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@AnnaNguyenYip
Created September 13, 2020 04:32
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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>"
]
},
{
"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",
"<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>"
]
},
{
"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>"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"<hr>"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"<a id=\"ref0\"></a>\n",
"<h2 align=\"center\">What is an image comprised of?</h2>"
]
},
{
"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>"
]
},
{
"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>"
]
},
{
"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": {
"image/png": 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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",
"<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>"
]
},
{
"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>"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"<a id=\"ref1\"></a>\n",
"<h2 align=\"center\">Image Compression and its Importance</h2>"
]
},
{
"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>"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"<a id=\"ref2\"></a>\n",
"<h2 align=\"center\">What is K Means Clustering</h2>"
]
},
{
"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>"
]
},
{
"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 0x7fbd695db9b0>"
]
},
"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>"
]
},
{
"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>"
]
},
{
"cell_type": "markdown",
"metadata": {
"colab_type": "text",
"id": "SaPS5EliefSo"
},
"source": [
"<a id=\"ref3\"></a>\n",
"<h2 align=\"center\">Compressing Images using K Means Clustering</h2>"
]
},
{
"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 0x7fbc821b22b0>"
]
},
"execution_count": 9,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
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I84+HpOvZaqasdh2WMA0oqwyiQpjA+9VGyb8c3R7qWmHB3qJ54sPiEwq6UJaCsryu3jVHXkq+/Z4D72O0O21pMo61av7B9ldK2G5kjGKLpLj/SK4Rs4zV4LtTySAWi61MU0H8hBzGuxC6ildrCV+fBKxyLPcVwX4IVmWD/ND4fF0R54LTsUBKqPqKn/gxWSEYxDZHI5Ou54V4UMvs00CzUcuXUht9x2S596H+CQFrNU21rz+wYt7q+KSCLsxEKG456Xkped/z+elm9BHwDG+GZyu+WI8JnA9fDrGl5hfbEb8/rCzkKh8qnacxzSc/JKpeSd0vGX3A5pSiFGSlJJC3D4Z1Xy9ZZ/g4YUkjSn96pRxmylc569V8sTZwseMyKwzTpFCCwLncEXYydihK8WTUKtfSrFWXz/K26oZ3f9/nxbPNQufXxzcv6lpSU/dLhivdU3d0xt7xbD36rpVSE1xp/0xTQfEIq4vb4Hl3dxdFmeQPRyE/347ICoEUXBPIeCpMM+veUxJ3FnDv7ngyW3YsU7eKM8N1vYvQfRXz4/7ZVsTJ2CErJOPUXkmH92OEJaHifdigm5eC/tTGb9zOE1X6JgLWx4kXHcUoEfSusEUWGs9wbZF1vhiqZ+sA889qbVS98lJwPDKykhoeXRtd9k3P1mw1Hp6g7M6kYW8KvJaEypWg6ziaSlWRziQI5qhUFe4tC7TRHTSzR921Umo66+U1Tl+RQxRJphNBkYsnEwGWUlOtryADiCDJJX88CtlpplhScxw5dKoFwRPTZXr3FI72Vgy4Uhgx9nmLbeBCXkBWwj8f2PeeKpnmBs3uA5SzPkasVXNOx87Ktd37QiOM6E3j9s81Q/XBvNM+BBwL/mKn5O/fimsymTdhseB65ePze8qxNK/WkkUtP8okBwOP6QOCr2svfy4CVz/qPEsB203FwUAuhJWuolPJORmd31NBqAnCkqKY2QeteCi1xu3P9oMPQ8wC7jK5ONsxXUH1hlEzKgoYDqxHZ79Km9XoVfRRNQIpNHt9s1BQKEmhBC/b6ZNlvEku7sXlNPWq7I6AaxoSXnYUa9XLg5nnmKBrMo/HMSa0hqORSzN8+oEIoChNFmhJvfj/U7bIWuLDk/fv4nl+qnAseN5W/OlY3nvWdPt2zflqBCV1P2IQ2RwMXbJSLihgphRx82/epJBnnmEeZcNlS5Px/vFo+UbmpY2j0eXWwqfWoXjg5jT1urpWVlgGPzALX5VqwbAvGQ4eMfXQgjwTrNqmOV4ERPN7cW5cFh7rnzbHvO63GswFvYsfW/c1v3x2s/Ns1TPSiNd1I1aH1sbjrV3JcR9p4nd1u+PUYpJYdKcOWSGoeEYCsx0W7LZSBE9TZz8Zux+UJQHGBPS2oU0KfYWu9GlACFPjRGj+eGStrHlx399ohgWhW5pa8CzR6E4cklxyOnGWtObfjGlqhJI8+3GDbc3XNxrKCmEcWO5OaMw+rFfzayyLohQza6Cb8aCg6wea2j3qK/PPNWZ1lccE3jw37rWrrWBe/o2KWz5ZwNUaopVpNmah4nkrvTPbqwe3T6OE4NELWZPU4rtTH2Y3TruS4z9AeHuOuX3RydhhnNiUFx7iuZrT8dihH9lUvJKXnWQhlvPg3wR+aH6p0jBJBJv1TzTwNjRQ8qeju4VfHvobnqO5SMRar+VoDRv1jPc9j0G8amOR4PWZpPXicY4QdV/j2ixx/Ji/X1Bx1TUbKN8p0VoQuCVrlZzAVbjW9QFAadhq3F7Cu/etL4SmWlMPao8TwgTeRnM+mtwfcSQoH3jeJ4n1ZNnRKLFm4iGroRkWKwwUq9WtXnbUTKh99XOotTFxfHPm8d2ZT66Mm/HB0OOb04A4f1gUzAozsn9zGjCInUsB9zLMrKAf2WSPFH/PS0Fv+pRdgMuxXstvDetSQOMTzHTnEAK2G0/jKXjf3/VszWY9x7dLLt7H/ehmbZBRbJwzHuvSe5vEqSVhu5FeymArbslXGzE/2Yj4cj2hGZY3ZtxS3L59eEDQdV1NWNEPViCaB16j5v+wbUzHEnWHRfoyVP3ySep0hYKTkbtydiBgpTLEZt24y67y+/PtroLu1OZt1+MPRyFnU+eadXySS745CXjT9Uzr8AolXqXhaOTw9UnA2553r0xpldbg29Cd2qT3EKN5KMwq/M1Q+vGzjh8aAvjLnXJlwaGnRNUr+XIjnj2T5rdvY9QobTols0cku0Lc3czSCEpaoSkDBk7JF+vxTFP6ac7PPYOuxgueRmdza6eYuX7e90AEw4Hk+PB+dQKBXsHl9W70I5vvTgOGK7gBz3/3ZSdhrXJXh9nNTR9X4dnmgV+FwJ4VgjiTnE2dW9TWBGkhOZu4/Okk4LuuERBatj9am2C01/fY63uzTqb7ndTHiL9nhZhp6X74YDdN76IDCsaJIP80mXfAzB3BhZ9tP97I8SG/7dmGQ36R+3vbM1oo+OcD0/mo9f0Tr1U+L4QxKah5BY6lcVeuI+sLf27Gve/++zir3oR50G61FacnFuW9b1px75MtJTSCxz8dZxPnXvxQ09J7d/07nN34q9SqhVhNhEZreNvzGd5ga7P8O4JBZPP7rMJuI6VdORcRKhW86/kMY+tBVC3PVlQ8Y7vyUKSFRMy29TF41A1jQS/6NOu6FzFJBPVAM4oFjqWpeHomQvRhB7c57exFK2F/4OHc0YwCgt4U/uMbG8+eecYJaAb6xvWarDBi7hVPM4wE35zcnTC1KwV1v1i5jBU4mvWaYrepOB4/KU9XMBlJqrWnGRU9X7O+Uc4C7/0ublHAdCyorNCH7dqKz9rJoylLUSaZpvd70LWeu0zcDs/WKy8ulepuJ2KtoRfZTFbMyC9DkBWCdz2f7vT8WittFuEe+iCu1zKaQfGo6xDY8EVL0p86CLXGgD7TskCJp8/UcmUaJDrV2wZrwfuepFMtH704+EOiGSqmmSTNNT/bLmmFmt8fWAunkNvg2YYOGD+QEjqXWAw9hS3NjO/2Z1qQ5Iay+Y97kjnN0pJGA7pTUbzvyUV7el6aGUnomrnhqqWpOLdoVVZJ1DS7LbUoW7y6o6X/nkFXP7mNs+tpNjYLJmPJZDwvkt99UrQW9LoWQpZUqrfvk2E7PI5qMk4sjkf3J+NrYBDZNILbSxufra3OlR0n4taHoR/Z1LyCSWJRPuJylVo8sOvrnK85SWc0PanRpQP9z1Dtd0jbMNS1FkgsJA4eHUoSArYY8kezDX6GhY8QJutS2qFMNgnTjGmasRt6HCTHZDImFRFDeUpFNZnIAVo8jn+stSAp5J1BYBgL/nRk8fPtx5evfiiELnyxrtionQvX7zQU3YnpuNOamcmVOUBjr2S+96tnBa4N//O39o2sgLsgBASOYpwYqdJ7fpthbParN9V8vaiaXr4Y0T1lGlfdD882Km6r4t5PlPfEFh5CGMuQlqtotBRxZEwFo6mYLejcfKI0q9WWCyU5mziE7t2UraW/o81vjVc0s7sMQXfqsFnPF1zFZRjGgla4fJS/KJs4Toya1037aayKXN4WHpv1fKb5++FX+i/sBbtNo7zWDApedRKORo4pJ2Wf4URfUm/5CJ2YT6d1GvJzHMdGILEcB7SkVf4Sv95CCg+BwK3WEUKSjgfotiIa9lBKU5YKW0rCwGUcJQynEbZt8a3+PVOGj54dH49cLKHpVItbxI0EZxNjfFr1Pl69j7swScXCmgnOFzw/X1Ps9SXrNcXe7N5rh5qshEag6U4lz1uKX+yU/H7fuuKUffGc3X1ixKNNAZ7u5K96HT9bu5833kfTwCiEabWr1jSVakm9AeORJIrkjaUHweo15rOJefCfN9N7GxTGuWS/7620qr8MGtOMYM9aJpfhzZnkbCL4fMkFfNuVpIUgKyC7oVQx7zA7mziLWuf+wH2UCtp9IdBUvBJLO7ys+IRelZbcZqdZRyCwi02spofrbmH7AQBOO0RIiVdrAiClpCxyijQhaHZmGe45vGodrRVhZ3Px2jYAmvHJIUmcUCQR4ugXvC6/phAZmUgoxMPqyGqW7d/V1JKXgt+8txdSgk/FB/8+kBXwL0cW40Twq2fFwtV5raZ53lZ0qoq0gJORua8sqYkyQSM0ee+ccdOpaH6yWfLPh+dhperBlxsl//h+NY2Sp2zW+b6w35dsNxTWioH3owm6FyEEOC601xTVVHF8aC/XbxD3sWERnI4dOpVzGUWtWdqhVpSGr1cqQ/X69jR45KKN4E03oOEXvOgkN5CqBaNY8Jv39/+dKJPsDzxGsXWF0bDc3vxDYbMCO946687PEHmLAId6fW0RUOeQto0bVm/cjuV6t74vhMSZBe2LaL/4AlWWjI/e86Xrshuvk6UZv+39gViMCXSVE/vdvY8rziWHQ/dOk8SsEBwMQCD52fbHr7EL5hk4HQtOZ4s/v9uz+cvdktDVHI0krdAYiMaZcZeeUy6VhqOhxJ0J0YSueY46Vc3n6yXfnZoGKCE0/Wh1USApNIPYpuqV32vC8Bhk91yf/yiD7kU4ruH1joeSooCL0wetTHdbvXlur33XlOBg4PHlRozWxsl3GNnU/ctnbZxaVDzFJDFTpafihA4Ti386qPCynbB26+LM3ZiXPJJ8Pih8+JXmJXuBAAIHQrfEG/8F2+GXNOtNvHoTISRhaw3xhN7nelZruZoBzyEti/rOS+o7UOYZvbff8hfqJ8RpQXcyoqSgax3c61TlpaQ7dcxiz53KcIKziWSSKKr+6r/xQ0FpeNM9zzriHP7ujUWrYtgLjcAEzXlFt+Zr+pFcLORmhVjUSuuBplAmGM9hSmKr35uWNJn0NJV3roN8qvjog64QRjzH9xXDgUU0hfMLKEgSgZ8aCtndWhCCcWLxu/2KYRUoczNcbfkDblQiehzMfp5NHJpB8agpqNJwOHTpTZ3v3+tKQ1W1UHbMq6pHJf85lrJobTbZ+fwrvFoD+Qj1cFUWZNMxXq15LbiWeUY2GSEtG6/WQGuFKkts97w7cP4d2/Vov/wCLwzJ0xRv38abuEz1kERM77VPttT4NyhgXUVaCI6Gki+8j9Os8iIGkbiy+GWy0rn0Yz+6PHPqL/Gy600lpTLHmpfiyoLV/U7AnCNrftusC3zs57DUph7eWHG9695PRlGAt3r362o7MbOrEWje9vxrHVNgFtvaayVlaeF5iulUUhaQpZJBDzZWXDnW3/OUexkmqc0osWmvREc5h9amG+t0fG7I9UMdy7b+jN1Gk5pbIewEeNUalfYmth/cmIXeBa01w73X2H5AOh5g+yF5NFmUG1RRkMdTpmdH5rVKlTyJ0VqhyxLb869l1bbr0dj9DFUUVDsb9I/2aZ55nI4HvNVfU4oC0OR31HzTwmS7a9XlKlhXcTCU7LbUR+2dBpAWj+8QPBzKRZC2nmj8L0oW1lVXkZcCS9xuZvB9olSCvb4EFJbQVO6Ij/fm6Y4GEt83JP7HjkCOpdhpZIRuOVP3gWmWczh0WTZCWhZsbpckscDzS6ZTsy9CPNwJ4YfC0cg1nFVpbvpSLb+RlIIol5TKDBbvev4HESdZBVJbVFSDBh1erq+x0e5QWdvCcj2coHJrsFVliZASrRTSskyZQCuEtBbvpZMheRJRZCmN3ZeMj97jVmq4To0yzxgdvCOLJti+T+vll2TRhHhwhuNXSAY96jsv0WWBEPJa8JW2jd9osVVrENZqNI5PKY5LKCxO5DtKObyV66u0YH9gpDBXqTXmpeC3eza/elbgWCYYfUwZm9KQZLDXl0+iMvbUbdl5KXnd9dltplS9kv2Bt2BFJLnEsTSb9YzAUUihnyzYPxRHQ8HR0MKWM1+2Wz4r9C3R6r/5754vawRFSljbLPH9h3NfPVvRCg2lqXKBTFwqeNP16Uc3i4Nf3eUf8mae78v990HTDgsCV+FYirc9n2ZgaoZr1ZxxYpEWkiiTDCJ79g34QZS1ZsfYUGv4VPjrZ/+aza0t/HrLZJcrHHw6GeGGVfJ4ilsxQXR8vEd95yXjw/dYRowDVRY4YRXL8cimI4LWGul4wPh4H7SmsrZFpbNJHk8Z7L/G8Stk0xFhZ4Ogucbg/XeE7XWCZseUKKr164ejNVprpmfHHL59wzRJOR73OOGAgTy+5RRrturZnQtqFz9f84wA925L0QyfVlN4VSx7Xoax4O/fWveSV/w+0ZvanE0cpplFxS0ZJdebcgSGPBw6io1adql78ofG/+P/Pr1xTx5QeDP82dNjC983QuarMwjm0LQr+VIXA0vCZ52EOA9JbpBO/FhObFnCoC9pP8gNVtCLHIjMKK21oB859CNtfKeU+CA6pw/FVvGKTCT8ovlTNtbXqW3s3Ov78+DnVmrmBa3JpmPKNCFPIpJRf5EJZ/GUsLVOPOgSD7qo0jTaS9vBq9bJogl5PEXaDtl0hLAsvEqdZNBFFRmqyOl+9wcsx10adIUQCCGorm+yKyXJqEdw6hKdTk3QncFIgWpGyVxzVnA6cal6Jc1wFeK8YJxCroCBpB6U30vQ1drUZBeNMRpOJ9JM2R1Nq6KJUvGDzZjuwnyQKEpBqW5u0NEI0MYy603XJylM4P0QovxPiQevdmgliCPB8aGg1S5XEjSfw7GMvuxNmMujJY9zIf/gEII7u+FW2AqluvzvH7rmvAyZSHkuvsTzXIJW597fL7MUIS2kbaNUSTzsoZViuP+GMjeDr54Rocs0YXz0/to23EqNafcEBKg8x6s2iNIEXSqGh+9QeQZCmkBd5Dh+yOTkANvz8Rvta9sTQlJZ20Q6Dq1Ss612aGRtQt+hWfOxVMybwWsy3SfRCVooSmX8wGp+vPKUNskFRWmoRfYHrvFOU/jTscUgujmo7vU/7D48FlkpeNfz7tX9qREcDj26E4dWWMxsuj7gTl5AVhjTTkvqO2Ud4QnYC3kmmIwl/or0jk4lZ6OW3VoXEwJetpOFzuvHlPFdhJTgf89apN8rNEhMHdeXHptbHltb29je/blQWTRBlQVhe4PJ8QHSMV1yZZ5huWYBrEii8y/MCvWW6yMEFGlCHk9RZYEuS5wgJO6dLnZUzQI3WqEKBULg1ZpMz45wl2S7c0jbp/X8Lwlbm2z99Feo8nykT8cDGs4WweSEP+l/ZCqGgKEUjhPrXpSmQhkObD1Q7DaNoMxFk8ebYFg2s1OCmQkWymjLnsxawQ2Zy2AQSaJs/uqnB62NbGrxQF/FrJQcjx008Lz1dNZcNyEtBH86DkkLgWtpOtWc7TtEzJ+EMra67NlMmf0OQQgwttDb9QyNqfF+rFOhP0vMnmAbl+f5T2m5TV5st2isb1DbfIYQq6UQFzm1brXO6OAtQbNDHk8ohuecvPrWM+JB91LQrXQ2iXonGMlLc+3LzHxHzFZxtb58H8lZOSGPJiAk2XRMkcZEvVO0UtdKDbZXo/3ZvzPtxdMzLNuj+/p/WLzv1Zo0hKQzmPJi+ILX1m9IClNbPBh6NIKI1SGYpEYwqDcxwuG7TUWnunxdRGvDmT0cSN73zfkOXVirGjEXpe/vCv1YzKf9/cgmcNWCQvdUgc2URWxOHi3dKWbCTPfeAxqBXug4rLIPRSkWHPls1oJ/VyPVkwTdOBJ3ioI0gnJWC1udJtWqFLMLnXA8ch/kLvoj7g9XB7TLbRI5IZAVPn+5Ra3Vobq+da9Gh6h3QthaByGwbIf61nPiQRe/0SaLJhRpgsqzS9s0WbS5xlrrRaC9CK0UeXSdZ6uLAiEtyjxHq3IRxNPxAF0WOEEFeWkBQiCkxeT0a5ygeS2Ij472eP3dW343/A1Tq095gcoYZ6ZLbfsOi/ZlSApBMhEMIkEz1AuxlFZ4zl7RwO/3LUbJxUYDI7z0fSIrzLQ5LSRZYabwUS6xpcYSmppf8rLzeFJ7VhhJ0b2B9yQz2ziTDGL