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b/1 - Methods with Improved Results/anatomical_roi_segmentation_model.ipynb |
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{ |
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"cells": [ |
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{ |
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"cell_type": "markdown", |
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"id": "01a67ed4", |
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"metadata": {}, |
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"source": [ |
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"# Semantic Segmentation of Anatomical ROIs from Chest CT Scans\n", |
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"This workflow is extended from the methodology of segmentation using KMeans clustering and morphology methods elucidated in the [paper by Rim et al](https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8070040/). The paper is implemented in the first directory and the results are analyzed for the dataset we work on. \n", |
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"- During the generation of the convex hull for the foreground mask, much of the background area outside the ribs was enclosed in the hull. This resulted in area outside the ribs filtered along with the lungs in the lung mask.\n", |
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"- The initial and final slices of CT scans reported inaccurate results for lung and heart segmentations.\n", |
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" - In the initial slices of CT scans of the chest, the lungs occupied little area, and the trachea was segmented along with the lungs in the lung mask. This caused the convex hull of the lung mask to occupy a triangular region.\n", |
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" - The region leftover after the lung mask was subtracted from the convex hull of the lung mask was designated as the heart. This is wrong, as the heart is not seen in the original image in the initial slices.\n", |
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"\n", |
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"Therefore, we present an alternative to segment anatomically meaningful regions of interest more effectively in all cases of slices of CT scans.\n", |
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"## 1. Import Libs & Acquire Data" |
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] |
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}, |
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{ |
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"cell_type": "code", |
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"execution_count": 1, |
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"id": "a733a4a5", |
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"metadata": {}, |
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"outputs": [], |
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"source": [ |
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"import os\n", |
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"import cv2 \n", |
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"import math\n", |
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"\n", |
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"import numpy as np\n", |
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"import pandas as pd\n", |
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"import matplotlib.pyplot as plt\n", |
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"from matplotlib.patches import Rectangle\n", |
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"\n", |
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"from sklearn.cluster import KMeans\n", |
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"from skimage.morphology import erosion, opening, closing, square, \\\n", |
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" disk, convex_hull_image, remove_small_holes\n", |
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"from skimage.measure import label, regionprops\n", |
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"\n", |
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"from skimage.filters import sobel\n", |
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"from skimage.feature import canny\n", |
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"from scipy import ndimage as ndi\n", |
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"from skimage.segmentation import watershed\n", |
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" \n", |
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"SMALL_FONT = 13\n", |
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"MEDIUM_FONT = 15\n", |
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"LARGE_FONT = 18\n", |
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"\n", |
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"plt.rc('font', size=SMALL_FONT) # controls default text sizes\n", |
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"plt.rc('axes', titlesize=SMALL_FONT) # fontsize of the axes title\n", |
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"plt.rc('axes', labelsize=MEDIUM_FONT) # fontsize of the x and y labels\n", |
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"plt.rc('xtick', labelsize=SMALL_FONT) # fontsize of the tick labels\n", |
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"plt.rc('ytick', labelsize=SMALL_FONT) # fontsize of the tick labels\n", |
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"plt.rc('legend', fontsize=MEDIUM_FONT) # legend fontsize\n", |
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"plt.rc('figure', titlesize=LARGE_FONT) # fontsize of the figure title\n", |
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"\n", |
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"plt.rcParams[\"figure.figsize\"] = (10, 5)" |
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] |
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}, |
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{ |
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"cell_type": "code", |
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"execution_count": 2, |
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"id": "7d7bc042", |
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"metadata": {}, |
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"outputs": [], |
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"source": [ |
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"def readSortedSlices(path):\n", |
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" \n", |
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" slices = []\n", |
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" for s in os.listdir(path):\n", |
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" slices.append(path[3:] + '/' + s) \n", |
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" slices.sort(key = lambda s: int(s[s.find('_') + 1 : s.find('.')]))\n", |
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" ID = slices[0][slices[0].find('/') + 1 : slices[0].find('_')]\n", |
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" print('CT scan of Patient %s consists of %d slices.' % (ID, len(slices))) \n", |
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" return (slices, ID)\n", |
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"\n", |
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"def getSliceImages(slices):\n", |
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" \n", |
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" return list(map(readImg, slices))\n", |
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"\n", |
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"def readImg(path, showOutput=0):\n", |
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" \n", |
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" img = cv2.imread('../' + path)\n", |
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" img = cv2.cvtColor(img, cv2.COLOR_RGB2GRAY)\n", |
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" \n", |
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" if showOutput:\n", |
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" plt.title('A CT Scan Image Slice')\n", |
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" plt.imshow(img, cmap='gray')\n", |
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" return img" |
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] |
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}, |
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{ |
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"cell_type": "code", |
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"execution_count": 3, |
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"id": "3578fb7a", |
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"metadata": {}, |
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"outputs": [ |
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{ |
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"name": "stdout", |
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"output_type": "stream", |
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"text": [ |
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"CT scan of Patient ID00007637202177411956430 consists of 30 slices.\n" |
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] |
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} |
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], |
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"source": [ |
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"slices, PatientID = readSortedSlices('../sample-dataset')\n", |
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"sliceImgs = getSliceImages(slices)" |
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] |
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}, |
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{ |
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"cell_type": "code", |
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"execution_count": 4, |
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"id": "4b13abd3", |
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"metadata": {}, |
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"outputs": [ |
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{ |
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"name": "stdout", |
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"output_type": "stream", |
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"text": [ |
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"Image Dimensions: (512, 512)\n" |
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] |
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}, |
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{ |
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"data": { |
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"image/png": 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\n", 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127 |
"text/plain": [ |
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128 |
"<Figure size 720x360 with 1 Axes>" |
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129 |
] |
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130 |
}, |
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"metadata": { |
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"needs_background": "light" |
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}, |
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"output_type": "display_data" |
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135 |
} |
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], |
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137 |
"source": [ |
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|
138 |
"# Select a sample slice to work with\n", |
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139 |
"im = readImg('sample-dataset/ID00007637202177411956430_16.jpg', showOutput=1)\n", |
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140 |
"print('Image Dimensions:', im.shape)" |
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141 |
] |
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142 |
}, |
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143 |
{ |
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144 |
"cell_type": "markdown", |
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145 |
"id": "1337c11c", |
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146 |
"metadata": {}, |
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147 |
"source": [ |
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148 |
"## 2. Preprocessing CT Images" |
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149 |
] |
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150 |
}, |
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151 |
