVlQuSBwcC2ybj/UGGjY5PUOS8BO6dzRCDAuZWzcCiUWcNkMz9etF38HzHX7HZuTaGnZ8gnQ0eKqgyEgNaurIOm2eUoK7SCKtRCZNdWq0PBRWaPHaLhcBz8Mk5HO5u6xvpCE3+wLWjPwTXtkbmMnia2YgAVuON7udBVkj1EwC39jSoPYqENtOD6VCgl++aGF3Jd+Tr8NwVE3HVa/uh8lMhmqSKGTMVikIDSu4+E7wy/nJCwYLf5Uv6FRd5Dr056oTkwblGPU7Nide9TwSqW/8wz4CnttZia25h3Iq22ufBd8aMg2GIK1hekdoZdEig36sYguhywmGNBv4qmYzpJfjqjrHyBekliAoFxJgAQBUzIZOY09DHIMC1ZSMCHW2Q5+RknDHQej04b+V7eHvpBdFFSRg0MsoUXFYwdFvskwWpDElBQA8q0AM71AhADj28LFsQQSL/mP8VZAODzwjGEYvh7UnVFy5CCHrQtPrnkGsLYBxxOgsU7HUrkm5PX/nu/f9B4fy7sdu1LeXETl96sg6mwCAZqtVjM2pVTAS1bAucCYiHUXBsm0xBhKjCf3lQtzXsCx/Zi0YBbU0xa6/T1Ej93yTLfGPRHbggcCV2ubYhIPjQEWhnGZCekFTjpdLKTMN8zDJNghfxCoOJQJyBSQe6UTfSDP1VM8D9dX3GY/cLQfQGJP34YlViBUAiFyr9pDMfHcsEXVnCCdvf2AvMrkRPoAv/7X5Bepz+yYH3rtiFi5+ZztL0fAzhgE6ZQ6/AjiWjcHaRBeYSE9r+sBIhu3eAzTG9jNotSV8hFkeqzfjtd+dg8p4OXOgUYFIroZ1SBu200oTyxaYlY9H59+TniY65+qwJGK/TYG+YhFesVOCc3BwstRgzIquF3G50PXw/Lmpvw2KtDsfKR0LgeZS1NaGguxM470Lg8qsxFMiMRigrq+CvH75yQizIVyAC/5YNaGo6Cn9z1L47NiggqGLOcexrhwSOg2vHNhjmL4RzY+rvsrJyBALNTay0MvfALuSNGYtlIyegNdxqKvcCNYeUyK2X4b9iOyrGaDBzsREmy+dzesnVTga6o0JYJgwsdyl4A/Sqij6RMz/9PsMCTv8L+Hx+cv8DMJTNh612OXzWY4kJiJTKtdZJa6neI3A2rYHSWJGalyAK8Hbth8fbmcFqX2SmQalAqXtKyaeCIBqgwmmwBkk7zA2VbCdkfDcU/H7IuaMIiiSV3H/SECDjmqGUZSjCIwIXvDAVhUcVAz1QPAG4Njewm2ZiEYp/tJS59BEs8nxYrHp81L0CdbqmPjfFYkUZLs+/AeO0k9DS+lFGQ4isHUbUWaHf0wbttxag/a9rGIu7v9lTLHoDLnx1z/9Jr1Xn44nxkolSf9CrqUNhdc++vvtzTaMTh38q6WdLjpD9vw8No7rx4jc3YNF741BWZw5LQkswOgNYuq0N+T+pgSJPj9J7z0bLb5Yj2OEgf25po5AIl1GFf10xEa4EjooBpQy980dg1MiytOZGhkWjYF95CL46Slf3++A4QDu9HNVzq1HDc0y9kLQgYye/TGD94F2JPCcIMDodmLo//jtlffdNGBcsgrJ4oD5AJjDMW4DuExQYxJ49f1MT/NSFNBR+CJUYhlBaoMBDWzOFcQ48+/YMfG9yYjRbUPqje8BrtBB8PsZLqOZ5nCmKrA2x4bAHHzzZDbvHD3v45Ud2e7DqjR5ccUcRJs0dXMt1l2sn6q3votd7gN23aCagMuc85GonYbhgUJXDoqlBr2df0o6rypzz4AgBb3V24eNeOzNMI/7EApMeF+ZbUKT6jNwxTxI+38WgLzE4mQKl8++BofxUupNkq/CXNhw4+O2JXQ37QxkQoOVT/yBpMitQxKv99QdNnOdbrkho6cyJPErlt8Hm+zE6fLPhC82CN3QabP7vwem/gG1nUD4LFb+JqrUxew1ByW+DUflPppyWCcprLRhxJC+tjbBnfzs6/ryGsa5Jpe/Qd56H7q7DuOiRCbj1N6dh3vJRkAV4tAWa8WTrb3CsbS88B9oHr+S3vhZ7y2vx+M8+xJolh9Feklwm16zQoVgpZQnqvJ044k7OAH+5fR16glKL3hzTaBQlyC5QXV43Q5LE7Qi0Qu2Wo/yoBWXHzFD4pO+RXxlCUZOpLziMVbv1N1vR8uAyJm+sLM1B5WOXoPjHS5nSoemsCWi8eTYe+fYstBcmb9W6o6yQBQW0klprdeDnRxtxw96juHn/MfytuYN5SrCxKuUo/dnZLEBATFcDBTY559Wg+Hun94kokZzuYIMCgn3lR6nT4DzPugGGCn9LC04UYtUY/fQbT2P77Ys5zrg6/lD4BqIIZXkly/QU3/lDGBYsGmAzTVoLZfeQFbiBGUzJtNq+zBB9/jl+GT74fTf8Hhp73K5BlY6X/9iG1vrMSZLHet7AttaH0ePZA0H0s1uXexe2tvwSdb1vYzgxuehO6JURaenwMYX/LzEsgkl/Ln56tIlJO0dcVKlLZrXVgbuPNjDb9S8zshmDzxC8QoPCGd9CXs218PYcRtBnRef2dO2BaWZHTgaFNhenBpfiw963kkbEtJI8xZi44yEW51guYSWFVbZlOOo9xFruJmin4pArH7udsauwaHDjF2aBC/qhUyyDTvkONOJyhIQyNnI53wyeGxyha/yOYoT4DLT/mZxvHTj9ejiWH2S6iZEpUeNRYvbqkSipz8HrN2xFSCag+9FPYHYPgXUsAkdWr4FltA67Zjdi24I63HH/0qRZgzNzp+DfravZ34/Vv4v7qq9AnjJaP6dA5vWOTXi5TWpPpbbFG0sGfjaU4m+pKcSoYhNj/I97SYf5mxb1nRe/Ioidcxqh9MpYGSE2mIs9R4F2B5wb62BYUM0u9Lrp5exGE/1/DtZBCKeIkxw6I/oVKBX4U1M7I0BGcha+kMhWVyQl/aOKYkwxaMFrlSi8dQHyrp3FVCWJm6CuzuvL6hwPKLVN+v2pNxIR6ByaUZtz1w44Vicr3R0/1Hz0N0PSyOkQuw3pHhwvyIKZ/a9SofDr30TuZVfBs38fU2hUVVWnzbJsWWVnQUGqJMe6ZVZcemtqkSqC1XMQR3peZn/HX7Okvw91Pw+LZiKM6uExN6KW7Tnlv0SHczNaHWvgDzmgVRahzHg6ctTj8PuGNqZ/0f9Tofs+QcT/NbXh0VEVw2oJ/nlCNjD4HECmMrJuAiotHBc4HvrSuZAptDgz5wLsIhtlf0scRyDiNnhp3vUwyTNzvBujnchukUnsz61/wGH3nFQDgS80F1r5J+A4N3jOC16WvI4fTXcnvsKQu2JsvTwdKCiI7DcWRMij7EPN1jL0FDhhbhpaKxKN8pQPqtiN7KOPjetAU2UvShtywJPzUz9cVDALH/fuQaO3G7XeTty6/6+YnzMWxSozHEEPNtuPosUnEdFoxHdWnIMydW7Uh4jnWJvgkZFmFN06H4I/iOYHlyG/ngcXc+VSBuSYuXYEG1PKIIpDX2AQC7J37k0RFBBoOiLRI5ItpqAgMsYIhD7/glY8ObaKue2x1+lV0E4aWjo/+WCIsKeEGEghBMZxkOkGryDqa2pE2+OP4EQiN+wXQOgJyyKnQneMUJO5H9Fz0OB5puqoqY6Wq+SmHBjmSi6JmeDgdlfKoIBeglJNAACFQklEQVQW2ge2ZtY63GD7gK3Yky9keLZNzSCt5VOB2rWLDKewWyx6AkFs6ee9EQsaYbMvwJw8x+rSdzV9EZENDD5PSJNKTAmOB6/QIXfiVeyuRqbFD0rvxzs9r7BatD+sVVCirMC5lksxTT97SG9T5zuCbc52iEh3sZVjqvZGqOW7mHdCbLtkf6TjQ5DlMs23sZNgKqRWTwCmbixH7ZiuzLIQCcD1CzZGHshHUB61fO4fkJC/+0PVVzJRo6OedniFAFb07BmwX6NMw4SQKGiIHEevWYUDo3Oxe2IBSsYV4uxcIxwfHWCr70ShEidykCXoSIiDCAieAARfEMEuJziFDPJ8PVN7ywR0xt7rSt5RQp+mVxCxxurAmRm0HA4VtFrTz50Px9rVycsJgsC2GSx6337j+PwROB66WXMgU6vh3LwRgmfgBFmhjQam7b70KqfWohJgtxT0lh6v+Rx5HXiPLx0eDKTnQ4SCA7fxBDrR5lzHVukaeT6KDfNh9R5OqbBKz1m9QzDxGgKafP6M+rFIRyQbGGRxwqEySz7pKcHJUDD1ZvQefgsBZ8Seh4OuaDryJl0PhTba4qaV6XBF/tdwUe41zIKY2PpmubQSHSo2OdaAEzO7KI3UTIZXbM2o7VEOOYJxXIQo9sxowtSNEkM4E6RWT+CQ06OFLDR89BrKEsiDQHeeE6ZeLeRBHgIvSkqH4WsdaRL8bsz1LHNABMNabwdcQR/UMgUTNSKiIYkgGeTRCw2N8JULx6G3Igdn55pwcYGFsaJtK1JfIKPcgiQTPUeWu17U3vIiRF+wT5DIcslUVBYr0eBNfmGk8G6CXoNlPanth2nsRzxenIkTFxgQzOedD+emdZJddf/lK9kd5xfA19jAJIiVMdK/qfwMnBvWwrnxOFVHRQHmcy+A9/ABCCQilABkrxwpwxx2uVmmJVVqem9dVIFzlP44J6SQAEXJ8WVwKkar0XzUlzR+IjmU8lFRkSpBDOFg57/RaCcBLz4cSAs42PUs5Eks2+OG7LFCCHrjDJFOBJQZlgeoS+HLimxg8DmC2jwSqpyR8NnqEmcPOB6G8gWsddFQeRqTVGbKh7oCyNXJywJKXsnMjYYDzpAdPNeR0balKiXMivl4n2kqJAbVwYkESYTAZLCVBqA7fRRcK9O0FfIcm7hIbjfVTzagENBZ7EhbnhhM3z8FB3mdBuyc0YBxu4uh9A/8aSl4GZv86ZbuOBiL/8Ia3LZoAspVKihiLkK0yk+F2E6EhBABf0NvXA2AFAvbn/gEV184Eb+eZEk62RerFJic4SrpZDCblUUlKP3Jz9H2xB8Q7O6K78kXRQS7OtH94jPofuHf0M2YhcKbbwOvSTx+59bN6Pjbk0xU6HihqZGk3q0fLUvaaaCXyzHBoMNehwvWQBCHnG6MNSQmfVLQsLEp+huZEeObMBRwCjkMp5x6XPuYc4YJ695PHiDSJWzeOdHr0uGuF8JBAUHo+/qJCCIgONJ0XAGaHg/aNj2Oknk/wYnEKI0aehnPPEJSfben6qMS1V82ZLsSPmcomnUn4xywcDsOHJTGcpYVYPc4DipjOTS5Y1IGBcMNyjjIeRtzSIyarvaHgEKlnCnSFStLMUu/IOHqNfKYW0guaUvwiV40XgkcPccFrypxLZZW6CGVjFknp5rM6bLTYwngYE0r1VuSzvwUM9RWGGHXS3VgSrdngslby6HyKzISTYqFs4Q+c+naqB5bgOIfLsGoq2dhpEYdFxQQZIbUKyYau0sjH+CbQNyDvoxCkuuv/s29uDYswxz5BkZ2k6eQ4yeVJVDLZBgbXu0mHQPAyIcnA+qR1ah85I8o/sHdyDnrPEAuj4rvUJAQnphd27ei9fFH4rwCInDt2YW2//vdsAQFBM+eXWi6724EO1ITH0/LiwZhL8QoIfbHqq5eNIWZ8KN1WlQmlVDODBQkUQnG35I8IO+PkN/JeFA9B16Dre5jmPOCuOhmKUMZ29AQuXSd+pUcjJkqfQf8ITsabMvY30JQhtYtM7D1qW9izS9/io2//y7qVp4Gv4u8GBK8MWkpiYCxB3C3b4e3d7j8KxJDznO4MIUbJ32zFpkNyFF8edfVX94j+4JCoS9C+eLfwHbsQzgaViPkc0CuzYNpxBIminSi02jpQJ0My63vQKd4G3b/rRBB44mdNEOsVn17WVFfWvS6wm+yrIXUdy8FBESINMhMuCLvBvyt/fGU70liRFvc67Bn/nbIZvMoP2bB2N1FrIVR51TBpwpi37Rm+OcsxpzH0180XGYBN1Z8B6XfLUPzb5cza2OSPSZE1ggNZUY8c3UNBIUMo9Uq/LDNj/Y/fZJ234MNCGjyPjDagpeumMgmrDPMRpyVl4OtHh+CPXZUa1So1MR7BhhOG42el7cmndyppfG9M0fCbPNh7uYW5vZI6MhTIcfhgsqb4mfPc5i3qwNTL6xhdsUNPj80PIc5Rj3mmvR9bXIX5JnxSENr4l1Q/7lCjlkp3AKHG6y7YtIUuLZtjgsG4iAI8BzYB8/+vdBOqIk+7POh9f9+j88CSwsseL2lHa0+P7ZY7fhLbRNuHlEaZ6