7VlH0ZSiUYKOmSQozm7g/7nY1ebLmCFXe5lum8Wx1Z9q9DHPZtyiTTLOPnPT4KUPDWvmMQFfxVIAvQrZaVcJKhfXPvrrUdutVN3Ara0xO/ojWZkFJK4UqDY/WCaugNcmoj+W4+PUWqshnmWgDPXuvsf2C0eF7VFEQNDskowFFmlDbfEaRxriVGkUSo4rVivtaK6Lu8dL3smjC+Hifxs6LS5+fnn1NMtonHR9dCrpFlpKMhyRxSlW1GMiTWf+dxrU0uRIcDM39uNXIHrRAVijB2cR0sIFxgH61prAknIwEkwdYYj0WhTLZ2+nEJcnlIugmubxUY81LQQ4UkaARFPiOutU0UmtTq9WzDH2cWESZRSvMiXOL3tSeCeI/DTSC45FDxS1xV6izzvGspZgkxnm77pf4Dnx3+rSuyU8SdJWC0VDSbKulgVcI2HqEcDWsJtr9I1bHMqrbwDqhlrdwCdjdrNNpN2g+/xzbC7G9Gm7YJuq/Qdo+QfMl6eSUbGrqqqosSUZ9bC9gcnJAdX0bIS3c0LAV8iTGCSqLQFwkMXk8pbK+xbR7ROPZ54vipOW65EmEyvPF4tpTIJsOmZweUulsIqSkzCZMzr4haD4nGR6g1XlwtxwXJ6hQrwbY1g695JDcmrBRTyi1oj+1KZRAiJl06KPjhaA7MTKS7Ypmf/C0D/pdmOsvn42day7at6FQkm9Og8U6TCssKJTROdmqm8GoF9lEmUV34lyTGu1O5yHo6Y91khqz1Get1WPPn44kr9aVEUefwZLwx6Pls2zX1oSuIlrS1XoTnijTNYtpZSlY31xOpXls3afmlzB83DZ+xDnSVOA4+pzuJ6DQGe+dP/Ki+DmVYJ3a1nOC1i5h8wUIyejwtwDEwz2S8SF6ZvlRZAlS2iAE8aBLHk1IPB+/1mB09J7q+hbTsyNsz8dyXMZHe5f25SqPdLj/ZtY88bSLlKoomJ4dgRAm8AoBWhH33177rBCC5s4LKq02h99+zf+Wf08jECTlG8bqAD1jvik5IOH02vcfgmkG01Sy1398l9iqmJ/iJJe86foPnNqLhUvJXl+jZ4ycUhk94klyVYjp+4Igyoye82pMBkGnasTIL8YrI2kpmaaaq4HXsTSB84MEXcMzLQpNWd5H+Wt1nIy/T03YP38sY134usIr+VPW2w1qaxu4YQUpHSwnoCxStJrVx7RCX+C5ScumzHOCZocyTVGqJBn2ab38Eq30QochHnSRtr2Yxkf9UxASVRQXmAimVCGkxG92iPtnSNvBDasko6fhOsX9M2zPxw1rV2q8lyEtC9sL2f3pL7Bdj2nvlGBSoZq8IsliTvgd/3yicV3vSeqa84D3VGNNqYxCmmtpLLm8aysrBW+6Pnlxfwusq9BaUFwI2r3ImQkz/XDT1NHMAdxa0ZB2mRWWZ8Ovdgv+4xt7qWOLa8/dzVc7zqcVvNFiUdt9aqqGEXX5scbwoRCqBhvlc16tb9Ns1qiub+OEbWqbv2By9jVFMrrxu0JalOmYMkspsgS/3iKbjMiiCUFrjTJLKLPUvB5N8BttkmEPVZwvcuRpfCnaaK0pktj8XSmKLHmyY1VFznDvNU5YJWyt49UaN3bVWY5jhNWB6toWurNJ780fyZJT+uodSWHRqX//po5zwaa8FByNXBp+wSC2Z0poJUezVfRxYuE7Cscy6yq7rRSByUK7U4fu1L6xCemxKB9I+3pq7PU9nrVS/Ef4O962frxRyzkauSsPWk8adJWC7qlFq6NmTr8GWsMwth4kZ2ioM6ag/yM+ADQIBJ72WffW2NjdMbQwaVHf+ksst4LtVkmGV0sCZjGszDLC9hp2EKKVmmWkAxCC0cFbnKCCV22gygJVFtiej+OHJMPepe1lk5uDurRtnKCyCMJPhTyaMIojgvbaggbnVuq4YeXG7wghaey8xKs2qEw/Z0f/Czp8zVh/i+ZxllCrYu7I/M1pQFHOVcFM23w/si/wds3OxLk18y8zLAQpNMPY/uHayr9XiHst0E1TQZxxTahory9v9CWUQrPTyDgeOZRK3GmA+6RBtyhmFjvXLDfEg+UM41zyzUmwVHnsRzweFjbPip/yxeYLnj17QW1zByds0tz911huBV1mRL3vrn0vj6eMDt+B1sT9U+wgxPFDbM8nKxST4Zh61SObjvHrLZywSjYdA+AEVWzPp0hvyV61Jo8NLcxvtG9kJTwGkyjFsS1092TxWpkbQr0TXA+8QloEzReoIsUNz6jkMRXXRumf0Z2ckNr/aLJ6UmJx+OT7O8c0MxrKy5+J2wTDH+p592kjLST9yCzs3TUoRpngcCgXwuxzPG8p9m8IvJY0RIG1ao7W3FnKePIroJSge2KztVtcSsknqc0fj0PWaznNoLiVxqG1Kezns3rT964X+58RbOHgBfD8xUua2y9wghaN7V9juSEAk95rVHl59VdrTTLsL8oBqiwQCPLY8GI916b0z2+t8fH+pe9Pz0xAcis18nh6J0NBlwVaKbTW5IXCdR4/HZ5EKd1BxPZ6jdE0pT7T40uGfbLJGLdaI2xvXhL00aokGR3RefVfoMoMrQo6n5vtfQGUWcLw8PdEoz3OTn/DUfbfU3A/3d5V0J86PyYh98TB0EUKTTMs7mzVfX1mcTSUbNQVO01zbx4M5JV2/cuYW8mvgluDrpTaOIHeszZTFMsXA+Lc4l1Pcuo4CwV+OSNYB45iENskubmZBrE9O8g/9+nPDwANjnDwRchft/8tX331C8LWBm7Yofn8bxFCmOaCdEwy3L/2dSEEXr1BPDhbvJbFU8KZp1mZpbjO+a2l1fKa5zzzvQvRbJEtSnLO+lNe7rQuvV8qRRTn1O4SMr0A17HxPYf+KGa9ddkaSJUFybBPOhri1ZtGvtJxEUKgigRVZjj+EvWyQOM3tol63+G6VcRryUh/w5jv0OTohXSkxrHOJT1/xIeH1oL3fY/TscNPNuM7ubtxLnjblQsXjPSKa81jcGvQ3X1RUBQwHlpMxuKJflTMakzzbEVzNnFgoYn74W5CrSFNBP4TOxp/SrC0Q0dv8av2z9nafUats4UThNS3folf3wY02bRHNHhHMjownkgz3GaVo8uCac9M0y3HJc8hSxJ87/6sk5t+J8sLiiXphhSC6oW5oFKa3jBCa0296uM61qVtaa1xbEng21QDDyHMtidRRqt+LsKutSIZ9khGA6prW4SdDSOLuP8PNJ//DZYTXtru/O9O0KJIEyr+M5y4SZu/Yso7Mm3q2I4Fz5qKhD5Tfcjp2NQRV7n1PzXd6I8LhsLWj2w2aquI0YtZsH1a3JHpgusaxwbHkfR7qzEItIZe16KzVq6g7j6rQT3xzaSVybidC3WZogD7Ht0pf45ol1v8RfPntKsVLITpNNOaePgeVWZEvdeoMr/UKDBHmaXEwy5+vY20bKRlG9nFOeblhjxHaIVzSxkgSXM810YIcenvAEWpyPKSypXVjHrVJ7oiPWd5PuWF2nAUZ7w563I4GNJ2a/iDiGbNZ7NTQ864QGlesnc0ACGoPfMQQmBbFtXwcqYspEWls0k6HS0EegCKdETvzX8gaL6guv6Ta1oUjt+g8/m/obbVQ5cFg/0/4Uet88y+hNEZCJkRWAnrRcYZvzVdfJygbnGxyErB2R1tpj/iNgj2Bh6Bo6gH3z/rBFas6QoBtYZCA8OVlOYFZa7p9ySVqv5BlLhKBdOppHnBSFCI26kff66wtYulbXblZ7i2R1ip0Hr+BdJxkE6AEBbZ9Ixsel4uUGXJ5GSfMkvx6i38eotp94hx94zB6SlBvYnl+ahoAoBfb5FOhkaIpixnilg3n+yLGWJeKJQuCH0TTBzbwlmy4iqFYK15ZYHrQuoXxRm/ebPH3519TVJm7AQdvqzvLLLjzU6NLC95d9jH9xzWWqZuXZSKaZTRHUYIAc1aQOg72JZicnoAgDfXAZ6fnyJlevYNANW1rxAXWtKEtKht/HTx78ra5wz2/hPTsyOm3ePFPmvlUigXB9jm3wMw4Q09/Q/kjJbmN3MH6x/xcGhtaHY1P/5BtLlXXkibG0ROJ5J8ha66NBVG9/Rq39/3hGgqSWJBWYO5R6L9n9/CLQCbxUt2/V1ebreorm0SNDs4QZVK53OCxnOQFmff/PeL7FapktHhW9KxaQFUZUk6HpJNR5z0JvSGMY59zGc7rUX5IJuOCRodiizBclxGZ6cURUngX8/KLMcldH3KGff2YmlgDuPuwCI7hVkt2b18EeeCOEppvj09XQRcgIO4Sz+b8F9u/pKzQURWlCRpge/adJohYjbLyouSw7MxeWEyn3rFJ05zAt/BmnUURL1TVFmaTjbLWtS9e6//jjKbErY/x/Hrl4LvHLZXQ1rOwtpoena0VMgHoMJLQnYZ8y0D/XsU5nMahRZGVL0RlAzj604K/zkhz6EsBNFU4LqaSu1+dL1JajGayXN+37hXGIqmYqWAayAoC3Ac/QhLm/tj/ltpYn7s7NS65G7xsbhOfN8IPIeg3qC6sYO0XNa++K+QttHFnZz8yyLgaq2JeqeLgAtQpDGk5xxZrTVZXpLl5SLoqrIgGfVnVjlr5ElMFi9fuS+v3ERLa8QapnG28uJYdxjxP77/wyLgLvZdl4zziLoTMpqkSCEI62YBbThOaFR9At+hGrr0RzEazeHpiLVWhbLUTERGs+ajdU7UOyEedI01UKONtB2ElPTe/Iao956w/Zyg9QI3XLt0bLZXY+2L/5rh/t+bYF2WxIOzpZQ5gUDgUOen1Ph8UXVLOCHSe0Rij1drEa/P/P/sA28cC8YjMyhqrajWV3dfVtroQ6SFpLWi791T4V5B13FNr3654uBQFOakpImkvVZeapj4EMhziGaiIUZuchZ4j8H1NNWawn1iJ+NPAZmYPdwzmxqtciZnX1Pf/AVlkREN3i0+q4qCuG/YAmWpSNKCMHAQQpBmBWvNCn843qdqh3RHKRu7O4Y+hiaKYpLkPY0iRwiBfMQIp7UmzQtqrHbBtNbsBB2ORZ9Bdh7sc1Xw971v+Hfrf4Fr2SitOepOFu/3xzH98fmAMpEDKqrOaf98G2f9Ka5j8WyzgWPD9PSQbDKkur6DE1Ypi5z++6/RqiCdnCBtH2k5VNd/ght2ENLCcnyaz/6awf7fA+DVGuQz6cm4dzY73/miPm2C7/kMoMIzKjwjKUe8O+qyK3tI64RUKSKV/tnE3jwD27k7ORJAPD1fY+r3JLaj7+VgM4gdBrHNKLb4cuPpOh7vwr2Cbp6JlQPuHOORSTFPjy1cT1NvqCdnDyhl9u3s1KLIr1+tNJWks9lcewUB9VWgNYyHEj/4+AO5kGYKr5Va6BrE/beUqQk+ujy3y4l6J0YYJs7oj2KEEAS+gxBw2p8yTmPeTU/5ReMlFd9CSAvb9wkaHfKzLqNuF388QCuNX2+BENe6z1bF1ZX6SZTiOBbeBTpaUSoEMJwkfNXY4Sy93tmWlTmZynFndSYpzYDw7fCQQTah7lSoOD7vp6c8C9eoBdbsoRc0qh6Nqs/ZIOLd0YBq1WajUSePI/rvvqGyvo1XbRC21hkd7+FV6oTtdUqg/+5/wa2sUV37CU7YRtoelbWvyKIe0nawXd9YCdWagJkBFEmMUqUR5pnXfmHhjOFbdZ53AvaOa7wU2+QqZVTe3Kk3kl2G8vSTCMpKQb9n4oXrmbWgsgQ/0JekBVRpFurzC8+61oLRcHUHm3MI0kLeQxTn8Vg56M5Fyl0XsgeoNJal8VQTAlxvFVbD+e/C9ZFPa3ORxkNJnpvazm0Q8n6j4F2YLy5+GJy7xoauWZS62Fp4NnFIimVMElPvGyfWJaGRRMcc90YEvksliXBDw0vNou75N7Vmcnqw4MRalqQSuDRr59Y8Wir+h70/8Kq6SWh5BL5HmSWE7Q3csMqGH1AJHLLJiKDZocjSB3OcoiSn0whRWi8yZtuSWEKgtDkyIQRxkhN4DnlestaqwMn1bSk0300O+ev1L2nVQ6qBi2VL6lWPfz7a5x9736FmE3mlFW2vRiMM6DRCHMeiErhUQ5fBNOb12SGWtmk3QoQwWW8y6BI0OzS2X5qFsgvIpmcMkjHN53+DE7QMF3r3r4h6b8jlAI1e0PIsx8VyXLSeDViLE68YHb5fCP74ns2XL4xP3XiakuYlSZoznKRIKQg9h0lsHtJq0cS3qvSsA3I+7ow4S02MAEEcaYacP2e1usKyzL/zXCzKhxeRJoIkFvd+zuPcCJ53Kh+AH7YE9wq6k/HtXRmrwARHU2fV2oxaF2ld82c0jkxLcRJLXE8jpSmUhxVNFAmKXDAaSNN2vMKd1Gw9fYYNT10j1viOolMpWJsZd8pZS/XFUXitmtObGnvqea+9YymSmbr/s1aKFJrxrOXTkSf49g6Vtb/ECcLrv6o1k5N9Y2szuwC+a+NfWbTqTyIG2YT9yGaz0iJOUpywhldtGH3aPKOx85Lp6RFOWEWrgQm8NyBOczzHvrRYNt8fpTRpVtAfxexsmEaEef14NEmoVTyyvGA4SaiGLp1mhdPezd1fWhuWxGAc49gSUUCc5Kx5DRpuhX5msv6zdMQ/9r7jWd5mUtRpB3WyvKA7iKgELr96/oqjszHfvu/yfLuJ51iUecbk9JAiS3BD02Vn++fnuSwSBnt/R3X9p/j1Hfz6Dm5lA61LymzKYP/vUfl5tnqtxi0s6ttGfD0Z9S+9X6+aQVEpzfaa8YaTwvwbzAxAnkqa5Rpd65Aza++jDby2o3EcUyY8dw8xidVkJKnVFbajSZP5c38ZWgvS1PDwhbg83t/2nNrSiAF9X1g56E5GcjEKPQ6CaAp5bhOGJr9othR5Zorb8dSMVnl+XpOdzkpwYUUxGpoR8T77IYTGvkXV/iHQ2gwgj3cDPkfgKL5Yj+9UQ7It2KjnaJ2zWZcITPdgURry99nYYbuR8aqT0OLXVMVLWp2fUVnbwqtuUln7gv67/wgXXB/iWQkgTnLSvKBVD6msbRH1zxa6ua8nRwCcJANej4745V/8DGlZTE4P0arEDavoskRjsuYyS5H2zZxSS0rG05TGhWy6KBXdwZSNdpXuMCLNr2cf80ATJTnl7OlrNwLedbtMi9trc1lesn9yXoKwpcVftb/kN71v6WWGR3uaDtmtdihzeJ+eUh1XEEjitGASZ7i2hdKad4cDvnjexprdWMmwj2WbMs7o6L0pzbTWEULi1WB0+Fuy6Rn17V8hLQewUXmMLu92xhBSUtt6bmzlaw1AMO0eU+YpRRKbkskF5sR8JtluhIS+y9HZGBE/A+DM2l+ij/LDQmsYDeSlksH5e0Z2cji4u/17MpJYlqZS1aSJYDiQrG2UtzKXPFtTfaKy4ypYKeiWhclyn26INCyIYWYBmjwzgfYu/m80vX/RxfUUrvu0pQXgiezXz7HdSOlU8nvJzwnBop0azM1T8dSlaVKkD1iz/oZKxwTcxu5fmUWaWSZgdBS6pp4bZ7w7GrDWrOBW6vh101mVjgcAxBeYAc/ra+h0StB8BVqTTcfEwy5etY5bqREPTOniotWO1pqiVNiWRAiBY0u6aY7v2ViWXNDEpnG2aIK4ieurtaYsFbsbjcUiX2j5VGz/GoNBIPiqs41rW2T59UUJz3L4vLZFr3veltxNxgTS4w/Zv/DL4OeEMsSWFrYlGU1TWvWA0SRh72hI4DtstE3JJh71zcAza3223DFalbNACcnoAK01jZ1/hbSMtvBVb7Zlxzo/j5W1c5+65rNXaKVIxwMmZyYAXy3nzGvyz7YavD8C4meM5Nn54upHgvksdnyz2NxKKEtDJcsyODmy8Hz90bnOrBR0o6mcpfwfAvM6zoeBbUN77WNmk5uSwlo1XyLEcS7/vF7T5CUMZudqNWFoTcgObqWOkJL69i+Rljt78M05KbOU8fE+WmvGUUo19Oi0Ktiex+D9t5foXet+nXeczcoZkkqzCUAyHqCKHL/WMoG31sTxQ9LphDjNF51lGhiOE5o1nyQrTM246iOF4OhszGAcs71eZ61VIZwt3gWeQ5IVFEVpXIVta9HpZuqq5jyEgYt9w0qIFIJOUKVVrVAUJVGcL2qeN+H99JS96Rka+A/Df+GL2g5f1LeZRLNFR61xHIvRNCVJC+oVH8+1UHlGnpeUSuG5Nsmwh+0HRrpSCNxKjXR8yPAAGrv/CidoUd/8C0ZH/8SytsyyyIl6p8R9U/oJmmvUNnYWTBQhJV69hVdvEg96i+BcZukl0XfHtnix3eTdYZ/d5Ce8d/5AIT7YQ/0g2LbGdvTSxfDVYbLbLDXnMk2Mi8Xj7ZSeDqtluj9Mt9wTQOO434/G6UPhO4ov1+Olykd1X/OLnRJLmn59I1wNSS5437s965+mgo26whvt4lZqhqAvbcpswujgH5dmRHPhF69SI4+ja3zaV81N9od9Wm6V0PbxKnWEEPi1Bkop0vEQr9ZgenZInuVMopRK4DKepgtlsLWW6ShztaY7jAh9B8exWGtVGIxjDk9HbK+ZGm7om+/uH5sOssCzOU1yPttpXat73naJP6tu4kibWuhhW5KBHROl+aLueRP0LAiu+Q22qnUSMSXQ5hwNxueZopSCd4d9Njs1ahUPy5ZMJ9mikUOV5UJfuLb9HL/WNIF3Hxo7vyZomXrt6Pj3l7QuwFD4Lspaxv1TssnQlIpqDaQ1b58WhK1zfrBWCmHZC/ofmIXI51tNkrcFjXKDoXVKcUvL8fcN24FKVTHsP3ZWLYhnTr628wlmukoZvu2nimr1Y85yoRkUS0sKnq355TPjRnoRtgW+o2mGt4+ESQ6uDZHzT2T8DUJaKFUwOTUOvlpr0vGQydnRYspvWRbVjR1sPzDW5Cf7Rq5x1n31YnOdF90uFtYiIAEgJHH/BCGl6dwqCkAzmiT4rs3B6YhO09QWh5OE8TTFkiZTe380ZKtT43QwXYwDh2dmml+veliWxLYt8ll32zTOmMwy8kmUMo1ztjdbaK2p1mv8LH/Of9j//eVzJiwcy5QG8qIkSnL0LODmquQ3vW9IbqmrDrIJ/9R9z264xrOwghCCgTglLJq4ljM7BYKD0xHOwGJ3vX5pEVLlGaOj96iyYHTwDrYNTzcdHzI6FNS3f0XQeokqMyanf7z029EFG6M5yjxjdPgOb9Kkvv18YYd0EUJKahs7eNU607MjwwnWGtuSbHSqqLOX1FWbQ/s7EhF9NDXe6iLoPg2k0HfGb6WNZbvvrN5c8RisFHSz7KkUxr5fBKH+qKYVV2HN9D2vQqDZbSm8R7Qtz4O17Y7JslmzwfiIZHSIUiXZZMzw4C1Hp0OiJOPlTovmznOCpqEijQ7fUV3fRpUF07NjvFoDr1rn32Lx//vdb2mvtbBntuxCCLxqnf67b/HqLdJRD0qzSPr2cEBRKk66E1zXNuI6aYFjS3Y3GnQHEaeDKXFyufZ7eDqiN7KxpKRVD3AdizQrUEqTFWbQsC1JpxEgbQev1uBXL79C/X3O3x05qAuZvBSS7jAiL0rCwKVe9RhHKUVhvK1GeUSmbqYLZaogyyYMsyn9bMwXtW1C2aTHGRtsUpSKF9tNlNbsHQ057U8pleLFVhPLMs/NnGerVcno6B1B3KbS2SQZHaCKjLD9Er++QzI6oEjNoJPHEdlkeON+peMBg7LAdj3CziZSWggpFzVfISVupYZbqdF/8yfyJEIIQacR4toW3YFLmNQYiDO61j6JmP7gj7m0zHP7FCVHITStteUO5RcR55I/Hgf8Yju65iU3nww9ZbZ852NtWabWkmefVtAVwnSgfcwCN1JqQudqJq4XFtBPOeoWyZBxOqIscob7bxj1B/SGU3pDs/KtNTiBqZFqralvPTNdFTNMuyeAoBK4/Hr3BZ999bMFpxTA9gOCzian799S8R26w4jhhSm4JQVoiGdaeUppzgZTlNaXAu75WYBk9tksL+g0K4sb/7Q3xbUtRpOUMHBQIqL