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@dianachua
Created October 20, 2020 10:05
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Created on Skills Network Labs
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{
"cells": [
{
"cell_type": "markdown",
"metadata": {
"colab_type": "text",
"id": "MZAG7z9epROc"
},
"source": [
"<a href=\"https://cognitiveclass.ai/\">\n",
" <img src=\"https://s3-api.us-geo.objectstorage.softlayer.net/cf-courses-data/CognitiveClass/CV0101/Logo/SNLogo.png\" width=\"200\" align=\"center\">\n",
"</a>\n"
]
},
{
"cell_type": "markdown",
"metadata": {
"colab_type": "text",
"id": "L1r_4lmwqDMA"
},
"source": [
"<h1>Lab - Image Compression and Color Quantization using K Means Clustering</h1>\n",
"<p><b>Welcome!</b> This lab is about compressing the size of images using a technique called K Means Clustering. We will compress images using K Means Clustering in the Python Programming Language. After completing this lab, you will:</p>\n",
"\n",
"## Objectives\n",
"\n",
"<h5> 1. Learn to download and read images using OpenCV </h5>\n",
"<h5> 2. Know about image compression and its Importance </h5>\n",
"<h5> 3. Compress image sizes by up to 90%!! </h5>\n",
"<h5> 4. Compress images using a technique called K Means Clustering</h5>\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"<div class=\"alert alert-block alert-info\" style=\"margin-top: 20px\">\n",
" <br>\n",
" <br>\n",
" <h2>Table of Contents</h2>\n",
" <ul>\n",
" <li><a href=\"#ref0\">What is an image comprised of?</a></li>\n",
" <li><a href=\"#ref1\">Image Compression and its importance</a></li>\n",
" <li><a href=\"#ref2\">What is K Means Clustering</a></li>\n",
" <li><a href=\"#ref3\">Compressing Images using K Means Clustering</a></li>\n",
" <li><a href=\"#ref4\">Exercises</a></li>\n",
" </ul>\n",
" <br>\n",
" <p>Estimated Time Needed: <strong>1 hr 30 min</strong></p>\n",
"</div>\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"<hr>\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"<a id=\"ref0\"></a>\n",
"\n",
"<h2 align=\"center\">What is an image comprised of?</h2>\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"<p>The basic building block of any picture is a pixel. If we zoom in on any picture, we can start to see the pixels and the pixels the image is comprised of.</p>\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"<p>Let's start by downloading an image of a bunny. We will use the same technique to download an image as we learnt in the lab of Classifying Images using IBM Watson Visual Recognition in Python</p>\n"
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"# importing OpenCV and urllib for downloading and displaying the bunny image\n",
"import urllib.request\n",
"import cv2\n",
"bunny_image_url = \"http://s3-api.us-geo.objectstorage.softlayer.net/cf-courses-data/CognitiveClass/CV0101/Dataset/bunny.png\"\n",
"urllib.request.urlretrieve(bunny_image_url, \"bunny.png\") # downloads file as \"bunny.png\"\n",
"im = cv2.imread(\"bunny.png\")"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {
"colab": {},
"colab_type": "code",
"id": "HepNP_F369Pu"
},
"outputs": [],
"source": [
"# loading standard python modules\n",
"import os\n",
"import math\n",
"import matplotlib.pyplot as plt\n",
"%matplotlib inline"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 323
},
"colab_type": "code",
"executionInfo": {
"elapsed": 2279,
"status": "ok",
"timestamp": 1555278102923,
"user": {
"displayName": "Sacchit Chadha",
"photoUrl": "",
"userId": "02325912782123101459"
},
"user_tz": 240
},
"id": "DOpoC4FZ4ipy",
"outputId": "3d6da700-df8b-4b55-8697-603f562a870e"
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Original size of bunny's image is: 630 Kilo Bytes\n"
]
},
{
"data": {
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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"# We read a bunny image here and display it\n",
"img_corrected = cv2.cvtColor(im, cv2.COLOR_BGR2RGB)\n",
"plt.axis('off')\n",
"plt.imshow(img_corrected)\n",
"print(\"Original size of bunny's image is: {} Kilo Bytes\".format(str(math.ceil((os.stat('bunny.png').st_size)/1000))))"
]
},
{
"cell_type": "markdown",
"metadata": {
"colab_type": "text",
"id": "A3gRyd2v-8gn"
},
"source": [
"<b>What is a pixel?</b>\n",
"\n",
"<p>To form any visible color, we need the three primary colors (i.e Red, Green and Blue). Mixing these colors in various proportions provides us with all colors of the visible spectrum. Interpreting this in the computer's technology, each pixel is comprised of 3 channels - i.e. Red, Green and Blue. Each of these channels has an intensity value that ranges between 0 - 255. From combinatorics we know that the total number of colors we can represent in each pixel are 256 x 256 x 256. Since each channel in a pixel can have 256 = 2^8 possible values, each channel requires 8 bits of memory to store in computer memory. Thus, each pixel requires 8 + 8 + 8 = 24 bits of memory for storage</p>\n"
]
},
{
"cell_type": "markdown",
"metadata": {
"colab_type": "text",
"id": "gFbGCFSWypxw"
},
"source": [
"<p>Now, let's focus on the bunny's image. The image has a total of 209960 pixels and since each pixel required 24 bits to store, the image has an original size of 209960 x 24 bits. Doing some math magic, in Kilo Bytes this is equal to ((209960 x 24) / 8) / 1000 ~ 630 Kilo Bytes</p>\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"<a id=\"ref1\"></a>\n",
"\n",
"<h2 align=\"center\">Image Compression and its Importance</h2>\n"
]
},
{
"cell_type": "markdown",
"metadata": {
"colab_type": "text",
"id": "rbXYO1Sq9Kcr"
},
"source": [
"<p>Image compression is about compressing the size of images. This is important since we can store these images more efficiently and save space, bandwidth and time of the computer network. Further, this would also save money to store images on computers and phones since a lot more images can now be stored (due to their compressed size) with the same amount of storage space. We will compress the size of the images using a technique called K - Means clustering.</p>\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"<a id=\"ref2\"></a>\n",
"\n",
"<h2 align=\"center\">What is K Means Clustering</h2>\n"
]
},
{
"cell_type": "markdown",
"metadata": {
"colab_type": "text",
"id": "81MAhehlzUez"
},
"source": [
"<p>As the name suggests, K Means Clustering is a technique by which we can split a bunch of data points into various clusters (specifically K clusters). The data points are clustered together based upon a certain similarity. K here represents the number of clusters the data points are split into. The \"Means\" in K Means refers to finding the centroid of each of the K clusters. Run the code cell below to see a visual representation of running K Means clustering technique on a bunch of randomly generated data points:</p>\n"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 260
},
"colab_type": "code",
"executionInfo": {
"elapsed": 1083,
"status": "ok",
"timestamp": 1555007015838,
"user": {
"displayName": "Sacchit Chadha",
"photoUrl": "",
"userId": "02325912782123101459"
},
"user_tz": 240
},
"id": "u4fIWzBT_GxH",
"outputId": "1eea733c-7e00-4ccf-9d3e-e60038cb6608"
},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.image.AxesImage at 0x7f7e905639b0>"
]
},
"execution_count": 4,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"k_means_url = \"http://i.stack.imgur.com/cIDB3.png\"\n",
"urllib.request.urlretrieve(k_means_url, \"K_Means_clustering.png\") # downloads file as \"K_Means_clustering.png\"\n",
"k_means_im = cv2.imread(\"K_Means_clustering.png\")\n",
"k_means_im_corrected = cv2.cvtColor(k_means_im, cv2.COLOR_BGR2RGB)\n",
"plt.axis('off')\n",
"plt.imshow(k_means_im_corrected)"
]
},
{
"cell_type": "markdown",
"metadata": {
"colab_type": "text",
"id": "wrLPNGJV_Yky"
},
"source": [
"<p>To perform K Means clustering we have the following steps:</p>\n",
"<0l>\n",
" <li>Initially choose K points amongst the given set of data points. These K points represent the centroids of the K clusters</li>\n",
" <li>Next, assign each data point to the cluster whose center is nearest to it</li>\n",
" <li>New centroids are calculated for each of the K clusters based upon the data points that are assigned in that cluster</li>\n",
"</ol>\n",
"<br>\n",
"<p>Step 2 and 3 are repeated until the centroids stop moving or the defined number of iterations are completed. </p>\n"
]
},
{
"cell_type": "markdown",
"metadata": {
"colab_type": "text",
"id": "4VvRW8kODn77"
},
"source": [
"<p>For our use case of image compression, our data points are the pixels in our image, and we are trying to group pixels of similar color in K clusters (for e.g. K = 8 clusters) i.e. 8 different colors. Thus, instead of each pixel originally representing 256 x 256 x 256 colors, each pixel can now only represent 8 possible colors. Therefore, each pixel now only requires 3 bits of memory for storage (since 2^3 = 8) instead of the original 24 bits. This technique of breaking all possible colors of the RGB color space over K colors is called <b>Color Quantization</b>.</p> \n",
"<p>The K centroids of the clusters are representative of the three dimensional RGB color space and would replace the colors of all points in their cluster and thus the image will only have K colors in it.</p>\n"
]
},
{
"cell_type": "markdown",
"metadata": {
"colab_type": "text",
"id": "SaPS5EliefSo"
},
"source": [
"<a id=\"ref3\"></a>\n",
"\n",
"<h2 align=\"center\">Compressing Images using K Means Clustering</h2>\n"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {
"colab": {},
"colab_type": "code",
"id": "H_Vyp9Vgk-fc"
},
"outputs": [],
"source": [
"# We are using the sklearn python module and are importing the in built KMeans\n",
"# function from it\n",
"from sklearn.cluster import KMeans"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {
"colab": {},
"colab_type": "code",
"id": "lvhi3kP0lrBt"
},
"outputs": [],
"source": [
"# we import numpy here to transform image dimensions\n",
"import numpy as np"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {
"colab": {},
"colab_type": "code",
"id": "Z6MQ-dn_l_9D"
},
"outputs": [],
"source": [
"# Extracting num_rows and num_cols from bunny's image (stored in im variable)\n",
"num_rows = im.shape[0]\n",
"num_cols = im.shape[1]\n",
"transform_image_for_KMeans = im.reshape(num_rows * num_cols, 3)"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {
"colab": {},
"colab_type": "code",
"id": "lGiYalDDtAuV"
},
"outputs": [],
"source": [
"# Perform KMeans to compress image, here K = 8 clusters\n",
"kmeans = KMeans(n_clusters=8)\n",
"kmeans.fit(transform_image_for_KMeans)\n",
"\n",
"cluster_centroids = np.asarray(kmeans.cluster_centers_,dtype=np.uint8) \n",
"\n",
"# labels represent the label of each pixel and which cluster it belongs to\n",
"labels = np.asarray(kmeans.labels_,dtype=np.uint8 ) \n",
"labels = labels.reshape(num_rows,num_cols); "
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 289
},
"colab_type": "code",
"executionInfo": {
"elapsed": 1712,
"status": "ok",
"timestamp": 1555278199443,
"user": {
"displayName": "Sacchit Chadha",
"photoUrl": "",
"userId": "02325912782123101459"
},
"user_tz": 240
},
"id": "Ngjw_z73tIcc",
"outputId": "9237017d-5ebd-40a0-8492-4504cd544026"
},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.image.AxesImage at 0x7f7e90550b00>"
]
},
"execution_count": 9,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"compressed_image = np.ones((num_rows, num_cols, 3), dtype=np.uint8)\n",
"for r in range(num_rows):\n",
" for c in range(num_cols):\n",
" compressed_image[r, c, :] = cluster_centroids[labels[r, c], :]\n",
"\n",
"cv2.imwrite(\"compressed_bunny.png\", compressed_image)\n",
"compressed_bunny_im = cv2.imread(\"compressed_bunny.png\")\n",
"compressed_bunny_im_corrected = cv2.cvtColor(compressed_bunny_im, cv2.COLOR_BGR2RGB)\n",
"plt.axis('off')\n",
"plt.imshow(compressed_bunny_im_corrected) "
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 51
},
"colab_type": "code",
"executionInfo": {
"elapsed": 578,
"status": "ok",
"timestamp": 1555278628447,
"user": {
"displayName": "Sacchit Chadha",
"photoUrl": "",
"userId": "02325912782123101459"
},
"user_tz": 240
},
"id": "CfRDgUUKgJP1",
"outputId": "3b4d1e37-2071-4ebb-a8d7-359d408e7d8f"
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Compressed size of bunny's image is: 48 Kilo Bytes\n"
]
}
],
"source": [
"print(\"Compressed size of bunny's image is: {} Kilo Bytes\".format(str(math.ceil((os.stat('compressed_bunny.png').st_size)/1000))))"
]
},
{
"cell_type": "markdown",
"metadata": {
"colab_type": "text",
"id": "afwxfotz1SmS"
},
"source": [
"<p>Thus, we see that we have compressed the bunny's image size to <b>48 Kilo Bytes</b> from the original <b>630 Kilo Bytes</b></p>\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"<h4>Woah! We have compressed the size of the bunny's <b>image by **92%</b></h4>\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"<a id=\"ref4\"></a>\n",
"\n",
"<h2 align=\"center\">Exercises</h2>\n"
]
},
{
"cell_type": "markdown",
"metadata": {
"colab_type": "text",
"id": "adpNDQxU2TN6"
},
"source": [
"<h2>Exercise 1</h2>\n"
]
},
{
"cell_type": "markdown",
"metadata": {
"colab_type": "text",
"id": "iTREx9FN2Yja"
},
"source": [
"<p>Below, I have provided a few pictures for you to play with. Feel free to use K Means Clustering (try it out with different values of K) to compress an image. Notice how the image size varies when you increase the value of K.</p>\n"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 331
},
"colab_type": "code",
"executionInfo": {
"elapsed": 1872,
"status": "ok",
"timestamp": 1555280725030,
"user": {
"displayName": "Sacchit Chadha",
"photoUrl": "",
"userId": "02325912782123101459"
},
"user_tz": 240
},
"id": "4WhRni9-5194",
"outputId": "eaf90f71-3d75-46b8-a6c6-3ee58429ff08"
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Original size of fish image is: 865 Kilo Bytes\n"
]
},
{
"data": {
"image/png": 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oNbCBuCkH8KbOcr1iFosViA2Dj03mKEIKBIbuQvPOfDiQdwfqtTLlMgC1Tt4daKsjruTDjvYcmIWYD0DSSUUpOVgJc6f1TnaPA8wcTRI4gQtmjY6RUqEc9ugVSlEu1wuMnhpy4A/quE0si49+dSGluG2TZBAfN2hUOeKgRI+ODzzO+2urxq3cV0UG3RZfqwF4eQc1aI3yorT0e9599cg/nBNdD+SkWIsDVdNMV0PyBM2gEAdGB7VOXxvPnz/z+O6RXQGvDV9WZF2QHpdR7eMysXg/c9A19C54ykSDteG2sp0/s376HnYLzHfMxzfsU0LrFXwlTTukT2AN6Ru2bdA21Bbuds7+yxNfvEls20pvnfWyUKvjuwOaC8/f/Y7+7FiSgZQr9IZLY5kyD//yXzL/8tf8+PGFvm7sBJbNqDhlLrRa+fTjJ2S+5/T+ASuG+YQtGZkK3peoaH/OJp9yRhC6dTCn99GPO6/ctIqSNG77261uCvv9xG7OHGalSOfhtOeHlyubdUrSsSiCl51KAYkTujbBydEO54Z3qLYjTQ+k3R21wXJesS167jzNA/QJTrv1jhOHUXcLykmEMu+Y9vug4TxKb5EEouMmjkPNb4t0nPo2esugCqMv/ukh8TOMntjdEdFYqICmjPRKKYW7+0ee/UyvDVNDvTPR2Ren24L2huWF1S40LNqdrOQpkYoARpTEDhaMQFKNTehBezWE1jvruqCilEkp7ux0h6WObVf6uNGSCL02Vt8G4NZQhZScJI6mG9AYrAQENkOSwBxwukVLJkh8MY6I4z3aO9VEa53oRhwxUBR3w54+s79/5lRmPi+dnEpgLQJ1deb9IfaCG5pirfVuWA08YltXPn38xBfv72htxeqGLwvSGt7j/btJKDJKkCKj4rE4sFUyuNNq5/z8GdlW9o+w0xNTu2Cbk6aMmKHZsdHWRdXWyMmAAJFFO1MJxqS6cLaN7ktoCFRIc2FqBTanto6qsKlS3rzlm1//OZ/OC9YCIVyvC0K0bLULabqj64HP55Xdl878OHOtZ/Kx4D2z8x1L/5k3uYoGgIKEUCRleu/jJm+oQ8nxd2ncypREOUzMx5nDcWI/KVkqZd7zeS68rAuiUESD6015lPDGtNvRm7NWYZoLmnwIMo6UwyOUHdu2sV3P0HsINcTwVJBpD2bkuQXYVrdA/kWRlMnzjvl4R95NeBKaOWJBhcXhFKW6dUOUgQvEZnVrqMs4GASR0bvKjZ4TVOM5Y+NroOACkhwTJ+923E9HtmXj/PzMulwRWxGFXiumiksAdhYMHpqFvEvkOaEJ3Psrc+HoH/TGIKKsAmbC9eWKN8E90zG6xYKx3qOXd2OadkhfwYytRv+vAikZKp2kQikS9FfS13Yg2olA/XMO+s4C3o8DvnfElG5GtaCVYr1ATgm3TEcovcLTDxzuv+YpOVYDB/AbHTnYu91+pi+dWhdUHSO+pm+Vl8/P3J3K6HMriuOtx0HgjhZFBbQk1AdCI/rKALlFK2fd2K5nsqxIy/hS8Lonk9A+DbDYqT3jFq1DWyvJKljF64JtC73XqDhao3jDa2etSmsrOUuAfXQ0BatkpyNf/5t/S5PMdlnpawNz6rbhHiCkyY7qhZzvWLvyw4ePPPzinrRzqlZUbXwW5Wdu8iIBLJlAjxNcNChNIfppITY/KaM5k/aF49s7Tg8zh4MyTyC2obYxT5lLygHQAdYq3lscEO4kSWxtY1kqx9Mcmy8puRyQ/ZGuSq9X+vICbSWVQnOJHhpHeieZkR08JfrWQAtSJubjiel0h8wJzelWiAyRV/wsN7pfHdyH2g1C+CIZ1+hnc06vN+Lt8dN/CWKGbQvkEKtIdiwLSOF0d0++O3G9nrH1hfX8iX5OpB4cufrQGuc0wH2nZCGJkwiFW6jL+gDc4purKr3M3D2+4/unj7R1I2el1/r6swbrIGhKzGXC2kKvhlsGSTRraDNUlJxjI6vY2MAEsHdrU8amUdVoZcwC8OpB8dVuPx2TkpCxRqTMUJQpFWq/UnQl7wq1b2ir5AS1NtwqRaN6RISegiNGNYBAc5bLlXWtZIQWzVkwIknotYZysKS4gSUOawjForvjKuS5RGvSF2hKvyaudCQfSVLI+z0qDbNO7bs40B28O23reO1DPxD4xdYMa0ZDaS5sW4W+UbcLXhfUCI5/mnjzZ3/K4Re/4Mcfn9iuC21t6GAvetvoppTdPbv9G9LuhGenLgu+vKC+oskwJShtST9vk+fDDl8qYoptHazRgxrHtUSJWgo+zfhUyMc9x8cTpzcHTqfMnDeKVFqvKJ25lFfRig0AqflAPm98qHXOlzP3LZPnQkoTeT5RdeKyNtblireVvq2YKeRM1glP+VWSmQVsFUJIM6G7A9Pxgfnugd0xk1UDrBr01U2pFWgyQ9yheK8hnnFCMEMCcVprA0jyn/rzUfOrxIasfYXV0N1EyaDSWesVc2N32LM/7VjbnvyUqdnpHze6QFKJjStOegXdhJIE7T0qEG67Ow44d8U14dMOzzu8C9pDYuxrxbaGWMJ7AJMqidoMXGJTimKmuCfMYMqKk6itklIccikFRy86OPNb25biMxPXUDY6oQgcR6SkEr9y4B6WC1oKpEDatW883t/zd09nshmKk6eZvgbjoFpAx+9UUBlVTWz0y3nh8f5EszPNbge34CmBd2oPwLSUW8UGkhTJxGFfADFKEXaaYF1ozbjqwuFwR9OGeIfacD0hWqKF6Z1tDeEM5iHBRnEXmOe4ELrStitt/UxtLVpdSVRN6OMDpz/9NVdNrGtFqmHrQtsWRGLTagqFpObMNE+4GufLJ55+85H3X77nepzZWmduRr3Un7fJdTehCLJteE/QNRB1UVycXAo6FdJhz3Q6cHy45/hw5PgwM02NIo7UDWrHWiXLgYTQ+kDOJRaCOyRRunVKEq7LmednpUyPpDQDM9umXM6N7VqhdjClm8Ti1oRkYdodaXVFrYMNlF3i9piPdxwf3rLbR8mZNYVir9krD2zmuMUtQq9YE7w1RGND3OSttw3+U8muOIFJeO/0vuHeMVNE9uzynp4EmtPqwmW9Mu12iMIuFebdgaUUzkQ5qjnK1ZJ1+AUUxRAbUlpN6JDjGpBzoSNQdnx+vrJeG6k5kgRp0NdBtdXgiWvtXK4LD5ODJnqPnt4tIMatRTWUcmzskPo4SRisQ7RBuNNaqBMZiDu3Fl4D9CRlPCU0T1EJ5kKWOJQlK5N1docdly+/5POHD3hr1LqRywHvK8aKZqFMgu2F7XKNA8aikrieN457IZUDW+2Qgt9PmkJem+K1SwoKUglFX5kK05zQHO1BHhJmXUMuK5OyXl9CHZkX0CttOoMmcspYrXSrWN+GwCuwqDzvY801RShc7DO9/8jWBdECucDpHV/89/97luOJS+/B3vSg19wara7DuxBeCqezrVd637h+fuKlfs/93ZF82nNdN9gmhiLqn77Jy67ENzfFq+KaSSU+QEmJXCbybs/+/p7Tm3vuHu85Pe7Y7ZyicToF0trozUgJpqkEDeGBSKtoADLizLngzakGy8vKdi+kwx56Zl026hLUmVTwGpsrZYAGyekulOOBLp3mG1TFpFCmO/ZvvuD0xRdMc0d7D2GHe9xmbXg7OhiVWqNaKJ5jk/fbARDLHQsMQUbfDaGPZyj8AibesK2HrHFvHOY7SJnL1rGlsl4uGJ3UF2x9oddrVBDqaBYUZZ4ShyzsBDLxWsWjv+0EzSYEBaiSMY2yu7ZOSTmAKutR3jbDuoWhonVaSnhJmPcbPj4qEwvcZTAMKqFks+FXzDf2LhQw9GYDbReUFIfFTUikCVKJUl2jnZM8kdIEJZNKxktBi/Dm8RSIeO/U6wt2eUY9kwSuiwWukidkL/TrOQA2c67XytPLhcfHOyQ5y8sTuA32JPwKWhJpKogn1DrTXJiPU7y8FPyBugebY4L3RrUNaw0TRVJF0krPFyxFdSkkcMJM5aE+05KQqZBkppSJKc9cWsMks9YJk8Th3Xu++df/PeWbb/h4OaMS1HIRKOpcthVzpyqkMr4H0JYrdTnTnp7x9cLTxw88nL4i7RLbmqD917fyP7rJD3cnrgZLbZALIvkVyCjTzDwfONzfc3q8Z39/4PiwZ3/IZG0kV1yPhONkw5cVVWN/2rNcVqy3YXBp5JRuRA1TmWlauDxfeTp30uMR8RRl+rrRlyteG5NMUQGoAD1KyKRgBc85aLG8YVrYPX7Lm2/+hDdfP1BKQ7aNvm5srWLdSV3xHmVvt0aeC1YXvG30bcOHyk8UrLcQs5iR3EMY45AlfpabHU8wknfacmazjooyzye6xuHUavDO1i+07Zm2ntmWC+KdMik5KftdZp8he0e7j9c3SuEhqc2aY/GWHV4y+/0O0VANaqBdoeX3hkwFTWECyXkO2WUnDjG3oXaTwag40uOwkQQ6jEnWhUQIpPowssQrCjFNkhS6bZchp1NKyWGomCdS2ZHzRC45nIy7CVOj+BaCjm5MWfBJ2a4LyW6diZCS0psgSUmegjLsxsvLhcNpz+O7t6g69fkzeRzgJiBTQqaM9EYWYXcoTLOCBjukRtBi3TAPBmNdLjQRyIU8Odk64j2wkZxH2Z4ZLgdSEprWONsGw5NUOO4TOu9ouXL6+hve/7M/43rYsyyV9enKw90doKytUVQpuVDFsFJgt0N1F5dPrfR1QboxNaE/P8N2JCfok8Am/5+28P/2Jt89PNJdMEnY6EO1ZMo0Mc975t3M4XRkd5rYnzLTDlRb1GuW0LTHEmhx1BrqxmE38TllrBEmEWlDnhknf69bOKsavLwYh62gOW4M2wKccetR1pY9bomUFOttCFNKWDR9qIEOB45ffMvj11/z8H4mece2lb4uzNvGtqy02mlp9OaWSD7jOdG3glCwZOhQtKmk4F51iM5RSlJ6q3HJMwwRmuIw6EZbztAr5Xjhbjqwn5RNjKVdWbZnWJ9hu5JoTFkpmbjF58ykHiaN3oexJQ04MFB+XCEVTDKWEz0pWRMThrWKuXNdrogrJcdtmkvm7v6efvnIWjt50EsuwSmIxu+tgwa3QtHBLqgiHhWPS5T7IYLJGMO1Nr4ujQNGh/GmlDLMSaAWZbK702plLxNZnPPzc1BfbUOB2mtIh0N6Ce6UnEOvPWABq5WnT5/YzcLx7kRNxnp+JpFIAmWXyZOSLLHPGnZkDVD0VulEL69Uc7be6YToJ6kyqZOLUoqSCqSpBSCcAstozemacSrUK8mFxMS2wSRwfP+W/OXX7N5/yXeXZw45ozXRXy7ovGM/73i+bGHamfaBveSCMyGaaa3TW6Vbw+l8+cV7Pv3wHdc7pbx9R1KGqehnbPKHt/fMc6Y9nPAWYvg0ZVLOTKVQSmHeTUxzosxCSobTB6Wb0VwCuRan0OjV2O8m5mnmsg07oyq1r1EBJkADcBLJXC7GdVWyBkDkW0VbpbWVphlJiWSC+KCr0FBgaXCZlnaUu/fcff0FxzePlElJNDzPNJ1QVrxl3BZMa3C9FmqjgZFAFlKCXjeUGlZUCQqm94ZOOXTc47ZB4qbxwV+LQfaGLQtt+0yaZjzNFMl4C7kk9oKmjeOpoKZMRUg4WZykRP851HM6VHlR+kj0yCp0hXw6sPYw6Xg1Mkr1MG7IEC5tWxhC1hrVRTen1E4eXLTf0H0ZslaBOYeJSHMYdoJGDROPBeyOSGzynDKSMiklSg4ZsCQlpRTtGUNANHrIVDtpNh6PB+5OG9dPZzBBZYLs6Jyo64p1G755YLPQmWdYt453CUrt+cyanYe7PWYbvholKXNS9lmYNDOrUBQSYQyJClIxV7ZaqbWG19whp0JJCTUCeHMPiXC7oCWDzmjaoRR6a9AvWL+wOZD2bGmilwP333zNh/PKjx8+crmc2acDOs/4VmnnF067e9bSeHq+sPXK6e6I5D2uE+5CkoaLkaRz9+aEunH5/Y+UgzO9fQOa6fZzN/n9nuMuQT+8BgdIVpJKBBakUDnlHI6lG03jg9YJKWeAL5Iy2kKNtNvtuFxWOs6UM9BDJpkTouBNKTnxvGxcXxYOZQYPzr73hlmcpO4tzBnDCWfuiBhIw6Ti6Z7D49ec3s/kCcQPpGmjqZPYg2+k/oKY4vWMe3CtdrOG4QFwdSel+D1Ap/HmleAmtYcU1Rohfujhsw4LjpPcUDq2LdgWKLBLoPdpPXOQDZ+D1xUPq60YyA1JF8XzIPQ0xCQ6DrKUBEvgk7A/HnghBDw6qq+sBZ0CdKvLhvVOb52X65XDacauBTOhSXDNQuKmB5PsMNqzPCd0SoTqG5qnAJJUSGUiayGTmPKEqZKSklOAqwiDxopqLaUIuUg5kcoEKTNPha9/8S2fP17YXhYyBaeHPDobqUfLoqZDqxAHfxoUaFsqbWmstuJWeff4wNIbRWFS2KlTcIqFvVdUyaIYw8jUoTbHPAVH7wGm9tVoyzJ8/pCTouqhmtQJzTMpTXGxUDGMVWauJng+0GTP7z5+5npeaS8rc2tI+QzvCiUL16fP7B/2zPM8sgiEzROSCrnsEDOW7cp6+UyRlbvDHZ/+7jeUrSLPLxxU2XImHX+m4u3ubs+2BsLsPcFwXakQnm+PpRwSS0JBNtRP5hH4cDMt9C5gUerlLOiwEaOKll2AThmSJ9gyWTdYr1yefmQ6HCOIRYQu0EVIkhDAreJiw1NtcWBYxUWYdvfcvXnH/qCILbRtjwvkPKO76Mt02qPzBC9OW17o7Yo0C/6zhiQSHO+BuMsIoOi3klwVSRI3t4YtFU0BzHnIWwOzVsQztAXtFTfDeiX3jWQ2bv/Y1I4F6KWKd1714Ijig667MQSu4XmXXOi90zZIKVHXNtJt7KfknnpLshl99DTT8kTq0ar0W3FucYD3Hs8hKfppstIcmhZcJ8gzacrkXJilMJmEyGlYkLOOnyelwHNSQVMBMhKoF0wTsjugJXMsO958+Y7v2g9410jPGeYoH4cbqkzzjLceGncZqjtJLOcVxHjaLrw53TPv9iRv7OZEUZC6BjuiQwGnUd3U2mjmVBsHqQfrIlho3m8VGuEVyCIgjZw7oiuIU/J4z6Yj9XRC3/4Kdnf87u//gacfn/BupNrItdKfP9KnhApcL1can5gPd9zfn7i2ia4Znfa0bth2ZVueyVJ5OCS0vlA/f8+7g3KXhelyRudCLz+TJ/eQQMVpnBR6DQ84Uaqad3REIqGC0RFPjLWN2bgZzRFy9Kw9WjiXuJG16zCGdNRiMyQVpgxFN7bLR7bzF4iHHsfSTzdCgLyOS+iyRULWGv35zO5w4HCcKKL4dqWlEhr4rJCVlGd2k5KKk9PGIo21XdmsQm/QGq0FoOa9QmvU2sJ1l1KETsSVymDXhuBkmFoYG1Uz1uNgUAreNrxuw4Z+C4KIzWUeP48OekxUg8bUuHVCDpNDMGFC0YzohJQZIdPWaH0Yltn1ekVax5dOXTYmzXhfWLaNyhGd5xAltYYPGa+LkEQpU3DZKRckF8iZMsX3uaL0FOKYvm3cT4l5tydLHpbiYVXV4PC7xnNoznFbSg6Tzm5GdwfSXPC6cDzN5F1ieXrhUARpjuVE9UCaZYR4aEqknLG6RfnvY3NimHQu55X7u5k5T8xzQtqCDOXnsMvTt05rRjOjmtNdX12XAUCG5LnW/lqd5pSGo85I2pG0ImpkBdGZ/HaP797y0jJ2aXz8+IIujc07tW8U2/DN0HMh7Q4gcDk/hcoyFabdjnz3iGhhu5xZtzMlOfOcmGRje/7EV6eJx6LsUmf9+APTL+545mfy5Hl/RNJE29Yg/QfZ4jd9l+kQsQA3//HAWgWCO+0GFlZIUcUlQRmATb1RGNE3qkDqnY4homQ32nWlXc6UeX9rklHNuBSEhIiF+4yKb1uUWF1RnZgKzHIhbxf8IrjEySvTHXk6kDNIAXVFfUdvO/o60bZOcqMNSse2LUrtVrHeae6BJMfxHXptN6yu0Wdvyysn563ifRvU2obdOHScoQMaRo4okUM3kDCEpAkZai1EQ4rpwZWbxI3dsbgRy448H5iGFnECisXC6dKx5CFcEaMkeHn6xMv9jjf3d9TtM2IFcWi2Islwbew1cdrtSVNGDwfyfs/HlwsfXj5x3qK8VQR144PD9fENv/jyK3bTRAoHS5TVw6bLiHRSiarHJA6AAB6i3219Y5oK7aZjSEbfFsQDi4iCUNDJKWas2xbrMTGo2oZm4/n5M2/ffcnd3ZFdFvo12j3vGzZUanVw1PE6RhU2KsII4HEMoSIj1ioMLqEwbGTrFEu0riynwsPbb7C7r/jNjwvldIzYq1pR68hoHSQlWmvkywvUzk7DVpvEWVpF5gJ02nXFLi/Ul8/Uy2eSXSg74R7ndFBS8mgRL1fu7o/8MP3MnnyaD3TZyCnT64a1OnzPFsKY0btar6E5FhmxaBY9JfFGuQXX2nSmksiHzLw7cL4sdMJb7d1h6OGt91FmOm1b2K7nkM66kFKJ9kAnREL33nsPOkQbbetRkiUj60KqH7CXTJM7Nt+jtiP1O2Q7Ivt99IXW6LaQNV70jesWLFRjreI1kFMG9dc3oUuILlJW8IhDsm0N26i3MPZ4H4GXLfLDrAZ96KNsHpy7u40/4zXfLGmUYLfcNx9fb2KoZsyMqRR6UtK8R6Y9+6nAd7+N8IZ2w0gkqoJx+6kKOYW67Xj/hk9PZ7x1avQB0U9PO2RX2A470t0eOZ743YcPfHi+cK2Oj0CHpBP0MF389vvP5HLgl18dkCSvCTtmTnNBJdMsNrkQ9l5HsWrkIsi10p7PqHq0UFunJ6daYyLjhDKt9426BRjqUuhex8+nDHyY6qGS2+/vmJJSu7Aujdo6vTVaq3Q3jBB4RWsZqK0MfrK1Rmu3finRdfDoHriGJ4sSPx3Yvf8ltj/xN7/7xNVnHvfQtxpr050pJ8SFZpEx0JaFAkgx5mnHXGKP9F7x6wW7XAKsXRbW85XT3DlhPKQ1wjBSxApJd+7ujky7n7nJyzSRVHEr9C3HjT5eNLLRe42Nh9M7EQQR9uGxsW0ETcTfbzLR80yiDr8xQXV5BlvG5hqpoL0jblhf6W0BP4aclEhW0TxuhwG2FY1FK96Gg8cRf4HlO/rTwtaP9PWAXPa0smPb7ZnmPVpKOKN6YzlfqNcr3pfYqK1hbcVtQ3wDq0jfUGuRbzbcYo2fPNde68gTC71zH6YLG2qmyL8bAZBDKRZvUh9iF0I8T6DQKSXSyHHT0RoojqtGEKbGZillpkpBSiHvTrBd6EDdKuKKpondoVCvQQPudgd6c56fr5T9gWVZ8BQ319oVtsz1cOTw5h3vv33Pb/7mr/ju999jXkIqLCEEKXqgd0hFqPXC7z8+8fbde/ZpoqRCyhOYBJClGSOHYk0jbUiYgExfnXI1eL4wv73naVthreTdLjZHdTbbhrR2psmGp4kmK7XfvOyKlYJrI80zOU2olDBZ6YzmA00a1RvNKzbwIxlJOAzcwPtG7UZrIR4yPC6zUXTI5uQ0sVijlcLbb39JPn7F9999z+XpTDlkWFe2VnEfnns89gujHnbYtpUcHRG1PTNNR5ZtxTfH2sZyPcNWya3x9mHi5E8cZaWmjA2VpZvRrxfu797+vE3+GgZhGv0Qw3zvjuZEapneNqyFYqhbfy0nvcWGtRb9TbcwGbgkxDaKOMlD8yx+Cz5QWl+hB3pcEqhV6vWMHe+Cpx0eLLMWMVOaoorIgl0rvS44nWqObY6fYZMnuO7IxzvS7kSTxFYCGdU8kVLButFao7ZGu27Y1qjbFtTIFuELWI9gQuuItfDEWwsXe+vESRdYg/XtNUbJ7farB0bBH3i1zeJP/CadDaurDrAtJLSxNEQU9whW6KNygsGdS8IsREDHh3e8PG9M8/CGWzyntYqLksuE18r1svLp6YX744RLQl3pwFkzy/HE13/xF3z159/y4bd/y9/95rdRcuZMEqGUzFR2I/jCA2zLzrVVPp0X5sMJzzt6KugcfbxLGtz+WGApDEg3QDFPhV6vPH71a75bF7bPW4RW7CZMRhx0C/FUW4EiSFPyODi6GZ5g3mdOpx0lhzW4W4DAZbcD63TrdDoM1ZwRGXdlSjSDdW0s6zZwlSjzRZUWWVnM80SrxpXE3ZffIm/f8+OHM+fzJS6A9RnbDohopPF4CprX06tOAG65eBZVT1YaRiVwh7Q7kK8XJl95/zjzKCsZo3mix5kTHEivbJ9+ZOn/9X38j27y3toorSClTNZE3Wpsck+hP1YdMcYGOaKGvd04xbAadhNcxo05uNckDraRREge4RS9Rz+PELe1dpRGXy94q69vkJmHSywxhAyNbb3EYVAj6khUSN7x64XVnLok9PxMyvvB4w7jRJrQXFDN44g1bGl4M3qN5BC2irU+suc8+u3ewuLYa/DkUWvFImqV1iJz6zU+yUZs0+hT8fCEg7+aYCDs2njo+zMaII/GZo9A0xtFJry65DThkvGWoGdK2lGmHcmEJha3U2uv/w6cddlwUdbryrUo+92J5dKokzJ99QVv/+Vf8ObbL/n84ff8zf/yH6gvC/t5wlunJCP1ofDziloK0DUrHeHaPKoKCUpN84wROXt2U7BIXBrBKgimwYm7Nnpf+erbb/jw8j31fAkmxY1AAAR6Z06ZBmyjhfHWkZJIWXj35sSxhL7CLIItwnk4QdnQMlPM8Hodl1YQ+J5ibTUL6S+E6xINeaxbBHxdzbluxvTwjt3jlzxd17h124bYgjq05Zm8jzCT2g1NSirTaGFthGMkugvVMr2H2SodJpIWfOsc1Hh3JzzYldSuOHCxCbcV6QFod234+QmZDj9zk/dIAk2iYzEG2GNmI1UlkPc2ALdWA7QQ1aEmGsJ9v4lDPPpsoEsaWuU1ytcc8bSmt6STjiZQMdp2pS8L+TC/UkhOqNBUom+u20LbVmrdEIEyCVlDshGRQRVfFpI/k/IU9FeaQls9UF9GnJM28GajJ4thAdY6rVpEGDnRSrQoy7u1EOM4YG20GhKW2h4Ulg31FGjc+oxoCrdRhhMI+wCp9Kb9HsEWoY+P59Vo3IlbakQ0mQRO0oQsmbY1suZAyVPGsmC6kZNSVNhPhXVrbJeFZc7s7x45187bX/2CN3/2S/wwsVxf+PE//S2X7z6RLSFzCVuwdWxrOFvQhJ4GuwImxnWrrM1Gdr2hVqPvlUqErAdirxIH2C1f3sV5vJt5+vF77r/9l7SvMx9/9wNSO8n3GBsmG7UtmDZ8MmwNVgAqjnA8Hnh4uKe0K1MakdyioeN3RcuBvIuDJnUivnmkHdXWuW5GrT0CP0YVZW5Yd6Qrm1eurcF0x+O7r2iW2S5ndnRWYr5A+NUd7ZFZ2yRkxvt9cNmm0dObKkwFT3uMiaITorBdPzFdnnmbzuz9M7k/B7bjU8ShO8EUuIB32tMT+7ff/LxNbjVSQ0xTmO3NRsk4TuKh8lJN5FzCc5wUqxvVjFwK1SwUSaFWCS1xKuh8wlMJx5FFzLO53Z40staV4EHboLReE1jCONFbHTdc9NB1jY2epsI8z+zmzDRljDW02xbJr7QatI6sQ2OdIUXJKEmHGs2orcdNMKqTUNyEWQV3rA11mVkIcW4ctPWfGIhRrt8Ssm7ONRvm9UDPQyNOCnBKtQwBUfqJe4fBtsdgituhG0DZUJlpplenpII6LJdLiGDOK602aBEvNZXMdt3ClNGd68uVfDjx1b/913z1z/+MHz9/IC8r248/8Pk3v2P9vFAOe1qLzZysI1Z/SoVBqbXTqtCTcF07Ww8Kb2sehiDdYshF6oOf3obUdYr145BNeH93z8fvP9LvN0xn7h6/4vK8sBVIp+hV6Rvt5RN2eRnptRlJlbJL3L15oHvjcLonzceftAXi4JlULMQvFqCVeABkrsLWja2PTLpRdf5heKUtG2tvbJPy9t170m5Prx2Wiq9XioCpYlrotZOkoy4kzaAefgoRVHMIheZMz4k0HQKErJW+PpO2M2/bM4f1CenXwHQ8MtyThYJUhqIii3J5eWH32gP9Ezd5oL6BGvuQefm41SN99JZFFsinJkF6cL55UrpUkI5Wpzanyg0g2bHb3bObd6zLhbpBskDqU8oD4UyIV+Yk1OvG9XrmeHqM6CgbVkcdgIlteFtCAUdnyjnip4470gTS4nW53JRxjFjc9b84OFyEriMFh0ijFbPXm5cxTeQnZHwg536jCiP+11r4riOO5aaLBvMWghe9IQsgKSSUnvJrOo2EnBAbbj9J+VUJh7WoioibTzSjeYY801VoDjrtkeMev74wb0a9bIivWIupMd431EfCSbXItv/he775s29ZL898/viRO5Trb7/n+vEZ74pVIW+dbI6oYyhLv4RrrhnaM52JvjtAOsJ0RytzONKItio1R7eNhFGI8A3mHTrNMM2w2/Hw9ld86+94ft7xXr4g9Ynp7R47dGy/sMmCWWd7eeLph9/y8T7z8vkj0htzEQ53M9PkHL94h++P9N7o20ZyQi/QRvPqIKYhS+xx+/aRhhtpPRFb1ZshkliXhi8Nk8Tx8S3H4wN1W6F1fAuFY56mAbhW+jICNOY9ZV/iYkiZnGeiKgOdJtKU6Rrei355Yto+cu8wXZzcx/N1DTRfDKcO3tcwF1wy81I59p8Zyaxa8EEZ3KKGOj02Y+gt4dYXSog5QNE8ZpiJItJAQqAgIxW1uZDnPfPpju35KSgLs9f4IB0g3zBwU7cVv7ww1ZWUlSQ/6Z9VbCR9BpotCvOcOR5n5jmFnr57ZI1bzDSTmxJs9MattSilPcb79BtXaj7or8Ffo6NaCemjj8ywCHMMQNIsWgm3sJ8mhhb89nYJ8XwaghP3n5SCoe+OpB3JZdBdOm7wcTDdDoLbkIfRclhK9JxoYybc4e17Pj59pq0rXQiUxoVt3VivC5fzQt2AJNTeoDd+8x/+mi9JpNqoZpw/v7BeVjBlq528RKiiqWC+xmIFzJRenY2glfbHPYhj4z0JC2vDcIo16CM2SYW6XZkOR7J38v7I3f4t/+KLP+eHf1CW5x30jNQV6898+PQ7Nj2zWaO1FW1P7DOU+xNJoUzK3WkHUjmLhssNpaow58ANSi5ENIKHVFgJsc3lGgBqj/iotvXYmCLUXtm2LdrIeeL0+IiU9EqNaoIiBVodMwogp8xSV8qUKSnjJeGaWdzRPJE1sCBPnb4ubM8LBxYeUfaXR47yJVo6V/s9m/8O40MkLBEWbdcYY6VDT1Lsv468/aObnAFGxbigoK/EIhE1kOO4zUvOI/9siAjUwBOphKGCEdvTW8T0UAqOMz08oh8+wrqFPXlQS+Y2whcCFMk5cVmv1OtlTClhhPSFhLVuC1Y3ZJSih+PMbqdMxRELy5/Z8DsPRDql8SHBTxy0++DJAwkP8cRgC/hD0Gwcb8MYE5NO4vWPmp4oqMYC/4MsuKh+BuWmQpjpU1QJBDee0k3NZ6OlTK9gFSOT7nXCZMp4zniesFSiFHZjOr2hPL7D7YmJHfXyjF0l/PIm9JH8Yq0Fd7sJP/7n35Hzkcevv6BtG9eXCy2KMTbrcShZ+BU05Gc0S+GXbk4V5939if0Ey/kDKRdyytG6WI+y2cKC29tK9Qg0XNcL027Psb/huL8nvxz5+B/PyOeVZbqy5Y/o4TOrfM+FJ2xSOo11faZfr1wv5xiYoMLlbmbrG9f1wn6/Z5rD7z1NBW+VkhK7acJq5XAISbNcV7p8Zq0vbL1hNbIJeg8cJdYhMGXyaU/Zz3HruwUATFQI3jq9N6a5IFliiEdfyZ4xnWhFyfOBbpkkMSzxen1he/7AbnXuRTnVO+7WP6X3X9ByAf0Vnv+Sxv9C6o1JBdOf1pNqwntlPb/8zE2eyliDGTWltS3knBayyz5yuGutvK5jGMCbQjdEIwgSDZDFTLiK4mlifnhD2n+HXRpJMil5CBtuiGjKpCyk5Eir9OUCpzukZHrfSDT6dg0ByuDQd7vC3d2O/T6RJNzOaQBbLnEDvs7zuvXI8LrJI3o42pJI/PzpALgh0/BTX46HnFZjt48NHkBZqKb6+DCGOtCj9hHRGEGEkjSP+KCEeSDqqAxH2AAtNSql0cIPUGvEHKWCaUK1kEa7UPIJ0x3VL2Q3VhfW7nguyG7PxITpxvPTBelx6NS28uNf/wN304GtX6hLRchYd7oI69KpNWbZJYmDr6M0cXpJ7O8OPLw54euZup7pubBJ0HdJwnNQ3UMBZltMZk2KLko7C375jO8E/7vKd//jwjx/Rf8y0/YJuwpNJLAeT4Gzr4LXCPXoa6zB8zXCMcU66/LCloKtKVN4v2tdKYMlyruClsQ8Tdw9PJLTRJtnlvMzbd2oy0rugelP0wzzzLTfs9vt2DzYp2wWh1/UuGhKaC6RMqtCbRt2ccrjI2kuWCkUKXiH5eXCen7mxIU3yXhcviR9+JIPv29s/ky5+wo/fIUfG3m+QjK6X3DbhhtR8a3jUlk/ffp5mzzlyGRTj5L3Ng7IVQNkSmMu1iD6AzNzbmQHo6TUdNMWG9qMrMqmiXy4Y3f3wPOPz4HQuo+4G3BvIDm48JyQdWO9PLOrb0nTDBi9LvTtTN8W6JEwut9N7HaJKd8UeRG5O3wa4R8e6rLbuXTbxLc/s9F36wh4wAOlD+fTSAKVn352/uDfqmgkyA4cpEx55J3zutl1DDBwiQQVyXOkp9ysm+jI+BoBDLco4BQL1bBogTxonYg0GuGUrePVsVm5f/MVH59W2kuPG1cLLp1UJua5IOnCulXapY7WxFk+v3D54QNpH0EKrbYw1iC0LuN7MEop6N6o2jje3/H4Zs9MxS4vaEohB2aMWnoVncQEGbXITptSuLvIcD1/QqfE5TdXnn4snN4+Yp5ZxTA1qm84a9C1dJxtFDgxTZQxBEMgJr42C7mrGOoan33tbN5CF7F1pAhnzjyXMzkldqcDb9490rbK9nLh+vEJvyzkYaYpuwMpFVILV5zUCF/sIwW3TNProWy9k3LBDLbLinFFd4k8wXZd6Oszu3blQRb2y5Xd5Zd8/t2J5+dK3lX2IpjPtH5Pt3fM+wvr5e8o9FFhKr1GjsL2+Wfe5JpTfAA9BPp5LOibFdOIEEO3CgTva4PSceRV2joMVOEPdkfNw5SRCtPphMxzjH0RQbwF0igjTlkhaSOLs1zPbOtK3h+itG4bdb2GvLEb0zyz28/RJoyyuzej1R7pmj2EOWNrx238h0Cax5/pQLNj4ou8UmuCj0BDwCJDrffB+3K75W+iFXst7RkMWZb8E1ruArqLTZ4ymiJc4WYAEhm3t4au+mYC8tfxT3FoxlQRj3491QjXcKWqMd89Mt89YVfw2pHqNK84FdtWpDd2ObOGjWAEKHQ+/fgjj1+chuIwPrMuYwOJRBtn0TKIdHa7zN0hcdDKtJ1BdlRTVMNtZkPw01uFGkxJwskYruH5JoX5KF1/j7QZ48SyruR1j+VO85XuK90XXCtdOufrCzShbsaytaG0NDQBFkMorHbyHNhSyBuiSjQDdYvkGaIS6ArX5xd2h+Nrqb5784jtNvqykuYZpgnLeUzqic8+RGCdlMO4RA6Vnaa4sDQljIQ2J7UQWV3Oz2S7cq8r0/XCfBXyVnCbmI4P5Ps9bar0fEGnmCxkHJFyB8s6xlaBV0Ew6vP5523yXBLW/BWcYoAK4Y4Qikpw6YNGMQ+VmzBMCBJmiaCL7FXSKWLkPIHOsZFLHjxgf709RRIkRwrkqbDbOevS2a4vHO5PCMY29PTWGpoSJSs5CeKd0GlUtnWL8T5h6Qpw7aYmhdAmD1orkPOfZo3F/hRkeJhvAwZHjsMwWowWgNv8tUFfDrgtZsLJ66EpKb/mvKM7NBfQWw7aKN1voOMITZTBaPBKzY1by8K/Lv1mqAnBS6uN6g6lcHp4w4fvPkGPOWuM127uJIy5JDatr4ccwOV8YX/SAYAyDu94f+JRccmoOqU07g8zd8UpbUEsRxJRLq9BkDcBkbWKbGsIidww72Q1OrHRe864feaurDx8cc9WN7QZsviQ5mbwQq3GirE1Zc4TzTuNKbz8HrFcW10oNdqEIobkqMJq65Sc6NbCSDPEOd0bdW3QYV1iIMLaNlLK3N3d8+U3v8ZE2VqjqmBZsaR42DleLccNJ3n4MVLKVGMwU4lkim+NdXnBtxfuD4ndekaXK6ndMc+Fw5vMfvqSfpi52id0v9DTE61tnK8bx/0Ru36krwvNnMQIObn+TOBN8WELjakaKAOEsDjFueVuh3xQBjkfIXch1WOML2q1oz3KcJEVhiIq5TnkjVmG0CM0zWYhGpCSkUMYHGbb8Msn5DpjyWl1xbbIXNNkpKmjqZEtY6vFLLAepbpICsGID5+cxC2eU46UEovMsqDYIvTQx0YL0IjhNhs20D42eeg9xswtBpgmrzJVRoyxjNI7hj1MMKhHzRG7K8NrnfJEdOJDJDLEPOq38cIVaxtZoiKoYb+KP/eMokzDFNTZmFJCiqDZQTsRawxdNaKR25VpL8gCazWQRDcLiaYMrthHdTJ+XsVxaUh2jsfEm7sSc84ts7ogAwRtdXtVEsbQxIa2NtSClSKOeVRproK1xiZCt7/j/hdKXyY47Sh756ydpQ6wcop28G5/jxalTZA2aJvTt5V6PZOIDDtvC0rFs8bQgrqgnsnj89GSgRSzx2qIltTChJQ8xFAfrJKPM7vjAz0lrudn9vMcN7spTqOyhspSBPcaYR55wmTCxkx5T0qtG3W98OaQ2PcFe/qM9JVOwXdnDl92Nmv0ZGTtdGk0bWypx8ElsHZHu4NvmGasKaz/yGX9j23yGEw4FvvorZQg/GMYnsdm1whijFJpQsg3lCtKyhGhY6xYNXy8+Ygy7zJ5XzCvqAl686yrksf3WVsn58SUM8u2cP38IUCMdQ05ozhFlZwjqjg0zqN3HmqqG9UnctMM33ryUYqrvApY3Pz1eW7PEeOXbsMWWvTVQ456Q+WBVy+45xiFMLKoSDn04bdBfqI5Jr/keQCMJcImchxymnYhHokXhPqohHqg24yfW5Hhp6+Qd7TWQlgzjEGaM9P+yLP/EK8vJbwFal+meWAUMXbIJT7v3uHleWG322FpivolJi0O0A9SqpyOE1+8f2AuGe8bkZPUoGtUSjpajsEyeGtD4x9g7FYrWZxmjZQcT4bqSq0L+At3hyeObxZ2+0xqT2h/Ys+FjZXatlem5bTv2NTpnng5C2e9Y5se2PoTVoPlqQ69VQqFtlQsZcqktN5+Mv5IoquwWY1pUETWvVvj82+/5/rQQDPrcuXJhX2Z8S3WwOEQGXa9N7AxbCE5XjKqMypGrVfqtnCcMnsa9vyEmlPJ5GQs/ffs7t6x2I4mE90raEdw+nXFc6OqUYnIbLGgJvGbKvVnbHIVaDAApphRiabQi0sKrs5j6mjgRZGVpWmOkn3kg7c+YzLRyoW+NEoNkMgF9scD5bjn8nLBeycNIYoNCsoIx1WaCnmAHXU7Y57xVskpbJO7/cS8K2PKx9h4NsYB608362sQ4UC6B1XOzcYpOloSZ4BsNja7jMUeFYu1EL54j/lfdlMcJRm5hiUSPVOAbJLLUD6F3dMJsYun+DNTJZVQuelQu+VI/kdGq2Ntw2tFfVCbPUwq1Tvqw7V3s/X2jmvCunO8f+Sy+462XiFNoZhKwedLznSuAU7dhg724Ai22pn3O3of87mSkRMc9xP3DxOPD/uRJBMgoJhFFFi8TcO3cBs+EZ9owCAj8vmmpbdboGJDtGG2oH5hvf7Ax+//krTbITmh3pgxsrcA8IQAJTVmt62SmY8n7u/f8rJlltW5XsMAc10b7OYwDq2XQVVmUgoH4LautDVoPpVbbmAwHL0b1M7yfKF2YxJlWzdkjtu5u/P84zOn0x3Hwz5GQIvEQe5xybS+sF4/k6VxPynp8kxua+BP8wHrnXP9DbUmdt/uWNoxREg49NH2uMI+w7yjna8kM0wTpZSfch3+qZs8uOQIzWvNiLC+oFBsZJDHBI+YIAHjhWhMChUNKUhKmZIKXguZSlahNqeJY7Lj7s07rj9+HuXd6N9vziyArCE4oDBJo9WKuoTCzpUyZ/IY7yspPpQYkxv/vN1G9jhYbeE6s7gFXznQEXUcunwNi+3o1V/BOQjgTsJkYDZalFsclET/nlIGLVCGNl4i/QYd2eEaY5J96KNTjk0dbskUQxHEXvPRbmERmgDPRC5Zj6JeBFdDMbI7qxutGzp83Nad+Xjk+PY9lxagpqS48W3IhV2FNBVa3bhNZjETat2YJuewm0huzFPi3cOBx/s9uXTayOxrFpFggUWMdBl8FHMBPr5ajwdIaRaIdxuqQu9OloSJ03BeZCPlxmyV7AVazNS4KS/zsCqTooVIPXFU2PFMl8rDPHHen2iPd5wrXG1ircrl5YxOZ3Zjjhhe6a1itcVIKU3Dzhoz4SWXAJtv7V33iAFrxtovWInhEbTOp89PXJeVw1zY7cIjDp3WN/ryiYkrp6KkbWW2hbkkjMyFmOlX65nz5a94o284ffPPsTaz1Mz6IlgrtDVx6U6a9pg8keWniDXx//o+/sd5ckkInZQnbMyp7hblbcpx+pr1AULFP9EBUBnBD+c8gv9H5y4+BRiVYmE6ysObN5zv7/h4OdOsx01KCE1scKndnTQlci+hJ5YRFpgTZZeY9xN5jkTQuJ11jPIJMYrd8sqFSPyIMZfcghpCrWZD+uqv/x9LMhZrIgIbPU7A+OBvtFcKwExF0DzhMZY1NrumV+ebpjI2fGKaZ/qNdhlVhY7cuJt5wyxSU2MU0aArGIm2PQQbYh0dPW7JijcfefIxSHATIR1OlLtHjITkhrRGXc8UjGnbWJdt0CBjQxI/f1tX1BqHfebXv/yS+0PC+sK21fDsJyHlMQaakXOuEc3MUBbeRlB5j8CRWxtkveO9xqzuMb6pm9BEA3WXhHTHh/PRjXgvNcVIY/0JAzJ3hIamCv0FzQnPGx2laOHh9I4t3fHjLNRrQrdLjHXqietSaVtozEViuIKq0mrYmX34M7x11MJZKOMwAqPVRjKjtciks/XKdj1zJ4lyuqO3MzMrJ6mkywLbGsIxhDaUatu2ot1otvKbv/2f+Pr9iemrP+H5kthKolliq05fOw/7A5QpLkuPDDqrP/Mmj6F1sVkklegBhy/a6OMNCB67tzCQdKuI5LEgnXor7YnbLGUl6VDO9QamHPd77h8f+fThB+paA1vJOd7sJFjrMV9ag6ukg1WnTDv2dzP7ObM7KGUHWItWYKjEQkXX43ZUiV69D8EO8bvdhgv8dEKMEn68EUMSKgPpNmIuOGkAUkRJmHWINDQheYoAw1Si/FYN6kkzTgRRdo+g/pzKQGhjMcWk1dhwKQ3aRz1YjQF2eg/MRN1odaUuF2R3H1NHVLAthjfUZhEtvD/yIp/Qac9uTmzLEhtSYFo2pnlBLFGXTq8DNJTwV4spdqn88MNH6jEx55hoggT6b7RBuBRSnuPQkyHotcAPbpp/H3RalO+3AM4YaxUq0hzEQor3IFlHt5v8NzADeqfLeJ/FEWkhrxWBPtq11Uj6kTQGV9bLB/LuDV9Md7xgtOMjdXXWc6XlTJnuI055e6EcZnBoa8hUY4qQgEfmvakQyewRmBKHWNiM3Tpb2+gVrsvf8+abr5lOhWmtcH5GW4SBVjEqoYFQGlSj2UyXTn/+zMdPf83bP/uafLqnJWV5qlRapNYedljKWAsdQu8tJtv8nE3uPtEscs1uc6VjFvXwwAgDrHJIMYEkhKtxi7etkXPB0BFpJD+JWyxEEL0aMhfevn/Lj9+feKoL1aJ0U4loqRhEKJQUQNYm4ePutVP2dxzf3ZNzI/sSYQ63G/jW96UwkLh7DNkTeXWMmfXXsvi2sc17VAu3SmCUQ2k45EzjwIrcuhjqh4bfXiWUZ67Rl/lAwVXS0KYPTzQaUl4Li2MqMSvMB/Vot41OeKHdFCy9ovy9hzmmE9y2XZ5gOjDlE7XF8wQ76NhmpN2E7ne8PJ/ZjUopZcU2mOcZO53Y0sLCwkYbI4djaG9twTx8floxK4itHA879rs53k9VdGgAmtvg/SNGChO6RC9e6xZuwsHatBp9e3DY0ZeId1IWypSYyms1jg2A0f0WshF9fthuh0JBxnRby/H56oJ4pXgH3fDzM15mHnYn/M1XtNMd18d75rdvqNeFy8cfmbSQfeV6PSNlptcQ12gPL7m7R1SZZpo7aeSzQWTk+4hCazX8DB+++46Hdk+RzvWyYtbIA4swick/agygLiqSKScuP/yWkz5xNqfvnXK/wz4X6lJ5eb4yidBvAS0i1H+kXv/HraYhf4knsY43H7eZ4KPnVm/DIqqjD5a47W+67t5JejvB4/S9hUMogGZMjePdifdffcH1/IKvffDYbZSnI8kUA1XKVGjLSls31hX0+Jb5kCjrC7Qlen1vYI3eYqQR3cDC/82wGMatMFA2TQGweITkvfLp4/LAbyz5AB9HZSIayHguU+gI0oRLDBt4xe+HTsaH7vxVjjMSc9JUAmjUkMPG3xGINlGB6GAj3RomgoxZ8aTwLVu9YudP6DGRZceKRBqqKbIZPnUe3r5jPS8RxGBhn1Xi+wsHdAB8boZVjaDGFJvJXLisPcBBlPV55dSNeZfIKcVKSdB9I/eOaaSsJp2HdzxFkIYN26YT6T09Akh0YDt5klAsToLmiJu+MSiM1ipwE+HmERglGZ2IaHaLSaOh1xGEgndHWZBtxZYX+vkT6fTA2y9/xen0yPP1hO52tMuZ9dMHzHakQfdavbK1FfdQ0sWpzwDWnNbjtJLbB+fRLoJh68r5w2emuz1ooW4bBxFS7YN7FXoLK7Z7Heq8iXRp1OszFUfTLgShmmLenQpMM/XyHO66pH+gZ/8nbnIZFAgeYMSoFl8tlbEREllTlLuvNMug3iTkd3WAUhZqTH5ShY1BBarINPHw9i0//vb3LOtL/PsIeH9deEjg7rkkdnPhet5Yni6479i//QZpF6S+kHvksr1SNmZ4q1gdM9hGqob3RiSqdjQFsm9dhvJOQppoQhvceqDz4QmLmOnwcoOSym401SVoxAE63sC/mx7/JowJCn58j9HL3yS0RvjyX8/mAfTp6/9G4DEi45aLA6m1C9p2TFOma6GhIIXaNtrWOez3PL57x+du5BrVgXjG5IyLM/UANUtpIzc/PNYRgBEe+FrjkN8M1rqyW53dpKifmVOJoZVZ6RLI/SqNVPbkKVP2E90bbe3YOOhFFatxmEuCVGKMU84yrLU+qqxoqUJRaUOANd4zZKw5xt/HgVDHQSnIQLnTqBaUVCu6fkf79AN+esPbb/6C+Ys3PK0zdpgpl4X+/Ew7n9ma0CVTUse9BZY0JqSOWELS6yCMW1hKVIBFnbptfH4hxid5wc2YzJAelGTyuDh6M9KUAuPqIJuRqNhaEVtJu4Ksxsv1hceSokXSkD/Lz73JGRvQbxZNjdujtUhCUQ9feaR+BCIdbEl4c6OL7WNTtFfeHEZOlY8MM1V6UqbDgePpRP18HoGGsYhTDpQ/zphQFFmCosL15cLnp5U3uy+Y9grbE7meh50xEl1obcQlbzHcvdaR31ZJHjPDbvnIydMwHES56pLIhE0Qza8occRODfO+RD8omkilBLOQRqUjt0U20PlbGwBDYyBD2TYQ57HwA63XIdM2GAk0/jo5dYQMvk5ndVJbkeUZ1YxOmUWUJom8P7C0lefrFZ0myt0d9eVClgm2Bd8iBcdSJs87yhoD+6Qb5DHXXG4avhit5FXwKlxrxeeMmtARrEA+VDx1koV7sdcr1mIGWUoZkYpZjWwzSQPo7GgW8pTGdJIo3c1HTuBI13kdFe0Bhr769n1cSjb+HPAUX6/kOKTM6M5A8DvFG3OD+ukHzi8L/fiOu9OJWYx2TNR5x/W4oz89wGq09oL1hexGagvSQ05t5hQZF1yKi+sWc2U2aOAWOE+ygtGZzSiWYjYffagoBbrQBv6y9U71hdwVF6NmobVOWy68O07olEM/ITfz1M/a5EFlaQrwzUOZgbXxJg7LpJiBEvnlqiA5Aha146+usvF0kggphLwqqlQTrsp06OxPRz6lkWPmDKuqkTSyyMXC+1SyYpNwXlc+/PiR95fOu3dfIocj2SNpVZwoza3/dJO3jb5dmftGH/HJbVhVwZFur5JcdwHNdI98cGNMTDEPYwCMm8bC6kgIhUJc40yTkiRyvWIIRCRzth44wA07CF+6/gGWEO9ngFUMUMegBdVk3f+Lw+L2/FNrWH3CaiedGofDA30Cz5F4E4Klzpt393zCqdfOZkaSwxAHKdJgOkDjEik7o13IaYotroo3sFwj9ccm2rYnkTjbRu6VY4oNrb0xl1BDtmpQUij6VCMFByGXICHyq0xWUIl2L+TyNqARJefyeljeAEiReF91pOhEwm2EbGTdovpywz1BDrCzeov3t6bIVnNlt62U9lv6U0wvzdOew8NXPL7/Ev/Vt7yswuenlWVptHWhP/9IunxA65URL/PKGrye4RoVn0q6fXxUC/B2rc5eEpM5kxhqRieFkjIHxrpNyrJ29q0FgyJwmmeenyNIdTrs6ddLtIn/9T3+v7HJfYQhiJAyoV/2MTKnBb/JrYS/USIOr4EGkl43eEqjPA8dEQxEetCmgZ5b5/T4gEyJui1MN0HLq8IuvpUO80bKjm6V5+9+z8e/+y2PX3zJ7v4ekfA+q9ykssTtf7vJtwu9rnjd6OuFVq+0JcIirdcxQXQ4wn1w5hqS0TQQ9NhsUXaaN8Tb2KC3AzL6bU3x35KHyUQkxi3L7cC6bVThhmHyB4EWPqKeY5WM323054OauhlUxCHR4fqE9SusT6TDHeQDO01M3qnrxnWpvDs9cJkL553S1wmdD/Tygo/hAdJiCq3aGOHk/hoNjXRaMug7ZPmCqf0J7x5/RS7Oj5//E5en/wTHlZxXsCU2pxATXGYn5aiOsEbOiTwJRSBjqNxUfrfNYoNajJI85/yTfoJYA2EgSkOJN4I3GFEbA1MJRW6U1BmF7vRciBk/IdsWX9HWmVzpL2fq+W9Y5+9pD294+6s/5Ztf/nM+LhM/fnxh/XAifZ7g/My2XLHrU7S01kdlOxa2h6DGW6QCYU6VGP6xLSsPU0KkkomqTDrgQsN498tv+fTDC9Qrm4eBBhzJMz9+PvNN2ZM8Qlpy/pmKt5hz9lOPk8YJLDfzRYt+7Sdeub+KSoAQqxAbdGzP118/0Wq3ptVJeeL0+MD9u7d8/xL5XVOOr9ck0QBJ8PPxzhlqG+uP3/G7f/e/8P6rrzkc/vx1wL3eUG3Rn0DA3mKz15W+LeR6pWxX2n4ZU0avg78d6LUNcYmkERgYzWNKKUYKE5LXm9EhZplHrpuMuN8b0qa3yZ4aC7Gr/1TyW/TVaehGzaJUvWVD6O2WGMYUbNzmrSEjTaeOWXBJDM4v9JePSNmj0wFylHaltUi/6Qvv3n+D5omXvMPzHAh56zE0Ymysvm3UGmOrb0P/IKPbW1L9gnv/7/jnX/yf+Itf/XdMx4UPl3/P/+Nv/i98//k/YPuVta+RgqqJb779BS+fPnGLWFKVkDUTM9jzzQAzvNg4salHQku6pfUO3ITxGv3GjozDVV/boxjjFIIcHf/tge0Ma25OkeAT8U+CTTO1BXiXrDNdGnq5cv3hA9dfP7P7s3/L4XEHfo/ZC6LE5FZttE3oFjFMfa2jHc2DjYp8QXPHUiHv9lyWyuKxxmPbhNYgWCwnT4XTmzf4OtOWjrUFnQ0pBy7Lhh1PHA+PkDM/e3Rx1gEyeBgIcCOhY+jgT5p2dR/xzRa9ZAqO2hpj8Q7qw+GWPIrGeGK3W0mecE9MuyNv3r3j6YcfWV9eaM2ZSizyPqKNI5Mr0aWgUtnxwvNv/yN//x++5v6LLzi8u3+tF2JcV8hyo0VIuJcQtmiip4zmHTrVmKvVF3qNKSfJO9kqpbdXeWNgiiEnvV0okgdnPNqDXhu9xQFh1EielcgLSzcwU3RUPGNwwhjv6y3EHT6AOpebsCjQ65CLjiAKl1EtxaQPG9In94iLVnGoDZYrWgpZhexgkmgi8Cnxdn/PojHX3NOe6fCO2iJRp7aNrdYw01h4DroLpJlZfsE36V/z6/2/4eu7L9DtO5p9R+Y3/Ktffku37/luuUTxUjtqMWddgctyZrcrcYvnxE4hi0KNJFpxG4Mlo1rpw28wHMDDk/8HYR7jQAhpZ1RKr0GaEO/JqI5sHKqiEWvmrwKoWIeRNgxpKvStk3pM9bL1ysvf/zsOpx3vv/wXfDjtMPmKmgukQrUt+uJN2ZYLbiEK0xSOP++RNPSqekKRVLjUhbtpR9dOR5gtpLrb3czl6cLn35/ZnRtzsyjokjHlTjnu2D++YSpH0Ok1GPSfvMnxoMyi/7llhcrgeWPdORHVpGIDVBtyVNfhPPpDieoQ1kiU9DoM9T6EIfSNYsbd6Z7j8Z71vHHzq7feEY9u3mBUAiETPc4Ln64f+d1f/wfe/frP+MXhnwE1ZIOur6WTd8NaeMx7b7GYnLAwBlaOThNSWgh+2gbe8OEntBpCILEwwIjc7KW3BRhhkSIRw9RauJluOXF5BPbFQMg0EmsUTTGy+MZmqChZ9vEa1YhZow03xfNItTHoPg4DzWgW1Mf8bDTktxbvmdg4JDTinVNK2LrQ2o/ItvJm/46XnHmaBMlH3DbwDbte8XQNAM6N7EL3RO8Td/oV//Kb/4G3/hW2q1ynJ2S60AvU540/+fM/5frbK5+ff483h+78zf/61zideZdhSsx5pgjMWVDveIrP11scVnK7EzwOZH4qEmNd+E9xXP+FcnFYliOHcJT944C4TXrVm6bcIrAxBj0GixQy4hAvRYRXrPG5O89//9ccyj2H8sgqYGUi7Xdo3dG8UXsllxmRNkQ9KfCb0X5E3PbN8iz05qzVmXaZLuNgy8r+6zfRGrZOvbwg54r0DEUoh8Lp/kB6OJGme3I+ckv0/Sdv8t4GEDTK3shxixx16UaWSPyIZe4hqPc2ssBtIIbDEdbba0klo+xVCwquW8M8IoJbD6/58XjPZ/kUyHjyP+iF209DFJGY0yYwSePl+7/nb//d/8z9+ze8+/LxtQPz4YYxM3rttHaTVMZmDnFM9P5b9xivO0Qs4h33jHdDJXpi6UYqPmS+jYS9YgaadaCd4c6zFhSZ958AyGCF4nk0DWFNitHQoqMaz6HwM7sl1MQv6WMggYdIBi14kqDDenj1vUcfbW307QKMDP1tmC/8ltN2/sxJCsc3X1Iedny8NHJ5RxWh1BCubM/PcVA4pCYky3z77lveP7xn1pnrcaWVFc/GloStwrpVfv2rP+Ef/qHx8vkDlpQ2bmczI2uiiJIB6RXvaxxcI1fPrcdtDRgBdt5GRanqMLfEbW63pJ9XejICNRk3dFxyfqvnQ2o7dBcy4o2t9deDpZtzmz8XcWE9DkaE1Dqf/+4/M999hZJfAzXKHI4+qy1u8XHIWrh04jVaR0sYmLa2hfJPheu6Mu333ESdsne+/dUvuFyXkNGKknc7rovRK7TuXLaFduzoZAjt57vQtlpRVYrGGBqVmM2lt7I3BE00epRxxAh7zGMkbB+xUcOrjf0kH00pYdURyYEzEVxs6wI6sbt7YD7sWZ6f4lZqgy8dHgcbtsfo1ZRJKrp85vv/9O/57ptvOMz/AnnYxxLJYzSNMw6fm2BiSHQtbqrol3Lc0n5jYW9+eRlzyEcIwjDRpDF4DmuvPbPLKPkQkkwR4aQKFpNYglaMft5Q1BVnvMZbE25r0ErWQ6RC0Fpw6xHGZkejl+s+St0UZaKn+FmoAZqNzzTUe2EooVeKNOz6iabCw8OXpP2OqySu/jaqExG2RiizeugOkm+cjoLuL7SysR0+stoHel/ossExQjC25cw333zL39WNy/US1CJOKRO7ec9u3pG9YnUJB5rF52yDVbCBnIs63dtriX5jIVK62X39lTXnD36/6Q78lXobn/8NB/EopbHIL+/dXw8LH/PVbkpnEaHkKQ6WbaN9+IG8O7I7HvHTgasLTXa0XugEnpSG3yDW9o0NCEC1e2xwc2c1YzPndNqTbMX3QFaW54X6snDsobIL9sPZPr8wI/jume1aR07Cz9Suu0dyio83tAzzSUQbKZrCNJBSgiK0