{ |
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|
152 |
"cell_type": "code", |
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153 |
"execution_count": 5, |
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154 |
"id": "187fb834", |
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155 |
"metadata": {}, |
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|
156 |
"outputs": [], |
|
|
157 |
"source": [ |
|
|
158 |
"def imgKMeans(img, K, showOutput=0, showHistogram=0):\n", |
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|
159 |
" '''\n", |
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|
160 |
" Apply KMeans on an image with the number of clusters K\n", |
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|
161 |
" Input: Image, Number of clusters K\n", |
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|
162 |
" Output: Dictionary of cluster center labels and points, Output segmented image\n", |
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|
163 |
" '''\n", |
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|
164 |
"\n", |
|
|
165 |
" imgflat = np.reshape(img, img.shape[0] * img.shape[1]).reshape(-1, 1)\n", |
|
|
166 |
" \n", |
|
|
167 |
" kmeans = KMeans(n_clusters=K, verbose=0)\n", |
|
|
168 |
" \n", |
|
|
169 |
" kmmodel = kmeans.fit(imgflat)\n", |
|
|
170 |
" \n", |
|
|
171 |
" labels = kmmodel.labels_\n", |
|
|
172 |
" centers = kmmodel.cluster_centers_\n", |
|
|
173 |
" center_labels = dict(zip(np.arange(K), centers))\n", |
|
|
174 |
" \n", |
|
|
175 |
" output = np.array([center_labels[label] for label in labels])\n", |
|
|
176 |
" output = output.reshape(img.shape[0], img.shape[1]).astype(int)\n", |
|
|
177 |
" \n", |
|
|
178 |
" if showOutput:\n", |
|
|
179 |
"\n", |
|
|
180 |
" fig, axes = plt.subplots(1, 2, sharex=True, sharey=True, figsize=(10, 5))\n", |
|
|
181 |
" axes = axes.ravel()\n", |
|
|
182 |
"\n", |
|
|
183 |
" axes[0].imshow(img, cmap='gray')\n", |
|
|
184 |
" axes[0].set_title('Original Image')\n", |
|
|
185 |
"\n", |
|
|
186 |
" axes[1].imshow(output)\n", |
|
|
187 |
" axes[1].set_title('Image after KMeans (K = ' + str(K) + ')')\n", |
|
|
188 |
" \n", |
|
|
189 |
" return center_labels, output" |
|
|
190 |
] |
|
|
191 |
}, |
|
|
192 |
{ |
|
|
193 |
"cell_type": "code", |
|
|
194 |
"execution_count": 6, |
|
|
195 |
"id": "f05685e5", |
|
|
196 |
"metadata": {}, |
|
|
197 |
"outputs": [ |
|
|
198 |
{ |
|
|
199 |
"data": { |
|
|
200 |
"image/png": 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\n", 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"text/plain": [ |
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"<Figure size 720x360 with 2 Axes>" |
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] |
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}, |
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"metadata": { |
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"needs_background": "light" |
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}, |
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"output_type": "display_data" |
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} |
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], |
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"source": [ |
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"def preprocessImage(img, showOutput=0):\n", |
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" '''\n", |
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" Preprocess the image by applying truncated thresholding using KMeans\n", |
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" Input: Image\n", |
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" Output: Preprocessed image, threshold value\n", |
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" '''\n", |
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" centroids, segmented_img = imgKMeans(img, 3, showOutput=0)\n", |
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" \n", |
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" sorted_center_values = sorted([i[0] for i in centroids.values()])\n", |
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" threshold = (sorted_center_values[-1] + sorted_center_values[-2]) / 2\n", |
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" \n", |
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" retval, procImg = cv2.threshold(img, threshold, 255, cv2.THRESH_TOZERO) \n", |
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" \n", |
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" if showOutput:\n", |
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" \n", |
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" fig, axes = plt.subplots(1, 2, sharex=True, sharey=True, figsize=(10, 5))\n", |
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" axes = axes.ravel()\n", |
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"\n", |
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" axes[0].imshow(img, cmap='gray')\n", |
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" axes[0].set_title('Original Image')\n", |
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"\n", |
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" axes[1].imshow(procImg, cmap='gray')\n", |
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" axes[1].set_title('Processed Image - After Thresholding')\n", |
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" \n", |
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|
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" return procImg, threshold\n", |
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"\n", |
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"procImg, fg_threshold = preprocessImage(im, showOutput=1)" |
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] |
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|
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}, |
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{ |
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|
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"cell_type": "markdown", |
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"id": "d89ff193", |
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"metadata": {}, |
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|
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"source": [ |
|
|
246 |
"## 3. Foreground Mask Generation Using Edge-based Segmentation" |
|
|
247 |
] |
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}, |
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|
249 |
{ |
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|
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"cell_type": "code", |
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"execution_count": 7, |
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"id": "b2539450", |
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"metadata": {}, |
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|
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"outputs": [ |
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|
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{ |
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|
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"data": { |
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257 |
"image/png": 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\n", 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"text/plain": [ |
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259 |
"<Figure size 1152x720 with 6 Axes>" |
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260 |
] |
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}, |
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"metadata": { |
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"needs_background": "light" |
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}, |
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"output_type": "display_data" |
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} |
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], |
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"source": [ |
|
|
269 |
"def getForegroundMask(img, fg_threshold, showOutput=0):\n", |
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" \n", |
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|
271 |
" retval, init_fg_mask = cv2.threshold(img, fg_threshold, 255, cv2.THRESH_BINARY)\n", |
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"\n", |
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|
273 |
" # Morphological operations to clean the mask\n", |
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274 |
" fg_mask_opened = opening(init_fg_mask, square(3))\n", |
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275 |
" fg_mask_opened2 = opening(fg_mask_opened, disk(4))\n", |
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276 |
" \n", |
|
|
277 |
" # Perform edge-based segmentation of the foreground...\n", |
|
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278 |
" \n", |
|
|
279 |
" # Detect contours that delineate the foreground with the Canny edge detector\n", |
|
|
280 |
" edges = canny(fg_mask_opened2) # Background is uniform - edges are on the boundary/inside ROI\n", |
|
|
281 |
" \n", |
|
|
282 |
" # Fill the inner part of the boundary using morphology ops\n", |
|
|
283 |
" fg_mask = ndi.binary_fill_holes(fg_mask_opened2)\n", |
|
|
284 |
" \n", |
|
|
285 |
" # Plot all steps\n", |
|
|
286 |
" if showOutput:\n", |
|
|
287 |
" fig, axes = plt.subplots(2, 3, sharex=True, sharey=True, figsize=(16, 10))\n", |
|
|
288 |
" axes = axes.ravel()\n", |
|
|
289 |
"\n", |
|
|
290 |
" axes[0].set_title('Original Image')\n", |
|
|
291 |
" axes[0].imshow(img, cmap='gray')\n", |
|
|
292 |
" axes[1].set_title('On Performing Thresholding\\'s')\n", |
|
|
293 |
" axes[1].imshow(init_fg_mask, cmap='gray')\n", |
|
|
294 |
" axes[2].set_title('On Opening with Square SE (3)')\n", |
|
|
295 |
" axes[2].imshow(fg_mask_opened, cmap='gray')\n", |
|
|
296 |
" axes[3].set_title('On Opening with Disk SE (4)')\n", |
|
|
297 |
" axes[3].imshow(fg_mask_opened2, cmap='gray')\n", |
|
|
298 |
" axes[4].set_title('Outer Boundary Delineation with Canny\\'s')\n", |
|
|
299 |
" axes[4].imshow(edges, cmap='gray')\n", |
|
|
300 |
" axes[5].set_title('Foreground Mask')\n", |
|
|
301 |
" axes[5].imshow(fg_mask, cmap='gray')\n", |
|
|
302 |
"\n", |
|
|
303 |
" return fg_mask\n", |
|
|
304 |
"\n", |
|
|
305 |
"fg_mask = getForegroundMask(procImg, fg_threshold, showOutput=1)" |
|
|
306 |
] |
|
|
307 |
}, |
|
|
308 |
{ |
|
|
309 |
"cell_type": "markdown", |
|
|
310 |
"id": "cc4e7d66", |
|
|
311 |
"metadata": {}, |
|
|
312 |
"source": [ |
|
|
313 |
"## 4. Lung & Trachea Mask Generation Using Region Properties" |
|
|
314 |
] |
|
|
315 |
}, |
|
|
316 |
{ |
|
|
317 |
"cell_type": "code", |
|
|
318 |
"execution_count": 8, |
|
|
319 |
"id": "a2878f6c", |
|
|
320 |
"metadata": {}, |
|
|
321 |
"outputs": [ |
|
|
322 |
{ |
|
|
323 |
"data": { |
|
|
324 |
"image/png": 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GQqFQKBQKhUKhUCgUikGJMmooFAqFQqFQKBQKhUKhGJQoo4ZCoVAoFAqFQqFQKBSKQYkyaigUCoVCoVAoFAqFQqEYlCijhkKhUCgUCoVCoVAoFIpBiTJqKBQKhUKhUCgUCoVCoRiUKKOGQqFQKBQKhUKhUCgUikGJMmooFAqFQqFQKBQKhUKhGJQoo4ZCoVAoFAqFQqFQKBSKQYkyaigUCoVCoVAoFAqFQqEYlCijhkKhUCgUCoVCoVAoFIpBiTJqKBQKhUKhUCgUCoVCoRiUWAa6AQrFQGM2m2Gz2SCE0Lfl5ORA0zRUVVVFHB8MBhEKhaBpGtra2vqzqQqFQqEYANra2hAMBg1yojM0TYPZbIbFolQshUKhUCj6AyVxFec9cXFxsFqtAAAhBOx2O7KysiCEQF5eHrKzszFq1CiYTCYIIWAymWC1WiGEgNfrNSixbW1taGxsRGtrK/x+PyoqKlBWVoampiY0NTWhpaUFoVBooB5VoVAoFD3A4/HoRmqTyYRQKASTyQSXy4XS0lI0NzejoqICJpNJlxWapsFkMiEYDMJk6gh8bWtrQ0pKCnJzc3Xj99ChQ5GcnIxQKIS4uLguGUcUCoVCoVB0DWXUUJxX2O12pKSkIC8vD6NGjYLFYsHo0aORmJgIs9kMIYSurHLFlJRTisAg4uLiAAChUAhCCAghkJiYqP8/depUhEIhhEIhBINBFBcX60pwQ0MDTp06hcbGxoHqDoVCoVBI+P1+uFwuVFdXo7q6GlarFSdPnoTb7TbICZIVPp/PICfob6AjKgMwygmv14uKigoAYWN6cXGxvm/EiBEwmUzIyclBWloaLBYLEhISBqw/FAqFQqEY7CijhuK8ICMjAyNGjMDSpUsxfPhwmEwmWCwWBAIB/RhSRK1Wq55CQkYNiq7gRo9QKIS2tjZYLBaDskr7yTtH2202GyZPngyTyYSFCxciGAyipaUFhw8fxqZNm3RPn4rkUCgUiv6nubkZ9fX12Lt3L2prawGEx/xAIGAwcGuaBovFokdu8H30fygUgtls1o0f9DfJA03T9OPoNxlFDh48CJPJhGPHjqGtrQ02mw1ZWVkYM2YMYmNjkZGRoSI5FAqFQqHoBsqocR7SXWWIRyYMJlJTUzF37lyMHj0aQ4YMQUJCgm4wIKMFAF2RBKB72choAXR41+hv/ttkMiEQCBiOp/1cieXKMIUbU1THhRdeiOnTp6OtrQ0HDhzARx99hPr6etTX1/dPRykUCsWXlJaWFhQXF6Ourg5NTU3wer2GmkgkE8hYDXTICW6UoP8BGPYBHYYROo+O4deibWQEAcIpL0IIBINBlJWVobS0FGazGUOGDMGkSZP0NEmFQqFQKBSnRxk1BhGUMgGE0yIKCgr0bTExMUhOTkZ2djYyMjIMEQR8Ug9AV+hIqdu1axcaGhrg9Xpx6NAhBAKBc7YApslkwpgxY1BUVIQ5c+YgJSUFwWAQAPTfdBzB+4GUS27woDoaFH0he9n48XQOGTl4/1KfcQWZFFa6x8SJE1FUVASn04mjR49i+/btOHDgALxe76A1LikUinMHGn+EEHC73Th16pRBdpjNZhw5cgTNzc16qkVX5ERhYSHi4+PR1taGESNGwGKxGI4/lwiFQigvL0dNTQ2OHDkCl8uFtrY2gwwAjA4A6gegQy7Ihg0ax/lYH82QIUd0yBGAdAw3pPj9fn3/yZMnUVlZiaSkJCQkJCAvLw/Dhg2LKGitUCgUisEFj/pW9C7iXJ5ICSHO3cb1MTExMRBCoLCwECkpKQCA/Px85OXlwWq1wmaz6XUiyPPDlR05CoEUNIKUMz75DgQCaG5uRlNTE7Zu3Yri4mI0NDQYUjgGCovFgjFjxmDRokUYN24cbDabQUmVDQ0EVyZlBZUIBoOw2+36du69oz7zeDzwer1ISUkxhCbLkR/82nQMV3xpH00yaIWVkpISbN68GS0tLaipqRm0g52maUrjVvQr06dP17Zv3z7QzRgQ/H4/hBAoKyuD1+uFyWRCTU0NqqurYbFYEAwG0draapATckFLABHbCT6JpzGrra0NiYmJsFqtGDVqFIYNG4aEhIRzYqWPtrY2lJeXY8+ePairq9NTCLmBhssJbsyJZqTmx1CaCJcT1K80tpOcSE5OBgD9HZjNZsN9eGHRrsgJIKwTDBkyBBMmTEBSUpJezHqwMX36dGzfvn3wNVwxqPkyzycU5xYpKSlISkpCaWnpQDflnKYn8wll1DiHiI+Px9ChQzF+/HhMnz4dsbGxcDgcukLEowxIoQoGg4aaD9zDREpSNG8RD43lqRZciXO73aioqMDevXuxY8cOuN1uOJ3Ofu+XoqIiXHzxxZg0aZJBOQciPWpAh/eN7+OKOfUFLwxKfczznukaXNHkiiw3aJACDHSkpkTzCNK9+ARDCAGz2QyPx4NAIIAdO3Zg3bp1qK+vh9fr7bd+7g2UUUPR33zZjBo+nw+1tbUoLy/H0aNHYbFY4PP5DJN3AIb0Chq3+D557AcQVU7IRnH6n8Y0m82GpKQkDBs2DKNHj4bVakVsbGx/dwvKysqwa9cuNDU1IRAIGOQEj5LgbZcjKPhvGtO5nCBZy9NO5Poa8jW5vKD3AYSN6Var1XAtIpqcoB+LxQKz2Yzhw4dj4sSJiI+P11f3Ggwoo4ZiIPiyzScUisGOMmoMMkwmE9LT0zF+/HgMHToUEydOREJCgh6FQGkL8iRZnpQDMEzso22TjRid/ZYVWApP9nq98Pl82LVrF3bu3Ina2lo0NDT0WZqK1WpFamoq5s2bh/nz5+tKMqWY8Oc0m816QU86hvpL9rbx4+kaVqtV/1/TNASDQf0d0HW4UYImBKSkRjMgyedQm71eL2w2m6HfuWHEZrPpxpVTp05h3759+Pzzz+F2u9HU1NQnfd2bKKOGor85340amqahtbUVx48fh9vtRnl5Odxut27E4DV/aCIMdEzk5fQJPsEGjHKCiGbYkGUJ/9tisUAIAavVCqvVimHDhmHkyJGIj49HYmJin6WptLW16al8PI2PRz5wwzXJCYpM5MbszowK9D8VmOaRGyQ7uGOBjo8mJ4AO54EsO/k78Pl8sFgsUSM9KLIQAGJjY5GUlISMjAwUFhYOilVUlFFDMRCc7/MJxZeP5ORkNDc3n7ep68qoMUjIyspCYWEhJk+ejPHjx+sKESlCsreHT5SByOgK/g7liAW6Jt/GUyzkqA45kkPOJabj/H4/Dh8+jMbGRmzatAlVVVVwuVxnfHYhBOLj4xEbG4umpiZkZmYaPH+xsbGYPXs2kpOTMWbMGN2TRYqdHPrLn5ungABGYwf3kHGFkpRVUlL5teSIDVKELRaL/j9XinlbKIqG7kVGkrq6OkNle2qf3+/Xn5W/F2pHc3MzNm/ejPXr16OhoaFbn7f+RBk1FP3N+WrUaGhoQFVVFSoqKlBZWYm2tjY9FZCnuvFoCrk4MjeAc1kgR7HJE3t+vWiRGp3JCT522e12tLW1YciQIbDZbBg7dixSUlIQExPTrX4IBoOor683yAm/34/i4mL4/X5UVVXp4zeXEzwyQo7eI3nKjdpcvvDn5IYbLicAo5NAbjM3iPNoSx4tww3s3EhSX18fISfMZjMCgYBBTvDrWK1WmEwmjB49GuPGjUNSUlK3+rm/UEYNxUBwvs4nFF9e8vPzUVpaOmjT1c+EMmqc4wwdOhSLFy/GhRdeCLvdbjBiADAoPLKHDeiok8ENE1yRjPbBlpWpaNED5P3hRgJuWOHtke9JCmxlZSVaW1sNz8MVPVKAzWazXvystrYWQ4cOjfAGAjB4tuRrcMWUe9eiGXgA6B42s9kckSrClWDe7mi1OWQFnsKR+bvhIcrUF7LhgxtbyPAhp85QG6ltFF5cX1+PV199FaWlpairq4t43wONMmoo+pvzzajR0NCA3bt3o7y8HH6/Xx/zeHQZIUdfAB1jhyw3eNSAbNg4nZygv+X0CdmIwqPVuDGBG1VSU1MRHx+vt4vLEPlvuqfX60VVVVWEnKCoOro/weWEXCuD75fhURFklKZjyajAI/Pof7kOhiyfyFjB5WcoFNLlBGBMRSFZQfupXbzt9JvLNW6gj4mJwdy5c5GamorExMSz+DT2PsqooRgIzrf5hEJxvqOMGucgZrMZQ4cOxaJFizB16lTExsbqyhKFDlOKRzSlkBsfgMjlV7myRvtlrxrfLhsD5Ik7EH2lD/6/fHy0yAa5PQAioi14HjdXFGUllD8nV+DJMMC3EyaTSS/qxg0q/BmoP2j517a2tojin7JnTe5bPingNTuoDfxcuiaPMuGGD6AjckNOfeHXNJvNaGhowJYtW1BcXIzDhw9HVdIHAmXUUPQ354NRIxQKobm5Gfv27UNZWRl8Pp8h1YHkBADDWBZtUh3NwM3HeboG/ZYj+/jfspEBMBoN5GP4NaJt43JObg8fj3nqB49I4Kkk0VJG+P809pPBgBs5eD/SPm5I4X3EnQgkJ+SIELofl0+yE+J0coLux+/J5QLdlxvROytCSuebzWbExMSgqKgIhYWF50xaijJqKAaC82E+oVB8mVBGjXMIu92OKVOmYMmSJcjKytJDcTnRoiai5THLURty+CuAThU8rtDx8F06lyuJXEnlVfH58bKxgRsgZM+YfE5nxoEzRWCQIkj3454pUvq4ks8jKHg0BFf6qB3ciMTbSPfjeefyO6Pz5KKgcgi4PGmI9o75+6yoqEBWVpZB+efPTcVhhQiHYX/66adYu3btOVFzQxk1FP3NYDZqBINBlJaWYv/+/WhtbYXH4zGkwQHG8ZH+lw3T8lghR1HI++RxjMsJuiYdw1f4kA3tfFymbbJRgP8tywluQJblhHyuHIEh10uS64mQs4DOpbbR85KcEELAYrHotUk6qzcSTU7wSItokSaEnK7D3wU3VnDHg3wdfq7ZbMapU6eQnZ0d4bCg5+ZyIi4uDqNHj8bYsWP1SJmBQhk1FAPBYJ5P9DXR0qgV5wfjxo1DcXHxQDejR/RkPjHwa7CdZ8TExGDy5MlYunQphg4dCgC6hwcwKlvRirdF85BxhZEm0c3NzQCAuLg4AEZvD3nzKewVgJ5vyw0bXGGSVwah3F5qs6xwUjtkAwlvC7VHHiijKa38Gek3V7xpQi/nbnPjhtwmWTmUoyLo2biBgUJ+6fkpJJjnsvMcdB5NIfcnpb3IExA5fJuey2w2o6WlRW8fN4jQ81FOtRAd9T0uvfRSFBUV4YMPPsCePXvOmagNhUIRHb/fj+PHj2P//v1oampCMBg0pIXQRDfa5J2QjcB8Ik7jSnNzsz6ppX10Lp/A06Saxhb64WM5TZT5OExRZVxOAR2TfTmaTjZm8/bIxuxo9Ty4oSaaLKNn4vKUtsmRcvzZuLGCG3Dk/qT/+TNFkxP8XtQuOp4bN0KhEGw2my4nZHkiG8IpQqO5udkgJ6hdJCdIhtE7czqd2LVrFyoqKjB+/HgUFBREGF4UCsWXk8zMTLS1taGmpmagm6LoRTIzM+H3+6Puo0h2Sm08X+hSpIYQ4qsAvgVgEgCHpmkWaf/XAPw3gBwAewHcq2naDrZ/OoAnAUwAUAngvzVNe7EL9x00szMhBIYOHYqbb74ZeXl5Bq+O7G2RPU9cEeMTfDkCgN+LkD1vfD8ZN/hEP5pSzI0lAAxKKlfC+LMEg0Hd2xVtUk/toP28cGZnnkPZe8ihZ+DXlJXVM6V98PvydsseUN52+e9onkm6lvyuSKGkPiTFlBtF+PPRxIaUcZow0CTH5XLBYrEgMTFRP45fq62tDa+88gq2bdsGj8cT8bnpD1SkhqK/GUyRGpqmobGxEZ999pm+ehRfqYOPSTTWkBzgNYGiyREAEeMZnzxHkxM0NtG15XFXHt+5kYIbU6JF8QHQxzTeXtlQEU1O8L6QDfunm4xzY4UsJ6hPZEODfCy/TzTPJZeNnb1jnlLJ36n8P12Dv+tocpeOpWKhXNaR8Zzu63Q6YbFYkJSUFLUguN1ux4UXXohRo0bBZrN12pd9hYrUUAwEg2k+oVD0BnxOR9AKZYmJiQgEAqivrx+o5p2RnswnumrUWAYgFUAsgKe5UUMIMRfAKgArAHwG4H4A3wMwWtO0FiFEEoCjAH4P4FEA8wG8CWCppmlbznDfQTEIJSUl4eqrr8aMGTMMEQ6yEhcKhQweF67c8WPkyTv3CNEqGvJEme4TTTnlx9Bx3IjC2xBt4s0VWlL86PpkBZQn9dy7JCu7vD38PnKEh9ls1q2JPNKBGxjoWXh/yd4/vp/uwavd07GycYW3N5rnlPbx5+fKLLWX3nu062uaZigExycOhMfjgd/vR2JiosEYYrVa9WgNHqWyf/9+PPvss3A6ndE/sH2IMmoo+pvBYtRwu93Ytm0bTpw4Aa/Xq48VBB9Tohlq5cg+WU4QPNKMZII8hpKxm/6Xx05uGI9m6OWTbDLA0FhME2weESfLCXmMjmbokNMYo8kJ2nc6OcGNBHRPTmdygozSPBpFlukcGuejFRrl0Y7ceSH3BS/YzQ07FKHBZbC8ApjH40EgENBrZ9B747U3qH0WiwWZmZlYvHixvlx6f6GMGoqBYLDMJxSKviQ+Ph4JCQmorKwc6KackT4zaugHC7EQwKeSUeN5ACZN025p/18AKAPwU03TnhdCfB3AzwGM0NpvJoR4AUBQ07Svn+F+5/Qg5HA4sHLlSowePRrp6ekGRS+aEsQVRK6sRJvocjrzngEd4cKdKUJkoKBJMy9uJudeyxN+WQGVQ6EB6Aos5WTz6JRoHkjeF9yjGC0nm6IV+PV4hAddmxRI3l9ccaS8Yq7cyoo6P4eej6+KEk25pm10f/m9BwIB3UDBr8OPk72pPA9anthQG3kED6WjcIVdCIHi4mI888wz/W7YUEYNRX9zrhs1fD4fSktLcfDgQVRWVhrGATkSQDZacCMC7SfkbXwskw0dZJDlcoKP/3ItCW4w76wNPGqD35dP6Ol4XoxZHg+5sZ/3A7WDj8n8mbhhXC6qzA0FXC5T5BzvQxr3yZBMx5/O8M8N5Px5eNuiyQm5SCgQNvjwcZ1H4cmymfqd5C1/f/Ss3OBBbaYlw7mcMJlMyMnJwZIlS7q9zO7ZoIwaioHgXJ9PKBQKIz2ZT/RGTY1JAJ5jjdCEEF+0b6f9OzWujQA7AdwS7WJCiLsB3N0L7eoz7HY7ZsyYgUsuuQS5ubl6gTFSYrjXnStZcqV6PqnlihMQGRpL24CwEsULi3ElmdrCocr53KMme7G4ssarqVPbZAMHV7w4lFssG2y44sy9hFx550oxj3ggpZh7pahfeKpMNC9hNIMQtV02LPB7U7/RNXg7CHoWHpnD3y95D6MtvSu/X9pG4cDURjJy0PPz56mtrUVaWpqu/HKjzbhx4/Bf//VfePXVV7Fr167OP8wKxSCEy4nhw4cPcGui4/f7cfToURQXF6O5udkwNtO4wCfHfDyQU0r4fv53NDlB51itVsM4yNMaeVtojOYrafBxWY5OoPGOJvN8vKZnozbzcV82VtNxfGUXOp4iDvlqH9GiN2Q5wQ3fvK9k+Up9L0er8GeWjST8PXHnQCAQiBj75WLe3GAkv1+bzaY7Bvjx3PlAfUDn0pLwfKlZi8UCv9+vn0/PUlNTE1VOCCFQUVGB999/H5MmTcKoUaM6+SQrFIOTwTCfUCh6E9n431Xy8vJw4sSJqCmXg4neMGokAGiWtjUBSOzifgOapj0N4Gng3LOsmkwm5OXlYfny5Zg6dapuwJC9/IAxmoIUMyrgJU/cuXLGJ9gUZUDKFBX95EqmnB5CnjPaTx4ouYicfF9qJ53DazlwDxadx72DQIcXiitZXEHkXjV+rmxAkaHr8FVNeOFV+QssG4t49Ak3CPBoE94W/q658YH+J6WZK/9cceceN76d/qe207a2tjZUVVUhPT1dV/ZJMaV2yOko9H98fLxu+JCfBwgXCbrtttvw3nvvYdOmTQNWZ0Oh6G24nJg+ffo5JSc0TUNtbS3279+P0tJSQxHQzuo58PGHGzx4FIC8zCmf7PICn7SKiSyPuFE1mpyQI0e4TONygq5P7eKySjZSRxtj6TyedkdQG2U5QeMhjyDk15XlBN1HXr2Kw6MxuBFGbo98Py4nuIGFvxcyEMnviQzTsqw3mUy6fCc5Kr+LyspKpKenw2Kx6KmHPBqDojcI+j8+Pt4QPSO/l4aGBmzYsAEulwtFRUWw2+0RfaVQDEbO5fmEQtEXjBs3DseOHYuq70eTuURLS0uPjCHnGr1h1GgFkCRtSwZQwvbnRdnf0gv37jeGDx+Or3zlK5g8eTKsViv8fn+E54h+c48XV7S4EsWNETw6gk/cY2JiDJNqrlxxJQ/o8OxzowLQkedL+P1+/X7UHopI8Pv9hqJ0hFywTo72kI0dFKXAFU3u5aJjKQqBlGK6F+8fHkZLBdJkbyH3vpGCzxV66i8e+uzz+fTn5wVP6Vh5FRXybJJxgSuUdB6P2KF78dVPyGjEFWlN05CdnW2INOHHkMGD2sF/4uLiDN4/2RMZCoVgt9tx3XXXoaCgAC+//LK+ao5Coeh96urqsH//fpw8eRIej8dQV0E2IvCaCJ0ZSHmUAJcD3IhAcgIwTsK5YYEbvnm0GI904PDVOPhS0pqmGeQEjwjgEYoADHJCNujQMXa7XR/zZDlB15LTIWWDCt2LZAG1T45O4c/KDUZyVAw3TPt8Pv18ej4uu+UC1vS+SQbxWhZ0XzqGZBJfJQswpgpxg0h2drZBzlNfkmE8IyNDfwYeGRMfH28o0k3Xo3MpnWXbtm2orq7G3Llz4XA4zuJboFAoFIqewuVHd9m/f3+n+woLC3H48GF9zsdpaGjo9r3ORXrDqLEbwFT6R4S1lckA3mD7V0jnTGnfPihYsGABrrjiCiQnJ+urfkSLECAljyavBG0nJYIURG74AIyTacp/lT10speFFDyuwPHQVzl8lqc3cGWWGzr4NqDDc0jKotweTQtXVI+JiUFSUhIsFgs8Ho9egIzncfOIjlAoBK/Xq9+XlKtAIACn06kbDnjf0rNR/9Dzc4MEj1yge9Hzk5JK+6jQJjdwkNeLe0VlA5a8ra6uDhaLBQkJCfq51D6uYFORNlLKKXS5trYW2dnZ+juh90MGD35fHhEjGzP4xIVHiUybNg15eXl46qmnUFpa2v0vgUKhOC21tbVYt24dmpubDaklPDKOjwNA5EogfKzgRmoOlzE0sea1GuToAcC4bDY3DHD5w1fKII+/nPpAbeZw+UNjqhylQOfYbDaDnPB6vXo9B3pOvsoLyQmfz2eQocFgEH6/H06n05CaR+MtjYEWiyUiPYYb1ekcajuXG1zmkAGe2kfPyA3i1Hc8KpBvM5lMqK+v16Ps6NwzyQketVFXV4fs7Gz9OegaOTk5EQ4WOpdH+dH96H3L/X3ixAm88cYbWLx4MXJycs78oVcoFApFr5Keng6/39+jlUnsdjsKCgpQXFwcse90Bo/zha6ufmIGYEV45ZIPAMS37/IBmAPgIwBXAtgA4D4A/4GO1U+SARwB8FsAjwGYB+BtDILVTywWC5YuXYply5YhLi4uQvGRvR6yAgt0KIrRIge40YLuxz1bcjQHvy5FD9Df/DpAZB4xD6/l96bzufePlCi+nc6Vn8NisSA5ORlJSUmGPGie50v5v9QPFotFn8wHAgFdiW5ra4PX64UQ4cJmzc3NqKmpMSj8vJaH7MniESncwETn8fQRuT+5wk99zvufG1a4UszzoSkyQ35Pdrtdf07+WeAeTOoLagN9RnhbCD7p4RMn/s74sYTZbMbRo0fxzjvv4ODBg135CnQbTRUKVfQzA10otK2tDXv37sWRI0fQ1NRkiGYDIotC87FXTo/jYwdgTJGg8Z0XiJTHKX4/Op/GHgCG68jjCr8njS+yMZfGTRpT+bPJcoJHXVitVl1O0PjNDQ5ms9kgJ4CO6Agy/p6NnJAj2OTn5W2R5R8dw6NNaBs9H71LOdKDzuGeNy5jeYSNzWaLWtBblhNylCiPfJHTf7jMov+5DIyGxWJBVlYWpkyZgmHDhkU95mxQhUIVA8FAzycUiv6CR+sPZnoyn+hqpMYtAP7K/qdknZGapm0UQtwL4M8AcgDsBXCppmkt7Y1qEkJcCuAJAL8AUAngnjMZNAaalJQUXHLJJVi6dKnBa889UKQU0MSWGxJ4aCmPtpA9dlzpIsWWK4yEXDCNIgzof3m1Ero/j8aQFWQyWHAll0eQ0Hl8BRKu2JlMJqSkpCAuLg4tLS16lAWF31K6CE91IWTFip6BlGOr1Yr09HQ0NTUZ+oXaQh5BWUElBZor+fxdyV5NHtXBJxp8okB9yZ8/FAphx44dyM/PR2Jiop4uxPs0FAohKSkJmZmZ8Hq9cLlccLvdhjxv/hnhSjQ9I+VFcwWW9ssGJlmZ5dvo74KCAtx999145plnolpyFQpF1wmFQti+fTuKi4v1lDYeJcWNpSQnuHGYxh0+xnYW2UHjMqUvcGMtjQNyAWZaHYlP8vmYKRc6lo2tvH4Gj4bgqz3R+MKP5ZNws9mM5ORkxMfHo7m5WZcTQoTTFGm5V2ofH9MoUoUb4LkstVqtSEtL069L+2nM5HJCHl/5aiDccUBtkVM0uAFcdmxw2SBHQuzcuRP5+fmIj4+Hpmm6nACgGzgSExORmZkJn88Hp9MJt9ttkP88dZKiLakt9Iz0+aL2yG2l5+Zylz8vlydVVVVYs2YNFi1a1CeGDYVCoVCEsdvtuOSSS7Bt2za0trbCYrGcVar4+WDQ6CndWtK1vxkoy2paWhquueYaXHjhhQbPDik5fIJJShxXGLlBIdpxQIdnhufqkkLBFSmudPAIA9rGPfR0DTlShCs1gNGTx5EjPXixOlJkeXSK2WzW0yNo6VDZK8nbwMNco3kIqQ4H3ZuUVW68oHbQ81NbuDLOJwDcGEVtISOVXI+Dvyuu4MteMzr25MmTWLNmDfLz8xETE4MxY8bohdzomjabTQ8XJoOPEAIejwetra0Rgw+1gRR9Hs0iK9H0XPwa0fLSuSGH8Pl8ePrpp3s9HE1Faij6m4GK1GhubsaBAwdQXFysR57xCDA5LYK20xjIjeP8+81TTkym8EoXlPIgR17RWCZ77fkYxg0lACImuDQZ522IZiAl+LjJjTTUZh5xRnIiJycHbW1tcDqdUaNMgI6xixtm5PQVMg7RmBcMBnXjtywnuPGYrsflI8kjbojh/cHrivDnkeUE7eNRJ/ydnDhxAmvXro2QE/w5rVYrsrOzIYSAz+fTozbdbrcuJ/g7oc8GlxN8udrO5AT9T04R2REi6xJxcXFYsGBBrxo2VKSGYiBQkRqKc5lp06bh3nvvxYYNG9DY2Iht27ahoqJioJs1oPRkPmE68yFfLrKysnDffffhwgsv1JUkbkQAOqI1gI7QVR7WScdGU2jJQ0QVxrkXjq4XCAQMhVy4QYMULdm4wSeyPJpAjiAhZYt+qDI/5ShTzRA6n0J/qS9IaaRiZqFQCB6Px+CVo+fg3j2uwFGoL0V08OgUOsbhcBi8beTdkyfwBDcsceML7zefz2eY6HODBn+fctgvRUvwdA/yMi5duhSpqamwWq146aWXUFZWZljtIBAIoLKyEq2trTCZTHC5XGhsbAQAZGRkID09HQ6HwxD+TCHK9BMbG2tQQHlYNTd48H6mY/jngnt+Y2JicNddd2H8+PE9+ZooFF9q6uvrsWrVKuzbtw9+vz9iAs4jxmibHGlB23l0AhmRgbCRly/dyVfC4nKCGy+44ZWP/fxeBMkJLit4lAWNvdRmGod9Pp9h0s+jBeS+4OMayQmSAdzgwsc0wmq1Gopmkqyla7e1teljJ5cT1FZCTp+h/iY5Ib8br9driNqjPpSN57KTgozY3OggywmLxWKQE3TNYDCIqqoqtLS0wGw2w+l0oqGhAUIIZGRkICMjA7GxsYZaWySXqJ9iYmIMcoKng3KDB9dZeN/y/qF7uN1ufPbZZygvLz/br4xCoVAoTsNjjz2GyspKhEIhPPHEEygoKBjoJg06VKQGIzs7G9/85jeRm5sbEZLLUzZY+wAYJ9eyp5+HpZrNZj1ElJQJ2fDAoza494cjRxHwVA7Kt5UjROTIDP4/HWsymfQCaKRckidIjhKgeycnJ8NqtcLlcukKHCn0ZrMZ8fHxBsWde8LIW0Q50tybZDab4Xa7UVtbqyvWpAzL74YUMFKUo6WU0LvhRqpo74t7EPkEQvZ4Uqg19ZPH48GaNWtQXV2NoqIijBkzBgkJCbBarXrR1OTkZKSkpMDtdsPlcunvLS4uTk/X8Xq9eugxPRs9L5980PNHezc86kRWZmk/GZRaWlrw7LPP9lrEhorUUPQ3/R2pUV9fj08//RQtLS1RUzfkUH5CNpCfSU4ARmMI/+H1lIDT59CSoYSvxMLPl6P6OPKzkNzy+/26wQKAoQAzQeMl1V2yWCxwu90QoqMQKV2DywlujCU5QSuEeL1eXQbQ8W63G3V1dYaindGWruORFNTXvJ28P+T0Tx75x9MR6X3TuTwqhJ6P2qNpGtxuN9atW9epnIiJidHlhMfj0QuhWiwWxMXF6fWovF4vPB6PIXKE2iRHeXb2meOGG5L7/B3Stcm4tnDhQgwdOjTqZ6w7qEgNxUCgIjW6T0xMDLxe70A347yFO8Q55HQcNWoU1qxZg88++wxutxt+v/9L9U56Mp9QRo12UlNT8Z3vfAc5OTmGoo6yshPNQMAnlHziKxsdqMo7Vyjo3NjYWJhMJl2J4QoS/c0VZk0LLze3bt06zJ49G8nJyfD5fHjppZewbNkyZGdnw+Px6J4jHhbb2tpqMDzY7XaDB4gbcMjzBRiVIrqWxWJBZmam7jGLiYlBKBSuVu/z+fTrycYMoCNCgr7YPD3F5XLpKS08ckJeho8bg2TlnCttXOnjhgLet9w4IL9fujblbqekpOiKOfVbcXExdu3ahdbWVgDAypUrkZqaildeeQUWiwVJSUlYtmwZMjMzkZSUBI/HA5fLpRe9s9vtiIuLgxAdYcc8d52nJZFnkredpwnx7eTRo2fh+wDA7Xb3Wo0NZdRQ9Df9adRwOp14//330draCr/fb4h+Aow1H2T45JJPqml8IYMG1VzgRlj6vsbExMBsNutjAzdeR5MTQNjgsHbtWlx00UURciIrKwsej8cQOUhGg67KCQCGKDpuTCc5YrFYkJGRoUfg2e12tLWFV9SiCEGCrk9RKDTe82uRwdblcsHlckXcT04Z5HKC2iyvYsbfi/xe6d3Sb/5O5HcLQK8FlZKSEhGVcuDAgQg5kZKSgn/+85+wWCxITEzEV77yFWRmZiIxMVGXE1SzxWazRcgJns4kR+BwYxU3knFFmuQERQnJnyEhei8VRRk1FAOBMmqcnri4ONx555147rnn0NzcDKvVikcffRS//e1vUVZWBofDYYhiI7Kzs/Xtfr//SzPh7g2GDBkCq9UadUXCmTNn4pprrkFGRgbMZjP+53/+B4cPH8Zvf/tbBINB1NTU4H//9391h8L5SE/mE72xpOugJycnB1dddZW+DjxgXAIv2sSXKzXc+MGNFaTE2Gy2iPQBfk2Hw4HY2FhomqYrOvy+fHIuhNC9Kg0NDfjiiy/Q2NiIZcuWobi4GA6HAzExMRBC4N1330VBQQFmzJgBTdNQWlqKTz/9FMXFxYiPj4fFYoHD4UBqaiqysrKQkZGB5ORk2O12mEwmpKWl6couV5zpeak9dXV1uveNhyRTP3CPET/f7/ejoaEBVVVVyMjIQHx8vF4dnxRUMkjInjVSann0DPUNv4dchJV7HOXJPbWRK4ekINM1vF4vGhoakJycbIigAICxY8diyJAhWLVqFaZPn47MzEyYTCbMnz8fDz/8MMaMGYP6+noEg0HU1dXBbrcjKysLycnJunLu8XgQHx8Ph8MBm82GlpYWeDweQxtp0tGZMY0UetpOaTz0fHJES3x8PO6++248/fTTqnioQtEJdXV12LlzZ0SEhhzJwMc7WU5wucINqFxO0PeYvr80HsXFxSE2NhahUAgtLS36uVyWcPlCht6Ghgbs2rULTU1NuOSSS3DgwAFdTphMJrz33ntnJSdSU1OjygluWKD+owgxkhO8H+X+pPNpabuqqipkZmYiLi5OX22ru3KC3hOXExQJQu+Gj7U8XSfaO+Xt5kt1+3w+1NfXIzExMeIaRUVFGDJkCD766CNMnz5dV1q5nKirq0MgEEBtbS1iYmKQmZkJIYQuJ7xeL+Li4hAXFwe73Y7m5mZ4PB5DKhMViOX9y3UV2WnDU3v4Z4tqQXk8HmzYsAHz5s1TxUMVivOMtLQ0XHXVVcjJycEjjzyChQsXor6+Xo+O+9nPfoaNGzfivffeAwCMHz8eDzzwAC677DJUVlbC5/OhoaEBp06dwqFDh1BSUoKTJ0/qzsmTJ0/C5XL1WftjYmKQl5eHgoIClJSUoL6+HrW1tX12v97AYrFg+PDhUY0an3/+Ofbs2YMHH3wQb7zxBg4fPgwA+Mtf/oI1a9bg448/Rnx8/Hlt1OgJX/pIjZSUFNx4442YNGmSrgSSQkhwRaG9XYbJOj+OFFKea0u51Txyg7xuDocDoVC4UFhDQwPcbrchDJRPsOknEAigpqYGb775JhYsWKCHKgcCAaSlpSEzMxOBQADPPPMMmpqasHjxYlgsFjQ1NeGll17qtC/4pB8A8vLykJiYiJkzZyIhIQEZGRlITEzUj+XnkGePPEbx8fGoqKhAYmIifD4f9uzZg8rKSrhcLkyZMgWTJ0/Gq6++ii1btkDTNAwfPhx2ux2LFi3C1KlT9b6TC+rJxd24skrvjQroyaG2/Dd/TroON3zwsF6gw3BRWlqKgoICvU2U6x4IBHTvI6+5Qt7Bv//979i0aZOeHz1jxgzs3r0bo0ePxlVXXYX09HTYbDa0traisbERVqsV8fHxiImJQV1dHdxut94nZIygCA9u0OD35Z9V+lvOC+c/FRUV+M1vfgOPx4OeoiI1FP1Nf0RqhEIhrF69GsePHzfICZrwAR3jdbQJJBC5XDQdQ99bWU7QMVxO0Djucrki6ufw8YvGwqqqKrz99tuYN2+eHino9/uRnp6OzMxM+P1+PPvss2hqasKiRYtgNpvR0tJyVnIiPT1dlxNyFAkVC6Vx3eFwoKqqComJifB6vdi7d+8Z5YTNZsPixYsxZcoU/R5cTvA+iSYneLoFT+mTnRPyc8rH8D7nhaiBsJzIz8+PiGoJBoOw2+16VAR9dqhGxj/+8Q+DnJg2bRr27t2L0aNH48orr0R6ejrsdjtaWlrQ0NCgR/fFxsaitrYWHo/HEPkDAF6v13Af/g6jGWjo8xkt9QgIT36uuOIKwyos3UFFaigGAhWp0TnDhw/Hz3/+czz77LNoaGjQZcShQ4fQ2NgIm82GZ555BsOHD8ejjz6KUCiEtLQ0/OUvf4l6PRp3+Rxp69atqKqqwl/+8hc0NDSgrKwMVVVVnbYpJydHH5dqamowadIklJeXIzExEZdddhkKCwuRnZ2NV155BW+99RZ+//vf4xvf+AaEENi6dSvcbjcef/xx3QhzLjJr1ixs3br1tMfwsRkIj8O/+93vcO+99+LQoUM4duwYnn/+eaxYsQLbt2/Hn/70p75udr+hIjW6idlsxsqVKzFlyhTdc8NDXeUPE+2LNuHlRgygoxo6X2aNrmE2m5Geno62tjb4fD4kJSWhqalJt4hG87zRNUOhEN5//33s3bsXBQUF2Lp1K6699lqsWbMG5eXluPHGG9Ha2oo1a9bgxIkTMJlM+Mc//oHly5dHeIxkZEPNsWPHAAC7du0CEFZmUlJS9P2zZ89Ga2srUlJSUFJSgn379gEIfwmTkpJQVlaGoUOHQgihWyJNpvCqLwcOHMDnn3+u36+hoQGjR4/WI1BSUlIiakhw5ZEmFVSLghQwm81myHumcylagZRdecCla8sV+OmYtrbw8ob5+fkR55AhharW08omaWlpaGhoQHx8vF5zpKqqCgkJCRg/fjysVquuzJ84cQKJiYm6caOxsRFNTU1ISkpCUlKSnkfN28RrsvA2cW8t9yTKOf2yoSc7OxtTp07Fpk2bTvs5USi+TIRC4WVbT548aUhto9Q5WU7QRJCnuwGIiCCg61gsFj1SgPaTnEhLS0MoFILX60VycnKncoJHztEkmuREfn4+/vWvf2HlypVYu3YtysvLccMNN6ClpcUgJ15++WUsX77cMJGPRk/kREtLC1JTUyPkREJCAk6ePNktOTFq1CiYTCY0NjYiOTlZH9d4+gulUfD/ZTnBIzPob4pWIPnPo2roWL5iGS+ATe/cYrEgPz/fYPjnESMej0evoXE6OREXF4cLLrgAdrtddw6cPHlSdzCQnGhubkYoFF4+PBgM6kZp6rNoERjR9Bjqx2jRptyAU1dXh2PHjqGoqOi0nxOFQnHu85Of/ARLlizBZ599hhtuuAH/8R//gW984xuYOnUqvvOd7yAjIwO33347ZsyYgWAwiMcffxy//e1vTxshwHV1Yu7cuQDC6XYAUFJSohcgDoVC+Otf/4qcnBwcOXIEF198MS677DJ9/KmsrMSFF16IHTt2QNM0XHTRRQDCMrWhoQGLFi3CXXfdpY+5BQUFWLt2LbxeL7KyslBdXd3r/dYbnMmgAYQLhqenp+PUqVPIz89HWVkZUlNToWkaLrjgAtTV1WHz5s2w2WyorKzsh1af23xpjRpmsxkrVqzQv6iAMYw/mnUsmvLKc09JGaDiZ7zAG33ZHA4HUlJS9LXok5OT0dLSoq9NzI0YXDEGAJfLhWPHjmHXrl1wuVxYv369bhjJy8tDaWkpfD4f9u7di3379mHOnDlITExETk4OsrOzUVdXh9jY2B574uvr61FfX6//f/To0dMeCwBlZWWG7Zqm4fjx46irqzP0ZUtLCw4ePIhLLrkkov4D9T8ZMGgCQP3D0y248mY2m/WCcRS5YTKFl8HjRg6eR8yvwb16pBTHxsbqVfb5M/n9flRXV2PYsGGoqKjAgQMHkJ2djY8++gi33XYbFi9ejNmzZ+sDvcvlQnFxMXJycjBq1Ci9BonT6UR8fDyys7PhdDrhdDqhaRoSExMNzyA/N1fMqU1yeoq8wgztI4QQuPjii7Fnzx5DGpRC8WUlFAph27Zt2L9/v16EGTBGB3QW7UjH8nQSoKOWA41PcgFqoENOuFwuuN1uJCYmorm5WV8dg18/mpw4fvy4Lic2bNigp86NHDkSpaWl8Pv92LdvH/bv3485c+YgISEBOTk5yMnJQW1t7TktJw4dOtSpnCBDN9UR4pEX1M9y9CPJalo1hcsWSuHgK4Rw/YCuR3KFrhMbGxuxCguAqHIiKysLq1atwm233YZFixZh9uzZug7gdDp1OVFQUKDnrLtcLsTFxSEnJwetra1wOp3weDxITEw0rIjTmSOG12rhfSjLCR7dwmXrnj17kJeXp0f/KBSKwYXZbMaUKVNw6aWXIi0tDd/5znf0mj7bt2/H3LlzkZCQgPnz5+Oyyy7Dn/70J7S2tmLHjh2oqKjA8OHD0dTUhOTk5B7dv6CgwLC6x8UXX3zaY4GwgZwjhMDcuXMxevRogy6bk5ODpUuX4pe//OWgTc8YM2YMDh8+jPHjx2P+/PnYu3cvHnzwQXzzm9/EM888g7/+9a/w+XyIiYlBbGws5s2bh+LiYmzcuHGgmz6gfCmNGkIIXHHFFVi6dKlBuHMPNylB3AMjREcxRvKG8doNlEbClU6uLNDSn7W1tRBCIC0tDY2Njfpyn36/H3a7HQcPHkRbWxuGDBkCs9kMq9WKkydPYu/evdi1axdOnDiB2NhY3XPvdDoxatQovPXWW/jf//1fhEIhXH/99YiLi8Ojjz4Ku92O2bNnY/ny5Zg4cSI+//zzAet7TdOi5rklJibiqquuQlZWlp43DnTk+pIyxmuTANFrfQBGDxopaXxlF1l5pegM8vjx5VXpWtzbx+9N7yg7OxtCCIwcORIOhwPPP/88qqur4XK5UFBQgNWrV2PDhg1oaWnBkiVLsHDhQv1atDSfpmloamrCF198genTpyMlJQWBQAA+ny9qTr7NZtPz0+l5bTabodgdnUPGGf7c9Hz0Oc/NzcVVV12FF198sdPJmkLxZeFf//oX9u/fb0hnA2CQE3IdDcC4WgY/hibAfOUQPiEHoBchrq2t1WtWNDY2wul0wmQywev1wm634+jRowgGgxg6dKg+BpWVlWHfvn3YvXt3hJygcYjLieuuuw5xcXF47LHHYLfbMWvWLFx66aW44IIL8K9//atf+5pzOjlx5ZVXIjs7Wy9KTfKVR69EW6lMnthzec/H/GhyAuiI1ORLyHKZQfcHOmp2ADCMrxaLBdnZ2QCgy4nnnnsO1dXVcDqdKCgowJo1ayLkBH9GLid27dqFadOmISUlRV9uN5qcIOMMN/6T7OCyk2qY8MghMs6Q7ADC9VE+//xzzJ8//4yRPQqFov+x2+3w+XyYNWsWQqEQDh06BCA8X5gwYQKWLl2KlStXYubMmWhqatJTBjMyMvDZZ5/h//2//4fXX38dZrMZ9957L6qrq7Fp0ya43W785S9/wW9+8xu88cYbuP322wfsGU0mEwoLCyO2V1dX47/+679QVlZ2VunUp8Nms+mrQ/YFNTU1AICdO3eirq4Ozz//PCZMmICYmBh8/vnnuOuuu3DvvfciJycHv/nNb/Dwww9HvY4QAhdeeCG2bdsWEbF3Jmw2m24kHyx8KWtq5Ofn4/7774fdbjcoozyyov3+0LSOAmCd5Z8CHZEE/Hzy7thsNqSkpOieeCoI19zcrK8QUlpaioaGBjgcDrz77rs4deqUvnLJTTfdhA8//BCnTp3SVw7hxMXFYeTIkXpYLwAMGzYMLpcLjY2NuvI2e/ZsNDc3G47LyckZsJAlh8OBiRMnIisrC1OnTkVmZqahr0np51EvXDElgwXQoXDysGD+bgOBgF5ojq5NCqtcMZ+HC/NIHLoPV+K40YuvIKBpmq5kut1ubNu2DZ988ok+wRg2bBhGjRqFtLQ0XHzxxbpBKy4uDs3Nzfjd736HsWPHYuXKlYiLi0MgENANKhRZQp8FUrABoLa2FmlpafpnlKdRcQMb/S8vBSlEuFbHb3/7W1RUVHT7nWqqpoain+mrmhq1tbX45JNP0NLSEiEnAONYQHKCvldy7RqgI/KLH8dTUbiccLlcBjlB1eVLS0vR2NiI2NhYvPfeewY5ceONN+Kjjz7qkZxoaGgAgHNSTsTGxmLSpEnIzMzE1KlTkZWVZUi946tn8SXyeNQBd0bw9BFuFOcRdyQnOquTxdN95GXYAeNng46h8+h9kfwJBoPw+/1wuVzYvn17p3JiwYIFeu0mkhO///3vMXbsWFxzzTVwOBx6VCIZQADocozkhBACNTU1SE1NNcg+wFi8ln+2eY0O2me1WnHVVVchLS2tW+9T1dRQDAR9NZ8417BarZg6dSpycnLg8Xjw4x//GJMnT4bb7Yamabjhhhvwi1/8AtOnT0dsbGzE+bW1tdi0aROuvPJKfQzYtm0b0tLSMHLkSAgRriX1t7/9TS8uSuzatQuTJ0/upyc10tjYiFdffRUnTpzAq6++iqNHj3Z7Et9VTCYTxo0bZ5CRfU1SUhJiYmJgsVhw880340c/+pFuiNq2bRvWrFmDkydP4umnn0ZaWhpaWlrgdrsRGxuLtWvXYt26dfjlL3/ZrWKthYWFegbAQNCT+cSXLlIjLy8P3/zmN/VoALk4mAwpHVw55V4XUqpkzx0pOA6HA2lpaWhqaoLf79dDimtra1FXV4fk5GS8++67WL16NbKzs1FRUaErST6fD8nJyXA6nZg0aVLUCrnUniVLlsBkMuHgwYPw+/04efJkxDHRaiWQNbAzbDYbEhMT0dDQ0OsDxNKlS7F48WJ9tRae1sENGnwSDhg9m7xOBDdQ8Pxoeo5hw4bpX04ycgwfPlxX9niUB53Pc+jpsyCE0A1iFOlgt9sRCoVw6tQpDB06VJ+8BINBbNu2De+9955BYSwvL0d5eTmGDRuG8vJy7Nu3D8OHD8f1118Pu90Op9OJ1atXw+v1YsWKFXoVfVIsbTabHl5Nn8G2tjaDMs5TTWRDhtynPCzZbrdjwYIFeOWVV/pMKCgU5zI1NTVYu3YtnE6nwRAIRF/RCYBBTvDIAHkpUtnYASBCTtCKSDU1Naivrz+jnEhKSuqSnFi8ePGXRk7IaZxySgYAPbqSj6vDhg3TjQrBYBCVlZUYMWKEHrknp+5xOUP3l+UEQXKivLwcQ4YM0Z0hbW1t2LZtG95///2ocmLo0KERcsJmsxnkxFVXXaWvHkZLulqt1oilvkOhEDIzM/VnkB02PPqF75e3BQIB7N69GxdffLGK1lAoBhCTyYRhw4ahuroaP/vZz3D//fejuLhYr8kDQK9flJOTg9deew3z5s2Lei2r1Yrf/OY3aGtrw7JlyxAfH48ZM2ZEHHPHHXdEnDtu3LjTttPpdKKqqgp5eXmGuke9wS9/+Uv88Y9/jEj56wtCoVCEQaPdWNut6zgcDr2EgIzJZMLEiRP1WlXNzc0wm8247bbb8NBDDxlqJE6dOhVTp07FF198gUmTJmHFihX44osv8B//8R+oq6tDdnY2vvvd7yIuLg6/+MUvurwqDEX3DCZOXznyPCM1NRX33nuvXlyMh2NyuGJE6SQkzPkxPDWBtnElwOFwIDk5Wc8bTk5ORmNjI+rr6+Hz+XDq1Cm8+eabWLVqFfx+P06cOGGo1QCE17t/7733Tvtl8Xg8+Oijj3DBBRdg1KhR3eqTMw0AsbGxWL58ORwOR7eu2xV27txpUJII7jmT89HJsyl7lOgYCvvl1+Rh4LzeSU5OjkFJpUkJX2GFe1Ip9Js+O6Q0Ah3RGUOGDEFTUxOCwSACgQBKSkpw+PDhiPAt+oydPHkSW7du1XOn33zzTRw6dEhXqo8cOYKnnnoKTU1NuneMPH/coAF0VPwneC417ytuwKF2yMa7GTNm6GHSCsWXidbWVqxevRqtra26119OL6G/6X8aV/j4ROMSrXTBz+NyIjY2VpcTQgikpKSgqakJDQ0Nupx44403Tisnmpub8f77759RTqxatWpQygnZGMTlAR/DAGNaCTdA8PN5dAV/NnrfZIAym83Izc01yAkKx+VyAugwsJhMJj0Ck8sdAPrYm5ubi+bmZrS1tcHv9+Po0aOnlRPl5eURcuLw4cN6aPWRI0fw9NNPR5UT3JhNz8wNPtyQweH6kSwnqC+OHTumR/koFIqBwWw2o7CwED//+c/xgx/8AA6HA9OnT9cNGsTQoUPx0EMP4dZbb+30WsnJyXjwwQfx9ttvY/Xq1d1qx5lWRGpqasKPf/xjNDY2duu6XeGGG24YUCfczp07u31OXFxcp3WJQqEQ9uzZg/T0dH3snjRpEhYtWhSx6APNaaZOnYq77roL6enpWLp0KX7yk59gzpw5SEpKgqZpmDdvHl544QWkp6d3/wEHCV+a9BOr1Yobb7wR8+bNg9/vj1A8uXcCgK6IkCCPNkHkObSkAJEXKD4+HgkJCaivr0dsbCysViuqq6tRXl6OiooKuN1u7NixA8XFxb3yRbRYLMjJyYnwvPU1JpMJF110EbZu3RqhaJ8Oq9WKlStXYuHChfo2nk5Cihnfzgvz8WrsAPSoCFJmAejF4oAOBY0rZtR+bjiRw4N5NA+/LimGgUBAz032er368oTJyckwm804efIkHnnkEd1I0RNiY2Nx9dVX48ILL0RCQoJBEaeJVCAQMBgquKJKCi1PleGTAjqHnpWed/PmzXjppZe69flU6SeK/qY300/a2tqwZcsWHDp0yFCfgL5HNAbRdjl0n0d00N80QZYnwiQn4uPjUV9fD4fDAavViqqqKpSXl+tLm+7cuVPJCSYneDqJLCcoYo33MckFeheynOD1MMhYDXSkLXZmeLdarYaoCD7G0meFnp1kERVsraysRGJiIlJSUnpdTsyYMQMJCQn6fSlaSAgBv99vkBM8UlWWE/x5eWQL769QKITx48dj3rx5XY7WUOknioHgfEw/GTFiBPLz85GZmYmbbroJl156acSqIz3B6/Vi3759mDZtWq9HYclRipxAIIBnn30WX//61yMMMqfD4/HgW9/6Fv7617/2VjMHnKysLBQWFuLo0aOoqalBMBjExIkTsX79eiQlJXX5OnJ/NzQ04P7778cHH3xwzhukezKf+FJEalgsFqxcuRLz5s2Luqwe0FETgxeF5OGW8kTQZrMZJuA8rDUtLQ1JSUlobm7Wl+x866238Omnn+pFPYUQ3fpgWq1WTJgwIWI7n2ifjaLa04FryJAhWLBgQbfOt1qtmDlzpr7EE9BhFOJGNp4OwicEBP+y0nk8lYiKr/LQYzpfXrKXG6/oN/1Q1AV9XkiZJcWWjC6hUAgjR45EVlYWLBYLLBYLcnNzsWTJkp50rY7H48E777yDF154AZWVlfpnkRteqFAgF2hcMSWPISnfvI+pX/hEzWQyYcqUKcjJyTmrtisUg4W2tjZs2rQJR44cMRguuZygQo18HOFebzk1geQEjzCgv1NSUpCYmIiWlhYkJibC4/HgzTffxOrVq/WiniaT6byRE92Z+AJGOcHHJT7xBoxyQk7/5GkVcqQlncvlBHdu8Cg4Wb7IUSNk4CY5QfoEL3BN92pra0N+fn6EnFi8eHGP+pYgOfHiiy+ioqLCICd4sU8efUrPwo0xJCe4rKXn5jVh6P+SkpI+8bwqFIpIEhISsGLFCtxyyy3IyMjA/v37oWkaysrKumz4drvdeOONNyK20/kxMTGYPn16j8f707XjdNfcs2cPnnjiiW6lkLjdbjz33HN44YUXutXGcx2fz4fPP/8cVVVVuiPg+PHj+PWvf92t68j9nZqait/97nd47LHHMGzYsF4xgp1LnPdGDZPJhDlz5mDu3Ln65JZXB+eTWj5xpR8KKyblg5QkChsFOlbkMJvNyM7OhslkQlVVlZ4v9cILL+D9999HRUUFCgoKcOTIEfztb3/Dpk2bon755dAiIKyMOp3OiEmrPOk0m83IysrqVh8VFhbi+uuv16MLuorFYsHFF1+M3bt3Ry1MJ2M2mzFkyBDcdNNNuOmmmwyKITck0LHc2yUbL2gbV1bpWrwAKCmT/LkoRI5He5Biyj8T5OGy2WyIiYnR0434sXQdIBy219bWhi+++AKapqG1tRVNTU2nXdKwq7S2tmL37t147LHHsGXLFv1ZZeWUT8R4v/H9pFzz7wL1Hz1XMBhETEyMypdWfGmorq5GSUkJ/H6/IdqJjwn03eBGz2hygs6hVZfoGC4nzGYzqqur9WWiX3zxRXzwwQeoqKhAfn4+jh49el7Jib1793ZLTtx444246aab9O187OKRLwC6JCc4PNqNJury0q02my0iSlM2/tK1SE7Y7XZDWiqXE3RtkhO7du2CpmloaWlBY2MjSkpKutynnUFy4vHHH8eWLVsM7ZPlLDf+8Gfi8i2anODRi4FAAF6vV59YKRSKvuW+++7Dj3/8Y0yZMgXbt2/HnDlz8NJLL+Hb3/62HrXGiTbmxsTEIDMz07B6RygUwu7duw3H+f1+FBcXd6t9q1atwj333IPy8vJurQ7i9Xrxxz/+EVdffXXUAqYyfr8fX3zxBe6++258+9vf7lYE4GCgqakJbW1tuPLKK/Ui4pmZmadd+rarZGdn4+qrr8bHH3+MlStX9kJrzx3Oe6PGmDFjsHLlSj19gZRUudo3CXJeV4ArpEBH2gH3bNA5cXFxGDp0KHw+H+rq6pCSkqLXuti7dy/Gjh0Lu92O9evX6166ziaL6enpEQqrpmkoLS2NyP+VV6i4/PLL9TWd4+LiTjshjYmJQUJCAiZMmIDFixfjJz/5Ce68807MnTu3SxPZ1NRUnDx5EmvXrj3jsbm5ubjjjjtwzz33YPbs2Yawbgrf7Uyh4oXhuCGBR1oAHTnNPIqBK6UUBk5/00QjmmeOvH50L/oc8MkFeWnl6JCioiIA4aJIr732GuLi4s7YP10hEAigpqYGhw4dgsfjMfQXV0559AjlVsupU/x/7nUj6JqTJ09Gbm5ur7RfoThXqaiowLp16+Dz+SLkBB9n5LGFvOA0PlFqGx/HuLfc4XBgyJAh8Pv9egFQj8eDDz/8EHv37kVRURHsdjs2bNjQ53Ji5MiRALouJ8aNG6fLiTvuuANz5szpEzlx++23G+SEHG0mywl6Pzx1hI/dcvpgNDlBx9I750u0U3QIjwzhBUrp2nxVFd7/1Ab6zNA4TUsRulwuvP76630mJ7iuwh0J3OBPclBOoeL/836n/0leHj16VK8dplAoeh8hBJYuXYpLL70Uq1atgsvlwq233oqmpiaUlZV1alQ8cuRIhGHDZDJh7ty5hhoYFJ3L+elPf4rNmzcDAOrr609ruGxpaUF1dTXef/99/PnPf8bUqVNxzTXX4E9/+lOXIi9KS0sxfvx4/Pu///sZ5cqePXtw3XXX4aqrrup2ivRgoq2tTa+lZbfb8atf/arLRT7PhMPhQFFREebOnYv4+Pheuea5wHm9+klhYSHuuusug5edPvxcKQU6vBn0pZUnxHKUB8+Njo2NRVZWFlwuF5xOJ4YMGYK9e/fi9ddfx/bt2+F2u1FeXq6HdObn5+Oee+7Bo48+GnV5nTNVmu8Ms9mMvLw8zJ49G1VVVSgoKMDGjRuRkJCA+fPnY9euXYiLi8PevXsRCoWQl5eHuXPnYtKkSbrikpeXh9GjR6OsrOyMYco1NTVdamtKSgruuOMOjBgxQjdQcIMANxZESykhRUoOp+XKF88dlhVfisrprKYEVzZJ2eNRO5qm6es1k9LKc7DpOej6ZC1PT0/H8uXL4XK5sGvXrl6ryrxlyxbU1dXhzjvvRGpqqt4HXFknhZWnp3AFlf8GOgw3/HNtNpv1ZSBPnTrVK21XKM41yKBBY7Fcf4ZPiPl3SzaCy5NubkiNJidyc3Oxd+9evPbaa9i5c2dUOXH33Xfjj3/8Y5/IiVmzZqGqqgqjR48+o5yYM2eOvlQfbRszZgxOnDjRq3Li9ttvR15enp7yRxEw3HjBDbhAh8zgRgrucOCTcjmlkcsYupZ8L6CjLgYdQxN6GjPpeKvVqssJHp3D63xQ+2Q54XQ6+0xOpKSkRKRg8vbRZ5enlvB+4f3AUxhJTvh8PlRVVZ3XBegUioFiwYIFuP7663H99dcjNTUV06dP12u5rV+/HldddRXWrVsXdXnlM61I0hl+vx/btm3Da6+9hvHjx2Pt2rW49957UVVVhf/7v//DVVddhdraWqxYsQIWiwVbtmzB//7v/+L9998HEK7xs2/fPmzatAkzZ86MWEFFpqioSHcIno4TJ07gmmuu6ZUI6HMdTdPgdrsBhOXoI488gqSkJFx//fVRo3J6wt13341Ro0bha1/7Wq8ZTAaS89aokZOTg3vuuQexsbERyghXWGTvNcFDLblg54oOeXSoWr3X60VqaipcLhcefvhhnDhxQr8e9yA1NjaiqakJWVlZOHbs2Fk/q9VqxbRp05CTk4MJEybAZrPh+9//Pt59912kpaXhsssuw8yZM7FkyRJUVFQgPT0d69evh81mw5YtWxAbGwuLxYKnn34abW1tmDp1KqZMmYJJkyZhy5YtZ+WBsVgsWLJkCYYMGaJ7MbnxiAqokcdHzonmHjk+MechvlwhlRXVaGHJfNJOXsykpCTYbDZDwTcAuuDg27kRgSvK/Prk5cvPz8eJEyeQmZmJysrKHvcjp62tDQcPHsRzzz2Hb3/727Db7fokiqelcM8hwT/PXIElRZt/R2jbggULsH379rMqYqdQnIs0NDRg3bp1+konfHwHOr7PHPqeyfJE/p+PM2azGampqbqcSElJgdvtxh/+8IdO5URDQ0Ovy4mpU6ciNzcXEyZMgNVqxQ9+8ANdTlx66aWYNWtWVDmxdetWXU78+c9/1uXE5MmTMXHiRGzdurXX5ASlNfBioIFAwFAzKJpBgsZn2TnBo/G48ZzrAHwMl+U9vceamhokJibCZrPpnwFuyOZFNLmBi4qTyvKJRw2OHDmyT+XEt771LYOcoOfjRhfeNlnPoW1cl+LPAAD79u3DmDFjzrgCgkKh6Drx8fF49NFHdaMy0JFCbbFYkJeXhyFDhmD//v2YP3/+Wd/P4/HgpZdewsGDB7F+/Xq0tbVh8eLF+M///E8cP34cv/rVr/D666/jySefxNixY1FSUoL77rsPTqcTd955J5xOp17fx2Kx4J///CfeeecdvPnmm7jjjjv0SPKe4PP58PDDD5/TBo2ioiKcOnUKra2tvXrdUCiEzz//HEVFRTh06FDU2lk9wWaz4Stf+QqeffZZXH311YM+jee8XP3Ebrfj61//OqZNm2ZYuk32QJBCQXAPPhDdA0Q503S91NRUmEwmeDweZGVlIRAI4Fe/+tUZQ23l9pwtNpsN11xzDRYtWmRQsE6dOoX4+HikpaWhuroav/71r+F2uzFp0iRUVFSgtbUVoVAIiYmJBmVq5syZelhbTyezZrMZkydPxh133BERKgx0RAeQN47O4RNqOTe8s0kGT7GQC/PxlU7oOjyViJbfA6B7VuUvNnmogHCYXUpKiiEKwuVywWw2IyYmRldmudJaUVGB3//+93A6nT3qy2hYrVZcd911WLBggaHeC9BhjOHPS/1DhiSz2ay/W15LhhtHqH9ffPFFPQzxdGhq9RNFP9PT1U8CgQA2btyIkpKSiO+7PGmTi+vKx9J3h8YOkhM0IU5JSYHJFF4SOjMzE4FAAA899NCAyYmLL75YlxOhUAjl5eVISEhAamoqqqur8f/+3/87Z+QEjVnUnzyVgkde0LG0ncsJLh8oaoLLCQAGORFNdlBqEtCxhC+f5MvRIS0tLXr9DJIHLpcLFosFdrtdN4pwOVFZWdlncmL+/PkG5wEA3ZBP8Mgj6nNZTvAIGdmot3DhQowdO/a07VGrnygGgp7OJwaaJ554Avfee+9pj5ENvGeL2+3G/fffj2eeecawvaCgAG63G5WVlSgoKMC6deuQmpqKV155BVOnTtVrRZ06dQqTJk3Sz3v22WcxdOhQzJo1q1uFrzl+vx+vvfYabr311kE/8eYMGzYsItqR5EZnhpFRo0Zh8+bNyMjI6LV2uN1ufOtb38Jzzz3Xa9c8W3oynzjvamrYbDbceuutmDFjhiGfGYjugeFhw0CkB4h7fMjjxlMSYmNj4fP5kJaWhkAggHfffRdbt249Yzt725jk9/uxdu1ag1JSV1cHAIY6EV//+tfx1a9+FTNmzIDf70draytcLleEd+jkyZOoqanpsaIqhEBCQgK++tWvRiic9Dd5ManNvG/l0F/uNeKeJTJiyMoWvU9ejZ57yugcXhyOe94oOqOiosKQZ0/3IyMBKadlZWWG0F5ZOc/Ozsb06dN71JdDhw6NKggCgQBeffVVHDp0SH8u6hefz2cwCskTBVpaUDYCccMen7zNnj27R21XKM5FAoEA1q9fj+PHj3eaj8uLJMrRGIDRmAF0RIaRnKDzZTkRDAbx3nvvDbicoGekkFMuJ2677TZcf/31/SYnrr/+ekMxShme6iO/Dy4nCF5AlBuoaIymsZ4m9CQnePQdGbNITsgyhsuJyspKeL1evY3UBllOUFQOj+Lh0XN9KScOHjyo9xkZrqmQHz0XlxMkT7xer15MlcsPgutOqq6GQtF7LF++HDfeeOMZj5Ojzs8Wh8OB++67z2DMHzZsmMEh6PF4cNNNN+G+++7DW2+9BYfDgaysLKSnpxsMGgAwbdo0FBYW9tigoWkaqqur8Y1vfGNQGzQmTJgQUQQ12vPQ/LUzjh07hn/84x89asOuXbtQXl4esd3hcOCJJ57ARRdd1KPrniucd0aNCy64ANOnTzcs5QkYUxP4BFpWevgSfVyBIqHO/6ciYsnJyXC73SgtLUV9fT0KCgrOeoARQmDMmDHdGgTcbjfq6uoQDAZRUlKCw4cPo7W1FbGxsVi/fj0eeugh7N69GwsXLsS4ceNOWxymubk54kuVmZnZ5ecaP348Lr74YiQkJOjbeKguNyxRf1O9DR6NwRUsUmy58kqhytGiNORl6WiywT8TvBCcHL1AS+1RuDGFFcfFxemfA7oHpf1QW7hBbc+ePaitrcXhw4e71HcymZmZhn7k+P1+fPrppwYlnJ41Wng09SnvD15nhvcf/R0IBDB8+HAMGzasR+1XKM41Tp48iRMnThi870B0OQFAN2ryMYuH5XPvPskJAAa5QSkn54KcqK+vRyAQQElJCY4cOQKn04mYmBhs2LABv/71r3U5MXbs2NPKiaampl6RE4mJiYaISOrHaFEXoVAoalQFAIOc4G0gOUH7eWoLT2UEoBfO5J8DilggOUFRNzTm5uTk6HKCxk2Hw6HrEyS3xo8fD7