14guEtPjZT37G/zWo8Pbd8aJuLZB4rm1qyPWA7iBalBZsYfGqusUfR3vX9uEqFJr9qMtZ0WM3WGPLW0NIQVEqXu/3qFd8nm022DseUpSK98dDnm82FvoNF5FFU/LkDY3dz0inp2Rxn8bOr2k++xsGe/+RIp1Q5tllFbclyKMJeTQhHvaM7VKtge2HWK6LlBbOjJNdWdtisGccQIQQ1Kv+YrYgjgVBXqVrH9CXxz9o1iul6XyNo9WNHm+CkOCuVF4UFAr+6aCC7yg2atliMfpg4FIqgecoo0zm37f54jruDLpFzicXcMFcvOAj181dZh/SDDXPWk8TcLUGLXbwqo3FC+OjPdLJmN5gSpwWBJ5DuxFQabaxXUPFEkKAuKCaJSRBo006GVHb2OYXuy+xZuTq+fQ3GfVRZUFllmLXQo/jC+22pdLEaX7p3/NFqbuQFyZT3mibenBZKnrDmPE0JUoyfvXqc4Q0IjTVzgZfNlo8/zJj2j0mnQwZjqbUQm9RY91oVwg8m73jIaWCiu1jCUl5B4tgjjTTfJedsif7rPtNftF4gS0thpOEKMmpVz1GkxTHlvTHMc1acGmRT5clRWlagHuv/0jY2TAdbYe/pb79S5rP/pbB3t8h7QnCstCrLKpojcb41jHqG7lJIQhmdd5lXYFSCmoVj69edDjuTrHGDrEzNhnvD4haXTEZLefi3gf1xn2eI4HSEGUWb7s+xyPFTjPDtTXveqblVArNZ52E9iObKG4NumVpuj8ee/DfN4Qw7caPnSpJoam4JVuN8+BwMnafTGjElpdHYSnM1CYrzMLZ4+GjrP8DYfslyXCfPJkuPMDWWhXkrK5aabYuUZGuwp3JGnr1JrosFwF3/l7//XeoMkfMst5SKc4Gqz+4UZHiSAtH3nw7Kq3pjeLZ9jXDicmi61UftCLqnRLODCYt2yGo2FisMUyn1+Qg55meP5gyjXM2/CY/b7zgD8N3KwdeMGWH/eiMTMT8vPGciqiRFyWDcYIUgkmU4Tq2WRxcN4uDVxkWQbNDmaVGcc2F0eHvaD7/G5rP/5agcYi0HKbdo3u3UmutQHOnt5wQAtex2dmoUZQlz6Kfsuf8kUT+cIHXskzgXYWXexNsW1OpPix50TOjhW9PffwLTRNKC972fAZxwatO8uDE6NbJ9+mxxemxhfrELEVcT1O71ygHpvXW/OlUcp63Ej5fi/nJZkzdL2kE5s/z1ofjN6qZVqr7iFruHFp75OL/QmP3vwVdGj6oUpTYHJ6OOTobI2eiNOlkZJTE7oCU1qWAq4qCeHBGEsf0+lPKUnF0NiZOcqbx6nSkf+x9yz8P3lGokqP45uCyjGOrtGZ6dmS0fy/wGoskokhjpGXj1ZrUNp9hXRHJ6DQrVAJjw/MsXGPNu27BcxcaToU1u83ZNFqUWpTSKK1xHYveMGISZbw96NNdMhDFwx5+rcn45IDx0XuKZMr07FuKZETY+YL2y7+hvv0Sv9G+977dB5aUdJohvgx4lv8UX1We3FhgVQhhWAePgWXphbLgI/aEpLi8kVIJBpHNKHnEgHDbm2nyERdEb4Smea/puaGUdCo5W40MSxhxjZsK55Y0DQlRNj83TzkgzRVeHw6tQfFzZPB/otL8P6JLY6ZYJBHHr7+h2xtRq3hUApeiVEySnN0Xu3iV+wecLJ6QR1NcWzKNs4Uu7tvDAYFnL/Rp78Jm0KLhVng/PWWQTdgKVgswrmOhlSZJCwLfIRn2kbahUHm1JjJN8OtN3LBKkaWmaeNCW3Kj6lMJXN4dDpjGGT9rvCAqU8b53QPQut8gLlLGeUTVfoZykmu3QuA5RHGO0ppSaWoVj/E0pRq6C8qbALJoTNDsMD58j+X6SMcli3ozOtnLS9t8qHjQKqiFHs9nTRTP8p/y3vkXUqLvfXFN65ke9yPQaH246bnSgmn6cC3ePztZb2mZUe5uaKpeie8oNus5vr1aoHYszVcbMXkp+O7MJ8mflh7Rj8SDywtaQ8nfIsL/J7Vn/w7Q9N78T6giY7D3GldqttdqKKU56U1o1QM2NteobT7DDduUeYy6o432IpJhj7IwpZfNTtWwCZoh/VFMo+pjSdO9dRMyEmxcPq9tA1C1A7aC1o2fByP2srVW4/B0xIut5iUPtrnLsFdrUKQxfr1tpu9FThZPiftn17Y33+dyJiryV+0v+Z9O/plC3/5ATfKYNa/BmtdA2AXTNKMZpricayFM4ox61WMwTtBac9ydIIVgZ6NOs2Zchss8Ix2PcMIa1Y0dJicHpOMB9e0XjA5/C2j8xjOi/ltqm88os3RhTf/UEEJQCz2ebTY47duI5BcMrGNO7fcf5PduQ/7IoCsuqJJ9bPgUU9kbIS3N+kZ5SUAHDAXLd0percV0KjlfrMd8uW5KB591UoJ78vMcSxM4ihftdKb+9bDs9GzqsIyffzC4/2XRWlDyN2jv/0Zj93+HlDbDvX+gSMYz7uz51FtpzVqrQqVeo7n7krD1gkrnC6R9efqtlULd4OQLEDQ6oM8dHSxLYluStWZIdxgtqGFSCgLPuaSxAKDF3IDSdI15lkNg36yTKYVgvVWh4ru83G7daHopbYfqxu5C3MeyHYJG+5IIzUU0qj4vd4x4TWB5/Lr9OXVn+WfniMuM99EpA3pglWz7axQiZyzPM1FVKgLfoRK4C6U0pTWTKOX98XChG1GkMYN335CM+ni1JkUSkwx7aFUwOvwd6eSY5rO/xg2bVDqbyKs3+BNCCEGj6vNqt8V6rU5TbZhSw/cIpXhUdu24+qP2QvwzynTN4tm5ULopG2zUMjxHs1YxQacdFisIJF9e4Look7j4jIC6XxK6MWdjhyiz6EX3MwyMM2ni9aVNC8apWEhprg6PnP8zUtmoMiOP+2Rxj8nZ0WIxRWtNbxjTG0VUA5fPGi1sLyRovsAJWghp0X/3vyy2qFSJLgukF2C5FdzKGnH/7eJ9t2q0Y0GTDPuUeYYQgrVWhWY9YP9kRKdhMt/t9ZoRRPccTvtTilLhacPztaTEsgRpVlIN3Wushnk26numq+yqbc9F9+Cg2SFodK51rFmOS/PZKwbvv13q2JBmJWlemsDuNai1A/6u+zWT4nqpwXE0AkmRwygq+KfkkO1aRLvm0FHb59vMS3rDiBdbTZKsYO94hNaawThBYKbzjaq/UFnLpmOknczKCxPiQRe/0WZ09DvWv/z3NJ//LVornLDK2be/X43VsAKsC5q+UfcErTWWNDxqAD2eLa59Tzze0VAulW5cFXlm9Bc+ZODV8IBn1ODPIuhKS1OpGM1NcxI0Db/kZSfBsVbh6ZmLs17TWAI2G4raBZeL07FkGAnOJobPZzBrM5Sw1ciZpCWlFvdiNmgtiHNJ5YrC0SAS9CNBu3Lfm0aAUpTZlOHBb0iG3UXATdKc/ihZLOZsbrSpbuygy4J48J4ymzLtfntpa5btgO1guVVUmRpL9iswtuSSsLXB6PCdYUdICxFPeb5lHtppnJFmBZMopVkPGIyNIWA+O5lFqZiXf6PZApzAMBN8z2jXzjvYLp8/QzuzbUlRKjafv6B6CwtDFcWNUpO2bbL0uYnluIixxPLt+AT8uvU5rnSJ5IjvBqe8HZ6R5E1aDb1QHQMTzL/b69GqBzzbqDOcJKb+nBYcnI7oDSOebzWN3KQQsxlJjvB8klEfy/VwQ8Hw4Lc0dn6NX9+lSMY4fnjuLvxICCGRtkPQ7GB7AarIGB/vI6WgVQ8ZT9PzGq+InuQ3b8LckOBh0d08L2FFk6aCojB//xBlhpOxy0Ytf5DNz59B0DUKYkbURhO6iq16Rt0vWGIoe+276zXNZx3zoFVvUCR61lLsNmGazr2VBMcjSXxBmKPqKT5fi9kbeJyOHVa5aUot+OY04Iv1+JK0nNaCaSpohavfMJo2IJHOrKZY5gtB7bJU7J+MLih3CdY3N7A9H8utUCQj4sF7lpVJbL9O89nfoPKY4eFvKct81t02IBkNsP0Av97Cdj2qm7sLEZb+228Wvmpbszqy59qMpika8FwbrYtFkANo1QMsKYkSk+nWqx7NWgDCWMWroljoQWht6tJRnLO50WJ9u2M0IxIT0G0/vBak5/u2LEMMPGcmCDMgn3W86RvKRuM84Z8H7/lX7S9oiQ6/ajR5W3nN4WjC28kxLyob2BdaISuBy9kgYmutRqPmMxgnrM9EfY66Y94c9PFci3Y9JAwcLClRZUlj9zOkbUoJ6fiQ8bFDfesvKfPpQj4yi8aPzniLJCIdSbxaA7/eRJUleRyRjPpUAmfW8AGtcosj8fqDNk8I8XDH7mZL4Yca19UMB5IiF5SlMPTRJ0apYL/v8ryd3ttx4hMPurOA2y4BzXo153k7XRo4bakvXUwp4LNOyUZdr7RoJQQYGVdNPdDsNBW/3bOZXCj4WxJ2GymDqU2+Is0uLyXfngb8ZCMmuCDT+L4nebbiCqzWkoJ/D/gUyZDB3t+hShOg0qzguDe5JO7SblYJGi0QRnnMdqucffv/XZhTXoS0XKR0KPWU8sKqfpnnaFUSdY/JJiMau59hzyhZWqlr866sKNk7GgCCJC1mimFykeEKAUlWoJXm+VYT/0IPdKWzSaWzyejwHVor1MzifbNTQ9oOjd3PyKYj+u++mX1DUN3YIWyvL+yJhBDYfkBj5zOG+28W0osXUQlc2o2Ak96UzaBFx6vzz8O37F9w2Jijl435h943/FX7SzzL4ZX7iufrKWUuFy4Uc8wVzfqjiJ31Okpp3h8N6DQrbHZq9IYRtiV5c9CnVQ/MoiQwOTkk7GwuOgXLmfdb2PqMdHxM89krkvGA4d7rJXfF/ZBFE4b7b2hsvwAhqaxtkk6GoBT1qs9LS1IdejhTh1Nr74PweLU2AubZPZqxxIxtVGsoKlW10M1tthRlCdPxh1q2EpxNXbJS4tnqxrizDJ900JUSOusl0jICMdcPXFPxYL2qWKtqqhdKBgLzoD906uE78MtnBb/dszEL9GZDloTNesbewGPVKZIU5ua5WCMqFIxiQWMFHWDNOiX/5tJrRRKB0gs5xHzGcfU9m+31Oo4fYNk+edQzIjgqX9RG5xBCGLuZvb/Draxh2R5lbnzTwvY6fr1FmSU4QeXSiUwnI/P7F2BL00LcHZrXjfHkeeDTGiq+Q7MWXB4cHRe/3gQhLrknxIMueTxFFTndN1/TG0Y0a/6sDAGTk31szyPqnlJZ38IJKkZ2MYmM1OKFqfnFjHitWaE7jClLhS0t/qL5GRU7YFrE14JvYo04KA94Zb3EwsLS4eKJ6qYjWm4VKSSh7zCJMtKs5PB0TKse0Kw3OTgZLbR4B6OYTiPEsowIUDV0aZeKMs9ov/opYOyVhoe/JWg+x6tukIwOcMMalc6mEZu/ZdFzFeTRhLPv/gCAX28RNNeI+qegNZXAJfAcxAn4kypdeUDfOloshj4FygLOju0VZGQ1tmNMDYJA43lG1ObqszwPxjdtQ1z6FzykpDFKbKTQtMKCml+igVF8exb3SQfdeuNcW2G7kV46ZVJovtxQbNbVkzQbXIUREIdfXQq85vW1Ws7J2CUrV812BX86DmlXcnabpjU4LwWDFYOu4hlXiShFEqO1IssL0qwgyQp812atWcH253Sl6JKqVZlnMylAQdBso4oCJ6ySRd1LfmrmOAWW42A5yxYPl+9zJfToj2IcxyLJLrdSeq5NfxTjOhadZoUkzfFcG1XkjI72aL34ElXkJOOBsRWaBZiyVJRKUa945EVJeWGRrUhiKuvblHlKOh4sxMBVYc7HJMpYa15mKUgp2F2vczacEsU5lpB8Udvmj8Pr2gyOI6j7LqUqsK48SoHlcZSdsOWtM4kypBBstCu4jk1/FNEdmqz36GxMs+7zfKvBNMlpVH2KUjGaJIwmCfbMmaO6vo0QgmS4RzY9o/Pq3wGCZLRPZX0bJ6gwPHz7+MW12cCbDHt49aYZkKQ0bcVFzu5GnXYj5N1RgF+EHNqv0eLx0/c8N7rdRQG3BT/HNZoqlaq6s/nhtoSqEZS8aJ1zq88mDodD99bfvg1JIZkMLc4mDsUds9xPljJm2ZpKTc2CX0kzOGclzAPus9aHCbgXEbqm5nuxqcG6ZwattCArJacT9xKFLCvu9nXU2qfgv+bizVLmOdGgi9aao7MJo2mKUpokK8jyEnGD9JrtetQ2n1Hb3DU6rVc+V2Yp/XffLF2M0qpElQVaa6JlfFjbQimF0vqSAhiYJof1VgXPtalX/ZkYTkSU5KhSLahfWTRhcnKAKnJTwsActkAwmiQcdycMJ8kiY5+cHjI9PcSvt6htPqPS3gBtWmQDz2G9VVla923UfHbW6pe8276obbMbnuvVtusWP/G+xNchYsmDGtoe616L+XWZW7+PpimWJcnykr3jIWHgMBgnvDsaopRi/8SoirUbIe1GCGii7jHT08PFeVdFwrT7mtrWL4zFuzBCN60XX84Ww/wnIammowFaKaprW6Z85AVIaQxLX263WJfbbBWvkPrxYSRLBcO+vNU9xvMVG1sF9cbdAfcmWFLTCnNedWI8R+PZ5s92I2O7nj2oOUlpwbuez8HQIysl6g4HnE8207XkvM1P41h6sWgmLgTc74scvdtUxBm86z3kTjCMCcdW1wRw3vckwSyo3wTFl2g+u/RaMuyhcmN5kxWXM0ohWMmhVzouta1fmN7/s29RZYrWmjyOGOx9hxsY7qZXa+JV66iZvbslLRw/YDocctKbLByF53oH9Um60E2Yw3dN99rnz9poYP90SHcYMRjHfPVijbh/hipLyiVUL0tKBBrLMpKFF7u9EBLLO68zx8MeRRpf4izfBN+zqYYuo4kJdLa0+HnzGXnYpSBHyoIoPKST/wyJhRSmrFFeGDUdzG+PZJeqaiGRDMbx7Hwwy2hT6lWPNCs46U0plSbNStqNgMbMC05rmHaPiYc9Gs9e4fghUc8ohl3kVjt+iL31HIDp2ZGxcX8CTM+OaTx7Revll/Re/5Eyzwg8m5fbLTgECjiyv3tUqSEINbbNDaUFTbN9uWZ78b2LC1l1v2CaWZQXss3AMUYARrtaUfWuK4VJAdvNjO7UWXmG+lB8skH3YpvfTsM8GALNTzYUu99jwIUZZ/cRimZr1Rzb0tdGSI1gFAt08+bEpcwzSvKFzKIqcpKRIehneUlZXt6v0HfJE6MTcNspst0q0nJwK+vYXp3B3n/CcjVrX/yc4cE74kHXWMXUmmitjZD2bMzxG22sXpcoyXnX69JZt/mssYNjXRY/N1Y8OXlR8qzRIEpy/unoPX9/8IbPKhv8pLNjvNOUokyTS1QwrTVZXiKlwLEtWvXrzQxuWF0MMOl4uAhCTlChSGPymZtw4NkUhVoYXoLJeCvBedAFsIXNT4IvmIqB+Yw6dzhozhbAzvpT+qP4EivD0S7H9mu2ild4jjOzdPfYPxniuRa9oWFczMfChUechkrokheK0HdQRc5w7zXNZ6+wZ4HXr+/gBE3yeLDYbzBSjsBKgXcxM4gzBGLRzj2HKguGe6+xgxDL9Rd8bN+zebHdIhy4yKmkbx0TidG9Z+haQ69r3RhwXc+UFM6zW41rGS1qIYxan7zQaHM1pxCz/8zXcW6CAKp+SW96mbIWTQVlIRYz6w8u7fgxQkqNdcHddz4LFALW699vwH08BMdjc5Nb0ojtXLxpT8aCtapgo748qKuiQIliIUQzPHi7IP/XK0bOML1SP620N27kss5RpGPGx/+MtD1Dn1K5oVzZDo3dlwwP3pJNxoyP93D8ECesUCQxta3nOH5IY2ObF2nG9G3Cf3z9mv9Zv+G/evkLPMvFcyzSvCTLC7SGSZLyP/7pa/442GOYxqz7DV401qlVPKOEZtkErTUEgiJNmE6NIPlZPzI12I06zhJ+YDYdYXs+2XSEdBy8WpN0PFi00SqlGE/SmZuyWDhozNFphKRZQW8Yz66UoKZa1Ghd+61JlLKzXmOzU6Uaupz0pkxnrAVPV+gUO4Agy0sOTkastSrsrBve7ue7baI0J82KRXa90a5gWRLHti4dmypyBnuvqW3u4lbqpNMzvMraIujOMW8UiQfdWzP7NCsYTRJ6s4GiGriEvo28cn+osjA+b5iOP2k7FImxW9rq1CiLXapJi33rayZWf9lPXcO8/DweSabj5dxcz9OsbZaXygmupfliPb7Gbz8/+JV+/vrXBLxsJyR5SJRddlY+7UpGQ8nGVnGt4/W++CSDrudrZrNGGkGJ+z161q+CUq00g78Ex1KsV/NrtJNSCf5waOHaJc0li2pOEKIJZ66+vQVrYG40eVF0pl7x8D0bYdnoskTc5ks9gyqu12+lZdPYfkkWT4h6pySjvuF0rm2Rjgb4jRbpeIDrWmw0awyzTf5T92v+31//AztBhy+amwgsilIRlyl/Gu1zOFMX2/Cb/Ov1L9hdaxiOLqDLgv2v/0QYOBSl4uBkRJaXPN9qImeZzXxg6Q4j8rxke72G69gUacLg/XdI+/qin+vYfLZrrH7mmeVFCCFo1gIG4+RuP7WZqI1tSTaePaNWH3Bw2GUwTihKcAnOPwuc9qdUApc4yTkoR7TrIRvtKkKYTjXLksRpTpaXM5PO8xtDFTmjw3e0XnwFQFIeIKRlMtaZNKVSJdKy8GqNpZoTYMobbw8Hlwbl0TTl8HTM9nrtWuC9+PsXA7nrWHy22+Lw1CYd7ZLKiJz01uBXliaDnIwlZXlDwPXVNft0Ke4IuI+EJWG7kfHmzKeczTxNpq2ZjAXDgbVYzHtoXfmTDLoX4Vrq3uTkD42kkIsLdjdMQ8cX6zHuDd1zhRLs9SU1v7x2rEWWUpAiLdu4+s4WmLSGo7PxpWCxtVbDkoJ0PMByXLzq7cpic46r2Z5esBtsP0TlGUWWkkfnQuVR74TG7iu01qY9WAjaWcnmpMmv1Oe8m57w9Xif99EpW34LjWYvOqPUCktIvqrt8qK6zufba1QCEyAtx8Wrt4ATtFa4tsVnOy2iJKcsFUHFZTBOODwZXYqZWV5SmU2Ta6FHJTi3MTdW74ZON/8zdyy+iLJUnFzhON+EvFD0hhHrrQoIydrnP6fS7tI/2uesN6Y3iK4tIM4z4Xl32g41At/hpDelVQ+ohu5SVw0AabszznKOtCyk7eOG7VmTC+iiYDrokkc382lHk+TaLAigN4qpVjzqFe/aQuNNEELQagRoNvGGIfv2n5jIwY2BtyiMimGW3vTwalrt6zXcZlhc4rPfBinOnydT7VntWJpBQbuSczoxTU5SQqtTEkc204kZIOKpwA801fqyOvPt+OSD7scArQ2ndo4osyhXHIjnAXeZG/BFHI8ENV/yon1ePtHaBCUL13QmXRDgFgKqM4rWHCe9Cb7nsC4Eth8uDbpKlWbVehYggmaHIjUCLPGgu2h8iOKM8IprplaK4cFbKp0N/EabZrWOG56a7xxB26vxm963dNMRb6bn4tqutNkNO3xW2+Sr52smGxcCy/VxwyrSsnGCcFEWmMQp+ycjlFJIIVD6eu9YMqPJAfSGEZXAXVjnJGnB6WBK4Dl0GuGC8TA/Hs81vy+l4Nlmg2/edS/VaG/CaX+K7znYoz5Bs0PYXkdaFrZ4S6cR8v5osOgKXIbDszFrzQquY3HWn7J/PGS9XVk+IGQJ46M9ws4GluNRZlNSrbDcimmiEIJ0PDTi6DegVvEIfGdpYJ9EKfXKzeJDyxB4Dp1mhfE0Zbf4iQm81mDpZ133tiYIE3Bd7/JVtaReOhu8+l2AtapxYJmvtbztSt52rwb45RsSAnaaGUkuGaf24rXOekk0lcSxIE3Fg7PdjyxHfBx2W+qJHBfuhziHw+H5qTSJ0Wqjat0v7gy4BsZ2/WJwL4sqhf5vjdlj/+xSTSPNS0ZXWAKDcUKUZCZrzVKy6fiSB5cqS8aH7xkdvkcVOUJKxsf7TLvH5Em8OCatNX4QsAy6LJicHFBmKSrPsT2PzvY2zzcbuNLmX7U+ZztoL1wiXGnz69bn/KzxAoHg/fFgEQRVmaNUQTruk8dT01CRFSRpvigr2Lak06gQBo5p/7UkW2s1qoHL9nqNSuCw2amxtVajN4w56U2I05woznEsyXASs3c85OhsTFlq+uOEg9MRkygjTnJsS1KvrhZ8tNKLGcFw/w2gZ621LVzH4sV20zgcL4kaQsBnO62ZRkXGZqdGJXBJs5t5t0UaM5otaoIpBamZ1KaQlqH+2TeLMDm2xcvtJvWKRyVwCH0Hx5ZUAodWPVg5y70I37V5vtXEwqZdbt9IJ5vfdlJev/eFYKnrg2sZ5sFNEELzxbri37wq+Mvdkk7VdJs6FrxaM6/P/+w0NbepAzqWZr2WIy4s0AWhpt4sZ0+BYDqR9y4jwp9ZputaT+vauQq0hr2+JJ/RTEoFvelqamOupe7lt5QWgnc9yS9n9ut58SuU8xxVpKTj4eJzRaHoDqaX6EtzzCUG0/EAN6xieXP915Lx0XvjsYVZ9XYrNZrPv1g8fFk0QRUFWpUko/5SwZVJlJpGh4M9BoMxgWOmnnMWgGs5fFHbpjdzvG25VdpejbHsUVVN0sxMt0NfQZExnZ5y2p8ghGCjVeXgdIhlSZr1gPEkpZg1R7zaaTONM5QymgntZkij6l+y6gk8UxMuS4XWE3qjCNuy2OpUyUuF51pE3YxG1ee4OybNCsLAZRLdrAl8ERoYjGNqFQ/HDwGBtGzq288ZoWE85OV2i+EkYe94eKlsoTWc9SMcW6KBg9MRL7ebpkFEaYaTmGrgYl9bMNTE/VOcoGLasKVCSBsJeNX6rTVdmAXeHbMwqLQmy4obJTPnyIsSS4oba76+Z1OveOhpE1cHSz3X4ljg+4rp9CnyPo1rwfO24uUNhq6WhIvKoj/ZLGmHgm9OLZJ8edBohQV5mbI38Bb8YceB9lrJ2YlFkkhOjoy9kO9rwhUaNuDPLOj+EDgYCPZ65zdOqQRJvtqNtNM0Wr6rQ9OunH8+j6cIeXnkz/KCwThZOOlexdUanmU7s0W4/iLgAtieT337xaVsx505y0b9s6UBdy4EHsU571+/XjQumD0/DzC2sHCkRapy4jIjUwVV0UIgFtP90/7UZDzBudTjcJzQrgc4jkUlcNlsVxmMY4ZjExRrs+nw1Xbm+Wu9YUxvGC3KDkWsgJzhBNr1gGKmf5vmhjM8nCR0B9G9spnRJCVJc6xRH69Wx63UZ4H3JSPeko5H1CvewjX4YuAdRym2JXm+1eC0P+WoO+bldgshzGLVJM7OFxdnCmu1ikeRJvTe/JFKe4Pq5jNsr0Yem2u5rHHjJkgh7gy4SZrz7nDAeru64F9fhSUl7mzKuez3tQbbgUFP3ssKzGhXX9saQsCvn5fU/NUFoiwJG3VN6BWcTSSlgr2eRF2QcRUCNmqm9PK+f97W7weatY2S02Nr4a4TTTXjkSSoKII7ukg/waBrVIQ+FvSm8lIX99HIXSpMvgx38QaXYZRIdinRSmL5XyIc91LdzrYt3BvabH3PZq1h+KxBs4PfmFGfZuUGIa1Fe61x170hk2m0iHonlLMOKdNqXBL4zsL1t1Hz2VqrLb4znqZMoozRJCGwPbaDDl+P96naAb51XrMczHizge9Q8V3S3IjjjGd91nFaUAlc8rxkmJfUKj71ij+TipzPAIziXFFq1GwgiNOcs8HNsoS9UcxwkrDertKeTa1rocc0znAci7JUK7sXH3cnvPJdhvtv6XxurOqlZVHfeUkRR0x7J9QZ8pOXaxydjRlcsKovSsXe8ZDAc8jz0mSVllwwKS7iYk3ddn3S6RgvGi8YDADh2iZ5Ej2Z24Tr2Lx61mY8TRfXBCGoXWxKuYC18jnv5R8uvaYUnJ3c33uxHixvavjbzwpC7/7PkhAm+635Cq1Npnw2FvzLkX3pM62w4HTsLPzShDCB1w80cTT/UUGeQz6wGI/+7IIuVGrmppLC1F0+FiS5oDe1+XBKz4LTMTxvQWC7RJMvqAbnv6W1ZjxNOTgZLTIoU6NzqVd8SqU46k7YWqtRcz3T0IBpsCiSc2NFt1Ijj6dE/VOcIFxYuGulyOMpk7OjhcSimmVcoe9gW9IsbClNpxkuuqyebTYolSbwHaIkn01Prwf0Zs2nVvGohd7MVUHQlD5pbnQj5kHv4HS0KJ3sbtRxHYtpnBP6DuPItDxPooyiLKmF3q2WQRehtDaDgmcT+i6WJdlZr3NwOqIa+JTlZRv5G7cz2zetSso8W3CopbRwKzWcoMLk9JBkPGBn3Vy/i4E3LxT5jKr3/mjI863GtfMlhMCyzq/9eDhimhZIaVHbfm5KDULiVddoPhOMDt+RRZNHi+JIKZDSot2Y0RTTgtE0oRZeX+wTCCy9fL59m+my1hBFklr9/EOW1FhXOt6k0LxaU4Te48uKQoBnQ+Ca37rY0ebamnpQkoytS5+vVBVxdP0+1n+u2gtgQtsPxdE1jAUYXVC4Px27d4pdPBZ5KUiLy78RD8/LAt3BdCEPKIXAtuSst3/A/smISuDQ3tiYOT4YzGUg509CNh2jlWJ6dkTUO1s4CU+7x/TffWNoYrMALYWgVQ8W09Jq6NJqBOwfj3hzYDig/VHMWjMk9J2FwMyW38aTl6eycVowjbOFNsH+yZAkKzjpTvA9m5c7TT7bbfFyp8Xupgm2x90Jo4nhI7856FMUCtexUFqb5oYlDsI3QQhBNfToDWPeHQ5MANea9VaFvFBLA24kRpxZeyjO78M0L4hmdLDh/ptrThVCSqobO7Sef4HjeQvPNLkkckzjjPdHw0Ut/ib4nk2n7pNFYwZ731FkKUJIKu1X2H6VxrNX1Lefr3wuVoEQYqGSdjXLrc8cMVwdEKjq4vWigH7Xur1kI8APLj/XNa+4xs192TE13Kdcx2mFmq82jFTsXfC8h9kCfdJB94fGH48uF+Gn2Xlb6CqYW37cF9+dXS5pXJRR3Fk3WelJb4rSmvhKbXccZaST4aWarBNUqO+8XGS+FyGksRQq8/QSId5yXIJmx3zmwgMnhKnitRshL7Ya/OTlGsGMAqa1NpQqS+JbDv/l5i/ZDs+dfy0p2GybB3QuqqKUZnezQW8Y8ac3Z3z3vkuSFrRqAV+9WOOnn62zvV5jZ6NOux5Qq3hobabe3WG0lId6E5Q6rwnatuTo1PBrXcde1IuvItBVBJJcnGfTZanpj+ILbdn9pbKZlusRdjZw/YBnmw1e7bZw7MuPpEYzjTPeHQ2Ikowsv3w8brWOE1QWfGOAMk0Y7n1HkUwZHf+e+vYvsWxvkWU/NZaVFebX3MahWW4sYphlGZaB591y42tWsuup36OGuyru09JvO8a15r74JMsLNyHKBEo9XHl+VWgNr88k4wsC5lkh7p3lHg49QlcRrkj2niMvBCeHv8Z2LMqZVCFAlOScDaaX9AIuohq6PNtsoMqSqH+GE1aR0gKtGB28u0QfA7Mw1j01urUIsQi61fVtpOMutQPXWjNNcnzPXnRSzTUNqqFpKX6+1aQ7mJJkBbZsUgkcHNtie622WJ0XMwGZebB7sd1CKcVpP6I/jmk1gkuZoQC21+uz78JwRvxXSq/EsZ3jrD8l9F121muL/QAzICzzbxNIOuXOte0MJ8nM180hGfYImp1FmWHxXSGotDfwKnUGe98RCsEXzzt0BxGnfVODHcseNWWYGYenY9ZbFRzbWuxXHkdLR+4iTUjGAyquRzLcJ2y/Iuq/ofHsFcP9N5eaWj4MBL5rM40zqsoskuqF96Agv4ExMMddLADH0h9MQbDiwWZdczw6ZySlxfWgUhTcuy4Nn2CmG1b04oKUGs7G51PUw6Hgm1O5cmPCQ7E/kLw5O5ehM7Qx79527GlhXCPye6oaxbngbOwDgiKOKGa2OKHv3DoryvJyls0J8jhCFwWqyBmfHCy3phEgtKlLqlkNt7q+TdjZJB0NblycqQYuleDKwsqsIaOytkV7vcPOzjpxkfHN6IDOWoO//Ou/Yv3zn9J68aXJuh2XsL2xcL61LYnr2Oxu1I1mwTi5lj2aeqMx9dTadODdNS2fo17x6DRCXmw3WWuFiFlAf3c04Lu93oI2tqx2uQyl0rw9HFAU5vwN9l4vFh6vwvZ8ms8+xwkqOI7NWqtC4Nk4tqQt1hcMgCjJeXc04PV+f9FtqMviWp3WCavYns/k9Iiod8q0+4Z0ckx9+1d4lTbN3Vc4YXXZrjwZpBQ832rgOhYWDg1lyll5DnEk7ghWhgN7G4xZ7IeBFFzq/MzLuffhZSxvXl5h+w/esx8AQmhqdXUhkxWcTR2yRY3TNBD8/sCiPxUfJPhqbbzSrmp0NcPVp7EXkRaC7uRhQ7bW6lKwnMb5orW0GrrXSP1as2g88GsNpOMiLJva5jOqa9sz/dzz47Jm2qkL5arOJmF7A8BIDC6Zql516gVToqh0Nml/9hOqa1tYjsvBwSnjNCYpM/7w5j1vvnlNnufYQYhfb9Hc/Yzqxjb17ReErXXc8JwJEXg2RanIZvXa8TS9FICFMJzcSuCyuVZdaQqaF4owcGalCddIRs6C+DTOODgdM4kyxisyGMDQvObBu0iiWwOv5Xq0Xn5FbWMH27L44nmHz5+1Lymfwez+izNO+1NO+5Ol9Lg8mphrqRXj4z0mp4dkUZ9kdEDn1f+e6sZX1DZ2+XALvga2JQ2fF4mrA6NlrM6Fbu4DjbiU0BdKsN9/WHPCQ3D1HjLWQg+LMZ9Y0OVaa2CSyyvTesHpWPKb9xa/37coHimkP4fWkOSmrHAwuLqSvPjUA7YsmKT3b6NLOCEenC0yUKU1/VG0WNWfxtk5pWeGvCjpDkydMx72mJ4dmc4zIfAbTda+/AuqG9vXfmsOVRQUqbHrKfNswWBYelQzZbCgtU771c+orG0hhFhY7dQqHp+vb/DXm1/wvN3GVinHr79hemr2ydQpJW5Ypbq5O9vWGsIytcKLi2RX22TnsoOWFEghCO7gngLsbtZp1oLZIGNes6Tk2WaD9VblkvrYqphfg3lgLNKY8cn+8vM1q8kGrXVqmzsIIXAdm1bdX/p5MAuPR2djoiSbsT3OdSWyC+WD+TlPJyfk6Yjaxi9o7PwF1c3rZZGnRji7Nq1yCxsXx4VKdQUti/y8aw1gGFvXnpOziWCcPGxd5D7wbM1a5fIiapoKTk8s1AO0d/8sarp7fY9Xa8klO2SlBacT+OZU8rOtx6W809TQwb47lYyS5Q9fIyhoVwqizJQdltWAnhJT3iNsCTMurVb6EjXqphuxKBVRkuN7DlH/FK9ax3JchJAIy3hjTU4OWTaAqLLA9g37wHY96tsvGLz7luaLL4xJZe/UvOcHhM01k0lfSRG8WoNO8HM6F/bnYkCTtn2JHzz/vl9v4tUaVNoblEVBHk/xZjKNUkosxzH0LNdbZJNxkjOcJJf0DoQAx7LIinIhMbnRri6y86sMAkuatmLLkhyd3c/yXGvYPx7hOvaCU1vmpgYvb1BJmQdet1JjdLSHnQ9wbLmwq7+I8TRlPDuHOxumnq20Zv/YNGBUK545t1ozPt7Hcj0G7/5X3OoGYeszKp1t4n73Vn2Gx0AIQbsemlJQqfB0QCGzFRJsje9rLtPEr3s65KXgt3u26S6r6BXcvx+GZRq6SSQeFHDhEwu61dqyFj/BKLEZRDZr1fzK+4LTkZmCPGspXp9Zi8YFKeDVWknFvX3hbRQLfrd/c6vgHJaE7XrG/tCl6pV0Jw7xijXeSWrxpuuxVTeZo2svt4K/iArP8Gttsolp/y3UagOL4GJgEUzOjkyjRK25+Iy0rGuLagBha+1SEHX8YOFkIKRc8Hlvg7TsSyyJizegkA5aFdw0Y5iv+FuuhxtW8OstRodvccIqfq1JOh4iHce0KE9GuLMW2nnLajGb11qWpO7bbK/ViNPCnJMbahBam8HstHf7wlNOhkRe80pTWnN4OqIza0sukojh4VsaN7BF5sdpewGN3c+AN7yYSTAWhSIrcxxpX7oOw3FCuxESeMa+fbNTZTRJeHc4MCaYNR+BWmhiBEWKX9ui+eyvUUVB780fbix7PBa+Z1MJXIYTxU7+Fe+c31OtJkat6wYlPsuCelOttCCeFub5bAZmradT0XSq5llwLT5IIC5LHtW+/EkFXce9mSJyOHLpVK4GXchKwcHgYklg/gHN6dhmq6EJXc3z1rlE5JzKNU2ZBdzV9s93FF+smayhGRR8fRKulPEWSnI2cTibmGyoUynYrGf4jkLApQ43ORt1Yw7IohEqK9Fa0+1HK0kQSksQJzlxYowf2w1jxOZVaiAkeTShsfsZo8N3Rmdhxt21vWDhTjF/4IW07pSHvBPCYl7sC5rPMVoC72a/e/vxWI5D8/kXZjOzgDw6fIftBeTRBBt4sd2cZfY2o0lKNutwm/ujLRM/n0PNBGzymUPFMi2LORI5wdYugb6+QBUlOenpiGroYVuCbDIiHvQI2+u3ispYM3t50LxE8Pawz+/6ezwLzeDnSofQ9tDAd3s9Xu22qAQunmsW41zHZjCOqVc8LEtQJBHjo5kgu/g7/PoO7c/+N4Cm9+ZfPljgrVU8hpMEBxcbF9eLCUONUZ28fPxSGtHy+zGQjIkrQHei4dh8uVPRVDzN87bCs1fvWJsvxN74voIVHJ9uxCcVdG9DVghOJw4bteuBd/l8xrx2NBSAZq8nebmmKErDDujNFuLKe1BCLv6u72g8W92jzHD+5e7UoR/ZtMICKTT96PwybTcyPFvxZfBLUBIwZpO2LZFS3Bh45wtuZQlngwjPPXckyOMpWmmyaR/peDhBaGy/NYsaZHVtC6QkT6KFP9rjIah0PkeXOVH/DfHgLZW1r2i/+i/Ioi7jo99zV+C9yhGurG2SjodG6+DwHahyUfNt1YNZzfP8e7cFvf4oZjRNkFIsnd5fRE21b32/LDX7x0OezeQlp90jbN/HDWt3Bt7m7its9wghJYUqKQrFH0fvGWRTPq9usxW0EELw9nBAs+bTqptGlEbNp1YxJZ68KNHaLO6Nj/eYn9dsekbQ2Ka+HdF/+/Wtx/BQVAMXMfvF9eI5U2dIZ70ELKLp5WMX0jQdXD4lxp7HWYkTe/E5EnSnmoOBZLelqHiazZpeWi4AE2hPxoIoEwu62Pz1p8SfTdAFsSgxWKvHycV3sxK+Pn7auchWPWOUXGYErAqlBd0lamXv+z6hW/KT0MGr1klGfdK8oDtYnukWqiRmSmHH1FVnMf0tS43vmb8bw8kpth8aJ1nMQliZZ3i1Bl61cc5XvSAVKG0ft9IhGS5fHLobmunZ+YOuVcnk5F+IB+/x6zvmCdT3Wwm1XR+qEA+7OH5IFp3XYS3HpcxzLMe+0cImy0sc22gdpHlBkhYPkjhchtE0JUpy08BRlgz33+CGNepbz2+s8YKxx6ltPcOt1ADBt+9POIz75KrgX0bv2QyaCASTLEYNNZ57XkOeK4FJKc7HL60ZHx8YFku1iSoz/PoaYXuwqMt/KFg4WDggc+oNRRJfpo/VG8sHt1dryT3FoeYQFAreds2M6p0HX24Y2cc5ihImqaA7EbztymvMpKyct/fPPl887n74pIKuUmI2vV3+fsUrv3dpx9tQ8UrqfskoeeLTnIeIbB0wHU/dQbRoALia7Y6LmO/4I7+wfn6p3liUivdHQ+pVn/VWhf77bwnbG9S3ngHnOgterXlj0PHr22htpARNLfZ+UGV5jWMqpIVOxkyzh2ddluuBhqC9vhjv8nhKbeu5WQz0AsosIeqdXuMal6XitD/Fkob6dp/GilUwt+mRUqDLknQ8IK3W8RvtW4O7EAK/3mTr1eeosuD5YI3vxkdkquA3ve+wpWSYRfxl6yX1yCOKc9qNkEpgGlSuaV1oxeR4n2TQpfXiK2zPpbph2AwfMvB6OqCmWgysEzzfuPz2zsy+ua4mCJdLMz5Nu79gksLvDyxaF5TA8hL6SzQUzt+/3Pg0Ht2v8/QqPqmgOxrIGxbTDI5HLoGj6FQfxpl9aljS1HlHieYpOZEbNYeKXSPqnZJmBdkFoevQc5jE51Qu33LZ4Rm+vl4SKEpjMTOcJPzk5dpM9EaBhnhwdmvABYh6b2Yc3C+ZnP5x5f3XWi9oTHNqk5jZtbphDdvzqa5vz+aA5tytmm3O6VnVjR2Ge68JWmuM9t/OjDMjyiKnTBMsz18I+8wxGMekWUGeF4yzcqnY+GMxjTP2T4a0G+GiY296doRfb6KRdx6n7YeEgcfPN56RlQV70RnHSZ9Nv8Vm0OTt5IS6U8ESkiQr+PJ5ByN/aBKW+Z04/51559qcNVLd2CWdjJ62vjvvIlgyTT9X6ZrRQW+Yyg9jm/VrC+UPQ14KTsarb+hweM53LwrIb3S8WA2fVND1g9t7rfWMyfCxBN1SgWebQeIp60I1eW43nmYF2QUy8sWACxBYLgE3c28BKoGDFIJ+t0+a/TNhtU6ls3GtbfU6NFqVTLvf3rnPF10qiixlenZEHGe8PxrgujYvt80UOZuOyKYjklEfJ6xQpunMfaFJkaWLE2l7PkJaFGmCG1YpshSVZ0jHJY8mSMsmTyKyg5mNkdYzucqSdDKk6J3M5BrThRdYqTQnPROEPcd6krKCY0tC312wIMAoik3jjK9erGFZhvN89u0fcPyQ+vaLW0sNluOy/uUv+Lc7L6n/psL/+v5PfDs+5DQZ0M8sMlUgEPxF8yVk8Mc3p1QCl3bDGGxOooyNtrEEqobe7NqMsF0P6bhYjkt96znD/TdLGSwPgZSCauAubSxpNBVJbOH7mjwXNzjtCt73PUKnpOp/vwJXWSFmzVcXuysft81PKuhOJwLXkzfWfcCQqL8783nRSpbSRQoF09TicOiiEbxoJXi2+iDUkr2+tzC3e0oUo12YNWiFgUvgOStJDt6E0STlu7yH61j4nk0y7OHXm0zPjnDC6swnLVnowl7FTaUFrTVFEjM9O7omK5gXJW8P+2aBSgiSzMg3zgOdKnLS0QCALI4Yd0+Rs/pumhcgbQLfRRcF4domyaBLOWuq+P+3919LrmxZuib2zenaHTKAEEtunZlVWeLUkd3WtMPutiZ5w+YF34FmfAu+Ac34AnwDWl+SRnHR7O5j7COqzqnKzMqdWy29QkK7dp+TFxPAAiKAUCvW2ntnxl+WtRcQEA4HfMwxx/jH/0vLJp+O1o4lj6e8fHmIHwY0AxeJpqqMHfqJYyFgTYPYDF7cfLLGknPPtvkiuyj1PNxr4Qxjzuaavu3GuqqYqkry2fhadDLLcQlaDk8f7aGVwj60+MPoNcX8e3iTnjGrUj5tHND3WlS1YpoYq/laaV4fT/Bcm88fG/GhIpnh+CFqNgYhCTo7RLsPmB6+vPHn3wRV6wuaFVqb6zlNDKUzTQXd3vbrWmvB4cTlCy+7PPHScBbbSGGssN7nutbaZNgL6mddw9mJ9aeV6YKxbI4uscWolGQQC4oqWHqPOZZivzVXgB94DJKF5q3mdOZw0C6wP8Akd+TV86D74WBbck1XdQFjWqOQXO9XlxUlj/db86xccfb8GywpyaYjymRGXRa0Hjwln40NTWw+9eQ12mSTIbbnG6NM16WIp3iNFulowGzLBNZ4llHX5pznRcUPrwa0mz6B79BtBgzGKUJApxmQ5SWzNGa3G1GUNT+8HlJWNfs9417w5ndfs7vTMAEkns7ZCSbAyPlUmpliC3j2dsSxMmpnvXbAg36TV8fjO9mJtBs+O+2AOC2WGXOttPmsShnTSdtiNMtIc+NmfN5+p5hNyGcTgvblbAgA27H55FGPfiek9X3I74evSKqMjtsgqwtqXVOqCs9yLjRZ86Li+Zshnmuz243QZ0dYtkNd5BuFjOq5Ceh1sn+t9dJFBGA4TdeuLqklArNzret3QuBZKmhdQvWe5jbT3KLlb14MtTalg9cjj7IWtPyaT3tmaOqmmxatYZTac8cIgyQWZOn7J1A/s6ALZWGU5y9XIRLMcpt3Ylua46nZt7wzjZwLdtv6msaQN8d5/c+PBT3/v0RMaejOtZ7juTaTubtDI3TNlNOuCa7ZZIjl+oxe/YCqCrKwQV0UtA6eEA+OSc6O0FqbGmkyw3I84tPDS+uC7YaPa1ucjhJaDQ/HtuZ2MTZ5UfH2dELgOfiuzTTJidMSz7EJfHt5AR2dzZa81FeHIx4fdMzEXVrQbQWcDGPqWtFtBWR5hVLK1JPnTsHjWbr87GVZX8rDvQ6U0gwm6QVDUIBZUhCnBZ5jhgXOxgnP34745EEX274d0b775AuUqrFfP+NfIfCfO/yPb3/LIJ+i0UyKBKUVvuViiYv14iQrSbKS0TSl2wrYaYf4rs3p2ZgocHEci+HYsGKm89+FANrNYMnwWNTQV/89nKS8PZkuaYrnF7Td+im5zIjtEa22wrY1RSHWRMs3oVaC06lDY0vDvKgFv3sTUc+v8Ulm8Zs3EXvNgn6jxLOvH3xHqc0Ppz5qRdTKWPP8CQZdgMGpRbuj8K6tpynWBgwit2a3WdDwaibphzsFltC4tl4R5PkwCH2HvKiXdjU1FblI1gKu61hLruYmZHlFlpumVlXX7Peaa39fHRUtZhNsLyA+O1zT5S1mE/P8POUqOLaFHUnCwL2ga2BZki+f9s0Ah2cTBi6DcUJZ17Qdn04z4Hg+IXY8mPH0oMPZOOHl4YjdboMsNz5xaVbQ70Qcnc1oN3yOhzGuYy3HfxfnYqG+tgrXMYvAedujyzC9wsBS63Vr+CQrKev6VkFXzMmmlpS0H31KnWf85dNHRJ7Lv3n9NZMy4WViWAjPZkf8qv2Eg2A9e56WKQ3bqNUNxsbtuRm6HJ3NsC3J0wcdM/58ZpxIFmJKp6OEnXZA4DlkhaHU+a6N61i8OhqT5uWlOwcLm269TyImIBRRQxOo613Lw8QmmLjsNQvOy2Ecjt1lwJ2fJZSGw4nHWezwuJNfu98zTq1lwAXz3a02/d4HPyvBGwNBlkqODy1mU3GrbWGvUdIJ5tbnAt6MXL4+Cng1dMnL273mJri2prPRTO9usdttrPtl4RDpd/s0z7V4tNfaaJGzgJSCdnPhDMxWTd4FqjzdaE55Ewgh1gKu1mYrvnC8mM3rkGBE0RfOvjvtYPm8ulZIafzDaqWXAw2OLSlKxekowXUsirLioGekHh/ttfFde/kam/jNRVkvzRU/JAbji75t6fD0UjGhTfCabRqBx1988oj/zZd/zY7XxJqLF6R1wW+Gz/i7wXdMy4SsNq99fvR5MM++q1qRFRWztOTg8WPccyWQqlYcD2Kevx1xdDbj8HTKszdDnr0ZkmSXB9wFmmqHvfrp8raU15sY07BVt/qy55e15O3Y5WjyYct918HPMOgaaC0YnFpmhvuGeDHw+PYk4Cw2mg2j1EZrYyr5h+OQ9JpuvlehrAXT7MNfuHlRMd6wpQWTUT590CVOSwJvc1YvpeDxfpt87jJRVjVKL6zKzShsrcxt9YElnVqRN/c4y+k0g40237Yl2Wkbk8aFyHng2XPPrpJOM+Dw1MgexmnBcJJyOkqIMxNsjgZTHuw2efqgs7ZYnccsNVvqD4nJLCdJizWJxjKNjQzkJYFXa41SRox+9PJ70tEZYALpp3s9/rdf/TN+3f0EW8ynDnXNYTrgfzr+Hc9mR3w/PSSw3gkSaa0pVUWpKqZlwqxM8ZttHD/YegznUdzEGgmBq7crqF32zElqrQ0OaQ1pIa+cHs0qi9OZQzaXZNy66ysvKv8JAUF0N7/9n2V54fZYnDRT841za3mPFOuaB3eBSok7C+ALONqn7a9zbo8uEWNpN3wsKTgdxRu1VwH6nYhZkq9tpSeznN8nJ3PjR5sXb0fUSvGg36Q7d8u9ayxe8/XxmLyokNJ4cNmW3HjsxpCyIM0rTkfJ0na+3fQpyop+15QWFqgqhe/aRKHLy8MxrmPRbQVrKmSrWGTAUogPttgs3H+/+qS/fn+WMH79A+1Hn22l7iWnR8SD4wvRQwjBfq/Bf9n6JV+dHfB3b37gZXxKqSo0mmExJatLkiqj6ZigmqtyzvEN+ar1kIbns7vXo8y2Oyj/WEhLi1Gi2WuWc8lVybcnwbVG7tNS8ru3EbalOWgV9KPygs7Di4FPdu66FQI8TxFP3/96/tkGXcfVNFv1tbQ5Q7fGkpqmV+M7ipOZQ15KivrdCXStmidbaGY/JQQqoumsi6psD6Yh+70Gw0m6VZOhEbpEgcPztxddIBzbWtrEVLUxfHQdi7enUw56jY1Z6F3A92yGE1MXfnsy4clBh7yoeHU04fFBmzgx2evDvRbHg5g0K3i01+LZmyFCCKpasdMOSbOSTx92ef5maFgRLZ+3J1N6ndA0z6qaMHDxXXu54AhhShkLatd1bdffB7XSFGV9Qfy9TBPqIt8YdI3OxAF+u0s+m5CNB2sGmKbO6vD5QY9HvQ7Pj884mc74evSSQT5Do5c13wVaTsg/2/2SdhDS74Skw2OOTyeGonfH0GgKcXtJyUoJZpkkcBXfnfo30jhR2vBvXw48bKlpB9VafdhMv324QPCzDLqup9g7qK/0UQJNO6j5rJeuBdOdqCLOJYcTl1lu0YtK+o3yTgNureD4A9WPBuOEbuviti8RExztGzUnS7K705irY23O3IWAbjPg9Ypl+yrKqmYaq7VR2MEkNVKCrRDfu9ugq7XhkJZVzYPdJoenU4qy5vB0yiTOaQQudW2OJwpczMyD4YC2Gj6h79Jrh3z36ozPH+3w6niMUhrbNk2h1XFYx5ZmOuxozMPdFi8OTS1zsX4Fnn3B1PNDoaoVL96OePqgcyHwXgYhJbYXYHsBfqtrvM/OjTUvmly/fLzPk6zLJ+Mez4enfD18RVIV9DwjuPOoscOTnR0edNpLZ+fhaMbR2fSDiYQP5eHy34YdIEgTQWdn+9QpaHpRRTuoOJm5RF5NfsvdpEbw/anPF7sZRSVoBxVpad369a6Ln2HQ1TSa23m6q2j6NZ/1UzY1h0NX0Q4qksLCse6ONqZMb45JZn+QwYhMJBQrzrNZUZHPx4AD/Y5x0O9GWFKQFxWj6WY2QSPwKKp6ay1OKb0WjIvSPDYKnFvTnBZYpRq9u880xva6Dd6cTtB6LotYVvQ7EZ5j9HHzosL3bFzX4slBB88x1LOqMtbZWpvMUc9nXo26mBlcaDV8tNbs7jSWlKm3pxMc26LT9E3tNynodyNeHY3f6zPeBFlRcTKMeby/TlRd1NSvKudYjktz/xGDZ3/Y+pjQN4M0j3bb/Pn0IWVtpEM9x1pzOz4ZmpLMZbKX7wuNXsrpLqQU00Rg2zAeyq16ugJoBRWW1EihycqLAjU3g+C7E1NbfsfJ/bBso59d0G20FI3m9QJkw603BlyYbyPnvmbdW/qbnYfWhglR1JLxcgDjblHIlEoU8/fTjKcpZVWTihmeDpFIY2g4z4RfH0+WQfk8osBZq3leB1Hg8vSgTVFW2NbNmkxL25pacXg6NYHUtZeTWUlW8GC3xZuTybI+C6bp0ghcxrFhMzQjj1bkMU1y0rxif6dBlpc4jkVR1sZ9wXdwLIlrW2it+f7V2ZIG5To2vmsTeA6N0DWDGECr4dFtBabxNozxXPtGFu7vi0boXgiw8enhXF3sOrj69yaEYDwzwwp73chQ2PKK718Pl4tvXavlAvWhkIopNeUywz09seY7F/P3ZkttbPNrBM/PfJ7uZOSVZHoLq6uLuMl1+v46Kj+7oLsQ8b4OilqiNFuVx6SE/h3qNEwy0x2t1McjhdjzlP8oG/LY9ZFCUlWKSZxjWWKtSeTY1pLL22n6xqTymu8TBXOB9U6IBgbjlNC/WdDNy5rjsxm+ZzOeZsRpyRdPdowNPMaiPc1LpBCEvrM89qpWxFlJ6DnL5lqSlYS+Y2QStSaZi7I7TYsocJklOe2mGbUNfZeddsjR2Yzni228Y7PTDqhqRSP0OBvFHA9myzp1VlT0OuGlQXebjc5NIQT4rsPbkylSrAc7VZWoulqT1Nz6OlIiLBt9hWaC1nB4MmU4TigrdUFJzXMtOs1gbmJ6u890FULdwtYORV1v8BrTVJXA2rL7VFrwYuCbEact7hMfAp5v3CluY6y5ip8ZZey8b9LlGKU21Q19jIaJTV6t62deeVTakKl/OPU/SsBdVbZfZIlBqFDC/BqkJQk8e77Fno9C25J+J1z+27atS2uWneZ6ltNrR9iWxTTOeXk4uhWVajBKEAJGE5NpVfXFoYTAc3i015ozJMx97nz72276BJ4ZaW1GHq5jL2u0rm2YCKejmMh3KMqaOC3mk2cZnaaP61hkecWb4wn1PNi2Gj6eY7G3Y5qTq+OreV7RitYdlVext9NYntP3g8BxJLUy/NfVxmhdFoxfP0Nfw47J9nzajz5FXFF7W5SH0rzaKF2ZFzVHZ7O13caHQFvtIi3o7tQIsfo7MKaPeb792lVaUH/EgAsmI69v6Yu2ip9V0JVyu8jxJgROjZTXX6rTQuJIxXcnASczh01JzCYrDw08H3ycgAtwWp4sR1iPBzOKuuTteMbr4i0A7cjDdW3SeabYafp89bS/7NC7js2ryREVJZYU7O5EazW9RugSBi6OLfE9M3Zr3BOMwHevE106aHEeeVGRpAVJXjKeZksXX63N8Z9nX1iWpNXwjdwj8KDfxJsPKti2vDC0IISpYUtpmAtHZzNmSUEUuMY1QmtsS9LvRhz0GnzyoLNcrARmDDgKXBrnXIWT3GTP54cIPMfiwW6TTivgYOXYAHzXvrBgXQWtNdM4J/Ldjbu4Kku3MlRWUZclZTLD8S7n1i7q1x8jZCmteZsOOMsna/cLBL6OkBLC6OI0Wl0JhqfySuucnyN+duWFm6BWYr79uN63Vikj4yaFZr9ZzJ/P0iakrI3E3IN2sVSxV8pk1Dex9XlfzOSQSZzjz7O+QlWcTHKe7DyhVBWNyIh4J1lJdx4YDs+mnEzHGHJ5xaHznEf1V1iWZH+nMd+im6bbQb9JXlTL+qdSRpFrv9cg8B0msxzHnW/D8xLXsTnvorsKx7aYxLlp2ITuUgwGjPBNvxMRnBtSWLUuR1xuqyOlpBG6xGmB7znMkoI0L5kmZvvf64RL2/bzUErz9nSK0prAX5cfXDTtxMpPKApc+t0Qz7E5HcREoYvvO8uFxLJuNjq8wKK+bVtXa+pug9aKdDxAXTHNJoRgd6dBt2Wocaeji3TBu4DWmr89+4azYsqe36bjRFjy3QJlaxdLO2hR0uooRoP1xTTPBa9f2PihZqd3U9+0ny7+aIOuQNNvlNf0VTJo+jW1Mv/VQFFJxqlF4CpOp8582MEizi0+7WVUSnA4domLuxHCuAkCz2EW51S1olAVnzcPmJQJvu1yNkpohi7ths/uTkRe1AwmCUN5REN1ObS/pxIli05/VSsc26IRusuygb2a9Vkss8taKUaTlIf7xpBSSnlljV1KYwSptV5qJiwQBS6ue3E7HCycBLWefx7vQjBywga6rpb81EVTTStNnJlMVwpBlpdL7dgF6lrBPIOXUjAcbWZ4TGKjt7vQwo3Tgv2esWwv65oXb0dYKyTPOL2dxKaUAsuSJFlphGVWWR2qJj47otE/QFwSeWzXww0bG1XCLryfEDi2JAocksyhrtVy4bgrjMuYcRmjtMISF/WJA90wLhLyeEtAFcZ5dwqNpsD3/zhS3j/eoCu4UcBdwJJgzUsSrlXTmMszznJrSU3JK8HXR4st3McNtmDoNiejGf12A43iJB8RWT5xlRNa3tKRYL9n6pQnwxlTMcLTIWN5QipM4FNCUVaK8TSj372e2aQQgv1+czmPfxN9AqX0cujAkoKDfnOtLrv8fFpzMnxX29xGaZPSWuMg9+cZ7YPdzd1+pRSjqdF2cF2bWZLT70TstAKmcb71fcpKzfUbzN+PBzMe7bWIk4KqvtiIug0mcU6n6RPNv7vzSM6O8BptbM+bi7Fv/t35rQ5FPEFVV2fbVa14czJht9ugVorTYfzeSmsLlKriTXK23GMGlovc0JDp1Q8ZyWM8TyEtea6h9g6nxxa7+xWue/1G+k8VP6uEfUEvuQ6UFiSFfK96kBCm5HA6c85xAcXK/24PpWAyliTxzUR2cpEwkWbWvhA5n7R6xFXOjtekVNXaVv1kGDOaJeQipqZiYL1dOeybn5wFs+CmW+CqVpyNE9z5FtqSkm4r2NiQWwiuLBAFm5t2+WxMNR9TFStar4t/r/5Pa80sNfKKr47HHA9mHA9mjGcZnmvz9EFn48AJmEVu9RhmScHJIF47Bwt2x22RZiV/eH7Kty/PyPJyYw13+OIb49irNcnwhPjsmDKNSQYnxm9Oa9yoRe/zP7uG64fRsPjFJ326rYB+J+IXn+y+l9bEglN8mA75j4PveB4fU17hnWdpG19HV3BtBXUlGJz8uOOirsuNekTb8LPKdLU2IsJBeL0Pfjq3ZHffY/DhQxbyhTDx7+zEor9nsqirLIkAPB3SVN35vwPyuqTh+Px29Jx/1vuSk0G87LpPZjmZiLG1y0SeYWFTYy6EqRzgqwjnI6hpLRpcO62ApwcdLgv4i0k0xzZlm512eCdaD3FSLKlQ3aYRMF/UUAPP4UG/SSvyOB7GyyYkGNnL8wF5muS0Gv5ycbhNHfc8tDZZ/YvDMV8+6V38HWhNleeMXv+AKkuqPEVYFrquiQfHCARes0U+m15LpWx1oQJT4nh60JkvTJM1Jsd1kNYFfz/8nkmZUOt3z3WlzZNod+NzbFwC3SR1YywL1CUVjlqZ6/8618hdY+FucQ0SyZX4WWW6sHAEvt5jayXe2w/CtvQtrZ+vhhBm2ENIGJxZJIlgNJBcZU0lELgrgwme5VCqiqwueBGfLLe7cVqQlQUzOWIR5Jy5slNT7bBTP8C25FoW5zUuke5/T0gh6LaDuYaDvTWQOrZF5Du0Ip9PH3UvVQK7CRZ6C51mwCzN8Vx7rR5bK1PXbIUXaWKWXD9PZaWYxfmKxOTdrMxiPkF32Ris7XjLPbaek0ZVWVCXOcngZE37+KawLEkUumuMjOugUjV/N/iWYTFbC7gw/73K7fldp97DxaPVPk8dW0ddCU6OLK5ROblzVJXZld5FOfFOgq4QGi45WXeJ2VRc+6RrYBjbl8q4XYW0kHN7n7uFVqa8kCYCVUNVCqrinUr9Veh3Qhqha0Z965JX8SkaTVylrI7CHooXONpjZJ0gEGTzem4hMo7s58zqKS8PR6j5Ep7PzlF77rJlLAxd7Srs9xr0uxHtpo9/Ay2CS99aCJqRR+A79NohB72LdV/Htgh9B2mJC8Lqp6P4wn1FWd/5LsF37SXbYhOEkCTDk2VZ5UMgScutymvboNEk1WYNZmtDLVfA0kop0BFPyl/Rbbhz+cTtF4DWxhX8Ohmnfo/r/jzKUtymGrcRd/CLNt71tq3XlNXLUhh9BAHJzMxU+4EiS+U8aN5+xcgzgeNc5wwYv6RRavPL/XTpnXUTvBlvJ8dvw/kvevGeSwaUgLMzi7o0tJjFVE1eCBotxWj4rtywDUJgfLbUwpzHIKtLZkXGLC05HsQoUSO1JBVTGnpnedpzmZCTYGmbIA1RGrwgwm91l84P0nbxWx3Ofvj9e/96k/TidneT/sLi9nm2wfsiLypT000KHu+3N/4OhBBEgUvoOwwn6VqDLMurpd7w8vhhrQxxF0jziskso9O8WF92wgatB08Yv3p2LXeOm0JrQ5Gbxndovw580Xyw5FyD+e0+3GvRinzqWpm+w1TwpPwluvc1x1bJdGtWKZjNJEUhaDQ1nqeWDsJam1gTNkz5YTwyGg7vW4pQNcwm79cfWsV7B93ebk0QmvG4cEXkt67n47cCyo4ZbECbUbrxyDL1qVvZ2AiSWNJoXo/eohGUteTV0KPfKAncm5UK2kHFOL1eNqMUFLkpaUyGEoSxmF6grqEsTE0qzwRVuf75tYLx0GJn9+rPlpc1vmuztxNxPIAdr8msSomrjHGRMBglVHVNXz/myH5GS+0Sy+GF15nIU/bVOwX/cGe99qa1prH3kLrI8Rpt4rMjVFWChrq8/sWZ5tWcvRAvrYC0NlrAe91oKR35IXR6tdaMpumSHxz6Do5j0T6nLaCUnptFSg56TY4Hs7WM7zrXXDAfVY43LDLXP97N91dZQpnEdJ58QTo6JT493PzAW+J4EDMYJ7diYwgEoe0xKdczcFtYBPY63W9vp0G3GSBtm8ALaLTbHB2d8vZY8Lj+irz9W/JMU2ybSNOCIhcMclMOWVB/tYaqhPF4bkxagZDr1+BNUddmN2oSyrv5bb5X0PU8tQy457F6n7vSEG04Gs+vyDPB2cnt3j7PBYNTSbd3vVUsryRHU5dRavN5PyVwNisYnYdSzBXqr34TpWB4ZiyEVh+fpRffaDza9iqCstQkM4Hr6q3HaGG0C3af9hhPM5RWVPMOhETgWBaOIyGFRsPmh2KC1JJ6g6W4halrCsBrdi4ekRBEO3vL216jRVXkVFnK+PUP2z7IBYS+QyPsrFm/CAGWEGY4YT7au41BsBFivpLrd3xjS8rloEaWlxydzdDAbMW/rKrVRopcWdVM5zSyZuQRBS5vTyaM4+zaNds0L9+7JDKcpDRD94JTsFaK6eEr3KhJXV0/qEvbWW63vKhJmcZURb4W3YuyupDd3wS2tPi0sc8/DJ+t7Lug4QT0vNb6Y+fNy9bBU/xWB601TthAype8PKzpiV3yziknR1eLy9S1uKCFUM3XScvW+MHtPo/W78p/t41T23DrV/N9RbN9PYnF83AczGimo+cn6GYriKoFaSrpzAv2102O8krwj4chu42SJ90cIYyD6Cix6TdKslJiSU1SWCSFJK8kcX55dF78btNEXAi474O6ZmvQ3a2esLfXIM3Mljmpct6khkLWcRt07AaDcYrv2kzyEZUsth5Wv36M5xnHXWfuQhDu7F5JwheYWf9V4ezLsBiNXc14zGRUxMkw5uhsdmNPMstx0EpRFjmnw5izUUKnGdCIPBqBa5x5N2yV47QwSlorNdp8bhgZJwU7rXA5NPFwr0WvCHn2ZnhtcZv3ZTIkacHZOF3yrFeh0eSz8bVeR1o2th/QevAUaa+r3g2e/WFZF9ZaM5xkSzGk2yK0PGxprdHE9vyLjVkhBE4Q4UaN5e3G7gM+jZoo9Q9w/AX4UHZPGQ1v37xyXT3n/V69YGptLOCzOSVVKygKQVnc/c7rVkFXCE2jpdbKCTeF45rSxNGb2zUiqhLevLLp79b4wXWPw5zAk5nDOLV50C4QQlMpwW/eRChlOFxKX0+9qK4hmUnyfPFl3c0XVOTi0oXE9xzaDZ+zuT32KsTKyKyUgrf180vfKxMxszQnyQp810ZVb0AIot7epc+zXI/uJ18xO35LOjq98jNtbwwJGqHL0dn6/WlWznUftp+IhcV7kpacDGI0cDZOyMuKKHDWXB9aDY84KVBao7SmVus7tKKseXU4Jgpd0rxcMhWEEPieYVKcbTCRvAqtuQra9BIHCikEzYa3/PW0m8FG3q/lerQffko6Ol16om2DGzVxoxZFPGHww9eEvT2T8c6xUCIzU4IxJ5dYPl0XtVZr/OLA8ngQ9NYe47k27YaPE4RI6134EULghhGPP/uULP8GNfqcaRgzm+a3ZitICa53Dc2K+XU8GkoTAz4wbhV0XVe/V8BdfZ0g1Le0NhbUFZwcW/T6Nbatca49rSIoasHzwQZhkmt+LK2NFXwS3zXrTpDngjQ2C9v5z2Npm8DdLIyy9ioC6mBGcoVj76n1iqkc0lQ79GcRB56D1pszurosqcscNzQZirRsov4+QWeHMkuZHr407y0tQF+qjOX4IZbrkU2GeK7NTjtcE802Uo0W41m2LD1sE9UeTY1EpZSCh7stGqHLLCkoyncWPM3QYxYXdFsBu93Gmgh7WdVYlmE3jGfZBRodQKcV3CrodlsBg8nlTS+tNb5rs9uNrqxpq7oi6PQIOj1mJ2+3OjJrpfDbXdwwIpuMmB2/2fi44STlZDB778b8rEwZFFMcaWFpyd/sfIln2YT2ekPUc6wLv91w53Msx2d6/Hsa/QMef5IRp99xUD4i2fuGwzfzjvwNkcSCIBRrll7mupX4gcbzNWUhGJ5Zhp3wkXDjoGs7mv5efSfkZKV47/Rd1YKTIxshzELQ7tbY9ocfFcwzQ9T+UJhNJVFDmWCyEmsi1eZR2zS71CVBrdaKP8y+Q8vLt8RaaDIxw9chep41a1VvdCuwHAfLcc7d5yJtZy3zEnJhJLn9vcPePpbjkM8mWMCjvfW6X68TmizsbEZe1hz0m+xuqMOmeUlWlNiWEb3ptoLluPEi6dLaZMBKayaznAf91ppy2HiacTKMCXwHy5IbVcJcx1rT+N0EATzYba2J/7w6Gl85Wqsxo8Xthn+pXU9d5IxefoftB9judiUzJ4ioy4LZ8Rsaew+xPR9p23iNNtlkuFwM61otF6z3QVoV/IfBN0vKmC0sFIrQvniM/Q0Li7Qc/NYjkuELaj2js7fP3skJszcpTavBkUhvxRwQgrVBKqXexYXZVDIeCXxf3cnAw01ww6CriRqKa+gpXwsCbqSPexm0FsQziGObZlPRaKobZL43fS9T3viQW5F2t2Y8lqgaervrv4rRJGUa50t1qNXGRc9rI6XAc20ydTP1qPEsp9sqYXBK2N27EGDPY+kEkWdr/F4172Q4YYMyMdKNda0YTjN67XD5ndiebwL0JWNIGqPTcH5AYkFvensy4dFua+nrZbbyplyyisu0YQPfWcorLri852FbRlLysqBrgr6/FELX2qiz5WW9NNpcIArMbmVRAtEaXh6OaDV8WpG3/DybUGUpVbY9ey7TGMv1KJMZg+9/T+vhJzR2H+K3d3CjFuM3z03RUtxNQazS9RpH15E2XfdiPXr9GBNUXSEtm9nJH5idfmOOCZYjzTbO3Kb99vS4PDdN6SwVVJWg2VLkucQM7AnK4uPPh93oHS0bosbdLQt3P04hQAumE4ujt/Z8guTuoTWMxx92dDaeSYJAY9kro5EaPB0xmKRzQRhz93E2Wj5vz28jhGDiHlFzMw5pWdV8/3rA2Wh2LR5oMZswO36Nqkr8Vpeo/wCv0cZyPIRlUaYJb08mPHsz5MXhmMksIy8r3p5OqfKUIokJuv2trz+cpMaTLXTXgq5SmjfHE75/NVjKQgphdCaKsubV0XhrZuQ4FrNzdC7bkstAO41zjm9oYWRZRkfiyUFnzSF5IaF40GsQnAuiWV5e4PimeWVEZ+5gus1yXCzXQ9UV49dzXq9WpgmnjUjPeJpdOBe3QWR7/KL1eMnFNd2Ni+G8GXrL81CmMWo5eqmXAVcrRTo6QytFTUkpbs8ZVgpOjyySmURK0+xOYjG/nhbHd3e9mOviRpmu72uuSH5uBK3BcfQH6RAqJZhNJI2GwvoAChOXzYi/H0ydWwjTUGs21fI3IRB06osz7G3HbLv3/A6B5eEFmt9nL270W5rJIVM5JKybnA5jui9/IOp0aR482VpnTEanFPGMqLeP1zDlgboqyaemhlhVFYNxurS12d2JeH00RkpJOh4Q9Q9WLryLUFrTijwe7bXfidYkBVleMpyktJv+PGM0f9MY6chtdvNgHCaa50Rd0rykFfnLrHNbOaDXCYnTwux0aqPT24o8LEteCKoL1LXizcmUNF8PsKvvYc1ZEgshoE2Z9k3gtTq0H3wCaLLJkMnhK4okZvj8W8osQWtNnBS8Pp5c+VrXgRSSzxoHRsvZDmg4m0sf/W64LL14zQ6W/e570FpTFznJ4Jjp4IyzUUIuMiZqgta3vYCNVsJwIHFdMxcwm5hFMQjVnXJvb4IbfBqNuAOFnVVkqVHY+lCo6w+RTX94tDuK2VTiBxcXDCXUhQ/1PD5GIvgk2iPyXOI8Y5YXXGEgsIZKlLy0/5HH1S+xqx5VWZBNRvjtHm64WfZRSgu/1Zk3zkyTZ/zqB9xGa1k3bEYejmMxnqYIIaiVZqc9vyi1Jp+MNr62Uho0PN5vY1lyqRL28nBErYwm1UGvieN5WI5Lkcwoy5rR9HIK2yb7nXbDXxtmWHXgNf+ey0tq+ORhFwG8OZnObei3X0KzJOdkGK+xKDahVmZke9MU2k3ht3cIuv156UdTpIkZRFoZG9bA8fD92QqrkELwKOzjWw7OBp0FwfoIuOU4S1qi1poinjJ6/YzTwYThJCXJC8bWCZOz991RaqKmIo3lGqf3ds37u8E1g67G9zWd7t2VFsryHYn5Q8H1NMlMEjYU9h1mu0V+MynGm+LorRkDPq/Op9GcWq94VH21dv9XzYdorel6TcLA5VX1B9zbaGEImMohrvKYzJqEtaJZZLAh6GqtaT14Ond1eLeltv2QZHAMmAzu8UGbPK+wpHFu2GkHyyaW1poy3Vx3FgJ2OiFyRZbx5dvReoboeoQ7u1R5RjocXXt8ddPY8cKuZ5YWjOb6wr5rm1rr0Yg8r9jdaRibGyHodUK8DeLrqwh9l9AvyLZ4kS3QDDfXkW8Dxw+p0sT4qtXVsjm6gNaat+fclt8Xhao4TAc8DvsbNXPB1M2tlQZjlaXLmm4RTxm/fsZslvL2ZIpGcWQ94/nseM4Oer8AabLb1XLCj4trFT2lhM7O7QYhNsHMSEsm49tRQa6LPJMMB9aFcdv3xYfNnudaDGJDE1BAKfKlNOMCDSfgr3c+x3dsCjvmrDq5dQNxbB3zwv49b4fDSxeWusipy3wt4GqtKZLpUvlKiLmgie+wt9Mw7gjSTCNFvf1L6VGL54JpNp0PuACqLnH8EFWVZuDhPQS487LGda2lK8TxYEY9d6BoN3zKuUbA4py0G/6V9C4hTMPMsi6/zALfvvFgyDbMTg+ZHr1ClcV8t7Havde8OZkwGN+tboMtJD2vtbGOC/MFtB0uz4OQFo39R8tMN5+NUXW1dBWZyiFv85P3GoxYefc7eI27xbWCrlKCs1PrTuuY0+nH6xpW1d3UYM2or2RwYn1U6+dVJHLCW/u7tcArhcSRNqHvchaPTQniPRCpNqq+/PuxPR/7fP1iXpe7DqRlk02GqMuYC3NGwcsV2pUQZivbbvpIoIin5LPra78OJilqw2riuzaP9tr0OxGWFFSVwrYkzdCj0wzYaQU83G1eezFbsCteHo4vtXGHuebBKLmW+eSV77ulRq6U5vB0eucBF8zvL7K3L0Kea9NepeEJs0tZLNhBu2dcQObfYaAaCH5cwfIPiWtvuqvSTGrdRaj82O6eZycWcaBpNNVG59HrQGvIMnFnmppXvNul7zCRZ9ROTbfeJ1IdAGI5op61ee08e+8vydU+8pIXMTW4yQXt3Xw6vtaXK6QkGw+oqxLb8/FbO2iliM+Oll3sBQ7PptS1mgu+GwuivKzpNH0jLHN2RFUpTkcXBxfmFmvrx1hUJvnbcoI1mrKqL0hQHvSbNxLjqWrFd68Glzb1VjGYpPS70dYBkPdFkhW3Gu64C+x1G2un22u013ZI1pzb2Wp4ZIOKXKRIq0ZIgf5gDesfD9cOulobqbRe//3rurPJ1ULddwszyJBnAq1rGs2bRX2tTQ16ePphyyGLraDv62XA2HidC4jFiERMkBht0bqSPLAeMikyvJWkoq7NTPltF5ttWEylrR+XwPYDqizFCULKNMHy/JWtrqn5NvceMTl8SV1khmrW2zNZnp4H3hU82mvx6mjCfq9htupSXBjcOB6u27iHvoPn2vQ7IeNZfsEM8zJIIfjyad8I5ay8z3UD7kJ4ZxrnhL5zZRNtgcVn+xAwTs8fuIGyBYHnmBHnlfO3+O0svrN4cIRW9fIxqZxS5HqrX9rPHTdoLwn0HQ0DmHP98U+o1oLpRBKE9Y3q02UBJ0f2LaUorw/HhV6/RlqaNJF4V7ifaqEoakWWCoRQvFZvLmS5VSkYnFpIq14G8+ugIKMoa+qyuBDkhBAgLp7AsNvHa7RIR2d4zTaz47c0Dx4zPXy5HFetsoRsOrrgbqDrmnSyLj0phCD0XT571F2zJhdCEHR6VHlKFs8oK0XoO+z1GtiWxLGtpeC4O3eLWAwnaG0y2W2TX0IILGmm/eK0uLGub5qXnAxjJrOryyyLgYuddnilzsT74i5KF7fBohy0ivjsCGk7JINjVFVRV8Xad6RQ+KHCcSTlj7NWfFDcqKefZYKy5L24ugvJtB8LRS5JE1NmuI68Y1V9nIALmla7XgZap329k6Q1JLGkt1uTxiXRuSzedjSOqzl+a3HwsMayNNLarmAGhj72yvkaeQqe7xJ0+1jXHEO0HJfG7gMAuk+/ACDs7q5pBKTDk4ufA72cZAOWNDSt6o1bbmk7+H7IZDSmrGq+eNxDLhpWWiOkhVY1Uohzljya4STloL/ZMRhYshNOhjG+51xwjNiGySxjGudEvntl0BXCZPGtxvZx3ruC0vpKKt2HwnmnZ3g3zgxmMTgbJQynZhCmomQqB5T5RcnGPxbcqPpXV7xXyq81xFPxwSbFrouzE4vTY8vweLckACaYmS/+Y3gyOQ5rwhzXhdZzM0vMxOB5/qFlQWM+YHH4xuL1S5t4JrcabmoNQ3lIJmIGHJFnBcngYpC8K7iNd5oLq93vxu4Dov7B1ucV8ZTZ8Rt81+bLJz2kFDT3H9HYfYjX7NB58jl+e8e8VuAipXl1SwqiazjeBp5DM/QujO9ug9aaRujRbQfk5dU/GK2N3sLgA9ZZF+PXr47GW+3lPzT2eps53gucjRLenprhEYViIk/JSZlNP47i14+BG7NXB2eS3b362voLCyFgMMZuZvrsxz6ZgjQx0pDdne013tHA+iirrWUZbeHhmSRqKrwb7GjteVAVwrhybAqkYaRJYlOyABgPJUKY21FDLSfgwNTt23OLE2NoyXxkd7a5jnsNSMfBcr15BixIhieUyQyEwI1Mxikte16KeGVUzoTgMlvRBb93sSUPOn2CznykWPcQ0lrSyRpa8+SgjS0ljvOu9BD1D7a6LwghjHjONbfls6RgluRYlmRvp0FZqSt5w2leXclseB8UZc33rwa3Fia/G2y/1ldLCiUZr5w/kJFydmoRz37sGPHhcMOga2wyjg4FUUMtL85NWDTeXFdzevyhG1C3gZnBHpxaTCfvLqxWW5FnRl6xrICPQA3TGqpKLBcnz7v+RSKkUTwrS9OAO78YViWMR9ZaBlzXRg3fcTTTiURKxXhu9qe1WNqb9OqHnI5iomBAmcS0HjzFa7ZvXHt0/JDuky+Qjouuq436u0KIZWY6O36DtGzUNd0RbM8n7O2+O655vbnKM8o0MS4F0cVtfDoeAKZUoaqSsLtLslL6EEJgXfJZTe3WbNuV0nz6qDsXcRLs7URkeblR+FwI6DQDLEuyv3O7hew6OBnGP2rAbYbu1gESPVd8y4oKRc1L52tSErJUEM8+BkPox8Ot5rSqUjAemqzViGZr2l2FAGoFk5E50Wmy8In/6Z5APfdbWuD0+ONPrhh/OcVMyVvpFKeJIAg1dS0oinWvOssGx12MtK4/ryyNgWiWvlsULVsvJfBiOWaWt/nhTc2nD3uEWYLXvOgEcK3P6Box73Q8oIinBN1dI2S9olu5CLy252N5PqMX3219PSGMB51WinBnb6PUoVb1BQUzISVeo40bNUmGp6iqRFo2luPitTpGbGWLnvB5BJ7NybBeulDUtVqqg4W+yycPujx/u+44IYD9nQaN0MPz7AtNprtArRRHZ7M7N5i8KSzL2ljTXTA8ToYxGs1IHpORMlhmuD/deHEXeI/hWLGim6Dnq9Oc9PQjsRPuBh//uBdZaqtd3YrW1b5kPFsIw75wPWOGee6vG58zHUuqSiB2j5m6Ax5WX+GfukSNCdG8SXZTaK0pZhPi00Ok7RB0ekbaccNIrhNEaKUQGygmfnsHadu4YRNVV0zePKdIZvjtnUszcNvzcRst/GYH2zcW527UZPTye6o8pbn/CCeIaD18Opc+XHFA6PbRSpHNM2OA0TTFdYzw+OHpFGsup7l2rJ7NQb/Jy8Px8j7HsWg1/A9qwjkYp5xt4C1/fOgLzJdFhvvqeIxSmqE85NB6xtmp/JMIuHA3sw4sRle1FvPt+B//ibtL+IHG9Qyb4jbXoRDr/zuPVkfdqCmxaCK+eWkzTRRTecYkTpmMJ2TnaF3XRT4bM37zDK0U0rKITy63+RFS4kUXGQZu2KC59wiv0cJrto32QpZcqi8b9vboPv2S5p4JrIsgYDkuThACptRQJDPcqHXOH07g+CF+q7uW5duWxbPXg6XNTSN0LzSrTFnD4/PHOzhzp4qF9OSHQpKVnA5vpqP8oTCZ5cua9WK68IfXQ14dmYBbUTCyjskL5gncn0bc+HFpBPcA5lzGD/lNaLBtozqF0MhL1OLC0DAdtDaiz+OR4EyfUOjCqD8Nji8d3d2EKk9Ng2zOFTSi52PqIr+UP+o1O2u+XgDJ8AQ1725KaSFtB8vxLiwGqq4Q0qL18BPCTh9pGxPL6dHrjf5iVZYyevkdo1ffL7UjDDSTty8o03h5rFleLrUZwIy5xmnJq+MxSWqkJ+O04IfXA47OZgSew6ePdowdD1x7ZPmmmCUFL96OfuTG2TsobdTTtNacjhKevx0Sp8anrqLktfMN4yLh5OjHG6v/MfABlGbvcRtsnT67Ayi1UMy3sCzo7tRMxpIiFxcy4NlUrjXjykIYwSBpGiN1UdxY8cdyjRFhPpusbduT4SlBdxfbvUjX0EqRnB1f8FlbWL8HnT5es00+HVOmRgx9djw31ewfkE2GxKdHSMtC7j0yTgppTDI4xvYD85xOfynjeDyY0Yx8AqWM2I7jIqSknrsdL1gOShnOa15UtCIPpTSua9Fu+Byezfju1WDteEPfoVYK37WXYjp3DaXMxNnLw59OwF3g9fGERuguecIak+G+dr5hxuSjMYR+SrgPuj8BpIkZUb6+q/HNsKCSdXdqRgOLqjIljU0eb1oztzIxEAtH1XLu49W6nHe5CUII2g8/uZhlas3kzXPCnV28Zme57VdVRTo+IxmdbiQTF/GUIomJ+vvLgYp0dAZaIy3byAUmM1RVoqqSdHSKtGwmc+PMhd1NOh4uX380zRhOUj550CXwHVS5mTkxGCeczLfvjdCj0/Q5HSVYliT0nAtuELOkYKcdLm8vHDAuq+cqpcmK6oJF0SbUyvBwp3F+a02TTtNnlhZU17SYvwmquQ/bArlIeOb8hpqao9c2xdw2508J90H3JwDHNZNjHxKLeq9ladACy9I024rpOduhVlutDa+oGqYTCQFkRcVomrLdYOeS95fWxlS+TGPGbxIauwXhzh5CCIpkutW9dgmtiE/ertzW8+OtmB69WntoPh1TJvFFl4oVloLn2sySnKKqCdge7M6XQyxLst8ztK+xzIgChzSvlkI3SVZSlGaqLk5LfNdecyLeBCG4ltRjXSteH0+uNXJ8Hq5jUSvNZ4+6+K5NWan5MWtOhjHTOH8vqcxNqCg4sp9RU5Oli4mzP62AC/dB9ycAje8r6krM664fDp6v2XtgdCe0BjuDslDzMgOA2KhJodEMrSMei8/MdrnMEdJfU4q6DqRlI6SFtCxUVb2jZmnNbB5AqzxdN7lUmqPBjNB3aL/HyOxltkBCCB7vtciK6oL1+mUYTlKiwMF1bYqiYjzLNgbLw9MpO+2QZuRRVYpqXm5YRVUrLCkoK6P5sMmReIGFfkSSlYxntxvv9RybbjvAd43mw+pxPznoMIkzXh1e7WR8XWg0EzlgVI8ZnFrzXdafXsCF+6D7k4DtzLfwH/p9Vr5tIUyJwXFrpmPJZGxGg6XUeP47epm0MPVgnRhr8+EM8e0/EnV7RL09bC+4NvUp6u3jhA2kZTN+9T316hZe67XsdjEJNktyTocxjdAlClxsS6KUnmfu6++7yEJvQ8WybYvGFbKKtVJMV1TD0rzkmxdndFsBcVpQlPXGcdskK8nyCb1OuMyKz2MwSvA8mzfHE3zPJstLPNc2Fj4CY21U1owmKRoYjjfrAl8X0ySn29r+3TVDj24r2CiZeVNoNDM55Mh+TjyUf9IBF+6D7o+OhSXPBxSYuhTWPKhOJ3Ju7rgZlSjIVM7JUDMYJ3hvhnzyaEhjp0dr//E5mtUWCKjzjMngeGvNdMHrPDqdUpQ12ZxyNEuMP1q74TOaZti2pBG4S2NIIQR5UTNLc6QwnNnQd7YGlaKsEYKlmE5Z1iR5SSvyNj5Ha02cFiQb3HOv0mfwXJvPH3URUlzgrC6gtObV4Rg1N9+cJQUCo03gOBZJVszFou5mcQ48m+YGv7gFhBD0uxHDSfre2W5FyWv7G/P9TBchZ/Gaf3rB9z7o3hGkNHbp5bwxsKBlXcWPVbWZRvsxIS3o79WcnVhIaQY15k17VA2Hb2wazRTV/A0SC1u7PMy+IEkiWv0bkIu1psziC1NiCxRlzdkoptXwycv6wkTVIhgtMJ5mnMylEUPf4XgwI0lLlNZYluCLx72tbIGirLEssQy6WVHx8nDE3k7DULvOfaa8qHl1OL6VVZOeU6fO+6AlWYllSYbjxEyyCdaYIXp+XNkH0GfIipo4LS4NvHWt7sSaysbmk/LXnNgviQ5qlDKL+MmovHIRcVWAvVJj12hSMYMNHoBamxF3Ibhzi667xH3QfW9oLMuMz+706+WXvaiNLugwVWm0fM/DD8xW3r6Fwth7QYPEQgmT8dmOpturCT2L0q1x3MWFLnC0QxDKpRNxv35Ey4+IogC/1b32dl5IC7+9YxwmNmA0TTkdJTfa0hZlzeHp9ML9dW0kAw/6zaXtd1XVSCmRUhD6DoNJguuYUVXfs/Fcm5NBzE47xLbWP9PZONmY8Wk0UzmgpXqXHuPLozFR4OI6FntzvYXQd3h1NP5RZBcXCmTbUFY1g0l6Yx1e25IbkleJQ4smv15GnEKkfLafUNfqQplkIeYupSRQDRxWFwbNVA5RWl2gx2ltrjM51yNZRSUKzqzNzdnJWOJ62uiTrB6KgJoaiaTi+sK+V0nX/hEE3Ys/CtuGqHnxkxeZIN1Ak1rAcU1D+7yUYxCa91iIxviBXureSgGN1sJOBvwtfRiNpt3ekOEtNFquRQ4XdOsDrA3+UVfFPX3hH8YLLZZjY4IpgWB+nzWBOX1NYLFTHyBqAfXiKASP9lpYQlMkMU6wnUa2WmfVSpEOzy5wbz8UzsYJlVJ4jg0YHd39XtNQpJJ8Ob7bbYUopZdZ1+KY61qR5iVpXjGNtwfGptq59Dj6nZD9fpN0zmQYTtJ57Vdf21niY0MpU0a6TswVQCPyCDyHnU44V3EThN3+pWWndHjGcDy7UAcPAwfL9ent7W58XpmlFGXFyeHlkqPnF4xp8oh0gwuyXrxNa0GCmf8OMPojgYoYWkcXnrcNl8UY+BkFXd9XyA19jqbnsROEa/ctqVHnoBoXt/uxHFGLavk8uEgNXfxuFrEiJMQXK6aM82EvW7v06ofX/kzb0Iy8ZXZ2HrZ2L7iu2pakP5922obZvBa5umU3ClAP8Bz7Rl17y/XwG8b3atNgwyrKNMZ2fYRtU2YJxQoz4UOgVDWFKols0/0fn8si355MmCUFjdBlv9fEcx3Gs4zId3Fsi6KseXNsml6uY/NigwvxKrY54K4izSsEC2fgimevBxvVxz4GPNemKCse9Js4l9DSXMei0wyurFf3uxH9dogXRTieT9TbR847ttLeXlPXWhPu7NLbEtWFlEhrc3haTETuPv3s0mPLJkPKNMH2fNOIzNKt5QyjDTImzStGK595BxNb+hjd52mS47s2tVLkxZapjiukWX/UoGs7mtXYIhD4hLS7NedjTui47OqLAc3WLr4IcLdIyK3h3EPqWjGtp6i5+51jW9TLzMh0q4uyhvn1sQiEvgjwrXeUHoFgrxetKSoJaV0ZkLbB9+zlezlBhN/q3up1VrH33q/wDtJ2zGcTEtsz+ghVPmPVRVArxez0LY4foaySMouZvH25VcErzctrC4Zfhq/HLxkWM/5m5wsaTnDh77XSjKYpo2mKbUnSOe3K92wCzyFOYRLP+bqecyeUqTQrmSY5rcjHmdsJfeygK4XgoN80tLXa2BVtUgBbQAgx95jLtgaqfifiwW6b1sFj3EYLy3YQ0sZyI4SQNHZ/gZAfJ8Rkk7e4UZ/45A8s2sG2H6FrUxaQto+qtu9WtFaUqSlrfXLub+nwlGpuL5XlFY5tGDTnv0Ol6mu5Yd/6jAix7rclkcgrbJMtW9NsKQSCXv2IRiDXeKESa+tWzdLmByKkWa27zWB+W+K6zo29rACKoiLOOuZ1EAS+TVHWNOfaq2VVM0vencRF08WxJJ7n4DXaSCmx/YsXt3Qc3PAySxjTgHqfH6Ub9vCal4dTVabEg2cX3x8Ie18g7etnuOchpY3XNKpj+eyIukiIT79F1TlaK6osRZUlk7fjS0sKizHcm7obTMqEF7Nj9oMOLceUOOIqY1al/O3gW/7pzpcbA+8CVa1M2afhM41zspWtZ5ZXa7dXoVCoea1FIDeWe9Yg3rEO4qz4UUwipRRUtcKx5bUGL8Aoom3L4/vdiE8+fWymCaMW0vZo9L/CckPc6F1Z4EP6vq0da2ASE6/x7noo0wFVYaYH3aBLkW4Xa9J1RXz2HV5jl2x6tHJ/cWn5bBWqKtdsqbbh0iu+tcGnq133sXHxfLU2thqq5tIOfBtWVbCMxbdAaMFOKyDJipUt7kobd/6EZughhLFRsVyPoGXeywnCNcuXjwkzHCCWn8lvPUQ61yPwW3aA5QS4Uf/WfDEh5JUDClprwt4XW55/d/KCfvMArTVB5zGn3/33QIa0nTU5xE3I8orBJLnVVFXDDphWCa/OTpe6tPU8k46rjH8cv+Cf934BbL/4Z0lB5Dvs7UQcnl3PNbgUOWNp6omBbtJUl+9Eeu2QdsOfOx5f6y3uHFWtyMuKNC8JtzUeronAs3m436X98BOkZRF2P6Gx/2d3+nu6KTa9rxv2cMN3Dc7FrmwTtNaE3acgJM2DxdAOJMMfqIuYdPSKq748y3EJOtsbqsvjuOyP/6LxVxue4M0DJstt9wJR5G6tRYJpKLiug+W4pt4jJQKzoi6EoMFsqRe23VH/4EJQElKuGSU6YQ/5kbYxqwh7n2OtZFKW7S8NFX8qEEIgxMc5N0IIkA6N/ldMDv/h0scqpZmlOXFS3Fr7VQrBl81H/PuzP1BvqA0O8im/G7/gz9tPLz2OaVJgXzEYsQpPB+zV21/zPE6HMYHn0Gp4S92GHwPjaYYAqoaa15cvX7Dzot7YSNuflxQcv4nfejgvI/y0fvc3hXG4tuf/fndeGv2v0FrhRnvMTr5GVRlavR+F79KrMZDhxjlxS8ol7cVy3eVBhoGL7ThEvf2tr7lQcLLmQXcTLDdCVQXSdtF1ibAursyW7RH1vwQETtj9UYLuPS5CCLHx+4J3fNW8qDgZxrfeZmsUNTU2Du4l37tCMyymHKZDHoSXMwyStMBzLPIPYOCoMf2Bujbjuz8mRtOM0TQj8By6LVNW8VybXidcZotSGpeRs1G8cerNCwK8Zgc36hHufPqzD7hXocomTI9/N++wv/9W5dJI9enjPlGwTugOurtrWabXbF/QPIWL6f752qXtNfHbjzY8TxK0H1OmI2y/RV3E2P52i5gfaztzj+0w34lYW1SLsuZ4MGM0Ta+kIRVk1KIk0Ju3gxpNKXJs7eBbLm0nYlxuziCzuiS0L5u8Mv/9EMF2FZM4p6zqGzXQlFaA+CCWPmlekp6YRW+aFAynKbZlLXeeoe9s5Q8vjiYdvaSIz+g8/mdY7tV1T5NNWstMUUj7Z3H9lvl02ZB7x69kTTBpAWl7l5Yx4Iqg+8lf/pML9wl5dd3GCXaw/XdvLIQk6n2xHniFuDQ7dSNTG5FB59L3usdPD15zHyfoEPVy0tEAtGKW5CRZeWnAzUSMo31ymVzaH5BYBNrstDzLoeH4W4OuLSyaTrjxbwAHvSaua/HycHxnI7abMI3ztabsVRgXMa+SU3zL5fPGwQcPTnWtqeeiQFlRbT1Wo5L2LrOty4TBs39zrb6E7bdwwx7J4AdAEPU+R67sivzWQ4R1tfTlx0bQfozfPFjezmdHgCAdvaCIz7ufCJp7f3bp610adLfx5GyvibRM9hD2PsM696O2bP+9uuL3+HlDCIntNRDiZNkS7TQDpnF+qeV4LlJs7Vw5bLCKStXk9fYyxeeNg0uZtFIKmqFHFLgf3MjxusNdSitexMe8Sk4JLI+2ExHY7pJ7/DGw7VizoiKNY5Kz46XV0XlYrneBOiUdF60qyuRdY3V28vX6a08PkZZrGsyNdwKilhNiXyOTvktU+ZS6ypCWixDWnAZnfklB+zFVES+TyTIdMTv9hqj3BdJyqcvLexSXBl3LCZecO0MFMSfC8dtrDaR73OM8wu5nxKc/LG+necnkiqDWVjdX6o2rjNN8+8CFZ20n6IMRq2lGHo/3WvzwZriVJvYxUM0HO17Fp7xKTAaV1jn/7uxrAsvjIOjyNNrFkTbOj9jDeHs8Jsu+ZZYU9LvRhZFpywuo83XOteX6S9667Ti09h6AEGu9nSJ+N2EWn3278twI211XZ7O9BkHXMGrLdEQ2fo2wTBP3sqxbShtpe9RVttQAqcuU5Oz7tceV+QRVpiboSvtCyaAqZqb06TWpckMTi0+/Wf79yef/dOsxXPrN9b/8r1gdpP4ppfz3+PkgK6oPasa4DaHlXcrTBSM68/zNiE8edthphbw5+bATczCnta2kkqWueT47ZlalnGSjja2atM75YXbIs9khO16Tx+Eu+0EXS0iUVkzKlMPUZJE7XpM9v3Mnx6q15jgb0fdapiSIIMnKZRP0Nnq+7YbP48kQKQVes4PlrpQYml0zQQaGxy4EdRFTF+vlo3x2RLwMlO/OWDZ+fel7234LL+qTTQ+pi0VGun7GDbXPNM2mZy9RdYUXtXBCk4BqrY2d1PAEN5iSxzf7zVwadG8qUn2Pe2xCUVY3Hny4LkbFdgrWdbfkaV7y4u2I1iWKW3eFrC74j4PviFemozRQXpOGpIGzfMown5FUOV+2HvJsdsR307dUKxOB7xt0tdaMy5hZmfHd9A2VrhEIPm8+wBamptt0Alrz0uJNErLxLMNzLfZ7TfLpaO1v6fB0GXeCnV38VveSyc5Ny9PlNZwqG1NllycA2XjA7PiNme6f17nT4SlBp0fY2yebDElOj1B1RSLljbVE7nlW9/ggiM+++yjv8ya96OwL4EqHL5rX18FYzd4+BNQ8iP1+/JJRcb0hjE2QCDpugy9bD+nMp/AcaS2HQgQCfwNlT0qB7xoNXUtKRtOUvKjWxpyV1kzKGK2hUCW/GT2nUOvn5B/HL5b/dqWDbzn8uvMpnWvWXIUQHPQbtKLNi6FWCr0YANAa+SPQ0coswVoG+ncBvy5yZsdvyGdjdF0jFhYsN8R90L3HB4Eb9UiGzxEbCPhi/v/ew/gAgEmRkFYX68SutPmbnS/YuYK687GgtOKH2RHfTF69F8uz6zb4vPGAXb+9llk+Cvu8iE+YlimB5fIkvKjO9XC3Rbf1rtTS64RM4pznb96Nxla65t+efr0M4NvgSBuJoOc12fU7BFt42WC+68UQhu/Z7PXaNBs+bti4cpJUWrYJbGBYDkKgVYWQNqoqEJYNWpnhny2Jtlb1cuT+OtBK0Tp4Yo59ntFr9Bo9rEhm1GWB5bhopS61gtqE+6B7jw8Cx+8gpEXY3WM8flcCEEC3FTCb29vcFkvJyHP3Pwx6PI126bibbXE+NrTW/DA74g+TV1c/+BJ03Ih/svPFxixWIPjPd/+MV8kpLSfcyOsNvIuXehQ4NAJ3qUC3DWL5LvA02uNpYw/fMmp3m96r3fBxXQuBEYk/eHSA5fpmjL+zg2W7y3rttncDCDqPkbYPCMKdT5HSpkjOcIIu6eglbtRHVRlO0FkGyPMo0xGWGyGtq52VwTTIsonx63PmdFVdl0sNBwBndjJnVwjS8StUmeEE3SXN9SrcB917fDCIudhGFLj88tN32VdeVAzeU1FMo/lPw+/JVra/Pa/FX3Q/xfoJ9SJO8jHfTi5v7lyFrtvgb3a+wNuSUQohEAieRpvFjzpNf6ODhiUlUbg96Apg1+/wefMBvnQAgb+BDRIGDq5txNktxyFsthBC4AQhfqs7NyS97DsReI09bK9JuPPp8l5peReetxC0iXqfz++5PFu+biBcwPHbOJcMYxXJkGzylsbuL1FVjhvuoFWNG/WRloOqS1R9+SJ2H3Tv8cEhpcBdqc0V5fvTsl4nZ2vNKDBaDD9GwJVzBftNwxW1UryP6Y1E8Gljf2vAvdZryG1Z5ToE0HRCaq3wpM0XzYd03MaFbHYhPLXfayCEqRU7nofXbBN0+jgbVPc2vp+0ae7/ObbXnGerP53Fchtsr0H70T9hMZnmBN21LHp28jV1mfHg4WaRKbgPuvf4QNDaBFY3ahLu7JEMTlh0lj3X5tFei/Esu7FzgtKaSlXEVcZ5G017yxbzupDCKMbdVEPXBDWWLsVaG8uZu9DibTkh+/776SnHaUFZ1UtpUjBa0qNpymSF8mULi/+s/6u1564G64VYvudYtJshC9HroNMnaO9guZtNPc0Uq4Xb2MNygiXH36js7f6sqKjScnDnMpLWhvFyv/VwKTO5DfdB9x53Dq01s5M/AOD4Abb3ECEt4tN5rcw2ZpJFWd846OZ1wbPZES+SdauWthPxq/aTS59rWxJLCvKyptsK0FozmhoB8yhw6TYDHMfidBhTlPUFDmojdFFKX2A5LLy6hIAn+x2KqqYZeXz7/PyI6M1xF83AvKg5HSU4K03Ns3Fyoaa+Kfj5rk0UuljSBNxop4+UEq/ZWepIG4nRi8+1vSZutIvfeoDtt1akUH8+QfamcK8QVoL7oHuPD4AiPqFYGfc0BPeLJPp+N1p21N+eTq81hhvYHr9sP0GjeR4fA+AIi7/Z0mRaRTPy6HVChpOUB/0mWs/F6wPHuDnUirJWhIFL4Gk81+J48K6BkuXVpUaNWsPh2RTXsUjS4k6kc9+mA3peix2v9V7CN6fXlJR0bAvftbAsoyToeB5+GBF0drD9AMvZnM0CSCfAsjzKfIoX9Wke/Pqjj+/+HHAfdO9xp6irnPj02yXFRlUV06NXW6d2pBQUZU16A46sFGJtDNazHNwrutNR4LLfa1DVik7DZxLnDMYJeVExnF6vqXfeffY8Fi62RVlTVcbl9mVyuXniVUjrgn9/9g07XpMvmw9pOSH2HXJXLSlohB69nslEXcfCc22CTh/b85djuhoj0r0IuHVVImCpMOi3HhL1v8KyfSaHf09j95d/MlIBdZktKWlS2sRn37HbP9j6+Puge487Q13ljF7+e8r5OKpSNePXzyiSzRYmZyMT9IqyujKgXYbPmw+QVxhEOrbkdBhzOkoIPJu8rO9UVazd8Cmrmsf7bWxLMp5lvDoe07B9zi7RhrgONJqzfMJZPmHP7xDZPl82H147+EohcB2LnU605r6qtSL0XXYfPyHo9DZKtJbJjKNvv+VsFLP74GDp7lLEUyzbpvv0Sxq7X2J7TWy3gZASv/2YIj4jcMKt/Nk/JpTpkPjsWyy3QdT7wgj5/Nm/3vr4+6B7j/eG1hpV54xe/QfKdGBm0+uadDygSLdPX0WBw9koJgpdaqVvxNttOSGWkIS2x4Ng58o6Yeg7S+PLTTbc2xB4Nr5nyg+2JRlOUtL8YlY+iTO0hm9fni2V1QSCR2Gft+nwwmTXTdGwA7pz7rG6YnhhgWbo4bo2Tz59jGVZRN3eUtegTBNGL83U4FL/+Nw5VKrm+Nl3/PDyhKKsORtO8V3HCJtrza9+8QQv2qW5/+drzINVGcQ/dmitccIu5esJWqklx/cy3Afde7wXtNYkg+9JBs+o8hllGjM7eYuqKuoyv/DYoqqXbsuea/PZ4x08xyYvKr57dXbtKbVdv40tDAH/Kht0Qxc2QcW2JFWtcB1rGeRtW9KKPFzH5vB0im0Zt1eljeOr55oFQilNVa8vDKHvmHLCPFM/nz233Yg9v71UDbsMrrQRiDW9iE8ae4S2jyvtjTVrz7XnzrQ1vvfO4XdvJ6LT69E+eIzl+WsBVWtNmSY4QbT8vpASv9nFct5luwKB32gQhROcosR2XT79/Alhp4flNugefEmj9+nPgup1E5TpGHXNRVKVKaPXv2F0dormBPjhyufcB9173AiqKozyv5RIyyUZPGN6/Ht0XTE7PSQ5O9r4PK01p8OYwSTFXyHqR4GL17Fv3HQqVY2Ga0kctho+tdJ0mgFSCqZJTuA5HJ6assdOK2C/1+Tl4WhJ/1qkq0oby/ZZkiMEF5wfrqPX8GnjgNN8QraBNN+wA75qGQeVwDI106YdXLvD32sH+J5DVRvfM3uFoRB2ewgpUeXF93VDE3AXmB29JhsNsFyX5v5jpO2gqpLugyf4QUhdVUS9PWzPR9o+nUf/FOn4ZNNDALzmZt3ibHqIG/WYHv0erRTSthHSwg17OH6bbPKWakWLQloOUf8rBIJ48D11mQKCRv+rJR+2SM7Ipof4zYO5c6/59Sz1EBbQUFfXZ8eouaVSkZyh6oIiicmnI6pacTKMqVVNMRcmcqTNo36bs3HMP7z5hniasOt1zLmVNv/L//329xGXdWNPTg9/JO/Se/zY0FqTDp9TV+tNpnx2QpVN5kLTu6TDF2itiE/eEm8IuLYfUhc5WZbzhw0UqnbDp9cJ+f7V5a7Bqyjqkr8bfMegmPIv+79kx20ug5TWejmMIOdb5ihwCX0Hz7U5OpvycK+11M0VQtBrh3NfMM0kznl5OEJr0+R7etAhLytakcc0KXhzfPP6rNaaSiv+fvg9x9lo7W++5fIwuDg11fUa9LyrXa4Fpoyw0eH3XOBuhi6mMqCJQndNkGs4TSnnmX/Q7aG0Jh2dLd/DskxzzfccQt9hsLDymccPKeWazxpAlpeGBywEZTJF1zUHjw5wHZsloXlT/FmpO2/7LEopaqXnpqbmcUU8ww0biHlDU9WKdHR6KeNkFUlWkqxN5+nlLkppzbRMOJkrlO14TTpug7wueZ2eLkelwUxG/p/+L/+PravmfaZ7j42o8gllNqKIzxBSYvttM4M+/9EJyyEdPl8+fhs7ocoz0NtnsiZxdiMbm7wu+U/D7xkUJkv9x9ELPlupIRZ1xQ8zk339sv2YR2GfOC2I0wIpBUppXh9NeLTXotVYV7oSQqwFosBzQEC/E5HmJW9vqbUrhMARFk+iXc7yyZqgTFYXfD+7WAe0Yol1jWEPR1p83niwVc+l7TRoOOZzng3nCxPvmBbL46hKjlIjfhM//5qXKzY0HTfis8YB2YsfOAi7RtVsQxPyxTlxI6U1oe9gWxLbD3h40EeqGsdvYfshydkRVZlTzN6dVyEkXnN9DLfKM6q5KLrtBVR5yslwRlkp6nMN2MHZgF47xLGtNTGfy9AIzQ7BtgSuLQl8hzSv8F2bJ08fYtmSs6MThGgznHSQlsXu/h6Hbw6xMsH/+hf/gkbzHTXu7OTyBOI+6P6RQdUloOeq+GK+Pbs+tCrngw3molKqQmgjJL1Q2jfv8y4jKGYT6nxL4JwHGNe2aDf8CwMHWrPRPn3jS2nNb0bP1tgA0yrl74eb62i/Gz0nsLzlgMGi3lrVijgtLgRdMFzeKHDZaYcmoxsnHJ3OUFrfWhXNdSwe7bVwji2ezY6uxWaotbpS7QuMBOM/jDZ/flfa/EXnUypd0bRDWNExqGpNXGWUqmJSJksR9U04yycM8ymlrjnL+3za2KexoQSyykARwF6vQeg7SCmQtkuRZdjhLlmlKY4Oyadjyqrizduz5WJn2xYPH8q1On1dlah5mUBWoKpyyaJYnof5AEhVKVOXt69PqzPBW9MIXVo9D9exKEuFbUukF5BNR7iOxdHZjKqu2WlGRI2QRuCyu9PiwdOnSPtdKG207yfSfjJYdPk3IRk8p95irngTqCqfswcKEHKZmZr7qgsZZzo6o86vr/4vpCTafbC8rbWmLgv0PEBIy94odSeE2a6DybJuG8SeRLv0vRbfTd+SX9HsqLXeGLi67ZCDvc6aXJ+wLPxmh3w25oune6i6QilFllcb2QqLkdiirBiMTbB6k5xRqJKHYX9pDS8E9DshUeCy24n4bLr/3hSy66JQFX87MLY3u34bR6xf7sNiSnqFOAvMF4D5v8dlwriIl5/vPISQuNJGac2L4yEXRcXXdZZfxqdrGhqOtPh8MlmG3Eorvpu+vVAiiGyfJ1Gf42zMIN9MSfxgOAT+0TBoftF/wNHgYmb7L/7b7U//UYKuvoZ/fDp6uVzd5s9a+bdA2g5B5yk/l7FCrTXp6AWTw9+y8bNfkwb0PsgmQ6pi7tA7JzXd5n2FkDQPHpsbWi9rudJ26H32K9LRGVWRk43fCYznRc1wkhJ4Nk8fdJnEGW9P1i8WAUTzrd6aToBSDMYpQgj2/A5aax6FfX47er5VxLztRDxt7LIfdui1jbtBWZnQ8dWvvsTxAyZvnoMQhN1dwp1dpO3Q1OZzDZ59TZmlRp0rzsnqgsN0wNNoHykEVa04HszotcNlBm8JybeTN9Ra80XTLEzN0GOnbWqd3XZA5zQisDzSLYvvh8LJObeExRUjETyOdjnJRhsbfecRlym/G79AjMXyRRYBse1GPIl2eRj0OCsm/KfB9xcWvfPBc1Ph6WV8cuExAngY9efavUa97nU2MCUM99wQxlp8Ee/qx9vixIZ4dJKNmZ7bJZ6PW4fZgG9nbza+5P9x8zsBP0LQ1aomnx0zO/3DfCu8Gdn4FFW9+7uqCuLBCW7YwGu0caMm8dkPNHa/Mk2d8GYSbh8bZTo0AVd/GNuaqyCEINzZQ2uFtB3ik0O8RpN8drl1SZKVy2AFhrcarP5A5687O36NqkrS8YCov4/Wiqi3y+zkkGI24XgwQwrBkwcdXMeiFflrQTcKXB7ttbAtM8cvV2qOep4VL3i2QghsYbHnty8EXUtI/vn+l3y1e8Be19TfgiiirgriyRSFJNrZZfTy+/lrSaL+AXLR9RaCushRSlHVisE4Ia0K/uPwW5IqNwLh81qrUpqTYbysj+75Hf6LvV/jrUzHLUoZUeAigF7YILKvH3S7bmNrVnkZclUyLVPjbTaHI+25iljNg3nzzndt2kFAoSrDv8WIFK1KKhbxFK2UmVCbOyrs7h7QaLbIZyecDaeUVc2TBw8I/AZFMmAwjfk0/uTdeSgyjken/DA6IgwcpklxbRV733X4L/7sX/EXf/2f4boBTriD33qw9fFlNiYbvZp/lj5ec59sYtgOmygWdZHMbeHfoVAV9cq1qrXm8PuvOTk29XchBI+ffIZt3/y7ufQZZfZuG2TZHnKDqs4maK2p8hnnV4+6TIhPviEdHzKbTEiGm7MUgLdvTyiK7UH54KDH/uPHVPkUabk4/tWd3m0wLqK/MMLK0sJy1ruwdZkuFwjLCbYKImtVr4kdr6LKZ3cecFVVUlfrW3nbNRqkWmvqIqcqcpLB8bkDNSt2Phsv+agLqtHR2ZQ4fXfe82J9WqwZurT6+8vbQoh3AQuWdV9jwx7QfvQpx9/+lrKq6bYDomYLVRWUK11iz7F4ctBey27XDpeLGVJWFzyL1z+XJST/4uBL/vMvvqTR7WG7Hnk8pXnwmCKeUmUp0rbnZZ6S01HM7s67341WiipPmRy+pMozsrwiLnP+4/BbRvMtda4qvh7+gBCCP28/xZE2vxu+Ys/v0PUaBOeukYXxZeCb30xdKwLbo1mvZ2e7foe+31pOj4Epeew1ezzovTtGadtEvXPBQ2vi00PUCoe4VBVJndN2Itywgd/pYzsXLdMdx1q+n996iBvu4Pjr9d/xq7/HCXv4zV2kY2qpttdAWh5lOkLPf9eW7SNtdy1uLFAXOYOXf0+eG4GhJCuv2uwu0egc0H/6a5xgu87tGto92P987a5Ge3NSls+O8Vtd2rvvxJK0qqnLBMttoFWNqjIsN2J/71NmJ18TdJ5Ql5lxsbgFR/nSoHvyzf9n/i+B1+hhr6yaWiv0vDEhhJFv06qeX8+KePiKqkhJ1wKrIZe/fPaK0SRdrqy3wQ/PDxkNJ3zy2RO8MCTomJNqZOS2lxsWwWg1EPntHdL5yigtF7/9aO01imRAPecSutHu1plyVRfkc97idZDPxrhR61blEaVqJm9fUiQrE18Cdj75xXLqKB2dzksJ7+A1jdWL5Xrk0zGgqasaZz5S2ohCXK8CrTkdzkAI2q2IZmQutp3dXYLO1UpKYM51PhszmRjVrkd7LaosIc1KXh2NsaRAa6iU4fDu7TSW1i6L54+mGVHgrE2rlarib8++ZbxSA5dC8hedT/nrR5/g2DZ1WZBPRwgpSccDvKhJ0OmTT0fURY5WmjgpCMOChfF7XRYMnhl1NKXhZJSQq5K0Kggsl88aB/ynwXeMywRbSI69EY/CPp809paLgu/ZVJVaW6iU1sQri8xfdT8zmrS+Q6cVobVaZpat/j6djmn8WY6LG21WGTs/7NDt99b+FvW+xHJD8tkxbtjDcqOlAPhl2PRb3P3Ff7X1b254sWnkRf0L9+lQ86hzfc+66xzXXcBywgtJlFb10nFCq5Iym2C5IZYTEPW+JBk+W9oGmSTjZnHs0qD7+3//7wCQlkW4s/6FFfF0ecELIQl7e6TDE1RdL4nwSumNTpnvE2wXaIQuoDk7OmLv4QOSs2Oz1e3tbbXuAHNhpeMBrKxQ+Wy8Rlsps5lZ7TegiN9PwGQV5wOuG/bRaMpk+w5gASktWo8+5XytO+w8QQhBOn5NY+/RWtPLdiK81sqIplIoVZJN3hC0nyCERKmKbPyKMkt5MB7gNTs4QYgQ4DcfYLlmF1CX6XKBsT0fr9lBK4UTmPO2CLhH33/Lm6MRlhR4rk2alzx/OyIKHB7uGk3d18cTTkcJUkr2dtZVqU6GMW+O67VM9yQbrwXcntfiSbTLgd/leDCjFXlUmbHX1kpRprHhCk9GoNVc29cEyKJ4F8ylZRF0+5RpQqPVJWh16B2aBezbyRsehX3SuuBR2Odh2Jvr7xojSCkFrm0t+b+Lc/A6OaXvt5fTZI5t8cnDDo12G8cPiXq7VFk6D64CITfLJF6GxeP91oO5vY3JRIPOE4L2Y9givXjT178KSwulTZq6Kzzq27z2h4LtXbR1krZL0HlCmY2XanlVPsUJOkaqsv2Ysx/+v4TdT0jHr1HV9RvRcEXQfXM0WrmxPRAIIBzP1urUnrMIahcDoOW4qKpadrwB9nfbBNF1fK0EUX8fz/PedcMdFyfsoOvKZKHnUn7L8bHcBl5j19RvVvilN0HU/3KjcPFdwVwwGrXBbPG6sJzQWOT0v+L8CiykfSFL11pRF7/CciOEEOb23i8vPNe8doCY1xfLdEyZDFB1gRNEtB9+gtZ6WWrIp2OGr57x7PWAslL02iHTOOfNian/NcMGcVZwsiI5eDaKGU9TbNtayiMWZX3hSJI6X9YqP23s03EbhK6HZRnPriQrCX1nOS2m9Xh95zLnFO92G2hgdvzaOB4EIc39R+TTMaqqqNIZzcin5zc5zRoMixlPwl0i5yLVbDGKu3ZuAS013UaI50e0WhH9fpdWfw9p20jLnEvbvdomfgHbbxuTxjmCzhNsr0k+OyLa+RxxTgTn/O0PBa0V8ek3JIM3NPd/uUahstwGdREDmmTwA2U2RVWavV/8a8QHvJ4WqKucuohxgu4NFhBFXcS4QRchrXlpVTB6/be4QRc37N3a8frSoPvFp9cTrgjaXTo73Qs16sXB1mWyvIal7WH7Eaoq0XW15JFK28YJGlju5gxzG9ygi9d6iBO0l0H3sh+a47cvLcL/FCDfw5plgU0r+CaY2mtj6+1tcII2TtAlnxnmgrBsHLeBtF2y6RHx2RFK1bQijzgtOBsnnI2T5fOPhzPyYj1I1UpTq5q8rInTxfEYju/q8f3lwZfGv6sTLhde33NBlVRVzWCccjKMiZMCjeZBv0Wr4eHYFnWteHs6ZacdYFsWji1Jhqe8ffWWg0cHhDu7DF8/p5z3E6ZxTq0UT6NdhsUMjcaxrQuNcDmXQATY7US4nkvU3+df2haB52D7AbYXIW0XrRVqpTMuLNdQ/Fa/F+kg7fXfge02aD38640L//v0NO4KTtBF1c+YnXyNGxnvML/9CF2XTI9+S9T/kqD7KQFgu+G1e0Q3gdaK2ck3ZONT/HaPRv8r4pM/UBUx3af/au2x2fQQrSqC9mOy6SFeYw8hJNnkLV5z3yQpXgMhJHWRUKZDymRAMTsGBI3dX6DqimTw/Y2O8dIx4H/4H/6vG/8opY3ttyiSAZbtrZnJrT3ODvAau6SjlyytWhp7WAu1pLogG79zSRXSIeg85qZ6cD/2FuVPFcnwBdOj34LWSNvDjXqko5eM37wgG58tt5JlpUy3+hqwPB+/9a5O6NoWrca7i1PaLn6rAzCvzSpTo/Z8svEAVddk0xHHR2fLmnBR1jzab9GKPLRSJFnJy8MRQgieHHQIPJvDsxm73YizUUKWl8zSYqm+5Xs27YYpoTh+QLfTWArLLBC0+zQPfgWrtP5zP0vHb+OEPXRdkIxeEJ99j2V7NPd/zej13xLtfLY0Ngy7T3GCi7Xzn/JvfVMsMbsnvXb74xzDnBK54XjOP3b1GM//G0ycWvR80Ip0/GqNKKDnMpmrDhp/+a//D1s/6KVB9+jwxeY/CpNxaKXmHX/7J/1juMeHgRm4MBlhXSbEZ9+RTd5QxFPS8bsRTNvzCFa6x07Ypcom+K2HIKBMRth+i6qY4QYdtK6X9WJp+3iNXcp0RHVNErxStemEYTi+ZuzVCL8kw9Pl/cCyLqu0Qop1X7PWg6/wmj3kfLDDNGklUe+Li7sRYZKGm9Q/dV0urx9dlwjLAYwewccqC9zj+qjymQm42QStKop570WpmuTs2HC95yWjy4LupeWF89ub8/gjU3S7xw0hhEDMfyPSdmk/+hui/pdXPs+yfVRdYLmNZVNO2p65z/bn1Lt5k1ba2G40p+0VzI5/Tz57xzwR0sL2WpTpyJSO2o/Ipm9xwx0T1N8Dmzrbd4XVcwes/FvcdKN3j48EabnURYzffkw6fLYcupDSorF7/ZLlvcrYPT4oiviUbHqEtD2i3hdbM8F0/IoiPlsbmBECmvu/Xmv+qSpfZhhgsks33DHUqMYu8haDBPe4x01h2DnHW7n3Tz7/p7crL9wH3feH1tqM2i62BfN//6mUY9ZHJ7ePbGutTJMiWecVh91P59vu5SP/6ESz73E3yCZvqfIZtte40CxfvQ5vcu1VRUw2foPb6C+t189DqYoyHeGGO8vf5m7/4D7o3haqLslnx9huhBN0KNMRtt++fu1O1cxOvzHBQ0ris++Iel9+sG3rHyOyyRtUXeJGfSZvfkNaOBRVTRAEdHf3cKPdG30fVRH/JLr999iOas4WcIIu9gqjKY8HHL74gd2HjwjbB2ilOHnxO1zPp7X31DRWpWEb2F6TbHqEZXsIafP2t/8v7NanRI2G4ZXXZuq20f/0Qim1zMbYXhPm04t1mSAtB2l7VPkUIZ3lb0hrTT49Ih2/pLn3ZyAEDx5+ca+nex3ksxOO/vG/5+TohHYrwnZdijznu2++Qdoenzx9hOfbdJ/+Ba0Hf7Usml8GIS2ae79a3m7u/dmH/AjvDTMKO8H2W1szyrrKDeVJSGyvea4jrBg8/58Ju5/gtx5sDYZ1mfGb/+m/4w/ff8NOs8Nnn3/K4fPnvB4N1zzAPNfGERV//c//V3R3BVWl+O/+b/9n3oyHOK5L1Gqx23xIZPvs7kRz7QZJtHtg/rvzKd3GPn4Q0ej00aoiPjXfp7T9S0sel6HKZ2hVz8+ToMpnCMvGsq/PuV2es/k5B7C8BqrKTSdcWtSFodnVVUkSJzi2ZYaOgDAyRpOqrlBVRTZ5g998YEadVb2cGJW2jeW4WG6EtBxUVTA5/AdUXdLY/QVVPiUdvUQrxdHL5+R5SX+nxc6nf4WQNl5zn3T0isbuV1T5lLowTVPb6+D4O+RltZTN9Fx7zSpeSEk6ecXs+DmOHyJthypP11wrFmjsPsKNuuTTMdnkjFcvv+PBZ3/Ozv6j5WN++M2/5+v/9B9o7/T46pe/5uk//295+91v0NmAUaLIMzNmXGQxCgdLx/iNNp99+SXf/sPf8er4/02nGSHtAK3MiH9j54Aw8JnGOVIKaqVIsymB1+Txl39Op9vh+Lu/YzRNqWoosxhpO/yr/+Z/x87jv0QIgdfcY/z27zl79m+Q0uLBwy+2ft/3QXcFlhvR+/yf09gbY3sBjh+g6pro4NcARI0QL2pi+51rBVxYyDnOtUCl/VG70qbudHQjo0CNoipis8qfi0WqLsgmb5gef4+0JM29X5rHrUFgOxHx6XeX8qGFZePZFi9f/iPfVCX/7u//B1zLYVomvExPluLUke3zKOzz//vdf6DbbfN55wm7bo+9/T57vRZRp89v/vAPvEpiTgce3ZYZ4Eie/Z7xNMGzXf7qyac8+Yv/BY3Of4m0PdqP/um74zi3YFyHOVBmUw5/+/+kymIOfv1f4wQdhi/+LarWBN0HRDufXRhCyadHJiOX0vB06xIhJOnoBVURk08OUaoiaD2kKmaG4265FPEpXusBUga8+s3/iJqdUFWKOCv44p/8SzoHXzJ581uqIkMrxfToD9ieT12WSx2MoPOA5t4XhhdrOShVLkeC6yI2E6VdI07zee+zteO23AjLCWns/mL5eK1qwu4nRp9iesIsKajmgyHNhr8mkC4tG8uOaOx+ubzdOti8yzC0w12ac2mPvV8cY3kNM/AzR+/oDfv7L5Cuj/Y6FPEpVDGtfo+WZfP82x/IpgOyvOLxJ4/o9Z8Qz3Kinc9pP4lJ3O/oRhHHr4/Z7UYkiaZOBgxmFmmaYYmasBmCymk4Lg+fPObFb/8tThBQDSeEjiB4sIdWCi/srB2/rmszHuxcQUD4YykvbKodXjaW+NGOS9XEgx9A1/ithxuC1B2+14bPu+AP3gbp+LVR+Z8f8/DFvwUhaT/4K0Of2hKcrls/G7/9A7/7n//vTPOYUlU0nZCo0aa7+5jBfJCiLlOK6aER5fGbtLoPefDoAbYX4PpN3KjHi3/8t0Shj99sIQCvuY/WUOZTLMvDb+5eerwLqKqgKuOttbvVz6dVBXo+8SWEEX3R83O/4XOb6cs5Pa3KSYbPsf32UqdAa0WRnOFFuxffcM4X1lrBnOqm0UsK25XynEL8bOvgRXyGE3aXx69Uja5rxm/+lub+r7HdyAjtSyN8rpQC9NxuyXwPGo2URudZa41RNNVIIZgef0td57QP/pzZ6beM337NwZ/912YaLTS29AtNGa210ZmZH0tdpsvhIDAlhtaDv8Z2Q/b2Hv3x13RVVTA7/QbQWE5I1PucfHZCXWWEnSdXPv+PAUUywHJCrA1jqrdBXWYI+W5c1dy27qwerbVGlSl6ZdBXSHtt4kqrmno+2y6l/UGmmO7x04WqCoTlcH6oQdfllZTWa71+XRn6nrRQdYnWauuof5EMjaTAfBdTxGfvRoGFoLH7KxzfJCg/eiPNKHvNrjSIM7zI+4rHPf60sZAStecjqPf4+eGyoPtBIpxWtbHlXnDYtCYbv17edqNdymxE0H6C7b5TlZING+6D7j3+xFEVM+oiMbrO1n3Q/WPDpZnuPe5xj3vc425xv4ze4x73uMdHxH3Qvcc97nGPj4j7oHuPe9zjHh8R90H3Hve4xz0+Iu6D7j3ucY97fETcB9173OMe9/iI+P8D/XUzknOBCMIAAAAASUVORK5CYII=\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>"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"<h4>Woah! We have compressed the size of the bunny's <b>image by **92%</b></h4>"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"<a id=\"ref4\"></a>\n",
"<h2 align=\"center\">Exercises</h2>"
]
},
{
"cell_type": "markdown",
"metadata": {
"colab_type": "text",
"id": "adpNDQxU2TN6"
},
"source": [
"<h2>Exercise 1</h2>"
]
},
{
"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>"
]
},
{
"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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\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": 15,
"metadata": {
"colab": {},
"colab_type": "code",
"id": "u4FP-sZ89KZk"
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Compressed size of fish's image is: 136 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",
"\n",
"# we import numpy here to transform image dimensions\n",
"import numpy as np\n",
"\n",
"# Extracting num_rows and num_cols from FISH's image (stored in im 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 = 16 clusters\n",
"kmeans = KMeans(n_clusters=16)\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",
"cv2.imwrite(\"compressed_fish.png\", compressed_image)\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",
"\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>"
]
},
{
"cell_type": "code",
"execution_count": 14,
"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": {
"image/png": 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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": 17,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Compressed size of butterfly's image is: 148 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 butterfly image \n",
"# (stored in variable im3) and compress its size\n",
"\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",
"\n",
"# we import numpy here to transform image dimensions\n",
"import numpy as np\n",
"\n",
"# Extracting num_rows and num_cols from butterfly's image (stored in im 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",
"cv2.imwrite(\"compressed_butterfly.png\", compressed_image)\n",
"compressed_butterfly_im = cv2.imread(\"compressed_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",
"\n",
"print(\"Compressed size of butterfly's image is: {} Kilo Bytes\".format(str(math.ceil((os.stat('compressed_butterfly.png').st_size)/1000))))\n"
]
},
{
"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",
"--->"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"<h1>Thank you for completing this lab!</h1>"
]
},
{
"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://cocl.us/NotebooksPython101bottom\"><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>"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"<h3>About the Authors:</h3>\n",
"\n",
"This lab was written by <a href=\"https://www.linkedin.com/in/sacchitchadha/\" target=\"_blank\" >Sacchit Chadha</a> and revised by Nayef Abou Tayoun\n",
"\n",
"<p><a href=\"https://www.linkedin.com/in/sacchitchadha/\" target=\"_blank\">Sacchit Chadha</a> is a Software Engineer at IBM, and is a rising senior pursuing a Bachelors Degree in Computer Science from the University of Waterloo. His work at IBM is focused on Computer Vision, Cloud Computing and Blockchain.</p>\n",
"<p>Nayef Abou Tayoun is a Cognitive Data Scientist at IBM, and is pursuing a Master's degree in Artificial Intelligence. "
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"<hr>\n",
"<p>Copyright &copy; 2019 IBM Developer Skills Network. This notebook and its source code are released under the terms of the <a href=\"https://cognitiveclass.ai/mit-license/\">MIT License</a>.</p>"
]
}
],
"metadata": {
"accelerator": "GPU",
"colab": {
"collapsed_sections": [],
"name": "ImageCompressionKMeans.ipynb",
"provenance": [],
"version": "0.3.2"
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