NYAx1xGhlEIphUPM0+6vH5KZRY4ZgadhM6aF5mDS0LvG/OaR83LGt06RGzg17KLCqyWQnMmlsq+N5x/+gb//f/6P3L85IukbOO7IlsPeGeQ8YhX1OjZUH5y+v1YHGLQapa6PHtElbj8ZN4KOtiV6vPCAAyEAup0oAwCKMIHw2Lt2bOR0t+H7Vgs0O2mU7Xi8P/F6wuxhXUb4wBY9t/tY4DbAztveH729J+z2WakQo3+H4i6NxeuBl9A3pssLqQl5vue4O3F+OHBO0adamqjPO/z6GdeFvjV+WP+KP3/8E9aubPkF2z5jrVJtpdwVljHpeqkbb756z8vf/k0AhEkoZcfp/g2n3Y6+PNN9G0Bn4A3yeiTd0Omf/P03rvyWt3erI/UPIrd0JOrcovVuDaYMWfWrWWls6JRCC9I9yvgQRwaeEjgHoDFkE4uqKyF43WBT3n39DZf7L3g5L/juifbyTFqe6J9/oC/Xkd4Th0XK+VWOKuOu6AiX68bD2wcSzlI2rrXx9PRMaYV+vtKac13ArxtJYV0X6ragrUegavuZueuiu2EeiBvDEdKQqyaJ5JKoMRzJCbEIh9DBHQfG1uIm8+B/e1u5paI6FomqrjiF5jtqLnSMdJy4+6ZxXjYuv/8dtUeCSCJSUGMAQyeVRGMizca0LcyXK8+/+Wt+97++5XDMaDvi+xkvw5s95LIR5+wj7DE2ZvTPdiNfXvXubkZjjEMCdKCysallJMREYufNVnrLYrOBlProyyEQYzOGICgSU9gaok6RGK/kEsCaaiTHQGx0R2Lo6XgP5Zbv5rcEWRsHRXyGKY0gSAv5adChoSXvngfHqhScUq90IEtjPh44vj/wtCvsjnvOH09sn39ge/qEXzd++/Kf+LH9GafjtzS/4rLR/YrlSquNMhfcd2zrSsoTu+NEfblQph1394/c3b1lN00xQkidTcYBKTXoWYZhJ90isH5q9W7OvPgARl7/uEBuUdsMRP2nvj0qpFdRloTrrA+vw62nFwt6NEZijbppfOhSFEl7vBxIeY+K0Fvj8sPvkbv37KeCnY5cibpLW/Dt/fwSuXavkeMycgRDg++aWCssS+fh3R3L/MJ0d6K+LKTamUUDfDWnaOYCzCWjux115MO/4mT/1E2ep3tsi3Gr5qMHdSOpR/7aDRnRIPxTWMojTOGmS9bGLaK5NWge0z+FQKf7QB7NjV4US3u6JFx37N9m3m/Gx2Xj+eMPAwLsr9w6SmAFnpEyM8+d7Xrl+vkHfvdX/577N3vSL76G7YDNEyVPgITRgMGDm7/2iVHS9UF9DBTcRtnYQ/9+q0JutA0ieCpxu6twi2ODuG1yTq8fLLdbYtwkScPcoN6ZkjF5p/TGhJFaxbqTtdAs4q+qOYsZTaCJ0NwRGxJcU7p3Wg8Fn7QY/Gj0UbWGKCULeK90V0wKKU1B2wmkZIgsqDnby5X5eOLudGBX7tnlTN3vec47lqcn3D/xl7/5S/7tv/6KVh1KbKirvNCXzk6VaS54hbUtfPHVe75bf8PhdOLx7TtO94+jagpJsYrT5BKuw219tXOK3LQXaWx2+YPJoLf3mdfPpVuPW33ISmXkpuugmH5SzDmth7bhdl5EHn44BJOGcWhMMI+DXycs7ZApJrZ625gkIqe2j/9APtzz/v4LfgSuLphk7PpCQdmuZ9o2xnMPJiBZPO/N6Xl+WdAvH5iOMN0/sL9MrNcLa+tstdEMaM5+uuOxFKQpVCNZinb252xynx5QbcPs74EyS0zkrr0OlHDc6AJaJHrBHtRQa4akhlUNtdEKu5RjvIx12lrjAxyjdz0VJO3D1KAdV9i/+Yr6xWdeLiu2XgL0SqFBjrmTREBeVmwqlF1DLo31u9/x3X/89xx0xd7dkfd7pt2RnHbRWwf0OVRVt5goSCiiEyZxy2GR6MlA4nvbQhtg46iQoA/FhZSGFltk5Ld7CBjkRlslGoZoJdnGUVeO2tj7lX2/cKoLh2WjtEZva/jF14Z3xWVCysyzKf10h9/d8/fPjYsJdTAzwZnbayAGQxlnGtz5JrGgxBxLc/AJ7aZVSPjAWzBjVsXXM8UWXE4c7zKX+YDO70h3e7b9nh+fXvjN819yd/eGzTo1OdkTSKW2mOnu1yvL9YX9u3d88ad/zpQTD+/fMe0mpFZ0yrgcqWZUg84WLVtdR7XVQfQVy3HGJr5tfElMSTBtVE90ixl1tx41Zi6ENNcH0h7jhsAtjQzACMCM4ZwxUSZoTQLvGAeLlETaTeT9DmNGHbxuI9FGaPbM4/uvSd9+ww8vlW3pLJ8/sX33DxifET4j63nMtpdI6LnJUQVa3XjZruTTG87XTlsX5kOi9wMqjT2O28a2VOp1DYtptwCVb1jNP3WTp2kXox+DnMUpiIWrjF6JUMYeyPgQxLiE31YkhDNISDlNlFkTbV1CwtlbgGh9RDiLR8JJZCyEsksNMuzu79mf7ljqEjSSB2IZp3CAZkJI/fJugmYs1ws//u3fctwr+FdMd0f82PBdDfBQbwKEOKhAogQcvfMtveX2NZGG0yNeqvehDIuYYdf4t94aMbBwSEDHTdRr9GS5wyyNSZ7ZpSdOfOSxNt6sK7vzmXxZ0KUiayN1Ii64Cb3Cshpbh0Oe6WVCTg+83Z942RV+pPFCY8O5uHGms0mYb6yOUdMJpsrwCQh5uAe3HBpq9Ux0wyNCclBmskHPC2WayPtCyvdMZc9aDqy7j/zu/Dsef/WO9mll2zbycDFt20LfItJLUZ6fz5weH/jii7dM8xQA5lC3uShJJ6zsR/RUGz7pqB5fU3Jv0dgStGJKIDlRrVNypjDAQQT3TB0sD9y6l6HjGHWc92CQjDgYx+TpYJVuU3HSwF2SQJlIu3nc+G1o66G5ojojZeK8LKT9A5oS+31hljfsMiwfMv0Z6pOBXKm1hgFH7LUFac34/PzCl/lLlvMyPrvhcGyJzRbcnPPLM6pO0xnasIHbz9zkt+AFFQG/MdQjgDnv4pj0FWpQRFiU3XFKtpGoIfgA7awJ807prVLXBWaNMT0t3D2iFZUFpwMb7gu1XfAszPcnrudP1H6b+x0fnbiTZeSvJUhzwrbEVI36/MyPf/sbdlPiHo9Z6NLRaQ6+X+RVjGI9RBaiOZ5XFB8pOKRAwhMxURKx0c9HJWHumFXcKt4rjY6T6CJsWnHbmMXYJeOgZ472gWP7wPvtheNSKU9X8rUi587kGXEJW+bW6GsneeEomZ0ry/lTfPi//R2pKfO04/H+yLrP2P0DL1Phg2Y+WOfJjKvYmPFVI/whGSYlxkelQrM2EnTGWW6G5kCWc9kNjf1K6p07Of6/SPuzWMuyLT0P+2a31trN6aPNPm9T91ZPFotksbGKlItFmpKKEAELkGTLAkibj4Yb2C8WYNikYdiwAAsmID9SlkyJNimJKpGiRNIlkUXyVrH6vm6TN+/NzOhPt5u11uyGH8bcJ7LYCZU6QCAyIyMjzt57zTnHHOP/v5+jvKLMjr0t3C4GtumSF9cvOD2/oNQZM7ZegVGiT9f3uL5jHyOXl1cs+sDpek2KM+4uJFK1EuIHqjfQB6pM1BrIeaLUiDGqIGyZDiCVIKL+9K4n5srCzARTkS5oim4TUNV2mGAO10g9/aS2MRm+CaaaIrPoSeuC1/FkqRRjcT7Q9T0mF4jaLCwCJqzo1yfYVU8eBkzviVdb4u3IYLUHEhYDpAUmR5KpFFGeVTVVu+bOIRRutzsed4Miy/OWlLKq3aIy5GvzqYfOk9JInmZ8m658tkXeHGIY11RFGXPnRlIahn6ghZqbqT6rhfMAfzQYBdx7T3VKKbUuYK0np0iKEVxGMhQyto6IzJQ0UactuXUnu/Wabn3EPk6YXHW+2jrY1li64OHAAFt0lFSI+5GbV5csj1f06wV+CNSFdqudcQ0yMh9eDbloCWhcwQRa3+EA5aM5ylR/L+7guNNGja0G2nw0owBMFeAYFq6ykitO6oaTecvRvGE1jxzNGdnP2Fg0c0w8NQKt3PR4fd8z5HlGxNGjr9GUShojZTNTLm/pvEO6S1bLBfdOVsTTFc8MfFwKL+vMLInRB4wJ2ArZoKq+ahXEauxhvqaCEGeZcwJbCcbSx4Gw6bj+YMv0MlLdwMnFEef3F0x5T00T54/PuH5+Tb0S1ZM7iyK2HYN1mJJ59fKS4+WCk/WKVJpIpAjFdswEaj+oz5IJYYehw5YRQ2pZ8G10WgVTdBTVnz1kzhE7PaczuX1eBl9LUxha8kGvIYYi+jlpY03VhjoS1lGn95rVJ84p/iSIVhvDoOlBCLXotQ0XsMsV4fgUFo48OPyq5+LxBc/mj4j7EVM1CKHgEdthbEewM/luwqMS8NzMR/uUWGGwXa9TmAjVgThdI77zrNdLys0r6jxSxTXR2WdY5PYQvCcHOoqWtZqo2MYW1WJND6a9eVkoJWo5c1B+iDbjsIEqGgGki6nD+kROCTerrC+L3o9IM3UaoVSKCCYEFsenjLsdRfbYmpuY5rAj1UP7Fecsrrf4bEk5cfXyitXZCf3pkimOeB8I3euXXlp3Wtlm9vXctYp+KC3ZRK2hQrWCDRZJ2h8w0pxGonCNZCBTCVboSRyz46K+4mx+yek0s7iNdHvlj9PKc20I+Pa+W2wMuAoSBVKlF83PUo98o9H0QWGEcybMAuMet03EZ9ccrZesjwYeny247D2f1JHnMZFaImsedLNTFRuKfzbKdrcHFI5RdZ8rA9wGvvkLL9l9lKljpreJ9dlAvZxZf4ejLiK1M6wulsSxJ82jborWkasKnAqG7W7H177xTd556zFnJ0faz3CeYgLVL6CivLewv1OHmWygzohRA5GKCw2lChEPy8eYfglXnt3NRzgs3hQ6S5MOax54FovHkkzRPlVtAA8LhaqIMwveujbHbogw0UUOugGWorCKIkDw9OsV9F6JOkA1hdXpiqOLE3ZSMFHojKdWbT7LHPE+UtCrqzO26VAaD3/Rc9Nswa7vIVTmbUZqpE6Frh8Yx5G+VSWpVUSfaZELGv9Cq/kPJ3itegeuKKHDmI5qmlMrdFgZiWUPVfPJpOiw39g247RBBTUerC84n0kut8y1RJ4m5nkkRS2bDBZcoF8dszwZ2czxropwomMnERXoVFOwzhOCxQeF8e2vd9y8vObo/jHdKjRNuTqajLMa/l6a2KY0IECO2sxyFUPgIJxWwFWLwKm2TVdUZVaB0gQUC1PoJbKQa07rNffzhpPdjv5mpBuNZrZb9QLkWJC54CThRYMbiu/w1uLFKOl2LtiistJkDEEMHTr3NaEnp0KWihPoKtjNyGKzZ/XS8eBkyReOF1wuV3yjwifi2CZH9ZbUZsA0e601DUjRvP5WLC4P7F5A3q7oh0DxO2qJTGlLd7tn/uCW+ydnbKowXDzg5N59qghxe4sk0HO0iVKsY46Rr37jAz7/+fc4PjrRUZdfIeFYASRxpmLwNVGIYHNDLllcdTr2bMIV3x0hp28Twwlu3pK3G2Ke6EmI1SYdh0+u+fsDXvsUonLqYgoWxWR7ZzXDzGkTz4L6CaxgUqSmRCmOLBZnDf2ix3WeXGblm+QC84TvlxydnpBjJm0TVMsQluzFNqVlArPByeH709Fwt+558O4bvJgTL55fc3K8YHV8hHeZmHdMrzbsbrcELyxtaAkt8tlprRajcLyqp6S6zbRd3GQiVNNcE2hHOtPiY7xRhRcV65uTDZ1F25YocmfQ8B4bhFQSZRZsVn2fHCCJbZPxoWN9fMq83TLfzNqYMqhcktYsazN6FV04soOcRRf5sxX9wms2dDPF2MYjE9PMClb0bRFtIFFzkz7qSV3uGn6mzW4F65se2rnmRkus6p513XAvveJ0vuF0t2W43mO2s1KtqrDKQtZ6kNkH9a0bi09CXypmTASBTiqu0YJ0+u4wqerpAEQqJThNGC26kBBhwFKnQh1v8U83LNYLOD8i3L/PR2bJZanMrhKkILZJmNu0xDjX8hQMCc92LIR+hXVWHzabiGYGt2G6fsL51jB0S6arS8LxQ3y/YN5P2KBghJxnoLBYLCjZE+PEx5+84Go18uDhY45OjzHdSUsGAeu9Oh6DVVmxaVWbGLzRRFGpUPoVsnhAskuiXWPDEVhDnCYOCDJrD+o1bQQfcr0NWoU5K40ArBlnGtGsyrgDohsRbbKWSK1dmwZZ/NBTpUl+q5DnhMuZMurfP6yWlDxRqyUsVuScyWUkxQ05F2ypjc2v3LvVckGOkeUwsF6u2I8jOc6kTcbcJupc0MgoSypRr9T1YKL9DIvcmwFNjsy01wkoTZP2pitYT+WHYismBKyvdHagplnv8TVqU6rNuHXW7oCCcaq3Ns7hsoWE0kxcYOaA0qF17i1+ccSwPiFuN0icVX/sINasjcGGCcKq7z3nTN4npu2W7fNLThY9gYKtCVOg69YYdF5cPXqiNXusacITW3TCkIwFKQ2+UJv0VdV/po2mggVf95yXGx7Oz7m/ecFqNxH2ER+FLI5ihUQlASYV/JQ5ygqrtN4q7jmByxCMxVUItqV9VFQ6XHT819lAcGjWuBjmVJryy7WRYMDWCqmwSFveuN0yvILjL3w/Tz/3eZ7Uwm5/S7KXeLkliI5BKZraomKcTHEzZimQLOSI8QljZ4zsifsN825kWC/xtZBuXnC8WlLrGdMYifMWayeWvSNl8N2KEc9uNzLtbtlvM+8vTlmtT7GpUMqMrY3yaIBWPh+67Oofbz7t/hTfn7MMjlwF/AJCJKZAqaCB0NxBNZ1Vv4MxHaALWUC755hGG1N5srEHc1HLbjOCSMFIQkzBdkt8F8hG0eBIROYJEyewPXUuxGnENmagc471yYo5LpmeVahN7ty+gnH0OMYXV9x65eMvFkv2MWGK9neqcSxcxzRPhE77Dd7KXfLtb3uRK/IIHSs1GalIbQYBo/PLVi6oRxw4vCBfcF3U4jZPpDgidcapGkN3v9ZZVb66tqvUzZYUSF9T846rMEW8Rt4c37tP3N4yTfsGqmhVggimNhkpHsko/plCTpmrl1es10vsIFTThC15xtoB16+QZhs0WFxoFUpRjUCVjLXNlCOtw97y12sulFrIFJwprMyG++mGB9evOHl5i7sdCVm0LAeKamzI1WBSxVSDK0YtmZPOznzosUWnCK6JAmyxmAq+ghWrTD2UV+elTR1tp82lJrqpopgo6zwmOiyVMD0nXP8U1y82rP7AH0He/EPUdEm+/lkYP9BYYYTiDcUEnGQcG0q6QYyn9hHrJpyMzPsrpM7sd1uO3X0wmT7qhOG9d9/kZow8/SghmxlSab6BCkYIncNZT4oTX/2VX+Lz1rJeLYlpTy0TzhQdv1LxrTmmDkS9pljrMN0S3/XYriP1J9R5hzMGPwgxzpQy0UnRjct4akN5qWJT03OrGD2ZxeKDR2oLiCj6fNaSVGQTBvTSqgq6wxjWOAdGmOeJUhKSC9NuTxWvHfQ5qVRXwErCSIIaMZodphWyUWHYOE1MMbK5mbB24PiiUyx1sNSFo+6FeRypZWS9ONLkHSP/LOn6f4sLDR1tgFoniySsU+YatWV9HXC6xrV7q0oGrQjUwwuaoZuodUbaD2rENsiEbhQqfCg1U0pWkYLoB2FsKx2D5of11rI+uyBtb8k7bWD51uQ7qJd0ATi8gy7ofXDez1y9vGFx5NVFVidqXBK6I8UiD8dItfiub2IL20wpuoI0ANI0GMRrU0TVT49ghU72nJRbjqdL1rtbwnaGWShJOXmpFjJGiTLt9B5zJVWjJ7YYugpmjiqxFNQxZn07wUXpIQcJ62FfbVZY08pQKTrlsKJVQMiZJL3qDsyOPl1x+8FXuSpr8p/8HsajL/JoKbz5ckN99QnX+8woAXqg7ri8/BrxtiChg3XA2coghX3as4uFfL3lzDrM4Ak5U2tiu3nJ6vic5aJn2vX6ZsnYIJHCYtmpsaYa9ptbPvzlX+Ddz72vuW55xvOaIXhwoCmtR5uTBQdhoOtB+p796pzQOfJuoJbA6b0l09UT5punBFsxXlpSjY5JQR1uEgLVeI33sp1m00lLoKm60diatRHnekxRlrvUqiW37xALuSRSnIjzSKyVqVisOJw4csxMdSbPW+bttYaLBIuaM5suv1RyFVbHJ7y4usWkzG6EUh0pQp0qZb/D1kroB32OrKWm+Km7/W9zkdfcdLHtWm6aor6U2k5c0fa91YQUsUadRtZjEc3sKlYdNM5QkqMW9TQb66B14HURzYgkcqqUDCIe6xfUlkphnMoEcQHpDMvzc7aXL4iTNvhKbrp2qToPFZoCvd4lrcSU2N5s2d0sGJYOZ5POYccJOwg2gxnWunitv5NPVqOaZttmyVINRrwuMgOpRHKFoRaWdWI53eLnHSnODEmouwQVYtKT3BShK5bBBGj8L6kCuSjMogqhWLyxeNHsttKAA7ZJcb3RnDPNPkwqLmkLX0T7KVZcG8WBscJEppNAyB3FF96pG8o3f4F/+Av/DRf/8r9J/sjy7rjh4fyCD5685JX0jRrjCNdP2d9Giu+Q2MNg2edKmbPGEO0Ks13i+gFxzfCTCoyRe8cnPNnMpCq4XNQgBDgjqqMfMz5H4quXfJQiw3rJ2fGRdvwb0UW0AFSRVdOeK2eyctrtsIsFm85R3ZoQBnbZMZuK6dZgOnLa4wTtylvucuiq6zD9CsISE5YY3+FCh/UK4iyl6DWwWZPHWNjlLUmSko8MuBCQNuKbdluGYYVYSKNQigp9gnXEkohxIrdoqkMjUJ1yeqXIudAPC44f3Gfz/IacM9N+ohZDVzx9FZK1uE7XQsExz4lQP+OdvMTx7kQ7MLZoMUKFTK6JgqeaoOZJp8ICRxOY3N3HZ2qZm51QvbxSNYhAiTcVVwTMfKcnrxVF6LpOhQpGXocTeE93dMzi/Jz97S1pilBM89TKncRPpaugFiDduccxsr0ZOTpZKGvNFYwtlGxxpWKzVhLWd1Qf1IWFYGrjDrQNxBqjDrFSMeIwFTpj6dJMnyeYZqiO7Ax2YXTzcpU0Z71SFNhKwZRKqJYBx1ACoShpRxNbINeCE0tuk4aDxzmVpOmg1uq4h4oTo1p21ARTasZb1WFXCwHU7ls7ulI4NZEvmedc/dR/zPzdj7n3RuDhh5e8O19znDOb2bLJM9c1cr5e8IrA5W5mP+64nCt7OQQvGEpMdMbibYAuaAVRK3UWjpZr8iPDJ0+eIHtFb3kB5qhNvlroQqDGxO31NZvthqHrMUPXDHYtSskaQjPrSKk471hwxUPzTdZLuF3s2c4GG9bY1RkxbvB+QQ1LOmeU1hv3GIlUP+B9wA0DdnmEW5zihiO65TFhsSD0fcNNVWqKlHnCpsR2t2MSSLfXOKdxVc57SqnkOZH2I3O/ISw7ghjmcWTKG5aLBbUkOmdxXcdolLVfaeASo9iqPCc22x3u3hnWdrhRCEMmjokyFcpOGQ5SKr0Y4pSpScg5f7ZFnseddpat7oDqdnHY5i/PxZLIZJkRZ8GDtYI3qkSzkjE1UfKkM745UnLVjcAHTZX0FhdaWkgCYzLQYPpWwQhVCt7YZhWtFFsx3rI4PaVfroibrcIgUNZ7vZtKCELFei2FbTGkXLm+2jGseoJfYnyhlC3iMzYlQp+RecL1S2y3wFgFSFiraSJyuANbnW+aKoQq+LYJGieYPBGmSLgt2F2lzomUCgVLiRWbwEYh4HSRt/l3arNXbyxB7J02IYuQsyD50H8wmjAjrdmJVjqaBa6lfS2NRFMzBtV6L4xllkzxDpMrQ7U4Kt+5ecbX//L/nS/88Pfw+Poly2cb5FoITljbxIXA29ZSjtbsVkv2NvM0J3a5MhfhRc5cMtN99AEX77xL6Xuq8yTnmTBMpTIcHbPcbJjSjI32zsQU4wzoNEbEYatjP0WeX93y/uffI9UIc8XOWjang9XUOZyBo/qcR/k3edh3XB9t+VYxJFYYHxiGc2RbYLGhlkBXJ2S8psSx3bM8wR0xLBcMZ2d0qzO69Tnd8ojFaoWxkOaRMu8p0wjThA89u5i43d+il2z0ZzFIrpAL28srzsIRrnp6U6DsmW822leSQp1nnLzuh5vmdTCiqrY0RuJ6Sa6GRRhwfQFJzOOW1AAUQ+i4ubqGmNVE9Vnn5Ip7Faw9RLhYBN8Wj1VTgRRyrVSjPCtnK3OZlV4qCZNnapzIcYQc0Wo64PyACwPd6oQwLFgYB8FRnCFbqM7iMpAzxVaSipoR1CRjbMJ4z7BasQuBMmouGJZPkWlUyqhxxE7HKRTG3cT1y1sWPSyWaB3oBJKQx4rvR8Iw4YcVxvcY1+kNrhkKqqjw1prmKy5oHe/3SB1xUggVXBJMqkgSpFpiTJSMuoZqxSUhiGEQh6tGARUGglfhSxFhP87EWbv7zkCwTgGah6w3UbqJgztCSq0ZZxVQqIwxrW2sVHoD1VSkN9hqMbXjgbO84YTVx1/DxmuyycReiScDRqWZximwwAh7m3jLGnJ1JFPZWse+75i+/m3mb37CeLqC42PM2QXx5Jj9YkH2A+7eMU9vLxm9JRdLKco5sxhshdVqzRRnjAvM48THnzwjLBesrOUorKklk2q+Ez5ZCoPc8GB+yqN4wjuDsHeWW065cR10AbdOdHmPTIFFELKr1PkG7wrBZQZmFjax8ELfB7phoFssWS0XIPp8j3FHlIzUTKBwNHiWnWMSAdHQxporpVikGLaba9arU1x/gtRM51tmXK2kOFPjiCSFgsCB6VfBFLxTtea6X7E3M7txZLyZGoxFR7duGNhvR/Ju5Mh3TIxg/+lL+Z/dXU/q/RZryKYiNmgp3FRfqVbEQGlvvORKqolSZkoeqXlE0gjzpDSNPCFFgXfGDXTDQ9iuGboFjo4slUWOjKWyq5OekmKZcyZHpapY0K6kUXxSWCzolgt221tSysr1MlYNNaYtPmkLsiVJplLYbfbcXHmsXSpiugjkSLEbDZLLE/O0xfgB1y0098xow+cg5CtYqm3gcAs+a3CdKZZSK3NV6ECUypQKpRhMgpIyFJiKjutMynQFnbEDKep7WwzMRUiomdo2gqgntCAGnUxYA95pAod3TpuDloYGVuBC5/zdFKLzh8aTkGth4QpdFzmiI82BOWWc16uHM13j2CnlZDCi+GBroPfkXLhH1/oDenWI+yvy81v29glX3nK9HJjPTyjrJdsPvk02hbIIVGOpVnPxOtQMg/WkOlNiYvNcqNbzXGbu3zvlwaMHjLsNVgrBVEwp+Jy52E3c2z7n3X7Fc5nxywsud4NOS3JgdXyP0Rh8LzjZIz7ibcYT6coWN17ixhWm6ylO8wLmtMVgSPOetL8l7jfUcU+eJ7ocOQ6OMs2UcUcRsE7Lf2MCdZ7ZPP+E9T3Boko/rPrcD7CTVJsbRnTuLaZirTAMHV03ME4zq7NTUp/AD7AvlGSIYWS/3SFjpKvggkO8VoSfaZGrGUTHUbWVqcYf0j70bnq4D4pkSk3kOCI5ktOeGvdI3FOnkTLPajbJeySD8IilPWE53UOuOp5dvkC6iZMHnvsnjtxHri3sa1W6RoxK66h6vxZp4QY20C3XjP0Npag81NTaDCZZwU3WqhLO6nVCimUaK9eXM94vODkL+FApNWqHn0QtE7gOfIebFwrst3qtUOmBdu8NDmMHfFiQQyDaY3ZsWOHoTFFH2SQqZhG9Tzvv8Y0lX9uJnUU3JwPsY2KqhSiFXLWMVcykNqt8AyR4o7+meC1LsKZ52gXvHc6ZVomZOx+1Lu5PPRBi6ENg6Q0nxbAzA8kUumpYBMVxGdP8272mpwS3wDjwNqjnulRKkZYlJ/gKZZ4xfiBl2O52lKvIrlbulcJHac9TJzypiV3nmYKnhEBGNPhxSrhUKYxkb4g289GzmVgyVgQnifPjlToik8ddRWz3lEdvPOSt5cTVyS2X00isME2exeIhnoCTl7jB0/kVEnfqsZi3JPQq6scRt7wmL0/wYQDrSFk75jlNMO6RNBOqcOYtCWGbJpIR/EIIXnDWELDsXr3EGeiOz6mma+EklWKFLEVNWUUTe0QEcQbbBc4u7hFcz5QM0zTiq6eroTWkjbocnVeFaTVs9zuwqOnmsyxy5y05FS2VW0A8uWC9V/eMoYlPMjmPSJr0Dl5mctwhcUTmPWnckfZ7SpkwMlPzki6fYbfnzC8su+stNgsZy/R8xl3sWL0vbJaVfS7UGPVHSnonL7ktdlUx+WFFWB6RJr0adPagRmsPvWgzzh1m7aVSxLDfZTY3kcViwLpGXK3SbLTNzpoz4gvVBZXAturgoMSzqKGlFMece6obWHUnnB1tsNOEjQETDGUfmWYdEaYxQ6yE0dCJZWEdvmqYXq1CosEhmvxDJwUKh/SCinnUigXo5MBaq+V8sI0DTtP16+sqpTaEUnMGStMVGKhzIT2H235gd29gOAsMu0reTWymUamzVkc+tUUmSxWqyywXPavlMcZY4jwzTzOpWFLWZFRTMufZKEsOeM93jKFjI/AsJ74+7flgP/LtcsumMyTjcaYDmkQZw5F3uGioz2+x3rIdt/hpJljhareneo/kLfculry9iCzXV1ztHVfJUeclYhcYv0SSYJsUO4shpYKUiJkLLlbMfqJb3pDCEtctMd0CXNDrmTQYacqQC6FUTvueNEd1gznwzuJcIPiBuNlw8/wpy3miOzkHY7QZKhEpM5JmTC6N7yd4bzk/P+b05BgESiyYbKlJ2N/usRFyrmruMu5uU5Uc9eCifLZFjhFc55GqEUEG23Ke8l3eU5WESAQimESRiVImchqp8w6ZR+b9hjTP2BQptSLVsSoed3uJmEumiz2+GiQGpFTyTSE/j/gHrvG/EyVHatGSPZdMThnrAt73+H5Jd3TKOI6UnJUl1/TlFZTRZq2W+EbHSaZAipn9dmS7cfRDr/710vTbRQCFAUiJVFsJfacKP6mtkmmCimAwdoXrVuThmDT0xLrn9vIFYhNJqjq6kuAnw5AMnoBZdMqxT0og0cZbabPx1wkgzra8MNsQU+0K4pyl7x2LrqOnneRGfS6KQjrQTDUOWES78YcoITBIjRQSu33HV67WPPpX/3X67QcML58wPX/GSgYWqwUy35KffMRqnHH7lhQiBpmE3bRTY4sBL0LnO0rocKugXd8215esuoh1rNwrhofF8K5fsF2e8CRFPhojX513fCAjt52jBoerDt+kriUrkcekynS54+hkzeWzmRs/cXy1xR6/xC8SyxB47JdUgbS6x1SWytGLqIEqQyGQJelduGZS2WKjNl1Lv6RbnmBywvRLbOjxzpM9OBswMeJKY+j3C3ycuE0zjo6u60ndgO8Gxt0t0/ycfnPDYrXGLhaqsdhvsGnSylMs3sGid9w7XtEZ/bxrFcZ9ZOEGlosV1qN6BDO3TR9KjLrhGtVtfLaTPHi9NhwCERqksRpVrBVR8mguI7XMUGZqnijzFol78v6Wst9T9jvypCOIguZZCRPCS+xJT+337OINZI9MDj+P7Dc7ZL1AzISkw51cramq7mm692IQ7wnLI7rVtml99yr/bEA/a/SeaoOlkrG5UrKGxI3jns0trI88i+XhezP6AdBOulwRo17xA0TwgIg6hOh5n6Bz4E/IvWMXVji/YJEm7D6zLG3M5gJCJs+JWEaoWvSbNgO3zmGsJbSZvzF6LahSGBYL5nFL52DpLeuhpw+eYKzO1ps5xtoDvlirGdPY87U1d6yzHJI3ae652cLPY3njB/4Qb178cZY31zBtebad6dZLXv3sT/G3/vL/jt8ZIxdJWIjgjT7og9dOtwOCtyys0ZEYgu/UoYi1LIeBvu8IR5qC26fKSUzEmPhCWDCenvDNecnXy8yv7W/5sEy8dBC9JxmLuI5SwVbBToXkEyE6Ni8qY4BwknFnCRufcdqvmNweGwovbWUXNR45RoWTWudUvVezeuZz0pK3fZ7Vdnjbge3owkJ9Dn3AVMH7ACnhauXMC703LIvlep8og6MMgdh12Lknxch8syPdjri+x/igtuGctb8lhYV1XCw6VhTKvGe8vaa//whnE/M0kjeRwXi8gbkWZetn/b4l12Yucv/UdfzPFsM00ottUH7TuGKC3r9LLaQSm5QvUeOEzCN1Gqn7Pel2g0wjcbdVoUbNWCzVjOTuFfvhGufXLFxAZEe0GgMzxUjEKQqYkTonypzIzaiPHCKDtZqIksF5/LDELxYaBF8zqVS8bdomaahdDAYN16tVqCWz383cXI84d0QIUKXchSZozal34tSSTw/xS3fOt1qpdsIvLE48YvpmmFiwNlsWvWWOmZgLu/2ISSpiCbScNWk6eWvbVMASDtRRQSGFVEzOrAfP6XLBwkJnwZqqd/MK1NJ4eo1Pag5jGm3AOaebtUrxmzquCr1ABIIJbIbAk+MjmDqsu+A6bFg8OOOe96SL+/SvXnDqK76o8s8ag5M226+VFDPVOHZ1whuLNYUQOsQY9hLpgsf1Hh8snRF6C0feUSTh0sT3BMeXF0f8wDDwmynya/OOb42Rl6Ww7ytbZ0kYxprYTJG+WG4vE1sBFpU6gWxvWR8n1u4SuZdJfWaua+aYmavF5EJXyut+TY5N2GXIOKpvIZ6NNCyl4pxmnJvGUvfoeNiXwolzDL0mwXSmEsqAyUskFzZZqKk5i1IhkVUDX9UsEzrL+dGSs0WPnUaiqTgDNSVWw8A07ojTxJQqadTNwTV/hmmKx1oqNnzGRY6ZQYLe/IxBjBJTS0mkWigpE6MucEpReWsx5FiYdhNpytR9okYV+Q/GablhJwobqoFdmohYquxIMlNsRcJEwlEy5JIVYRx1zi61trmvo5AR2yHO4XtPvzqiTHumOSLziGnNwkYHUFdd1ZJVjEYNVTFM+8jt1chqWBCODqztpl/mNcnT5ox1umsqaVYXvzGFmG8x9gUnF2fc7KMaSNbn9Pdmdt96TokzuegMfPBOfRexddprM1G0K0ClUowjO9tgjZXeV05WC1aDV0gieg2p7cQ+dNqdMdoMbdpuZ6xC/9trzzndzc2N0emIbZ7/KXQMi4E5JyRPdM7hes9kEvF8yerxGavdU+5ZRy9qVNK/WyWRZU5YAqUoCVVhbaLjQadxzHE/wg76riMMgeRAfMUtLMtBxSepbnnLWc6C4z0JvDA9H6bM1/LMx6myNYYJQyYzVsOTWbhfDOaTCaqjHAtmP+MGoXdXHK0Nm2nNzIrqBsgd2J0KmbCaRCOqaizFqiqzWqY5Yyg4EkbDztXiXDIm7vElEmpWYY+DI+/pPBytB47qKctquLJwc5vJUwQphFoxzmA8rPrAxWLBcd8jNZGqUIJhGNaU6olTpe+PKCuDyYL3M2m7Y5ab5qizd0vYfNaT3HtLTFBaJ9tYBUOkYsg5E+eomuxSW7JJgpQbpF77wbWp12id+OIKxRRyLdgimCEwhZlqIiEEoFCdpcRIqRPznCkpkqZJ9dmHP8xkUq6YYBoC2eJDT79YUfq92karhdq8yFXnxdZazXEz2mOrVV/TdjdzebWj4hmGroVI6KlupDRWme7sqlzWJoshtXcr4fIKVy94cfOMGG9JNTG7woNVYLiJDB10oYO5ME6JUrRUD1ZhBoqpVplvEQUbZhE6IxwdLTk56umsqgNt5e7qoE03o43CRrCRdnHLRXPZaFWBtfowSEuM0YpFRzDVFMY5EZYDZjFQrWWogbroMQuHnBwxO0UhIQqHPAQeWG/VBFOhF6vvt9WEHPXoVQKGno6ShZwS+32m75UR77qgdNrOslj0dKaydp6TDh7vhTei5/3keJ4qT2LmQ8k8yZGQhU2FLQZ3O2N8YL+P+MkiCweyo4+GLu0J3QNKv2DeBEoWSsxY54jiyUW0PxIFbMKYCVMCNYGPyiiwXvmCJc7YkjFxoq8Z3+bnPjics6zE0C0cy3trznq4HoRxOx5M03Sdp+sc3kKoVg/L5rasYqhZTUwxaqRXrlYnJb6quaZbQoiUMeqovfWePtMiXw1LHIlSM1kSpVpStqRUSONMuktJqQQqVhI5TqRp1h97ZVCVmDBUheJZLTNSGjFiWA6G5dkR+8141yEWo17ZGDdIhjhN5JSopZE6UaZaxTVtd+OpG4szAe8C0Tg0u9roPdw69SAXTXNptCZF/qTKOBZeXW7J0nO0hr53LIcObwxII36IozSOnSGpwQZdJJjK7uoTXnzbYhYdV5s9RTxmfcoww7lZYC+3zFeRGNV/7K1TKIToHfyggMpUJqOz8orgg2MIASfSSmDttFvakFxoHX8htzK8VL1fOqtcugNU4BD5c9ggDPqZuCKspkjZTOz6gTQlhmxZhECZYPYgw8BIpTT09kFH3jo2d1HR7tAY9G2zaU05jPYHQucpuWXUIy32SZXHtahjrO81/modBhadcDIXHmxgWwovjOEtA982la1JLKUwm8C2wGI0ONQV5nZCyXs19Zg9/nggzZFcI6Soo9yiHf1YE4aiG28sGGbNYbcjxm3VIORbsq1o2W7yTCoFXxKDzHiv2CnbRqRLUwk9HB8tKItOVZvtGlhqItdKloK1ghUVlxmB6XaHORowMWPFEaxCLozr1ElXHSJe+wSuHcKf9STvjy7w/YRk7ZbvppF5ztTJIFFacJ9mdpcpkzY37K+uNI10tyVvd5T9jpoixoDvPK4XFkNBJDLNGTvdsph77dLnSjGFOW3ITNScyPtCjlVTQnNumCXbxB46K/ToIlczjcf7QMTcGT+M8ZQUVRffHsYimoZimtNJqjDvM9cVxm3l+GTAnHrWRwMiCWMSLqvgQ7DtGqDSTABjCqXuuP74W9jlCgU5evbVkddndCvBT4nFDpzVOXBXhYX1dGLxjcFdECagGmkear1ypHnGLYfmPtMrh9GtExGFHhzELuZu4UhDb9I45m2MU3TcIqI22SpWSbfTSN4XQndE3e8ZaqCrjv0k+OMlxyf31JVYtarDvk4UvdNfi2mKvJZJX6SxA+qdfBOEru8oSb877S3qqe+9wVkwVIZeWYDiC8FmOh/obKVDOI6Od7PlqRd2QcmuUSxd1M+ICr532C5jt5FgCiKvgFNymqmpYIr2L6pRMmtKs+Kv54r1I3iPGG3YOefJTmEm+typacWWjEdIMmMQHaNZQzhcyUrBl4ITzV+vtTWspeBF5d9iwRdVjYqFm1dX5OxxBNI86eFalPgbY9LIsQYUxajk9XVm+29zkZeTN/E1wnSDma5xVUibqGVE0pQQ70DSxHx7ze7FJbevXpDGQ/NtR9rt9SQ3Fh8ci5XBp4Fu0SM1c3t7xSwWJxPegDOZlHdkiaSpEjczsbSRlkBG00ytN8oGy4WAuuVs1bk1LbMsJ8USK2tXQw6NmFYRGFRNrg9dBSiVvDfUmClpR9d1LJYDLgTN/JZRIY3ZapZ3be5JCtSIE6GOO0zeY/yCZAJ9v+KprdzUkfcePeZ0fsXx/ppza1lk16SvgkepMNYYZqGNAQEsiKHkQk6FbvB3zRasblbW6J1Xc9YaGtq7BvXQxZ1Txnt/V16//lKxizHQTyMffesZ9z73Ll2pEIVYMrsYcTHhwxJDoBPblIdtHCmoWcboHegwAsJacFpNOaeuPddm9LUW8JrL4xuqywaD9Yaut5gAITQNoHPgO2yuJKkUJ7Cv9FEYSuWVFKasKSP6Gat0ulApI5RtJfiCYw9uIGeoVYGWTqAY/f9qKqQpYiVTfZvION82AYMPyvtTY4lpFWkkivr2kaq2XmsZeo+3DR8luoHHrI1bzUJXa7WCR6zSdJ3HLHrinLn81re5uP+IDs+YEodATWnhJtUUvLdqeMJhyme0mn7jm1/jjfNzTkJAjFpIqzFE0extZwsmTcTNFfPlc9LtjZYYKVPmiMyRMk7EKSFitXzLYMoCF1aE9YJcLE5oLLhEdZkoM+Iqc9yT51m9tLVZR22gitdGRN8Rlp7aAgRLaeovNFa45Khjr6o7pgr5W+SvQV1zmq4AKHHWtDI3S0HGiZAX9N4iYskM2pvvFhRREokxhohHbMCKon9SAUmObnnEpizJ1XF+uuaTYYbhDU4fXOI/+gT7ySs6q4AKqZYklliFuUIbrOkWJKooy7mQiyEYDZeoovNRAe4g/dpRA9rIrM1Uvfd3v3YInAQUfVUqpsw89pVv3lxhjwwBhys9xMzJ8SmDGym9JdqK9QGK2mfFaOPt4K13zmsqTRs/GttUd8620aR+Tz64dsqrQs948J0ldNoU1UmIEm5yVWho76AM+gwUG6lT5aJ6Fs6xGQt7V5lioorDRFF1YLSUXaXrrAI/fGauPTkc40zCpJngrGbNRT3FsxRs1gy5ag+iK6t47OCh8d+k5sZrq+RK22CE3hpi51l0ShE2Tik+NWXlElhUzlqK9qlEwSHFe2ZjEONJ2yteTiPn549YH51QnMZ8jSKM45ZYKnFMUDyGDpk/o3b9H/74v8fF+ph7R0cshg43BGbjKdGQskPSjjpeM129ZL7ZkPaROmXyftIfO12kktR8XxI6lWJL6RccLTXNxDhtNmkgiyBeO7EEwLSIYcVUY0ym4nGd4Pu12kIxeKNRTLYq3SN7g0OIObfxnTroqJbsO3KtOK95at43iahUemcIVFad4Y2TNfeDJ9RCVwRfLXu3hnufZzp+i3F1n7Ffk1myXp6Q40jaXBOvb/Xh9R4x4IdAF3rM4Ni6PeP2Cbd//+/xcLNjmSGOlVQMm5jZ1UprczbprJJyc6mk3FAVVs0s0kQ/0K7lhkZIPZzWn1r4baGnlH7LYhcjYIW+Vh4Tcc+fUftMDYZ9LPgxk4IQlmDPBva2EEksWpaXaaeUM1bvvtS7z1EThpvsmSbOsS34sVa8t/jQ4qK8lv/VVLzX70urFJpEQ++7wxDUw529NiaNYXCWwWiazKuxsJtU9OLnDFtpXgbUIWgNN1NGjs4YfIKs5OFp3lNnQ61eG7SI0omLos1UWyDYUiiNyiqaxKBpOg3m6Y1lloqkiM0eMwS8c3ptPAiCLLg7nrvcASOiCNs4E92CYB1lGnn19CP63Ra/XIP1TNs9cZwoU8IVTzALVsv7dN36sy3y/MEHPE0zH8WRXGF1do/Vg4fYroecSbstedyRd3vSfibNkTIVai5M446SIpKLmhfQUrTOjmQjcSzkZLBOY4+dtS2T2xJqwEXB9R1lOVPGzJRfg+Vrgzy6NCFlgakDnXV00eKmDpM6SgkqvMmRSCY111QIx5jjc05Pj7l3dsxRKBzVHY9N5rhOLMyIn2eWpTKUzGraMqTEkDMmJq6na55/65Zni+dM734fi+/8QVi/SXf2mLJes9luWLa01Ff7DX3N7Ocruj7QLRZUF3l+fp8TWVFWDv/Lv8au6/lYHB9dvsABR0VRyYHaxGJCycIUE322OK/OOh3jKTQiG0voHTVVnEU58GJagGNrQrZGnMjriF4jeq+vLnNRd4QPvo4dM7PrMDWyPl2z8JZiNywePyR3K2rO2DZ+clVaqo7yyJ0zrQvdmnxWqyDTusbW2btqQ4zguwA1k6Uqe83pBeiwqMW2WsUrs856SzCK6ArekavBdlUx2TNY1hiJXJrIWCu71JFHQ/VCt4ssJZJTz3ZK5K5nvbpgGq+IJeFq0umROFwWXBuzlpaFd2ArlDa6PMSHGeEOC1WKmmdshmQN3hiMV5VkqU3jUS05GS3ZTUHEMdvAbXJsrkeqd7TMKMo0srnZ4HyHcUGzA6sQamYlSx6ffh/WvMk8f0ZZa9xNOEnYFEm3Iy9f7dg8v6JbDhoREyN5msjjrEzwolAEqUJKmtWkUm/tomomeUWcKtgsViEGqeC7g+mkBSLWQhcsx8dLXDEIo4pvctL7dYqkaYMdlph4ji0rwjaTP36B3F7ieUVnMnN2zN2StFhwcu9NHt17k/PzjvsDXMQtR5sbTuIVx+OOZZx1JJIyfSr0GBYCIWVCa7Q9mhOfKxteXX+Vp9/+Fjf/4CfY33+X+b0vsf7e38Wj97/M6t5jRt+xtsLt7hklGbq5p48D65Vjz5pnx2ecP+x4mS3+je9AFgu+8f/5f3N+ucFbT1cNgxhNfUEbZ2Rd7AitlG3NddMaik7z58hFm11tIdtPle+Hst5ajTg2pYmecHRSWT/9iPxyx+KdY2wwVGcUjT04hjff5pMMcxvxmSwYa+mMu4vpMUFP6YNvwBpLzlp+O6snmjXm7mTPOROCNtxsW+DWWqzXMl8sqjBrzxGidFwbhMEPSK10SRNv9kFVcAubsXvLr8Q1X4+BL54+5Dw9pUuvCEvltZe5MooQbIdlQD/tw0KsraGpPQ3FoKlYpoimohapbdN0d0Iaa4RwqMKMjilLLthWb2lSTZuTFp2EVKsMgdsiXKfIRKWwRayj5Nawq5Y6JWxvlQlfKq547p+8TSfnbG9gO+4/2yJPSWV3Pgs2JmScmHcTLHudT4saVuoYm4JHF22Jue1wpr0obTZkAesEk7UhZqpqqp1R0IQ0o5TDMk+RmguLRcAUh0iHobLfF3LOlDhTTSBvwdkTOgL16Yf4F0/xu2uizJTQsTp5yNHDxxw/OuN0MFy4wsP0EffGDWdXl6xvrwnjiC9CbwN9rbq4ip6SHkOoGhlrncd2BVfhkat8Mc1sxz0vP37Fhx/+DE///n/CJxdvsD97G/OF38n93//Ps/jud3FvvsnJXqgf7ZHocN19LruJJ49O8Tvh4nf/MHL/FJ59yLMf/y9YlyZuKdAbPQ2CUT+5argzFg18cGjTbYqJVPPdAqttlOZbl7fk3OJyX9/fc1ZMkzMWIwuCNTy4/IQPnlzi3nmEiRPVJRb9MQnL4t3Pky7O2bx6yqMu4HWueBewaJ0lpUNzrQVTIq+rh1oIrtMqoi0O1dbraejbtKNKwVnfSn6jDTvnFfOFcvFDaLQcMXgXOB0cy7rFm8Q+LHgVzvn/cY+bH/wdlEcXfP6TnyF8/FMMRjhfOPZRyFG4lcJgO1x/zDTlBu5UMqsOu9qUv7TUGatNysPwtLTXfphRCtxVNYdORc4NQ476B0rRUW7GMlfLiOFVjNxiScZQi3rqMTo1MYI25YwSaJginTli6B+QN8uGVfuMJ3mdMhXFIUmtlBQVfF8joXd3c1GVMzYNrQANfk9F2W9Vuz+m6OxUFdVF7XuiD4R+fAlsQupMThOmZJaDZXnkMDbgrNAHw36fmaesp0lxrIphXW7I8dvgX1GPBDe8ydnDdzAX90guch52vFkveVS2HF8/5Wg3c7QpHEXoqsNbrw+8qMzTFfBWm1yD8Sxtpw9s3+O8J6VKjIVF13ERDZ/LmV29ZXt9y4fPfp1f/5Wf4lt/92+y+dF/iTf+zL9BfXtNDZW0WeCCxwfDTVnT/37H9fvfyWbl+dKf+p/w9372p9g/v+WiGNbRsHTgvbYnfA+YSs5C7z2aO1koVe5Y4aaFIiA0THCbX+N/S5l++BKjbctF7RhIPJhe8YsffMjiD34vKwbNnEva1T5//A7p/D77mxfkrFp571RI44x+zoeNRJrRxjnXDDFtLt4YdDlFbWK1PqFrqjkFczR5r1Ohj3WmtcErIgXTaYM0YIj7ys5Ekkn4KmztGX/bHvNfvPMu9kd/jM9/15e5/ebX+Pp65LQb6fcv6FImOMcuZfYxMvnC2jr8ck1OqmirbdwqvOYFllY1KRzaqFlGVLBkrZpzNF7Z4p3Fe9uCSBqosZ3+rconYhht4GqO3Gah2U1UPZCyXl2kHX6IGplEcHnm/PwdXDgm2xX9ckG2n3WRj5FslcSSSiWJaFZ2G9UE79vOi45zSm2APt3HgDZHtneKOeMMrrNYXxkGS8mRFHXGWE3GWKWZdF0gT2rj67tAP1hMVcZ4CIYxVPYl0i92LLtn+N1z6F4wHUFZPWC4eEgdBrLfsjJb3nS3vJMvOd6+Yjlm+tHSlyV11vIsSMSroxmPoxMtQ3vrWVhPnxW2YI1p2V2V5Iqenp02WO6xItXEu6vK95SJJ9Ov8pP/6XN+Y1+of+ZfZ/n5E+ZuoltCMEuuXzr6t95lNyypg+X+7/29vPsv/Qtc/aW/xLvZsopw6lVCaw0Yr+BDipBTxnmvd9OW96WMcM1+d07pM4ioA48DH86QUlLoRFuQ1SgRP5jCmeyZf/nnyfmPaUc+JogR33lYrFl/4fM8/82f50sHV2IbAyncUxenoNp+g72zuFqrIz7aWC94nTc7Z9q1TVqTSyOEqZpqUmvV5J2qoiDnAzllJKmW1BLJ05ZX4vi1fMR/xSN++Q/8YR786X8NVgn30TP8ac/1o3e5wlE++hq78SVuqsz7DVmUIxDryL2jFaYI8+0NtTZASdMaYQ3GW03qrbUFQdY2takU0bO95yBOQpWGKkm7+3OKaJ4MzjMWy9VcuY5CMh7EN1FXVlNREcToqFQNWYIpBVMS3RAIq4HNNqsDcBg+2yKfYyS4Qq4zOZUmTzVI1kA/2+4dtRRyVleTkiul2VBpQfDaRHG9x3iD7x394OkXjhwtecqq2ZZK8JbgLS5Aspk47gneEEKHGQzegvNC1wshGvpFBPOcbf6Y6kdSOMVenDL2grG3rEPmnW7i3bzjYprodrDYeMIshJLoMPTO4rJRLJMNeCyDD01u2vhb1lKdUf63FVwF7wy+CtkVSlMiIUJvC4+dcGEyZ7tn2P/qP+DXEN753/7P6N5c4nrBZIF7K6I9IheHC3Dp1nzPv/o/4m9/5Se4efqKNzuvEcIGPFbL2CZoOeSqOyVhairrQRZb691YzTUZq2kL/PBlrW38fFXRpZDpJXNK5cE3vsF8syc9WNPlyhAc2cJcKxff9WVu/oZTn0IrJW27gxoRrHXkXO6qiFrKHafPOQV52BZF1DlPGx3gfSOntMZcqWp68Q2koS9M4Z/eeg2nSJm9Fb4Zj/jb23P+7r3vpv9X/iS/80/8EO60Mn39m8yMDCdLJD/gZq68erXhdq5M8ZIYNd2nlkLKmU0UFsMScqbudkpbsboJihNoAiytLlrFUipSC6np9PW9VctvayHq6S+iLHzriBhigU0s3CYV8VCt5jxKRdOfD/NJUWlm1cQYSkFyZTNtOXmQCeeJuLlR1sJnWeSVqrlhsZJjhYTORl1bxEa54ZIq5CbXM1kXN/pBcUh2UHYSbug5ujjj7OEF66OBcZshWvrQMWetAgzq9DHNeVFrwaB5VM4Li6UjdNAlr8knMXOTJzCG9ckR9IU57VmawoWZeCvvuHf9ipPbhJ107mxqwtfWbxCPLQFbPM4VZcV5A862EZPTE6hWnF3grWOOhpodpnYYU7CmYmv70J1VV1xwPF7M/Gj6hM3f/U/51bcu+Pyf/pe5eHRMoLJdGDrpCBNMZWZnB9wXv4t3/siP8PQ//I9411nOi8G1EAovDkR16r411KzRwAXV6rf7tdXHy1l353BDdOE75xm6Xq9gonptWyF1lZQKawxfvL3lV19ckx8e0XlHTUp9xQcuvvwlvjn0pP2sXfwGwnUYmg4J51venKjoKKdECKGN/NBxpbfafW8CGqla5emdVfDBU7O0URp3jSzvDKYEypy4jo6fv73P/zcf8/RP/Bjf+2/+D1m+O5DTNWFf2FTP/uQ+po4cl0KOS5x9l/L1QpkyqxVM86Zhv3vmYnEh0K+OtJmco5J7nDY6bTtUjfdKjnUBQpsiBIfNSZFM9rB6KqpW12ZfthDFMlXYTJF9EqLxrZdlkdwuCVYP08PxL62vpSI3Ledv91fsykvM0Sl9PxA+K3fdSFQhf4KUbFPdVKQUxOqLqSLUrCeJds20A1lKczhZi3Me7wJ2ecLyjTc4+/yb3Hu05KQT+NZEjFpuumKpNULQtBJjBOedzlFNxlZDNUrgCKYSnOBCYR8zMc1U4xhch40FZwve7jm1I0dpS5gjRRxz6/hKVpCiTaLj+BYW2Eun93DbK3csRZwRvZsWoUiiiGKxbBuZHMbRpTWRrKgG37mM7eENAj+2/4D8l/99Prl3n+F//CP4VaAWQ7jVzVH6wF6Ep4s193/kj/PT//lf42az5S0sQwV8JkiHFNsacIITq5RYi7rNmkdefeMG05DNelfW+12JM857nLQJu1GUV5+FbBcscubRs4/41q9/DfNd72jJ3huGKsTq6d76IvHRG7z68JvcF8HWiqNHJFECuKTVQXCH3Pei9/amOer6XkGTrrnjmjKuip6EthpsMUisyha3Rk8vW/WUj3uMWRGT5b/eCP/++Xdw8Wf+p/yeP/J7uVhEvLlkzhNuq0aZmx7i/QW1bLg4XrJH6MKXeOE7bl8858lzQ9lbXBoRsUy50LlO5bRSEWmaDckYyWRnkaDGlmortrHzVJfuiLXQeKJ6VUI3iFwhiVERS4FYvCK/xGk67+HuLcrdr+i/HzZoWm/r0FjNeYPpb4liib5iXffZFrlLlRwLeW7541U7jtY7ZZSJjhlKPcwJwYqmRhpJr5sTfYdbrxkev8/Fl76L+597zP0Lz6JsmS53XNWXxKniQxvnFMUoG+uoBVJKhEWn9/tKu7fodx+8ZRKhFEPol1jjyXGmMyPnXeIkR3xUIk1Jgp8s3Zjo5szaeJYuIKW0UR/kKWGscKh+gkFjb0tWcUe1aq90mpiqRg+tJg93Tt/AD4qS7gi+8r4f+aPXn/D/+k/+Ii++63P0v/dLDE1aWzpHygXjPS+t4f3v/l7Ovv93cPUP/h6pGrxoQL0VpZtqIqY2adQs06461jZHoAIddSat76k+Pw1KARpoKM1Tb3SxGqsRv6dlR/mpn8f80R9GestoKoveElPh6MFDTn7w9/D0Wx/xjqmsLXg8VIPyg4JWP/B6Fs9B/OLJKbNY9MzzpOkkXjvwBx29sRp0WKKakayxBC/kkphjT62Wa5v5L190/Pj5l/nc//5/zed+8H0e+GsWRYjTgpt9Zu9usSvLfbMiGM+T3S1TXUDasfRHBPsesjbMFwM1FnYfP4H9Na7MmnfZe8o04VOlRwGl2bz2Q1ipSkhyh6x6owuhaL5au8k3VaJ24TWOyZKzlu7mLlTz9fuF0Mit6MJW37OW/c2AKU6gd2zTjrA+IZEofEbuuimVmjOSM6KkQT2ZaXfVWpWa0sY11dCUQGg8seswiyX9xT1O3nybk89/H/ff/zwXj085PTYs0iXx1Uuef/1rSCmUbJoqSReMdQoJjCkxDGq6cIh+L8ZiMcghz1w83q0oWTAS6buZi054FAtnm4TbFuxosKOqlZLAnAsyqh84iGKHEYMLOjrzKr3GVKWemApCwXhLjlE/NGte43dE5Ze1lvZB60ThCKH0lc/XG37HB7/Ez/2NX2T/5S/y4F5gDpHSgSkGWw0xdFwdnfLFP/bH+eTnvsLtfuK+xhZykKge7sAWfbCMUWkwbZzjW6f6bmRGy7+26hq7M7KYdmt0zcCCLtR7ZuTkZ36O3fNLwtsPsa7qQxQsk13gvucH+OZf+at8r62sjRqHDAZaJVHuzBLSDgI9hZJkQvCkmBj6gXke8c4pFONwPWuiGRe8xkRlIdUJCJjUs4+Jv3U58Z+9+YN88X/zv+JLP/AFTrjFyI5RLGUPfc5s3cxyPSDbHewzRyFj1xWpnv1ui/eZi/tf5NH5m4xf/YRf/cW/yDqO5D5juw676Jj3FpeURJzc4SCzKJxYOHiDy+G+XVWoouu7QUqMpdkutBkpruncD0m/WqLrvvD6czmc4lJb+X74shYbBOsdz58/w+0q/fFDjP+MJzmrQC4zKbUMNNFYl9571YYX9YVjNQfNek/xDqyh6xYMqxMW5485evM9Tt96n/Vb73L24IKTsyXezwwLw6O33+TDleP2asRU5ZhXqdhaME4tdMYF9nPkaHWkrk4HNWtjwlg1NhjntIxJkaFLDG7PEsFOE7KP5AQxZSQXHRlhkZgx1dLbjqX1dKIJHV6supS8mnAOGW+2dYZr06wr2xyM07ko7VR1LfomlwTWMxRhGzwe+K7NLV//hd9kf7llf/+YbrCQE70NjLXgjGPKPWef+zy7xcBms6FUT9eeKSOF0K4Kti1YDY1UPfvd/e2uLUz7PRrzpIIYDpINqlFqjMdSAFMLpz7x+Sff4u/+2q/g3nvARVa2nPWWLIF7v/sP8ksXD7h69QkPRLBG59hiLSkmHZs1BvzB716KtHGp3mFLMQxDT8pR1XjS+jEHBVl+7aJ1YpDo2deRn46Vv3byZd77n/8v+NIf+g4emA0lZmaWlGni1GW2cs3FkKnTjhoM2/0tq+XMmHak5Yw9X3HcP+aN/n2+8Xd+hQ//o7/C77x5xRsSeTkXXhrD1hmuqrrhcosmFjmkB+niPWhbSiPWIqY1PFvktqAgkDYnrKLqQOXKyac2wk8t8MMB2xq+wqGBp8+WdYbgA2UupLhFtoV5TPjl6rMt8uP33qI8fwmbHXWacWKxYslYstFGTHc84LqBMAwMR0e4oScsFiwWK7phTX/ygOHsMccP3mJ1fsLx8VLDCY2n+AXLiwesLk559XKjo7fWiDHQOtkgxjPlysJYVsdHpFgxRe+cpgT6I0e/9uQcscVgZeRcEstS2NaZ2RWyEUxzOB1thG6uDMWxMIHBBlUVpUwWMF6FMHIYRd2pwirBNHOLVS2zcTomqi14QT9AizFaPpe+kmaDmEBnPO8YWHz4izz/+kf0X/gu7nuDnzW107iMKZWSYHnvPkcP7xOfv8QYjzUQRIdGrr62dt49FCKK5mondv2U9VT/O3cnvT58WhZ03mmmmDFkV7Etu+7zcs1XvvIV4h/+AxgXcFh6sVQs7vFbnP1zf5CP/+O/xOeMIo8sgDWIa70Y8xrlrAvdfWrRG3JOONcx9D3zPKqnRlSCqyMqq81cgVwXSIRXdeKv7FYc/ek/zff8oS8xuFeYuGv31h4bFDvFAEOKTLu5jQr3DOuOrjrO7z+mnj1if+X4qf/bX4C/85P80XLNF+sN57PhibF8ddzz0lQubKY7WjJK5clmx6ZWJgvR6hisNm95qYrclnavfh2H2TZdA+q7N+26qa/r0Hk/7MaHjdncacgOvRQ1vniv8/dSKjW3ndrN5PKKvP+Mirff90f+GLfX10zbLdNux7jbM+5GxqlQbM9ytebo5JRhfYzte4b1Cm81EUNsRazB9Uu64YTlKuBcpk57aucRExhdT7c+48Hnv8iTD1+SJo30wXikFnIzPFRj8P1ARJnW/ckpOWmEr4kFazN+YYi3s47rysiqZhhH4pzx2bGMBnYZUzIhe7pisFk/kJj0jtu10ZkqKnXHLUApQnDNplnRnd0ZXK+scOsdhtp82qJ3fKPzfEcB6/FFU1WOgMfjh3z9F77B2R/6MuXIEJYBSULoDMlBsD0lF+Z5xrpALq4p2A4kV3f34JQGhDiQXkw73V27cx8IrYfNQFpT7gB6KElDJ6sYcBkvgWx6zmTDOz/7Kzx7ds347kNW0hGKkIJjdh1v/sh/n2//9b/KdhSWWIzxmFL0PUL//py1CVVKvZPXak5mxTlDyZm+6+mCvzvtSkmE4HU8Z9UWXNH3+eeiY/7DP8Z/70/8MCfDDSWNzMayMo5ljLzavEJsYjl0bKJepY6GgdAVdr5y+tZjuuExX/vZD/i5f+cv8MVf+SV+gB33y457VKyvdAYWYnmSMrdLx03ZMTvP2WrJt7YTz3MB/3qRGxFsFUTsYTzOYVRuDr9QW9SYMe3APpzutBPcHIyDvF7zbRFrTXAnBLOmsm2YKtCDzpqMkfmzLfL3v/v7KSmS80wthRhn5jgzzxUxK0LX4/se65VJXo2hzpk6TuQ6MWfNnDJmosyvkNqD66mhw8iSwsDgVzx854vce/wBTz78SLuMVSgGjHiMWLohsBiWGFPZ7rb45X368wtqnvE54rYzw7Bid33LnLcc24Qx2p09Sp71NtFdJow4Io4xJZx4OpRfjVNovUFfg6Zpqg9aquCb5jqXSqV5n70j16L6Y0HHR1bBjMbqqIOMRsqmiiHifIf1lXfqjsXHzxm3mWmt8cpWVMsaEfVFjzvmca8jS1RZWGhRuk1Faamt7NbNilzvyuODmcKYw5OjD4xxGtIofErX3ho73jhNchWhk5n3nj7h2Tc+4vbd+yydoa8qBpqtY/Wl72b/7ud48Zu/zr2qs2GPR0Ttk1iNuD7gwUwT7NiDrQy9w263W5arBdYa5qhJoQeiTK2V4HskR7Yl8HPHb/Ddf+rf4OKeoZMdKywlXpM3W+b9iK0zIfQQLWkMhN6z318hsmV99giOP8cv//hX+PX/65/nn3/1MV/sRy7insE7rO8pEjmpia4Iy87xnMzCCjdp1vHtylN3hVjbFe7QKDvoE/TS1v5FS3td5KBD9qZg4/V4jMO7cejEH/6AZm/VgJDKwlk6Z5hzoRbfRGZ6VaqpIc4+yyJPTktlExwBCKxYSVZRDAN6Y2m5ymXUk08SxSRq3ePLrA1HiRQTMDmAW0AZqERKPmXsLINbsjo5wblPqCmrDc+5ZmMUnAmUCMZG5v3Mdijcu/8A4yJ2vqF3M323wsoW7ytHywXWbummzHCZMbtMcV5xVaIeZr1DWR2X6HWagjBnTZ5cWMXvilRSSi2RRMUYAqSs6hPn1At/+ByV5KIstZQEjCM4LdVCrvjOc7KfsE+/Sd7O5HJEkkQwtbHALa5OxJuXmGmkq6U1FyvJ6gNyACN4Y5sApTXUAIulVHOXqOGco1qd2vpGNPHeNSBm2xAOz1t1ZKrSTqzlIl0Sf/pnCX/we6mDpVgwJSFWMOePWHz/7+Lbv/6rfNmhopKoGeAO296LA+jRgrHtnn7ourdpjAvEVAjeN4xzbZp19dhrK3DieTE8f/t93nv7Pl3e0tuImbbU3SvsrLlg/XDEuIlUe02cZ8KwxIVCOLqPG97lZ/7qT/PBv/3v8i9ePuUduaFLlcE7gjdQE2DosmOwQhAIybGMlXuhY5TKcV9IFfbJsiuQrArAxFg+vcQOgtiDHNa00Zge3uZTv1P+8X86/Ger0xCPoTOGzqiUtxy6xlLAFsQqNRg+4yIXdFdubaXDPoVIodatniCNuFKzBh/UXJTHlgtU9URbo9EB+SAHnCaMGchZ8H1AxIHzzaggSIUQPLWxz3OMiM0gE+NmQuyG+8nRDReIdTjzin4QumA10qlMBKfQAhk84aijbpomueq4yDYaSqkZ1wQLKjNwUI0uYpq4wzoERyqVWAr9oGmsps2ea9H4qNLmmziNFrYHdZwsAKjsCHWFk0S83eMu9/j3jsnV44Jhh96r+1LYfPgBw2biuHpM0cyyYIzO4A/Gn6rf86Gha6pGHR/u5Naqy8sYVU7ltrCzFH21hzugNa1ZpN3xzgcKwlnesfrprxCf/hjx3XsN0aTKrMkH3vx9P8TVX/srbMY9vSl0nW1hFAVrzR0C2uRmQnGvy1KdQuQ7kYwyzyEsguos2h20lEoqkSdm4MH3fT8Pz3pCfIaNM2W7wxYhRPDSsd1n6pSJeSSWkZrvcfTuQ2J4xN//Cz/Bs3/3z/PH4yXvk+m9Ux2B6DOpHm8N3IwNPlqsYFNhroZqPTc5En3guho2UrlqTTiLbU7AZj89tDXb2juczgfF4eu6in9k0vH63/V/0vfRO491bRRX9DNUWqtORAyf6uP9dhe5qqL0DlhqxZpDeVKROt/FrZpSMK1kyDmTagUTFNvTXo5ptLGct5iSIXtMN7FLC8QX1mdn+D4wj3qvFslqcvBQi8F0WYUyJbO9fMblxx/w6IvfD+EcSdcYp2VsGmeKm/Fe7Y05GMZ5xseKE0cXpfG2DDWrEeEwO3bGtZw2LdVLO+lSrsScdQbuDSUfEMimbYC1yTfVa2xN02KbSlcdEiviqkYkxZltPUWGE+zg2Dnles15YtNZnFSWceTjX/hlllcjy7LUk9C2P6ccHhZzp2iTtkidU2jloUw/3P8Ada21UUytCmMowl0W+h162pq7+e09G/nyk2/yG996Qn7nAcZlvHgWeGYD9773e3n2+BGXX/8656hwq0jFNxeabh7KcJOshBUxr5lv3jlNwrGQciJ0h3RPYbkcKFlI7V7/hI43v/xdnJgddXpFjYalcygBPTA7x2ZWnmBNhn79mHvvfye3NzN/68//P+j/+l/nXykj7xaNV8LrmE5qbtfixstrHv0ALI1Ka6VNBlZGD47rCs9rYdOeEfWTt/e7TRDMpwGb/7SF3H5NPvV79NfsHT/PW4VqSHNxVqPjUK0SdOQid8KRz7LID5JIuMvKVkKnllE5J0XalBY9Uy1FAtUaRDwieloak0EytmRAs8pLFIh7ShgQ17FYDJw/uM/H1xtizHoCOihyGL5nlVFSqfkVT771swzHp9x/5wuk6hinRM5C5wLLUPC1sNgl+stMcB2ls8TbRDDQGYtNFSemqbFse7B1oVtei0jmelCGtWtUVqWf1IpJBRe0k25bDJF32hV2zuuIKltlqJtEyT1XWfhN/xjzXd/B4tExsUU2uQq+VtZF4JMnPP3pn+N7ssUWTxWnp29ttkdTVeGm6QANqCmtV6N+49rEJxrpdBhn+XbI6DVCxTSClHyHgxL0tVlnGch8cb7i2Te+yfxD36cLQ2AwhohjWh8hb73JzQdfp1qQnOn7HmuEUjVj3jht8mGsmnnMYfznKEXNNMY6hYbkQo6J1fFKpa/OYjyUuOAyHPHl997lVHZMvjBO6oyrMbJLlTFXxFRmV5H1O6ze/j5+49d/g5/8P/3bfO9v/Dw/7PecW2FwnsFVkldfeiqVXJtmvkIQR44RbwyDgc6qbNhWOLEdvhSmEPgwJp4bQzSHpBvHgcZjDNpFb4IWlRn/k7/+yQtfsVzeadLtIcevFCj1MKbjU7oH7kZwv+1FLmIaC1pBiDjX7qlWs8CqAu5yEQqeKCoYEKMc6EPKg5UMjbxRy0QpEZmFWm/JFpJZEO2Wo3vnLD5+yv76RufgWMiCOMBkqrFQLN6M5Pk5T7758wyLjqPOQg244OhIrHpDFwvFgj9Z4l5m6mZmZR2d72CMuAKD7/DiMMXgbVCuGdqhrrUewKgqTBBzF4g4z23Dcap88p1VDHE7XY17/WfMZUvEsZngk3LMP1yu+NXv/H28/cf+OdaLSri9pswVmxNz2uOvrvj63/xx5OVTfOe42iXKFFlLohJU/2+NQgoLTXFnW+5ZPTTdlQn/jwhfpDU1MYJxcjczF3nNTzfSAh5EMKZyPF2S/+ufgH/xR8hdYCGG4rShmLqexfvvcP2TQjKlpXi0i0+jiXrvECl4a9XA0x5OKwaq50BwrbViveow4n7CLQYQC6lwKwtuHzzg8RtndPKS2nm6Y09JM1OM+OAZEGxZcfTe5ylH7/GVn/h5fubP/Vn+wIsP+cM+cU8MnR9woYIvDFYDPF0ITElJL8ZCjSqOkio4rwESGmFFOwgs++p4iOfrtbJroz+pRhs75vUJDuauAfpPXl//+MI8GIe8E7xT3QJtJFexOgVpz2RF/26smpQ+8yKHAxBQxx+qwqE5zJrTzDQAIRrCTs3kEpE6U/NMjVFL9CqImfTESQbKTsMRy8DOTgylcnx6wrzZEecZqDpeaaOjXBzOrFj2luKEtHvON37lJ7k4PVfAha2UssVScZ2lk4H5dqLOmeXRoJy4MeNTpbMBbwImKafbib1zdJXStMKYBg9QD7xvnfTSTvVamzGjzeCNMyRUnnmoBHbF86H1fM17Pj5+xO33/S4ufuj7kf2v8fRvfQt79ZRpG0lposY9/c0VJ598wLsPj1gvAvllZvt8g5tnRRy5BUGM4oBpSIOWF2+M8tX04Gj3YaMP5qcXvEhTZ6E/G6sGCuR1lFItCnZY+sS9D77BNz56ynDxDmDYGD3ZrPecvPs2U98020Z7MN4rz+ygnzdWT5/O+XadMZhqCMFRSyOseM2Iq0WvEmma8TYgMfMs9Tz8Az/EycWCaAopGXpgTJNOdmxCJLM4egN/9gV++m/8N/zM/+H/zI9efcIPmcJZzpRgqSbhqoHicU5Lc2vVHFWKVq25WmJNIEpgcl7Hj66AS45FjByXwuNuwTKOWs6Dbmr67v7WcdinFvSnPwP97+Yf+/kwHTGiMlXrDF6fMuXAH0Zr7Yc5NFztP3kj+W9d5Jf5nAs/0rOjWk80HdZmnCkUOqQaSp7IUkhVmIty2IgTadoQp1tkHsnT1FCqqJfceaxxWEmYmrR5RSTWSn+8Zn3vHleXV0jS2Z8Rg+TWpbSA7TV5I2amm4/59uXHyOzIdab3GrYXYiJvdqwwDMcdeQSyRgevfWDlBkKyeBF64xSAYCwZ7lx0mmSiO7I2DzPZ6vxV+6aHnoRljkJ2CTFQsGzFcm0NT5fnfPjgjK+dBTb9EuwTbn/+P2T6+T2GmRUOZzu8S6zLxL3tjkebHadTYj1F+jixDrDqlng/6O+tQNTRVClKyqmAOGWdu9YAMuLadcQdpjJgaF3u155/U7QRWalNgilECk4KrlQ+t9vwwdOPmb//Pd30UeulEWFxes4rURWhKYYaFCftmu7cWAOd9mqMPVQS9c6MIbn1feTQQkJHfPmgUYBXpfLOd74PbiTWggs9iwrZWnZxoj8aiMOCevQ5fuI/+yl+8c/9WX701bf5PbbwQAzOCiOJXTYYUXdgR6XrWu1mReGMUrB9S3tNBVtVeWcseOMx0RDEsM6Zx1hOq/CxN7rpUxqTXw8G7t5dezdOk9c1/G9pvt0tWmiYKV0rttJAl9oIrK1Kkk8tcj3Y7xowv/1F/vWvXdG9f8bp4KiS1BaIBd9jTKUWS6IwFWFMkViKZpFvrinjhnh7yXR7TR5HHat4SzcMhH7Ah0AIQc9LmREyqRQEw/LilCkXxusrUk7qzxW9nxlvEBuYk96jjo+XzNNEwRLyghITKQtxjqydY7XuqVczwSir7Ng6jl2Pi2BLpTMOR3NxobidYl6HEog9zDbVC5wpOIQeIVQIxTJRmBFihVEqm77nk+OOj08XfHxvzXVX2JpMtHtMfIWvhoGCS4WuOAZjWdnEozzxxs2ei1cz7sUesx3px8rgOoX/20xyBWeEBZ7OW4rXEk5qpYptcl8Qq6d8bflrxTYIgtVS2tCcdU1QUw5givbkBYFqDdkGwn5D/qVfwf3w76MO2j9ADF7WGH/GXryOJsVRS8b4Jnyhdey9w1vdeKyxJGmLwCh0srRfN02ko5QYHUOGruNKLG8/fsQkiVwEGQt7yUSEedHhhhPM8BY/+zd/jq/8W/8W/4ObZ/xACBzXwCQFN0ecKcQgzCbhsmGslT51eOda9VIIweGMwzlhMJoHnmtVa3fVMawxcFzgLec4joL1FY9phwE0kYQuQLHtKHhtODl8HYRwv2WBt+mVwhoViwZqhirIXSNc/w79/XoVONBjPsMi//ArP01vfjdvf+ktLtaVPt9SqiEWj6C52/sS2GddWPO0J21uqLe3xJtL4uaKeHtNmSY9jb0jLQaWqyNYLDB9bTgo9d5aaUwr6zm9OCfPI2mnrDfFJ1tKhuoMLgyEZcdy6bG3W/ZT1PIl9Ixlj+k7BudIz0eGAjImzkPHynnYVyQanPE4PKElVuZayLaNKpob+G6DFMFUnRWrFkBwwZFMZQ6O28FyedRze3zE7uKEF8uOJ74y2olYI6WaZrk1eKnE61vM5S1yO7K2jnePF5ylmdXljvllYty3sZh1mhknFZMSVipH3nBUIyfeq/TXeWzo6UWz5KiFRCVm/f+qMdChLD0E7wTXZjs6SWh9ZVH5qYYt6OYWqmdpZk5/9ueJL27Yvf2AzmZCchjxLI6OkD4wjSMqqPEK8LQNcmi0VC1y2EREO8bOQ1JdeN+Fu/TdKjpOs8XqDD1Wbozjc+cXFBPoXEfXBUabkd5hZEDCQ379pz/mJ/+Pf44/9vwb/JAbOCrg48zeglkO+OBxHkwctaLJM6kkRiZ85+l9wFdD1zusF3LVKs33nlSTatQHi8uOxVy4Xxzvh4FfzDuSOCarpbZpz4oY/YFwJ0g6LERz+DX5Lev+t3xVUY9EzC1RFYvIp5xmprkf/xHN+297kT//hZ/E2koSi/vyOzw4uYdlpIw7ajSMWdhlYc5oxtQ0kfY7yn7LvNtSdjvqfqLGWV+Q02SNuRqNvZWKXXR33HUdueib5IbA2YP7vPokInHWEUczN7nisH2HcR1z0q56yUItOhYZjo6o44ZpPysffJ45HQaWxSO3MzU5vHEEEzQ2qIleSoNkFKMneCpaBh/mzLiZKglMYbSWja3sVgu2Fyds37jg+tE5r45X3NoWhBAjUiypzEQprAoc7yfM1TX9zTVnu5k3asfbLrB6vmO33XK1K4zScXnUk4YOjpcU7zHVknYTbHYcTzP3U+FxqZyKZVEqQzX0aDqqMUCLdnbikCzUKGBb70DgYLGz1tABWIt4T7YG+h7TBWyeySkzuMSbT7/Fs299THr7AR4BJ8wyExZC10FI2rOhgR90fl/amK/e3ffFujtSinbfwQarPztNwQlFE1HzbiZVow25rCaaSqV6lc161izrCS8+jvzEn/2/8INf/XV+r19yJJYubfC5Y+cNv36z4bJU7ovj1MDJ0cDp4gghE82sm28XVOactVkYfNAcwCyYTr36uVZC7ygxcDRXvnNY8pU48nHb0GyrqKxtsAuqorfasX3XgNM2DrTpBsA/2iQ1IpRSmRUHo/52dAKgEbjc/V7+kbv+b2uR15df5dnPjOTtlnL7+8nf90UuHg7g9owps59mRS/nmRon0nZD3G7J+y1p3JH3e8o8ISlrc6BpwY1AMgbvDJhKWHTNwNDEMkbFJ4ujE9ZnEzfPnuqoRfSHw0ExxH3Cu0Sadac1zuL7jlh2GAND57Fp5HyxYJk8JlXGmHHVKePbaMaUlVaySiXJQaqqSTFtmSMSEZuo3jJ7z2YxcHv/HHn/Ta4eP+TyaMUuBHZOAwuVtDHDGOjmGRdHbNqT5j39/pY3Lbw7LLhfAm4T2Ywzz2zH9eNzyqPH7E+XyPGacrSkdj0h9MicyK9esPnWh7x68ZKrceJxqVykxFFJLMRjk/YYNEvUodlwnlB7kELJSam51mE7jwleR1VWQxKNt9gQcF3AHi8xq4Hz1THfd/o2P/3qJVOsLFxgb4UqnukmIXtDR6ezd5tw9VCONx29aJprKQnnfCP3VjrvCDaQUiZYd8evs9WR5kkBGbbjohp2Tz7h5Atn7OtICo4gC4JZ4eqKv/fv/T958xe+wo/0A4+zhToxW4ucwyfbPVcp0p16ZF2Z5kS5mZCp595yRd8tmKZ0l+BiilL+UlIfhXMGgjCVSA9UK6RgCAXeE/h+23FtJsQqA0anLgacIRaFRKik65Bb13pM8nqhwuvG3N0/axFArgYyGPSZfP0/tT/LHO71n7G73pdIffUhV780ETfXbK9/gPe/913OLgamKZJSpMQdMm6p21vydkPcbJhubki3G+w0UWdNIzXeIbXgxGmWeUqkaQKHxt4GlY0KFRs0CknEsDo5Z3d9TZ1nRNRDLVEVUWQhlYmSIxAw3jHHHdJnvTNPM4+WK4Yx02VhGiPeOLquw1RDKknxR9ZQgEQhSiHWwiyVaCrF0kwoEJ3j9mjJ7cP75M+9w/zuY27Plmxdx5h0cRer+eI2eFzX0ZmOXkaFULhCWCx56+Ih706VVUxcbiY2xws2D865uXfB1cUD4nJFCJYaOko3QNdjXMCuDN35Md27D0kvXnB59Qo37+hyoptG/HZmsS/4WQgzKp7JiZQzWfQ+2fcdfugwQ4DOI8GTnJbRwamINOdIjiM+DIhfMnkIZ8Lnu1ds4yWsluyLjo1crEgCvG+QillvoUW5bU6fWuI0KqUmldaLKdhqkFgUd20gdB7EEbc7asoM3YqIZTBCnxMLYynOkY3F1g7HMd/++JJXf/3H+Rec8KYETpJGaO+WK/ql462l5QfefI/FOyvq73mMcZHNP/yAy3/wMfV6JCSHFyg+Qejw3oIU+k4lvjoSzngxkCBWg+8MsWZOx8jvdz3fqpFv9Q6MJYgQfCVTGdv0Yy+G3CZU+nUAjbSG2WHqcfivbayoqhAhHZqSpt3vD4PyQ7neqt/PtMgdHpMnyu23ufnqjnF8xe7me3nw/lsMxx5vMmW81Wigm2vmm1um21vSdq8s9jlRY9JNptiWBFIwJuNyomSHz56cLN4G6qEbK8oJs8az8h3r01Munz7FASW2EiqbRvFMKhRxAecdFodDWAq8sTxiuJ05FkecEi7D0C+IoxDzTGe8djwxZIRJEjO6uCcqsxOiEZI17Ieem4cX5C++R/7yFxjvnzH2jplMqoXqCjVWDqge6FQAsjQkSVjpWSXLybDCLWae3G6YysT16ZL9YsHYDeRuTQ5Lqu8wHqwNONNha0CMw4VAcQtmf0L/ziPqgw12vMTNN8T9LQ8un2NvtoRNoh8FHzUWqhZDSq0J5BzFiiKVkjbHgutxAUqZKK4Qjj2+N5QyQ3pJCMIQnvHo5qeJ3+xw77yJ9J5dgbq64oNVZJoBs8IXR6lJmXBV7jrtGipTyXNCXMJarzHMaEhlbdMXclGLaeEO0jE7w2q5JFjP2q2QahjtksQRv/kLP8NbH7/ku/Yznc9gemrt8H2mrDo+96X7+KMj/uI/+IC/+zOfcO/xEX/qR3+ALz1+wO7v/AbuSWGOll3J5JjpOkfnHeJUsVekkkrG+ko1Fi8elypxAcs58uUU+G4feFULyQqhVkLVSMSCioa0/XFoq7Wm2eFUPpTodyjr1itp93URC9LMKs2QdFjjbUfAmP8O+eQmZHJT2Zh5JH77N3m2fUH85C2O33rEYhWwJMq8Y77dkLZ78mZD3e8xOTeSpZYvGoDnMFVnpDVXJbxUg632DsdrG50FoydZDY7Td99gLonxxZXe42uFqWDRTjj9gDEDxVqWRrjfCW8PHcsnM2duAfNIV4R+GNjtqwICrWF0BTEtD7wWUl8pVZhTZfaG0Rb21nC5XDF+xxfhB74P+87bjEtPkj0lz9oRLUVdZEZ17L7pmEstGDtoz2HoiCFzayq3w0RZLklFmGqlGIPYFpFrK95MVC1xdEE609DFDV5gA5NY3PKUPCzZlXt8kkfeOnvA+dULzq5ecX57w3o3089FuWump/cDLhuorlkjKyXNxJwJq0o4KoQTB4tCWFmWvaVKZjt/wvrmlqMPrynxI7Zf7enPzlhG6DczP/b7voP8Sx8w3U6cYknF6sjHVkypdNa0Ba/MNJImw9QaqbUyDGvFPuVKngp1rrhZKTF0YJ3DDR3GDFiOqUQOvornP/NzvLef6bOKsJwY5Q/UxOb2mtO64Osv9/wHv/GKD978QcIvFb76c3+N/+Wf/BI/+P3vku3X4UVhuhUoHaZafNXeTjVCscJwtGI3zpAss+hpvkwwLTtKEn6XXfK16YYPVgpW1bgz7SXoFfPQGFNlQxuEwd0Mx/zWch3uMNptJapW5dCUahdzg22Ctf8Ostbg1ROeEpCTKnuuItdpw/byCcO6p194rBVIqswyKakoug3zDsaHA53ksKsdfq61alSOd9SqJ7E1iry1XhMkw/qYtz73Oa66T3j15BkxRihNO95pNI0vDms6Tu3Ae6vA+ctr7pcBsy04CdAF9vuEydBbT+ose5+ZXGGsiewMsULMFVkFZqeij5uV5/rhMesfeIfwhTe49R07KSqOqO3DqfKpfPQGjkDtLlUMNnSNLlOZa4a+o5SiElnRTcG0ZtQh/M5YTZEFtCHJa+GDdsPRjdB2JGeZhwXfXJ7w6ugxF/c33Ny+4vzqBadXLzkZZ0JxxJqx2TRYomXA4XpDXhnCkaE7sdBlfG/xXUVsZo6Txipvbhi3r6jPPsGtFhRrGIynjIV70nH6PV8kvrxl+/KaeFXoZ2GRDLZ6UoISDaZYrHWUDNkIXYvNKiljO9W1WxFc56iuUGoCG+h9oLMeawOVHltV8kzKTN/+iKNWoXS1ja96x7Sf+OhyYvFsJL/zLjOe60++wWxhk4V/5y//In/uX/shPve5N4jdDSZvWRjL0jlCdzht1ZNAFfrGzOuCZQrCuKuIOPIMb1fPF6aOlzkyWUOq0FmHc4HOO5YZdlMk1dcNNttOazGvF/NdSKUcBC+far+32eYhh1wOKrtDm/6fIZ39Zy7yoXNach9yn6gqAxorMe4o1564UN+uBi0YjKgszwDSnGWIzvdKLRqhQ6VKVt90VcRTqandO1omVi0YKTgTwCyxvfDg7cfMOXLz6gqTsuKVJGLziAsLjHXcX655yJaHZcXiZsLlDjGGq3lL8pa0hKkTdiFxaxK59xQ7MKbIbsq4Ycl21bOxwj5Ubk4M46mQu1ecuw3VFEoyDWx5kO6iYIDDAjUHsq3mXOOa/NdYjO9fO7GywVvXON5e1XRt0zvwvaxxuAOtU+zdh2pc8xAYPZUTcB0sm+GEq6OHPDt5gwcXVzy+fcb5zSWL/chyiiz2iW4SfC6MOUNImHuW4eEC6XWeO00jdtIIpVoqNQo1Rnwp1KtIKbeEoAkzg+mIc+WmW3J8dsHwzhvcdq+ILzbMm0yXDHUSJHlqKticqagWPzkhVKvxSF17VtceM1jyouW+GWFVDezi/5+0P4vV7czT+7DfO661vmEPZyIPD8lisVhTVw/qbrVaUqQoDjqAY0dQ7ARIACMXNhIYATIgNwmQBDGM3OQmvslNAMkJEgSJE8mwZTgGIgm2LAl2q6vVQ3VXd41kFYcznz18w1rrnXPxX99hSYZki67CQZFVxcPNvb/3ff/D8/weTPNUNWC1xpExpeFi5qwqDJohQ/OVag1m0jybLYcPn/Pr33qfP/nmimef3vDSQsHwZDfz/Q+f8cFXLmjulmYT1nicdzTTZE5UBAfmfEeMEeNF0WmUHM5sDevWMBP8anfOZ/EVH3aVvHgKnO9Z9wM2FHKFHCOlCTRUL5yAqk8HnH9YGaPq60OuFuKu7ON+RtXEzwze/vEt+X+OrFVJGJt1TvqAJQCBnNBZ8L5ES+s89B2285KKoSXAvS5Lj1Y/L1BQC6bZ2tcC+1rF+cMytGq0xYecUTXK68YMunB57z7x2CBP1BpQBbwrJBrbleINn3hUMnaKS/B9JKaE6TTBNKqHp0Ng9grbr6hNMc6ZXdS0ywv2fc/TrnFwimAqeavoVhodr9g9+z7u8hGD2hKKEfFMy9I+lCoY6gZQX/dUqi2hE1rSQKpSywut0N6JLNNajOvE741QXlUT+y45U5PM+HMrqAKqKgEdKiQjS3saEvYAMGlFMBvisGK/vuDyzsR6uubOOHLn5sBmP+LmI73LrDee7jJR+0AkUmKhtw6No02ZNjeJng5AVpgEOsp6R2kNJTBoT2Ni99knnN254M7ZhvreBbdPrzg8vsGXRp0bORRcEmlmQlMXvbxphhaAktFJ4VYebR01Z1xp3K2K3ePHPGgapTqSUZgS8NrQrTtWWEwtDNaSCbSUuOg8Os/8J09G9N//Pv/DX3ufc/sR3358y5lp/NmvvMmvvX2X8fET1D7hi4JeoVcOvfTjanmRlVYyDDYy+YdC5xyhFdQkoqh3S+XrvufjdmQ2hmYc3bDCb9aYrjC1wtwyJRdaEbbectX/I/bSn3mdF0BqW3z4Us1JuX+6DF5fDifD5z/tIS9NUxBPr8FCkxwnivzOrSGgiFqILYMyKLfwqMWLCWaJqK8/23N8fu0I/F+++FobhpN+t9FqoOUJrY/QAuSONfd51L9FO864fECHF8zqhnp3zXuD5+fNnrf2gU3SxJQotpHO1+yt48pUbnTk6eWKMizyRWWJ2vDZ8cBVSuiVYbKSYuG6XnLZCaRpj9FPONsOGKcJxZKbJtWIWVxKp/TOf8haWAXRLO2JRjULWHkJkMQWXIfperRxWOskA0sVSkqokikhkGKixUTLwvtqOWOd57RH0VoidqxSQAbdmFHUYcvoNqz7c66HkZerI2fTnn7/hPP8iofrRj/IxHhQHblk2rGiI7SgcNVBYpGaFspcKLPCpI4aGypXYkl4b3EWpttr5s0Rt+45v7wk+Q0vfvQZ9ThhcqMVR2maqiwpN+lRK5gsvHUVC30sOOfls5AKd2PiRz/8AS5ljDdk5TFN2Ofm3gU3rdGwFAWaQo+lR/OtzZrfi4n/3x8+5cJb/qe//nWunt6ycYU791aowzWffPSYTerZmDWdcxgnB0YtfvOmG9oJxFNaX4XvOsiVimIOiTQWVinyBtC3xsFoWt+Bdyjn6FxHF2bcPFFyoahKNVpotCfOMovp4DRtP1Xq/1AVrviHpW2nV/8/83/8L37IjV4yxWnUJokbJyGDPu37qoJWQCWaXRBQS85VVeLsESlvQxtJ2dTGiAVxSSg5qa2cdpJ2qRq0tLiqMiod0Vmj5zV+fgd13ZMf7wlPHqPDjN16Lvszfk4nvlSfoqfCMQRCX9hdrnjan/OpWvOqGJp3jL0j9Rp6BZ1mzBM/+Pgn7Gpmq2BrrGjVlSaGhukstm8MHjQzvS+osZKiUGLasjWopbyGNSilBIlFW9xL4lvHnLYIGm08zVhyFUCjMhbje7Sz4NQypKzYnHFhos4TaR4pKS0UniVvXAawC51GY5EEWKO1zHh7R0hrandBuigc856zsaMcGoZXBH3A5cAmNfqgMVHhkiLNIuZRRYQeihOBRlPmjApFkk8KlJBwxoiXfB+pNhOfHunuXfDW17/GcfuSm4+eEUYlMdd1mc8oSHKn4bC0VEi5sjkzeKOgTmzDzPTbv0u5uqZ/4z5pQWE7o/ngT/8KH/8//l/8idFyQcZ6+Ub0WfHN6viL52f8h7c3/Ae/8zFpanxz3aHHxPND4OXLa/JtYnW2wQ6azoFaYlJKTejO0Gyj2CLT9iLrXqUMfdDUlGiDJmzFCnpf9WzniWtrKb2nLgSekjOmNlaIzTawwF3U59P1ZdzGSbKqtAyfjXHS6pb6evJ+Gq+fuAL/pfbkIDlcyohQommRe55G/GJ8qKhSIMvNLxpoKbdQUnarthBXljWB1khYn1ag5cOvrZXp8qIPri1jmjjXVOohelb1IbvHmvLCoI8DXr1BqgN1PDB+fGDf7bm5KKiz+6T1msfHA0/smu/P57xK97l38YjzfkCzAz8T+4ReFW6f/ZTdyxGthQ0ei4Kuka1isB3KaVSvSVpzdXNFX3ta7GnBg7Ji+ytVGHBVtO1aLze1UeTThWmd7LuNQRkr6i9tUcZSlSJXmdRXYzGqw/Y9KIOpFdVN6GEihSMxzuQwQyuklGlKKDZKV4q2NDqMGlDKYCky5DNSJivTYbwmdiPz6pqjipQ8Yg4TxxJYVeix2IpEPzUx8RArOoGpVj5QK0W1EMaIqhqTFMRGzTCYnqob+Vgo+yvSMDLcveThNz7g+vENV09vqDWhlSItAAulNKYoHI46QVWJ7UrTaY1PmfUnj/nkd77N2/+NfxZtFAcla6p3v/lNfv/uhutw5E0UWVV0b9FZsz4e+HVluH9+j98eZ7793Sf8pm70pmOdZ94xhq+tN2yax6omaVgKai1kVbBWo1cG5RU4IfS0tsRA58ZqMHDHEFzGmMomO7atkwfZQGqFEmYZSMdAX6ugsZFWOC+yYvnhtUUCuwxvNYvunddDbPE+fz5xZzncy5Tmix3yZC3NL3BG9blih8VGWBcRbqLimqKmjG4FZRXVLjz01tAV0WBbhXFGImu1SByVsWAtRSm81TgjsT9KVQyZliOxNXq9oc2GFgt+5SjGozaOYd5g8sTaXvFqp3j69fd58eaKTw8v+NGPfszVVcd+esT91dcwQXMItwyXnUQgHw9YBavVhs2dM169ekLLDesHXDO4prG64Z2DXNkfDyjlKOMTclR0/V1msyUbz0Kjo2lZ68m/9bI+kW385/MIjzJWLkJj0NajjFwAEhkkji6sREw5b9H9QMuJFkZsicRwoOYZHQM1Z0oSAEMrTaCSRmErdEpjVKPqREWTDcQ6keseowMdmTvGYYctunWUPMmWIRYMsuoyCDJa54YqdRmIarrO02tPCxUVoMyF2jIxJTQWEx0cFeW2sn/5Et0b1hcbzr78kJurW3Y3B1qS4BGjHBIzYMk1wxxwGJx3GF15eNzxvX/nr/HOr/9XmO6cMSmFa4U3Hr3Lw3/hL/LT//tf4+tVsVE9dW2oOaO3niEpvlYcD/sVz6Y1z+eRqVacNdztHBfWoGNAeQ3B0jpN1QXTK1pfKR3YdS+kkFwhVHQS4AQLhNPlzFkZqDdpGYIXdJwoqspmao60OOGW0EeyYMcUiqyFfSeDNvV6xSakimWKjpwj+d+XyTsnF6ECrWUQ+0UOebaGXKAakSvWvPTObYHzNfWaPa1OmWDaossiPUXkeeJ11VStMNahXIdyHqwH49C2w3mHs+IGYsEPUxMlJ2q1aNsRadBLnJKuBo4GEzRedaDh2ke+Gx0vntzy2cufcL27YTp47qktNimyOtCtCrt0RSg7QtuRdxnbGb78tW+yerbl+eOfkEvEtI5WYTrOzCFByxgyWgXaFCjN4HGY3pFaozQp48ziPW8oCos4R0kPjrZUrV+vxLR2InixHrRdDrlBaUttWhxXqgopVCmM7+n9Sgwc/UhJM75MtDwzTQdqzALzr3KtaCVkEasbTkn+2Uo3Vr5x3iu2qeJipowJFSNlmmW+oBXKGkzviKOsTnWteK0xBvGKt0ZNGbXgqm2v6bylBAtzxtZGCQWqk9JcG+JYGW/3+M5xtjnn8o1Ljvsj0xRkkt4MukqOC7UwzRGHZrMyPAiNp7/1hzz+O3+Ds//2X8TQ4YGhN3zrn/sN/uZf+7f5+kHxjSpEldZ7Wie9vg2wqpq7a8f7oSfGQg3qdRa91w5t9RKbnFG9QQ8G1RvoDWgJfeQY0VWjtAOjyFqYf+bMs7KWtL/hthXmAi5Ji6tiI5UiWxBjqFWhbaOrS7hhEZtuWYAUC1NtuSwkBktiTl8TFpcWXtaRTWvaMhj8QofcrzeUNgn44aTUqY1WTzDg5VybxTyi5VYRlc5iGzSyH9bagjMo72nGUY3D+Q7TiVLNGoW1CqMqrSVaSZQcFjjCgDIdzWnaulDLEaUsqo+QsgQL5FuyHrl6ueOHLz+mhldMWVPbirOze5hO0+47jn2mNEsqkgGWSiJrxdCteftrP4c/9zz97DNojRSj8L+VovdiZmkkYjmgtGHcPUcVA6sLUEbiL9Eoq2nOLaW4R1krs8plqNhaw1i59E6lu7zq4jZSWvz2ajElpAJFNZxWYOzix7dot6GViZIPdNbJFD6Lz9w1BTFhtUWniK4wGMPWZ+6uNV1MbExh4wyd6hmMlLgqJyqV1DI5RlyTGlYkyXIwjBaForFGHhwZycjfu1YZ9OZC73rqrChJXh2Dw1WFCjDPe4wxrDrLaj0QUyFnLWaaBkWZJRK4kDEMRfHB9ZF/8Ff+Tb71K79E9+7XKW0GFXj7l36RN/+l/x6//5f/3zwcK2dTAeMwo1B2m9dUnVEb6IuizxYzW2oogr3yEmJYa5E8dbwEPSLBmCkmcipYZKUm0q5K1gW17Ti7e87zP/iUXSu8qpD9QImS4af2gRmF9x7v1xjrMTng4h5apOlGKshWBS2KyeVVX9QRnxNgXpfoekFcL2wDI3OZL3bIN+eUKtJIVRR1zuSchCmmRdXzObu7LkINME5jnVosjcsXZZ1osLsB0/XYzuN6mcg6rzFOYVRBtSQMuBLQWcQrDWhOk2tCrxol3tCqIhMxJkp+en1OswdyO6Dyc1RNVL3B2p7VumPoNNkGWGu0v4eplhShpkaqlSmMdKZn8/aXeP/Bm9y8eMb1s6e0OTA4yWaqphdvb87kOBGmRJ0ba6Ox3Ua2D01RsgXjZfptLGgnPbq1gurRIlOtqlFVpVBozUArLAg9GcotEVHCcxLuOiWiCBjtZFKvBow2GNtTa6bmDKWgcsJ3lcFZ4uFALKDI9KZwtb/irhlpbSbmCdOEsOtypYaMyoitN8n3X/5c9Oi6qaVn1UJ/LQ2PxXYO13vRoadGmzO2WmpfyaHIKrEJyEI0BADlNZHXGSMqOBbmPtIy5AohKTrjWAHvfv9j/vj/9H/h5/+1f435zKPJeD/w5/8H/zK/9+3v8fjv/SarkLC9rL9k5C5qO5FLe/BQ+kKLQjnCn9JyLc4IObilKtPApqVSsZ6i5JWGinYG161wuufm5cSrKfHxlLnJMC7gykMY6aOi2RUpOMagcdoyOI81lpJvsCpKK3yiML1+xZdDeFqrncr0n1HFoWW4q8x/CfzT9sEb4DzaWKLSJEagkpNEztbWXnuGhcSpUFYLNMBqjBdOuTIe5TfY9Rl+WNENA93gMDqj2ojR8iGQPLEsqZ2lyLqoGpnsK4gklI14e8rHKpgcoYyEciR3kWAVaW+ogSXt5JoDz7lc3wdbySWT1IZuexczzXCM5PlIajPTYebm2Bj6jtXdu2zO1lw9/Yx5d0uhYKisfAeq0FKm5ExKe/TNS7Z3JBWmKkNVSqD4y45ctYW5ZpzMIIwVgQMs+dsi6VUIABItAgjjPW1R/8kwUjbMppblQys4YDAYvUKbBk6+lyVMkDLHkmmuo3QSKa0obNWKFZ6QDd5ookJe6pLQtVBjo8yVXAqqmQWvDKYKJlmrhokRu2Rql5qJNeC1FyxUVTilaWGkUxqcgCGtUqgm4MzaQBsrL6lSlFQosTGVGWPAdQq/cpgMxlWCTqA0b02VF//e3+KzP/3r3P0X/3mahpXSuIdv8yv/6r/CD7//Q+7evuSNpilWgAsKhSqih29JC0i4byhTCDXQrMMOXgZrtVGmJAMybVBeLxRieXXtaoNa9TSrKamSXuw5PD6w8xf87s1LXiVRCdacqQqi7lDVoyX7h1I8U9L03qGoKHZoXTANEYktWK4TTaotm6lTH85yuFkspixMuFb+8er1f3IW2ltvoYeesRMLZROfFdYqaiwSMYzsg5XWWO+xQ4/brBnONvjOo63B9Bvc9j7d+T3W5+cMQ4cxBVUP5OkFabqhhgmilOknuqfCiuZZF5pTtF7RdKZRJByegls1yjSTS6J20vu2Kh5xXwNNveBZ+pDL7QXd0DO1A6FMhDFhcqWFKpNjCqnM1By5vk4oo/Hesr5zH78553g8kHNkTgWTNa1YHIqSEtP1NevVGarfUI2imorSlVYiKCPU28bSr1uUcmht0VYtE3cLytCUXX6Z15FH2kiApLHiltPVoUsVVnlNlJqhKslwU0rMJkI8Rpkir3q3wiDOvxkDecTkHlMMOWZcnLEp0KsqWORQlrRWjaoVlRo6VxyGUjJ2odta52hK0ylx26mqUbVhq6JTIufVpUh4xes58jIwag1lG5iC0g2dJAixqiB+7sGw6TpazLKqqhlrVugKX5+PfPuv/GXu/6lfIX/pIbZUEoV7v/6rfPLP/zN89lf/XS7nAL2TnPRawDRJ3a0F66w453LCDRp9uaK0Rr6dMcpJiIaVkjyFQLVgug7dd2hlqYdAnCM1NeJUmbH87vWRPwiBaL2gtGoSgIaWCkXer0JFqrSYwHVbSpgWwMRiSFWNxsm/sRxE9TO/lr34aTNltEY30Wh8oUM+nJ2jUFh1MpgU4ZwdZ5w2lNjQquE7hxl6Vucb+vMNw/mGYbPGdh7brXDbB6wu36G7fIPNxQXDYLA6oPI1cT9wfGWJ+2uKGqmLxpvSqC1RVAVtSSoRaqbrpG+tuZBVZDYRVUfxH1dLDhWT5BslgIdbbqYf80cfF77x9W9h1xum6cA0H6jjDWG3g5IoRLTKtPlAiTLRP2jNYTWw3W65uPuAFEcO+x2hZJySIaFuBVokHG/x1qO6Dt33WNNjcVSjabpBk3he1OKwshatrZTd2qKdW7YN8uciW11ubRaCKgqlvYhfyNJGtUVBVZq4uWA5QAMyxywYLf9dyxFbHaYGSrggti3HdI2vM1Y1CoVOL7JiLeVup9VCeQFXlh1CE1VjLSJgybWglHyodZV14pwLamkdDIJ9sc6DlyrPervQYOQD3iJMNxNNF1llGU3TGW1FZ6CzhpaJrbLOhfd/8DEf/j//Ld7+X/xP0KbDq0pab3j/v/sv8vQ//k/Yv/qU82PErRWSu6gwNIySKrRog133qJUGC3XOUk1ZjbJGcEtKUa2lW/Xit4+Vmmb0XOliZQyKZ0Hz929G/r8/+Yxro2XS3UTiLJ5+JS1rreScUBSx5GqD1j1ZWQqJ0kT3oNrPMOG09OWK005dLKrKSomulIUidusWv2AWmq2KwQ6Y1Rn6joQreA2T25FCwRYrap7VGr/dsLpzh/X5htWwyCx7j9vewZ89oj9/l/7uW6wuz1mtDN5GdNzS1p7Be0Y/cNhdk+aRVguddaR5ZpoCpmpQCe0MsSi09zQtOeEpF7JOTLbhvePmcEuwGhUKqolv2eRn7K4P/MF3b3j03s+xOjuj6sYYZkIMkCIlz7Q6k+aj0GiV0EpCPKJiJi2im+2b90hhZLy+ptwEXGt0tlGOV+xCYvvO13DDBa4/w+OlrKtZJME1SeqJ0tRiIElqq7VG1mrWo10ng7jT4GVpyTTL1FwjsS5YrFt+fFXEJaJ3Xy6TKusss/Dgs1ZLP18xypBUR9A9Vvc4G8ElErNksTeFBE02wjJIU6ngi8Zm0XSbXPFVY5KsSLMuWBKuKToldk1jFRon+WSLY6qZIq5EB5UiNlyrKZ3G3VmRww2gRfVnhBBTGuAkHML1DvaVt0Pj+b/z14m/9me48+f+NMYqlLK8+Qu/xPzf/xf48K/83/jmNErpv10u5CoTbFUFgYWzVLOoMXWDAdgY6C3KK6yXIMs2FUoRhJdNijhFgu55HCx/7yrxl//4Cd9NiqQsRoswu2ox4RhAF2nJCjIwC61imgjFwvIjbm1ZrreFjKcqrVmpaE869sbrQ0+BVhq1JlqZocYvdsjrks7p+x7UFqMKvVGshoFpltWKtx4/DHTbM7qLc3GlmYqqCu8szlicNRirsc6ircV0a6xvaK9QTibNznta13Pc3VBzBBrWdTgbpFw0HRerLa9e7khkKW9MwXlLQKFtx+W9NzikyjhOlBQlk6w1jG7ASDj+lJ/88CWb8ze5e++OUDycZw6BGCIlTpQYkTyxJuqx3gkgwza0K7RVx523HrG5f5fpxQvG58+p+xnCRFET49WWO3cf4fsz+mEtWgFk4l1TJsZEikdKDJS2kbWN0hRt8XaFUh3OeoxeWOQnkKSq8kIsrYj0muIz1k4MCxKfg7DASqZEEYxYrRfrYycpmCWj6gqyByshDWGJsEqnOCbbwFfRa6eGd4YYGq40fNP4UiAm+mox1UmZWx2D8YLcyqLnzzEQxiPGanznMc6jVCOXDFYeAmUVxnmsLaS9Zz4m1OLNd1Vmldk0qtY4Y0hraHnmmy8b3/83/s88eHAP942vEQ0c+sZX/qW/xE//+Id8+Lf+I74SMudmRq+XXXIW77UcrEJpMjy22w6tBkpvaJ3FNCBVwWsDVQlZqE6a63nF9xL87aev+A9++ozvpkJQTkRJDdDyCteFw1aawBmxelGCteVXpSFc9dcQidNKui1/qFga9CUOuTZUKos/PcuF3hqq+i92yGUnngULZDTdeoWlyOGNGWrFOY/2Hjus0M6Sl3F+pxS1JFI4UMZXJNNRnV12vgazXdHZLXZVl7SIDu23uOGK6XBDiTM5BpzuURGM6nFuzfpckUsg50LnNK1EqpXp+6GNuLXsnbMpCy9eo2oRswsJXWamV0d++uJDsbI2sbaWODMd98vBUEtfJuWnwbxOWI1F8XKMrNYd7/7an8DVmT/+u7/J/OwFrhbCq0/Ydw8Yzt6iXnQyo3BGPOYlkcNMmCbCOBNLIAcx5OTWqMrjqkfhUJ0RcIYRPVPJCVRbsufa6x7XGLW0b8ugSCuMWjDMSjBUTYGqaWkBOprdQD2DuqXFFdHu6NYrIeKShezqCvkQqHMVdv/iCzdVopCSbRinqVmRE5SUSAvx55giTlksFm8dq/UK6xq1yHZGKQEk6s7SLCinyC2gOsVwd8vVdAVzhgLWOrRSOBTZaEmg3Rh8p+me7/jg+9/lO//7/wPv/Ov/W+rXvgHNw8U57/7P/jv88e33efy7P2SVO3T1VKcknlkJcwW9eOprRfkBvR5QXqohdcyopCnNUquixEJM8NkMf+PJNX/9p0/4/hQ5GE9UnZRTyzBaL1RKcVsWMSQtw1NFQZlCv/GkfFjgjPKYCjBl4d+BeBRaEWOEEpkzNFQtr9Wwp3Cn9k84yv9kMUyOtFIWamSh5Xya3WNeK27acpiaDOKaxxgHJVPLRI23tGNBE9GqYlvGtorX9+m2Hm1X2A6gx5g11m9wfs24u0bpEeskoaRmzThlxinQ955+MLR8IKdESJFDvCWXTI5SRSglvbBqdgkJ1DK1jwlvKilnwliYQ0Nrx8X5Grte8XLeEUNk1fd0ztOqpmFRzbF2G0oyhKlg1wNpvQLf8c5f+FOk5895/Ht/iHs+svv4e6jVOXc3fwK3PpPBYyeIo1Yz3TySxpH5MBGTJMHWPJPH/fICZkrtJRa6WYlisv61ek7VtGw3shz1VtFqYbUpQzutg1aemhM5jFivaDnJu9E8yqyY1BbjL/CrI7GBTYU6ZYyTNkJXkWjqDJ3XuABmLLRQqFozxUIKCZsyrmq6aigY/OAYujVee0yDnGamwxHrDH23RhlNKhGVK67vxH7pQNmGvzOwmc44vtpzHCNm2NCo9NsV2osW37RK0QVz13Fnd8t73/ktfviv/+/42v/qf4P+1s8zmw32qz/H1/7n/2M+/jf/Lf7w937AGzNc6MbKaZRZYo0KuGoFwBigKDnYVIWaHOU2kabKTao8iTPfiZG/+fglf/9m5HnRJONJSlGURGaxRDa3LMGRtVaqLiib8b2nNYl+6jqL1on98RalZeB2smg2ZKCmTsPKZZ+mFluxwkFLojrVy04dSdj9Qoc85SwWypwlnztVSEXykJeggtbkZS654LoT5UWcRW2JSGrxltYquRoyjWgak6lozlCbHm9WKGewusPjWCuL8wPH3TVhmmgpow2E2wMxzBhVSGnCmIhSiqFfo3yh85ZXL/esVmtKkrUHCqiKWhUo+7pXtS3LLaogpUIKhrtv3Gd1fsnjTz4jTDN+WBFzxWmP82tKFnBAV0VvdX11pLjCg0cPefS1r1CV4vHvfBdeveL5J7+Lv3NGv7ok2wHrB8zQY7XCrc7pzyLraSLMgWkOxFgotdDykTwXSo3k7NHOYf2AtQ6rrcwYnKHWIlCDXGgUKedtIRfxp58AjV23ousGjInUOBPnCa07hvUjXB9p+0zVs2wAsmj5nQGmREyV7EUFZgrolPAFbKmsVY9HbLO+d/gmEImV9pimiCURQ6DGhFUw9ANd31FLJc0TGOj8QA4BvDwapWSsVQxnPS1G5sPMPiWmkPBacbG+wAGEhAuNajXdpeId31g//g4//D/+r7n7r/yrdL/+58nuLutf+W/ytXe+xWf/7r/Hd//av88bL655MFa2XmN6gy7gqoiYWutoyZJCIh0C4z7xasw8bvDDPPOH11f8zjjxodHcOieHrp7A3SLFbktOmUBFlQzHlluyqYAfHM4qcj6w213TCGi15NG9Frosh/1Ur2uFMpZVv6JTa1owtCBsgVhmMiOpHuSgf5FDfopilZSOREmJMgdaiJQYaTSMR9Y0RYwQjoppCUWWmwZJ4SAdqbxiMlBMIdtCMYlct/IB6BbBSF/xGoxz0r8fd8zjDWUurAbD/tVEnGYaGWXAdR2+NtJ0oO8c1mmKtWy3l9ScaCmgVJWoJZlcUHACDrSchNOkZeJ698El3hk+/PFHuM5RtKCf/fqcqLIYJpqm3BwZc2K4d4Gqjmf7ke6993jo4fEf/CHh2Quefe/3sf4uF++ID79TimG9wfeDVELrQl8rqyD68xwSKWbmcSbnHTkrcD0lRbL2dG5A64brloTSdso3Q1qBPC9iGk1KBmsdUZtFLNNwNIxx1FYIzVP1OdXdpbkzvDui/I6qC7pW0hwJYSakjFFaMtvXDmfA2gq10Kii4EKjq0zbb48HKEK86Yxmu1nRWY9qmmmKtJrohx7be8J8pLRE322I44zrOtI8CnW3N/RtYH/MlGJ5cXVkqpm3759RnUHXBkmRB2kPzwfNL4yf8dn/9d+gfPx9Hv7GXyI/eIvrh49441/+H3H2a/8Mf/+v/n/4/d/8Nu+/uuFhTPTaYGtBmUYxjagUhzHyap75UZr4B+OR77bIp6VwqI0ZzWzFKutqphgx/uhmRBuyKD7RGtd3GGvIOUhVSySmA9N0JKeE0gmQWOnXK/CfkbaqtqhZtVpaMIduFme2eHcHRUczhf38gtv4KU0fv+Ahr5ZcK7VIvleJUQ56irQs2Vc1N/AN1Qolz6jqlvjfIhNPNKpVaIE8XqGpRFWoLZFzIJ/dJ63PWdUV/dCj/VZwwVZWSrgObRpR3XJQit6fkfOR3AK0Dp3hOF0zxQnbOexgmW9muu4c163lhsziLmtqwVApRTMy+XYUiIVjiBymzNmjC+5vz8g18uzpc4btgO8GcrW03mFXvdhQc0SHRt5PPP7RZ9QO7rxxweorX+Yr9845fnLFp997ytMf/m1yDVzYXyZrkemqzZbSbTG+wxjLamvRzUCtlDgTxx35eMvtYc8UDsT9AaMHcGusc9A8xsguXfbrp9giIe20UqmhkozFOrHvOiciHVWkgtEamjnHDG/D+IzcnqNVwRhFRmG8xeEhKEFGpcWHYMAbxVprBtPRQmMMkZoKdqEHDV3Hyq9YmQ6DYQpC9jVGc7bZYJRmPh6pKtFv18TjTKkNB+RxBAzFKszgWVtLsxH2mpfPDqhJsb03YN2yWhoz3lpMamymmff2z5j+2l9l95u/jf2zf4E7f+pPEd96G37xm/yJr/4vefU73+HZ3/gbfPg7/yn25YHz0HChMpO4VY0PpyM/DEd+FA48pnDdGlFpsB6t5YVVLVN1AaNloKyszAi6AWs8SolVVVJbWeKeCjlP1IrswpvICGs7xW5pTiqY10SnJqtX31aY3KHblprXjGOhpAnnHavhHnUI7OYvOF1vyomrCtGs1/z5i95iAWtRixJKKeFu1TxjrBWZa6mLMKfRWkLVQpnEgVNOOutcKCVLeVrP6VcrvFlhtMIqTdMeR2augecxMI8z3aCX+CKBGDjVmLRmNHDvvQccX31ICg7lLGkS1lozFlqRSCTdKFqRq8IbMKpiUBz2B27Gwt333+addU/tfsD1qz2uRGKasau16O718nu2QpyD9M3NkaZKWfXce+fr3H0U+OBXJ777H/0Bn/zkt7GrB3i7YaxFwiqSpl/1+N7i/YDrNsvALDDEc8JxiznesLt5yXQ4UOJInmZq6ihlwLoebWToqcxJNWEETVSzzFJKZAoB5ztK1lRr8dbSuR5nKkZ11KQJ3UN0/xzNjpqrqN50QlsxxrhiROJJk1WPapQAt8eZMme00hgvw0rTDE6Lau8wB/IYsUrTr7wEGDjH4faAorG+OCO3zHiYOTu7y3w747AEpZgbdNpQfWG1WXPUln1x/PB64ixnHtzf4oxG68J+noRT4MzCBtwx3PwB8/e+x/Vf/7dp736ZcO8N0sUll3cuGH7la+y+/ojdsyueP37M02eP+aMPf8iPnzzj+RgYayUYRdSaoFgCEAqlIfZh1TCrju16RS2ZVjOrTc962GB1R82RGAtziZRWxWiU61LagyiVTg6ykzgIUHUhKondVDf5/p9vt5A3tHxGUxsymdgyNRt01aw3dzmk51/skCtrUPVzlHLNbTGJLdiZioz0YbElglIiq2xIBcDihlJVILU5TejaaEXRqlBnSsnkkilNk2tj0zs678CKhtozYXKH1YFa9kxTojCilKFzBt0qxmiSrfj7a77+K+/zo3/wKSZbmtEUzDJlrzLYUnq5gJZSyGucahznA7tnr5i+8gGrd77Ge5tLVh/+mJurV4DFqxUpzSQNnTOULGWrK4qSKoeqOHv4gBsDm7OBy7tb3vvTX+bqb/4RT//479D5Af/Ol4ix0LcDCkVthqZnlHF0/YB3K+gGXDfAao1drQj7a/LhSDiOxJyJcSSGCWt7XOrRRnbmMmEXHbQzfpmZVFKIi/dfJtxxEtItNZHCDhs6VjxkoyfWa1jbGcxMRaFLoIVG13mgMsaZsQRaLnS9xXeKXkukdW0GjSOFxuFwS4mFwXV06zOM66mtcbW/QTfFdrslt8ZuP+L8CoUjzkes7zhOM6nKajBZTe8cNY9o7WlacX0ITHHHdrVh2BrpaUOjkpZDs+DDTCU8v2b3xz/mFYqnrfDUNJ4rw0vt2bdG6DRjm3n58oqUCxMwNWinzDazqM+qCL8EBmLpuh6tFTlHfOcY1luc2yAcJkVL6XXyb251kS2f9OlLeCdL1vhJxaZEhNRqFS2FUnSrHrtdkecOnXuqHnC1Q9tGKZHUIivfYd3wxQ451lBjo1WJ/MkxIWs5LbEtPxP7YozCaPBWYANSGi+Qw4asqars1lVdbrYm2VetFnFfIR9UywCI2wqroQ3Upkg5oGwFg7QErRFyFmVRAabC7e7A219+wP3DzJM/eoVdD8yHRi0RUxoWuaD0AlBUShI9nSq4UJhvbnlxM/Hm21+mG854f73hxac/4unzl9Q8U5RBd90C5stLOHxEJ1DKsX9yYPvwEnd3y2cvn9LqxNvfvMdPfv8xP/j+f8i7q9/gzsP3hO46R0FAKaHDpJLpupWsE01Pv9Z46+j9QF4fSdPEPE7M88w8y749TLPIKF2H8x3NWpQ2MrMxBpUzzmiartRaSaVSY0RTqEnKbFPWqPQAk4/UeEU4vMQfAy5B7yRSKh0C0zxSS8L3GjN4clO0GHC6sTI9NhmOt4EYA9rA6lxwVr731LkwjzNKF7arLdUoDsc9FUXXrxmniVgSHQNzyvLfd4ZDGslWESkcUmayjmtteJ5HdvtRlHC6LS+gzJHKckginoOu3LbIjsLsHEfjyM7Q7ERRBqU8hUpsirlCUIZk1PJ6y9pKhEgCuaxNHN8pRHKqGFvpVh3d+hzvzqi5oYxnjjMFtYR4Cm3mFIkEp9xylhd8cXQqsQgrc1K5KVy/olhDdQZvPcZ0BAV5zihVhWnnGq7vvtghryWR0yxAwVqoOdPKqWQzi/dZSiRjNNZqrFEoJdw3FlsipUGVP66lyCqrSemuEE1xVBbTpEQhJ0rygkKygt/f7Y4c9kd5XVyHs+IgUk6Lqio01D4ydYFn9yJvfutdXn56g6odOVbSHOSD0OQbaJTBaqTq0BLC15fKOO+4eXXLXTasz+/SdY5H2wG9/gkvn79CWxG3lChbBuMkLNG4RSxxmKi3A9c/fc4+vBDF1fma9/7sltsrS8sfY9UdjL/AaYdRipYqqc3UkohToHMD3oJ3BmMG9KrDdhfYdaSLB7bxQJgDYZqZjhNhmolxJmSH88MytHQ0lPgJrGCzYxiXcIoIKdFypuZESIU4Gw7Rc6bPWNtbzrcOZxNxnIlhwrQGg8VvBkoIAnIs4F2/6AfgMO6pKeO2XgQ1vkcrz+F4IO8j1hj69UC2isNhR8gT280ZgcJN2GNWcGtmxi6hjeLYK3aq8ZkOHB9t+IP4ks/Skcdq5kWXGa2V3fHykLTFpVVUo2lNsGL6UK2ga3utPGucBodaJL+9oXjFPhaaMpDFzy5KuPqam16bOARLjvK9dYreD3T9Bus3GLehCSGFqj2lycVT/1GD2HLWaz1pX05OcflPY6QaMdaxvryktgGlezSWNM6EPJFVxOqKNRmzMrRD5h/3r38yyDHM8mvBDdWclxtNv45qPTHbtJUhhLGKkx1BBH4CIWitifxycdQ0CjmNsnFvUIpUDLVkajonTj22X2M6C3rP1dNnjNd7Ch1JCwjBKEVKItbwvcNhGbMjJg1rGC47jgeD1x1VCVpXleWHdPqJaRGN6NZwuuGYmV5eEW8S7eI+ZQvdasMbZkWq32U/jlAgzxGDoqqCcx1KSX7WerWmTYGXV9dUNeLP1ug7A929ni+9t2UzPACbKCrAZIUPJ4X2InutzDFQNARtsc5jXYcxHt119MMKXc/IcSbHiXk8EI4j+/2B42FkHmfxUrsBYzsRHjm5gFuyFJupIRPmI2kO5BTJcUTFiGcgu7tEPRHVC/p6ZGMadpBE0JoUsVWcdXRNoVKjFc1+TMTxQKOwuejxG0fvOmxxzPvEcd7jV471qiN4xf64Z04j/coRB9jv99y2A91qINQj16sRt3K4M89nOD7VPXu15e88/YyXBJKF0hY9/4n4y9I7K01dvB0m5yWGelGQIUw6skLnirJOFI7O03tHpwMxyQ5dLb8nr23celGhN5RKIrF1PevNBf3qEuVWZBzNaGotYDx1kaqgT4ko6rU09WdPu1Tui9BlaQmMN/RnW7b3H7A7QJqN2GovPXVtSNFIdHUKVJcJ+fDFDnkKMzVGagy0HGmLqR4U1giVgoUZ3k47PW0WfzmoqqHWn7HBKZQyVMQq2VCUNL/u7cuyi09hlj5uiNjO0XjBfHONihGlPbo2meQvaGfVKkFFklbYfmDVesb9DX7r2beIdx1xVJQqtFn9+qthoWvIN9yahtEz46uX3HzyhLMHb6IuNrhuzcYNvFkOjD/4EeF4wBTZH9emCU0TQmV9saK1xu3tjpSCHKze0fKamDuyajAc6DqLt5IKqzmjVSvDM53RqtGKhC5SKikXbMoYo3HeonxH57b0bg39zDCsSZuJ9ebI8faKw+2BYyiyi7aNWCRPXA0Oby3jXIgxUHKkpgAh4lKhxErIht1YOXOWR+db3BBJdiabTL/2OKUxqdBCJIWEUprdWBhjxA89fqvJztJ0xnrLvMvMaYaNI3tN6cGWyCHvUb6hVp6mA5OaCCtFXWtuY+Sqr7RNwT3w/LRpfnQ0HCZ4YRyTOGDEartcssvxWNq/SmtipClNsuxq06Lma0rWZaXK5zfLRsLoRL/qWK8atcyULANjY/XCTZThmGpGdApW0fWW9XbNenOO91ua7mjKYZQllYh2DmXks1Xb6UD/zPFun7/gJ05bXWgxznr6s571vQv0es16teHw5Abn5THtwgYVAznuSC2SxyMpf0GDSsmGXOTGVFWyrdFisG+qoLXCaoVVLF7hRi1JdOVKLZJLiQCqahncKaFp6pP9rgZaTRSED1fjjMqz8OLmhOsdSu1EsNISyiRACDKkGZonAa1fYzcDZ5eXTIeRyY70G0/TN2B6tOpIU6SaTLMao6WtMEoTtMPoho0Z2xL+9jOuPvpdzh+9jV29wbiC0t3h/Etf497Njg8/ecHGD+LOakCKkvV20OyPI6FGVKdxfst6uEeOMB9gc3FOVD3T8YaNn7jeRSyBzern0XUr8ket0V6DjujS0KnQUqAUgVWEmBi6jjM34N0Wvd6g1zN2M9INHavVnjjPHI4TIVdqmYljJAfZn8eQyBFSaLS8GFlCZjzsiceZPBqS2+BXA/msp5mRoQZaKsT9RJkCFvCd55BG5jrRnXms7dAWMJXOrdgfCi8Otygv9JfBKPrOcHuzZ9cnnPPYwbGfI7c+Us8N/hzmbNmlnsNa0d0beHZj+N7HLygpcoxpUfgpJIiwLsoT/TnJuMkQqzaNVmJG0cv0utGkXUSyv5XWlKZJU6R3novtBc6O3NzeEmNGbv8FKd7AqIjWFe88m/WW7cUD/HCB9muwnUhLtUE7j7I9ygmzT+f2Gj1OYwnikN+3tbawBWRr0ajgDH67xW22JGMptufinUeM+wNKaZztKCpyCDObrWf3+NnPRCj9Ux7yrCz4jhotUvELklnKo2U6/TMo2LbkXSmEVtpQ8o3WimbECFlKAbUMHgTcDlRUmqglo3MSqWCpmBRRZUXUSdRqRlFakmHICXqnLK7rMesV/dmaOcxcXV9z8eaazb2O7fuRFz96Sr09iPpOW4amAKG4tFRQtVJNAjOjVKNjZP/kR7x6/BnrB3fFPug6rDvnS1/6Kj/++7/Lpy9veO9rHxDrDDVjtSYcJwoV49TCuvOEKBCFeDiymxv2cs367oo5JfS048XzbxPPd5xdvs/67CGoc9CyazW2olWSy7UVSpHDfpgTUwq41QrnOgazomsOLjx6fcYwT6zniRQi8zRz2O+Yx5kwBmqulBBpKdJKJc2JMI2M80hLBd1WKD3w4vZA8Y7kHV3bYcdX9DFwPngMEMfIVDL9qke7ntlKJJDVjaQUz66vOfSKoffYzrLyHcdYuDaVuHVU70grz0FFjp0lDbC9a9nNhVez5sZrBjfwfJy5vg2UEMXSuiCJT1FbpdWF6W8WxNbpvVTLCyqGD2BReZ/660atRQa/aA67A6strIYeZeFwmAghkZMIwhqgdMNZQ9f3dP0a5wZQmpgyvjWUkRff247Ur3H9BjUeaWWSzUaVVS1NLUImtWDHFy0MTWyvOUO/pvVbtF+RiwRRXLz5Bjkn0j6hTc+d4R759hVpCv8kwdt/zgrND2hTJZ7YWinZSwNlpG/RRtAzxpBKxVZFSw2LWYQCRr7RC8FCqYZRGnLh9G0HlmyoJIytKnJZnSOmzLSypTmNdh2660g5Y1qjNIU2A7bf4tdrErDfzxynHdZYWtHcxsDbf/LrrO6f8fQ3v8/00Q1k0WYn9inyigAAmUtJREFUVcmcAJTCeytVo5zD5oQPN9w8+4QH08+xGdakVjlkT99d8pVvfMDf/Vt/h1cvd1w+ukNII6oatGvUGNClQYS0T8zc0HmDq420PxD3jZoM/ZsXcHjC4cmPCFcfcfP0EZvLn+f+W7/M6vwh2og7S3uPVhlTAl3JlFwpVZHyzDQG5txRuxUoj8fhvKX5DW2TqHGiP+5QJHIMJBJlPsAsU3WaxP40pXBdh9CSFCEX2nHDXOCFPnDnrOfCn+POV4xhZBqPmJbxF2uaNTTfY7qBGBL7GDmGkRtfUH1Pdh69Hcgorp4f2G8sxmqUd6SN4+UcGL2m9Ap713M1Vh7vLMduw5m/y3V6ye1ups5CQj0d7oXmtJTSyxFeEEqtltdr6HqKmHo91mIpj7Voy2nQDK0UDvkWs+6wQ8dmtcKZxDRFcpKHyVuNcw7fDWhtCSFCkxisVhzaNBFwaRma+fUZdtqT87zswuXiOVWx8sV+fgkpZGuUx0yYCr32FBQ4Q9fJZzyj2RNoeeZCwfHqhjbFxbzyBQ452tNqxPqB5jtKCOQqnmTlOpSSTGZlLMoYWanULFgoJcO0E5n0JNtrLGBHY8TOqfSiJ5d1WpFbgaoUpRZqjSTfsbKG4fIO0/UVlYpxHaUpcinE4yiyxBZwHjrrCVcBaNzowPq993jXnvHZ9DukT26w44BxoPSI1pHJNHLt8Wxp3R6lEn6a2N08YTyOqLv3gZGsLLeccf/9b/Dlt/+Yxx/+AK3eo793l6ZlL61tpZSJVmbyXLFmIM+Cn652IdQeCjcfv+D47DNamHAKav6Im+Mtx5dPefT+n2H78Gu0vqd6i/JCK7EYbIGcKyZHfE2UMVDmkb2ybLWTeOPOY1yPNRZaY0iROSZKmihTBp1oLVKqpVSQ0ASBHTYjQ6KYNDl3WHOOMiO+79DssTmx7c/wfSbbSvOKzjrm/cRZZ9hTyGMgr5zo/DsNa804J651IGwHrGpszleEoeN2shy9p3SGOqx4ZRxPgmNUG+awYjdqcl161lJlnYVaQj4Qjfdy+E+UpNYWPfhy0AVrzGtd+FLHLeaPJRV0QXaVfSFOQfj/KHqlqMZKZWUM1sg2JaVKzjMUhekMxc5SKRZZuSlT8JueIZ9Ry0icg1xKpVJoiyNNS6zZqdpYevcWKodPntINZ5i3ViQ/EPKMVp6ShDjUq8bu8RPGJ8/RsUhL8oUOebVoPMp26GHFPI7opd/WxmC9RzvZl1cMuQLK0ygSd0xDtYpdlv/mVJgovWis5QatTb0+8K02WhG+uCqVWiPKd9A5us05Q67M00xaJpe6ZUwDVRqD1dSYOOz3lNwYjGGfIjfjkbv+Lb725d9g98kT1I3FMLNav+TWfcRLf2BviiCNjKXgqFMhXH/G4foV+d0P8F1P0Y2xnHF+513e/+pXufrxj3n1wx/irvfcefg2w3olEThESpnRNdGOhWqthC22zKoNlNsj+91zjscXOL2lpTW+y8Arrh8/J+xv+BKV8/tvk/2G2g/QCfXVq4Q3hWK04IOzCHxqLexLIZQJkxwr29ErRc6KWTu09xjvsENHLJIKWxf/gVYScFBaIdWZ1pbwC9VjjWcOmk+fXHO53nDm11RXMetC1xd0mbje3zB4eRnzYc+6H4gV0f73nuAc1/sd46YnWsfKWaZ1x3UOvFivmVYb3Paco+14Hi0/2Sdy67m9GXn6+PnSAkqxLbl/p55cHoTW6msd/6n0PZk+fmZ+/XoA1uppSa2W1vHUL4u0VA5iEgWfVpi2DJqR2VRpTUIh1j12u8Vs1qjOkXMmTSNpmjCqoXVDW/FX1NYopiygTcTd+FpQBidgo1pmVtweufnBjylNYd4omP5cAi+OgbbfMz57wvz4CXoa0a3+Z9d0/0UPeS6LvU1J+ofuPC0HSq1omhBbjQwbMkacb8ZQtRRIkiXeyBkxiSAxv6fSBdQSiyTe3nqK/D1RR7NQL3QZmFNP9gO9P8ObgRjDwsYS/3ctMo2ej0dKDnRrQ4t78ktNuGkk+2XCj+7R7d+nUx2DD6zMp/iqieGHlGFG2xnXYKqO3DL6cEV89YxQNYNfo2ug4sj2Ptsv/xybh99m+tFjWqvcxhH96D2GO+c01aGpqJwgyg9VVRmY6BCYjyPz7gat15h+S6meKRwY+srgZg5Xf8BHvz/z6L1f4vz+12hnD6n9mtgZnMl4o9CtZ908fYR0exQFn6tMLrE3gUM7MpVCKYljnCjjRGsa2w+0moGKZiK3JP50JTRVJ2ZrAVkoGbzWNNAqzKFxu7Zc3h24c2fNGF7A8RlGW5orjLsb1qtzkupIzrA53/AyTRxL5jAMxE7atn675dZarkLmVXeHMFzQnd0nTJVnt5nrcaKzZ9w8+yFXVy9xLcnnTS19LKedsnp9jOW86tflvELJzptTL96WabZEaavT7/N6tSWHTi9ozNaEnKpRr1OBldEUBc07uosL3N076PMtar2SFmAaiWlkGneUeZKvGbE1N62wvYfmSFGQXTQWooTEWFPqMuxrqKTIVyOvfv976PPHYlnWnjxn8u0VdTxgUkCTKdTX6aj/1IdcWQs4lB5Qtac5Q1YSlWSoGCtCmNagLlijpiwosMugrbWy6KglEcVqUb/JYESGGtroBVsk6xGaYHNqiZANJUZwmegR3lucMV5jvSEvmnqJdgWnOoauI7XANClcXrHR99iWDeboUJdnRLMh6wIo+nbLXT0zxY+orkAqlCgln88T8dULxuPI9s5dnIYBTbNbzMOv8/av/jq7x/8+JtxipsLNY0jlbdaX5+QUUcsqzDZBGVtbqfnAHCXPrBvOWffnZJUIxRKSvFS9G5le/C4/uvqU1eUPuf/2L3Ln7a9htxfQKVZo3p468u8+5sO/+z1uPnqCt5bLtzfc+VNvc/9XH/FsyIxpTzuM1HkihiAr0FzR2uG9w7ZIUYlEEQyV8mQFKVZoRtj6xmD0GUpdop0jWsVVMVz/ZMe0n9m4jofnA2F/ja1rYj/g/MBwecGzdMQbRZcS01qDdaytJ6w3HOfMy6Z5xYbZ3qVT99hPe3ZzQrsNqlr2uxnthPpbp0XPptQiaFlASHUpVU9lO/KzU0s5L4/k5wPiuqxuT1nvLEGbahGglIWQI5y7pZdfSn6agq7D3zljePMu5t4lbDcULck+ZZoopZLnSLjZ04rQcZuqYAzWO7q+R7tGTI2aK+S2WFIzLYm1uzWJV9YZ7D5Sd89I9jnhRGgtamELJoqu1N7i7l58sUPuekulQwKAAq5f4Q4jNc3UJiWiKk1G/6XQjJb9rpGe2mqDNwZqkqiekgTzq6sM1ZvEsgogUuR8FenRVZXyvqVCSQGdZ1QZ6bYPycoTp5ES5YasYl6XQZUz5JqZdgWVPBFNNwykrOjf0ZRyi00jKlZKG6m1o+RzzLRhLjeSSYbBqAlVK+HlU44vH3N4c83WgVEKZTzV3OedX/yvEV684sPf+i1UzDhzy/SsMbgO7R3H+QZVmvjCrUXHiVwTWRUJmUgrfG5gLFavidMtLUBLia4lWn3C4dMXhFc/5vDyl3nr638ed3kHGyxP/+53efm3P6bdanS5S0uZY468uPlPOZ++ycVv/BLB7mlEcrilBKGLtiIGFMFBaam+mogwsoDDZP1ZJH2lc5ZSZT2Umyj9wqtADgXqBapPPJ6ODHpL33UoXVid3+WoFGOqGDpqCbh+g3WWenHGbdKE0vH4unA9rzGbR9h0xv7WQQx0buT48jmahh1WmAYxFUgS+teWkla1