i03WrHn4419t2/tjx9SSQdnBs3SMJG4jPQTp6KwltvT0rSpO9l76E30XPgVdaxwGZ+MYSunf/E6IlX45b7Tsead604vMvNsgRUPph/bg7Gz9T1XQM6XVuZxVrIr8DOf98Ae32lNNuLPIIeDeo+XoyWjXMw7eanocklRdgoaLOiOkBOX2NOxszl1OZ44uxw4yt5OegNBvFety0uQKal0CyjDjcWx6uSftmQDQw+h5CrTMgdfzm7fd5QpChFubIKjf5aGFVPwRM4HX5hSvirJEAnO4ofls9hVqsRyDk5ri24BedZLsNO1xb4BC+KlKWYqJ2aNltAoEt8q7+JlR1CCgF1Y7vYLZZpSBNyKQyYyeemNPqhiXhG9RwUEvlyCrD2znnQLz+Imn1dkIdEWHPU2DGpABpvED/+4yaovUHYDUp4F4+TevGDw+scd2xEDl69YCxGH+pGVYONHezTlSYcHGVhksGE0RoVvl1W1CeqYlo6FvaPDiDY606oWthSpMfeCfkIyXh8Mq+c+REIMg4+pQz3/SZN7VyUygrlahW+VpL84jfDqMM1hbl4ob27T9I4kggmN8O7R5RAfpJbuWgCc6z7NK2uAXEIYgOD7jdeAXzJzZ5OJCjQuqO6Aj/fT2JgIt5q62QBwikWE9Q8z1wUt1rtfTHgWQW5mGU+Dt5GxGQrplTp3rMLLY8+jLKfPcD0CvrDeuQ99Ox7KfpA2OlUFALo2v0M8qcq8dUfLI17jc/WgI7tL8DTsRMiSTCX5gBaDrXLl8LeEBZq6yPJSn/73VocfOZqnHb1E/CFYxSNEzD0ArKY5KQQGLyz5GDBcRyuL87HUouJ+ZGQvTd9r081GVAdc237siIbGGQxKKywvsuCAoKMs0KvfAOi+DaFBODhwQLjAozXn5vwtTlyCxaZzox7TM8bWLDRHiCLX+nyR0I9ee16dr3oLHIgqAgx2+WE0szhcJ5ea5cdRuOkCSjf1daXAegPety8KGqz7Cgx4MMLx+HVC0S2MsnrduMb/97F7JYj+yBfBNubu8HrlBCcwytssnJ+OW7/2zZYrD6EwoHAgo3N6DWp8Pr5ozH6qBXTdrej1xuCp8AA85njYDh9NHRzR8D23t64fdFwG0sNePbKiSwoYI/xHBxGKePAiUEQ51KWKrbhwbQHMsEF+WZMN+iwvNfGBF9IoIhWUwtMBqiTGO2cUIgiRF+az0cQEHJKHA3yCuj94H3YV3yAzxJTTAbcNWYE/nCkAa5QCC1eH15rGcjjObsgF7eNjIjyDA7kw0C6D8kyKWTHTBLJ+hmz4p8K+dFLmYIU6Nn/H+YCG3F3dTSuQfuWJ/oM3th+OqwIFivQsnkWyxIkhCCDtacYwQPlgCDHngPz0dw+CqLIIS+3CePHr8PIkr2Q69LrIgwXSlRKXFM00LPmy45sYJBFxgiKQSzr/e+AxzkuCBkkEtIGxye4KO8a6GT6jCPzM8zn49mOP0Me4DH/o9GYvLkcioC0cqEywcF5Xag7ywcrpBSj1qnExK2lKGo2MW5B3eguHJzUCr3egOnXzkHb/nfABUIspR4LukuTqrIkuuIaq9VgLfXjU/sWRFz1+oG4oICNkb1YZKJCijITAi126QIbIbqxC2DU0CoT0OWytUiPq18/AI1HSvXHZjqMNh9uem4PW1RFjiPYYkPXvzai981dCPUOrIXTZqWtTlh6vWjRDBQQEjkeeycqULPXBz5Zm2ZIhP4UkrHODGVqJb72OUmrUjlBZspByJbCnItkfvPz4Tm4Hy2/e3iAH8FnhVMsORg3VYd32jqxqdfO2hdJ6ZDcIccbdDinMA+TTelNpVIi1feT5+HYsGZAYODp2MU8W1Ih5LPD030A2vwa+J1taN/6pPRtjHk/jUOEVyyAEEgddHKciN0HF6C+aSJTRhVF6TrQ2V2Ozk+vxtE563Da3DboQ3YmUpTFiUE2MMgiYxzzHoJbSM2IDyGIve4dmG1YgIAYgIt6lXktVCl8zecaFqHF0wDLHzpRWm+OcwZU+eSYvKoIIzoDOHLFAYzeX4hz/jOZdRSwEiUHjNlTiAUfjUb3ncXgxxtR+otz0PKnT8C3RlXxRDmPnLPGI++amXHvvSDHgBfau5iaWXmTHYWdKdKUpBpIafbfXAjP7hZmQEQOgrTCbv+jpGyYKegI2wq1KG53DghgCHQ5pIdjn4uclURBAYFN9YKIM1bV49/XRFPlsdi4wIYJ+1XSfvu/L6kSjspnZlRDhedgO6zv72Pnh/avHl+InHMmQFszzOJGCcoI7h1bwSnTZDsEAYZTFqDlkV9KQcFQvAlOEMxKBa6rKGG34YaYzo2RMikOye47FiF/+lIfe7lf+t3YaxN7j9B319whZvQ51jdNCP8dU9YIZxmaN87DrtHPo6fmZ5hT/lA2ODhByAYGWWQMv5BZGt0a6MELHU+z7EFQDLD6/xTdLCasVKaqTJw1OHAKOurWJN4hMZL3KDCnogKnvD+OBQQRkl/EP0HjUsHyuAN33nYEUMtx2g9Pxfn2EFRtDqbNr51cytT3+oOU+Ui+99f1rWy1nbZFMSSygCDn3InR4QkCul/eJpkRZTjPrJ1TipF11pT+D0Op0NOEP+pYL3QuP1w6Zb8cRQiaylaof3AJQo/t7dMw6HutTon8W+YPWebV9tEByU0xpuvMvb0J7q2NyL16BswXSi18ww2aTLpefBa2D99L0M0TD+paIAdDwZXZhPelAPkc5FgQIrfJZCBX0oKBKXpFhml7apkmeDr3JhVqK1G1Qal0w+9P1a3Cg+NIZjmZBkcITevnIG/cMzjS/TImFHwjo/FlMThk2xWzyBhEGMwEH1rfZB0IFBQQKEW/07UZjzT9DEc9BxHocKDrhS1ouv89ND+0DL3v7IHtwwMpZ0KRFzDr0xEsEkjE/GfmQq4ApuzphF8EPuy14l7OjeCCkTDMG5kwKIhgol6LR0dXYHa3L6PJuH/rIqWwi753Ovg0bYQRBGUcVi8oh8oXGtLkn3Z8xN1wR1PkJDRL5+zaQgUuyb0bxz7pZaqH/SG4/Gj99YeSFfMg4WvsjVosx2kkS3e6X9zKsgmBkBP11vewu/0J7O34KzqcW5jwzfHAtW2LFBSw904iqas3IO+a65F71VfhO3qETZb/MwiFUgcFBFGEYcFAfw517lgodNQFkeybSm3UlVDljAjfTf6NlslCmDiaviOJo2EqHSjkXojJOAhsnDLYm0uZMFILLTyEz4Y0+mVHNmOQRVIQ4Y/8FrY7N8In+JhI0kjVWNT5DickApKeuZJTMjvn/s9TcEClhVXvPoNFr4+OmzQ8e1vTe0MJPBRONZP8TQbaxdjD3dg8g1LhPKzBEP7R0oofVqYnbBXIZXAd6U4hyiqBygbqkVH1SM+hDvS+sZOtjNk4lZKWQtLuBY4Dt2AkglolOgq0yLF5kxIlhwo6ReZcPbogss4Aahs8w2LCKx09WL77CO5Yn8SlUxAR7HGzQK1/ySUdul/amnoDDmh/Zw2OXPRfCCIFJVJ412z/GFpFMWaU/BQaxdC4ClYKCmKFjRK9vShCPXqslA0hYuTnqITweUHINbCUQOerYPotaF7zy3DQFVvbotW9DAXTbu57SFswGT5bfdIAbcrET+EMTsThg0UxH5nUWmQydEGp9KKjK2Ivnxg8HyY0igF4g13QK8uO67izGIhsYJBFQtiCvfhjyy/72gRpot/r3s7+V3Iqlg2InfxpGxnk8DFPhsQXXbICXvhqddhPIAYZXKPFdJ7L4fSXPE6bncdWhxe2YBAmEr0JI+TywXeki6Wg1SPzIDOq4avrgWBLv/pQTygCJ5dWm64tDWj9/cdxk4zoT7L6DafX1eMKUHLTPPwaAtYv8kB2KL5n+7jBc9BPL8d9k+P7vP/Y2IZ9Lg/O2tnOuh+StnQKIuwrDrLUf6YlBQqE3DvSCOWIgPdgRzgokAgOkRF4Au3Y0vIQ5lf8jhnbDBa+Y0fS+hoILieaf/0Ayn/xK2gnToaNFAmziDdV2rQB+mkDA0JN3gSULbwPXXtfgLdrf9zjuTXXQp0TJasaq85A75F3kwYGPBfC1d8tRWNjITZ+0Ia2o01Qq9yortyBqoo9OHBkdjgwSAyODyF3/P443wWdovRL63L4WSEbGGQxADRhPtX6CHNmJEQCgMj/ZMg0VjMJx7wHWBaAQoIZ+lMwTlvDuguSYfraSslDYBBOidFBAUGLG/JeDbgkqUbWw18S3w1BIUibL8ACA3Il7HpuMxwrD0MMhCdwGQfD/JEZM/E9B9tYKURm0qCNBI9SaCbEQcYj76uzYFo6DpycBxVlzjab0GnWIBgmEx73pY3nWMYi96oZcQ93+QNYb5P4Eya7D1yaMVNJgWU8MlR79OxvY9r76SDFTwPfm9LCFByQBW5/p7uMwOyL03cXENmw5+03UPiN2wAiKZK/whcYqpGj4GuoJzej49+ZIEDwJu8+UFtGo+zUXyDg7kLIZ4NcbYZcM1A6W6HNQ/Hs76F10x+k4CASIDBRJBEF078JtbkKo81ARQWPxpXUwRDF6BHbsWPv6QgEVQlKCtK+yk5ZHxV/av0NdMoyjM+7EZawA2wWx49sYJDFABz27keD71jS5ykJ7AzZ8GjVP+ARXKzrQMErUeslmeTkqDqUNyQ3Q+YdkA/0LjiKgtdSE9g2TxvIqJcTmUkQ0PrICnj2UNkiZnIKiXB8ehSucCkgHQSnH3X3vwXLhVMgegdxQQ4JcKw5Cu+hDgjeAEI2L3xHSdt/EFqJ4ayDcckYKCst6H11RxwfQDUyDwXfmAdlWbxE9k6nu286dmkVknBSiuCAyJpMzCkMkVkxcyygSQTq1MgE1mI7VpDqXji7Q8ER2YZJvHIeHa4tCQMD+uy8Rw+zVT+ZIqlK40tD2ljFw1QQBDg3rUfh17/JVP5C/mHO1pxkWC64BO3k7eAchsCA56EoTN+NQhM/3VKBLOQrz/gDk092t+9kwYEmfyJMVWdAaYh2XCj0xeDkaojBmO+wyoOzT/snPlj9Nfj8JPscpgMTt4gXMOHKl6EvipeZdvmbsbXll5hRck82OBgmZAODLAZgj2s7ywIISbwQKAnc7G9gQYFRHp2EaIqTQ0GWKAlfx2WQKeA0coieoCSGFu466BjhxK7rHCgxFkNV2wzTtlJWWojwDUi0h8qOb50zCr3mWAKgCB52jFCPhGtro9RCl/iAIDgy67hgLZLdPuz89AOUc5aUXQX934PKF75j3fGTcqYZB1LJKzeziV89WmKAmxaPZYQ+0ROAosg4ICCIgBT1IiBVxzlbE0sZM/AcjIskl0/7qsOwvrsX/sZedp9aD83nT4JuevzEzKszu4xsmtyGSBWbvlkk8kvh2FzieFA+Shy4giclw65XXkSoNzqJq6pGIv/6r0NdJZVLcs4+D64tGzMm4tHKWKbVxe3zMwERIJPJN2cCUYRu+iw4yL3xeDkTggDjosUYLpDLa97EqwG6JQEvVzGpd1JWjM0k5VlacMVXHsXhhqmotY9BkBNhrGhC8YwtUOoTdZNIZakDXf/CKeW/zZYVhgHZwCCLAQiJwYxWsSR4FMEntg/xUuc/UnoFtJXbUFZLOgVJsgY8h5yzJ0A9oxSrNr+ClkATmkf2oqPIzva7yyOi9MpyXDm5BvzHTgiNAVY+OFxtxpq5ZairjJ8YOQE4u7UBnSudcO/K3CwmHSgeMXSrwhfjQV6EBhEI9IeqKhchp4+toKkTglbw2onpV3lkxBQBKSPuG2PBuMM9A/UTeA68RgHTeRPR8Ze1cKw6HHd4xBFo3b8cudfOZAECOxx/ELaP09lAAz51AIcmxZsERaQUNlFZBRz0yvjasm3VcnT+628D9uerq0Xzr+5D6T0PQD2iCppRY1Dw9W+i4+/Jy1gRcCoVeI0W+tlz0fPfps+MhCgvKoZhzjxW3rC+99aQ9tH61OMS6XIYjsFy0WVQFg9NP0EQRex2erDW5mDKjfkKBU63GFGpVsErCPiktxeretrgCgkokAdwdl4xppskLxXL+Cvg7TkCb8/BuH0qlEHUjNuLs069DD61gNreo2h3pmoxFeH0N8Lhr4dRFe6QyGLIyAYGWQxAuaqK7E5SbkNSxia55EBW7z3KggLEUcoGYtu8elQcizL6E8G4ZCzewZtYPmtd3L4if7cGmvHB5IP49tk/gRAS8Je2x7HeZoJfoKAgMmYOKm8QN768AWWNHJy87bgm5P4gASa/kloNT+7KhEoRjtVHIM/Xo/gHi6EakfpcRjCKjJjUSjR6/RA4Dv+5ZDzOW3YEM3a2s+AgEt5QxqHwjkXw1/VIQUGy1sPnt0A7tQyqcjO6X9gC7/7UDoK070/OPggxSfsFhZcUti02RVesgtfLtAmSSh+HQuh++TmU/uRe9pDx1NMgz8tHy28eTD4QnodxwWnMD8B42hJYP3gXgpvq6p9BcBAKIfdiyQvF39IE987tg5/gh4EjoSgqhvkrF8G4YNGQXu8JCfhtfQv2u719nhn0/7IeGxaZDNjttKKHUnogJU4eHUEldje5MLlzNX5cPR9yuQqlC34Ge/1KVnoIuNrBK7QwlJ+KnOqzGY+BGo1zNTVod25IOx5fsBvIBgbHjayOQRYDMF0/F1pel3Tio8cXms6EjJPIaSuty1hXQjocG9uJLQvqpDuxVsL0NwcU3nYqBIscq20fJg0wIt0RHf5W8DIeN5fcjrPzupGjfBJq2RqoZNugkS/Hje+tQllzxHp3eC/8Ai+gtcIKh8GTMhAadoSk9wp2u9D8wDIEulKrUEZAK7M7y4qYmBN9SkE5jze/Mga//c4cvHbBGKy6YCzM95/LFB1psrd9sD/+8+kPnmMmTiQRbV9xKO2EtnHhUeyZmTxjw9ym1eOglkcDHefWTal9D8gpcf9eBLq7olyD8RORc96FScbMQ2Y0wnz+Reyu3JSDglvvHAbG59AQ7OyAt07i8RR87RbILJkFecOJojt/iIqHfz/koIDwZFM7DroljkCE4RH5f7XNgZ5Q2Es8fH0Qw06su3yl+HudpD3ByRQwjTwTFUt+i+oL/o2qc55CXs01ceRGpSwz4yil7ORZ0H+ZkQ0MshgAski+uei7bOLvP+FTUDBKPQ5nmaMX4MPefYkNjvqDA3af1wXN96ZBM7EYnEbB1Pbkc4thu6ccB6e0Y597F+t6SIeDHslASMEpcE3BN/DIyF/g22VjcWtpEe7TLELZPk30CjXMIJ+BXbOa8M5Vu05Y1kBmSaEOJ4iMwMgm8JiWQSJQtj/5KVp/twJdz2+Gv0XyryDkKGQ4NzcHZSolFOEhy01qjFo6HtdcOQe5Ywv7arPeun48iATv763thvdoV7S7IwmYuZU5dRso6V+Y+q3yglT/D1s8pwLbLga5l10F8/kXD5BG1k6airJ7H4I8x9zXeWP74J3h6AUZMjwHpM9PnpOD0p/8/OS+OS9jgdXx1OPbfH5sdrjS/MySf4Yb3OVw+OLLS8mQq50COZ9KMRHQKAphVI3MaH9ZpEa2lJBFQozTTsJdZQ9jufUdbHNuYJN1gaKYuSMuMC1lE/JgQJ0LV+bfhGn6OVBUKYA5gDXYg2fan8IBz9vSRu1RqeN0iAQigU4ngj0uqEwazCpawB6zrtuHrhhZ3uHG7ulN6CqWaHQOgxcGx/DZsAqcyMh8RDT0kK1ysmMQpG6KvGtnMd5By8Mf9nU5sEmd52B9ew/Ml07FoTOq8VRzJwIikTGjKFApcabFBF1YBZAmy6M9ryDIOyFnCdzk4JWZKwdq0h0zBNTopsU9JjcY03cZ0HbGeK383rdeR+/bb0QV+FibnADB7QKvlkbi3LwBXf95ga3aP0sEOqIkUGVBAVTVoyRVxpMCEYJzoKDRYLDD6Y5Vvx4kOHhgxLauD7Go9PqUW5L2Rbd7JyyaiehwbU663di867LEw2FCNjDIIilKVOW4vvBb7EaTRrIf3XjNZGxwrE6aNaCsw3zjYmasFIE75MTvmn6BXqoJxiDT1HxVWwmaHnsfXuqhD0M1Mhe5184Kp9xPTGRA4wsqw370ohL+dKY9hMhpSzAcSexJcnaMlClqbwhh4koy+Em9WyHsytj22Er4asPnMbLSD//f+9oOfOp3wz9F0ryPXd8fcXvxSH0r7h8pCcTUWd/Csd7XYZowBTlbipLaM9Oe5TPKGRmSCJBiMpXHcIZJUyl1NST7bpDU9lhNvOmTbuZscM/+Q7IKTrhjDqqqaigKSK5Xgn3NavS88Up4kOHzEO6jp3bH9j//EbqZc9D5z7/i8wD7x8uhHlEN48LT4WtsgOBOYeB1AkCcjOMBdbsc76/MFUjNT+ly7cSejifgDxEBmU9aPhiffyMKdINT68wiObKlhCwyQqpI/LScs9NM6MRJOCPukdW2j9AT7MqsBNFvIpneUYPAQ9vgPRh/UaHJseWXHzDWfrq6t3AclzONSwlRVMHu/waaigqZkmDyAXNQjykARzK8MdvR+8cGBZFMCR/iUfGMCBn5LqTaL5VRCg3w1nZJ2gxJUv/06KI1DQnPB535Qx4vDri9THP+WM8b7PFNs/IhclzCT4ZKxqSFsKWmgPlPGKi1Mck4yd/CU9UNc4ELke7yyJaR481TFOLbJXeB72d+RDoD5gsvTXzg9F3kOORdcU30vUSRZQuSQhDg3r0TXc/9E58ndPzzr3Dt3ommX/4cgfbM0urDAmpPPHXo3AJClVp1XNU6FdzIkycvRVk9h5iAkT/k6BPCioVJNQbTi+/CwhFPoFA/5zhGkkV/ZAODLI4b5Jh4XcG32MU+lpNAf5Mews1F32ETQCzIZCllMCEAOocSOge1BUoP0f5NcguWvD0BIint9Z8M6a4gouedPZAVG5OWjwVOQE++EyHqZxwC7DkeeINnQBCLsHFmcXJ5YfZmIiyXTUPZwxdAv2AkAooQO2633h91iIz5nyctCA8HDzH905AmSUWReTSkCCDomdxeLyy9iev8VBDYaHeix70bIVHaZrelBs9dMREBBdkvSYqSjENGmR6tAv/86iSsC0g8kLzrZkNdnRcnWy2FPCKCOR50XLGLPUbuGEspuyQzYaJ2Kisp3VR4J35W8QjMMaTDWBBbPveKa8Gp4ks1crMFxd/7CTTjJHteAk2qgY7Uq08KJpjV8ucJHIfO5/4JkToMMiidZAoSfWKExiQBvfkrF8ZlW4aCCToNipSKFJNIIm/vCASMl21AuWlh0lcf6Xkl/OrE+7D5DjFeAR8mQWcxfMiWErIYFsw1LkSluprpGRzy7GWT3HjtZJYpyFdEL0DEK6DygT1kTbwjAZi6sQIz1lbCZJXIRrZcDw4s6kb+0kmY45iFztoPU45FtHmZsmBCcIC3CNg7pRkLl40d9HEy8uXSJfggWM4mv4ZyE1bNL8dpaxvZBBrRBoj8nXPeRGgnSf3hRbctxLorGvBx73u49k9zoXUqWSAw4D1IcMnlg2ZSMTy7E4gRcRzUY/NhPH00el7fGb74pw4i5Ekkiylj0+nvhT8U7REPigocqTaxroVpu9tR3uSAwHM4WpWDPRPyWVeDPDyJ8WoFCu89Hc0fL4fz41rIe1UI6f1wTG9mN1EVXRHqweEUVSVmlNyV2bnmOJjPPR+mJWfAvWsHQi4nFPmF0IyfyHQcYpHxhE/n6vNkoCQICJ6ATAGpGAo+H0I98aU63miC5fyLYVp61nG/B30+3y0vwv21zfCRpHLsc6IIo68HXrUafmiY1Bh7nOXKeJRxhzFTsQVF+qgBUywoS9Dj2Z1mBDzanOtQbUmSWcpiyMgGBlkMG4qVpbgy/8aEz7X4GvFa17PY75FWkAkhAme/XoPxO+KFVkzdGsx5vQxGRyFkU4dg0UsralFk/f+0yq46Yyzkrt0Qlu8EH0xs45wM8kIDSivnwXck6lC4/PQRaC3SYcH6ZpS3SGnP1iI9vEvH4Mxz4yWczzRfiL1dW5Dfbkg7ZnmeHnlfm4Pet3Yj1BOuP1NJAiK8BzpQd+er0EwoTOtT4FPw6M1JTJCkKXKfZxn+jTpQlZ/oeRa+DR5BD59ajg2zSrFhVr+hAUy8htDj2YcdrY8iOMot6RunhIhifZRnkil4lRr6WaSPmByKggLWicBW3knfXkxpCxz3ngYjBEdmUs+fO/A8bMuXxXd1hAMiwykLkHPG2cP2ViM0KvxmVDne7bLiE6sDHkGARSbD9E8/wpwta9F6gRzbR83G0dAU+EU1TFwXxsk2YWRwD2o6LwM3imdloLoDXnQ0+aFUcRgzVQdOk0rMKHxI4JiNdxbDj2xgkMUJBwUFjzTdi0ACydtYjDyQjwk7SEE/Mah3XlmaWT9zHEQR+vkjUXR7tKY6QTMD9puN6PjzmkHxFC2XT4M3Qep+7/h8dpOFJ2lRxuPSAqkPm2SLif/AKWTQTinFnSU/QyfCnRjJEC4jkBKk6cxxcG6oR/tTnwLkWxAea6jXDee62mgnQqJD5zhsnVaEQEJDJFYogEq2Ha0BH2zgcTpL8W5Ek5A8m0JHSDbO7kAHtrX8mtnfpgMVSbSKIhTqU0/wQwUFDyRyZFu5PHFKnuPA6/TMbyHlfgxGFNz8LbT98dE0bxiedIcx/T9siIwpdmzhLIntg3ehmzQF2prUniPpEBQ8aHV8ig7nFoREH05RVeHyUUuZ02GgrRUN6z5m21W96kNR9UrYZq2EvwDgfYBhN2DYxUO+0IPGfC/+86d2dLcF4jyx5pypg3KuEpws+TWDOAfafiXKLIYH2cAgixOOV7r+xYKCdETDKZvKWf0/lWSy50AbeJM6I4vkPoiAc80x+C+bBmVRtL3NeNpoRvLreW275GGQChygKDbBMGcEDHIeJUoFWvzxE6I8KCCv283UBbvytJhuC6Dht/9FoMkaDT44QDu7MqNhy83Rvu2u5zZJmYH+83/kfiRYiQ0QOEBZacaRs8aAF0P9zj7d46BTvAme87B7NGWSDFE5fwhj+M04JMyK0bKLHsJ5uTkYr9PgYNerEPtslFOcOIgwqkZhavH3IOMz6OIYIiyXXAnPwf3wNzfH2/6SfLRMhuI7vg/HxvWwf5y8FEVZgvYnH0s74XNKFTRjxrEsRcY+DScYJOAkLyyG7+jh5OPneViXf3BcgYHT34QtzQ/BH1MOtHkPo8G2DGNyv4oy9by4T197VLrFjwPo8Zrw/APNCAbivz9CCFi/zIWRPV9H5fl/GUA6jO5bhiLD/CEfRxbJkQ0Msjih6A509IkRpUNeuyF5UEAQRPgaemH+Sg2T5R0sup7dhJIfEQUuCt2McnYjNUESDQraPGj/42qErB5myRwhNFJrXvEPl7JVP+GSAgv+1NTeFxCc/kk9MydS+6RSh1ejgBAUEIqk+SPXPhFwb6rPaLzM5ZAIf9ubo6WERKC2MbkMujkj4NpUB9EfAmdRQjwVCCzy4ZtGNz5xFuKtrlYIYVUBOVcHjXw1FLL4KzaZGlVwwHzFm8gPNWNPaB5somTaVKwUcFF+EU7Nkcog7c6NSS/aEahkFkwt/j5MasnwiBC0euDa1sjcKRUlJmgnlwzgDAwFMp0OpT++Fx3P/I1xElhZgeehm30KLOdfxFwZ1aPGsA4R24oPk06eKRUXI9t4PXDv2ck8GgSPB559u08+d4Ejb5HzoB41FrxWC83osWi8/6epgxpBgK926FoJlB3a2vwrBELxZZbI9+BQ93PQFZdANWIkfPW1yc+JIGBT8wSEgkLiTUTg2MZSFM+rhDK3PuH3bGzeV6GUpSnJZTEkZAODLE4ougOdGW03V78IOq0JsKe+KAfbHcxymCP7YPfgGObuHU0Iuf2QaQeuWuW5Ova/sjQHI/50BZu4vEdo7KIUDIiSV4FudiXLOizIMaA7EMR/Wjpx3Ut7UVVnjWNnqz2B5OvoDOcPPhyE+EiJMI1VMikQKs8eh9WXVmJVdwfcUMLAWTHOvhnVrjdRrixGvqoDPtCxB8Bzic9zIKYkPVa+BWNkW+CHmpEkR5hOwUTzLX3bJnJD7A+lTN8XFJDeAQVnto8OSMcSTkHQuS/89kJoJhwfS9577Cha//AbhIgbQKJNdAuF4Dt0oG8byhyoKquGZxIXBGbcVPHQI7CvWQXrsndPXmmB46AZOx65l1wJThEVG+Pk6YXHMtkmGdqdm+ALpXKl5FHb+zYmXnQpWh97JMkAeCgnz8L+zWSHnmKcvAju6LeQX/EaOlxktSV9ZlSSqrZcjuJstuCEIRsYZHFCoZXpM9putHY8cueb0PvGztRteiERrb9dDsOi0bCvODA4SeKQiGCnE7LKqAZ7IpBoj352JTieYxLD5AnASH+iyEyD9PNGouCb83FBXg6mPLsNwbokHRbHCU24myGSpUiH37W045hFBRGkF8/BJ2qwJnghDoem4mw8Cx3nRwDJJ3M6k/0/LQoQVKCyDYeQEF++MSirGHM8eaqXh0FV