U7m+rKi0lLuvY6qUDHZPB7pVeeGVWoRaTTDilVMU82mN1RZTVsJZh1UaWhEXnje4e+dwf0s7W1GVIkwj5TgTb29IuwP1ONPmBFXIwjIskK+/VIXuO1xnKM5I6Z4zpAxEIEEWCERtFVWlimllQbRoC01mZc1U9IM1519/n7OvfOmLHvIF8E+DYnBO44z0JJRKTYViIq1VSoW6BPhp16GcwzgvoX4qgQm0nEg5Qqu0qjHacoosbkuJJQaLpRxri1i/CMsql0ozB7bnDzhMhVxkOSpsd0UukRhmco6ootHW4/0KbzW5Bux9h9MQ50YZM9TIeDwSU4ZqyONJNSVxw85oxt0rbp8/Zr17E7sZFpqppakOe/423/gLfwndPD/9zm9Bi6iwZ/fsMy7ffIvODMR4AF3IsSzBjwqjzTIJDuxevsB2jn7lKXOihkyORdJljGFwjRZe8erD32Le3fLBt/4MNd3hkz/6Q1ZmQN3pSXUSkJ+bwOz58e/9Jt/4hQf4txzBW7SB1go5i7GEklA1YnRBqyVpVqtFvagwtlGSXeo1jUUzxbAIR6pUKdWAvWAfIleTZtA9lpnteU+n1jx7/pTL8/uEMFFrxnnH3XuXzEfL7jagOOfZbibVDV6tyPuZPCXC9RV5d0sYr6mq0q/W8gIfA0Sh+C4F9zJPOHXrn5fxVck69/OF2c/MtWQy93ra3pYJu6yvJb+ugezXlUZl8Y4ZrdFdYzVYrFUQZo5PJsbDSDhVS4cj7TBRx0mgmVX2Wk2IEuQQyaViUsH1A947SQIGahE6bDvNForIak+y2CVYa8FeF8FE31vz6M/9CquvfJnxi5brpu8oJFqOKKMxTtYftEwJimKMKIpqWQICtET9FMi1E8Vbk2+K1mIEeb26WPzoSjVJgZATvfzgAA1lGSjpWqEVWomM+1vMsKUb1rQocs2cIznNtNLQaHrbYZyjOie4oWOkmpl5NeKsJbuMXhVqnpnrLdkEOjNQR1nzWaeoxUm3M98yXT2l7I9Eo0AnlHGyOnJnrO5+nW/81x14zYff+TYqZtq4Y/fSsjk7Q7ueopDBYl3QyUb6vBZm0jxRg6NMBqOl7VDVUrKhlEpnGr1NmHzFy5/8PczxGrX5eag3mDsPaF6R0g0p77B6xuQbTC48/+Ef8uCNX6LZDut6nM+yqSiBRqCVSEkNQ4MWBUpgFL53aFNJWos9NQO10ltDWMgyFmi2I6pKth2lc7hhRQtHrg8jx6c7QjSUaJlmg/UD6/Nz2m5Fuk6kvKLUnuPcYZSXGK48kqYb4uGGNO+obZJPp5afYzEyPz5RjmTVfCqnF/PHMrwVg4p6zUGTQ95eK8va601Pex0UKo/KogNB0mxokkFedEP1Fn8xoAZLGPccr6/Z3xxJu1Fs1zUsswBoKQuvvokl+SRTabUJ/js12lxQLoqhqDSRjKcEOUNpr/PmThuAprQEXVRAZcyZ5+Gf+2VWP/810mpFGecvdshrjLKcr7IOq6USiqy5agxkrUiqob1boHiiemu6UXVHUYIXrqZhlZjrwQicjkZJgl/SrWGMfi0MqFVKI6M1ouwWwQMtU5kYj7dcrB7RYiTGvFByjNhcX+uLJUCwoak1UMye2fTgO0KepD92O9RZhEOh8x6jhbjZShMHV0uQdqSbZ+TdLcUrslWiaurWTNVTuzXru+/xpT//36Ks7vDZH3+HfDwSwojZV/zmHON6oeHEhDONVgIxjBjtlik2lBTAKpw1tJKwBqpSxJzQTi3xxCPXz/+Ip7eBmizuTKFXK0raY+qBZgJ5HDHzxNVPvsf2m++TnCSGWuto3qGqJiPW4ZSSyGZVWYwVYr09ufOaUhJIueC9SskiQmryYXXGgO1IKKYQqSERp4njbuJss2K6mQg5Yi9WxKiIJS9eA0/Mgg5TTXDCNRxFj1FmahmFckMVjLH1YB2FzGsJK4usfBmcVUTRV9uSICuLXk7d+wl2Ka+5Wnbon/8xraI0mFpet4/NQOk0dtUz3D2nv1iRSmV/e820m0m7CeaMLsCpd5cvcKmATxXEyWa6XEQ5U0MVeN6S8NLKIuqpMhQ82bU5OT2XsIWqG2ZlufvzH3Dxc1/lsF4xzRG+6CF/+ePv051t6NYOVSoxJELIxJhpIS0rAo13ogMWF0NGqUYpk2R+FTBV06pGKYu1DlWFEXcab5aU5cU3iwJoqTxyziL5a1I26QaqRMK4I4U7tAIxzjinKCksaiiZlOYqOWPeKIrNhPCC44tb+tUArWFto/eF0kUojfl2lmk9kszSivSptk7E2+eE6ytWaw9OoazFVkXVmZo9sbOsLr/CV/+rD3nn536d609/wGff+32ml8+Zbves7nb0Z+eMhz01i9KstUJZMsZUFYUgTVHyEihYG7EpqnIUNLlMGG2wKpPVNcVbDngZdtUjXiWKSjQbCVwx3zRuP3uMunuBKwmQyGTTr8k0Qi4UFck5MoUZY6wEGBoFyqDxn+vosyKngrOGdOIKtMVdqBO2aWpK2FKJqdHbAVUM034nwpACaYpoC6pkqorSU1NIOTLHUV7NWkDLAautCSTSKToMrWmBNmipipr6vBfn9Yq5yoRd6Z9ZoX2uFz+ZqvTyyp9ed5ZLobWyVJbg147uYo07W2GGHqzhGAPhGBivDtRDlhjjurzQ6Nf+jdPmqJ72eVQZ3J2+ktqk71af//01y8xgCVCQ6kKsrnIxNZoqKKd5+Ce+wb1f/gZjN0iIRwyEm+svdsiffufb9JcXbO5dMvRQ50nMATmKHTRrSsmL5dNB04u4TaMNVGS6SNEo7akqUtCff4PrQhuhkGqjGtCmSC+zrDsqYhtUSjBSqiRIgePtLaZbSZ9ZTjlqMqCgWUzn6H3PPEa81zjdaHFHnifRrntPVo3iFd6tGY8HKX3DYvDXGmsMpiXyvCPuj8Q5oZZkz1pmjKm0lsnFMfsV1Wzo3rrLuw+/xOrsgg9/+++xf/mS/c1LYssMqzUpZ5TyJ0MSpSwppN5DbaRWhLBTkAx230Fp5GnEFPn+2k4T1ERoV2gdUS6QSpA8LQ+pP5JTZLp6gnaVrIPQWxSY5jC6w7lE1uOSXhpINYopz8khN7qnNUnoUEWieEouy58LdDHXDDpSS8UuEUq6KWzfMR/3xDAxrDxpHrFaU0rBUpnmkaYk4zuVJL+PgtqSoJWawDRyqcRWIGVqkoihCCImaVVWk6dDqtTP9OWiwVCv1WQL9mv5XLfTJbE4v1qVh6UCqtOsH2w4f3gfd7EmAjFlxsPEvDuSbifUVNELFVgOcz0t4ZcAh5OSrgnz7TQVr0s6EPJ1q+VrY9Hbs1Qclc/vA13kcWtGUVvBrte4+5fc5EIOGcqMDhn3RWmt8cWnhP0rjldrNmcd606afu8sOUvgX8lZ1mOn8k5LUobICcuyk/VyEyORu0qb06jjxI0noWlZ0jdcs6iWyCqL3FQ1jK20JGTYWiqHm1v6rabrByJBSCAZnDYYbYmtMt7umEPCbjoe3T2jjYlkoPWG8/t32Z6tieOOjVF0rYOoePXsObVmsAZ8hy6VGkbm4w1xfgODlb2yBlyFZtG5kKIhd46AZzNc8Oa3fo3VdsuP/sF/zPNPPyYdrjC54dyaUEVHgCpIirmS9YnWS4EJMUtayuA8pjZqWL5PLZN8ppRMLYGmLFXNlDZTm6a2QmwzhYLKe/LRM9cJoy3eOLwVrvgiLJQXplZKEniHihLOWFShFESgVBQlQ4pZyvYsr6FWmoLIHHLR5La4+loDHegHaHUkxYruoTbFHCvzPEsCqhtoVmydpUSakvWlUlqIwDETSpDB6yJMlxZCorIVn5NOVf18e96W8lsO9TJ44/N12Ov1WQOoNC3KveFyzfnbd7l4dB/deaaUqSGRQ2YaZ5gLbc4wV6lO28+0AeqkQV8q0brgnhpy0JeLSL6YU41x2vVrOS/qVJFYaBalpK5spsKgses1d959izb0NOMZ3ArrB0IspC86eNMlUI4CcJwmiznr8N7KCzd0ErJWKi1lmkTqSU+sLNYUKlGm68XSjBFdr+rQOtL0RDVQo0LXFV0ZuDQPOA/n9BGavuagP2V01xxsJNuZZhy6raAocg48379ge/+S7v4ZuSY8QMyEMDLHSA0RrQ1x1lztb/EEWuvp3ZaqPDF0rO2X8DHz9vmKy7fPedy+x7PHP2FWlalWWjXoHAnHF6TjA3QeUN7RrCflRMkerRPGL755s2K2Ft1dsvrgV/j6xT3OvvttPvnOb3PYX+M2hvXFJTUcyPGIyaCyrK1yra8hi9r1y3AucMiB1sSOWnNmd9jhzEBsBR0nmTnEgFIaQ4DScOsN3ouCLcaJHCNFa4q3CyUmk0sRSGfLtJKErhMR1V4LZDRFWTQyMFQ5o1OkhAC5kHOhGk9zHaGIvKY2yUZrOdBKYpqP6Nlw3ss6LJeK23jcsAbnMQqcUcSoBCZiLCUn6nykHA+SDtraon6US0kUlqLUayyXSpNJ++nsSn8sWohW5dVWRj6juoFRjawqzTe68467793nzpffQG0GUqqMh8B8nEhjomVJlZlSPs3jPidIIKCT01amLReLCL4+d7C11w269NwGhdWOzqxRRUsIJ0dhuGNoRYi8yoO6HBjefcDmzQdc3LlPMoKC6oKhlYarazqz+WKHvAPB17RIbYmkCqZzGCeJENY4QFFyQRlRrYm2tVBIaGcFy1yayCi1pSoJ9KtaeqxWPaac8bB9mfHHjU8/SuhDYVg1Ng8v2N63cOeKY8vM2pKbONTSGCjBcHWcuTPfZXv3XFjfaUY3+YCJqsUScmHShtIim4sztqbDjJW8L4SiUXOPPq5x8z3e6d9Fb0Z+cvWUphPOQUwTZbylHG4pJUJy2G6gGofKGeO86PUBpxRF98zVku0ad/6LPPrVR2zfep9PfvAPePnpZ8Qwsu62EjJwvEXpRsnLB6VKxpvSFWss83gk54QVNiI1F3bxlnv3zsB2zE22FhgvJTuJWDMtyIDSd70MEEskhUzYJ7SVlNR4PIqAI+XXL43SilLE21/bcokrtcRIF+p8hBSJ0yh7c+upeaC5joo4wUqK1BhJ00SpCW17yXbTCt1J7ptxhlzyIkBppHkiT0fSYU88HojjSJpmcQiqJR9k6VNPYjGRtUisNcugUkp0OVBFL3/OSe1mlgFxBl/ZvnXB+ftvcvftN9jeO2PMgd3tjsPuSA2VnDIpJnJMtNawxhJrWFZwSOWz7On5Rx7Szx2awkhXrbzuy5uy2O6Mu+u3ObNvkmPidv8Y0mNC3dFUpklZirtYcf7BO3TvvkUd1tiz++jrCW6BaUaZgmsaVd0XO+TOSk9TmhzUFtqSvAj0DqMlYqg1RL1jlrJFSZ51SRmlMk0lmoo421NwKOzPqOMG1sMjDp+cs3t5oMSM15opOvKLNUOzuG6P3/bM2pKKYhon0iHQssVozfGnE3V3xD+4A0NPzQWFIKtiymg30LuOs27D+fk94jFjjMKWAY49dW8oVwE9e1COty7f4cXhhjFH4hhRDKgQsDWgU6NkRc0BbI+yieJ6rK+oZqjKkFojux5tHVUHXHdB/+6f4Zv3v8yz732bj/7od7ieXrFarXHDQDke0arI96tIvFMtkKYJlMApSlXUtAiKquJmPvLw3ftQKjolyhKl22pmPlTG4zXuyae8fXEp+YjICjJPI3MKIrQokrNec1r25X559Zr0zE10C2U54CVOtBIocYQSZKWlLM00MCIUqkX0BzXNlPlIyom6kHuts6RWl4pPbJ45iWgkHfek/Y7p+pp4u6OMRygZVRE1WhHv/+K4lhmNkWEZSkgxp4GXhiUwcnlTF/lzUYXWKfydjke/8B6PfuGrqIs1x3nmZo6ElJlDJcdKGGfI0grUKq1KK03aEU79bzvdjYvC7vO++DQrEIDFMhuoBa071pdvsFm9iS8PqOEeeZ7RObMiQcsENUFfqSuDub/F3rugDQO+30LSpBcjK+UFf1gTrhuYv+ghxxQRQNVlF54r2WpB5hiF7d3SUSgJR0SJYUUveKhWaSVhTEJVQ8nSc+oi/VlpDWs6ml6RLXT3z9HbO/RYqAeMH3HDLaVYWrHEXJliYTpO1JCoZZaJY1ZcT0e6WnnwwXtU7ajVioopRIahx2qDU4ZpP6LNOagtOp3Rdj3xyUx5MlJ2t+ht5WzVs15d8ColidYtAsAwqmJNk2HRFMFEqpox3ZaWFappdFNQK6pmYjQok8h5RbZrNuYNHn7wqygLP/je73F7c+DMCTarpbTsVis1VpKgMLBO1FYpy5BS0rs0xzRyCCMqZromApVaC7pp+mFDIzDeXDPd3ojBpRZaSuicIURBCZeyDFILxnpoBa2tXChVdNwN0THIsKq9jtiVCatFmQ7brWimI6aFAVgSZR4FHZYSONFja6PFj7CYPErIsqatmXzck3Y7wn5PPhxgTshQQGOUQlewLAdpWZlpFHXxkS/h2tLlWvEyqNZoplK6ir7oOP/SXe5/8JCzd9+gf+MeoRZuXl4Rr0fqUQIi13aF7RRlLIzxSIlFoKNL9sBpKtZOTb2S/6yn4dpJXXcyvQCUQkU47ZvzSx7cf5dx70jJyPdCdSi1xXNG1nuiljQcrKM7O2O4vKCsBtZ9j94lumQx0VCmjK6K6tJC0/0ih9wJVZVl/11bkbVWA1sdtQoAkWVarjQyYMsNo+S2bilQakG3TK5BDC9FMtZKqfTO4VyPP/OYrqdGwTspKs4VcmsoP9BUJE0j034mTKNQRtHQJmpTUDK3n31GrnDn7YegOlKzVAO2HzBO4ZxhmiPGN5R2kB3zvsBtILy4hemIUY11tmA6cAN2ZYjBgrM0J6sU1bKEzpWApopuv0kvG1TFktElfO63j5XqAqPRZDNw/ugX+bo/57Mffofp1VNaLaSy5GM3+aWVDGNqSUCVJJtahKturPw100ja3ZKVpJ/mmDBUrFbonAi7lzz79EPWb7wlDsCUhLhTgLgAPKpIRauqS3kuvSQLhFCpJdML6brQsqJqtqPZDtWvwS0hFogKUkimizknLwz4Jh90XSRTb54TOUTJZ4sz6XgkHUfKOMlfVyWrWyu90NXUa2AEnNZgsjJTyJpWVmyV3ArNVezFwPk7d7nzwUPu/fw7uDe3TLYQSmG/n8jHiXC9o70aMROEY0J3mc7J6tcZRypR2plcF6FS+1z0Iuf9HxLdsBzw03pONCEVLJjtmuGN+8wYirW4jaXoSEZj8JgykFqPUiOmVTptuXNxB7daw2rAeM9QNHNOpKuGTj0xRGnlnPlih9xbTXOKlqBU+adRpbzeUXKaJ5Yq1j9ENK+dozYp1bUxkv+dAtkbmvbUUmktkGvCrhzWGVqX0T5QayCViNGRhhg5qlFo5zk+eU48RPH91kKrGq+UZFy3gg+F25/+FGU1d95+C7+5pJXE3QcPsOmIyoFaAnXckfKaOnpIAzklxhTxGlbeoXxhGiOpVrTvsMZSO0uxHdUaDBWlIiVV6QnbCKUSYwJVsKVgtcEaQ3FrvEsQDpR+xVE7er1lff4273298vynHdePP6YgtNoWEypniW8uRXbHi0OM0yS5CX+PODFQaOFI80r8AamQasFbQS/Ph+ccVaLvznGxYuaFuguohXsPkGKSFBatRYik7HJ5S/tQcqMkma1QNdUY6ERchBWxTM6JFCZSTMLpL2Up9WUtWVuhpUg8zsTTIU+JGmfSNJFGyb2T0vYk5VxsyEs/q4xMqk9Sz6YatilakTinSAIPd7/yBu/+s7/Gnfce0laW0ApjiNw8uWW63qFjJE4TbZzhdiaNFaLi6uWO1dmWkiT/z2pDa7K3Fxn68kIvIpqm1Wudw8kYI4/8aQ5QwYO/d872rUcEeqYxMwyDRI31jVTk4TCpCtvdFEqLmNWK7nyA3tH5FRt3xrl3vIwz89jTYk88VIpqdN0XLNfXa41qjSkvk0MFFYVWdgHjyT90rRmUWX44gtVpSqbNVSHqHYWQLLUjIiIKpTRKd0Q7gc/kJgq1UiJNB4wamcoVrR1pOTIeDqQo/bZucvmkJdmjNpnCkjNXH31EbpqzzQpvYbA9c7wlpCNWOcq8pzYrL2zbYDeGs3cu2fgOszkwdc847g5kpSBVvEVWeqlSnQMslUwz8v2QwWmS4Lw4UUslK9kmZFsoVtNZjaoS1TtTqVhc94D7jxTkxrNPPiKmxLA9J0+RFkZBXteIUlJqK72YFEqDHClzxBqIKmKbpdaCseCNoTOOeIgoZm5ffUZwBzq3hlQxZfnB69M6E7msG0vMsxzuk0c757zguAspZqoyNNejXE81FgnSKFCzTO1zkZVcEdLP0HnJFR8n4mEi7A/kGBcyb5IKY5qoIUAsy/BWxmqtnQybMr1fzj2qyuoxA1kVtK/CFhwUd3/xXb71z/155je23KZIuLom7I64onBTZHx2A1lQYzJQVIQQMU0ECjcvX6G1wXuPMx1FN0pJokar0vPX13t2FgVee12qC0hlsYz2htXDM9ZvvgX9OTevRvyS15BTILcj2RpUK6Amak2iNtSK4hq2M5z5M/S8QT+OqClxFjakqTKNUSqyPEPuv9ghH9Yr5jlQWiZXoRcbpXDGymS9sbzKy0FH8qNrVBhrpU9h4V43KfmasmAkk7xpx+0h4c8LhIjOGaUspmVUC+R6ZGp74EjYHwnjTMoVbSK6GFo2VC1WvgaUGqmtUq6v2aUP6b70FuGiY9YBbzPpeKTr3qD1mlR3rFyPX1kJM9g6+q1BrRPfe/oRxxhIRaNzps6R42dPcMNz3L27GK8pylF1FSGIlk2DUYvmuQRqg6I1rSRSsui+xzBibKIpRUAR6bHmkos33iOFmRdPPmV/OND5HrvaUtJMzY6aZ9nxliy731rQtRCOM+ayQ628RDX5RqsRrTWpFFIr2BJZG8Xt9TPyIPlwnTbLxkMJQXbBFlc0Wi9ZXEsWeinyipVl5tKUAWvBDhTtwFh5sVMkhUAOUeKSkwA6lVN0m46SI9M8Eo4zLUZRPdYotN45UUOEmFC5ipZbLzJRkFVUc7QmRg9alMFa03gKYaiUOx0XH7zJ/W++x4Nf+znqnS3HT18wP3sFhyMtBqYs7HdlG+F2JE2RznhaXgwiOcoyaJppxlOVE618qYumPKNYtkgsQpcT7AT1WuCilhceYxkuNvg750wYaqiiZVCNoGfZoHjASqUbD3tiGil6UcOFyip0rJ70vPjejvB4ZCiFh8Mb3KmeqxAYQ0S5TPNfkLs+zYZ5XjBOy2jDLczz11P1KskcOWcUGl1E4VOWw6+UqJNqieJPVhZlG1orlIcXt6/YvHOXfoCaEi3tZQpcR0I6MuqZoYPr5zeEKUD1FN2gRVRzcrsq0S23qiS3uzbYXzFfO/SdL6G2G9bdyO5F4mr3irO7j9C6klLGbuWVMqbRPWzoNVz/5IpSHIZG1RO5WsrtgatPvs9gP6A7u6BoEXEYNAaDN/41mrousU2NRi4RDaT5SElxyYnTKG0oyshf6865eOM9WqlcPfmYcLyldGuM1uI1rhqtjYgrcoGcUCiOuz3beytq03i/QtUkctwmnvHVesUYI5vzC6bdDWE8opSl79dLuS4bzlNGl7X2tdZa9tCf+66VMgsyWDYQWI/xnbxorVFiJE9haTc+t1l22w1+45nzREgLxy8nWk3CEGhCUK0p0Yo49VhgD0o3tJKtRcsN0yqqFrIW8Ufz4C46Hvziu3z5N/4k3aO77KaJp7sd89OXuJuJ+OqGFgKtFeYc6YYBUw3zMRGPM9ot34MgQZGmarl0rEL7Rk2ZOs5iPGqFoooMIk87zVixRfb3qjSJAFOKbBTNNnIrlF0gGSSNtmpySeQSUE3hnZcQ0HIktB2ZWa7bBmYC98px9fxAerYh3Shi2lH8Y+7ffZM3Hm64zo2DPnAdv2AW2rg7klNAW1n6G9+jnUV7Tzu1SU3yy6nSN56GNVqfPjAnnXYmtYLSFqvBWEMpkM2R1htabwi3t5S0wzCTy8SURqqtrN84w758TsoZXzu091SdZHpeTzfoYlGtVaqNXmHSjL2eSTeay5/7eVKduPnpZzy/+pCze+d0b3hmd+D8bMtXvvRlqnrFjz75iLZ26NTjaQSzB50x8y3hVeam02zrl7Crc6k6nFmklEsGFtJ7yqASeZVKWggkRtJIjVhsC5qioeiGs1vO7j3C0Hj59AlzFOKHaXXJnhOhiWriCS+1ketMpWG8JetGb62UvxWMseiSQIFzhvtv3OGjnz4jIxfGZlhhmsFUjcptYafJv+rrKf4iEUXT0KClelPG02wnXgUqJUZqCEsYR6CGKH2qd5zdv8Ow2TDmuAzTpLJrpZBTpMQktNElRFMVJzZcIxpuoxpaBYwFnTXWWs7fvM/FB++weudNuvfvYR9uGXXi6vkrwvWeeDNS5owKhfnFNS1EXOcpITAS2NgONTbKPhL1Qn+pMjTWVaGLQjsZ+sUkJT1ZKka98awuz+i3G477I9PTa1SsdE2xdmc8uHyH9fkldWg8G5+wbyPHNFNzpNRGrzaoikSGWUcqAcpMTjtynRcxhHyWmCG/ynB0NLNip2cObeRSWVJ5yZc+eIswveTlzSe8+PSTL3bIN+cb3OAk7qV5mnJLlaeX4ATp13IuizKpLghmLQa71paDLxbS0iqqVIwRpHNWlZorh/HA8MYdhm5LvJlgDFQqrmpcZ3hxvEavFG2xq1rrBE+U4nKRiHOqLpRO6xR+7Rl8Qh+fcv3RR7x844I3v/Hn2L59xTgGVucdd+6/xbBesbt+xSdXL/jwkz/i7a8+4vzhE6bDNTp7FD1aH1BmROXK4eWn5NI4f/AOw/aSVDPGK1zJ0pu1Qq556SfllWglU6r43rM6iS1lUNaMJVsrQqPmsas79NtAvH4hQoxSsLBkwSGDr6XkS01YbM27BdMFLOywmCuuH1hbQ0iR9fkZw7rj1dWtILq1Yt1vsQ2MMaIiU3qxb8p0PS8luhB5GyfmcVVWsNHa0Koc3layTMpDlFVra6y2W9YXlwKxTBVCkZc+ZWqIkq83R1qoEJAq8DRAb03YatVgG/Sm594b7/DVn/9F3vyFD7hZVV4ys8sTz7/3jCnsUDXSppl0nGh54cFNibA7EvKBEgvxGAgY4jiSUyZqg3cOjcI5R8yVVhRWeVqqkm2mDEUp7GbFvfcecfnoAdVq5h/+FPXsBpc1j1Zf5stv/TJ3Lr5K0R32svLls2uu1ROu/C038y2HMRIPjXpskAo5JNE2zDM1zNLTV41phoZEUVllUL6nti2rNShVWDeLW1Wm7ciL/AlX+SNyuf5ih/zRN36BEI5M80QKiunYGCeZeKulHM9JcphrFr1fU1om6nxur6uLSd8Yi9GS86wWjE0Jmen6lmdpx4O753RrT9GecU5Mec84z7hLw4O37/Dk8inzy5mWnKCMUl4GfH6RGza0ExGPN+Bcopkr4uFjnv/ojGc/HVjdf8S997/Oeq05vrzl4+/8Lh9//IekXDBnjsa7DHcv8R/fMKWMaaK3z7ZgSqQcr5mqkMKMaqhujaIRqmiva8sLzseiMNQs9kirlMiAkZ1zLVn0/taB7QTCrzIqa6wbcMYSa5VJtZIV0v+ftP/stSxL8/yw33J77+OujRsRGZGuXFdVN7unx1HQ9MyIJCiRkF6JgF4J0CfjO+kDCJAoCBIIEqA4dKBmRtO2qrrSZ7jrjtluWb141rk3sthVPZ28qIjKjMy895x91rMe9zdYh3YNJTtyDJSs8CkLNNTWlZvWZC3Cg23XUuaRfjygO816s+D1V9fkWYg8aZNYNksW7ULaCCqZogoaKpSIgeSCsg4NqJTRrhUr6Go8INVFlIyekoBdGsPJk3NUo9n3e+I4k/pJTDNnWUtlnyR7+/cCvFAx/WCzwSXHk/Yjfvrp32d99jFhXvDVX2Z2zZ6d2pGXE4aRsL1FqYhKAdVPFB8YVMFk0FNm2PbkMREPs1yWFU6eVWJW0poEHUX+yTli7/G9pyhpye1iyenLp2xefEA66ej9RO5EFfe0W/Lp2T9ifnfGqzsropvbidXzJZsPXjI0hRcfrNmlnmmA3Gvu3l1z//UbyiC+dJoCxhCVVGpFFQIenMfpjE+JtVuysZdsrKZ7AsHc09/v8O8OMH7Pnnz5we9h/Q7bbxnvRxko+YSPolmeUpL+N9W+KsnKTFV1F1WOU1GZrpusQGkyunpTafIUSL0wug7XI7l4hnFLTiN6ASu7xKwEVPL0wwv++s1bWcuIlrDAGav+llYKazXOWYxGaHrJUkLA5T27d2/pr+/49hf/Gq1HTE5oDoR8QLsVJjr6+y26MyRmigajM0q3BJPQyaOSR80Hxrs3JBSbqxcQJyY/MM092mnatqNpVzRuQUqJeRZBAWvkcZeiiDHiVQZlMXaqoIqELgmVZFcbrSP7QIgBn4Td1zQdSjnKNJJ8JOTMarHAFI2r8kUZYXJNIeBjwjiHbSyL1rHUhrEf6VNh2Pa0zYL1yQnnl09YLtfCyY4CtjaNI9ThG0aRSGijibqSPIro9SmQzz/LLryYxOmTCxanS6Y0Mk0H0mEkHWZyLCQfKEFw8wRQAUhaZmolo5S0CzprVuaE33v2x9jDU7Z9C6sF83aHaidcuWM86zFtYtl79sOWEAOkQgqJWALLpkPNmTRG8hClYsiKYqsIhZaJfc6ZWIQklFIkj9UExCiKgXZzSnNyQmwahhDwQLM5RS96ni+ek4aWu7uR3N6yfHLOqrPiXzdlVmnBPl9jTqIw7dqWpy/PaJi4mb4R1GEuxKxAC2FGCuHIZ9/+BX/4D35AOJ1QO405ZLozBx9mvrz7it3rW/Q2QMi/JYr/NjBMsFA6FAkHoBNJW0IF3msUOSqSlzIjKylXSzQYRe3rooAUTFspluJzLeOdFrTh6ukzulVPP25FTEArcebMBV0KySf2dubJR0/45i+vGfcT4CoLQVhUCjCNoe0smEhUWRQ4oiLNSVYT7NHzgVYpwS9rUK2qLhkTa3vK9du3nHcKawvRakJaoPOM0Qk/C7zS4UncM+iCXXaobsm0v2Pcb2msgeWK2E7MzVJWiimScyI6g9G1d697VG0MaRasVs5JZJZLRIdIpxTKKTwKrxTeF3wYaDuH1o1kvG5BaRv89o6oKjlECfW20Zq2cYxD4PWXr1h2G64+fMKv//IL1D5RimWIB3bXW+bDyIsPP2R9dopuqud3KdisH1lfWkEUc0hKRiHOOqnqw8XiyXmmvViyvtowppm+H5gPPbEf0TGTgjDeqlMAKqn6EcrAUNZHmmwUMRguVx+T71fc7CbUyYKnzz9kmgZK1LhiGO4OlC6giaIgFAuy21TYrOj0kkPciwV3qInB6gfxi1yHf0dAi3rgoQMUqkycgLKMJs6B5DPFKZR1tOsTFukcdWgxzrB6/pyTl5foVc9QXrE2AecUZla0Y0M/eoqZCSpz9vIcSmD39WuGuwE1aZxpiBnyrIkh8u31V5hf/n/48R/+E1YvLglzy5APvHn3OV/+8s9I2wM65/8JIOffOsin6Y5AJpWEcgrVBHQXBLUUFLEEAiNZyQ6zZFv7cMEbQxYDdhQlFiJFSknt5LbSHbp1jMljsqFdnNKZQo4DJfX022uG7T2ogjp1bJ4uefGTJ3zxr99Siq1a0wZUEXNSk6raiCD1YknSq/uIH2fSNEISKZ1URDhSuwZnO0xr2N/eEA+WZ3/0MVc//YAv/39vwVm0TuSDIsSAKVXULxXyPHK4fYc7f8Lc9w9T5ZASJSSimcSRVMtqKs6zvOb3PpCjfDVFdrHH3bGpxCCdPCZnnLJka4k+MI8TzjYC/giRWFoabbBGo4omJo/KmZQiBNEWm/yMNR3nV2dsXl3TvxtJvpBjIU4zb4aRcd/z8tOPefLBc1ErLUYGiloRcxVK1IUQouAZynGDomp5GVmcrzj/4BJlYTjsmPYH0hzIPsi6NSFrp6Sq/jgPXOxCQVVlU6xGFYt1K/rdzGHvMfqcb77ao087jGtR1mCLZrs90J52tKalWSwoQbYt/f7A3Td3TP0gfX8SweWSC1mlY/OPLN7l8/husFSN9iT485wzzF6a0FAoIWGahjHA2bMVy9ZgG0WcemK5Qy16puw5jDuShTQUbHZidKESk5rZXJ2zWTVsr7e8++wt2heWywVhbvD3B6LPfP7ZX/Lq+i3Li+foZsU4DYzbG/JhiwozuYQHk4m/c5D3hz1ohSkek+eqVb2QoDMDQ0igoRgjsj5H8TxDFdiT0jSlLKgtLQSMYizGWLKywlRTmfubLV2rsa2i4AlhYPIT1ilcKUy5I5ws+IP/zR+yf/ffsn/lmaMWOoIRzXHdyNDNacm4WUH2iTAF6feqBvpxeKmMFeKEUYRxYhx71ucX9HrB7/2v/1do89/y2b/6jDIoSnp0fkFlOZ1hJO3vCe2CrlswhYmSouyIY8A0C1JeCgy1SL+es4gnHs+VrFwTqiSSnyvBI5NiFiPIHERIpFhSsULSKDAPPaaxkAtjP6JCEvS2ghIrNzzlh1aKI1IueK6eXHJ4/SUllDpAFfDKfbwmxcQ0Tpycn2PbBapKeBWEsqmKwipLqmQRqxRJC1mkO11yenmCbQ377ZZpfxD8Q+3diq4sN5keyodwRLPVOQCquokaBVkxlsjCCa8x+gkdPA6F0apuMRRxTpzqFtc2+Glme7dlf3dgPkykutoVSaWq8qpUdbI9xvIRg64ewDbHCaCAj/JD26S9Ivoo/30ulNZwnUdefOqw16DDhG0SbpkYzcDN/pboAjRykY/DRFRgG8McZ6a20LiGJ59+TL8PHL56h1aG9dUpU+sYrreUMTEd7pinPco5cjIQIyqJVh+khxnD3znI8+4OF89o/YrOn7LIC1oFg33Ft/ZXXBdNSY7eSw8XizCTSkUmmtovCw84oVTE6EJOcrhF103hNKgyo4MQH8ZxRykzjXYoWzAl0JYV29Hx83/6Q/4Zhf/3f/pfoLYLAUdZMA04p0SSCnGrnLPg20PONKslyi8Y9kNNH5AjzCFgnEByLZrgE9teU17+If/s//QcHf/P/Pq/ey04fXsEvECOgRwLxcNtMmwuntC0C/ywE9WS6EUJtJrlURKl0g2PuvNaa+GMpyhrpRzJwUvpHhMVQyoiFSRS9qSiqt5eIXrPeBhoTjaEkOic2DgbZYhFxDx0AWsdIRWGfiDMgVW3xJmqupNqSaoUxScON1umfmK1eUezWonzimvQxnFEBTjrMO0Kt2yxFuYSWa5bzq+eEwgc+h3T3JPD/KhZ5gxgqq45AmB6CK7CQ3kjoAdBS5K4He65PPkBi6SYSkDZPT5GmjRRtCaGRKMb5v3Mq1ff0O960pzk3CuEMMR7PmkVpabKEYYqwf1+uY565JkdL4AUIn6YsAXZFJDFWKRxDCXzpf6Wl3/wY5qyxClNPx24fXfHtn/L8mSF8hliZtj1aGvFT2AOhElXP4ElWjXoovH9hDtd0V6tCYB/22Ojlgs1BpiDqCHlhMpVKPJBxurvGOTlDlb+Cf5LzfYmEu0J7txx9UHD6oljYb7gi+svScYz5EIqWgQVKzk+poq5zqr6WCWKCgKLNBZiQsVE2I8s24IiEKZZzONz5UmrlmJg2E+o0yvK+VN+8B+u+Okvfsmf/b++xWSNsQprZSUl+2lxL40y+8U2LdkZXNOg3SxuK/I/tDayztKFKRZAM9z0/Opt5Orv/33++f/hmttv/i/Mo60mEEXAHBUCSvaE0jN1C5bnG0rX4ccDKUVszrWKkSDPWW6/kmVQqJRBI0YUJceHVRRUEFEljRwpliaLDHWufWcMiTB52qbDBFldKXvkFRhSSSLCWaT37YcDFFh0HaYxlL5CgWv6UkVJa5MyeQqYw4Fsa79aNBSNVpbGtbTLDYuzExZnHU2rMabDh55+3DMdDqQQca4Rd49cRDvgIVUL7LPoWq+rGuSKahgoFRYlcjdd88q+4sMPfsJCn5CNo90U9DJS7ILtbWF7e892eydZu0ihpSpG40FWSZ5qfa9awO/Hdd37AaLKQxJAchcYTZkDoZ/qZedIOQqmXyd0Y/hy/xVjm3l29ZL1YsH2fkfYaLRbE7QktWF/EDORAnH0hGFGNQ0pwKQCacioWdqCVAqq0bSXp8QByr1HoAaZEpK4rhx149TvSON/W5A30x8T352gb3rOrWGKHUNeYvUC7QoXF55gDoTXXxJCIZeWnEstGzNoGd7Ioa50xWpiKCCZSPSeu9st7XNTd+AtOecHHjNAP/Tk1rHaLNkNDawc/+h//0/49tf/V7Zfz1gMjbJicJMyWQtRQ4AFYJRmnCecn1EK2rYjxkxEU4zBWiF8aDI6JfLdLd988Yavf/qP+dnP/oS/97/7mv/yP/0vUYeWKXpCgqIMRguPXseR8f4Nt37LYtninCGWRAgzKgdyKWgyMfoq2CfrxVw1vqyx9WyJe4cc9oLRolhLgcbJSfGV+kgRQMzUj6RY0EVXhmARl5lZVmwyI1FyAVTFTwkwRSRTKmjpoVKt/bFgECI4SPXzk8JCBoG9vqU5rFjFcy6fX5BywE8jZfbYCCVWh5yEBFUU0NSx5AcZ5JUsQUTd3WMcJVtymiHOKNXz+favOKieDz/4GZvNE3bzDdv7z9mPX3K/e83sJ6mQ8iOPvChxaH24wNQxqCvRStVL5/jmayp/DJz6GlVt/eZA3I+0iw0sHBQjdF1fFYcpfPPVX/HNZ3/Ok/MLnr98QXuyRi1bpr7n+vpb0jxytj6lMZbb+xvIUiEUY0g+EQfZOhQDKmlKFNy+ax1z7GEW7IlQcB+prA8X2vcJ8k79mDBlTtdntAsPXUO80GzPRprWEvWC9ekTniWPD+8Epx01HHW+6oHmqL9ViuxQTa7WMUXK8ynRbT6g39+Q00gqmpwDBSlJlusVXG7I1vPNFzsOV8/44x99wh//R7/Pv/rP/oJwM2Oj9F1ZCRDDUA3oUxZQQ0qV2phkhYfDWUdWSeicukr1xAkVIkvdMmbHl+pTnv3jf5+z/+d/zd1febRyaC3wHlVAq4JJnjLNzLEn+YaTkxMWjWMInhhjRaglVF07HqtUVUe3MfqaLSvmH9BWCwZAGbSSXNRYhcYQ5kSIkqIP9zvmyUNI1URSLp6cRCQyh0QJGaMt1mRCDsSSsJ1FGS8XAYIuo0BJqVJ9xb2m5CxzD5CATRUdpzzzIbBIYu4Q50FIND6iQ0HHQkrlofKo2g4PKqTGSI+cqBU6CuukrUhRDrkCivYkveP1/s+4Hn6Js5ZcZnIZKXjZ1Ocq5KmolklQSsEoW4P64Qc/wHbLcX5xPOwKjuy3xxaC2sMXOTdDwB8mXLPALFoImpwCKSTCOME0UA57vv3iM9798pc8+eGPufrBD0hZsTi5IM0jMRV2N/ekFDG2EIJcHMP+gB8HCd7GobOlDHI+jAElAPvHFuc4wC2PVd/3CvJTGxguFegVerXGtgfiasQ3EW9njOvIesnpsyv2fqS82aNyweuCgPZBVZ11pWpWpxAzNMlhtUY7g3Itbr2hxRNmRckF7yNGG5Ry0J3QuY4wB+7e9Kw/2bBtJtof/5Af/NOZL//zP8ffZrLO9QO3RKXQSGBNfhSstBZ2XPGzeJGnTFE9qEJyFu80annK+kd/wEc//CG73Ru25YyfX/6A9e+/4NvP/5LGN3TOEhDqpTJVfCHKblaFwlR6zOkG44yU9iGig/DrBawqjDQqBx9RF6/48AJawippTVCWDodVBW8C1mTMnBmmOgTqZ4bDzKpbEcZb3EKECFQxAjWW3RfFFMKsiMoRreLq46ccbr6UjFuNAqXzP/K/anKLICR2HodjRaFsxraatomk6VZsredMmAUYJR2boghlXXDvWss6ISOzAK1Ea37Rim9ZKogX3oy47Ng6lDtUBKUiJumxNXWNV4wozyjBaxRk0p91+Q5T8hi0qiZt9VC9HM+ptERFl4fgOVomkavUc++JZo/WBpM3aCtIuBhnyr6nDDt0GGEWie9vXu8YvnrL87/3Y5bna/YHGG52knV1YppHVqsVJWvm/UiJimIsi8WKojWlUoJpO0q3QI09ulTiTr2DHkg8v2Py9juD3G4GbGNpVkvMAlSeSPpAsRMQpAw3BpTj2YsP8MNcNd2q7nkR0wSRjKpS9yVLP5EKxYraSEazPdyjYsCajqZtcV0HTuicy80J9zd3JJvoOov2kc++GvHqkmd/9Mf4N3u++BffoLMhKyeywYjnWkIzefHuctbJxLpkQu7JSaNVQjeabBrs6oKTH/0BJz/7Y8qy8NXn/5Lm4vd5/sNTfvjP/zk3f/GK/hdv8WFJZonxI8kqyBZdxDzBJwH+pFLoVh1K5xopUvZqW6WClYBKklYUHC5lEaLUQYQpdIMrksknJaW6xtC2Brd0sD/I1HxIXH/+DU/+6OfkZJlDqt7v1RK6ADkRQiSmSCgZbTacPbvg7mrL/Tf7qvwjVYZEgvx23BmrqAFdS9lMMQW7KqwuF+gGfPQEP9cd9bHsVZWhKFlaKbm8jwGUK7DONC3GNSTvxfkkH3nzhWN5cZQuliF9eRiGKTQRg+DjEkobdFRUfIu0h7+xQH78+3ph1cb7cdSmHjdqtSKQ+6SAD4T9QAKsj5jOEXMSoYvdANMsLVgQ7EYhcPvtXxCXPR/9wz/CPNkwKs1AJPjEumtRWOYxkkYv2JKupekWxAQlCjDGtQ122ZJ2o9iGHR9NvbWUPhqWfI8g5/RADpa0cUw24MM9Ie7RLmNNJg0zPgWmeaZ1lvOrE2LZYVJDiOLoKaIBsoZAiaiEOBRHEuIu4OeReehIYcQBTWcoThOKI5TCbjvQuRW2Ndg88vZP/5TJJdrLS5rNiqt/8FO++dNvKPeaUEx1EZUBVqoftu8Dy2ULakZbizNeejazhIVDdSvKyQvUi5+w/OBjPv/1v2R/f81aveTrW8vHn/4+f/Sf/Mf8xf/jP+frP31DM1o6ND2q6sLnqqIC8xyIORNSxLmM0Ug2VCKjZYqRoZ0O2KxAWbS1MmxRFqVEA09EdySoZJRmMK6j2zjanWc8HGAqDG/viY3GNmeEfhAnUuWIuedILokxE1PENA5jDMM4sTrbcPtqS5qp+II6L1CqZrGjA9djqZ1sxC41q2dLuosl2RpShBQVxEhKiRSoZhqVGppBl0db4aJkRaasQWlDCFF84rQmay0qq+ox0opWsq9Xx6paKgVyJZdoLTMMDBYlOA6VCb8xcP5uwEv+fvwz9ZDxRYSxAnSqnrvKtYefIzkdCHMgWC14Au9hENFLVS+QdtnSbVqUgzAN7O9v2bx8STrVaGsJ/Y40Bsa9WFmHYcDoTLdeo5uG6IXRJu1nQDtIGtkOvPc+jtBx9X2n697eE5Qj24K2gcwO8oFcIOSZOR2Yk0j35hhwK8diZUjBMAcpy7OBbFXtEwtJJ8QhaqZki8oWEwzjNrA5W+LnO/LkITrG2aLWG5rW0mmFMYXbr35Nv5sxTz7CnH7Iu2z48NkF5swQd9TDclxzCBpLxch4N3Bx9ozsB2yUYVt2LXNzhjo/RZ9cYC9/QPP8I27evqb/+o5Ne8Z0e81N5+HScP4H/4SL2bI7/GeEP39FzhYjDQnpeFAoIriYo7R4jaJ1DUZwthjAesuiLFhly7JkkvbsbeGaRNINS7Mku0DUidYYFrGyxaymtR1tU5i6e4JLpCGh9BLVLoSW6eUDb2wrOum6KsEohTaGZbdg6CeSTzSdBVMe9Pkoj/Pnx8Qm5S86kU2i2TguX5yxuDohWM04RcGC56b29HU9mY/AF6rKi/x/UWCcpRiNdRY/eogJq0xlNapHvvbxRZRHaaNaJ8ilhBKVnpIly9dbIFHgWHb/DV/H1dmjutF3S/lSjtnyOHyr67aiRNAiF0iTXIRG1S2L8DWMhQ9ffsKnP/gDLq4+JKnCm/237Kxoyk+54HOhKEvMiWHyRB9Q1tJ0DWa5YC6IMWI+bh6On4N678M5Pgkl7dP3DfLkJmLxlQ0TUXlPyRM+RLIOWJvRncKmhhSSEFCcTJK1FgXNnAwlG1IQTbeYZPCmVJCsmjRqKoy3LU+eviSxJ/uBhV0ALSlZFsWCH3j39WumsadbnbFanZOLZbk5R+u