1Xe/4+/rJHOmmOwJIdjjRvOvPkDZA+dBPVJqfRwsSBq5+bcPQfSHA55QlKQatPai5dcPouLXv0egtVVyYRzG1b3901XIu/JaqEeOQtuf/pB4I55nyouCx535e8vlyL/mBji3bWarb8EhEVtlphzWVWA++ytxQQFBN30mfOTBkOw9KIMyvR+bdBDodhN5OGKXlAgCrN790Ey5BwU33YrOZ/7ODK/6XCAFAdrJU6G9+haIG1PYfxNEAda6Izin6LtM4MgTaIeM10CvLMsqHJ5gZAODLE4oSpUVKFAUoSOQvCVLzskxRTcTyjN42JbtkybiVNdOKikc7RySTwGXRso35PDCtuIQW9WGumOY0THMf+f6WoScXvgbeqWSw3CD55iXBBkaEbTTylhAkgpOkwp1ZgoKYvMW0t8dYgU2B5egSvEetqfYB53y6DTeHxy0iniL54qcM9Ht2ZlifwLKw8JW5NvgWHk4yYY0YQA9r25HyY/jhbAyBZUGWFCQaMUuCAg5HbB/uhreo4eGt2WRzJwOSp4H+plzkHf19eh68RlpIqSxhN+LPBr0c+bDuoz8GTJ8b0r7N9Sh5Ad3w3v4IBwb10JweaAaMQLG+QsHBAUE46LF6H33LYg+78Bj5DhWsjmeVkUxjetq33aiwBQdKQhxrF/DCIm8RsO6S1SVIxDwC5AruAH8gn4Dhko8CHeHBbrCqVDJh0A8zmJIyAYGWZxQUGR/Ue41+Gvb75Nuc0bOBVJmIQco/dnZaLrvPYi+JFK4BEFk1sCxioHpQJefbpUGq7d7cblRD6NuYIAQ6HCw9ya2f8prtyjCs6sFxwVGZjQi0GKPlgnCqXXySSi6I9pBQQGCdmop3PSeSbIpK+aVI9RPPbBvuOBxMDQTU+XLkc/5kay4QzZGyXMpIsqMp8c9kqedjjLjEjTZV/SToJb+rrZc1ldGcK47lrocIohMrClZqScdnJs2pE7jiyKcm9bD39w07On+YFcn3Pv2MH2FnLPOhXbKNNhXrYC3oQ68SgX99FnQz5nHBJis77+V+Y4FAfZ1n8Lf2gIvBR9E16dj3bgW3a+8iIKvfYN1YsRCbjSh9Ic/Rcvvf838IWLbMymQKLrjB1AWDr1kY1KNQqtjbYotiNBa2kcylen1CdsjFUoeUxfosXWVDWIyXpEIjKraCXutmwUGWZw8ZAODLE44pupn44aC2/By5z/hFT1MD5FkTsi78QzzBTjPclnftkTy08+tguPTI2mV/waTMaAtuxRqrNjhwM5aDx66sRxGbTQ4oF7qtj+slDIAJ4NDJgKFd54GweWH/eNDCLTZITOqYTi1WipjyGPGFhRgOms8M4wKNNv6JliRarACh2OL5NgyPXXbVghKrBELcSrXCKIb1sbwCTRhZUIpW9C/d1O6T0QvtSKa5qcV39ZVDmxafhZ6OhZBpnGicNpmlMzZiHxLCUaYL0Chfnb0/Z2+9EJMlDhw+oYUGAi0Qk4DIhWKweFXPiROQ8tvH4J69FhmZUyuha6d2xFobZaOORSCIr+AKTVqaibDs29P5sGJ3y8FBRG6ft+bhlhJhMoKusnxk6Z61GiM+N2f4Fj/KQtYKChSjx7H7JVpoj4eFBsW4nD3iwgxfkli1mBlzjkZ7WvxpRbsWdcGn18NURwYqE+ZuAo6jRV+Z5qSQxbDjmxgkMVJwRzjQiaDu9O1mRES9TIDCxj0snh3PAKtpNNCJSMCA4ReX0L1wEQY7bRCHQigywa8+kkPbjo7aiJDzoR9RkQnAdRBoB4hSQFrJ8an6COQrIH3o/f1nQjZoxOfoA/Bm98Df7ETjhmN2GueCtY1mAZWCNgDYAa5Z5KBTXja14X5AEreiGLjfDTbP2Z96gS9sgIjLRejKEZ/wOcR8LcHm9F8LEJg5AGvEfWrlqB72xm49f5yWPTxaW4Sa0o7Gcp5yEzpvBgTQ1leAQ+RDlO06SnLytnqe9gRTtl7jxxCwz0/hGC3xT3n3rOLdUlQB0PRN+9Ey+8ehq+2f//eEMBxzEkyEhhQd4Tg9UBmMLK0vWnxmeyWDuRe6Av2gueUadP1CpkWU4q+j+2tRCyk8D5yviXeQbH+VJT2yywlQ06eAhdf8AY++XQOmttIHUv6HatVTkydsArjR2+QmhKVxxfMZDF4ZAODLE4alLwKs2IcFpPBuHAUev6zLfkGPAfT4rHQTS9H88MfQBDEjIIDUv4fZ+/GNksRVu2y46tLcqFUSGlM76GOE2XImBCujXVouOtNFNw6H+qqeMJdpz+ADn8Amrf3QXhzoCws5wBUASO6LtyHoMWDYoEmGT6tya2Ma0cjiTuxLAEPQ8xFXc6rMb3kJzCqqzA69yp4gz3gOQXU8oHFhfee60JL3cCuBmKYu+wCXny8Dd/+VXncc4YF1RJPIikpjmPb8OEWzcGCJkDPnhSqmoLAAgNsXJfZDofCQxDF+KAg5r0jhkkjJk5C2b0Pwr1zO2yrPoJ7547BvUe/9yPugWvPLtg+ep/tkw1dpWL1fcv5lzBtg2Qg46zanjfQaF+OoCDxaYyqkRhpvgQF+uROhXm6KTil4jdosL7PWlaphdGgqkSF6SwmYMUlKWklQmnNFJzFPwOHywSbPR9yuR8FuY3g+ch3U4ShfPBqmVkcH7ImSll87iC3aJF7Na1rk0gF5+pguXgK8yAou+88yCckNuHpD7rMq8LpWH9AhNUVk5r9DFjO/voeNP/iPXgOSHoITV4/Hqptxh2H6vHYrloE30qsFc+JPHifHOaVUv3ewrdDj1QtZCTJUA+Ok9IKKuMZMGvGQSEzQiMvQJX5AsyreJQFBQSfGICdVpEJLg8eVwjbVjuStpnRHEiZhMaDLrgppb59K/xtLZDnaFJ+puTUaLls6HVk3bQZMCxI7haonzsfnEweLxOcBIW3fx8555wPXiu1sBLUY8dDM+U469wiYFv9MSMA0nhLvndXcgfJQaD1979mzpF9b+PzMTJm4wP3IGhL3DETEnzY0vwgaq1v9wUFBLuvFjvaHkWDdVnK99QrSzGh4GacPvJpLKn+F2aX3Y8iw7xBBQUE04glkKlMMOjtKCs+jKL8+mhQwPGQawuygcFngGzGIIvPHJQyP+zdjz2u7QiJQVSoqjD9vLksrdzz6g4EO6Q2LWoZ1M+rQt61s1g93rWjCdb39kI8Zqd0hCTskyJzQJesbmU0Va1WRi9impriYc0WhEUO025EY26+7z3wsyvw2ClF6DJIHgRT93SkfCkn8NDvKkbX+fvgV8jhHtBoGPs+IsrqczCxcTR4UURuTQFmzr9xgKhQT6ALb3W/hK3O9QiF2eej1ONxfu4VGK0Zz+63NfgRCqbjfojY8dtnMT60qu8xqr/nf+1myHTz0f3q9qhgEylBTitD/g1zoKByw3GQXPXzToVj7ScJVvocnJs3QEFugxnU9pVFxTDMnI3cS6+E4HKxFTiRCIm42HBcK3wB/oa6uIcsF13G+Acd//obMFT+Q5JOjGBPNyMpFt78rQFP11vfg913LEGKTLp/oOvfKNDPTpgxGk7IVEaULvwFWjf8DgFHEwsGpGEIUJlGoGjO98HLE/t8ZHHikA0MsvhMYQv24qnWR9DgO8YsmmkypUnpla5/4xszv4cxp17KCHeCLwhFoYGtLAnd/9nGau/9me7JOhWY5K9cicMGM0sOjCtXx5EPiflPwYFnX1ta0mMqMKNZDujM1aCwK/NWxuCmBty4txVPfX0a7EYVTHYfk1amiTwZuBAP3q1Ek6EaAhMuGgiTzYdr/7MXJe0uhHjKCIiQre5C/cuvovhHS8GXm7HH5Ua734b3e59GUDwIMcaO+qh3Px5rvh/n62ZhUd514Pn0SnNsxD533NXFe/Qwmh78Ocrv+yVG/Oly+Gp7mNKkstgIuSW6Mj+e4LLrX08nH5EgwLl9S7SNMAkUxSVQlpb1iSHFpuLleflMCrlPK2Gw4PgBLYYU0BAp0LFhLTx7h6CeyDaXfhMAETxjnhMEONavZS2UpArZ9xJRRIPtg7R1s2b7ypPiXKjUF6NiySPwdO2Dt/ugJN6UNxFqy+isXsFnhGxgkMVnBsoO/LHll2j3S4QwIaZH2iO48UTrb3B3+cMoLpMu1BG4d7dIQQF7UfTiFgkI+gcHNA3QI6+VjWGmQmRrfMmCgSuhwjsWoeXBZfCTt8EQEJBzOFhtwRsXjIFPJYcqEMKta1tQsL4hrQMirZN0rgBu/+tWRDKpsjQBisiJEDQB5lqXCIpACDc9uws5YV8JGXlBh88LiQrV3fcenvzmDLTrIpPVteC5Lujkb0Iho76F6NTxvmszONc2TC74EVQaIyMgJgeHEp5WozEQBDah9rz+Copu+w7U1UMTMkoGqrVTO2BSiCICrS3Qz18IJ2UVkiD3squSTkaUNVCWlcF3bIjEQVGAbmri2r1hzrzUHIkB+6IfUAUQpCbTcBaMcwOyOkDWGA0QQkEEuzog01XFKVbG+hwkg8tPzhknB3TOtfkT2S2Lzx5ZjkEWnxl2ubai1d+U0FyJJndBDGF5LwnCxMO6bF/UNCgJ6PURHNOb8I/qiThqMEOl4HDHxYWYVBU1KIpAbtKg7FfnwzyEWveb51TjoR/Nw0uXT2BBAcGnkGGPhlaoYsY/Ro03BLVfuqU6QlrVu8a3Q1SFYOITd1NM3tMJi9ULWaK3F0Rw3gAmbYq/+AuiBY7A1xAQKuIepyR3C0LY2/M7zDlLlbROwkFAGX8QJr4LXqUKm6bMwrunn4uP5i9Fa24BnFs2IuRO4fswRAQ6U5deIiAGP/EHWOaAAgCSTWaEPTVzVdTPmJ3mfTKT+B4Anoc8Nw/6WXMSPk06B4qCosQcCBpnbLBCn2egBghSb0lMUChqgOAEIDAhLhlApZD43ckzIKtykPFq+IJW2L3H4MlQ2jyLLweyGYMsPjNsd24MaxokXn3S41Tvvq7wm3GPsw6CFJMtXdS8xTZ0XrEbPQETjvSOhSFgwzeqL8T8iTlx3IL+4JVy5Jw5XspIZDihh3igqt6OzTMkCeNYbJ6Qh8UryEwmo10NmG8TcRUoUyDKRPQullblhVwdDFw3HCIpJUaPbdK+zpRcB14Epu7uwPLTR8Q+ys68J3AWFKpoap4Luy9Sa9uoJRvR2z4Pu9c7owJ/pHgrEBGyDYsUr2LnuMn471kXISBXgCfCJ8dh9SmnYezRA/iBzQqjdmBgdjyQ6TLjJ8gMBiZfTOZDzs0bmQ0zlQj0M2cz6+ZUIGlfcl8cCuRmC0p+dE9CtUICr1Si9K570fr4o5L5UCRwCYUgJ24EOAS7w5OzkA8IiezJIw6b5YDQBsh6WGlEURjfDstzMhToZqLTtSWpnDU97vA1YHUd8RPEPnGj0blXw6LNruq/7MgGBll8ZvAJ3rRWzH7Rx2qiseldcsdLmy2QCwjku2CAC9NKWpic74LKGzMaFxEbdbMq4NrckFFwIBOA4naaNgfCZVDAurABOavi2/cyRaJJXVFohPxrJujymuAOtEHB63G1wY5/dOciJEqFFILaG0ybElT5E0nc8giKlQgJZsj4XvaI2HexENHr34Or7rwYsxYbsWWlHd3tXij1HlQV7EXxjv+i0VyJV867PHwAHATqBgjjUNUYPOkO4S4MLzQTasBrtJIXQRIQX0AzdkI4O5SDnLA0MH2/SIPAsfZThGxWyMxmVvdXVVXHfe/YN4EMiAZJEuR1epTf9yumL5AKFACU3fcrVhZxE99AEKCuHg1lxQjUf/+26Iah8jg77IEQpG1kPbBceFnC0shI80XodG1NIGhFkLZ39CMn2nxHsaXlIUwr/iHydUk6TLL4UiAbGGTxmaFQWYq97h0pggOO+Sz0v7ARi92xOoUyIge4x3RBeyAfxo3lULYZIFfr0D1/K0xnjOtzUkwF1WUFcO6tA9zUAZCubAH4+nkwmGxezNrWirFNrVDyGnjKeqFpkrwPBosQB9hqCjF2zkjm/qgeV8jOSRnifQUqjE78uW4dmoSR7H5nngYl7c4+zkJ/0GF15SYXFBKghwxSYEDoy4eQejPHoWqiDL7Ct9FiX8U09Oltmk8FPrCfDo4ClARpcXpsh8eHOo8PIzTxKe7jAa24LZdcga7n/5V0G8ulVzFCYdx4gkG0PfVHuLZuihITeR72jz9iLY7E6OfkcgTtNrT+7tdD6hwgaWLHxnXIWTpQGpiNQRTR69mHJvvHLNBT6g0oXroAhfo5TEuCDKLid0jZkVQhH6VvDDBefzn46VWsNVHGx59ro3okphb/ELva/4iQ4KHCgTQWhCDn1AhSQD7gdyn93vZ2/AXzKx5jjoetjjXM4IgC7zLjYuRqJ2cJg18CZAODLD4zLDAuxnLr20mfp8vLItNA5baccyZIgUECsDS7PARlhw6WFaNZLZ76/uEIofet3bAu24/Se86CenRU9bA/jvW8gSO+l6G4VQvzh6Og21MEjloNkoAul7snRPdXs7cTl795kE2OlK4XIeksDMbbIRY8x6F6TDFMS6mmnBxm1OFM5T/gEXXwijrkzOHA707Ol6CxbZxRnPx5VjyQEKW4cSyVTCY5pH7X49kbt6r0clq0qmNLE4n2C2y0O4c1MCCQORBJHve8/h+IgUDfRM8plci9/BqYFi0e8Jqul56Fa9tm6U6kWyH8v3PjOlYCyL3iGmbn7GusH9rAyKchSWBA53FP+5Noda5h6pPSZMyhy70Dtb1vYmbpvVCYclgWI9QbDtK4UJrSlIhACY8dFa8ADa8wRUNSIxxluRyKGLfTfN00LBrxFNqd61nZgIIQKhfsbE/ua0KgQGBdww/D9stSxsHlb0KHayMTOJpUeAcrV2TxxUWWfJjFZ4YCZTEuzL2a/d1/wqT7o9TjsMC0dMDrVBUWFN25iFR74kmI9KcScMxuhm63NOGxoCAC8hfwB9Hy248g+BNrCHe6tuNIz8vs74DZjY4rd2HDbW3wKYgLkXg179HKsW1qIXt7WqFf8d8D4EmNUYwey1ACgr7DEkRoJw/kLwwYiyh1H2g4F8x8B8TKdthmNwwgY0ayBYeqzdhVU5BgTwLkXB3k4TJCJREZw8/QBZ9Whp3ubejxkMBy/H4DYnqfA9I5aLBvxJr672JT08/RZFvOVrXHC1qpms85HyMe/wuTH7ZcfDkjFFY9/peERj7kuGhbuSJ5iyBJUq/4AK4d2+CrPXZc5ktCEsIlTf4UFLC36/uGiX1dATvbHmd6EzlnnBt9kYycSpNHBhTD2ic1RN9b9KPJ9hE2Nv0cgVB8yYsULyloGJd/A8bkXQOFLLPWUV8okkkS48ZOSoi1vW9ktI8sPr/IZgyy+ExxlvlC5Mrzsaz3DbT4SbAX0PMGLDSdyZ5TcInJWmS0NGJ0AWwrDsJ7oJ1NfOrRBTAuGYvWhz9EAElIYoIIweGDc0Mdk17uj3rruwP85vnCbvz9unNw3ct7YXAFEAoHI9RO6NQr8e+ra+DRKLDEbMSk949QNJIwwzDU4IBTy8FnYCykU/QLHjig+/z9CBS4YPp0BBS28JpfL0fvwlF4fkouhAHdHQLrLBijWMacFoniFjtVlBgWQcZr0GxfBQhEkCPmYfR5DeeEHD4E+3rrB4JYDarQAZY2dwfaYfUeQr31fbY6VslzcLyQabUDXAcTwbNvL2vnSwXR74d99QrJ2TDWxGgwIJ+GkviWW4SJnNL3Lcl7Q0CvZy8cvnrm2khaEKzkIW8CgtQ1MrC7gDJkIV0AjhlNA/ZF5/tY7xsYm3dd0veUZxgYJA9MRPZZVpkvZBmILL6YyAYGWXzmmGmYhxn6U+AI2RAUgzDJzZBlkIokroB+zgj4G3rh2toA7752WN/ek54wKOPgPdieMDDo9ZCTXfzKMI9rhqvUg0fvmImJB3pQ2Whnl8XaESbsH5MLUcYjjwPOfu4v8G2nkkLySXEo5QSmjvjzd6G8byY+1azBAc9uVpcep52ERaazUKqSWgt1yhLkqMexibbvGGj1OLcB9tkNkPfqoJUVYPaUh1CtkOGmHhtebu+BPRSd8HK4TsxTvIUiPn5iiaC5ayV8y7qgXWfBSOsZEBQhuCa1wrqgjgUgci6IMbKt2B+ay+yeE50BGYIYKYtI+EqflTvQit3tf8LM0p/hZIH4BRlt5ycnweOAIMB4+sDMl9PXgICQmLQaBYdu9x4YzJUo+vZ3mXU0yR37GvZAdEwEBJWUOSOERARzvGi7bhsETaJjE9BkW8E6C3jWsjgQBmUlNPJCeIIpNCHSgCSWqTQRsdzO4ouHbGCQxecCTAFukKtFz8F2tDz0AUQSD4rEApmqFg6CIEWbzpO/jWXi17CrJq9f+p1pHcLc8Qw+tRzBLO40JqCUdF8skT4wOFCOsLAAJ+H4BREhXwC7nnkDa6/e3UfWXGdfibX2j/HVgltxilFaIU8s+AY2Nt2LkOCNI49ROlrIC2B86c3gFVLQtcRiwiKzEftcHqxr/gMMXA8LgpKdGs4vQ/E/ZkLVbOo733xABv2OEuh2FaPthq3wVvVimnwlmoTRcIi5ccEBZSLoyBco3oCSiy8d0FipNOH0N0GvHLi6PhFQVabmQkSgHj2GWSkP+X1GjYFm/MAWv2StgvGg70uo7zM0zJ3Pbuz1IQGurY3Ma4M+s86S3WgqXweRD6UsNxFHIJnUMf0OyURrV/vjOB5kdmxZfF6R5Rhk8YUErZjbn/wUYjA0eAnjkAhNEqvjHM3YuJ+FvFcNZasBpf5GnKP8J3K5eG94GdcGg+Jf6C47jLWLRNSNssZJCg8YNycikOeCSD2O4awHmQtR5iOlNoMAjNpXCIUnOjYKECjIeK7jL2j2STVlnbIUc8t+hSL9vD6mOR1Pvm4W5pT9csAqTs5xmKzXokbdiXw+eVBAMH9czYICKpPEBjbk28AFORT9ezqKn56Fyn9NwPXb3sGpsh6oYnZYwDXgLMW/UC1LrvBH7PwIgj4bPF374e09ykh6ww2SPlaPGZfcWInnoamZjJyzvpJUfyATsK6CBDwGnbKMEQNTQ0COenTCZ6htVz+7EvnXz0bedbMhm6KWGKVpQLyCVCgynIIJBbeA56TMl/Q9ok+cR7E+vaGRjFNBrxxae24Wnw9kMwZZfCHh3d+OYHvYXGkwILE7sxb6WUSpG4jKnPPY5KQ5mAfL8tFQtUq95yIvILemDeVnP49Cw/ex760PMWavGvIAh+6CPOyY68aBKa3YOq8BVYcTEfqiBMC2r+6AsawKM4ruBieXQRQE1N3+Stqh8yIHrVMFX780MV2yV9s+xDUFN7P7WmURJhXdjvHCzQiE7FDIDJDzydsSCeWmM3Gw69mktWMuwMO4uTxpdwZNGlyQh6bewo5TczQXZ39yDNf/dBTcpSZ4fYdwoP1vaY+R3j3o6UHnrn/D1bpZUk2iyUadA8vYS2CsOmNY2+GoHbHpoZ8zImIcuZDnITPloODGWxhnofAbt6Htycel9NEgSYih7i4Eu7uYWVL/CZqInA22DweUryLnlAI9Kg9ldCz6uahL0eVDAWKupgZyPr24FI2LgksiE3qDnVDwBtY+qZSZ4PQ3slvirACHUuPitMFHFp9vZDMGWXwh4W8Zmp8BzTzqsYXg5Im/+gW6GRh5+AIUPTud6R/EuRnuKUL5Ewsgv389Jm/VQetWQBmQo7DFiHNem4zzXpqCxupubFh4tC+Y6Hvb8N9dF+1FKM+LcvOF6Ba74A654N7ZHHUbTDl0EV7twHo3ZQ4OuAeuwunirFEUJAwKKONCtwjKjEthUhPnIvGkK7epmdVzJoh0YQguPzof/gh5JAClrcqIjKa1atC0+t64oIAQ8lrRufMf6NmfPoAaDBQFhSh/4NfIOfNc8GGjIV5vYLLJ5fc/DEWu5OmgnzUXpT+9D9rJ0/rKULIcM7Njjsgqp1NNTIRRuVfFZARizz3HWgunFH0v40CIskG52ikpL+sjLRcjU0gdC4tQbbkMFTlnMWIojWVK8feglBkHjJeQox7LShFZfLGRzRhk8YUErx56ate1vhb+y6dBWWIa8JzgCYB7iS7i3IDFMwUHcJGHAVXKoxdfPtwSOXpfIaZuqMS6M4+gp8CKJZ9UQGE1Q+RFeEZ1wTa/HrYKH5pVY/Fm66+ZaRRNoFd/tBBFnDplbzoFBXWju+DRJRPYST95OIMBHLWtR4/zAwQCx1iKmHrZR+ScjxzNGMws+RmO9ryKRttHfa2Pfe8fLn0MCsSNsHvhXFcL4+IxbCXZyFbHCQ40BKgbAeuOJ4CRyQ+n9+DrMFaeBoUucVZmKJDnmJF31VfZjbI3/e2oI9CMHgvNd3/ESIt0Iw8C17YtaDtIhNXk4PV6KPLyk06+RLhstq9mbZueYAfkvA4lhoUoN50x6C4NCiR2tf0RXe5t4e+oxFGQcWrUFN4Gc9g++3igVRThlIrfMiJji+MT1gJJASiNt9iwICmxMYsvDrKfYBZfSGinltFVlSjQg38xz8Hx6VHkXjl9wFPO9bUQfanZ6qm6Cqavq8D2U+pRP6YLbSO7ECI9mbCpIRU+PhGBoHdf39RIE77f6gKSOCTGYt3SI0nHM05Tk/R19V4f/tPeja0OF9Mv5HA9RvB7MV2+AnBtRYdrCyYVfptd1MfkXYtqy+XY1f5/TEs/MokT292f54SiSze4rgoOcO1sZoHBmNxrGFvd6t0fleINnwi5DSj4L4CFqWOckJxDZ8N7KBp37Qlph+sfFAh+P1xbNsHf3sqsi/Uz5zDpYlJDJOimTofMbGFSyglLDBwH05Kz+rZPBDqOctNSdjteUKAxveTHrMWxw7UZQcHLyJz54kS4PlmP9sY/sYBGN30mtDVTkgZB6UAZA8o+DCYDkcUXB9nAIIsvJGR6FVNAZO2JgwV501gTp+797XaAvBjS2CQn3i0Hk1ULjVOBHGUAIeJuxVx3d9AEm2C9bDN7EOIFyCgjkQQuvQ/tpYm1GSi4kPOJJ8nDbi8eqG1GiKXlI7bUMtQJE9HkH4OvKP8CM9+JPe1PwaKZCBW1ivJKFihsa3kYVu9B6SA4AdZFtSh4bdLgTgodbHjCJFnemaX3oN25AY09H8LRfQgyF2DYCRh2hXlzSeZ6tx7oLQB8OtpoGfYfW40y02KMNF8KhWx4DZkiIBnjjn8+DdHrkcoFgoCuF5+F8bSlyL/2BjbZk8Ry8Xd+iJbfPAjB54sGB5T+F0VoJkyC5SsXDfvYWMCybTOzmua1FLDMZpmPCAyqSnYj2Nd+goZ/fDfsdiVFqfZVK6Asr0DJD+6Oe106dPoDWNZtw1qbA15BQIlSiTNyTTg1x8CIrFl8OZANDLL4woLY/IIvCPuHByQFREYMo1VoGma2KBEQE0FGQkLpXp8GIYWIqn5SBtStntgcGdgzoxmTtqZu0atdmLrf/RPbRzjHfDEM8mh5hDgETzW1IxhjrBSvJsBhXeBCnKf6GyOSNdtXYqTlkpgU973ocG5mj3uD3VDOM0MRzEXgzW7pfGfSDcIB6lHRNDqlmSkzod3kRudzh+PPNZfYG8iRA3QSyT1m05DoYUI6Xe6dmF36wLAHB65dO9D+1B9j3jDKEbCvWo4QuTKaTEx0iJPJYVx8JgSvB66tmyF4vVAWFcF0+hkwzF+YMFtAJQvH+jWwLf8A/pYm8EoVs17OOfNsyX45TcDS+e+/SWqKtOIXRXS98G8mCZ131XVxWQD3/r3oePrJmDeOnkR/cxNafv9rlN/3cEaZg6MeLx6qbYaPRMLCj9V6ffhLcwfW2xz4cUUJ5Gns0LP4YiAbGGTxhQVdzApuOgXmr9TAseYoq2dT+59zUx18h7uSv1AQYUggbkSgtsHuF8l1bvAQOBEdxXZMDJlQIPYwBcQIUk3rreVW7JvajPE7KM2f+MJq90fNjCKQBXiM2VOE8TuLoPYocaz0XYw5Z3GfydIhtxct/uSmP6Qx0C6OgE3Ig4nvgt1XG/c8TeLUuka3PlwN+E+3w77iIAJtdnbOvQc7kuxfaqkznj5mwHOBHgouKDMTin9Bc1huMTxPhWRAJ91P6B8twOVvQW3vf5mc73Ci57WX+1b9Aw9MhGvT+qjpEnXJHDkEXq1GyQ9+CvWoaHshZRE8hw8yhUVleSVzdSQiYtuf/gDX9i197xHy+WD7+EPYP1mJkh/eDQ21USaAa9f2+IAlkqEg+eYP32cnKf+a6/ue7n37jbhxxkEQ4G+oh2ffblZWSAUKLh+tb40LCtjbhv/f7fTgza5eXFqQWB8hiy8WsoFBFl94KAoMsFwimQWJQQG9/03eJ08geWFFoSHxvoqMMCwaBccnR5KTAZNMGNROmHPBJCwuL8exntfi/AlS/dA4lw7bKoIYT7WGJJi/fDQaqrvRWm5j93UOJS77xyzkdupZQELvLbb60LzpfRhOG42CW+anDApiYRPzYEJPxqQxZZERedfO6stK1D7xMoQ1HqbREGlnjEweH