3dE82bL/ZY3JEqYyxTtxdVMZGz3wzkH+4xixOKf0MWRGiZTQNp+efYK6e486uoCQO337GlbHs3vU0YST4d3z15oL+j/6A5e//e3x00/Nq+39n+/WW1BdB0VVopKrCBjkWfIkCXEiZpjW0zRoVG56ffcynJ7/HyWEFu7eM/mve5htyc2ByoK1IHWsUi7TkfF5z0Z5j1ktyq9nFG0Z7zUBkNpmT51dY16BTpmlWjOOIIZOLIRdDyhpjO5y2zP3I6BOu6ViuFyxOOsL26KOlvjuMovZ/NqEWitXVhtOnp7TLRowntKX4EVS1os5izEDOZCWAHioIpaTqHdoajLPkUohToMziSoMpD35gMtiTcv5II+Y4Sy6FnHXNZoVQ5S5UdeaJFZeeNZj03awnsfJ+MBxbi8e/fgyg9+Sccnm8AZCClCTa9ULYKyhdcI3hJz/8PT768OfkeMb150YQle1zTLjHrhzZQR+2zMOI8rO48FiDa9doBWPMhBDIWWGVRimJnxyOs4H3Vnw8Xmy/6+t3g2HaRE6eFAMpTlg8qQRilpuyWUhZmcZIBLq6f81RFEFMUTWLFxprpecqMm0vKpP1LFhoIqG3jOMF6/NLxnuFiYpWReZxS7/3xLCFoHHdOTx5CecfUKzFJEsYoDs/o9941P1ILppQd/ZaBWyOxL3n9ZsDH356xZDfQHIo00HTkc0pXXPBwjmmm3fY8Y7tu68Y3wb42pOdgSd/xP3JTxmeXHDx8z/hfHtP/pf/A3d/+YZyUJVDX0SxtBwVO5FnVSKpKNruCb/3g3/ERf4J5c2S3Q3Mu4bxELHrlo+fjbyztwwuo0vDKm54mj7kJD6lSWcYs0Frj3NfoTYz02LL3vZc/vhDVM7srm9pbIMzDc5ojDJ4bZiKJg0D0zAzDT1FtyQNSms2pyt233hyxdt+JyRqBm8vWs4/vWT1ZEMChknom6ZpK94+AEE2IrEI/z0LhTWLDiVHs0HdWbSxxGEkjV76V20f+nGZA/AgBpLf68EfvssxqxZZB6qscV6zLJ0AY/zMrD1Bp++8n7852x1L3cdLRJJn5siyQx+hsLXSOe7hc121aTAq8fLqI15e/JTp7YrDPczTjHEFd9qgl45+vqZ93rA2GT/3jDc3tNpgiyF58AVIqQ6EC9kZWrMU5eEgxBqNaLr9tirl7xzkU5qYoqcxDUYlCpGkItpAJDHFVIcukRQCZdWyPFmzH65rCWFFBLGOajUKsujGpQpaUUpBBj/fs79+h+1ekJJlmntC9kQjsjyuVejlGn9yhf7gE/p2yemyo7+5Zfz6HVlZ7KaBeaYMFY1UVXQ0UOLM6y++5vT8R7QnJ+isadoNMTWUZIiHmfvdW+bdK8bdVzT5lmbYc/fVDXNxnPzoksP615QPr8iXV6x++A84m3tc6Xj7598Sd0frWk1+7zMoqRBLJivFiw9+yuXJT/Cvz8hxgeoyyTRYt2RV7ijDt6SFxudbLEuu4oeYtx1vrwu6dZxebbDDwLRsaJYXfPLpT/HDOzZnpxxRcrvDFqM1XduSo2caBuZhJM+eHIQrXRAZr8YZjFVggFweKsFSMQ5mYVhdnnD58QX2vMXrSIrCbTfW4edZvOCzuL7UyvFBF12AH0f/8IIyBqtF2CJPARVyHY7lmi2PD010CB6MEd57oMc5Qe2UMSGzyms+Wn/C8/WVDBCN4na+4/PD5wxlJzJdFcd6XNfJsC1RyGhdKEVVbzMt7UmtHsQ84b3r7zhXKLJBUlpgzo2Di9MP8NsFcbfEXweGqcd2gZI36KywJWKHwEJFzjcd7DXj3T2Khqw7QPASOiu0kx1CSJBDhDk9PJcjeu/Ykf9tqfx3BvlhmKrjZRChhwbRn/ITMXt80uQ5koeekgL7qbBYbzDtjjDOsheuroxa3OnIZI5i9CplQIYozk/4m1viZkVIe1QeMG5FYzpoRPstr8/g4opZaRoiZhzZfvlLps++ohk8aqngdIGNE2UYRQAha6K2RHrijeeLf6158tNntJ2h8TN6sSYdthyGe6K/Z2F7TseRcH3P7VdfMvUB4zbEN38N3RIbfsj93YZslyw3P0Rd7Xj648zrP/9KbJSxNciFQaeBnDXN5SXPXvyEsIW8DkQ82RtMalicP6VhRSiBxh5YlnuC2tDNL9m//ZpxcuACjelBTwQy4xgJ1vDJix+y1mtu04huGvToidPINE+kMJOCh+DJSQwUlDIUU9CtlMMhZopOYpRRFElF1BJWT1dcvnyCbh3TPHH/9iA4jFgXTtaRC+isUblBa0fUiqSCkG5CFqPCWMhao4zFWkPcDeQQUaF6sRcZWmZVqtxzzY5HReAkiMn3WtMagIAqtErx4/M/5Ck/4+7tPfdpwi3XnJx+wk+uTvjFu/+engGlW2GdqQjIe5WUXL9dvWNyXf0el9HpOIxDILJKbH/k2jr2yFpcc7Q+IUwNuVeEQ2AOM0EDY6CxGePAhox10tucPrkkhhnfjxKwyoIyFKtxRhGVZp4jdgwYP1OApJp6E9cb+Xf04v9WQX57d0e3WhLJ6Ci7x1yOpIeqkJrEQinFQBgUatGiFmtiH2gqMQAlh0I2sElQXbmqxkTpm2PKqMOAv99TFomiCyoOOAXBWCItPi0oqWPTtKTDO67/6gvK9bfo/Z4UItYumW2PXjpKCkIqiXVKHQLaZ3av3pAovPzpJ8wqkfIt8XBLt3Q0NpLHHbeff8Z0/ZYYZppuwersjG6jidNrwpuI6s8Y1Uwc7yllwfrqJeefKr79i88owWOUIhVNUUYOiVY8/+RjgkuUdsYsOtpNQ5i0OL4WSwya6C2lNOTQQV6TWVDYsFo/wZyfUWwkq1kcaYpYQvV3E2a/hgUYLYOfHMQEwMiqV7TciphCWAt60dJ0S4ZZ0U8yOTbZi13vh+csPj7j7HJDLpH9MAirzUcIijwmQd2pEW0tbdMJcitldNHkoisRSCClue6aLQp8JIYgFR3izlJynXPXNeHxq2gtenbHBP9QGh0HThKIi8Ul6/NPmLZrBh2ZiiaWjjY3LE4u+cB+zF+/+oVk4jpQQ2WSOVpnG7ntUKSKWZBsLWTqYzanzlqOvmvleA8gl04OyBAtBEpuidqgzEIusZIIyQPgiyIBMSac0qzXa+76EWLCmSK03lKkfQE05gHGWp9aXWWWxxfwP6cn3x8O2PWCYrVogCcxojdFYXXDHAfICeM0OSqKL4RGs7l6Sn+/x09Bhgf6yDBSGH2Et4rKaUylosEyahzwt3vWHz9hT4YYMLpQrGiKtcsVxmm4fUN4/Tnhqy9Q2x3kAFahnBXtsUVGJ4fvo+zAk2ywdAqoNDK+vmN3dsKL3/9IzALHgXQ3c/A9YdyRDwON7WgWK8zmhJOrZ8wh0ZV74v1AGW7RzjAc7kQ0sXWcfPIhcZy4/tVX5Fk+oIyt71uzubygjz3LtpCdxuWWaGSIVJTFxoHQDyIDvO9Is6M0jvbkEutOUKvCoO9BD+RyIKuJUiI5Ju6v3/LsZx/BpuEGz5yQqX/rUEEGvzrYB4SfbVsUimHwjMHDKtFtFjz70XOal6f4paW0HdM445X0yq5YKZG9MPrGcRaBCCWikkf7oJiiJIEoYtXFaIwx6ARpFqmozLHQVLWsf6+/eRxx11VeDbLahz7omiODzs36GbgT4mqNax123AsMt3Uk3fDs5ce86V9xf98/DuE08v2yRtfPqKgMKtY173HwJku5Y0wdA/wY5Erph9eTY+R+e8PZ8oKkDWWhUdFiWg1uprhMcZqpRPpxJodMUtAuOlarFf39RCqiz5dUAVMwtsUoQ6h8Bn30Pn/PwVSQyr+7Qf+dQW6QNYdbtNAPWKVFiEEpSBmr7UPJQwIVFcEn4gqaVcs8TSQUWrmHFYfACR9TjNGKkhO2ZIiK/uYdadmw+OhZteOxMhNwGtSe4d03+Ntr4tu3sNtLP9g6UtbkOeOKQTuHW3RYo4hzIcwiWk9J6BzQYeD6q8+xq8JiYdDzSAozIXihMtslyYBadjTnZ3htBUFlpLd3xbDQLakE5nlmG6UPPHt2Qe733Hx7B6H+vLro0dqIP7uJZDURk+x9BWeiSXki6huMDthWEYYDZTVjzi1tC4O+JpsbEgcSO4qZUCSUyvjhwP2bNyyenrC+OqE5aRmGoUola1RqUCESPSgtQzI/9gxhonuSef7HP2Lz/ByzFNnjePDEbFk8eUZ7pphubujDK+LQ1wFZknI8VuJJLqJUK5gZVJShlDYiHkIRQ0MVyiMwqwZwTkfAyuO+V1WjgqNPvKq49u/uuWXqfXpxiV44JoLg102mNQbVeaIVI87LZ1fcb4daFdR+O5mHOl2EKgLKZpQDpQwkTQ6q8gTUQ5D/zUlThqvXd99gm1NcG8mmE9291oIL2I2irB1bv+cwj5gkLUq7dKwuzhnHG7Ft1sLYs41BY0lDFCFJowVAlNQDik8ebT7mz+8X5KGfSDEx+xk1yaFKlbaXS+2xi0Jph24UaRwIMTK1lm65wu/3D6AGhXrI6KouTKW9OjZDGZQnB7j/5hXJtlx8/KHALGdPTAPzYUecd/jbe/QQiCFhFg26baSsmQTbO81BVGUQgUJlspT/SsswVI3EIXH3+Su6j57i40jyYseLs2Tj0KsNzcUpqrXMw4EcPJNz0K5pTjZoDXZydfsQGfoBkzPrq3PmGLl7c0DNAVUsCcUcAku3oMSBGHt0FHinsbpOB2cCW6y1qE4R3Y4drzn/6CVFzZSwpaR7SjkQyw6f90QdKBiSD+xv77gd79CdY3264fLDpxSrOcw9U/Q8++SKk8sNi6Uj9wde/foLdjd3nJxfsnjylGANfvAMX95jveLQR8Zh4PTkCSl3RNUwhW1VYw1Sksc6wEpZenmrUY04h+oi7iMpC1NO1cm5qjMaAZy9p8jC+0ssaXFQhlKHYqQi0Ni6nZF7QmFPHKwKkQFFZrUsKCZ8OZB1z5z2uGUrqLCUjmNxFJmiITtQrcYtF7TLBtc1GOOIY2K4G0mDp8yV8FTKQ3DpYwY/7txVYQ573t78kufPf0x7fkHpFtCA1pmkZjwDPoyQxfaZknGdQ7cNdrUi6YKuGog6Z9I0kQ7H1gdJrjWbH0duHAeW3zfIx/s9++0Od7HBxCgup9pQciIWMVtLSXaaqVoWq2jwfaRpW3S3EEDEkSEmsCFJ4lZuIdRxL+oE/ppnmlnTf/Y509hz8cOPWC5bTLLY4ojR0piW2GkWq41gh7MX8Qc0JcEciyCTek/TrLGuwyaNstXVI0VMNvg3B7a2YfWsoZiEzQkdNVErVNOyODsnx5HxsKeEQOxWLE+WtCcX+Kknuw7bFNo0MI4zffKoktg8vSB5GN4eCCVTjGZ5smFxsiTc7RCNHEssIEj7TCwjwSVU69iGGd943vpXhKblgyeXdEkT9xAOE8kfyFoUbWMuMp2dA2GeKVYxHXb47ClLx+rJCY1bclhr4sqyPtmg2gUnyzOaYWDf9+z2A2GIrHLH/npkuO5ROHbja/bNHa0TG6XgI3lO6LmI+EaVxBYkkGDkLUZWmwbKHMUYskiAKH3MQhLIDzve/PCHEuSixfyYHNCSUSvZh1KOR4lBT1xcWRpXKCES50hiIqY9PuzIccti2cm5VUUm6SqCzbTnCzYfXrG6ukQ5xzxF5rFnPByIKhJtEbPGlCoA5r3gOGrS10pGQCmJcbrjy2//jLMPP+LlD37GqDy73R1pPhDnXrQDSyKFQNe2Fbpq0G0DY6BEUKqQ/EQ8TDDK+5Y3LINK1HEdeJz5y6T/ewU5fc+wmzg9P8WYhCrS3xaVqp0sgBbfrlJQxqIxxFBwp2uWp5f4IWCUq8KNkVKEN61LhixkhkwkByltXaOr/FHP9Hbm9XjPBz/+OeuzJWkAYqExog0XQqR4EWNQBazSDONInGbKmMgT5DCxOV1gmhZlZpQuFPE3wpbI/s1bstqwuVxDkzCpgOtAO+b9Dj9uRZusGLr1hmW3wh8i/SGysBvMsiP7mRwDqVJZtWk5uTzHlsLu3hNMJqtEsYrSWoF/Fg/O1mFBZIoD3kW0NswTOCzRHHg7/YL5/pSPP3yBbpYELGmyFUoaKwSzME0zCtFZjzNMbsdsMuN+R3ey4P7NO/RiRdOt2SxPOdztWXQdSRf8XLj/+oZhVsT7geluT5gCMSly26BWLSpmTDbiixcS5X35pgqmLimjElgD8ziTfeU3IGgt+VeP/PqaAfNxJVX77WNWOlaARlxyaRUqGMoo5JUjIOTNm294/uOfk07AYtGDFrRjLJgZlHUs1kuaxuBnUXTRC8X5x0+4+P0fsfj4BapdMO0m0m3P/tvAnKRayDkgKkhZXH9cJbE87O3r13FfXgqESCoH7u+/5kI/R5+tiTEwZ08MEyonQvA446QKi5CDl/NvEGeZMZCHETUFVKggoQcqqaDsAN43gPxdXfnv7slTjz9MBC87RC0qC0Q8SomAvyJAiqAz8ehJ7gxTyqh2jU5JBhxWC568klUomRJmtPaUFFA6kpI4bSpTUHmmTZH5LnL9669ofviSuZri2WpMX1JGZxElEEmlIkAcH8kB0S/zE8r0tMuVkEMIFAQfrVRBRc3uzT2zT1y8eIpdWkIozPe3+F2kaSwFB12LNo55f2A83KO1hWUrJIXqEKOyXIQxZ4yF5dUG03hux8Q079gfNI11WKvwekbpKmOURZ5padekUQ6zKw1KzRQ9cL+9Z4z3PHnxkvaDpxzeDORZvNEabZn8KLx1AkUrbGnhEHFOY4mUecD7AdtOzHrL6G7RyrCd5iqkYYj3E7t3tyyywWaIIaJSkQFe01B8gamAl80KR8jq+2CVIrv6OM7klB4HVbVhzMfjeMw6x928epyJKTlYEuxaiZusNWhj0LMWPYIkvPlSCrfvXvP67a/ZfPQxcyqyE58TKmrhAZiWw3RAmwAmoJeaD/7gY65+9gP48Cl+tSbOkKwmMmPtguVig1Yt2TTM/Ug4TJTqsHo8dw8oucrRf6g5SiJFT/YD07Rl6RZ0p0vQEa0T8/4gbYgyRECFRBgmLJqsC2EeYQwwVW55vXAeHlR9zscf/2/z9bszuQ3kfk8cIsat8POAMpGgk2jtq0DJXjy6ci3dYiQzs71PLE8uaDZnpDmgdaJkh7VGJuwpUJKnhJE8TzQp4v0MSYlWXMyCZALS7ob9N4p2syRlR46zDFlA2gVMrfgixhr0csGcPSl4tNJM00FQSUahVEaLTIkMvVShJE1/t6Vozernv0fnDrjhQBwDpA3N2Smqawj7AdSEQ+GMQ4eJ/WGg7O4RTVtFLJmQAkmDMwV76lisWtqFwY89SmvcssMtGxarBpJn6APznJjniWkn2um+emzppIjRc393Q58j68tL7NkVS3NKf/uG/n6LCh6XPV4VitFoU9AVHqloiJMnjiNmoVCmYS4zp6fnhMEz9zPZaTrrmDJMfY9LQnNUsQZtSdKT1t32A7+x/tIVUkqGMM3SQz4wxepwq6a+Sil5IIMccbQPsGwtghZYA86ANWitcdpQfCDkVMmhYjOYwsCvf/Gv+cc//QhlLXmpUXNm3gcOhzuGwz2rVtOcOIbU8+RnL3n+v/g55oMXpLZjuN0zXvfkuxG/7YmjJ00TtijakxXNyZr+dst4uydP77H0jsH38AfHW6pWJiFxuNthL87JWGy7RmXRAkhpAgwpRMI4kEJkc3ImFs6DJ/cVCfgea6/W6PXCzA/3i/zM/xnKMNiE9gO7d7dcfficWA7YNFF0IhaF0xX4kcDHQpjEEy36Ubyrm0RzsaQQoUj2z9rKFsC14t1lLdgG5Ses0ugsHtpFZWE2FTBx5HD9llKuWKzWzAl0met7UxjAe8Ffd6s10U/kKOCFHDKzjwz9TtZirSXlQEqFVJLsSauwxXC94/rbW07PMtHvIYlJnfYKnKZrl/ipJ4URHaWfjpOIBRijaJSBWPCz4P3RkLVDLxc0nSP5iCbh/UgwMOdBfNvDiDLQtgt2b+4xekHSBZMtRkWsBpUCfp44DIHF5gRcw/r5At28I+xuScMWXUTwyiot7qExknzANJbUz8SgwWYyij7cM40zpnFEm3HWYYtiDkkuh6goPgotd5pQymBQFFEwkMFVydKGKXnWsVJVj6hLrR5NGqCuoFRVPQXpk2voHyGnWlWfscaiGivDrZTEBXWaRJgiC59caY1WhfH+lpt339I+/QCsJfQzh8OOw7Al+omzzQnd1ZrVZctH/+wfsv7pD+nbU+JhQqcRPSfC0OMPW9J4QKfCGD3ZwWK1YqkvKGim260MHMNxfvdepVKn3KIFYMgZ4mFmvDswYOrQMaNNC0TmcSJPPSVHbNcKBNiLfpsO+ZEHf7xLVO3Aj1XT8deRV/t9CSq2s5RxYn/zltOnp6yWhjwmbJKdmZ3BJSgRpjgzzCMxRrRSpBnm/YF9M7A+OYMoBoFHrL9kVgcYlHYoZUXTLU4UNaMRJxKdMikFINFvD6xOLmnWmjQfSH4WC2NEHFGkk7KovDSGBoVPk5jWAQHFolmQ5/QwDJLSz8gOMmS2X7xhoU9ICgFuKE/e7mmNIq8blNZYpXFF+l0VIkklvCo4o0ghVgkiqWpKu6RZrOkWCw7THeiEsQblDBpFYy2HkDBW0TbioimDyZodUVIjZE8OM2ESXMI0ew4usTl5RtIGb0D5EVtEr3saJyndu47QB1TUtKplnAIZOPSeOCfaRcdcZprlEnwU04NQUOloHik6ca61FGPI2qCdQmVprzgeduRwP9A1odJW388yjztw2bXV8Nfq8YyWIgSyLGaDSikIkThO8J0qQZ6xSprkC2l3oHkOt7sdoT9glKJtFK1umWNg/fyKH/07P6P9wUu2GO6vD5RdT7rr0eMEc0+Zt8RhwBSFNoqURQHItJbmZEUMnniYKDlwFM87Gn8KyrVCho0R3kI/kg8jWMfsvTybEIg+kkfZ5tjG0nULYpALmZxFPUlKJGFV1tXfcRtx5Eagq1be34J6+90ab60lJg/5wOH+hubJBlM2rOY1K2VZ09HGxDC+49a/QjGSlw3eRxFQmA4ctje06w1ts6REWernh1pDV2C5QTUOlGh8a6UxKlBCAZUoSmOLIoaZ25u3bC7P8akINLGqktqaIXwUNwrbtKQgl86R05yIJJfQnSWPURhPWW5hjRWW3K7n5ovExYszdAmy7osjw31CxZbT9ZKQJ6a+J80zWon4BVoRQiQpRbNYiLGEn9DOYZzDB4+yIhcV0kRRhkY7/BwYpwNN51BGjCC1MvKUlKwAi8polWCeofHk1qOsYn8Y6bc9H758SrteMN68Yd7tmeaA1QbbNMRZ+P4lFwYGUlUiNUWqjrSbUCaRiwgLxln47gZZOams0KlIwnAGXAPBE4/ZuHynbqxBnTmaRzwE9+O/gQzieGB5QS12c64HPUGQs5BLkWbeJ/BSwh7/KFcknSowbXfYHFksnJgKWsi9Y/ITd3dbLjYd+/09t59FJmXIPpH3I/5uRxh6iAFd7b9izHRdSw5RZkzGieHHsqtCnjLYQx0B+7JbP+72yRllNPN2S7GK5uSU1jl8lLZHhYQtBtcsMZ0lJ0WYR7L3IrrSUCWp69AtyeqRB66/rlK0wrWngnK+V5C3S0c0mdzLwCBeXFHmJavpYxbblng7Y8PM5dkJy+WSZfMt9+wo5kDJMzbNjOMe72dWq1OKnskh1Awgxnq6OHnRVuSQdCUNAGKvlBQoh4maVAph6JnaBmMMIY5YEioLhNJoXX3UrZgU1IPmjMFYQ0iZaRKoqmkdcahmfUVL6a4MJUf62wkVBy6frqFN+DySQ8TsR7bbe3IM1b65SGYGIaLEjNbV9ZVE0Q1CHJmZ/UDwk0gmuY5QMsYqGXDZgi8e3RhoDMorlM+UYsQaWAu2QMVAmnvC7Fjojg7Nbrvjl9sbzi5bzpZrmWUokbaa5pEpzPiQcMoSxgltDcEHKSkDUBRmYSkqEackSrBUyHEumKyxaLpmwRQjfvKUYZadM49zp4fsUjP5byqyPAR5xSrkUp1L3p+85RruQcwrjrpzFT7Ig5pLkQyLgiB+QvipZxp27IOn0Y7oD/hSCBka6yhhZrh+TeNPaYqiJI+OChVn+nGghIKlBaeY84QpYDGyWcmRmLMEetNQXCJPkm1VOdpFVSLOUXm2ZPLsmW5v8MNAuzkB28gqcAqC67eaYjI+zRQfMUpRVi1utaDZLFFAOAz4XU+ekpTzx0DXqgpyijf69y7Xy8LRNQYbMmM/Mm47XpQ/Jn/RsP32LWn0FL1kOZ5w8lzRcKAzPYcQxWw9RWwcSf2OcvqUYhsoBZMjhJphTSbWoFbOonWL0hmjDVlFVEzMFHKMOAdkT9jfs7x6CmVBDiOpDmNKqlDZHGUIlDLKaZyxYpOcMimKSWPXOqYYib7uQKNcK1RVmf4u4uPIyYsL1hdrfBwI/RYVIo1tpPdXlphC7ekzWlmMa+VmNZpu2TFPM1MqLBdrDmNPyokheCwLfPEYXehay6QyJ0/P2d5EpmuPKVZEGHNCV9uflCN5OlC0Fa9urWiU4rDb8+buLerjF2zOzqFxTIctaZYhY5OVSD4XQwgiBWV0IYaEtoaFbkgxkaoSrDYWcqYxTtxfsmLaDYz9SIkZgX0fySTloUT/7jT9/V/v/XEReGapJeh70U9RCpWlrVOkB4WYh++vZM5Riqk7Y1U1QhO7my0fFUVJkb7f4byXz75zqKIY9yPLxjHN9yxXS/p5JGdNjIqF7RjHAZBKSgWDz5lWNxjlRDU4JhmGpQrqqZPu40wsHYUUC+SKByAogYOPe8b9hGo6QAsWPQQiBbVwlNbSLDrsogFTsEuHWy9ZrtfYpiFMiel+YLy+Zrq7JY0JnUUDH+MoFVL8vYIcLZPsnGdysqRpidYnMAe61RmxSUzWMC4yrT5D2TOadktT9iJfVORwTfc3DKsrFufn4m2tEqUEMRPIiaRAGY3VCrRDGyAbbBMpqjo+FkWJEZMLKUWG/QHdNCRlUU5Vl88k641cCLNUDE3bgpfhkXhfFcI8YxU0jSNVxRqFqreygiwEGe8t99uZ7vSCk9MVk1WkcQ8p48NM1gLdLDnWSsKitcZaQ9ai6aa0oWs3LBZLcrsgqZliomwRjJaJfxL55TmOXDw94dX2DSYpEYYsiVgrH1ISrH3ZyyzBasiRRhsmn/nmL39Ns+548vyS1eoMUyyTGpgOPcoqUi6E6qyaAds6bNPQLlfsd3u0EQix0zIvyD4x7cSQIXuxAtVHFZLyeMJLDV4QwEv5DaWSx6ReRRap0GgeLwfpZ4VHLTObBEqgQqJBUBOBftRMP5pCgOZwt+Pu3S3N2Zrlao2xE/sUmfeeuT9gO0uaI5lIaTv8FClZbKBUphpBZIzWohBdimyCUJIcQiSME8onSoiSrKFeOvW9qMf3KWIZ1KlZpoRq0YyRdqTuvkvyaL3CLkVjL5VA8oHswamW9vSU00+eoUqDzTDe3/LqV3/B/bfvSIcoSEKlJRF8nyC3xRLKhO2MeHHFJTSF7twQwwY1F5QdMMtMbDTKLliePmHlRso4CSEhJso8sLt+hW4XLFYrsq3c5hyr2J8SyVtjUMrKTa00xUZAYUoWoMXxRs8w7w641RqzWtTyTYQPFAFdhL1jrBPNbBKpFHmuSlFyZp48q+VShiT1YigotLKUEjiyErQWlF2IHd3mity0TP0OHxMaMEVjrdD/BMedicGDqVVmUqzPV4QwywEy1ejByfYBFYmDwC2nccvpyRWbM0f/usdUbVeRkiqYXAhRlHlinIXZVwTppbMWx9l3O769Gzh5csHVB08xpyuwHdNhz+wnTHVWRWm65ZLlckMuGqdaQYTlwtzPIqw4B/IcH1dmtZ/PdWV0LMml4v5uufh+v338e2pYP/x2FI/TgC1oUyhOSQY3iF+a54GoIpVCfhSMUOJkm3Ih+8h4t+f88oL9cA9+ws8zlIJzlq5t6Hd7FusVfhiJw4yxraAfdZW9VtIWWaexxtJaR/CR6TDgx5kyeFSQjK7qoO3Yk79PDDuKTcojKw/KsEUdB75I4jLSrugcSdNIKpFsMu1ixXrRin1XSiRrMO2SojvOLp/x5NPnbL/9ls//1Z9z9/Vb8BGTmu8X5BpL03UopQlZo3RHd+JQ00BODSpGrMmoxlNUz0ygFMtic8Z9/zUxzbIOK5ZwuGF3f0HbLdHWUJwRSG6qqqA5kjNo28hWtWYETME0slrJXvSwdEzoGJn2B9aLNd2qY55GQBP7A8l7AasQSLlmQqPr1FaRo0xvU8p0Xcch9ChVap+ogIjS8qEYY9C2pegFUTkWm5bN6Tn327tqyCAMOh9mjHVSrtVLQ1uFwqGVZh4HTJLJei4KbTVJib96s+hAJ4b+nkY7Ll+c0N/cCSAiTRiV8cmjs3xgKWfZp2Kqx1d1XokySEw+sf3qmuFu5OTJCbYzNM0SY1pKESNEQdZ5xsMNacrEaRYv9ZTEYCFHShQwjBz942S3Ku5K5P6NA5+/Kbgf/lnR9bshwo22QGOwraFZOsy6ITkoORJ2gXifRFft4T5QD6i5o6a6MYqsNW+++JrLTz9msVwzG2hCQKVI1oVD34seWylMwyiiFY2qEtgGVRJGKUzbEHTAOtHI29/tmPcDVJyA6EvXwD5eXPmoKFshMcdh4gMirVpFHVsXVR7APsrJSjL4Ubw7rTj9tG2HaxY03Zo4jYz9hFNLlqcvOFl+yssf/ZAfnP4e/+N//V/x5S9/Scr++wV5LOBLwSL9bbtKLJ+3aEYO+wO2DFhXQA0E/5op3DOOGXdiKK2hePHzymFCmQNzvyXGJzRWUbQFY1EpoqrJn9KJFGYwwj0HjVJOhhpGoZzsGlVMmJQJ3nO4vcXoJySlCVnJhiUJp/qo+V0QKqS2iugLFFl7BB9pVi1N0xBC1Yav/fVxwCPQSoXSFsGba8DgFqeEkMlh5Kj/nUIRK6Ui5hHaOjCOzWZF8L2AfJImqUREJqnaakzTEcNIjIFhPnB+vsCcwnwYcDqRckCrLP7gRWFLISdpUVKqE+t8VDClOoYWQjhwOwzoxqBbYTZJBha9vZxEdFIFRY71Mzgm2GyESlpkDfZoYPnd7P3AIDv+uXr0Ffubgt7UQ1+OLMTOYjYdujWozpI7h+4MKmX8sJNpszr+3Np5mrpQUpV1WauBebfj1a8/54Of/4DZOVh0pGFk9IFUoGs7go8EH5jmQKdUtW9KqATONaAdthUHmuFmR9iNMAowSJIRPAg9Vmb88XlIV3F0wam6f0ekDzwMiEV3HXRr0a2tqsXiX+8WHW65QLuGk5MLmm7D3f0d2idOnGE5TaR4zj4WWn3GP/zJv4e/T7x69dffL8hN26LwpDnhAyh9y97eszpPLJaZPAZ8HilqRy47khrZzZ5N6VienTIMO5n2p0xJM2He4eceZ5Yo3Qp1045oJeVWKYGcCyXPtb+1KI67dBH0VzmigjB7nBIKY7+9Z3lxwSiwGwFh5FRVU6trScgyqKiHUgE5F6ZpwlhDTIJ/z+WoH6aBRvb3xqCMRhshjoYIttmwPoHhdhIH0qJr+WiRzBeFU6Ch61qCH8U/u2YA7ydslSSKXqyOU0yEttBerDj99IzDm3foHDBEjM4EnWRAGAs6gUla9Osf1lnCbFMV7ltSRimZO6QkPu9ai0S0ygWLEW03JT1xOt5tSj+wxHKKlbmnHkvU+uNy1UhHH2WSHqO7vBf073+VKpCWDehOwdoSlwrVFqIVv1MdCyoECiJbrYymZC2bkBrkaINpHNaJAUOJiRgLt69e8/LnP2B1esIuB7rzU5yz+HEgxcA8icCJtpqYoqwos8HqBqda/CEwDz3zbiAPs4BTkkInav3Bw7S/vLdGfJ9NJ8Pu8oCDy+U480ECvDoHqaMnXEhorTBKsegWONsIVbrpCHPGBM2qNKzHhvw20L/ZM2xHMCNXn6z52Q/+Ebe3198vyKOSA20wLLoVgVuuh1eE0tI24hsWUw+6J2dFVAkfZsbkROO8sVJqR0NUmeQHpsOOrmkqe05VvvBRJUQgKykmirIo3YjTo9Zo7cjFy+TaKnQsmJhJ0ROGHnV2RtM0zIdCCIFSfaRTELitUkYCIpVH1hCZOc80jdD7YhScfSlWuMCqxdoFKCsgGG0B0fVKOdC2a8p6w7jLgsFBVaKBwjXS4xpjmecB8FUEXwaEOUPxldRhCiUIo691HcEaPv3DH7P/1df094OcaSUZuIDQLkMRbfPqdybDKcngKoV6vCCFgGpbVFHYoihRMqgYU8q/FpVQcaky6UnVAZeqAVQyWemHcvN4zo8Zqhz9xR9245JejzLPx9BXR6UYlcFp3PkK93TN+oMLmpUjpsAwBqbDSAgzWmeKCoBGGyfSYcagW9ELcIsWpQrzOArrrSTm/Z5f/ps/45N/+AcsT87weScDt2lmCiNhmrFa47oGlMaahjB44pS43d8IvXrydT+dH/bT+RjI6jigLY/99m+8x/eD/qHuqclDKZGMVk7WgelBxUeQio1zEuRtA7XydLajiS12XtG/K+y+2jHvPeuzlt1rz/mPLrm8/Oj7BbmPGpUXKOuxnSf6V4z9E1T7hBOdsE1PnLfMeaY0iowRaGSaMa6he/qEKd+hhkzyhSZ45rtrfNsIbJGIodLnrKPEQg5UQb1Mzp6sHsUp5OhoFEZKfROxJWFmT7w5oJea7Itoj+dCjEmoe0keaElHK+E6GEkGVYUwrDNQZIJMkemvUhqMBe2klycLAEEpCd4wk/SK5CZKnLAhYaJkW+U6ohKNsBAGjMtMKtM6gy4anCJnRYgJXQrKaNr1BrNcs5s06/MFP/yDF/x///pzbNrQBM2MenSjyUUq2WJIpcoGi8rib+xNFSRx+8z1PeQ6HFJ1WCQHVaS66vgRhcI6Q6yEEBE9FAVcHi7keugpFZ0iUNNSJ00q197zwadLWh1lM/a8YfmjK05+8pLuYg3IRqSMPWp/QL3LIlucC6oI4ScoTWkt9myDWzQYFH6apQoLAUrCKMvui2/5IsDZxx/SGodmSbGJbDOmNXS2gSBV13w/cri5JR5GigfqjEhi9eiGKtsdGbgco/e4MnyMl+Mlp5T6jQqm6vGrejEey/mjT+Bx991YotFYoxH7ZkPIgZLBJ8M0KXJ2RAqLZsWLy2csPnQMi3uWm5PvF+TLYkjFkNB4G1AlchhvWKzPGVJApxG0yDTnEonZE0rGz5EmL9hcPAWf2c/v0ETwB2LvONw4NpdPKMjgKakjPPARMZVyrIc1EWJAGYAkHGa0rNosUOmrU7/FdUuc1cLhrmAOSvXzjqmu0I6fiHrc3cZEt2iwJhB8rpRHyR7WOjnYhfo9ExBRZHL09LuRlC3ObghxAGdkEET14aqIpW69pOSAogi5J0sJrYwj60LbdbQL0a/fvrnm9NRx+aNPCfw32ClRtEKZgikCFbK6EmJiroHwOO1+mGBX8kc5lupWV5+CuuNVpSqqlsdBUj3Y1giRKCvpzd8/yN9Zb9fflZZnqo6voCQR0hS3xvqCZJugN5qT37tk/e88Z/OTl9A6dNLYPpB299jVgvX6hF1u2R2+IqWJ7DJoQ7tasjjdQCnEYWI+zOJHnjPmWP6S2X77DYe3exbrjsVZg2oUOgT0CH6cSJNmOtwThhFSxcMfz0bd2deH8hDUjw+B7zyD3/z6zrCxvv1SkwNai4sryFmqg4UEoDQpg9aO4EHRYBTMIYiOf4q4bsFmBVYbtNPoZUdqLIcUf+vr+Z1BrmYPOVAQWqPWiTjfQxlwmzPwgTxPtIh5W5hmkhE11jwndsHTXV1SDGw/+5oy9ejgiDsHixW60aTjk31w1zxOcpOIRsqYWya+RYgRIvdsMEZUQzSKkARGe3Z+yTZG5kOGFEk+PnxWD/vMIt+T/N7ethTariHOszCMUChrsU7IA2gjQxolmSXFgB8DU584HGa6ZceTp8+IsScR0JUlp4piHDynl2di70zGWCHFRDJFOZS1hBQws+Dho7GMMzQ//ZTNhx8wX78mFIPKigZD0Rml64DQQDhOxOtFKbmnIINLkUYWyp1UQiBowrpoFnum47k8lp/5oQPl6CBSH2IV+VDHjVFdG/GAodY1sZcjKKZILlMaioPVR+c8/3d/ivv9T1AXFyjXkQ4TUW1RKZAL+DGy+OAKnQ2Ht+9wVvpmrVu0Nvh+lgDvJ8FPLBp0Z7ELkQ8P80TuDxxe7+nfWrnwYkRNwvDK2T0MKDW26ryHChXV78V3LbXrjv+92P1bA10d8fVKPO+wwqpTVqFyEgx8LGBlk5QxpAQhyLZjMQ+0y5Z56EUYcqlRznDWPaX0jqmDYCO7OLMb+u8X5MlqctSQNTHNFEbynLj+6hecvvwJy4WmWS+J80ycArZzmKwI84zfbxlVZtBLzp885YluufvyW6Z+xA+Ktl+wac6IUQgTWjkR1z/uTXOmFNkrlnQkPBx3pI8eVcZ1oDIWQ4gZVSxnT15wHb6k5IlkkvCf1dF1Ax7cOesHpZRimibatsE6RYgRtMK4FmMbAbwoJX1rzmJEGDNhnonDgTxmDn5GO8f583OiP1D8iEEkmQ/9hGnXRAPD4Q5nLcY0GC2qrkY3BB/YDQdCmNDLNXNessstP/yTP+aX7/4LwtcHdFhA1lBmSQgGgX9a8WALFTMj1Yqqwn+1P0ySfoQkVCjkBxafIEMFwHHMUslL1j3aET1MkZCK5vjc3v9S+rg6shUNJ9LH4moDUUXc8yVXf/+HLH/yAvvxM2KzQuuOxSKT50wcPVPqySjm4FldnkEjWxVXGuKUCVNmHifCMKJCqnt0UK1Frx2Lkw0pB6b7gfB2h94XlqURqmcQoRWvpgedB2g4zlpLSeisH+C6x9L7aP/0Hf31v+Xr0U21QlAbYdehlHSGoSLpSqFYi48JEkwh0yjN/bDn8kmLO1sw9Im2zRhb6DbnrOwlQx/YTnd89te/Yhr2v/V1/C2Gh0vyNkOIVTAiQg4M118xZcMnP/kJYzYY09EslsxDJkwDae6rIiiM+wM6a05PLvjwZ2sOd3vutiO7cEdHA2iIiqwqAKWWkUorjNJ1zy6T4lwN5UqVeTbGVbSUoMxS8uy3A+uLZ7TrU/EjV0fooxxopRTKVIvgBEdeZIwR8BgnUMeiNbZdYNpW2D464VSmDZpudqhpRu0m+sMtfoKoV2zfBIxznF6cEEMipwmtNTEWdruZ82cXFJ2ZxxmlO0qRNiWnTJxnwjyRSsImKN7w61+84eUnH/J7/9t/l3/1f/sf6P/ai0ZazdZGVBJRqGMhRDwqrzwEuVyOJUeKctVwoiL1jtphtS9XFaVVsvijxZLle+jHQ6vrsyxFPe6G3wt2uXzFyLAgWmWKTLYZLgwX//QjPvjnP+bsDz8lrjZYt0Jlzbuv3rLoWnAN237CHwacMaCh3ayZDgMxFIrWRF9VZ2KqbzWT8gxKszg94eyjD3CrBf5+R17teDqc8MxdoUvDwc989uozXt9/RkoTKUs1mHLV2qNOw9XRBec7Tffj6PFvj/HjfyJDTGPAOZRzKK3ISokGao5imBDkgtOLgO9nCg6VHDflwOb8CY1tiD5T1ktuF3veTT23d+949/UX3H39S5T/nkGuV0vcLLdNRBOKl7XHNDDevGH39ClPPnqBSk4QXrGQ5oA9sRRTaFNA+wjDyCErvC405yuePj1nnCeGw54mdZjYkrV4mIkFa5EEk6Q/PuqCHYcdx4llKtK/ayUfitWKXd+Tu4muWzBbh1cepapfdrXeKaT3elax2EVpGdS5iLKCCTat2OoWrXFFsZlbToaOzRby9pZu6GFoyOGe3kZyXrN9dUejDY2zzD7gFCijuX59Q7fuSFHjzAprlsQiGS7HkRJmVE64pmW9XDK8fsVt0pz98YfED57z4k/+mD+9+e/gehLFzqo+S91QmLr2Opr/VXewmtqpJgFZrH3Qj1n7OHmrBgZiUiiZs9QxnFJaLJhzfYY87oWP5/0o3aQUotbzMGxKJBtQ54aP/8M/5Mf/x3/OxU8/wZ1eQG5JfWS/vWPVNcw20M8zOgTSMLJaLEkhYLXFqFb4CWRx60kBXWGwRWfadcvFy0tWHz6juXpCt9zwYvGC6X6m6TfsXzX4OaC6xKdPL1h1K968/SWBkVGAcXWmJj/jcQGmHn5XNWr/LeP74es4MlZFo7QVMJiSOq/kiExqM4RCuu+Z9oEhX7NbWrpnF9zd7nHtKSS4ef0NMSXm7ch8tyMftpT5gFO//ef/7un6rmGVVhgCVs1oFfEk2qUmHWZuXr9meX5BSYGmqqM6uyBrR1QTjkznIKTIPA1ElRi9QS0WnF6ecfrEcP/5Ncor0cpDbn19BKU8ZI3ysLLIufJqNZCQXfsR9RVnslds376le3aJ7Zbi7mKEd0xO0p8ebXAeSnbJ6sVqUk506xVJLXDOCYgGQxs6ut0F6trRv/JMbwdy2fD09Ae49jVfzK9ReObDxN2bO54+X4km3rgnlMjgC8v1gpPLjlxthFPFZ6ccMM5iG+Ge61x4+4u/Im4+4PrVFd3ZM9SHlg//lzve/Pd/Rf/NiEoZg6D4jqGmVBF4piACHi5GZXXlhaeHWcQxuNXDhVqq7h51Ul9qO12lqKFKJecHv72HMd9vzKSUGJ4DhWwi9sLy8X/wh/z8P/kP4CefcKMU8XqgDeDGxM2rG4b9PW0xlBywRqFVhhJlp501JSjIBhWF3FRSAJUoBkzrOH9yztmzS9isSMai1QJ9p8hbxXiwbN8NzGNAG1iewNnVJ3ASuLt9TeMUfZkZy16GwFqAP0rpx03MUff94ci815//JurvYaL7fqSXWjEptGlQrSE6TwkzENEloVMm9yM59xQCprSEbSYbzdQPpBjJ80TxGTUFtPc4HSlNqp/p9wjyj+I/4mI5YPW3+PENt/6aW+44uJlgJ6btO4a315xcrEghUpJHlYgO4g6Ri6FoQ44el6WfiCkRpsK2D7z4+AlX1nL3q2+Ig4YiGUmEFzSaLFBTLYeQhx4HSIViMzEpbLEYXSAn9DiSp8zg1rjTU1wY8GWPirVsVKV2BcebujysSFSWEnNOmcXS0FhFTok8woINOpww646xCeSNo4lrSHc8bzbEHPg6bAm2ZRomtreRJ2crIlvII+zh7Rev+eCH/5hxd0NMI8Y45hgxiyWucWQvckz72zuGcWBjO25+9TXN009YrF+y/pmAJvZ/+S1vfvmaPBR0EmJCrrtuVUkkUB50yyNKCB+lDuuOLhxKVoW6zitKfcZHRVRd+3UyaKNkHJB+y2Eqj39elcCFitvCy7//Y87/wU/4xgba3ciqcZjDzPVXn7H78jWrGFE+cT31rNcNy66B5YqOTFCOqY/4PrJabCgl41ImpkDKEbSmWSxYnJ8Rlguis6xNw3JSDK88Jp4QcRTVE9MeVRp8WNJPjpPTDzncQ/IFpe7IZQIlLqlkmXpT4/X9zcP3/xJZ6VSUuMw2C4IfKXmGUOXQcqCUGb1UrK8u6C4/JHVrgkZ4CwbRWIwBgwCYcAvM/Ntf2e8M8sXtOftDxoYrFu0Zp90F2M8gfoXPI5NX9LsbTi6WNIsFcz5gaITwoTLkKPRInVmuVqQcWDjhOudcGCc4fXJF4wf4esTv/IOkTqmcYUk6j0bzFOkXtdZirSS7G2II+CmQYiQNI9u39zxZPsXZFq/2FWmlkB1S5lGc/nGQUiqCK/vArEeCnzAp0LqO9bIjDAG9aWlyR+4MatKgFtil4rx7xzdvbtE+EIG98XTLJd36CWrc0k6BYb/l+u0tL18+43b3jqw6uoVBk+iHW7bvbpgPOyiFzXIF80TY3rMd4OzZFUsLgZYnn3yEpuXbv/qa1Ad0EeQbJlcaZ5ZsqgrFFIyVFVVONcPmum5R5VGY4dic5yPTov6e6zYDU3nMxyrosfd/WL/xmMRMnROsXl7x5O/9FH15jjEtZ7PmxXRO82rm7le3vP3rO+5ff81EIJ0UprMVzl7Q0dERCNOO7at7lFlBW7BGyww1CJQYMrbTxK5QVprV01M+OHnK/MUBlNhzdasNy02sbZlCN47UKMxa4U7P2YZ7YlYSDipWiqupIoqqsrw0WT2uElWFrf6NYg2/sSM/VqQqJopOJO3RxmIWC+xySQqGnAZEV0phugUnHz1l8ewltKcEpYnZo2yD00WGddEKcQmNU5ZUqbJ/5yAPXyT2d4U0WxZLw+rpBe1my5m7Z0xv2M8D4/aem3crzi4WaNthXSIGcfbQJZHmic622KYlR0NUgeXZKcEuKNqwnyZ6MpuLE0raMe96EVpMtTd/kLDSZCMgl3y0QK4fGipSsvhhJy+HNPUT0/0kiinakFSQw5HU8Wp+L8Dlsziqh5aYiPPEfndHWZ3w9OIK2xQm29MuOmgUcVlweYUpjqS2XCye0Wx/xeBHlMqkUXF3s+fq0+eokmjillgCX/7qc85OThirDlyjNfN+Sxp7TEi0WswJog8QPNNwjXeBUSloEuMIw2FidXXBxRx4/cuvsXPCFIF+xpLrtLlgDJjWCjQ3FHHGVLWGyYXHvZl6zFZHnPV750BMDTTHweXvzmbyT3WG0hg2n3xIvjxj2W04mU9wf1b45k9fkf4CmusNl+onnGP48vCn3LlXqI9OSJuZ6C2tcWy/vGZ+M9JdLAWkYhCxx6Iw2YjTzaLDPV1z/pOnnD97yXJaczfekxswi4QrYJ4saZqADwN2ZaAL2JOG2UX6dCDkAYh1LVmg5KoAXO+140WojpfZbwnw4xN9/xIocqaU0SIJxkwEUi7oRYdRLcUEijHopmN9eUr37AX24hm0a1Gs8QdKHClJ1/WloPC0shSfSYfpt76W3z1dnyH0Hj/P5AReeZZqidtccNIM3PcT437HeH+KVvD8+RkpjTQt+HEgpyI0TKXIRcsoRrf0paFbLlF4xpst07uBOY2cn5+QSsLf77GloKs6SNSlQltFFslYS4oRoypBICdiCMSQJUnlBMlzuL7hvD2j69YMc3jIShwP+G+c1qOZS8kZwsy836JWd0DChz2msyS2xEaTq4BBiCOBEXfecfrBKbe/foVVhRIsaZjY3c9sThYou6dBsb3f8cUvPuPJJ0+Y+xuIiTxMmCzQ2Fi9vWMI5BgJ2bO63MB+Rx9nfD+R/Ew0npNnl/hx4u7Lm/p2FDkLWsoYTTGaYhqUdSibwMpe+LGvrNm7ZN43GzyG6ncDPYlN7+Mp5uEBqvex60LAyIAyjtWTK7rFGZtpSftV4PZ/HEivGtTbJfO9Yje1rLqPeLqy4it+u2fy33IYNIfecvj6AN6Qmpl0ntGdRTlXAx2pVDZLLj78AcvzF9zde/y4w+eZpBOuEcGQtEygAiYl9GKi6B3BKG72XzGne1ADSkuFqDBS3dRNjyCHM7/t6zcD/m/k0ueCigLbLjlTkvDSVQTddmgcqbU0JxtOPnyJOXtCaU4ousFZQyHg44SPiVLiA8TXJoj7A2WYf+vr+92ZvM2UNeKm6UCvHNktyCxpuxNaKyocahwIzrC7V7QrQwxz1QcDVQRIEaIX3bOiCVbRxcLu3Wvy9oDqE5NR7HVPt2pIsSVuDzRKAlLrKgJZ9+jHA6hqKZTJVa7o2LYnVJlIY2bYdyxONsR2wse+ojQeD6p6r8x8YAzlgk6RXCbCYc809/SmsGg6rFVEkzBtQukI8cDkt+wYaU46ssrCf4+BMo6M13esNpekxZoyzTQ+cP/lt1w8PWdtHSAGBnEOElRxJqZI8J44e0y3xpEZ72/QUSSyU/KMVqEXmfOXz8g+s311S/FV7RTEg05binUU47BdlW7ylbZ5fL/vXXTH7PP+4X0YrB0n8fVhHXfi9b/87oV5hG5qg9EtS7XG3BTmX+3gXcCM58yx5256y+H2DWu94IOrU54++ZRr/0uKT9xcbxneRegXMnDtR+beY5cbdLeiGEvWgaI9rjEQOm4+G8R/LQ20HezTgNMKXMCsABtZOE1mJKmZ2+GeId5D48FkaBpQC/Eyz5kcAsQgG590bFvUdwL5fwJh/Rv35/WcpvTgOYAUoCg/UzBgCsoabNeCbcje4OcZH8UI0biAjhlmEVvRRtG1DfH2QN4Psvz/LV+/M8jzhQPV0gZF12rak4BvDky6YJpOGE1lJu5v6TrH3fXAB+tnUuIg+OYck7zHlEhZkZjpjIXrzPDN3QPbKGPoQ2JqNevNQqCqdz0W6m44P5aKR9RVKbVsScScHnaeUNBlJqfCfBjo1h2L5ZoSA4FQmVcPSAjed8Q49qEmF3QJpGmgH3Z0pxqNp5gMjSZFj1YzPt4ypT1xCPTTTFZOsmmR76N2PYf7BZvLDWkOuDBTQuHm21suX5yTTSQZTbHg+8oZL0VWYM2Cpluxv78nxxkzDTBOgh9oLUPJqK7j6uNnWAP3394TBg/G4GyL7USAMJSEshrtDElV++l69mS0Ltlc1VL+IWe9l6yhVjhVZZX3nhnHUvZ4+IusQguFHEGNmriFaeuZdGS16IjXCbIlpcgY7xnnDef6AhPXDNc3jNcBZo1OSXbJk+KwO6DWS0yzFM+6eUIVw7pdMb57zc048OTJc7JZMB4ibrNi7CcWnSQok0QabL/bQZp49+YbzKIVTb4mo9oF2Z5QsBACep7Ihy1MPaTweD7gO1WOquXzcS37nUx+RP1BpaqWykdPdXghCSqFgHOazjTEPuJixHF0AA5EDoCnU5bJKBrbYIeI3/Uwzg/J6u8c5OVc49wSk1qcSSTrmUhMRdE1DblJFCJxHih+T/Ga3duZZz94hh9vSFMQyGiENGd8SrQrh/YTh7s9jJ6YPdpBUyBNkTmAUYqmXaDWibkf0DFjlBJZKFltC5ijyPRdVYZUrq4eqiK6IJGGgcOdZXm2QLtO3Dh1flg5PEAXHz7BwpGkonKmDCN312+5en6Jn7aMcUCrDmsckIhOiBWagfvrLSYJVLeg62Ta099taU46WteCGonR8/arb8DKLrtrDLZaN2k0IciswRjDYXdft7aJOE3oKG9S6LOauSiwhvWzc9ZnG9589YZhO4PVKGNAKZL3GK2xTUO2UOJxC3x8YLo+i+MoWZ6DomLPqai5LGs6dWx18nef3YNgQpH3Eb3icDuTZ0OeI2kuFNZk42hXC8I2kpseW7YUHQnGsb2LXG/3lGBQ6TgkjeA16f5A33QsVg2mXRCnETLM9z1j+DXJQLSOuHjCfjfRasvyyZoQM9kHeU1hwrSW/TcH9rdbLI6sNdp1mG4FixNwSwwaUwrx/p548wq1uxZ30Vyh1UDdV8rjUhr0ER6sHp6l0ppibB1ayuNSRsvn01iKE5MScqKzHRuzIscGmw0hFyBiVUYXiCR0o1mfnKL6mf2ba+J2TxUV+H5BHpd7ivaU6CtvfE/Ks9AwW7AbUAdRSB3nibZZcf9qx3JzjjWK5LPAPw8TJhXaRtRdhnHEjyN+nunaFp0hhAmfAlkb5mzJrUyFWbTkXmSJFKqywMT/WvblRy2tuoNEnFazkpJLxUDoB+Kqwy5WIpSQoZRQDzJ1Ony82eQDfABAxYgfBjYXZ8y7wD4MJDVDFLjHxAzrQrswjLO8z4InZSdW11qR9z3T7Z7V5ZLZGWKOlLHn9ouvePrsKTEUYkkEH4QWqy2qCK+ZkDClqplQaKwTu98kJWRUM7QNo8q4VnH+6VPM9QE/F4oxGKWxKhJTwjYO7bJw96llYykVw398/4+Y6yNaS5nqYnvE/lP/uvwG/bRCY7NWuKIwAe4+e832p1suF2tUq2inTAp7suvQy8xGrSjTiF5G+jxx/W5HDAmUDBILFdUWEuwHYrlhOlmgskamcJHbb94SVKQ9PeFk4SGPNI1i9+4t/bjg9PIJulPMw44QB5yDmHaoaSKXSG4NeRJ1X6xBdYbSbSjtKWZ9hmocWRXy4UDxXkROKpvvYQ9RH83j3ysJfKNkFmIMxck8oRiLsoZudYFabYg2oOPImVnQ+SXjzuFTIOhM0BHjMkZl5hJQa01jHIdXd4S39zDJgPp9XP3fKchVtwXlyX7CMJHyjnm6BiVSM+dXl4T+mv19pp8SdhMw/p6bzz1XLy5QpmWYvexY80DxmmEUCadcWT9hmqFAKuI2qo0mEShJszxZYFuY+r1oYSOm7CXHKgEmA7kcKxKu5EdEXF2RqVzIUyAcRtzJArtYkdJRHFGQcOq4gz/+kt0axxvAGEVMoNwJXbcCq1lYQ5m3jPczQXtml2GpSNs6iY4JkyvrbYLp7Za0WWGXp+RyoJtFGPD1t9/w4gcfyUpFQxxFEVX5iMtKJJrGEY3Cak3OErDHKXjUImGkjMBnjdYszjaslGHoZ8IQRXY+iGGfbQ1zCFXD3DzQKo/H8yjzdOyrhTilHvDwD1m9SMV0FDB77OflcCcyKnvmb77m2z/7M87+5E8Iz9Yw3GBCJCvL6rSFhWIeDfak8NX1F/TTIC4tufqHlyLKpEWTs9hEez9gnMYUR0mFeTsJUy725CvPYbpjdXrGer1kyont9hpdCr7fYXWmM0sxaziWzDnCPJHjDCqAGoFLVGtpFkvSeklerlGzR4UjHZkqClLbHep6UmkZYqoiY3kjAlpohdIGZVtwFtU0lNUKc3JO52CRI92Y8Dce7Q0hiPtp21gx6XQFa6DYxPDmhvmrNzB6sS14/Pj+7kGemx5tIrqZKXFg6mVQ0bUN251hffWUi7PEeHNDHBoWnPH8pOFwvWP4asfy6RnOaaYp4VOEKZPG43QxPwzTUs5gFE6L+2nxiZACcdGJGR+FoR9QS0dboagiwyxriGMaKu+hikqFVaqSUSES9gO6adDLBuMaAbmo2oEWQXs9mszXPqpO4o0x7Hc7SszkzkprwEyeDhy2W2Z/wD49YXN1wu3bLTpZVPEVjpvRPpJ3M7fv9qyerilompJJMTElxXZ/4IOPP2Tq9yIpTSH4gJ9HShJp5If2GR7BKxRhVJUoHHFjyDoTlKdbLemWDh8yh7uZHAtJJUxn0EEJuCgLvLVUW9wHRJeuPSZApcQ+ljzHodP77c570+UCKqnqKx4pc8/bf/OnLM/O+ej3f479kWK+Diw2jjY6wWn7htevv+Cb6y8QrX3NETAvDFZVSUpVz2uMpNxUF10raMdcSL1nvNuiN2u2wXN2eoJtHdnANPa4BhpjifPMdNeLio+WT1OMMz2ql81KmQLJJ/LiHOYDeR4oaYYcUSU9gqlyRQ0WHqmkuv6/1WAa1JEAkyH7EZKGPDHmHhPeYZslpyeXnJ+ecXJ+gk4d89Zzf71lfxjkM42R9dmSw7Bl/vYaDvODfTPImf9eQV6MR+lEwRPCwDDvMUbjY5DSdHlK4zoW2uKGJZf7T3nm13zgd+zyHbs3BxaXDpMb0qTJMYvEbUhSGj0kTi27by3MqJQC2Sr6fU+7dGhjUcawHwYKmtbJDS+C94K5TCl9t78+ypwoYYJlH5gPPaq0dd9qxSstebBHamaRSrQ2Wkdlk8Y5/LirHugrKA1BzaQhoINDzZowZtZnK27MvUj9KkNEKJk6ZXSJTPd77MlC9MJiFEcZY7h9e8vq9EwcWP0sVshFOOQYWRPGGIU4Uuq2oV5wuZI0csloDTlHlAVfekpRrNsF3ioGHwhhpu06dOvE3jfXg1nx7Rxbonp+lXrcn6ujr0E51qTl8aDzOJVXyKA6GSgOyIl8d8/n/9W/YNruefJ7P6JdO7Qr7O5vuB6+5u3rz9m9/YbCVAdYul4cNZkrRTb1RxkFzqCaRpxNShGU5Cx97f27t1wsHfvDSBxHTq7Oya4wHHaQIqVpGG96pt1cAS4KVBXhwIgHXAyUtIekSLNHpwhMkEaOfAFRrn1vYHscGCnJ2MVosBbbdFA6Ypohe1ABZTIG8b7rlpbL84bzpaXxmWkb8DtDGRNrs6FZdNyP9yQCThvC3UjupwdMR663/+9I5H9LkONFpy1O5DjQdIqpD2x3W5quwfeKWBSL9gWb8RP6Xyj+WgVWdkE5KeSzljKIYF1RI3Oc5X5WsgsmV/kbkP7agDIZZQ1aIyVVChhjMMaiFfTDntg2LIyolJSKVDuWk1JpH684VYdWEVKmzBM4VZEa9bHoSj1Q0n+KNFR9/0UOcqONeJHlAZcNvh+FyFISusjr6McJ1yWUTWQfUQbRJSvC2y4EyjgR9yNtq5lzdX4phTh67l7f8PTpBYe+JwXRITsOGI+eXMdXVoro1h3fcfBCjdUlQRWIUEmkluZGszxtmeeZFDxeO1yzoCwNyQQZlmVFCZEyV6OIh2F5Ddxaupfj5cl7z++9Z3VcQz78da4epimSb6755l/8N3z7b/6cpmlxWeP3e+J4EOPL4ikqV7w4UAVFqDRSNCjToNsGtWjRTkwTUkGUVuP/v71z6W0juaLwV49+kZRk2eNxZiaAF7PKJv//bwQBgmQZTGA7tiSL4qu7q27dLG41R7OIB8guAs+KCxJoouvWfZ8jSJoZn/bs7++5efeW5Bp2pyNlEuZxYsAGR3b/ujPNN+/Rxi53zfbsUi92xtFqHqeJtusYhoacVsz5aFFUHZTB17fiwrnQZjMH1sLEOYrLoBnnM7FX1rc9q5uO5mpgtXnNyt0ix4HT1wYeHNOXiTwLfR9xURlWA+ITh8cHxvutFdrOg0vunLr9T0beDwUtVuHO6Ymnr/eMhwPetzSlYfy6w2++4/bmPfmXzLoDboE2cJgL00HxKO11YN1dU2Riu31AklioJHXTrBpnkgStNwJHtWGQeVZc00EuxCYwzTPz7gT9hiYGfNC6e26TcGUhl1iieGe5ule1Ta9kvUgFSrDWnGZLF7SqkqDnH0NRjtstm3lN0yXS6ZFSFhXVCXUjiZlU4If3rxjf7/n8j6daGwioixSXcC5DHpHdgdBtmLw3ZVZtcLPw9PmBV8PAquvZnXZnVpll1Hb5T6Ja5w2qwWdBihWqiGbkkYjMQva2/NLGwNWbK56+7MjTDBqJbUe7HpAiyCnV4lpBZ6OK8n5piS0X4dIqgmXZ+nkX7WzsKOJrhCC1LKeC94rLR3iYSECijhFXdtPgHHIOOQtU9RR8C9ETYqDt14TViuRMiFFqbadkcDkQiinH7u6eoOtpf/wB1wVII33o0ceRh0+fkZ2x37ouUAYj1XCoOWnNuJQISXAygp+Q0Fh+3vVoD/mY6sSgGbqj5uZ+IT0BfEDVUSSBP+GCEDtl/WbF6rs1YdOwef2akAemp0KYlaCBPCt5dIx7Zd4daa8UFzPaZe4+fETGIxbl2DISaltu3zLzbxr5bv9v8jQi6YTkmRgbmrbHaWAaJ3JJ+NlT2g3+ds9PP6958A+ciomou9NMmibYOzQJ/bCiXGfuP34mF+PjwpnkrTFveLwEa4vVWN4581DOeSPB9w6Rwm67Z73Z0K6MHVWkrlEqdkCW63+ZwlK16bLDSFYl9J0pkCwtITuh59ltI4hwBDEZotcONJ3oZDIRvFi35hzWCmsawnDDH//suf/wV8reUWKiiD/X8dCCjAdEVuBasiZUHa4USh759MsH3ry9pZRQxSAspHdiHjEVI0jIkvHO5HEpStBlWu1XlU3q5FwqSnGFm+uOqyay/bBFTkdctyJer0nYPnNQxU2WHuDs0GotovnFY5RSPX0N459FF4tc7bm6XEfbjV/81+ej8gZYi8mqz3JOAczAndNqNMHSlS7i+57QrSh48jhT8gzJCBdV1BiBixW69KTsPj4Skme4HpA0kZ/25IcdZTcTsiM0EWk9zdCY1Hjr0ZPQHGaCCOs48O7NH7hZ3yLA/dMDX06PBDIlZooEdOHFC/WSxaInuyWzRYwBQqsUnQldIPTWfVitr3HuijQ60jjRa0PsAvQDcwO5mSEXfNWJ7687PIki45mmup7Ub/bIf9fIM5FUAhAJsSP6zCiFaTzhnSfbMB7NjeJ/gsfujjEeOSZBvOJiQfeJwzwbNTKZoV+xXl+xv9/aC8aI8Sm2XCGz1NDGVzKIBnIxfSlvYXtxGUnCaT8Tu7YWwp4VIZZ7zemzzzVekGLKLtHCKx+M293sW23ssxbMjP/MI9PM5uYWh2PaPiBuRIojNB7HTOMdTdNyd3/k9asNb35+y+e/fakLEdaTr3Vpiszkeaprm85agWp87ePTgTvJXN2syUnIcz6rcUDtJBR7LqGO9xfzgou3L84Cex+iLZxWMYkxJa5uriHB9sNX0njETz1+sBDYqyfPYhtrwS2lRzjTWMO5Z6SW2thrMw7y3xjy4uKfES9YWqAUXz8792xWYdkj0HMEuohg+q4l9C0utqa3niwdIs9GXClW/Cql9oqzGvHmJOSvW/bHHfjq9VYR75VyMFozcQUnjhAj9C1eMvGkfP/2R96/+xMrvcWnBnFw+wq+z5/4+z//QkqPeK9oXp673mjeWa/cKxoKLnqaoSWpyWjFvqHpOjbra0iO4k3MI8uMeiX2HfHWWrWiDZGOECYkHug2Ld0qko+zOcRv+u7fwv039ckLLrjgZcD//lcuuOCC/2dcjPyCC144LkZ+wQUvHBcjv+CCF46LkV9wwQvHxcgvuOCF4z99HweYZbsx8wAAAABJRU5ErkJggg==\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"# We read a fish image here and display it\n",
"fish_image_url = \"http://s3-api.us-geo.objectstorage.softlayer.net/cf-courses-data/CognitiveClass/CV0101/Dataset/fish.png\"\n",
"urllib.request.urlretrieve(fish_image_url, \"fish.png\") # downloads file as \"fish.png\"\n",
"im2 = cv2.imread(\"fish.png\")\n",
"fish_im_corrected = cv2.cvtColor(im2, cv2.COLOR_BGR2RGB)\n",
"plt.axis('off')\n",
"plt.imshow(fish_im_corrected)\n",
"print(\"Original size of fish image is: {} Kilo Bytes\".format(str(math.ceil((os.stat('fish.png').st_size)/1000))))"
]
},
{
"cell_type": "code",
"execution_count": 19,
"metadata": {
"colab": {},
"colab_type": "code",
"id": "u4FP-sZ89KZk"
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Compressed size of fish's image is: 99 Kilo Bytes\n"
]
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"# Write your code here to Perform K Means Clustering on the fish image \n",
"# (stored in variable im2) and compress its size \n",
"\n",
"# We are using the sklearn python module and are importing the in built KMeans\n",
"# function from it\n",
"from sklearn.cluster import KMeans\n",
"import numpy as np # we import numpy here to transform image dimensions\n",
"\n",
"# Extracting num_rows and num_cols from fish's image (stored in im2 variable)\n",
"num_rows = im2.shape[0]\n",
"num_cols = im2.shape[1]\n",
"transform_image_for_KMeans = im2.reshape(num_rows * num_cols, 3)\n",
"\n",
"# Perform KMeans to compress image, here K = 8 clusters\n",
"kmeans = KMeans(n_clusters=8)\n",
"kmeans.fit(transform_image_for_KMeans)\n",
"\n",
"cluster_centroids = np.asarray(kmeans.cluster_centers_,dtype=np.uint8) \n",
"\n",
"# labels represent the label of each pixel and which cluster it belongs to\n",
"labels = np.asarray(kmeans.labels_,dtype=np.uint8 ) \n",
"labels = labels.reshape(num_rows,num_cols)\n",
"\n",
"compressed_image = np.ones((num_rows, num_cols, 3), dtype=np.uint8)\n",
"for r in range(num_rows):\n",
" for c in range(num_cols):\n",
" compressed_image[r, c, :] = cluster_centroids[labels[r, c], :]\n",
"\n",
"compressed_fish_im = compressed_image\n",
"compressed_fish_im_corrected = cv2.cvtColor(compressed_fish_im, cv2.COLOR_BGR2RGB)\n",
"plt.axis('off')\n",
"plt.imshow(compressed_fish_im_corrected)\n",
"\n",
"cv2.imwrite(\"compressed_fish.png\", compressed_image)\n",
"print(\"Compressed size of fish's image is: {} Kilo Bytes\".format(str(math.ceil((os.stat('compressed_fish.png').st_size)/1000))))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Double-click <font color=\"red\"><b><u>here</b></u></font> for the solution.\n",
"\n",
"<!---\n",
"\n",
"#Extracting num_rows and num_cols from fish image\n",
"\n",
"\n",
"num_rows_fish = im2.shape[0]\n",
"num_cols_fish = im2.shape[1]\n",
"transform_fish_image_for_KMeans = im2.reshape(num_rows_fish * num_cols_fish, 3)\n",
"\n",
"\n",
"#Perform KMeans to compress fish image here, feel free to choose\n",
"#any value for K, (i.e. K < 256) for compressing the image size. Use the value\n",
"#of K to fill the value of n_clusters\n",
"\n",
"\n",
"kmeans_fish = KMeans(n_clusters=)\n",
"kmeans_fish.fit(transform_fish_image_for_KMeans)\n",
"cluster_centroids_fish = np.asarray(kmeans_fish.cluster_centers_,dtype=np.uint8) \n",
"\n",
"\n",
"#labels represent the label of each pixel and which cluster it belongs to\n",
"\n",
"\n",
"labels_fish = np.asarray(kmeans_fish.labels_,dtype=np.uint8 ) \n",
"labels_fish = labels_fish.reshape(num_rows_fish,num_cols_fish)\n",
"\n",
"#After running the above code, run the code below\n",
" \n",
"\n",
"compressed_image_fish = np.ones((num_rows_fish, num_cols_fish, 3), dtype=np.uint8)\n",
"for r in range(num_rows_fish):\n",
" for c in range(num_cols_fish):\n",
" compressed_image_fish[r, c, :] = cluster_centroids_fish[labels_fish[r, c], :]\n",
"cv2.imwrite(\"compressed_fish.png\", compressed_image_fish)\n",
"compressed_fish_im = cv2.imread('compressed_fish.png')\n",
"compressed_fish_im_corrected = cv2.cvtColor(compressed_fish_im, cv2.COLOR_BGR2RGB)\n",
"plt.axis('off')\n",
"plt.imshow(compressed_fish_im_corrected) \n",
"print(\"Compressed size of fish image is: {} Kilo Bytes\".format(str(math.ceil((os.stat('compressed_fish.png').st_size)/1000))))\n",
"\n",
"\n",
"--->\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"<h2>Exercise 2</h2>\n"
]
},
{
"cell_type": "code",
"execution_count": 20,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 331
},
"colab_type": "code",
"executionInfo": {
"elapsed": 1130,
"status": "ok",
"timestamp": 1555346993015,
"user": {
"displayName": "Sacchit Chadha",
"photoUrl": "",
"userId": "02325912782123101459"
},
"user_tz": 240
},
"id": "H8i_55p3YBBz",
"outputId": "b7682454-8330-4a57-d23e-8ae354913b0c"
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Original size of butterfly image is: 1008 Kilo Bytes\n"
]
},
{
"data": {
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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"# We read a butterfly image here and display it\n",
"butterfly_image_url = \"http://s3-api.us-geo.objectstorage.softlayer.net/cf-courses-data/CognitiveClass/CV0101/Dataset/butterfly.png\"\n",
"urllib.request.urlretrieve(butterfly_image_url, \"butterfly.png\") # downloads file as \"butterfly.png\"\n",
"im3 = cv2.imread(\"butterfly.png\")\n",
"butterfly_im_corrected = cv2.cvtColor(im3, cv2.COLOR_BGR2RGB)\n",
"plt.axis('off')\n",
"plt.imshow(butterfly_im_corrected)\n",
"print(\"Original size of butterfly image is: {} Kilo Bytes\".format(str(math.ceil((os.stat('butterfly.png').st_size)/1000))))"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"# Write your code here to Perform K Means Clustering on the butterfly image \n",
"# (stored in variable im3) and compress its size\n",
"\n",
"# We are using the sklearn python module and are importing the in built KMeans\n",
"# function from it\n",
"from sklearn.cluster import KMeans\n",
"import numpy as np # we import numpy here to transform image dimensions\n",
"\n",
"# Extracting num_rows and num_cols from fish's image (stored in im2 variable)\n",
"num_rows = im3.shape[0]\n",
"num_cols = im3.shape[1]\n",
"transform_image_for_KMeans = im3.reshape(num_rows * num_cols, 3)\n",
"\n",
"# Perform KMeans to compress image, here K = 8 clusters\n",
"kmeans = KMeans(n_clusters=8)\n",
"kmeans.fit(transform_image_for_KMeans)\n",
"\n",
"cluster_centroids = np.asarray(kmeans.cluster_centers_,dtype=np.uint8) \n",
"\n",
"# labels represent the label of each pixel and which cluster it belongs to\n",
"labels = np.asarray(kmeans.labels_,dtype=np.uint8 ) \n",
"labels = labels.reshape(num_rows,num_cols)\n",
"\n",
"compressed_image = np.ones((num_rows, num_cols, 3), dtype=np.uint8)\n",
"for r in range(num_rows):\n",
" for c in range(num_cols):\n",
" compressed_image[r, c, :] = cluster_centroids[labels[r, c], :]\n",
"\n",
"# We are using the sklearn python module and are importing the in built KMeans\n",
"# function from it\n",
"from sklearn.cluster import KMeans\n",
"import numpy as np # we import numpy here to transform image dimensions\n",
"\n",
"# Extracting num_rows and num_cols from fish's image (stored in im2 variable)\n",
"num_rows = im3.shape[0]\n",
"num_cols = im3.shape[1]\n",
"transform_image_for_KMeans = im3.reshape(num_rows * num_cols, 3)\n",
"\n",
"# Perform KMeans to compress image, here K = 4 clusters\n",
"kmeans = KMeans(n_clusters=4)\n",
"kmeans.fit(transform_image_for_KMeans)\n",
"\n",
"cluster_centroids = np.asarray(kmeans.cluster_centers_,dtype=np.uint8) \n",
"\n",
"# labels represent the label of each pixel and which cluster it belongs to\n",
"labels = np.asarray(kmeans.labels_,dtype=np.uint8 ) \n",
"labels = labels.reshape(num_rows,num_cols)\n",
"\n",
"compressed_image = np.ones((num_rows, num_cols, 3), dtype=np.uint8)\n",
"for r in range(num_rows):\n",
" for c in range(num_cols):\n",
" compressed_image[r, c, :] = cluster_centroids[labels[r, c], :]\n",
"\n",
"compressed_butterfly_im = compressed_image\n",
"compressed_butterfly_im_corrected = cv2.cvtColor(compressed_butterfly_im, cv2.COLOR_BGR2RGB)\n",
"plt.axis('off')\n",
"plt.imshow(compressed_butterfly_im_corrected)\n",
"\n",
"cv2.imwrite(\"compressed_butterfly.png\", compressed_image)\n",
"print(\"Compressed size of butterfly's image is: {} Kilo Bytes\".format(str(math.ceil((os.stat('compressed_butterfly.png').st_size)/1000))))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Double-click <font color=\"red\"><b><u>here</b></u></font> for the solution.\n",
"\n",
"<!---\n",
"\n",
"#Extracting num_rows and num_cols from butterfly image\n",
"\n",
"\n",
"num_rows_butterfly = im3.shape[0]\n",
"num_cols_butterfly = im3.shape[1]\n",
"transform_butterfly_image_for_KMeans = im3.reshape(num_rows_butterfly * num_cols_butterfly, 3)\n",
"\n",
"\n",
"#Perform KMeans to compress butterfly image here, feel free to choose\n",
"#any value for K, (i.e. K < 256) for compressing the image size. Use the value\n",
"#of K to fill the value of n_clusters**\n",
"\n",
"\n",
"kmeans_butterfly = KMeans(n_clusters=)\n",
"kmeans_butterfly.fit(transform_butterfly_image_for_KMeans)\n",
"cluster_centroids_butterfly = np.asarray(kmeans_butterfly.cluster_centers_,dtype=np.uint8) \n",
"\n",
"\n",
"#labels represent the label of each pixel and which cluster it belongs to\n",
"\n",
"\n",
"labels_butterfly = np.asarray(kmeans_butterfly.labels_,dtype=np.uint8 ) \n",
"labels_butterfly = labels_butterfly.reshape(num_rows_butterfly,num_cols_butterfly)\n",
"\n",
"\n",
"#After running the above code, run the code below\n",
"\n",
"\n",
"compressed_image_butterfly = np.ones((num_rows_butterfly, num_cols_butterfly, 3), dtype=np.uint8)\n",
"for r in range(num_rows_butterfly):\n",
" for c in range(num_cols_butterfly):\n",
" compressed_image_butterfly[r, c, :] = cluster_centroids_butterfly[labels_butterfly[r, c], :]\n",
"cv2.imwrite(\"compressed_image_butterfly.png\", compressed_image_butterfly)\n",
"compressed_butterfly_im = cv2.imread('compressed_image_butterfly.png')\n",
"compressed_butterfly_im_corrected = cv2.cvtColor(compressed_butterfly_im, cv2.COLOR_BGR2RGB)\n",
"plt.axis('off')\n",
"plt.imshow(compressed_butterfly_im_corrected)\n",
"print(\"Compressed size of butterfly image is: {} Kilo Bytes\".format(str(math.ceil((os.stat('compressed_image_butterfly.png').st_size)/1000))))\n",
"\n",
"--->\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"<h1>Thank you for completing this lab!</h1>\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"<div class=\"alert alert-block alert-info\" style=\"margin-top: 20px\">\n",
" <h2>Get IBM Watson Studio free of charge!</h2>\n",
" <p><a href=\"https://cloud.ibm.com/catalog/services/watson-studio\"><img src=\"https://s3-api.us-geo.objectstorage.softlayer.net/cf-courses-data/CognitiveClass/CV0101/Logo/BottomAd.png\" width=\"750\" align=\"center\"></a></p>\n",
"</div>\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Authors\n",
"\n",
"<a href=\"https://www.linkedin.com/in/sacchitchadha/\" target=\"_blank\" >Sacchit Chadha</a>\n",
"\n",
"## Other Contributors\n",
"\n",
"<a href=\"https://www.linkedin.com/in/nayefaboutayoun/\" target=\"_blank\">Nayef Abou Tayoun</a>\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Change Log\n",
"\n",
"| Date (YYYY-MM-DD) | Version | Changed By | Change Description |\n",
"| ----------------- | ------- | ---------- | ---------------------------------- |\n",
"| 2020-08-27 | 2.0 | Shubham | Moved lab to course repo in GitLab |\n",
"\n",
"<hr>\n",
"\n",
"## <h3 align=\"center\"> © IBM Corporation 2020. All rights reserved. <h3/>\n"
]
}
],
"metadata": {
"accelerator": "GPU",
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