4fGIPfFDlx0UznkiujMLjcaE09WhwFEJCZ4wJkT5WgkhoAm+3KMyr1y2Ix7Ap0d8NXHB0mJ3zpm/KLIMgUtv38YlY/+CbxKhZ43X4P1w/elUgQ7Hp51NyiKiuHaEQ4+Y79HggAx4EfLY48i//Y/wHVE4roYxmugG6ViwV73qykCFvosly+D+dzzWXmABSX70pTaeBlc27amDQy22V3oJc2QJGAFnm4rLsw3Z0sKXwJkA4MsvlRw72pmbXKpILj98B3rgro6MVO84BvzJLLgKvI9IKMmSRRJVPPQXz4BvvdrEexyMbMaSgpQ1wFZM+svHYVRp52KHs9+iIhvq6N1FEnZxI6Mc2mhefc8KPbUYLpQCxGtSec/4iBMXV+B1vLd7P5XXpwKc7eUPqeggO0vPE85Vh2GstQEzcKqjM6ZAqRCKCBPN5CMmQ4k6Xv0rHegyC2F4u2ZsIhuhMCjARbsRRl6RR3qV/ngcbThqz+IWmjrZ5+CrpefHzjBEUNzHYAZkkmDP7YkkzBrQPxTNwIhx7D4LERskocECg7cbjjWrob32FE416/pt2MBzs0b+rZNhJBggrP3anQ/0B4tqQiAbqQKldfJ4G+oSzsG55aNzMmRnCYzGDSEQHrJ58MeL5M5SuUW4QgJ6PIHUaTKeiR80ZENDLL4QqKrxY/OlgCUag6VYzV9q9GgNbw6S4NQb/LtSHSo8JunQnvRWKz/+HV02JvRm+vE4YntCCmXoWb8OEza5IRhXz54vwz+Igccs5rhL/wQIXsQJYbTmPIbueNFEq90jafkcF8uw6uC/ulvgO+xgBNkKIItpagIERPL6qQ0bWGzEaUNqQlj1nf2YNJZ46HgOARScCZUcKGAb4JKZkGhbg4GizbHWohcCPs6J6CJeTAmWLWLHPZvcaHhkJd9VgSyM845+zxY30sgyGPlgJUc8u68Hm7vFqjeDkG/swScT4ag2QP7nEbm/SAqoyt2IjYOF+SkXcDzCJgEuKl1UgaoWgFVYyZNocQBWA/fEfKrSIAU4kiiqILD93UIkES1YnP2rjofDj8O6EXKHKRwouT4PidHXqNlIk2sYyL5m0JVll6lkM+wEyVi25DFFxvZwCCLLxQ6mv14828dqN0f7bPX6HmcfrEF8881QZ6TWuEvApk59XZk5vRU4I9omH2sz5sggj3CftTPBBbNbBwwDe7t+Cv0ygpMLf4hNjfdH7anlSbmKnAIQMQBmpA3zAXfndtnC92fHJgILDMBDhVHcvvKB8kQsnnR8HEHph5Votblg68YcE4E+rsiT5WvhFZuYL301I0wWHgCHaxfvnXbdEBInsqnMvf2Tx19gQEh97KrwSmUsL73FsRAdHXLF+QieNNk7Gv/GHl/G80UFZmGBJOo1sDywRjodxWh5eubIapE1k2RTtkxApJWJsKi3XeMlU5IEMioivdMELUydN2UA3thT/gBKbJTdAKFrwHKFPQVQtKgIA18oekkgJw4LSIAASvgU0yHWrY++U6EUJ/CInFwTGecLfElkgSH1FVhmL8o7dgm6zWMQ5AMNOICpRx5iuyU8mVA9lPM4guDnvYA/vzzJvg9ApQIYDTaUQg7RCeHY8+a4LWOxZIrS8EbVMxaOSE4iUegGikp2iXDNucG1HmPoLjRhIqjueAFDi0VVtRXd4PmcmocJJPo/jY8NHE3WJdhUtG3Ma/iUbQ4VqHF8SmCIRe0ymJMM54BpWok/ritDd6Yib0JFpjhSp414DkYp1WhQHGEjUWqYaQOJt79VwesMj2MtOk2IHc50HkZ4K6SjJ/mqnZiiUGDMtN3mDNjMghiAHZfHbMJNijLmSJfBCS3TIvgkDf1xEzbOG3xiWiauHIvvhw5Z50H967tEDwe8IW52Gd4HTbPSlQ8t5BJMUeCp8j5pYla2WqEZcUodJ97qK+TIh2IXLmj9fdM4peCGToLh7tfhFkzEVOKvsN68ylw2NbyCOxFMZNg+DQHcoGWG4CypwF5Elfv44EvJPFkUiGgnAe1uHFA5kGUAa7RQMiigGZcEBrBw4IlUnR0794J76ED8cFBuJuh4ObbINNHP89kmKDToFKtRKPXn1AImfZ8QZ55WOWqs/jskA0MsvjCYPkr3SwoKBJ6sQT7II+5RI1AF/xv16N77FLkXz8H7U98knQ/edfPSXsB29a4Gtf8fS6Kmk0QeDIrktL5Vosbb167Dd2FLtQnCAyodNDtkSyFqYWuMudcdusPvzW8Gg3jAIpQg6aw82JiVJx3Cu4uWojlFT8Bn0LzgO0fMtigoQUkA+Pv+YGil4GyO5tQYn4JGs6GFifQ4lwJg6qKaRfEOhvSJFnb+ybqrO8wK11pPzLWbjg27zoWIFDHwpGelyHXuhB0S5LCiUDzkNGS+HJDXgQRx8Aj3S/D1nsE2kN5kNuTiz4RydGwpQwl154FSwZqfp5AJzY3PYCQKAWMsdx6q2c/tjb/CnPKf4ke956wAFOig5Bcjm2zpSBruCGKFFyl/l4GlWqETCrIOqKaCY4aoPssQKCXi0F0d/8Z+3v+gVGWK5j3B2kV2D56H9blHyBEhk4cB23NZJjPuxAaknTOAPR7+VFFMR6sa0G7PxCRp2KBLI3ivNwcLDaHSyBZfOGR9UrI4gsBv1fArvVO6AQPzsBeyCD0kdUjNwWC6HlsOTSTS1B4+0LI+pUV5Pl6FP9wKXTTUmsGCP4gZj+Zi4JWqXOBJuGI+JCxV40r/jabdQUkYynEehDQ30LQBzEyQ4eh0cen3V1QYwUmMJHkuBUZ9YXLOBTduQjKshx0urdAPrIL/lwiPyauV9OjB1BMQrj9BiYt3YOftrKgIBZOXz02Nf2ClQYi497X8TSb9CNBgbSLEFodn2JT830ICh4mj0ucipKZW6Psx0RjEoAZpyXuBOnbRgwxOWZ6F1WzMc5rIhF4vxwWZ2YGQ/XW9yCwoGDgPilIcPjr0Onailbnmji564FvCjhnHj+5Tj0q3MIZ0Q/gOPAcKV2kcuYMwZ/bjIab/QidUcVeQ4ffeREgRGKocIusIPpxqPs5NNjeA69UsiBgxO+fwMg//wvVTz+Lku/flXFQEEGeUoFHRpXjttICTNVrMUarxmlmA345sgzXFedlswVfImQzBll8IeB2htjqdwJamPp7oks3PUYa9vaVh2G5aDL0p1TBs68NIZuH6Rsw86QMBFica4/B0KVMqClAvggqrwJTNlZgf0KJYh5G9UiIoQCsx5bBdvQDBD1UlOagLZoO85gLoMkdixmLDPj0XWusTxArJ7yKWRiLNpSgFwUlSphnlcC0ZCxryST4Q3ZGMGu/djtK/jYbvEfR1yIohssL7TBiOyoSHpso8OjcU4OxF74V/zg5Nwge1Pa+jQkFX4fddxTNjpWJ98H0A5qZ70GV+UJMKLgZgbOfR/tOO/wOA8QEXIPppxlQWpVa9tkfsrIuhz5vhkz0kxSZtShSMJPYDTACHm2OdQiKnjTbkSxzEPk3fgOd/3waQwFZOBfd/j2E7HbYVi2Hv7GBaSCoLWa0fJA8KOFEGfyzNrHgrGFWPeae+QCae39PagVJEw1Hul6B+dA4OJYfgb+uB5xKzrQ6TERMzU9fQugPJc9jodnIbll8eZENDLL4QkCjk9F8iEqhO22ay7W5ngUGJK6jnZS8dp4MjnW14V7xxM8T6W/8jmK4EwYGArrdO7Hm4C2w1Hug6uNIinC3b4e7bRsKZ92JeefOwtbVDngo4ImZh9xQYQdfCeu4sTjlZ6Xg+wUyankue49AgQtNd6yFcWMF9DtKwHvlCFrc2OOvwO6uGggpzpIQSLzipQmxxbEa4/NvZGqHUh0+2SQpMuVBIloS72DayBtQ+mAX3ni6GfW7qY1SGjd1jcw/NwdLLksvfBPrfeAe2wXL8oHCSP0zQMQXyQSU3UgNAQHBxTIgqY9b+gx0U6ajE0ND3tXXM50BuhVc//W+x0VBhLuzFdbt7gHfPcoOBcccQmC8VOag8dUFP4KPgoLkhwTzf6vRse2TOKVK63t7YfvoAEp+eiY0YwuHeBRZfJmRDQyy+EJApeExYZYO/MbUqzlW+wyk6rZOD8HpixUtTDwenxwVfZXWgfAoPGipBoqPAerInBROD3RsfRIjznkKt95Xipf+rx0ttVGiJMUjk+bqcfEtBQOCAkKBbiZknIZJAocMfvQuPcJuEXS9a4HQI8ZlpPXwYgzaYIIHAVoZG6lYnriQSCnokOiHO9CeduVMK/ztrb9hZz1POw0T8m/CrfdMgbUrgNZ6P+RyaiVVQ6nOrGJJ5D+jaiQjCfqLHfCM7Ia61hxHPoyF+cJJCTNAIcGHNud6ZiREnRYFullQy/PhCbYlfW8KBigoKDOejiY7lTOSb1lmXMImdVX1KPiOHc1cQpvjoCwtg/G0JYmf5jmM+n4xWl7rQfP7reC8UoZFUHvgn7MR3sUfhw0l2KOwesjHIjkMW8tg2Fbap/bZB0GE6A+i9bfLMeLJK8GrstNAFvHIfiOy+MJg6WUW7NtkgFrsScneV8Vo8w8FilITfPU9Sb0AKGWvLbKg3Hgamu2rEgcH4YRDdzFQeqzf64UgHA2fIG/Uubj94XI0HfWi6agPMjkwerIWOXnJa9g00Y3Lvx57O/6S8PmSWZvRvH5e330iNM4CiSdFBzamR4Tvz3PResNWCP1snMmel4ecBQaZQ0S3ewc2Nt2LyaprIAuEUFlugSa/BhyleQaBkeZLsKPtUfZ3+1U7UfTvGVA3m9iKmQKEiJgUKUwal4wd8PpO13bsbv8/JnpEREkaGxEoNfLUK2MKgsqMi2FUV6HUuATN9hUJtuJZ90ZFzlnsnuWiy9H6u4dTHxCZLxFCIagqRqD4ez9J6UvAyzmUXZmLo9N+gWCb9D0I5XcCioGOn1wqpUcRMK2tTPk8CYGRm6jxtKiEcxZZELKBQRZfGBSWq+D92mQE/kmTcRIIInLOyIyQlgxU03eu6Tebx4Bq+nlnTYVP52Ap9+Qbkhsg4FcCyjjJQw4+G/U0SCirVrNbpig1ns7UFVsdAzsvdAWdqDrjQ9R+dCZGoAOzIUn7RtfVUoigbDOg8PlpaP3Gpr4nadVMkyMR8KilbzCgidUX7MWhtieQG16Yy9Rm5E+5CfoSST45HYg/QQGJSTUaNt9hCNogWm7dAO2hAuh2F0Lu1cJcORH5Z8yCqnygwJPNexQ7Wh/ty3RQLT4COh4KeqSuhIGBnF5Z2aecOCH/69AqClDX+3Yf54GCjCLDfIzLux5yXlKc1E2agsJbvo2Ofz0N0e+XggDKHggCdNPI1ngyM0ji5Apop06HZtyEtAS9YLcLvoYe5DrGoy1vPQRlYgtw+qzytFNg9arDHhfxx0RiUMquNBwCGQfvwfZsYJDFAGQDgyy+UKg4cwS6OibC9u5eiBwHLpLGDddQc6+ZCVUV1eGHDjIhMpw+Go6VJNzfDxygqSmBYUE1rE5KOScvJ0QQ7B8YEK1RdnzMdpqgiCwnMiPneFQu+gTa3B6Me60aQiBx6xEJBmkazFA1meArt7GJhlL5I8znY2tLmlVwMnCA3QJY2qSzEvL2om3j71A890fQFZPGcXJQ5oW6IGhSp7H01fl5Du5xHXCPo0CFRKM3okhxABOEW5gDZCzITEn6LAZ+HoxcKXphVk9Ar3ffgOed/gZsaLwbs8segkaRx0iV1OpHky7pN1Abp1I2sKvCMO9U6KbNgGPDOgTaWsFrNNDNmgNVaXo1wVgEe9zo/Ps6uLY1suGroUWFahGs8+tgPe3ogA+R2lrLTWegyDAPm5vvhyhSEBTrVJlhh0C2kyCLkxkY3H///Thy5AieffbZvscaGxtx7733YseOHSgpKcFPf/pTLFiw4EQNIYsvIWjFlffVWdCMLoD1vT3wkosiTdYTipDzlRroppYNy3sUfGM+VGVm9L6zB6HesMSsTgnTmeOYYRMn55m4TybUeVl/yoMYgq545nGNkTQEqHtAKinEByc0qVZVW2EKRNUhE4HaAbX7C1hgYNHUYELBN6CUmdgkmQlCfgXad05B+87JCLq10OR3sVJGBXcUspjT0rX7WdaRkWy13OXagb0df46OK06RP7Kj6A7bnBsYUXB68V3SOLy9CIV86HCRMVFyXgSt+h3+2iTBnMgyFgc6/4lpJT9ij5AyYo46/WqapIdNpy/FUEEOlU0/f4cFB7HD4n1ymD+uhtymRtfFe8PHQAGTiJqCb/WJUs0q/QUOdj0DmzcayGr1ReArNRAaPMm/oiERmpqIY1UWWZzgwGDbtm148cUXMWtWNIVIfdHf/va3MWbMGLz22mtYvnw5br/9drz33nssSMgii0xBE4x+7gh2i2gGDFcPNe3P270ffnsT+ElqlJ9+NoRekTHGyVUwtj0uXzcdPKdkhL3EOwPkfkAZS4jneCgNpdAWkK/A8YFKCjSRH+15jbUXEmg8pcbTUKk7Fy0gG97koBp1oXo2JlbewVLn0vFHWImpiYdeqwk7/n4TvL2WPqkbV1c+uvbWwFmxAwvnvAY+TJTzu9rg7NkDrXlsQtnlo72vZ5R56d/50dLwKkKHN8LvaAKTmZiY+lWUNUjVnUDPd7q3wRvsDnd/nBxY390rBQUJOC3UMmvcWgbvPCsCJR4m4VyZczYMqih/gIKXOWUPwuVvZWOn7wRlOJwX1qL9j6sTvynPMZ0P/ewUPIQs/mcx7IGB3+/Hz3/+c0ydGi/vuWHDBpYxeOmll6DValFdXY3169ezIOGOO+4Y7mFk8T+C4RRV8fYcRvuWPyHgiiHecTKYRp6FvJprwfHxZC9KZVdbLsPh7heSDC6SVicJY2IjClDqS1Ay7+5Bk/IiCApe9Hr2IiQGYFBWsOCEblTfp+fUcgszFBKDIZbhSOk0GRKRM2p8X1DAhszxyNVOQrd7d9LggGKxvS9eDa+tnydyWL/gWMMUWHLaMW7yp7DlA64cSvP/EujlWFcFEQyJ5EfwhxyweYfgLSByaGx7DXmOqLOkLACEjlt7SITL33JSAwPbioNJia4MPDD68OXInz835X50ymJ2i4B0PPwNvZINeUy7In1c9N0ouftMZhiWRRYnPDD461//irFjx2LEiBHYtGlT3+M7d+7EhAkTWFAQwYwZM1hZIYssPmv47I1oXvMgEyaKgxiC7ej7EIIeFE6/dcDrRuSczyaToz2vMk+ByGpbzuswxnQFtCEP/PZG8DIlKx/I8qrQ6PwULnsL07Iv1M9Bjnpc2gCHVvJHe15hCn4RWV9Cjno8agpuhVZZhFh/Qbrga04vhfPdY30CSHH7IxMmjZJlXfqjKucCtiJPBntTGRzNqUo2HHYdmQ/tpWvBk1BR9F2ZumCnaxuml9zFAhBBSOEUmBIiQmxOC2eMSJWyB+ilGOc4Y0UZN3gzqXTwWmvh6djFPke1ZTQ0eRPZZy6GBNYemwqUrepp2YM8cfagAkraf+5VM6CbWcF0C3x13eBVCiZwZFg0CjL98DlSZvHlwrAGBkePHmUlhDfffJP9H4vOzk4UFERXJoTc3Fy0tSXvLc4ii5OFnv2vsjbCxOlsEY76lTCPPh9KQ8mAiy8R1YgI1uHcwurUakUe8rXTpbR5zMKzwfYhDtb/LuyHIK20G2zLYFaPZ26MCllyr4F9nX9P2EJn8x5kbYKnVPx6wCq3/pSPoN+Rz+SF6bAiSo5MapgDnF9tB68ceAmwaCdifP7N2N/5N+l09JtorUerAT6U0k3R79bD05UHXWFHvzNJgQKHXW1/xKKqp6CU5zCWP7UXDhaKfskQUyfgMgD+AZYDUpmCvAMouEqlz6AgLQV1NYYLQa8VbZseg7f7ACsjMYgCFPoSFM/5ARSGEnAaBURPv4A0FrwIl6oFjfblqDCdOegxqEfls9vxgH4bzuYNsNevRshnhVxbAGPl6dAVE3ckq6z/Px0YeL1etLcn7m/Oz89nJQQqC+TlDXSu83g8UCrjI3G6T6WHLLL4LCEEvXC1bu4TIEoIjoejcQ1yJ1yR8Gma3EqMC5O+vMO5GQc6/9F3n4KDCHq9B7Gr7THMKL0n4WudvsYkffWRurmL9eqPz7+p73G7txZ28SgcX6+FcX0ljBvLobBpmNSwc2IbbKfWMREhd6AjrpQQQblpKRy+OjTZBroFiSKXESOAtkvyDAKCAx2uLSjSz2WCQXXWd9PyGuLAAYZ+on898lzsss9Cg1ACURFEhewARsl2IFddhpHmi1Ggn8Vq8E3sXCYe/UjzRYx0OBwQQn6WhQo4W6UHYr5fAVcbmj69DxVLHoFx0SjYPtyf9PCpg8QxtQWu3ndQbjzjpHsShPxONK95CH5bXV+Q5Xc0w922FZqCySie+0OWEcviy4NB/QKoHHD99dcnfO4HP/gBQqEQrrzyyoTPq1QqWK3WuMcoKFCrM+/fziKLEwEhQGzwdJMSh5B/6F67RBBMTrAjR8bdbDKP1N5j0eL4JKVMLz3ebF+NcXlf61u9OfySToKoEGBbWMtuCFFxmaUO+kB9/5TxoJJG/wmxynxBwknUVNGQ0A8hFnK1B9o88ohI3iFAAQ/0c5ltcpd7F5z+xoyDgxzS/IlZU6w3zcW7+eeBhwCBhH8EEc3iGOwVL8S9+WUoUEtp83H5X2MExDbn2j6zpLDtEDsPFaZzMFygFXbA0Zz4SVGA4HfBduxD5HzlXFg/2Q94BRYExG3GiXCP7YCvwgrqTPWHbH16CycLHVv/DL890qkS/i6Efy+ejt3o3vsC8id/7aSOKYvPUWAwZ84cHDyYWIbzuuuuw549ezB9+nR2PxAIsEBh2rRpePfdd1FYWMjaF2PR1dU1oLyQRRYnG7xSD46Xh0sJSSCKkGsGZsLSdTj0eg+gofd95t6XCjRJdbg2JwwMiFiYbnVOzoHUpy/ntH3dCQMQ20MYBk3GpBTYYPsAM0p+GqcNoFEUYFzeDTjQ9a84CeWcqmPQ5HXA250LUUwQIHACSuZsBC9PLk1NGZNIhwJxLWaX3Yfa3rfQZPuoT1TIrJkIHjx6PPv6WhhVMjNK+OlAWzSDclg7Cu8WfEU6DxFHyfCq2hkS8au6Fjw+ppIZAFHwM7noDlT5LkCrY41U+pHnocS4KGHm5HjgbFqbpttCgKPxE5aFCn0PCP3TCVVL1PuBSj6Oac3o/gqVIfCZgIi4rrYtKbYQYa9dAcv4KyBTRPljWXyxMWwcg0cffZSVGiIg/QLKMNDjNPlPmTKFERNpm0iWYOvWrYyAmEUWnyUoDaovPxWOhtUpMgcijBXJSwWJLIT3tD+BNue6DNlwHPMoSASl3JQ2dU+BACn7RZCrrWGr8nhNgESQ9mrzHmE9/DWF34p7tiLnbGgUhaxUYfUekMbjV+HMr+zG8teWwu0U+6wCOI7+5mCuPooRp6dQhGQQWIdCBBQcjM69EqMsl7PAgI4nEqRQ54Lb38IeY216oojGI4dZmyJ9XmvMC8CJIYgJJILp0+wNhrDR7sKpOVGBItpPbMvfiUDIRwGOmD5bRUFQ1UTsvO33UDYboWo1sJKPZ3Q3Qvrod4I+B2pFPJnwdEmmTakgCgH4eo8MSwtuFl+ywIAyArEwmUwsAKislH58s2fPRnFxMe6++27cdtttWLlyJXbt2oWHHx6iyloWWQwjLOMuhat1C4SAK2FwYB53CeSa9A6BERzreS0cFCCj/nyawPXKxGp5JYZFqGc1+OTZBtomlgRGKoZlpqXMGjkzfQCBWROPtlwFlSJebjhfN43dqB1SFIOs44Kr4TBxXgibltuwYw25RArIKQzAMOVVFEza3a8boT94Rs7UKUsHHgvpPMjiHRNJcVCpifFF4ICS+T9F64ZH4ek9iqOa6pQKfnRWdjriA4MTDcoW8fJ0ZVIOCq103czXzWDkUW9pL/yliUtW1AFzsvkF6Uts4c0yNZLK4guBkyaJLJPJ8OSTT+Kee+7BJZdcwgKGJ554IitulMXnAgptHsoXPYiOnf9gbWURyFRGmMdewrQMMkVI8DNL4szBQcarGREvEQyqCpQYTkOLI5FHBM+Ij8QH6I+xedexVHm7c31GAkLEVfi0/k6UmZawertKHh8g9Jcg1htlWHyJhd3Y60URm5v9sKYWXESupgaTim7H8UCuzkHZogfh7D4EtKVp9aTPBCcP1JLYse2v8HTtTbcljFWSYiLPyTCt+C5saX4gXEqJtGFK3BIydiKS5smG2jLQqGoAOBnUOSNPxnCyOEngxC9IqOd0OlnZgcoPen0ac5AssjgOBFwd8DtbwMvUUFtGMf7BYNDr2c/06zNBhAA3tfgHbNWYqjRxpPsl1t4o6SVIMKlGoabwtj553ESwe4/hcPdL6PbsynhMtGqfXfYgNIrBtbkFQk7saPsDE2GSJjU2elbWINOfKsvFbMzDufL90eEGNPn8ScMeeqevFuXivLyBxksnAtaj76Nr17/TbMVBnTsOpQvuift+USBHxlxtjvUIih4mYkWtsBbNpJOfLQij+dMH4enenzh7wPEwlC9E4YxvfhZDy+IEzaFZE6UsvnQI+V2w169k1sYhvwMKXSFMVUuhLz1lgHphIih0Bew2VEiywpkhTzeNtdKZ1KNSbkcryjF516LKfDF6PHuYDLNeWcGyCelgVI9kPgiUDcisrCGwCWpfx98wo/RuDNbDYVbpvczpkMiUIcEHvaocRfp5AzIOw4Xz8nLw5+aO5GPiOCzKiS9PnCjQZ289nLzsE4GueBYKZ90+IOikgIyyNXT7vKBw5rfR9Ml9CLolIysJUgZKZRqB/MmJO9Wy+OIiGxhk8aVCwN2JZrqIeXr6LmIhr5UJzNjrV6H4lB+f8J5rvaoiI+LfrNL7YNYMziJaIdOiUD970GOilT9lJLpc21IK/ERA23R7dsIT6GDdCYOFSV3NbicDC3MM2Ofy4BOrI87lgQ9PX98pL4L+JEn/Wo+8h6AneZtmZGQKfeFxfQ99QgC9QRfUvBI58hPbDUDcmvLFv2YiX/a6VQj5bJBr82AcsQSGilOzGgZfQmQDgyy+NKCqWNvGPyDo7e23Mpb+9nTuRc++/yBv0ldP6DiILFdsWIAWx6cJ+/Ipxa5XVQ46KDheTCy4BZubH4DL35Txa5z+piEFBicTPMfhW6UFmGrQYlm3DfUeH+Q8h9kGHc7Ny0F5WMPgZJQQuvc8l35D5psxtAquLejGKz2bsNpxAAFmtQyMURfhcstsTNIOzup5MKBWxJxR57FbFl9+ZAODLL408PUehc96LMUWImy1y2EZf9kAxnhnix9r37Niz0YnAn4RheVKnHJWDqbM14MnA5pBYmze9bD7asOiPbGTgGTXPKXwOzjZoDT13LJf4ljvG6jt/W9Gr0moh/A5BNXf55kM7PZZgNQBu/Y8n9nGYgiavPH/396dAEdRrXsA/09nJjPZ940EoixBkFUQEAN4EQTFpyLyuF4XfM/njlqKK1qioNcdLRXLwuW68cRCtLwoKIpcnxgR2VVECAIXA1kI2ZOZzGT61XeSaTLJZJJA1sn/VzU1Sc8kaQ7T3V+f853v4GSCgof//AiFrnK4632m9tnz8Pcj/8S8pKk4NyKj1b+XqCEGBhQwqqQefTNLBus1drWokSxk45H9cyXeefqoWqzGXfejOfsdWLk0D79tKcdf70xudXAg6x6MSVuEnNJvcLjkK1WK16JFIDVyEnpHTYPV3LHz0T1k5UVJjmzJLAUZDomynmgnalr5n1lSA7n5N5o0mG2xCE0e2eq/IT0FDYOC+uW1l+VvwKiw09TwAtGpYGBAAaQlFfw976vlsLuxfEku3DUnCvUIz9e//FiBTetKMH5668vQSrJdevRF6tFVVFQfRbHdd/XShiRHIrf8O1UPIRBWz5SLt9zZW0ITENFnopry2FaclcdqF0mq695vimYOQcr4+1u98JDd7VTDBw2DgvocugtZ5dmYHDm4Vb+bqCEGBhQwQhMGo7CZwEBOzMFRJzL5d24sg6PKfzJe1ppinDMtqtOmi7Ulu0syy1vuQPFqNYe+u/7bZRntvG2v1ZYnVhdjGd93o3D3CsQNvhIxGbJs9qkLska0qBhQ6oRHYY1sfS6AJBp6cgqa3AdoOFLdYGUpopPA9TIpYFijT68tyNLk3ZhJFSqqn0X9534HmpvBeDzfBXtlK1b+68IsWutqgFQ581Bd4734WXdSsOsftd38Qi7c6uKq1wYHvy5XM1XagkyF9U9DSMIQWKNOLkEwRLM0+x4ZUgjhMAK1AQYGFFCSx9wJS6gni77uLrcuUAhLPkslHtbXgrIGde/rnnfMDUVYT0OIuXWzDOovEd2duKoKUXpQ1mxoev+P71nVqroT/ipnRvWb3sSrJjUTIW6w75VnWyLaHIb+1iS/q27IMMO48I6ZIkqBjYEBBRTPnOuEEf8DW2wGLOEpCE0cjuSx9yB53PxGBWX6Dwv1mzMmPehp/a2w2gLjUJGx7QHxf2vx+2XlQWtQ243Fu10OlB/ZjNKD36Cy4NdGF2XdXaPG66UOxakWZa04urXZnBMp2iPJqG0hfug1iB5wiYxX1W2pvYwH2WLQa/wDXgmvJ0OmJDZd3dGEsWH9kBrc8vU8iJrCHAMKODIVUSodyqM5g0aFISbRjJJjLmNGQn1ybZp0SceU0u0osiZDTeIt+C3/H3DD/8IGkjjZ2kQ5X+QiX5z9OY7v+Qi668TfNIcmIHHkDQiJH4yifatRsv8LVUBHroCWiF6IybhUJQqeTI6DBCG1CYH+ewTc9fbH3/4XOl1w6TriLBZYfMxSkXaKH/I3xGRcooISt6uqLjAd2iZtODysD+YlTcGy/H+hWnepnALpzZGegjFhfXFrUsevpUCBiYEB9WhBQSb814O98ObiHJQcrzFqz2gaVKBwwV9jceaYwFubQ6ZNSoBwqHgN/ij6GG7dVe/uunbKZ3L4uegT1VT3eOsU7/0nCnd/0Gi7q/IYjnz/JKwx/eDIPwhk9wayhwOVNjgtLuSn/wv26X8iMfOqVv/N4MjU5hMCTVKFMNnvW7JKyvBJfhEOO2qXQA7RTDg/NgpXJMTCFtT4gh8UHI7I9EloD5kRAzEq7HR8X7YPR53FCNWCMTa8H9LYU0BtiIEB9XjxKcG4a0k6dmaV4dfNFah2uJGSbsWY8yOR1LtjquZ1Vk2DvrEzkRp5Hg6XfI3c8u/V0sqy/HOfqAtUCeW2uNOVKYLH96xstN1VY4bTaUWwxQ5H3kFgw9lAsadAkQlwWoD9aSh9rRIhkbsQMWyYzzt5+/G9qJQVMXU3bDH9VY0A2e/QpBGqG19KYvscUjBpas0Cs7XpmhKrC4qwPK/Qa2y/yq1jzbFi7C6vwiN9U2GTKLIDSYLhlKgzO/RvUs/CwIBI7i5tGs6eHKUePY0sr9w/brZ6tIeKI5uhu6VHolZpeSx2/Hoe/jg0DG7dDE1z4YKwn5BS7lRj5V50Ta2ZnL90C35+xoa91bmqpPTQ0DQMMYUj78cltdUujamINTCHxCNl3Hw1SyVp9DwcyXqybkZCvd4Dk4Yga5TfBYDyq53437zC2t1o8Jr8pgN2B9YeK8bMRN6tU2BhYEBE7colOQOmIHXRLipJxGfrb4TLZYGu104J0dxAYpkszdxEHoGuQS8B1mStx4G6/L21JTsR56zGNVW5iFfvOXHRd9mPI2fjYvSe/AxCE85E2sRFKNqzChW529Ql3qRZENFnEmLPuFwlqzZlQ1Gp35JZsn3d8RIGBhRwGBgQUbuSEsCeioDf/Xi5V1AgolAFczMrPtZoOlJzNGQPONHzUGQ2463Th+DOvVthrT+1RHerhMKSP75E/JCrYIvpi5Rz7oXbWQW3qxJacG0xorLD39dWQ3SWIzgiVa0WKEmQnkTHow5nsxM1i1w1cLp1n8mIRN1VYMzBIqIuK7zXGJiCrCgsSsaxojSvoEC4W3AaMumAq8FtjNukodQcjB3RPuoyqAv/Rq9NmiUE5pA41DhK8e/196Fgx+uoOrYb1SWHUJ6zCUc2Lkb+9mXGFMqQIM1v3QAh/5IAKXFBZGBgQETtSi7IcudeXOq7sFIxQlGBYL9355puwt4M3wUnfo5SgwmNyHRBX8mKRzc9B1fVMc+WuqfaYKDs0AaU7F+rvh4XGea3H0NOnuOiwtWyz0SBhIEBEbW7qL4XIC7D9zx7HSb8jLQm785rTDp+z6hBQaKvmQUmOIJ8jYiaYAlrPA3RXvg7qksO+p3GWLTvM9VrMDQ8FP1CrD5PkrKvMnpwSUJg1bggEgwMiDqYFN6R1f6qy460STne7mLoX86GJdj35X83euEXpHqfleqec9LcWDnb4fPnNN2NJHuFj1d0FYw0VFnws5+1NGrV2IvgLM9VPQEPpPfCwFCbsTueQZDQIA33p/dCui1wp7NSz8XkQ6IOIglxhbs/VPX79Rq7UfkvJuMyRJ42uduuYNhS1hANmTOiseETXysAmrAZfRE7dQAGBeXBmVeGoHAr/hxpxevxW9SsRV8kz2DM8aONfpckEUb2mdj4B1Qg1pJ2ru2diDAHYWHfNOyvtGNrmaxwqKtgYGxkOBMOKWAxMCDqoF6CnO8WwdGgG1tq9UsSnKsyH3FnXolAd/7sWFRV1GDTulJVXVKVHqhd7BDjp0ch89p4aNrpxvsTdB1jcovwY8V+n79vCqLRV7fChTL1vWYJUz0FsQMvb7QuhrDFDTRmSDRFs4TDEpbkta1fqE09iHoCBgZEHaDkwDo4ig80OSu+aO+niOg9AcGRaQhkmmbCJf+diPEXRmP7d2UoK65BZEwQRk6IQFxy4yWDpTv/zuQLsLZ4F9aU7EShq1xt72WJxn/EjMR5EYOAflfCWZGvLvhyQfcVEHiEJg6DOTSxNvnQ5zCOCVH9pvn9HUSBjp9+og5Q8sdX/lf6M2koOfiN30p8bc1Zkaem9NU4ylShn4g+E2C2xXRYGeqp/xnXovdqJg0zYkbgwujhKK6phEwijAoKqTf0YkJwM+sdeEipZKlpkPN/j8HtrKyrYVj7O+T/JyRxGGIHzjzJfxVRYGBgQNTOZIqcDBX4f5NbJbx1zP64UbDzbZQeWFevlLAbhbtXIPaMWYiRbvgumO8gvQex5rBT/j3WyN7oM+U5lBz4CmX//s5YBTH69KkITxsPk+ZdZ4Gop2FgQNTO5CJrMtu8lhtu/CYNWnBoh+xP4a8raoMCUb87Xddx/LeVapw+ul/brKrYVZlt0YgbNFs9iMgbpysSdYCItEz/0+R0NyJSz2n3/ZCVDkv2r/H7nqI9H3stekREPQsDA6IOED1ghlq8x+chZ9Jgje6rlgtub5V5O5q96NdUl8J+fF+77wsRdU0MDIg6QHB4ClIzH0aQrW5ZZ1ltsK4HISRuEHqNf1AlxnVELYW2fB8RBR7mGBB1EFvsAJw27RVU5G6Ho/gPmIIsCEsaAWv0iXn77U1WEWzR+8JT2n1fiKhrYmBA1IEk4z2812j16Ay2uDPUGgJq3r+vJYJMmurBsLRw+h8RBR4OJRD1sBkSSaNvq52S13DoQmZGmEOQMOL6zto9IuoCGBgQ9cAhjbTzHkdY8qgT6waYgtQc/t5/+TuCI3p19i4SUSfiUAJRD2SNSkfKuPmq+p9MYQyyRkIzcy0AImJgQNSjaZZQ9SAi8uBQAhERERkYGBAREZGBgQEREREZGBgQERGRgYEBERERGRgYEBERkYGBARERERkYGBAREZGBgQEREREZGBgQERGRgYEBERERGRgYEBERkYGBAREREXW/1RV1XVfP5eXlnb0rRERE3Yrn2um5lgZEYFBRUaGeJ02a1Nm7QkRE1C3JtTQiIsLve0x6S8KHLsDtdiM/Px9hYWEwmUydvTtERETdhlzqJShITEyEpmmBERgQERFR+2PyIRERERkYGBAREZGBgQEREREZGBgQERGRgYEBERERGRgYEBERkYGBARERERkYGBAREZGBgUEAeeyxx3DNNdd4bTt8+DCuu+46jBgxAhdddBE2btzYafvXHZSWluKhhx7C+PHjMW7cODzwwANqm0dRURFuv/12jBw5EpMnT8ann37aqfvbHTgcDixYsACjR49GZmYm3nrrrc7epW4lLy8Pd9xxB8aMGYMJEybgySefVG0qeHyfmhtvvFEd4x67d+/G7NmzMXz4cMyaNQu//PILeiIGBgFi27Zt+OCDD7y2SVHL2267DfHx8Vi1ahUuvfRSzJs3D0eOHOm0/ezqFi5ciD179mDZsmV48803sX//fjz88MPG6w8++CDKysrw4Ycf4pZbblGv7dq1q1P3uat75pln1An2nXfeUe37yiuv4Isvvujs3eoW5BiWoKCqqgrLly/HCy+8gA0bNuDFF1/k8X2KPv/8c3z77bfG95WVlSpQGD16ND7++GMV/N90001qe48jJZGpe3M4HPqMGTP0OXPm6FdffbWxPSsrSx8xYoReUVFhbJs7d67+0ksvddKedm3SToMGDdJ37NhhbNu2bZvaZrfb9UOHDukZGRn64cOHjdcXLFig33///Z20x92jTYcOHapv2rTJ2LZ06VKvzyk1LTs7W33mCgoKjG2rV6/WMzMzeXyfgqKiIn3ixIn6rFmzjON35cqV+uTJk3W3262+l+epU6fqq1at0nsa9hgEALm7HThwIM4991yv7Tt37sTgwYMRGhpqbBs1ahR27NjRCXvZ9cnCIq+99hoGDRrktb2mpkYtPiLtmZKSgrS0NK/23L59eyfsbfcgvS8ul0vdfdVvM2lLWRiN/EtISMAbb7yhegUaLqHL4/vkPf3006qHpX///sY2aU9pP1PdIn3yfNZZZ/XI9mRg0M1JV7cMIUgXd0MFBQVqJa364uLikJub24F72H3YbDZMnDgRwcHBxrZ3331XBV2xsbFNtqeMAZNv0mYxMTFebSoXORkjLy4u7tR96w4iIyNVXoGHBFPvv/++yn/h8X1yfvjhB2zZsgW33nqr13a25wnmel9TF2S325u88MjdxCOPPKKS4RreUQgZl6x/QhbyfXV1NXqq5tqz/t2XnIDXrl2r7tgE27P1mmozwXZrvWeffVYlyH300Ud4++23+XlsJQlIJc9FzptyI1Afj+8TGBh0cdK9de211/p8bf78+aqbe86cOT5ft1qtje7K5EPe8IDoSfy159KlSzFlyhT1tSR6Pf7446onRjLpPe3Z8CTR09uzOU21mWC7tT4okAROSUDMyMjg8X0SJPF1yJAhXr0wHjy+T2Bg0MWNHTsWv//+u8/XZGqiZHvLOJhwOp0qUJDxXMm4TUpKQnZ2ttfPHDt2rFF3WU/irz09ZDaCZNLfd999mDt3rrFd2lParz75XnoayDdpM5niKXkGZrPZ6LKVk610k1PLLF68WA0ZSnAwbdo0tY3Hd+vJeVHayJPz4gkEvvzyS1x88cU+j+/EHtieDAy6seeee051jXu899576o5YtsuHWebiSmKivMcT9W7dulUl2JBvn3zyiQoKpKdA5ofXJ3PFc3Jy1JhjcnKy0Z6ynXyTRE4JCCSBS6aBedps6NChKtmTWnaXu2LFCixZsgTTp083tvP4bj05R0qQ6iHnSnHPPffgp59+wuuvv66mgUrioTzLNPCbb74ZPQ2PzG5M7hjS09ONR1RUlDpByNdyMpaCKJJFLxe5ffv2qZOIzLm/4oorOnvXuyTpll20aBFmzpyJGTNmqDtbz0N6Ynr37q2GFe69916Vbb9y5Up89tlnuOqqqzp717uskJAQXHbZZXj00UfVZ+/rr79WBY6aGs6hxsnFr776Km644QZ1wa//meTx3Xqpqale58ywsDD1kK8l6JJiZk888YTqiZFnyTu48MIL0dOYZM5iZ+8EtY2XX34ZmzdvVlGxx6FDh1QlP+lJkA+/VKCTqn7ku5vx7rvv9vna+vXr1TTFwsJC1Z5ZWVlqCOGuu+5SXZDUNDm5SmCwbt06hIeH4/rrr2/UG0O+ycX++eef9/maDInx+D41nqqHTz31lHqWwGrhwoUqIJPZSFJNVqaE9jQMDIiIiMjAoQQiIiIyMDAgIiIiAwMDIiIiMjAwICIiIgMDAyIiIjIwMCAiIiIDAwMiIiIyMDAgIiIiAwMDIiIiMjAwICIiIgMDAyIiIoLH/wP2GMJ68vV3sAAAAABJRU5ErkJggg==", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# MDS\n", "\n", "# YOUR SOLUTION HERE" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "(Optional) Feel free to try UMAP as well! It's a new dimensionality reduction method that is getting the most popular." ] } ], "metadata": { "colab": { "collapsed_sections": [], "provenance": [] }, "kernelspec": { "display_name": ".venv", "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": "3.12.10" }, "nteract": { "version": "0.24.0" } }, "nbformat": 4, "nbformat_minor": 0 }