vdjkAgoBc2pc9TX8uJNWvW6HKC+o3XFjGZTIbUGurzaAWxuRzlxr8zRWkoFIquk5SUhPXr1591IUxN0/Dxxx9HFIw+HSkpKbrON378eEydOhVxcXGora3FzTffjC1btuCaa67Bs88+i7Vr16K6urrTaw0bNswQFQ8AxcXFXa4f9Pbbb+Pxxx/X60sMVvbt2wePx2PYFi3d8JNPPolaR8tsNuPKK6/EyJEje7wKyr59+zp9Vw6HAw888ECPrttVeqsWSGecV0aNoqIi3HLLLRGhw9XV1YYK4Nx7zRUXedLHQ1Z5Pi8QVnI9Hg9qampQWVmJmpoaOJ1OjBo1CnfddReGDh16Vs8SExODESNGdOsD0NLSgu3btyMUCuHVV19FQ0MDHA4HAGDHjh1obGzUw5mcTqfuVaHl6Og5J0yYgEsuucRQCdlisehL3HEsFgvy8/P15QEtFgsuuugizJs3DwsXLjRM/G02m/483HgEIEKRklMhuFeNh/ryv+kYbjDh75Qm6PQ3f788pYiUV2oXtbe8vDwiPYOO558jUhbNZjPWrl2Lp556Cr/5zW96nCu9c+fOqJZVghRZIQQcDgdyc3P1gnWEECKi0rUcoUTPy41MQgjU1NQgJiYGS5Ys6VVvgEIxEJw4cQIbN27Uvx/0XaipqTEUmZS/1/w7wuFpECQneEoDlxPV1dXnpJyIjY2FEEKXE06nE0IIuFyufpETAHQ5Ybfbo8oJPmbJKYj8HckygMZybojmEWncsEvXosgNWU7wqD4ycNA59FxUVFkeX2WZwg1e/S0n4uLikJ2dHVVO8GfiUS1yP3ODnxACFRUVOHDgAFpaWnrUfoViMFBYWNgvdWNMJhM2bdqE66+/PmKp1e7S3NyM7du3R0yoT8fQoUNxww03wGQy4eGHH0Z+fj58Ph8AYMWKFRg+fDhSU1MhhEBaWhpGjx4NIBwZ5na70dbWBrfbjXfeeQcPPvggXn75Zf3aXq8XbrfbMKcCwjUzNmzYoC8j6/P58PTTT+Mvf/kLnnzyybM27pxLTJw4sdvn3HffffjnP/+JzZs397gA7M0334xp06Z1ur+6ujrCANWbjB8/vs+uDZxHhULj4+Nx2WWXIT4+3hDOI4QwLH1Hioy8AgZgVEJoO/fq8PxXIPyFCwQCqK2txdq1a9HU1ITjx49j/PjxcLvdhmO7i8fjwSeffNLp/rS0NLS1taGpqUnflpubi+TkZGzbtg3Lly/HG2+8AZfLhX/7t3/TnzEnJwevvvoqjh49qls94+LiMGHCBIwYMQLZ2dnIz8+Hx+PB3/72N/3alF+bkZGB2tpaZGVl4aKLLoLJZMKYMWNQVVWFtWvXYsmSJZg+fbohrJY8UVwpJcWQe8R4X9HxbW1t+kTBbDZHrSIPdChb/F68bgZVqZdXAaHPAm2n37y4HB1LCrkcMsz/5sp2eXk5PvnkEwSDwV7NkZbZtm0bpk+fjgkTJiAmJgZmsxnp6emoqqrSPYT0HDabTa8hwvtOjtjgzz1s2DCEQiFMnjwZGRkZPV51QaEYaHw+H/bv3w+/3x+RRpKamqpPWmU5IY8F8neeDKMADHJCCAG/36/LiXXr1p0TciIpKQnbt2/H8uXL8frrr8PlchkiLEhOHDlyJKqcyMrKQkFBQbfkxOjRo1FdXa3LiWnTpkV4/LmBmvqxMzlB74PkBBkIuJzgxnDZIEtjNZcTNF7SufzdcNlD9+CRGHR9WU7IKStyW06dOtWvcoKiRaxWq54OxZchJjnBvyPUfovFovcn7zdN05Cbm4t9+/bB7XZjyZIlEYYnheJ8oLS0NGKJ1N4kLy8Pt99+O7KzszF//nx88MEHSEpK0osl94Tk5GT86Ec/6nR/SUkJrFYrhg8frm/74osvcOLECaxYsQL/8z//g0ceeQS5ubn48Y9/DCA8Huzbtw///d//jQULFiA1NRUAUFdXh3fffRe7du3CwYMHsXnzZtjtdrzwwgv6tWNiYuD1enHo0CEUFhZi3759+Mtf/gIA2LBhA0aPHo1vf/vbeOyxx/D666/32opQ5xLdjcgrKirCv//7v8NmsyEzM7OPWgXccssteO2117q0BHtP2LVrV59clzgvjBoOhwO33HILioqK9DBhPpGTw1Pl0FQ5DYIUmWiTW17LQQiBo0eP4oknnjAUdFm3bh0SExORkpLSZzmmDocDwWDQoKxWVVXh448/Rk1NDa644gpMnDgR69evx+TJk3UL7ebNm+F0OnWLKxD23I0aNQqVlZVwOBxobGzEG2+8gaqqKsM96V4ZGRlYuHAhFixYACDsnSwoKMCsWbMMK4TwEFeCezyByJxnenc8vzoYDBpCe/k7pvPo2gD0aAy6Pyna3NNqtVp1jx1t4xEavC10bVoaGECEkk2fE8Lv9+Ott95CQ0NDN95qByNGjEBaWhp27tx5xmN9Ph8++ugjFBYW6jnSpLDW19cb0nDoffCol2iKuzxxEELAbrdj/PjxyqihGJR4vV58+umnqKqqikgRAzqKFAMdKQ5ygVAuJ3jUls1mM2zntY0A4OjRo3jyySfPGTnxySefoKamBpdffjkmTZqkywkKed28eTNaW1v18QTokBMVFRWIiYk5rZzQNE2XE1SR32azoaCgADNnztRT+ai/+HugSTI3YHC5K0foEWQA70xOcB2A3hE3uvOVuUjW89VBAKOc4AYYHrVgt9s7lRO81goZvPpbTowZMwaBQAAulws2mw1paWmoq6szTBy4sYhHqtBvKvDN3yE9V1VVFVwuV6epMArFYIbrzr3NzJkz8e677xoKQBYWFqKiogInT55Efn5+n9y3sbERdrvdsO2CCy7AD37wAxQVFeHHP/4xXnvtNXznO9/Bq6++iqSkJAghcNdddyErK8uQopidnY3Vq1dj0qRJcLvdOHjwIB5++OGI5VqHDx8Ok8mEgwcP4g9/+AP++te/6vt27NiB119/3SB/zje6U4fKZrPh17/+NUaOHNmje23ZsgUlJSW4+eabz3hsQkICfvCDH2Dz5s19+lnvK84LU/qcOXP0lU6iFfwk+OSZT5oBo8LD15iXFSKu9Ho8Hrz77rtRK9SGQiFcfPHFEeFVvUVLS4shVJTuWVlZiba2NqxduxZVVVVITU3F//3f/+lWwfr6+qgf1BMnTmDatGlITEyEx+NBYmKi7qHLyclBcnIyMjMzYbfbEQqFkJSUBJPJBIfDgZiYGN1DJkdmyP0HGCs18wgLnkNNChYZJmgbP5cjG6WoP7iiSookhdzyMGB+HwCGiA0KiTaZTHo9EHoOaicNvpqmYdWqVXjsscewd+/eHrzZMBkZGbjiiiuQm5uL3NzcMx7v9Xr1Z4qPj4fH40FsbKz+nri3kiJfeGg2f3eUUy4voSiEQGFhYZ99phWKvuTw4cOorq7WizsSspzgYwAfo7hXmssJPibQ9ehYkhPvvffeOSkn1q1bZ5ATtFRefX19VIXyxIkTmD59OpKSkuB2uxEfHx9VTtAqUDT+xMXF6WNoNDnBjckcbuyg/6m/uUyQoy2jGT1OZzzh6Sb0ebBarXptLmobtZ3uQUZ8kl0kC6nuBm8XAIOHtzflRE5OTrfkRFtbGxISEuDxeBATExMhJyhdlJ5Xfj9UY4TkBHca5OfnK4OGQtFNkpOT8ZOf/CTqihYWiwWPP/54n03ys7KyoGmaIT3FYrFg4sSJsNlsuP/++zF27FgcOnQI77zzjl7PoaCgIKLmkhACU6dOxfPPP4+SkhIkJSWhtrYWqamp0DQNu3fvxokTJ3Dw4EG0tLTAYrFEGPU1TTuvDRpdxWw24zvf+Q4+/PBDXHHFFT2+Di3Fu2fPHuzatStC55GJj4/v0xSUvmTQGzWSkpKwaNGiqJNgOR2Bh7fSsdzAwSd13BsDdEyQeRTIli1bsH///k7b5nA4kJGR0WkY5oQJE3r8wUlOTj5tbhLl0DU2NmLGjBlnvF5TUxMyMzP1ELKGhgbk5+cjLy9Pf97m5mbMnz8f9957L6ZPn46YmBgA0A0HfBlDub+5AkoKESmo5OWUvXFc2eV50lw5pffMQ4GBDuWLv0PylvEQY6548hx7n8+nvxt+nhy9QdZtevbq6mqsWrUKR48ePePA0RkkFHJzc3H//ffjP/7jPzBhwgTExcVFKPnx8fFISUlBbW0tDhw4AJfLpSv9jY2NSE5ORmxsrP5e5Kr1smGHtssFc0+ePAmn04kRI0YohVUx6PB4PDh06FDESkvc08xXUeITOT4e0f+0n8YyPiHmKyUJIbB169azkhPjx48/p+RERkaGnkvd1NSEkSNHdionpk2bpld7pzGaj/+8Xym6gt4RlyVWq1U3FFD/Ah2GBnmpUllOyFF1XE7wzwNB8kqWEaRs0zlerzciGoPLCdpGcoL0iqqqql6TEzk5Od2SEwcPHtSXlqV3mpycDIfDYZATvJ4IrynCa4Pw/4GwV7mvvMkKxfnMV7/6VVx++eWd7i8vL8ehQ4c6TX156623erwKVXl5Od56661O9w8dOhS33nor8vPzDREVnTFy5EgcO3YM5eXlsFgsGDZsGLZs2YJt27bpY8vQoUPxxz/+EStWrMA777zTo3af7xQWFuKnP/0pFi1a1GPHh6Zp+Pvf/46DBw9i2bJlmDdvHt5++23U1tZGpP1XV1ejtLQUhYWFmDVrVm89Rr8yOE0x7SQmJuKee+5BRkaGwfMuhwnLkQEknGlCTHAPDlci5RxqTdOwZcsWvPHGG522zWq1wuFwYM6cOXjnnXei5kwfO3asx7liZWVlKCsrO+Nxra2t2LNnjyGlIBqhUAjFxcX44IMPMHPmTNTV1WH58uWYOnUqKioqsGvXLowfPx7Dhw9HQkKCIeoFMK5Zz9M+uMGIflPfUtE5eg+BQACtra360nS0lKDsQSNIseT/R/tbNnhFe58ADKvbWK1W3Vgjh9tywxYZzurq6lBXV4e///3vZ12hWdM0uN1uBINBpKWloaKiAqdOncLYsWORnp6O5ORkvPnmm/D5fMjOzobJZMLx48fx97//HcOHD0d2djbi4uLQ3NyM5uZmZGRkoKKiQvdGUvoN7wvA+PnnSxwC4erVHo8H8fHxmDVrFj766KOzekaFor9wu91Yt24dWlpaDFFgPEWOh9bzKD4eYs8n0kCHnOBjE0/10jQNW7duPaOciI2NPa2cOH78+DkjJ4LBIA4cOIAPPvgAF154YVQ5MW7cOIwYMUL34PF+5uMyjS00zvJaS9yoREZvGnuDwSBaW1sxbNgwJCQkIBAIwOl0GowIMvydybKExj1eJBYwFq/mBjDZ2ELtN5lMBjkhn2syhZfPra2txcsvv9xrciIQCCAtLQ2VlZVdlhPDhg1DTk6OQU6kp6ejoqLCILd59CTvN3o2WU4cOnQIx44dQ35+PubMmdPnle4VivOB6667Dr/73e863e/1etHY2Ig//elPePTRR6N+r+bPn9/jAqazZ8/G7Nmzz3hcdnY2rr32WgSDwdN+t61WK6688kr89Kc/xQsvvIDRo0fjV7/6FT744AOMGjUKl19+Od555x3s3r27x0bdM2G325GTk4PS0tI+uX5fMmzYMAwbNgxPPfWU7mg+G1JSUgCEU0+HDx+OKVOm4P3330dJSQlOnTqFxx57DPHx8SguLkYwGMTcuXPx3HPPYdasWXrh68HCoDVqCCFwzTXXYPTo0YaCVbQvmgDmXna+nrw8uaVj5e30f2trKz766KPT5hs5nU688MILeq4uhxS4/lieKBQKob6+Hvn5+SgtLY2q8MXExMDhcKCtrQ3XXXcdkpOTYTabMXXqVDgcDgwfPhxZWVmGqrj0XDw8lV+bvDjce8XTGbjySuGrMTExGDJkCGJiYqBpGrxerx7mTR4huR4K0OGVIy8cbeMGFWqfvIIK9+yRAkfKLV8GVU5h4Z7YYDCIV155BQcPHuy2pTwlJQUulysi1I5y3GNjY5GRkYFly5Zh9erVKCkpwbe//W3MmzcPGzduxAUXXIC0tDQUFBRg586dOHXqFPLy8jB8+HC0trbqnsScnBxUVlbqz0D9Q/1JXlTqC4KMhVarVY/MmTNnDtatW9djr4BC0V+QAbqiosJQ6JHvp99cTvCJLv+fn0eRBbJRBAiPb06ns0ty4sUXXxw0coIKcctyIjY2FsOGDUNmZiZqamoMNYa415+P4dT30eREtMgUioaLiYlBbm4uYmNjEQqF4Pf7DZEVdA8+/nOoVgaAiHdOhTBPt8yvLCeo3hOvrcH7lescr7zyCg4dOtTrcsLhcCA9Pf20ciI1NVWXExUVFRg5ciSGDh3aqZzgn2lutJNTEunZ2tra9ELUBw8eRFtbGxYuXKjSFRWK05CSkoIf/vCHp106Oz09HS+//DICgUBE7Qu/3w+LxdIrk98zQfXz1q9fj4suuijqON3S0oKamhqEQiHcdtttej2nt99+Gx6PBzt37sThw4cxatSoiOjh3oSKcw9G/vCHP+CSSy5BYmJit84rLS1Fenq64bMkhMD999+PTz75BNXV1aioqMCvf/1rfPe738WiRYuwfPlyPPXUU7jrrrvw9ttv4/jx41i7di1uueUWTJgwQRk1+gMhBBYsWIALL7xQX3tezrvlBgnuweGTVJq0yh4Y2WNNioymafD5fHjvvffO+KIDgUDUMLEJEyYgLy8PR44cwaFDh3qlP7rCpEmT4HA49OiQmJgYTJ48GYFAAHPnzkUoFML+/ftRVVWFSy+9FJdddpkeSm0ymRATE4O8vDxD2LDVatX7nvoJQIRyRzUpCH5dUkY9Hg8CgQDi4+PhcrnQ0tKiH8MrrvMil3RtoOOdU8SHzWYzrI5CkxMSCqSEkVeNLNx0HG+/XE2foOtTGHJPJvnkPZY5ceIEVq1aheuuuw4xMTG45JJLkJaWhk8++QRutxuTJ0+GpmlYt24dQqEQFi1ahAceeABpaWn66iZJSUmor6+H2+1GUlISMjMzUV1dbZjAWSwWXVGWq9lT/3JPI+Vi5+Xl4eDBg91+XoWiv9A0Dfv378fJkyejGrFlOREt1c1sNsNutxuMGzw1kcY/ntZCKQpnKydGjBiBo0ePDpicCAaDiI2NxaRJkxAMBjFnzhw9oq+6uhqXXnopLr/8ct3wbDKZEBsbixEjRkQso8qNqNSPfIJMx5KckCNfaIz0eDzw+/1ISEiAy+VCa2trp3KCRxfwAqCkD5CciGbEouLUZJCRV8WSU0y4kaszOUFpjX0hJ6699lrExsZi6dKlSElJwerVq3U5QbVTSE5897vfRVpamu40SEpKQkNDgy4nsrKyUFVVZZATVqsVPp9Pf3ZZ3+J9TnKipKQEhYWFZ71ssUJxvuJwOPCDH/wAkydPPuNxDocjYvubb76JzZs3Y8mSJVi2bFkftTISWgqcokOamprw2muvITY2Fk8++SSsViuWL1+OoqIi/OEPf8DDDz9sON/pdPb5KhihUEgvfD3YSE5O7rZBAwivbBbN0DR9+nR897vfxX/+538iGAziqaeewvHjx/HDH/4QqampeOuttxAIBPDAAw/AZDLhoYcewrx589DY2Ngbj9OvDEqjRk5ODq655hrDZAuAYTLG6wLIoaC8pgJXWnh+LVeI+IekoaHhrEKmDh48iMOHD/eKdXLSpEk4fPjwGdeezsrKQnp6OhYuXIjGxkZUV1ejtbUVF1xwAZxOJ7Zv3w6bzYYDBw6gsbERCxcuhN1u15U0UtRIMZOXOeRh2XwbX2GEK7kUssqPNZlM8Hq9egV7UihJeeSREtzIFC0ax2azRaTC8M8DN4LRdv5M9NngnwVSwvnyvnQuGRFkqPja6QaGzj4HQgg4HA4cOXIEFRUVmDp1KiZPnoyJEyfqk6xRo0Zh8eLFWLNmDSorK/Huu+9i2bJlyMnJQUVFBXJzc+F0OvU0HlpmkacDyTnSXJHl3yV6biEEYmNjkZOTo4wainOapqYm7Ny5Ez6fL8LwLX8HgMgCoTwSjeBRX9FWQCIGu5xoaGhATU3NGeUEFZMkgzGvSxJNTtDYAnTIazIs88kyyQke2UdygsZbkhNkoOaROLIxg49ldC273a5/DngbuZzg9+ZGC9rfmZzg0Sf0f1/KiaNHj6KiogJTpkzBlClTMGnSJIOcWLJkCdauXYvKykq89957uOSSS5Cbm4uKigoMGTJElxNOp1NftpsbbchoRG2JFtVK74TrZPX19cqooVB0QmZmJi6//PJO6ymdieXLl2Pp0qU9TjvhvPLKK1i6dOkZIz727duHkpISPPPMMygoKEBOTg6ysrLwzjvvYMiQIVi5ciWcTieWLVuGvLw8PPHEE4NyFY1zjfLycrS1tWHEiBGdHtPZ56CtrQ3V1dWYPHkypk2bhtdeew2rV6/GZ599pr+bzZs348knn8S3vvUtzJgxAxdccAEefvhhlJSU9Mnz9BWDrlBoWloa7rjjDn0VDp5qwmtk8KXY5DBX2icXfgRgSDngIZh0jY0bN6K6urrH7Q8Gg4aK6mdDRUVFlwbDtLQ0TJkyBXFxcfD5fIiJiUFycjI+/PBDvP3225gxYwYKCwthsViwcuVKpKSkwGQyoaqqCn6/35CmwJVA6l9K1QA6lH6K3gBgUPbJaEHHElyppDBsMlDQ9biXDTAWg6Nry8Vd5bByrvDye8uRPLx9ZFzhIcvcM9fW1hbhfbNYLLj++utx4403nvH9RMNkMqGkpASPPvooTpw4gZdfflnvO+oHu92OlJQUHD16FFu3bsXGjRv1FQyam5tRXV2NrKwsg5eNT0LoOeh98H7hIdgmk0n/zFKfXHDBBSqsWHHO0traqgts/p3mcoJPRqN59bkM4elmQIec4FEI/Psz2OWE3+/XV8UgOTF9+vQIOWE2m1FZWQm/328wDgPRaxjR+CXLCep32hdNTsjGB5LtNIZ1Jid4W7hxmreNywl+XcCYlsoNFfzagFFOyBFAwWAQwWAwqpy47rrr8NWvfrVH75bLidLSUrzyyiu63DydnHjqqadw9OhRtLS0oKqqSpcT1D5aqYZ/d/gKJwTpUPScXE5omqYb0RUKRSS33norJkyY0OPzKSWwN4waFP17JkpLS/Hxxx/rY0VrayvKy8vx05/+FA899BBee+01rFu3Dj6fDw888ICePllUVHTaFBtFmLi4uIgoDZ/Ph3vuuQd33HFHj64ZCoWwYMECbNiwAePGjcOjjz6KtrY2g7FJ0zQ9+ubrX/86vvnNb+LVV1/FrFmzemx0GwgGVaSGxWLB7bffjhEjRugTX67wkOLEvQfyxFfOe6bjacIaCAQMk1ma0JtMJng8HuzZs6e/H7tTOssXS01Nhc/n00Ov6uvroWkaDh06hMcffxzp6en6kn5AuE8uuugipKenY+vWrfB6vTh+/Dh2796NoqIi3HTTTXrUBfWXXMeEK3l8JRJSduVJAsG9nLzAHhmbqO/lY2WDE4+oIQ8fDyfnoeN8yV5SRLmiTYYVHtVBQoN/ZqgonNPphNPp1CcDoVAIEydORGpqao+LFIVCIZw4cQJ+vx/r169HZmYmnE4nEhMTDd5lp9OJuro6/bxTp07h97//Pe666y5MnToVJpMJSUlJ8Hq9cLlcen/xCQJg9E5zDyr1rc1mQ21tLZKTkwEAQ4YMQXJycsRSXArFQEPh9nV1dYaljAGjZzlacUp5Ek6Qd16WE/xYkhfns5yYPXt2p3Lixhtv1I09PGqCjzXR5AQtnUrjMU8L5QZpHkXBx37e99Gi+ajtPBKHnBr8enIEAk8vlCNJeHQJ/xxR9AdBcsJqtaK+vj6qnEhLS+sVObFx40ZkZmaitbVVj/44k5y48847O5UTQOQyuFxOEDzSyWq1oq6uTpcTTqczaq0RheLLTlxcHK688sqBboZOYWFh1O3Hjh1DQkKCvtRsfn4+TCYTZsyYoa/gNGHCBF1HNplMePLJJ3H48GHcdtttSE5OxrRp03Dttdfio48+wje+8Q04nc5+e67BRkpKih5VHRcXB4vFgldffRUlJSVdKuYaDYvFgmnTpiE+Ph4PPPAADh8+jLS0tAj9PScnB6NGjdL/nzJlCtauXYurr74aH3744Vk9l0xeXl6fFHEdVEaNCRMmYNSoUYbJtax8AohQgAg575mnKETzxvDUCgDYvXt31EkcKbf9yenu2dDQYDjO5/PhxIkTePXVV+H1elFeXm44ft++fSgtLdUHmrKyMv3vnTt3wmq1Yvbs2SgsLDR4vHikAhk9SMkjo0A0xZIbIIAOJRMwFpWje3RmmCLDB70z8pLxd0vvj9fPoH6hbdyzRMoaN+IQvL9JiXa73XjllVfQ0NCAmJgYQwjuk08+2eOwO03T0NLSov9fU1ODTZs2oaioCLm5uYiLi0MoFEJ6ejpmzZqFtWvX6hOGYDCI4uJiTJ06FdXV1fB4PEhOTobb7dZD0Ol7wT3Q8iSOpx3Rc9ExiYmJGD16tDJqKM45ysvLUV9fb/j+8lB6gtfPkaPPaEzjx/MCiXJkBp9MD2Y5UVZW1mM5YbFYcNFFF2HMmDERcoIMALwQp8ViiSoneKQElw38/cnpgjxVhBtQaOyiZV+pHTxNgh/LjRR0PTlFkUeAcjkh6yF0PZPJBJfLhX/+85/9Iic2b96MwsJCDBkyBA6H47Ry4sCBA5g6dSpqamrgdruRnJwMj8cDj8ejf855f8seO66D0d98Za3a2lqUlZWpZV4VCobJZMIVV1wR9XshR4/3NTxKLRq8jW1tbUhMTMTUqVPxhz/8Qf+bc+WVV2L27NnIzMwEAFx44YVIS0uDEALXX3893G43nnvuOWzatKnvHmqQkpCQgEcffRQjR45ES0uLXq/ParVi9erVSEhI6NF1hRCGNMAxY8bglltuwZo1a3Do0CFd/pSUlOBvf/sb7r//fj1SMiYmBpdeeik++uijXtVf+qoA+qAxaggh8JWvfAUADF4ZgiaxcroBELkEH5/s8uKgXHmiyu6tra16cbLO1oGeNGkSSktL9Sq/fU1CQoKuEMkFKuPi4gBA975lZWVB0zRkZWVh+PDhnVrGuOWU/01Kk9vthqaFi6vFxMQYFEEyYpCxgucd89QdHmIse9bkqBkKawU6lFn+3qLV2eCRIV6v17BiCiGHkVP7/X6/IaQ8mkGD7smfqba2Vp8c0Htoa2vrkyJI7733HlatWoWEhARcffXVMJvNcLlcuOaaazBu3Djs2LED1dXVyMvLw/Tp0+H1emGz2XQlVQ4flj1o5NnjHkluhKIoEfqZO3cuPv/8cxVerDinKC4uhs/niyhESch1lvj4QXKAJmZynQ1u/DCZTEhMTITZbEZLSwt8Pt+glhOhUAhZWVkYOnRoj+REa2urLieCwWBECgMfi7mc4GMq9S2PsutMTnCjOhBp0AA66gHxMZvGe7PZrI+LFBXIDfD880Bygi/ZyqM5CDLcUwFmOreurm5A5YTT6cTVV1+NsWPHYufOnaiursaIESMwY8YM+Hw+2Gw2eL1efYUz2WDHoyXliEduaLJarUhMTNTlaDAYxP79+zFy5MgIo49C8WXF4XDgoYceQlJSUsS+1157DbNnz8awYcP6pS3V1dVwu92w2WxISEgwtKmmpgZCCD1Ko7i4GBaLBUeOHMHu3bs7jRwggwYQXrmFMJvNyM7O7vHk/HxnxIgRGDJkCADoKSh2ux3XX399r9/roYcegsfjQU1NDb7//e/rS4P/7Gc/w8cff4yrrroKY8eOxZ49e/Diiy/2up5fU1PTq9cjBo1Rg5aU5IqP7IUiJQNAhADl0Rf0Q0vH8YkaAGRkZOjLV9IE+dSpU1Er6QohUFhYiKysLKxataqvHt9AKBTCmDFjcOzYMYOXBoChGFxmZibq6uqQkJCAvXv34vDhwz26n9frRXx8fKch21zpkeuRyPU4eJHWaNcgLxhdQy4qR8eTUiwfQ9TU1CA7O1sPE+ceN27QIm8tKd8UQUIh1NxwYrfb9RojQFiJ27RpE06cOIGMjAy43e4+rbZMKyW43W48++yz0DQNMTExSE1NRVFREaxWKz799FOsWLECDocD27dvR2FhIRwOhyHcmtrOn5X6j1YDIAOR/F6BjtVgHA6HHjquUJwLBINBfbItR/LxSS0fSwDjst7yZI6WEiXomhkZGbDb7fo4V11dPejlxL59+3D06NEe3U+WE3wsp3cRbTzhhggedUf9KssHGsu5nOCGah61Ec1gwmUJyQm5ACg/T5Y1PNKQ2sELSJOc4GkZ54KcSEtLQ1FRESwWC9asWYOrr74asbGx2LZtG8aOHasvkUvpm/ROKGKJ609U04zSa6i/eV+TPuZyuQzyRqH4sjNq1Cg9RYsTCoWwYcMGlJSU4L/+67/6pS2kN86dOxc5OTmGfSkpKfrfhw4dwujRo1FVVYVFixZh/vz5PbpfUlKSIRVuMDBu3DgcOXIk6kplvcmtt96KWbNm4dChQ0hNTdWNSX1BbGwsYmNjkZqaipdffll3zhw/fhzr1q1Da2srfvCDH+CXv/wl6uvrsXjxYmzYsOGc1/cHTfWPUaNGISsryxAiFS10nitB9EPenGjH8poMQoQriaekpKC1tVXPfzWZTGhoaIDf70dKSoqh+qymhXOQz1RZvrvExsZizpw5UQc+l8uFHTt2YOTIkQiFQroBhvqElsWrq6tDMBhEWloaTp061WXLWG5ursFA4Pf7deshISub3BvHFVduxACMkTE89BuAoUAoPzYQCEQoS9zTCkDfTvtoMPD5fIZ702eG523TebLnL5qXkRvNQqGQ7nVNS0vr1pd9zJgxXT42Gn6/H4FAAK2trfjjH/+IDz74ADExMaivr9eF4iuvvILjx48bomv4ZIKelUfQ0HeBDDzyxILOCwaDyMrKMuTfKRQDTVVVFRoaGiImsPLnmEdc0DgQzevPJ7J8zImNjUVycjKcTidaW1sRHx8/YHLioosuOq2cyMvL6zc5Qdt41KMsJ8jYwI3YvA4TGa35mBRNTtBYRRF5VHCUG2nlyTiN83RvWU5wg4YsJ/j53KjCDSAkJ+T0lXNFTnz44YcGOXHs2DG8+uqrupyIjY01yAkybHCjTmdyQjYqkZxoampCZWXlWT2HQnE+kZ2dDYfDgbKyMmzdulXfbjKZMGfOHD2SrrdoamrC448/jpMnT0bsS0tLw80334zPP/8cJpPJEElotVrR2toKACgoKIDdbsfx48dxwQUXdFqDQ2bXrl2GWkoJCQk9NpwPFEeOHIEQok8LnVIUCxBOA+nOZ+Djjz8+q3vHx8cjNjYWWVlZWLNmDb7//e/D7XYjLy8P1113HSZMmICnnnoKU6ZMOav79AeDxnSenJxsmJCRAsEjNbi3JVoVdjpPDiMmTCYTcnJy9NUsqIiZx+PBF198AZMpvF677GXZvXt3rz+vx+PB1q1bO61+HwgE8K9//QtChJfY9Hq9+nI92dnZOHz4MI4cOQK3241ly5Zh5MiRsNlsWLVqFQKBAOLi4vRQYZnKykrD9pqaGrhcLsTHxxu8m4CxAB+lp/CinzwygMJRSWnlob5A5IoCdA6vJk8Kpuz143U8NC1c2NLpdBoUT66UyVEI0VIz+GeFt4X+drvdKC4uhtVqxdy5c/VlELtCd9agHjZsGMrLyzsN/woEAjh48CBmzpyJb3zjG3jxxRexceNGOBwOpKenIxgMora2FqmpqXrfBYNBvUI+D82mnGjuLSUvG4+6of6KNplSKAaK1tbWiFow0eQETWz55E2emPGIMjqGfufk5OhpHVSvwev1Doic+Pzzz08rJ7Zt2xYhJ6ZMmYLs7GwcPXrUICfy8vLOSk643W49tFiWuUCHoZjGXBqDeW0Lajc3KgAdTgxa7psbLQBEyAmSIXycJyM5yQm73a7LCa5TkAFDjrig9vCIETkygcsJqrvE5UR9fX2nxVtluiMnhg4dilOnTnVJTtx999146aWXIuRETU0NUlNT9X4lORGtHg1F9clygtJ7yACkaZoqDKhQtJOUlISrrroKgUAAHo/HkKoBANddd12v3zM5ORn33HNPp9FSDocDt956q26ATU5Oxuuvv45XXnkFhw8fxuzZs7FgwQJkZmbikUcewdatW+FyufDggw8iNjYWtbW1SEtLi1qXY+LEiYbto0aNQnx8fL+lYfYGJAsTEhL6bCzLzMzEFVdcAbfbjT/96U/Iz89HUVFRl86tqqrq8n127NiBKVOmdFpDJTY2FkuXLsXf/vY3rFixAk899RTuuOMONDQ0oKqqCiaTCenp6X2WPnK2nNGoIYT4DYDLAQwD4ATwPoAfaprWwI75GoD/BpADYC+AezVN28H2TwfwJIAJACoB/LemaS92p6EzZ86M8MrLlcdlJYaOA4wraoRC4SXPeISGyWRCXFwcNE1DY2OjrsBYrVYcOXJEt6ZGe5G9nWtEnGk5P03TkJmZiebmZgDAgQMH4HQ6sWTJEsyaNQtjxozRvS+tra2YNGkSqqqq9IKfL7/8ctRwqs6eh6eW8FBhHn7L00xockxGBjqX9hMUQcFXm+GeNQqHBTrqo5BCLCvMPDeaohN41A5NcmRlmivH3BsHGD9H1NaGhgasWrUKXq8XaWlpOHjwYLe+5Nu3b+/ysdGs6zJHjx7FI488gtGjR+sF/qxWK5566imkpqYiPj4eN910k2GpPz6J4IYdbuQgRZ3nv9N2TdMwc+ZMbN68ucvPolD0JYcPHzYYHyj6Sk5FIdkhRwEAxkLEtJoFlxNk3KVipBaLBTabbVDKiZkzZ+pyIiYmBk6nE5MmTUJlZSWKiop6JCe4IVmOiOFGA1l2kMyla5ORnN4NL0YtywmK1ODGawD6JJvLLllOUAoRQUYXWU5wgwxvEzds8PuHQiHU19fryx+SnOiqQQPonpyQC7tGoyty4sYbb9TlBL1DLhN46g2X07xveJRfKBTCwYMHMXbs2C4/i0JxvjJr1ix84xvfAICok9bOJptnC42tnWEymXDgwAG9oOSyZcuQkpKCRx55BG+//TbWr1+PxMREOJ1OJCcn46233sK4ceOwevVqBINBPPvss4iNje235+lvXC5Xn6UNDh06FN/+9rcRHx+PkpISXHLJJV02aADA1772tS4fO23atDMes3DhQmzYsAGffvoppk6dCk3T4PF48Nprr6GkpAS1tbV44IEH+jwdpyd0JVKjDcDNAPYBSAbwNwB/BXAlAAgh5gL4XwArAHwG4H4AHwghRmua1iKESALwIYDfA5gHYD6AN4UQJZqmbelKI2ndXppI0Q/P0+Ve+PZ2AegIVeWhrHxCzM9JS0uDy+XSi8xRfvBAvDjuRTwdXHn2+Xw4evQoysvLMXHiRNTX1+PEiRO6pwUI96XD4cCuXbv05xo+fDhOnDjR6T1GjRqFhoYGZGRk6AX0SNHhhg05xJhPhPl69rJBgd4RKZrc4xYIBHTPXLRz5EJtfFk+IDLfmhQy7tHjBhk6h096eG51MBiE3+/Hzp07sW7dOgghkJubG7UwYH/T0NCAsrIy+Hw+mM1mZGRkoLS0FLW1tbBarVi5cqUecg5A90LKqTjc6EETCHqfNLGgfklOTkZcXFyf5ogrFF2BimFyOQHAMFYBxsLRfPzixksg0nBKP6mpqXC5XPqynAkJCeelnIiLi+uxnJDTDLkBlcsJAAY5QTWO+Puifuf1kXj0GDei8+LV/J1EK+hJbZGhSTn1Lx1P+gOPWuD1J3iqYigUgt/vxxdffDHo5MQ111yj1y8jw5LZbNblME8hoj6VI2J4HRK6hs/nM8gfheLLyEBM8mlZ6TPBDY/x8fFYtGgRpk2bhnfffRfDhw/XC9D7fD4IIVBbW4v6+nrccMMNukHj888/x8yZM6NeX9M0rFu3DoWFhV0ywn4ZMJlMWLp0Kb71rW8BAPbv32+oZUJwfaavEUJg5MiRmDVrFhISEuD3+3H48GHMnTsXBQUF8Hq9ePDBB8/J1Q/P+O3SNO1HmqZ9oWlaQNO0WgB/ArCQHXIXgDc0TftY0zQfgN8B8CFs5ACAqwF4APxW0zSfpmmfAHgTwN1dbWRWVpaeayTX0eDV7cnbz+tkkDDmy1HKXn8gHH5lt9vh9Xr1yVtmZiYaGxtx/Pjxrjb1rDGbzYiPj8fEiRN1i6nJZEJubi7i4+ORkZFxxg+11+vFv/71L5SUlOh5xpQbp2ka/H6/oQANV1R5CFliYiLmzp2LG264AaNHj44aGcG9VqQIUr8DMChBfLLMPXbcu8Uja2QPKymNVFWe2kDX5eGuch+RUYXX5+DKF//McGWcG9G4wWTo0KGwWq3Iz8+Hy+XCqVOnIt5DXFxcv6dnVFVV6SsPUFs9Ho+hXgAAQ0gxr2USLVJDjtrg4fyZmZnIysrqz0dUKKLS3NyMxsZGANHlBI8Y4HUCAOjRFnw5ymjLScfGxsJut+uGb4vFgoyMDDQ1NaGkpKTfnvVclROjRo3S+w8wrkpG4yqXE/Q3jcFENDnBVx3hE2i+dCuNUZqmwefzGSJsuIzgEZ7UFqBj2XeSFzxqgxvm+XXpGLoO/3/IkCGDTk7wCEWK2IgmJ6ifuXGQG514QV6aCCkUX3a64invLfx+P6qrq/Haa69hx45w8HwwGMSePXtQW1uLgwcPntEonpSUhJtvvhnz58+Hw+EAEJYd2dnZsFgsSEpKMsg+btA4evSoblguLy/Hn/70J9x5551YvXp1bz/qoEXTNGzbtg1erxfr1q1DSkoKJk+eHHFcXV1dl6K2e5MLLrgAMTExcLlcusxNSUk5p43TPTEZLgawh/0/CYCeaqKFJeQX7dtp/07N6BLZyfYbEELcLYTYLoTQ4y556oKsRPAJGFdQSMhSzicpbXI6Ah2fmJiIlpYW/QtIqRPV1dVnDO/tTTIyMlBYWIg9e/boCt/FF1+M73//+/j+97+vL6sJwFCp+HRWWLfbrS8nFwgEcPjwYaSkpERYjC0WC1pbWxEKhTBkyBCkpqZi+fLlyMzMNHiuuHLHFU+evsHza2VPJ9ARokxKKXnpAEQU5JQjMXjKCP+RPXwejwdNTU0GJVj2bHIFlcKNeXQCV4i5oSwxMRGFhYVITk6GECJqITSXyzVgeYPjxo0zFBry+/04ceKErpySQutwOAxhw3xCBxgnJUBHag6PdKHvp0LRX3A5QeH8NHZHkxN8fGo/HwAMcoJWjeDyQ/7hckLTOtLqqquro3r9+4qMjAyMGTPGICcWLFiA733ve/je977XK3Li0KFDXZYTy5Yt0yM0ABiMC0R35ATdkxssSE7wSXW0wq48SpAbw7lxmkeleb1eNDU1Ge7Ljbn8XC4PeHQPlxc8IjEpKQmjR48+p+UEDxknOUF6E8kJWhmFywmgw0HEI1moT0hOWK1WjB8/vlv1QRSK3iDafGKg6U996fDhw/j444+xcuVKeDweaJqGRx99FIsXL8bs2bNRU1Ojj3m85pPb7e70mqmpqRg5ciQAICYmBkuWLNEN4xxu+NixYwdOnDiBX/7yl6iuru6DJ+17EhMTkZeX1+vX1TQNdXV1WLt2LSoqKqBpGiZNipweZ2RkYPjw4b1+/67w7rvv6umrQNi5c64WDe2WUUMIcQ3CkRn3s80JAJqlQ5sAJHZxvwFN057WNG26pmnTadu8efMMApM8LXxixT1y0cKL6VjZa0PCNzY2VvfsBINBpKamwuPxoLS01FCduK+pqqrCjh07EAqFUFpaCgAoKytDVVUVUlJSDIoWDykmpYnDq90TDQ0NukczPz9fP2fUqFG49tprdQtcS0sLli9fjtTUVEMkAykpfIIgR1LQNXlEhezV4cYougZgnDTLSiJFVUQzMnGvG01QYmJikJSUFPH+Semlv7m3UI4O4Yo5XScYDOLVV1+Fy+XCvHnzUFZWFjWXsCuMGDECF154Ya+GlKWlpWHx4sVISUnRny0lJQXV1dV63rrFYkFOTg7y8vKQnJysK+ncWEjvgb5T1C9UGDEYDMLtdmPevHm91naFoitwOUHRBAcOHND38/GdG0CjyQk6PpqcIFlDPyQnaNKXkpICl8uF0tJSbNnSpWzKXqGqqgo7d+40yImTJ0/2qpxoaWmJKid4GltLSwu+8pWvIC0tTZ/00oSeIisIPrZwIwQZiAAYjBTc4MSvQUZXOVWO7+MRHARdi8sJv98Pu92OpKQk/b4c3h4yCHGjCJcJHC4nPB7POSknUlNTsXjxYqSmpkaVE7SUcW5urkFO8PfMI2e4YYfktcVigcPhMDgtFIr+Itp8YiDJy8vD17/+9X6734QJE3DLLbfoRYqFEJgyZQry8vJQXV1tGE946snJkycN31dN0wyTWmLkyJHIzs7G8OHDsX79ev2ctWvX4t5774XT6YQQ4dS7//mf/9GN5oMRp9PZJykzFosFjzzyCBITE/Hoo49i5syZesRpd/n888/xt7/9rUspqV3l2LFjePzxx1FeXq6nTx4/fhzjxo3rtXv0Jl02agghrgXwZwD/pmnaTrarFUCSdHgygJYu7j8jpBxx74wcKcCVV/5FldMK5DBkEsqhUAg+n09XsJKTk1FRUYHPPvusR16U3rSoUTto+UCCDzq1tbUGRTYxMRFXXHGFwTOXk5ODoqIipKenY/To0Zg3bx7uvPNO3HrrrbjxxhvxxRdf6EsOapqG48eP67UlaPJPSqhcJV5eok9+L9y7wyfWpISSIsqNCbJBgR8LdCzZB3TUTCFvaygUgsvlMtT6kFNV+OeJrs2vyUNo+eotTU1NKC0tRUlJCTZv3ozs7Gxcf/31XcpZlGltbYXb7e61PMu8vDzceeedcDgcGD16NGw2G8xmMy688EK4XC49yiYxMVH3xGVlZen9zr8jfAIAGD2dmqbpRqPOKmorFP0Jn2jx9AEAEZ9t2VApp1xxeULyhsYCv9+vpykkJyejsrIS69ati6r0nYnelhPr169Ha2trr8uJO+64A7feeituuOEG7Nq1yyAnSktLDZERNK5TxJvsdOBGBy47uJyg92ixWPSoSTqXj8d0HTkKk4wqAAxjGdVrCgQC+mfE7XYb0kyiRejRZyqanOAFy+k+wWAQzc3N57ScuOuuuxATE4MxY8YY5ITT6dSfVZYT0WR+NAWaf29cLhe2bdvWraKnCsX5yB133KGnC3aHf/3rX73WhsmTJ+Pee+9FXFycIYqPR5AUFhYaUvsrKyvxve99z7Ak+Z49e/DRRx+htLQUn332GZ5//nnceOONuOGGG3DLLbfg2muv1dPqzGYzLrrookFr2LRYLEhOTo4wXvcGaWlpmDt3LhYsWIBvfvObKC4uxh133HHaaJnOyMzMRFJSUq+1c+PGjVixYgVaW1uxatUquN1u+P1+PP/887qR+1yjS7MRIcTXATwM4ApN0zZJu3cDmMqOFQAmA3iD7V8hnTOlffsZSU1NxYgRIwyTaHphsgcOiMylpuN4ji731gNhTxX/EAwdOhShUAjHjh2LGEzMZjNyc3NPu8QmgNMWVOsuQgjs2bMHGRkZuPXWW7Fjxw40NjZi165dnZ5jMpn05QUzMzNRU1ODSZMm6UsGJSUlwefz4Y033oDf70dhYSEaGhqgaRqWLVuGqVPDr5SiMsiTL3tkAOPyp9wAJUR46VS6DtAxMeYGJb4MHinDctV1XgROVnrlfGyz2aznvMuKL+9TOpZfk+5F15MLz/n9fvh8PiQkJKC1tRW1tbUYMmQITp48CbPZDIfD0a3JTUNDQ69ar9PT0zFkyBC8+OKL+mdXCIGGhgY0NTUhGAwiKSkJ8fHxaGxshN/vR25urmGlGirWCoQ/Rz6fzyDweHRLKBRCfn4+UlNTB7UVXjG4cTqd+nJjAPTvKs/rBzpqJ8gGO6DDmAF0jAt0LADY7faocuL48ePYtm2b4VqDRU4IISLkxMSJE3H55ZfD4/EgKSkJfr9flxNjxoxBfX19hJzg9S7kaArAOO7zsZ76luQEX5WMzqMlWOXluclowlNduLwiuJzgS8GaTCbduEH3osm8/Nnghg5qHz0zj/zjtaS8Xm+EnCgrKztn5ERubi5eeOEF3djA5URbWxtiYmKQkJCAhoYG+Hw+XU5wBxOvT8blBMkHXj/lyJEj56x3T6Hoa4YPH47bb7/dsM3v92PPnj2YNm3aaaOwLrzwwl5rRygUwpVXXokjR47g2muvxY033oihQ4fihhtu6PSctrY23HDDDQgGgyguLsbYsWPxxhtv4Be/+AVyc3NRV1cHs9mMhx56CDExMfjkk09QUFAAk8mEn/3sZ/jnP/+J+Pj4XnuG/sZkMvVZHQmLxYKKigpkZmZi9OjR2L59O2bNmoVAIIDy8vJuGcFGjhyppwb1BseOHcOBAwfw5z//GV/72tf0+VRBQQGGDx8Om812ThS/5pzRzCKEuA/hlUuWRTFoAOHojauFEIuFEDYA3wMQg3AxULT/dggh/kMIYRNCLEa4eOjTXWmg3W5HQkKCwQtH3haessBDIQk5l5aQ/+ZRAzabTS988+abb6KlxRhQEhcXh3/7t38zrC2dlpbWlUfROd3gZTKZUFhYaKh+63K59Lxfkym89Gx8fLweymo2mw1hxUIIXH755bj66quRmpqK9PR0XHXVVcjJyYHJZEJaWhpsNhvcbjf27NmD/fv3w+fz4aabbsJ1112new9HjBih9xFXCElxJU8XNxpRPQxSRul87jmVIz+o3XQ8N5gAiKikTkYPAIZJBo/ioYJ/NTU1eugrVzy5h5aHKsuFQ7lX0efzGUKdZ8yYoS/luHHjRsTHx+PSSy/VPxvUL/1JMBjEF198geLiYn2bpmnYvHkzcnJyUFdXh4SEBJhMJng8Hrjdbng8Hn05Y3pmUvq5IYl7POn7Rt7qc7lwkOL8x+/3w+v16p9LKvYMGFdA4gZXQk5JIKLJCRoPeiInUlNTu/VMPZUTjY2NMJlMcDgcXZITK1asQGpqKlJTU3HllVciNzcXFotFlxMul8sgJ26++WZdTmiapssLkhPyikkUOcfHdfL+A4gqJ2j8ofGaR9xwpwaPmCAjA/1QOwDj6id8hRWr1QqTyYTa2lpDCh4fu7mcoGtGkxPUfpITJCe5nNi8eTPi4uLOGTlx8OBBfRvJiaysLF1OCCE6lROkd/Flk7nDSJYT/J0rFF8mYmNj8fOf/9wQGQEA9fX1+OlPf6p/DzVNw7Fjx7p17dOlGgSDQXz88ccoKyvTt2VkZCA5ORm5ublwu92or69HdXW1nvLg9/tx8uRJQ7rgD3/4Q3znO99BaWkpjh07hh/+8Ic4fvw4NE3DqVOn4PP5kJycjCuuuAKXXXYZUlJScMMNN+Dee+/F7t27IYTQC5UORki/KCws7PVr0/zz+eefR2trK5YsWYJ77rkH9fX1+NnPfqZ/NjpLve9LbDYbrrrqKnzlK1/R5afJZMLdd9+NXbt2YdSoUf3anq7QlUiNxwAEAayVQtHj239vFELci7BxIwfAXgCXaprW0r6/SQhxKYAnAPwCQCWAe7QuLuc6ZMgQup9hQi0rAVyAco8K7eNeOHkQ8Pl8sFqteg2C8vJybNiwIWq4pNPpxDPPPGOo5N2dMKHExERkZmbqHjpS4gg5wgEIf+gDgQA2btyIAwcOICkpCWPGjMGIESNw8OBBXYGNi4uD2WxGa2srTCYT3nnnHTidTlxwwQVITk7GrFmzDB72rKws/OhHP0IwGER8fDyOHTuG7Oxs5Ofn66G+5CWTlROTyaR7ZWRjAU9ToKgJOo/eE08h4V8W+pu/O+5Z42kgPDrE6/UalF26Hk1s6DcPe6bryssBcoWNvxvaV15eDqvVinnz5mHNmjU4ePAgEv4/e28eH1V5/Y+/78xk9i37vpCQEEiAEFaRRVbBFVxAxQ0tav1ZW9tau9raVm39qq11q1s/alt3VHZcEBSQfU8ghASy75lMJpPZkpn7+yM9D8+9mWwQIOi8Xy9ewCz33nmee5/3ec55n3NMJixfvhzp6elwOp1oaWnB2LFjUVJSgsLCwkHLxRMEATk5ObDZbKipqen2/qFDh1BRUQGn09ntvYMHDyI5ORmXX345m0O/3w+32w2TyQS73c4icbxxSrnncochjZNCoUBiYmLQInghhHA+QCqznnhC7iAIVnAYkKae8M4OUezqpqFSqRAREQGlUonq6mps27at3zzBS3f7wtnwxPbt21FUVNRvnlizZg3jifDwcEyZMkVSKDguLg6/+tWv0NnZCYPBIOEJSkPgUzB45zPxBK3Zcp4gKJVKSQ0m4HRdH567aY5ktojEidITTyiVSsYT/PflPMGve7xikIqaynmMrzHB81llZSXLZf/qq6/Q3NwMk8mEu+66C8OGDRuyPHH48GGkpKRg/vz5bA47OzvhdruZwo/nCT5Nh9ru8nPDP4dDsQVgCCGca8yePRs333xzNx6Kjo7G+++/z4roCoIQtJ1nT6iqqsLx48dxySWXIBAIQKvVStKBaS2kriVAFw9ptVo88MADWLhwISoqKvD1119jx44duOKKK9DZ2YmmpiZWiyk6OhqiKOKpp55CdHQ0Vq1ahcrKSrz33nuSa6mpqcGMGTOgUChQU1ODW2+9FYWFhdi/f7+EpwYTfMDzXIM4bbBBqeEvvfQSfvazn2H48OGoq6vD0qVLcejQIcTFxWHYsGFYv349Jk6ciIULFw5akc5AIIDVq1cjPT0dY8aM6fb+jTfeiClTpkiCM4SlS5eiuLgYhYWF52X8+4s+nRqiKPZZmUoUxbcBvN3L+3sAnJF+atSoUZIIzP+OB0Ca9iCKIjQaDXw+nyQ/mpQd8roPvOHlcDggCAI0Gg3cbjeqqqrw3//+N+gNTLU3eAzEWHW5XGhvb8d1112HyspKnDp1SmJ0UDTtxIkT7LWsrCyUlpayKFxrayu8Xi86OztZD2G73Y6Ojg6MHTsWbrcbHR0dyMrKYo4JaskKQBL9slqt2LVrFzo6OmA0GpGeni4piKZSqVikjdq/8YU1eQcFn+bBG4M05jU1NQgLC2OFyciY5KNp/OaCrpUMU5p/vuiYKIpwu93sM1ScTBRFGI1G1gGEVxjwGx56XZ7mwqefyCN2/LjQWFBbvrCwMFx77bXs96WlpWHMmDF4/vnnB02mlZmZiWPHjgU1VkVR7FGm3N7ezvLg+DQhl8uFyMjIbpJwOh49Y5SWwjuD6LkZPXp0KGc6hAuGqqoqiWMbkKYdAKefX41G0y1ljdYOfhNNxxOErhoMwXjiP//5zznniYqKCpSVlZ0Tnujs7JTwREZGhkSZJecJOhbxBDmv5TzBKyqD8QSvcJA7kKqrq6FWq9l6KucJWutpTmmuqB4Wn+LCz43H42GqEL42k8FgYDwhd3DJC0fTPSNXD8r5hO4vGhfiVIPBALPZDLVajWuuuUbCE6NHj8YLL7wwJHiCut7waYkulwtRUVHdeILGgf/tfCcxijBqNJqQ4zuE7x1iY2Px0ksvBVWzqlSqbl2BBuLUiIqKgs1mwwMPPID8/Hxceumlkg0vpTDMmTOHvbZx40bMnj0bFosFaWlpSEhIYGttXV0dDAYDUlJSoNPp8PHHH8NoNMJoNOKLL76A1+uFRqPpsXlCdXU1S2OpqKjA7t27e1WSnA3GjBkDj8eDqqqqM6o/MVDY7fZz0qWKOFar1TLnT1NTE2pqatDR0YEnn3ySfXbbtm1Ys2YNNmzYMChtwEVRxKZNm6BSqYI6NZRKZY8dXyIiIlBaWjqkHBpAP2tqXEjwkXUyauTFx+T/5/8Ap50gvBFCG206ZlNTEzOOdu3adU7qAwwfPhwlJSWw2Ww4deoU9u/fD5PJJPmMIAisXR6hsLBQMh6BQADV1dVQKBTIzs5mD7QoikyqZLPZYDKZkJKSAr1eD51OJxkTPu2isbERu3btwtSpUwGAGYO0GeAjMXxEjG/RRwaq/H3+fJGRkRLjFOgyNMPCwiQpQLw8mq5HvjHhDWMAEuOL/hiNRiZ/puvnDWh5OgxFPslA5X837wRITk7GHXfcgfr6etTV1QHo6ipQVlYGg8HA5tTv96OgoAAHDx7stsE5U4iiiA0bNvTpMaaIbEtLC/usx+PBkSNHcN1110Gv17Occn7+KNLGO6To+aL5pc0DyfF7k8mHEML5AG2u5RF9frPMOyfl6z8gLTRKawgZHHQM4gmFQoHdu3efcZXy3sDzxMmTJ3HgwIFB4wlaL4knmpubYTabGU/QuhBsTJqamiQ8QQoNXiFH6yRt1vlUQZ57ed6WF/QknuDXZVLJUEFLoLuyj+cJfgz4MeJTkugzBoMBgUBAwhO8M5eOQU4a4HRnL3L88DxBdkZSUhLuuOMO1NXVSXiioqICJpOJzWkgEMCRI0dw6NChIccTOp0OCoWC/V4aB5/Px+aQt894O4C+Q85C3v4IIYTvC2644QYkJycP+nG/+uorzJ49G8OGDcOMGTOwZMmSbu1SA4EAYmJiJOqNxYtPlzikjl7jxo1DR0cH2ywTB8ybNw8AkJCQgObmZhw4cABtbW1oamrq8bri4uKwYsUKvPjii9i5c+eAnPkDwfHjxwdtvbyQ2LNnD7Zt24aRI0eyDjQVFRXIz8+Hy+WSOFJmz56NpUuXDlp7bKVSiccff7zPNsPNzc1obm5Gamoqc85ZLBZce+212Lp165BybAy90qUy6PV6SQqCXLZKDx/JRvnNMakz5KkOZADzebp8BPrIkSODcu3x8fGYOnUqW1CoIr3X68XRo0cRHh7ezSim2g39If9AIIBjx44hEAjg8ssvR3JyMjMuNm/ezAySgoICduPxBr1SqYRGo8GiRYvwu9/9DgsXLmTFfJRKJRtLMkronLShpbHjN76iKLJUBZKjUqSGroevHi+vj8KrAigiR8Xc+PQQQRCgVquh1WqhVqvZcXmlBX2HV4LQ6/RbeMeYXDbLO1fI2aFUKpGYmAiNRoOwsDDExsYiLS0N06dPR2JiIsxms+T3lZWV4dChQ4P60POpNj2BcqDli1VMTAza29uh1+uh1WqZk4JUJ/LuQBStozmhcabvEi7mIlAhXPygNYff5Mqj7sQPtN7zPEH/B4LzBK0RtFk/Xzxx7NixQeWJBQsWSHhiy5YtrKVrQUEBtm3bxsaEnm+lUslya4knSNlAHEJdSuRrrbzAMI0dAOZAJdUX1eMgxwrvDKFx74snghUDVavVbL2mDTc57nnnfjCe4I/Dcx2Bfgv9TRt54gm1Wg21Wo3o6GikpaVh2rRp3XgiEAigvLx8yPGE0+mEwWBga73P52Odz/j5oPHheYLsLjlPkFImhBC+DwgLC8OVV145KM68I0eO4KWXXmJKLkoJMJlMWLBgAcrLy1kdPIJKpWJO2/5eq0ajwR/+8Afs3buXrakPP/wwbDYbOjo6cPnll+Pee+/t8TjPPfcc8vPz8dJLL50zhwaA74RDAwBKSkrgdDrR1NSEY8eOYdu2bXjhhRdw8ODBbsWkL7nkElx33XWSNfVsYTabg7Z15xEREQGr1dotXbGgoGBIOTSAIa7UUCqVGDVqlGTTG0wKyhuzFD2SqzX4SD1fwZs3aoiQ5d7OM0VtbS3q6urYpNfX10On0zEZv8lkQmNjI/v8hAkT4HA4UFxc3K/jR0ZGwu12o6KiAuvWrUNMTAwMBgPcbjfi4+OxY8cOeL1eNDQ0IDw8HK2trcyY4g2SQCAAnU7Holx8lI0fOxorn8/H8qTlUS2gq5sMXxyOjgFAMge8hJUiPsDp9BgAbGMtbx8nj6jJU4v4qB0ZWfQafy/QxoauhQxNvigPnZPf+J86dQpJSUkYN24cTp48CaPRCLVa3S2fcaD3kkajQXJyMlOEmEwmrF+//owKBAXLl66srGQLJc0zOWx4Q55/TqiFJf/byPCnZ2/MmDGSFmAhhHC+EAgEUFlZyf7NKyzoNUDa0YRPYeMNTr5ILr9Gyh3hfr//vPGE0WjsxhN2ux0lJSX9On5fPLFz504JT9jtdglP8ApHui5aO4kneEcQzxM0vvJgBHCaJ/i1jV/DKdWHV+TR2synx/AOWF4BQsfoiyeI50hdGBYWJmlHC5y+L/jPkTOG51HgNE8oFAqUlZUhKSkJ48ePx8mTJ2EymSQqFLrXhhpPVFRUsOK39FuI0+U8QeocCj7IC03zvFpXV3fO5OghhDDUoFQqkZ2dPSjHys3NRU5ODrOlc3Nz0dLSAo1GA4/Hg/r6emRlZQHosrPfeustJCUlYe7cuf06fklJCcLDwzFp0iQ89dRTOHr0KGw2G8LDw1FQUIC77roLFosF2dnZqK6uhsViCdrBKRAIDLmOGEMdEydOxOHDh/Hpp59i4sSJaGhoCForZKD3UltbG3OW79u3D3V1dfjjH//YpzJDDkEQgtbVmDx5Mt56660htaYPaacGcNogon8D3WXEFJ3nN10AJJFlPucVkBq/fHRvsIvOiGJXrQ+LxcIK7wBAS0tLt+hbf2oSxMbGwu12w+FwSIpu1dXVwel0wuv1wu12d8v92rlzJyZOnIi8vDwAkDgNyMCnTSxvEPIgY0WtVkscIHxrPTJueOOW5ov/N9A9Z5l3fNDckGHPR5x4dQWdh4xd+h7/Wd645VsGklHKy5n5zTp/LZTzRhHBzMxMbNiwAV9++SWioqKQn5+P6OhoiVEniiJiY2MlFeZ7giAISEhIwIIFCzBx4kR0dHSwRe5sKx4LgoCMjAxmANN9EhERAafTyZ4JKjTIO7Pkiho+NUWusAkhhAsFftPMbxb5FAHafMmdb/TMyh3m/DohV5jJi1oOxvUPdZ6gNZbWf37t5VVtwXiCHAX8+3xKA82TfO7oGnw+n0RZQ9cEgDlW5EXjeKUJcTv9Bv4+4Pmf/iajj66PV3LQfcIfg74bCASYPNfn80l4IjIykvGEPFUqJiZmwDwxYcIExhOrVq0aFJ5IT08HAMYTHo8H4eHhaGtrk8wlOaN4FQtvT9Fr8udpMCOMIYQw1CFXAJ8NaH10OByorq7GyJEj2bHT0tIktQ8EQcCdd97Z5zGPHj3KOqHwnSxycnIQHR0Nk8kEq9XaLX3mrrvuwttvv42vv/56UH7b9xmCIOCbb77BY489hp/97GcoLS3F6tWrg9YfKi4uxoIFC4Ieh9+ziaKIgwcP4vHHH8fKlSuhVCqxYMECPPPMMwN2aMgRCATYvO/atWvI2f4XhVNDvijInRy8w4InUAIfZaHv0Uaeog7k+CgqKhpQ//j+gLqrAGCG2ZnKMN1ud9BKwp2dnX0WseENT3mnEDqGXOFCn+VzpYHTihg+GsfLiXkjknco8IYhOVJ4Q5R3YvEODV6BQ8fgq9jTvJNzhW/hx+f78oYrRZnk3U94p4Y8vSkQCOCzzz7Dzp07UV9fD1EUYbFYYDQaJfJlUkDk5+fD6XTi8OHDAE7fq0ajEVOmTIHf74fT6URmZiby8vJgNpsRCASwfv16rFu3blBaOImiyO7p9evXIy4uDjExMUhJSYHBYJBES3nFCl0rv3mhseTnWqvVDilPbQjfP/BpAbwTk8BH/3lHKr0HQLJB5TfWxBP8977rPEFjJVfrBeMOWuN5BQMp8WjdJqkwX7eHdxjzPMGnsdCay6/P/OuAtJ4Gr/ij+ZSnYPA1IOQpjbwzRa4AodQLPjAid3RoNBo2Fp9//rmEJ6xWKwwGQ7c11ev1Ij8/n7XO5Y/N84TD4cCIESMwduxYmM1miGJX3YzB5AlSZ2zYsAFxcXGIjo5GSkoKjEYjfD5fnzzB3yO8ioecdkPNAA4hhHOJWbNmdWvjerYwm804ceIERFGEx+M5K6dJeHi4pDMKgZRgIZxbKJVKPPzww7j99ttZM4fKysoeC5++/fbbsFqtuOGGGwCcDhY0NjbijTfegNFoRHR0NL755ht8+umnLCDy8MMP47HHHjtrhwbQxb2JiYkQRRGPPfYYysrKsHnz5rM+7mBhSDs1+KJgZIjQ5pogj97wUQJemgp0VwbQ92ijTt+jqPRgtu+prq4G0GVsng2xk9FxJjhy5AjS09NhMpkkNUT4gqB8JJ6PePEtEAlqtZoZ3bzxwhu4ZOzIi4oGW4jpPDSnACTzxUd/AKChoYE9XLzxzc8tOWLIccE7NgCpgwuAxFDmHRpkvB0/fhyrV69mDpn8/HzceuutrKYE72gLCwtDamoqbr31VrhcLigUClRXVyM2NhZGoxERERHdrkUQBLhcLhw9epQ5DAZDysfL19va2tDQ0ACj0YikpCQ4HA5JpJF/Huj//AaEf53mKCwsbFAWzBBCGCjkKQD0TPM8Qc8+vwmlz8lVWfwawq+NBOKk7zpPGI3GoDzBF32UO6Tl3aKA3nmCd0QD0lRHOgav4qDXaEMtd1Txn6Vj1NfXM54gJ4Z8E06OEeIJ+fnpd/P1mPj1EOibJ5YtW8aKg/I8oVarkZaWhtTUVLhcLgiCgOrqasTFxcFgMCAiIgLAaecbnc/lcrF2eueaJxITE9HW1ibhCf454Hmb51g+9YTG6ly0RQwhhKEIl8vFHLrBup+cKcaPHw+gq/Dw2aT9no3D5brrrsORI0fOSVOF8w2lUonMzMx+qeUGE9OmTWPOBrfbjffeew/3338/q6slx4kTJ3Dffffh0UcfBdDVAebo0aNwOp09pjAqFAosWLAASqUSra2tsFgsZ3XNgiCwNCcAZ328wcaQ1gLydRv4XE7eScFH0/hNM0+sfPRFvpmmY5CRe+DAAfh8PsTFxUGhUAzqQgRA0lXkfKOwsJBFyagomzx1hI9Myo1L+caBjBQqskcRtqqqKjZ3ZEAGa+HKRz/JQOWdH/zmhHdW0d+RkZGSYqB8tI+Oz+cv884O/p4CwMaDvkuFB0mhQRG1PXv2sPmbOHEi8vPzUVBQALfbzcaN/rjdboSFhcFisSApKQkJCQmYPHky0tLSEBMTw34frz6h+ha33HILpk+fjmXLliEhIYHNYUREBAwGA6ZNm9ZjqyWgdwKl315WVobq6mrm1HE6nRJ1C302mOOFxlWlUrG2kX0VGwohhHMBqvkCnN5synmC35jzG3TeiclvoOk1+pvWSDIgvy88QZzLF38MxsVyrpXzBK0VxBNKpRJVVVWS9ZVfV3hVn5wP6Dz8efkaSjyfy3lC7hihvymAwvMHb3vwThjiCV69QXynUCiC8sS4ceNQWFgIl8slSfEMBAJob29HWFgYzGYzEhMTkZiYiClTpiAtLQ3R0dES5xuNL/HEsmXLMH36dNx8882DzhMAJDxBDon29nY2jvyGire9aPyoBpVSqYTX64XL5QoVCw3hewFBELB06VIYjUYcOXIEnZ2dPW5WzxRarZap+843Fi5ceM7PLQgCS4U8l/D7/SgrKztnx5d3LwPAim9TMPCtt97C6tWrMXfu3KC2dFhYGHw+H9xuN8rLy1FeXo41a9agtLS015pMarUa99xzD/7+97/j1ltvxcGDB9l7p06dQmNjI5577jl8++23PR5jsO/bc4khrdTgjR21Wt0tekIky8v+ecOEN1T5DTFtnqkYJBX2EkURlZWVUCgUzPiQ5zgTcnNz0dnZCZvNBqVSiebmZoncNzw8HJGRkUhPT8dXX301JKITer0eKpUKJ0+exO7du5GXl4ekpCSYTKZu0U1+7AFpyg/v0OBfp9dItkaGJp+XTZE6PqLHOxroWHQtvDEpd3LII2q8ioc3Ovnr44uYyR03vBrEbrdDp9NJcqdLS0slOYS7du3C4cOHkZCQgI6ODiQkJLDjlpaWoqioCJ2dnSw1ZdiwYcjMzATQtSmi6xs9ejQUCgW+/fZbeL1etLa2wm63IyEhAe+8846kyvOwYcNQXFyMyMjIXhdhs9ksibrxIMmiKIpoampiSg3Kl6eaKDRuBP45I4cRycVDRUJDuFDgN6q0JvD3LUXY+fuXrxHDr2XEH7TO0N+0sSeeqKqqGlSeGDZsGDZv3jwkeEKn0zGe2LNnD/Ly8pCYmMh4gk/1BLqniMrVEvzazqvuUlJSAATnCWqvGiy1gT83vUfzK3dI0D3BO2YplYW/Vj6Nkj8nz3/8d+izdrsdWq1WolgpLS3FN998w84XjCcIJSUlOH78eFCeEMWuvGjiidzcXCgUCmzfvh0+nw8Oh4PxxHvvvXfOeYJaCJMTiK+/xI85/5yRAob4glc8hRDCdxmCIGDChAnw+/2IiIiASqVCdXV10GKPH330EQwGA9LS0uDz+ZCRkSHpKFdWVoaSkhJs374djzzyyJAIIDU1NcHpdCI3Nxe33HILPvjgA5w8efKsVIJyiKKIgoKCQTtebziXxU0TExO7qUDGjBmDH/3oR+z/d999NxYvXozDhw9DpVJJWrTPmjULs2fPhlarZe3Bd+/eja1btwLoatMrCF2FtdetWwdRFLF8+XKEhYUhPj4eqampOHToEN5++22Jg2X79u2YM2cOTp48iRkzZvR4/TU1NcjKygqqsI+MjDyzQTlHGNJODUAq0+SjKHzUIpjsVB4B5yMu9H/6Dh9JoIgOSaqCGapAl+xr8eLFKCsrw/Hjx7FlyxYAp6vTTpgwAVu3bkVTU9OQMFQBoLy8HP/+979RWFgIr9eLL7/8Eunp6VixYgWLCBHkGwPeESCP4pNDgYwYyp3ljV6+Yr7c8UDv84VBAakUmS++yX+Pz4vm7xXa3PByV77AXTDZMn/NFIFtamrCRx99hFGjRknkt4LQVbCttbUVLpcLH3/8Mdrb2yXjRwtKSUkJfD4fdu3aJblGwmeffdbtNQBs8eKxf/9+iKKI1atXB5WnKxQK6HS6Hg1VoGuBAk5LwamqvUKhYE4gclaQg4OMU95hSH/kNWtCCOF8I1g6Ae+Y5dVg/LNPEXD+uZRvoHmlGK0nA+GJRYsWoaysDMXFxT3yRHNz85DhiYqKih55IioqSqKI41Vx/LjzPAGcXuv5uiXydDVai3ie4NcVWp8oICFPc+F5gj8n/758roknVCoVW/vUajVTYwTjCT44EhcXB6VSyXgiJydHks53MfMEpUKRw4gKu/LBAuIJfrz4wBI/h3JHUQghfJdBDtWwsDBWgLen7hV1dXX4wx/+gNzcXMyZMwcPPfQQAGDt2rUAgH//+9/4yU9+gvT09CHh0AC6Ol+8/vrruPLKK2EymfCLX/wCX3/9Ne666y6Ul5cP2nmGCi+eDcihkZ6ejscffxwbN26UpA75/X4cOnQISUlJiIyMxPPPPy9xFiiVSrS3t6OgoAAzZsyA0WjE8uXLu9WPEgQBv/rVrySvEUaNGtXtum6++WYolUo8++yzQQOTnZ2daGlpwYgRI3r8bcGOeyEx5J0aZMjwkWE+p1ceUZYbo5T6IHd+ULSBUiBIftTU1NSv69qzZw9OnTqF6upqVtwR6KpiPn78eKjVarS2tg7qwz0YKC0tZRGdQCCAiooKVpSGN1SDSXH5//NKCnJG8IXZeMk2X5meFih+M0wbZoqgyut38EYsr/TgH2S6T2jzIk+R4dNLeKOUd8YIgsA6A0RGRjL1xK5du7B//37ccMMNyMnJgVKpxKxZs1BbW4uNGzeiqqqq2zhrtVrk5eXB4/HA7XajsbFRsgngITdSewNvsAdDVFQUtFqtxHCmMTQYDHA4HIiJiWHjQw4kugaSE3q9XskYUySTLwzn8/kkLR5DCOFCgdYE2qDyTjh6/ulzfLSfVBiUakbrEv++RqNhHDFYPBEVFYWJEydeVDzR3t4ucX7zCkieF3jw6yvPE+TIBiCZI3Jm8KoIPl2RL1jN84R83ogLePUmzxO844Q+R057Sqvh0zL5jbsgCGhra2M8ERYWhm+//Ra7d+/GgQMHcP3110t4oqamBp999tlFyRM0/vRM0VpPPOHxeCT1zsjZwQecfD4ftFqtRC0VQgjfdUycOJE5M/rCHXfcgZkzZ2L06NGora1lz1dpaSneffddtLe3IykpCZdccsm5vOQBQRAETJs2jUX+lUolJk2ahKioqCHHZxcK1EHm5MmTAIBrr70WN910E6655ho89NBDzGn1yiuvIDk5Gb/73e+Qn5/f7Th2ux3vvfcejEYjwsPDMWLECIn9zoMPHPRll9Nne1Jal5SUwG63Izo6WvJ6R0cH6uvrkZSUxH7bUMGQd2rw+bh8pXI+jYDfqNLmlSdVImReIaDVahETEwOv18t6p3s8nqAV4+XQ6XTQ6/UskmEymWAymVBdXQ2Xy4U9e/bg0KFDQyoPSaFQIC8vD/v375e87vP54HQ6JQ4IGjt59xLemKW/+QicvB0ufZ9vqccraIIdX662kVfLp42KvFOJ3KjlDW36/Xz0kIxbvmK/IAgwGAzQ6XTdfo/ZbMaUKVOQl5eHLVu2YOfOnWhpaelRaufxeLBz584BzdGcOXPQ3t4+4O8RVCoVZs6ciWPHjklej46OhtPpRFRUFEaNGoXJkyfD7/ezzZpcis9H3+QROt5ZJd8MhBwbIVwI0NoezKHJt3HlI8Z8PSFaO4gn+A018YTH40F9fT2rlXO2POHxeC46nqBaCjR+NNa8aoKvW9ETT8jVMDxPAJCo9eQpkXJDjdZv2lDLeYK+xytJ+MLQ9B79m/8s/z7PEwqFohtPEIgnxo0bN2R5QqlU9psnqFYSzYncSUg8oVQquz0TvLqJV7qEEML3AdTtqC+0tLSgubkZo0ePBtClpK2pqcH48eNhsVhw880346abbkJsbOy5vuR+w+/345133sFtt90med1oNMJqtV6YixqCaGxsDKqGq6+vx8qVK7Fhwwbcd999uPHGG5GYmNhj4Var1Yr77rtvQOd+/PHHERkZiR/+8IdndO1erxf/+Mc/urWQPX78OGJiYlBaWoo1a9bgv//9b7fvynnxfGJIOzUop0wuEw4LC2NGDF8QjKIswGkZcTB1QEdHB0wmEzuuxWKB3W5HSkoKoqOje5VkAmDFWggOhwOjRo1CTU0N6+tuMBjQ1tYGjUYjyXW9UIiPj8fRo0e7va7X69nCS1EY3vkjH1/+38DpnvX0Op+/zn+OjBs+V52PzAGnazUApz2HXq+XGczyTQd/nV6vlxWi4+uk0PtyRxhfBZ8vMktF3+j4dE9MnToVfr8fr776KkpLSyEIQtBuH2fzMB8+fLhfJNgToqKicPz4cUkuHtC1sCqVStTV1cHn86G1tRUGg0GywaiqqkJiYqKk4B6NH5/KQ3NBaSnkLVYoFJIc0BBCOF+g3H965mkt4nki2CaVV6bJCwXTxp3UFSqVChaLBa2trUhNTT1jnhg5ciRqamrgdrsvOp7Q6/VMYcFvbAF0G19eXQGc5gl+LZcrJgApT/DqPL4uBj93tEYF4wneuUXw+XzMCUL2Ah/Z4nmC5zz+99J3KM0yEAggOTkZ0dHRuOSSSxAIBPDKK6/g5MmT54wngrVh7C+io6P7zRNU54M4sqqqCklJSaxTDDnA6W8+9Rc43ZmI54lzmbseQghDBdu2bcPx48d7TDkButYcg8GA8PBw9lpiYiLWrFmDcePGISIiAuXl5WhoaEBsbCza2tpgNBoveADp0KFDuPrqq7u93tzczNqIXqwg/jkXBY0LCwtRWlqKN998EyqVCh988AGmTJmCQCDQTTUHdPEVFdMeKJYsWdJjWmx/cOLECcyaNQtXXXWV5PURI0bA5/MhNzcXBoMBUVFR3drEjx49GocPHx6QunCwMKS1gHxUnU8ZkKdIAKedGPLPy6WnAJiBSkanXq9nLSmDVfNVqVTQ6/VQq9XIz8/vVo3X7Xajra0N4eHhWLZsGaKiouB2u6FQKDB8+PBBL6J4JpX26+rqgj6kHo+HFZahseQNy2DjS2NJBq58I8DLdvk5o+MApw1DXl5MRo/8t/LKEd6gBbqMQ4/Hg7a2NskmhS9KxkdheZk6RV3pmBqNBhqNRhJhGjt2LP7whz9gxowZ2LhxI9vIkCNFDqvV2mdFaCrEJ0djY+NZVWCuq6vD4cOHg0bDwsPDkZSUhLy8PNaBgDfg09LS2Hjx189vNmi+SY5Nm0becA0hhPMNOR/IaznwaWr03MuVYXxXDT7tzWw2d+MJen7k6A9POBwOhIeH49Zbb73oeGL9+vU9KrbkPMGrJ/lNMX2vJ54ApOoJOU/Q5li+1sg7pfFKPppf4mmeJ3jOIVUn7wyhPx6Ph73O8wTdczxPbNiwgaUnnSueOBt5d188kZCQgLFjx7IgAXA6yMDzhLzGEj8evMOD7Cri7wth6IYQwvlGT4o+r9eLlpYWOJ1OvPvuu/jggw8k74eHhyMxMRHl5eW47bbbUFJSgvDwcHR2duLLL7/sl0pwIHA6nQP+Tm5ublDHqsViwS9/+cvBuKwLBrPZfMatbvsK7H3xxReYOHEiXn31VfzkJz9BamoqgC7uCdYhpaKiQhIYCYaWlpagjuKsrCxMmzZtAFcvRW5uLm688cagKYNlZWU4ePAgVq1aFfT9gwcPXrB1fkg7NYDTElYiRDKEeOeGz+eTRN55g0f+b7nUmAq+xcbGwufzBTXoMjIycO+992Lx4sWYNWsWWltbWas0k8mEyMhIXH755ZgxYwZLP3E4HAgEAigsLBx0Gc6ZyLs0Gg10Ol2313lFi9xQ5J0HvHSYl/LyzhCqUwKcrqvBzwvvWKBj8oYj35KPHghKEeFzqOWqD41GwzzdXq+XGVb0XT6NhDesvF4vmpqamHFL9wPdQ3SfGAwGFBQU4IsvvuizsnNzc3OfHt6YmJh+Rdp0Oh3GjBkT1LDVarUDciI0NTWhubkZ8+fPR1JSEhtzQFqPgO4HGm/5/cF3KOCjoSGHRggXGvx9zKeg8TzBK47kaW+AtLUrberkPNHZ2XnGPLFgwQLMmDED7e3tFyVPkJqPf97lDolgPME7PYkn+M0vn4rI1+3h55E4gq6Bd5ZQ3S1SQJCyk3ecEE8IgsBadhNP8OshAJaeFAgE4PP50NjYKElj4seBeEKv16OwsBBffvnlRc0TLS0t3XiCjkHPF18nhecOXuVH80pzByDEEyF8b2AwGII6lrdu3YqrrroKDz/8MJ5//nkkJibiH//4B7Zt24a6ujqUlpbiT3/6E1588UVYrVbcdtttSEhIgEqlwuLFiwe9fXhlZeWAv9PW1tYtOg9Aorq7WGG321FRUXFG36WOXj1BFEW0tLRg3rx5+MUvftGn82T48OF9csDx48dZwfLe0NLSgo8//jiok91utw9o3rKyspCWloZnn30WxcXF/f7e+cCQTj8Bukfa+E0Vn35Ar/ERN4ooyyNztCGm77jdbpjNZpSVlbFIvNVqRWdnJ5xOJ0aPHo2TJ09i7dq1jKBPnjzJzhsZGYnVq1fDarUiPDwcLS0t5zR3tLeexD2BioEGA/9gkQOBwDseKDrFR+/lkTneCcFLkfnaC8DpOZNH6vjNBZ2fjFy540EuWfb7/QgLC2PRT4oOyRUlfGQ3NjZWUmmfFAy8gywQCGDkyJGIjo4+KzkXoT9RNqPRiDvvvBNZWVnYtWsXvvrqK/j9fuj1eiQkJGDy5Mmorq7GRx99xMbBYDCw6J9Wq2X3IXn25UY/5YS7XK5u8yPfGNLY87LsYJvDEEK4EKBIPjk0+QK4dN/yEXg5T8hTFniVF32feIJ6uwMD54k1a9bAYrFclDxBOd18qg8grZ3BOyzkY8kbTXw9o2C1efgNMc0pn9ZC10F/82s1X+tDXkuF5wmPx8Oc7XxqiZwnFAoF4wle4RFMjZKdnX1BeCIzMxO7d+8eME9oNBrY7fZuPEG/h+cJijzz88Q7o4irg/EE/0yGEML3AZdeeinrGlFVVQWNRoPo6GisXLkSkyZNwlNPPcWemWnTpjFOKi4uxhNPPIHq6mqcPHkSGRkZQaPhg4WRI0cO+Du9tfGUp7V9nxAsdTMYNm3ahOLi4l5Tk/qLKVOm9PmZhoYG3HTTTdi9ezeWLFmChx56CGFhYWhra8OBAwfw2muvYfz48XjhhRfYOt3Y2Aiv1wtRFFnarSAITI3Sl9LwQmFIswwRJV/lnIwgiroRWfLGBh9J4CtuEwHTZFBdAJVKBa1Wi/DwcNbObeLEiRJv5MaNGyWRNN5AKysrQ35+Pmt/l5aWhubm5vM3UGeJzMxMiRETzBjkIzK8Q4gfW/qbHgq5+oM3AvnXCHz0jf5NhjJv7NKc88XeSKbs9/slNTF4I4tqq/DGOL/54R9S3mALBAI4dOhQnzn0gwlBENDY2IhRo0ZhxowZmDp1Kmw2G2w2G5xOJywWC6Kjo1FeXo5du3YB6JJgT58+HTExMTCZTFCpVDhw4AAaGhoQFxcHu93OxtBsNiMiIgJarRaVlZXw+XwS+TCNLxm6fr8fOp2uW3SbV9qEEMKFAB9FlqfOURQeAHNY0rNOawJtoOWbb3Li8t23tFotIiIiGE9MmDABTqdzQDzh8/kuSp7IyspiNZP4blW8A5pXeNHay6eA8HUy5EWfASkf8BzEn4Pe49d/QJoiyTu55Io02pSr1WqJg5u+R/cEX5+F5zTiF7l6QRRFHD58+ILwxMiRIzF9+vQeeaKsrAy7d+8G0MUT06ZNQ0xMDMxmc1CeoPEwm82IjIyERqNBVVUVvF6vxA6jeSD+8Pv9TB3C8z3ZY8EUoSGE8F0EPYNarRZvvvkmoqOjkZycDFEU8cc//lFib/L/njFjBt555x3o9Xr86le/wu7du5GRkXEhfsKAIYoivv322wt9GUMel19+ObKyss7b+fx+P7KysrB9+3b83//9H1auXImYmBhERUUhJiYGdrsdK1euxIQJE3D33XdDEAS4XC48//zzKC4uRn19Pfx+P2699VZkZWXh8OHDSEpKumDFQHvDkHZqyFMVaBPFGxy8XJgvXkgEy8uP+ZoBZHR1dnaylmNZWVmsANypU6dQV1eHhQsXYuvWrT0WcaNz22w2LF68GJ9//jkOHDhw3sbobLF48WLWHgiAxJFAY8aPMd/JhFdt8JE5grxdqlwSzueQ80VKeSOVQJsU3kHBf16+2VYoFBJ5L/9b6NxUj0OhUEgcIfL0GlEUWZrKYCI9PR1xcXGsaw5/jra2Nhw7dgyTJk2CyWSCTqdDdXU1Vq5ciZaWFtZZgY/GtrS0YPXq1bBYLDCbzbBYLLjjjjtYNFmlUkGj0UCtVkOv18PtdkOj0UClUkk2EFRolcZNvmngo3Bk7AcrhhdCCOcD/LNNzm8+XYqPEPPPNIFPpQIg4Qly8FLKSTCeqK+v/17wBEWV+LWc1ksaM97pwPOEnJd5JwZfsJhPH6U54XmCb9VK5+M5iNZ+eo0+x8857yAhnpArDOiaFQoFNBoNK0Yr5wl5S2xqyTqY6A9PTJw4ESaTCVqttl88QYoh4onbb78dVquV3e9arZbxhMvlglqtZpxJoFROfkzp38T7FIAim2uwpfMhhDBUsWfPHpw4cQKZmZmYOnUqcnNz8eijj+LBBx8MWj8BOK2QTUtLw09/+lM8+uijWLJkyXm+8jODKIr4xS9+wZynIfSM4cOHD7r6ZuvWrSgsLEReXh4iIiIk54iLi8OCBQvw4Ycfwm63w+Fw4JJLLsFzzz2HtLQ02Gw2NDc3Iycnh/Fvamoqnn76aVRVVaGhoQGVlZW49957z0gBej5xUdTUkMtS6f98DifvtCA1Bh+Z4w0woMs4opxZIuSIiAhMmjQJPp8PJSUlcDqdWLt2Lerq6nq8voiICKSnp2PGjBlwOBxISkpCYmLiOR6VwUF+fj5mzZoFrVbLxoDf1POOI0Dq8ODznQVBYPVIaEzpD++M4KWqwQxePg+Xlx7z5wWkrf3oOvi/6XeQ8SvvlkLF4SjqxhvV9L7c8XI21eazsrKg1Wq7vW61WmE2m7F8+XJceumliIuLk7x/5MgRPPHEE9i+fTsCgQCqqqrQ2NiIzs5OtLW19bi4tLa2orKyEoWFhVi1ahVcLhd27NiB6upqKJVKJCYmss4DYWFh3Qq2iqLIKi5TDjufy06GPJ8/eS5l9CGE0BfoeeedonKe4B3k9DfxBP/888UM5Wsa0FXIjXiitLR0QDwxffr0i5InLrvsMrYh5YMLQPcCz7Q+8zxB73d0dLDUE54n+DQ2ed0O+ZzSmszPE89Vcsc4fw28koe/RvkGndZAUpWo1epuKXjB0lHOJU/ceeeduPTSS7u1djxy5AiefPJJfPvtt2fME6tXr2Y8UVNTA0EQkJCQ0I0naH5prGmMaPzIIS7nCTkHhxDCdx2BQABvvvkmjEYjZs+ejZiYGDz55JMYNWpUj98pKyvD9u3b8cILLyAtLQ379u3r1l57KEIURXz00Ud49dVXB6VFOaUFfldhs9nO2Gb+/PPP0dra2u31qqoq1NTUYMmSJXjzzTclqTCCIOCaa67B3r17WRve/Px8jBgxAhqNBvHx8cjNzQ2qoktKSkJ+fj6uuuoq/P73v4dOp8PNN9+MnJycM7r+c42L5q4hQ0qtVktqMPBFynipKW90yVUI9Bovrw8LC2PGA4/eKs8qlUqYTCZcfvnl8Hg80Ov1rFXsUEd8fDxuv/12GI1GyZhQdJPGUp4GQk4KMgq9Xi9sNhvUajU8Hg+io6MlGwg+b5rAPzg0Vrw0GUA3Rwb/PbpeSjnhI4WkSJBfO0XjeIOWXueVCrwxTdJzoGtTwjt4BoKqqqqgFasPHz4MjUYDp9OJ7du3dzu2KIpobm7GmjVrEB8fj/Hjx2Pnzp2ssn5fMBqNCA8PxwcffIDa2lpMmDCBFZzy+/3QaDTw+/1wuVySTQUZqZSuQznyfNcBPh2JV/KEEMKFAt2H5KwMpjTj1WaANJIPSDds9P9AIMDWAeIJeaTtu8wTt912G0wmk8S5TX/zjk35ms/zhM/nQ3NzM9RqNbxeL6KioiTf49vx8l23CHxKIu+0COYwB6Tzyddg4j8vT7GU8wRvL3i9XokDmP+9vEo0MjLyouWJDz/8ELW1tRg/fjxr20o8EQgE4HK5uqlYeJ4gR7i8owyvhOKLdocQwncd8vamfOtWOXw+H+rq6vDXv/4Ver0e5eXlsFqtQ14FK4oiCgsLcf/99/dZILkvaDQapKWloaGhASaT6YwLdg511NTUSFTQA8H48eNhMBi6vX7dddfB4XAgKioKDzzwQDcliEKhwLBhw/DHP/4RRUVF+OCDD3DXXXdh+PDh/TpvY2MjSktL8fTTT2PMmDG47rrrBnzt5wNDXqnBpxjI+8nzclI+ksYbsMDpNn189IZXI/Btx5KSknotgqNQdLX5jImJwbRp07BixQqMGTMGGo0Gq1evRmJi4pCdbEJ4eDgefPBBWK1WSQSLN9Z4mS8vtSUD0efzsbomFouF9dqm7wVTyJBxI69ez6cyyGun8AYrIE2HkCsFSB7Mqzj4AnLySBy9T5DXB+EVILm5uUhISIDVag26oPQGl8sVNELV2dmJ9vZ27Nixo1dDz2az4Z///CfcbjcWL17MDGcewaK+bW1tWLduHb799lu0trbCZDLBarWirq6OGaKBwOl2hTQvfF0NUjtRxNLr9bJoK403PTtnskCHEMJggE9D4NVhwOm1gV+DCPKUAzoW/3laB3ieSE5OHjBPjB49Gmq1GqtXr0ZCQsJFxRMAuvEE8QA5kmit5jtVBeMJq9XK1g/6Dq+qoTniHRl8pJ+c7nI1Ie8k4ueed2LTWkY8wf8uXikiv3eCOeXpfLwCZCjwhMvlOiueoJQUnif8fj88Hk+3eaEgAW28KFWLeII4hRRRIZ4I4fuE/fv34+TJkz2+7/f7sXLlShw/fhwvvvgili1bhs8++wxtbW3429/+hsLCQjzyyCPn8YoHjurqalx11VX9dqL2Bp/Ph5MnT6KlpeU769AAutQWhw4dQkVFxYBrMEVGRgZVsVAh2vvuu6/X1JaUlBR8+OGHiI6Oxi9+8QucPHmyW4Bl37593b4XFxeHv/zlL7jvvvuQlJTEuGGoYcg7NXijgpc/kpFJk0fRdr6qPR+p5w0Qr9crOZ7JZIJarYbL5UJCQgKioqKCXktYWBiWLl2KH/zgB/jlL3+JG264AbGxsRBFkfWWXrt2LY4fP36uh+WMIQgCZs6cibi4OEmNBPo3GSJ8XjLvUCKlDBmyZFzyGwJyhFCUjDdIeeORl+2S4oLUF8BpqTHv7KDNBu8QIQcInUvuTOHvBT5aZLfbUV5ezroQ8MYsgX6f1WrF3Llz0draivb29kGZC61WK5Hm9ga73Y4PPvgA2dnZuOmmm6BWqzFhwgQsXLgQQJfnNxhoDqdPn45hw4bB6/WyDgdUM4A2CnzNEZ/Px6riywurkiOD5pecIiGEcKHA8wTdrzxP0NpBPMFHkulveYqbz+eTfNZoNEKtVsPtdiMuLq5HpwbxxN13341HHnlEwhMRERFITEzEunXrLhqe4B0CvMKNHNhynqBNLB/NlwcW5E6jYDxB/6Y0B1p/SDlDzgrifZpbXk3Aqzfpc3QuXsnD1+7guYh4oqKiAjabTfI6gY4DABaL5YLzxIcffogRI0ZgyZIlA+YJakHs8/mY+kjOE7zDkHiC3uNVs+QEJJsgxBMhfN9w4sQJnDp1Kuh7LpcLd999N2699VaMGTMGDz/8MMrLy9HR0YHi4mLs27cPjz/+OC677LLze9EDgCiKePXVV/vVqam/x+ur1fVQhdFoRH5+PlJTU/v8bEtLC/7xj38gKSmpx/3mQOFwOODxePql7ElOTsYzzzyDL774AsuXL4fL5cKbb76JX/3qVxBFEXl5eUG/R0GEV155pZsKqTcoFIpB+519Ycinn/ARAYrm8+3XAKkRxH8POO3c4CP1giBIHBtWqxWtra2oq6uDzWZDbW0tMjIy4Ha7mREgCAIuvfRSzJgxAwCYaqG9vR0bNmzA3r17maeytLT03A/MGeLSSy/FggULJIamXNESLNUkEAigpqYGdrsdSUlJTD4tl/bSmJLxIt8s8MoPXoVDxi+f+iJX29BxghnI/L3AOznoPd5RIooiKioq8Omnn+LQoUMwm80YNmwYli5ditjYWIkqhP/u8OHDkZSUBLPZPChtq5KSklBXVwen09mvz5eVleH999/H9ddfj3HjxqGqqgqzZs3CiBEj8O677/aYO52amooZM2bAarWynuS08XO73ZJIJO804g19AOzfNK50D/HV7kMI4UKAd1zyXTn4tUe+8aLvyWv98OovKiQcFhaG8PBwOBwO1NbWwm63o66uDunp6fB4PEF5gjbjxBPr16/Hvn37LhqeuPzyy7uNDXC6ywmNFTmdac2oqqpCa2srkpKSYDQaJamF8iAFv+4ApzfX5DjgU0aA0+s3/13+c/xrvCKA3uO73RC/0W+ktZ4PhlRWVgbliZiYGMnx+dTJocAT7733Hm644YYB88TMmTNhtVpRVVXF5hY4zRO8epFXWfLODnrGyDagv0M8EcL3DXFxcRg1ahS+/vprWK1WjB07FkDXOvfqq6/i3XfflaScKZVKPProo7jllluQkZEBQRDYnmMo4l//+heeeeaZAX9PEARkZGQgOTkZR44cGRSVx4XEqFGjWFHX6upq7Nu3D4888kivgYudO3fiwIEDqK6uxjXXXHPW17B7926MHj06aF2mYJg6dSqee+45PPTQQ3j//fcxfvx4vPLKK7j88svx3HPPBW31K4oitm3bhjfffHNA1yYIwnkrEj3knRrA6QgLLzHmHRQUSeA3o3LwUX4yYFQqFSvsdfToUbS2tkKr1WLRokXYsmUL7HY7oqKi0NTUhPnz52PBggVQqVRobW1FR0cHLBYLNm7ciF27dg3Ia3U242A0GoMWiekJ8fHx8Hq9cLvdmDx5Mm688UZoNBpmmPh8PskGAJB2LfH7/SgvL8d7772H6upqtLW1ISYmBjfeeCMmTJggidJpNBpJagkgrWPCbxjI2KfP8S1F+QKifEoI7wgJdlyK4pFDhFcekBFN17d27VocPHgQQFfBtIMHD8LhcOCRRx5hET/++hUKBRISEnDXXXdh//796OjogNvthsFgwPHjxyX3ptVqhcPh6DMq5XA4euyWQJAbgXv37oUgCCgqKkJ+fj6SkpJQVlaGpUuX4vPPP0dRURH7nslkwnXXXYeysjLExcVBrVaz+Q4EulpUtrS0dEvhoQ2KwWCQjANfP4P+8A6sEEK4UKAoPs8T/JpGG3F+c82/x2/cg/EEpRIUFhbC4XD0yBPz5s3DwoULoVKpYLfbGU+sX78eu3fvvmh44vrrr++RJ4DTaR20Lvv9flRXV/ebJ+TOEnmKCJ8eKucJ+o3BnK9UrJKfS7peOU/wznte1ddfnuCVoXwQhXhi3759g8ITra2tA+aJ/fv3Q6lUBuWJzz77jBnbcp6IjY1ldU8oRUetVveLJ3g1JB9wCPFECN9XtLe34+GHH8YDDzyApKQkFBcXIzMzE3/+85/xxBNPwOfzwWg0wmw2o6amBr/4xS9wxx139Cvaf7bwer1obGxEUlJSv79z9OhR6PV6WCwWvPHGG/j973/PlL/9gSAIGDlyJJ5//nnk5OQgNjYWxcXF+OUvf4lPPvnkTH5GNxDP8zwOnNti9r/61a+wdOlSAF1O6KSkJMTHx2PGjBk9rt1FRUW49dZbsWjRIuj1elitVjQ3N2Pu3LkATgcRy8vLkZiY2GfhVHKk9wa5AOD222+HIAiYN28e/vOf/2Dv3r2YMmUK7rnnHjz66KOYN28egC5ebWxsxAMPPIBJkyYNaM7p+9XV1QP6zpliyDs1gt2YvKIgWK4rbcblRSPpO36/H+3t7bBYLOjo6EBVVRXsdjsUCgWMRiN8Ph+qq6uRlpaG8ePH44svvkBzczOMRiPLE25ra4PZbIbVaj0vhir9Lo/HM6DvWCwWeDwexMXF4YorroDJZJJ0faHK/7xEl2TFAFBfX4/XX38dVVVV7JgNDQ3Yt28fMjMzYTQaJYYh30mDj9DRJpqO3dnZCbfbjeLiYhQWFmLSpEmoqKhAXFwcKioqkJKSguzsbBYF5I1O3nCi+4M3uOn41Pubd3AAXUQTbM7q6+tRW1uLpKSkoJJrQehqtRUVFYW8vDwYjUY4nU6sWrUKgiDg0KFDAMByj/tCQ0NDr+8rlUpER0dLuioEAgHs2rULQJeDw2g0Yu/evZgxYwamT58Oq9WKw4cPY9SoUVi4cCHCw8MxYsQIpKWlAQArjkvj6vF4JAX6+I0AOZ6IJIIZ//zY8pHLEEI4n+BVFsE2tMQZ9Fl6XZ7yBpxOSQkEAownOjs7UVlZidbWVgiC0I0n8vPz8eWXX8Jms8FoNDJHgNPpZLVszhdPUJ2cgUDOE2azWVIIWN4hhlfCAUBdXV2PPDF8+HDGE8THvEKDd2QTT/BqMI/H0yNPJCcnY+TIkczBwKeVyDfYPE/RZ4gneOcKweVy9cgTNTU1jCf4zTr9OzU1FVFRURg3bhwMBgPa29uxatUqAF2FP4H+80RfOddnwhPh4eGMJxYsWIDw8HBkZWUxnggEAvB6vWw8vF5vUJ7gg0rBeIKuD0CIJ0L4XoBXMjU3N8NqtWL8+PHYsWMH/v3vf+M3v/kNUlNT2WZXr9cjJiYG9fX1qKqqOi8ODaBr89/XJliOyspKmEwmHDt2DM8999yAN7eZmZn497//jXHjxrF1ICsrC1dccQW2bNlyxhwpCAIMBgNmz56NOXPm4LXXXsPUqVNRUFCAyZMn4/Dhw9i0aRP7PO1FBgNGoxEpKSndXk9PT8ewYcNYoDEYioqK8MILL+DTTz+F3W6H0WjEX//6V3R2drJWvlartdcaGQRqud4TfD4fiouLkZuby15TqVRYvnw5AODOO+9EQ0MDVqxYgeeffx4vvfQSampqcPXVV2PVqlX4y1/+gpqaGnz99ddnXRD2XGJIOzV4uaO8mBdw2oAgQ4ZvBUe1H8ggo8/Q91tbW+H3++H1etHc3Ayfz4eIiAgoFApMnz6dVQTPyMhAZmYmKxBnt9vh8XiYbGqg3sX4+HjU1tae0XiQoTEQuFwuVFdXY+7cuYiIiJDk5crTOCgqRg4CQRAQFxeHnJwcNDQ0SGRyu3btQmpqKmbPni2JdPIGK19sVKFQoKOjgxnHHR0dWL9+PbZs2QKgq9hQeXk5YmNjEQgE8O2332Lu3LmIioqC1WpFYWEhMjIykJKSEtRI4iNB8tQaMnjpvjEYDMjLy0Ntba1kUdbpdKyrAT82ZLiKooiysjIoFApYrVZotVqYTCasWLECr7zyCrtHvV5vr8aqTqdDampqr4sd/Y7e2kRSsb3W1lZ88cUXWLhwIa6//nosWLAABw8eRFVVFVavXo077riDOeQooq1Wq9n9T79R/lzR76fUHn4jwke5fT7feZOWhRBCMPDpJ/yzT8YlcDqlge7nnniCV4Q5HA7mCGxqamI8AXSlaFCB5OHDhyMrKwthYWFMpeH1epGUlISCggK2oe0vzoYnRFEcME+0t7ejpqYGc+bMQXh4uEQJyadjkGOCHEE0xvHx8T3yREpKCubMmcNek6vt+KKhvDpGFEW43e4+eWLOnDmIjo6W8ERycrKkRgavLqD5JZ7gUx9557der+8XT8jTYADg1KlTLLVVrVYPOZ647rrrGE9UV1djzZo1rBsacWlYWBjrfOLxeCQ8wStO6HmT84Q8FaijoyPEEyF852G1WmE0Glmhy7feegs1NTWorKzE3r17sXfvXrae6PV6mM1mHDx4EPPnz8ff//73AZ3r0KFDLKVloFAqlQN2akRERCAvLw9PPvmkxIHdX5SWlmL9+vXIysqC0Whkr9999904ePAgXn755TNSdJnNZvz85z/Hgw8+CFEUMXLkSEyePBlHjx6FSqXCnXfeif/3//4fTpw4gbKyMixatAi7du1iKryzgdvtxqefforRo0dLutu0tLT0GbjMzc1FZ2cnbDYbmpqa0NTUhOXLl+M///kPq/1kMpl6dWrYbDZ8++23uOqqq3o9l1qtljg05NDr9QgEAoiNjcXPf/5z/Pa3v8WPfvQj/Pa3v8WiRYuQnZ2NJ554Avfff3+v57nQEIZyfmNycrL4u9/9TkKEfCSO32SRkULGCQBJGz5+k8q3IeMdHfKiZh6PhxW8oo2z1+tlxVief/75AefMkkE4UGRnZ8NqtWLPnj0DagVI0aucnByMGzcOkydPZm1c5YoHABJjtbOzExs2bMDGjRuDtiwMCwvDkiVLcOmll0KtVrP5UCqV8Pl8TClBBg+vEBAEAZWVldizZw+++eYbOJ3ObouZQtFVpT4hIYFFRrOzs3HppZfCYrEwQ0meB80XkOOjibzBKggCqqqqcPjwYRbxS01NRXZ2NptrHl6vF2VlZXj99dfR1taGtLQ0/PCHP2SV/H0+H3bt2oUtW7agtrZW0hpQ7hEWBAHDhg3rtSp2f2E2mzFnzhx88cUXsFqtGDVqFEwmE9asWcMieD/72c8wYcIExMbGoqCgAJ2dnbBarfB6vaitrZWkDfEybT6CSvPGOwf536NQKPCb3/wG5eXloTBcCOcVaWlp4q9//WvGE/zGi79X+c0XRZaB0ykNVNRQzif88QDpphzoMmrImUEKJuKJsLAwvPDCC+eVJywWC/bu3XtGPDFq1Cjk5+dLeELuxAQgicgTT3z22Wc98sQNN9yAadOmdeMJauVKx+7s7JSsncQTe/fu7ZMn4uLiYDab4fP5MGLECMYTtAbLHV6kGpGPNZ8Ko1AoJDyRlJSElJQUjBo1CgAkCkGgiyfKy8vx2muvwel0Mp4gVajX68WePXuGLE/k5+cjLi5OwhMejwf19fVQq9USPiU1Bh9QoBQwcg7yjg0a+9///vc4efJkiCdCOK8QBGHIbXZI6eTz+bBmzZo+N6ZyeL3eM3IUbty4ERUVFbjzzjsH1DKWzrd27VqsXbsW7733Xr/THHU6HX7yk5/g4YcfDtra1uVy4aGHHsLrr79+Ro6NsWPH4qqrrsL999+P6Ohotv8gdHR0wOVy4dChQ2hoaIDBYMCWLVvw9ttv9+oU7g+USiUyMzOxcOFC5OXl4cCBA9i5cyd27tzZ43fGjBmDlStXIjY2Fnv27MGiRYvQ1tYGoEv9ccMNN+C+++7DmDFjoNPp4PP54Pf7odPpJMfx+/3Ytm0bZs6ceVa/AegqJP3nP/8Zjz76KKqqqrB+/XrU1dXhqaeeQmdnJ4qLi3H55ZfDbref9bn6A1EUB8wTQ1qp0d7eLomy8Pm8vOeKL0hFEkkCEalchspHhPhoPBk+R44cQWdnJ/Lz89mxKeKhVCpx6NAhVnRxIDgTQ5Wu7+DBgwMyVIHTtUcKCwtRWVmJrVu3Ij8/H7m5uYiOjobJZJIY8ZTiolKpcPToUXz66ac9RpM6OjqwadMmTJkyRXKtvHKCrzbPO5uUSiVSU1Oh1+sxc+ZMlJaW4ssvv4Tb7YbNZoNCoUB7ezs8Hg/KyspgMBiQk5ODpqYmHD16FNOmTWPn5B0zfA0MXrlD5yWFgkKhQGJiIhISEiRt5/jj8XL2HTt2YO3atWhubgbQ5XEuKSnBuHHjmPLh0ksvRUdHB2w2G6xWK0pKSpCYmIi2tja43W44nU7YbDaJ3LCvCvlUkLUnmZ/D4UBFRQXUajWqq6vhcDggiiLbqM2YMQMGgwEVFRXQ6XSIjIyEzWaDUqmE0+mEXq9n9zVwunYGr4IhmaJGo4HH44Hb7YbX62WRbfpDC3IIIZxP6HQ6yf0qr5dB4AsH8zxB6wYAyb3PK7/4VDZ+vaHN37hx45jTj+eJw4cPn3eeOHTo0BnzxNGjR7vxRFRUlIQnaDNLTupjx45h1apVvfLE5s2bMXXqVMmY86kM5ODgC24Sr6empsJgMGDGjBkSnmhpaZHwREVFBeOJ5uZmHDt2DNOmTZM4agEwJwLNNa/coeslRSEAJCQkID4+nl0P3Tt8HS/6944dO7Bu3ToJT5w4cSIoTzQ3NyM8PLxXnoiKijqvPFFZWQm9Xi/hifb2duh0Okm7dnkAgXjCZDJBo9HA6/Wivb2djWVnZycb55BaI4TvG2bNmgW/349vvvlG8jqtmfPmzcP48eMHfNwzeZbo+aXuSGdyvquuugrjx4/HXXfdhXfffRebN29GVVUVW/eCYdKkSXj88cd7TD/T6/WsaOVA6kERDh06hLq6Orz55puYOnUqHnzwQZhMJqSkpKCjowMxMTGwWCy49NJL0dTUhPXr12PYsGGYMWMGPvjggwGfj4ff70dRURGKioqYU7c3LF++HL/73e8wbNgwAF1FOy+55BJ8/vnnAACn04m3334bgiAgKysLRUVFmDVrFgoLC9m+LTo6GsOHD0dTUxOKi4sxcuRIxMTE9Hreuro6hIWF9di5LSEhAVOmTIHb7WYObpVKxVQ1r7/++nlzaJwphrRTA4DE0SAvUEVyYjK0+NZ9fH0Hvqo5PdAdHR0Sw5ciC9Q6zmQyobW1FYcPH0ZtbS1ycnJgMplgMpng9XqxatWq85ZXJIrioLT/czgccDgcKC8vx6effor4+Hikp6dj8uTJALpkc5GRkcyAD9bilIcgdFVmNhqNkogbX4mejmGz2aBSqWC1WlnubUdHB9ssW61WTJgwgdU4AboKpIn/K1QWFxeH2NhYAKcjfJ2dnSxnPSwsDK2trTCbzZLibRQ5pevjWwHy9wmpPgBIIoeUe1dSUiJZsM1mM8uzP3ToEBobG2Gz2WCz2dDc3IzU1FQ0NDRg//79SE5ORn19PQwGA6KjowF05VVrNJqgxmpKSgoqKioQGxsLhULRzVBVKpVITEyEzWaD0+nEsGHDEBcXh+PHj+Pqq6+GzWbDV199hTFjxmDChAkAuqLR5eXliIqKgk6nY61d+bonwOmCi/x8ms1mmEwmtLe3QxAE6PV6pryh8QoVgQvhQoKPGvMOOn4Nos8RT/DKPAASxytt2Hw+nyRqT+ehtBWj0QiHw4EjR45IeMJoNMLj8VyUPNHW1oa2tragPBEIBBAREYGIiAg2jjyXBgPxhMFgYI5lQOqMpmPIeYI2w2azGWq1GuHh4YwnqPAYGVlqtRqxsbESnqDvE09QoW+eJwAwZwXPEzwP8PcW3U8D5YnDhw8PmCcKCgqgVqsHjSdiYmJw4sQJCU/k5uZi/PjxzMlRXl6O6OhoFh10u90sSEHPVl88AYAVq6VUKL6+WQghfJ9QW1uLqKgoTJs2DdnZ2fj000/hdDrh8XhgNpvx9NNPIz4+/rxciyAImD9//lkfJz4+HvHx8Zg4cSJEUURhYSF2796Nt99+G4FAAHV1dSgpKWGf5+taBUMg0NURpj8OjdTUVKYg40H///DDD7Fy5UoAXYoIj8fDHAgdHR2oqKjAyZMnWSCX/0319fUIBAJISko6oxSb/gQUpk6dyq4H6Lo/wsLCkJGRgUWLFiEjIwOpqalITk7G8OHDsW3bNuTk5OC2227D7t27MWrUKDQ2NqKkpASiKOK6667r0fG9a9cuTJ48GQUFBfD7/YiIiJA4NXw+Hw4ePIi0tDTExMRg27ZtOHbsGObNm4df/epXyMzMxI9//GN88skn+OijjwY8HucbQ9qpIYqiROZKTgmKmARTbvCbVXmxuGDH4nND6TinTp3Cyy+/jOjoaBw7dgxarRYlJSVYuHAhjEYjNm3a1GO/9/MNQRAQHh4Om802oO+JooiamhrU1NRg27ZtAIDIyEj88pe/DCoNC3benJwczJw5kxmEJOnmq9IHAgHY7XYIgoCYmBiJ84g2DVS4NCwsDHq9HsOHD5dIghUKhaR4HB8tValUCAsLY7JmvuUvRQL5hYuMUt5JxstkyRDWaDTsnqmrq+uWo+71evHqq6/CYDAEVSjwiznlVnq93n7NE32+p9Z7fr8fNTU1CA8Ph1arxdq1a5khX1FRgfDwcMydO5fla9KYU9cGo9HIis/JZfo0bwSdTgeLxcJk3yqVClqtlhEP/6yFEMKFAt/GFTj9nPO1dMhRQf/ma+XQ5ppPvZJ3ceDvc0EQUFFRgX/+859BecJgMOCrr776zvLEI488MmCeoLngx1fOEwqFohtPqFQqCU9Q17KMjIxeeQKAhCfUajXUajVLKeUVGnzHL74GRDB7ge4j/p7z+/2or6+X1BMButb81157bUjwxJo1axAXF8e+a7VaMXfuXGi1WlYMVxRFtLW1sXpRjY2NEuUTjZecJ6gjQnt7u4QnyOHE22shhPB9Qk5ODj755BMcO3YMV155JRwOB6ZMmYInn3wSpaWluO+++zB69OgLfZkAutaMgRYrJe4cPXo0Ro8ejbvvvhsAcPLkSUyZMqXPQsd03rVr1+Kll17q87Px8fEQRbHHdY9A6xPVzeirNhH/Hfm/BxOpqandOpkYjUZ88sknaGpqQlxcXDfnD3UhAcCU8WazGRkZGX2ej4LWPdXTUKvVGDt2LMrKymC32/H000+zdNnx48ejsrISTzzxBDo7O89bsfOzwZB2atCmVO7h49MM6P+84cFXbedTC+TESgoNOj4ZKoWFhWhsbGQPo9vtxv79+zF+/HjExcWhtLT0/A4EB71eD61WKzF6glW6lxsdwaDRaCQbVJvNhp07d+LKK6/sZsgQLBYLcnNzkZ+fj5SUFEmhPT5FiOTJVFSTCq2aTCY2R3znDSqCqtfrmUFJihq1Ws1UFHzLPoVCAYvFwgxUq9XarXgZGap8BBc4LW0mw5qibDqdDklJSSzdyO/3o7W1tVsElLyiFyrlYuzYseweTUpKYsZxU1MTNBoNLr/8ckyfPr3bJo/m2ul0svf4lr4kF1YqlbBYLLBYLHC5XEwZYzQaodfru6miQtG3EC4k5M83n8PPd+nh00v4TSw5Qokn5KDv8QqPnniCZJvfJZ7QaDRMcWKz2bBr1y5cccUVAIIbfzxPJCcns7S/vnhCo9FIeCIQCDClAPGCz+eDTqeTOB58Pp+EJwKBAJtTufLDYrFIOAQ4rUrk7yN5AEXOE4mJiWxd9Pv9sNvtQ44nxowZg8bGRjQ1NSE5OZnxRGNjI7RaLS6//HJMmzZNUhy6o6OD8QRdNykz5DwhCALjCbfbzZxPRqMROp2O8bs8eBBCCN8XzJ8/H5mZmcjMzAQAhIeH44477sDq1atRXV2NSy655ILZTzabDQ6Hg3U9UigUQYuHUspmb2hra0NraytrEZuWloZly5b1WPxUFEXU1tZi48aN+PDDD1FQUNBrgWtav8+0gHZ/wDtKzjYgMXXqVLS2tqKoqEii3rBYLFiwYIHks6TMO19qHTk+/PBDZGVlISsrC/v27cOsWbMAdHWraWtrw5NPPonXX3/9glzbQDGkGYZXYPDRdjIy+AgbH0njjSy5MwQ4XcyKr8PA58omJiZ2KzITCASwbds2BAIBWCyWAf8WQRCg1WoH/D0earUa1157Lau8DnSNUbA8WorI9AYqnMMfi5cwhYeHw2g0ssjY1Vdfjd/+9re46aab4PF48Pnnn6O5uZk5hmh+KDWhtrYWfr8fkZGRiI6OhsFgAHDas2u1WhEREcHmhQxfkiLzETNyMpCcmK+XwW9UKFond4TxefK8Yoc+19bWhjfeeAPPPvss/vOf/6CpqQkKhQJlZWUoLCxkHQ+GCo4cOYLKykr4fD5JkaP29nbYbDbs2LGDOfcAMBk9FQflo5lUgEgUuzpAhIWFsaJ7zc3NLP9arVbDYDBI1DC8EymEEC4U+JoYcuUFr9gDIHFmyB23/Pd4nqD3+sMT27dvh9/vv+A8wVeXP1ue4AuAEk/QOEVGRnbjid/85je46aab4Ha7WUt0WndpPmitr6urYzwRFRXFrpvGPTw8nHUmozWKvgucdjjx3MA7pelYfC0Ifh55rpAHRuQpEw6Hg/HEf//7XzQ3N0MQBJw6dQpHjx4dcjxRUFCAqqqqbjzhcrkYT/AKJOrIwvM3/faOjg5JQVCVStWNJwAwnqBUXuB07YCQ8zuE7xuOHDnSbe1VqVS47777oFKp+qVkkIOCbWcDp9OJX//61xLHNyn6eIiiiIKCgj6PRzXbCAqFgh1LqVSyAIDH40FLSwv+9Kc/YfLkyXjooYeg0+nwwx/+sNeaENnZ2d34dqgiPj4e77//Pr755hv87W9/Y0rqCRMm4JprrkFZWdmFvUAZFi1ahIkTJ7KaVISoqCgMGzYMP/jBDy6atXtIKzW8Xi/zEPJpDbxzA5C2oATAWniS0cOnK/D/5iuh88YvRZbo+1qtFh6Ph8liz2RytVptv9qz9YbY2Fjs2LED5eXlfX62P15Gkv0SVCoVMjMzIQgCvv76axw7dgx6vR433HADdDod3G43Pv/8cxw9ehRNTU3wer04deoUFixYgFGjRklqVgBgOVqiKLKNMRmcTU1NiI2NhcFgQExMDJxOJxwOB8tX51ONqFAfb5Da7XYYDAYYDIZu7Qf5yuvkvOA3O3wuPd1DDQ0NcLlc8Pl8KCsrYy1Qm5qaYDAYsHjxYvzjH/8YErUjYmNjoVarUVlZCb/fD6fT2e0zU6ZMkRjxwOnoJcmmSb3Bj5vFYkFkZCTa29uZ11qj0UCpVDKVRm1tbTdpvtvtDhoJDiGEcw3eicmnlQFSx3gwnuD71fMOcfo3rSFydUFfPHGm64RWq0VKSspZ1cYgnqD0hN5wtjzxzTffoKioCHq9Htdffz30ej1zZPTGEx6Ph81LamoqM2aJJ6hDWWNjI+Li4qDX6xEdHc14gpysPE+QE4LuAbVajZaWFrZu8arMYDxBvxU47cAipQY5Y+Q8odfrL2qemDx5suR5oSAB3yFIzhOdnZ2IjIxEZGQknE4nkyRrNBooFAoJT5C9xDuy+or4hhDCdwn79u1De3s79Ho9gK41zmw24+jRoz0qA/uCw+HAzp07sXDhwjO+rqNHj+KOO+5Afn5+r58TBAF5eXl9Ho/2aQSv18u6fyxZsgTz58+HzWbDj3/8Y6a2+/GPf4x58+YhPT0dJpMJ06dPx//7f/8Pa9eu7RZw6MmxotfrkZycfFacmZGRgcbGxkGrfzVs2DDW2nfGjBn49a9/DQAYOXIkmpqa8OMf/xjbt28fEmthQUEBXC4XJk2ahLCwsKCOpX/9619DgtP6gws/or2A8lN5iSzvfOCjxHwknowcuZyUFg+SkdIGj4wjIm6KNJBqIT09HcOHD8e0adOwadMm7N69e8C/xe12n5VDgzbnZ1JJv7/IyspCeHg43njjDQDA4sWLWbTxxRdfxLFjx7rd2CUlJdiyZQsyMzOxc+dOjBkzhlVAT0tLg8vlYtXpyctKBd1ozL1eL8vpJY82zWVnZycqKiqQmpoqifxQ5I6fZz5CS/cERWWDFSmi+hkKhQIpKSkwm81oampihrPZbMYll1yCzs5ONDQ0QKvV9lhd/nyiL89+TEwMcnJyJA4NcgpSnQF6jy92Fx0djfDwcNTV1bF7n1KUDAYDtFotmpqaYLfbWV48nycvzycPIYTzAaqrE0x9wSv4eCcm7+ik9YN3mgKnW1PzKYy0MQPQjSfS0tKQlZWFadOm4csvv8SePXsG/FvcbvdZGWcXkidEUcRLL73UJ0/s2LGD8QQ5+10uFyucR2uSSqWS8ITP54PVaoXf75coCmldq6yslPCEKIrdeIKfY0pN4ueUr80ld4ILgtCNJyg9g3iC0jouFp7Izc3tVoSdnEq8M4dPI4mNjUVERATq6urgcrkgiiK0Wi00Go2EJ6jQN38cQRCGhCEfQgjnC36/HzabjaUYbNu2DZs3b8Ybb7yB/+//+/9w8803D/iY4eHhZ+XQoM5VkyZNOuNj9IUtW7agvLwc//znP+F2u/HLX/6SOQ0+/vhjzJ07t9taMH36dDQ2NmLjxo24/fbbsXHjRlYQuie4XC5JbaLeoFKpkJuby+psEMrKygZ103706FHU19fDaDSywpxOpxPvvPMO/H4/0tPT4XA4hoSyLzs7u9d6R8ePH8eWLVvO3wWdJS4KzThFYQj8ppUcHvJuJjx5yuttkAyWnBk8/H4/9Ho9pk+fDrVajezsbLhcLkRERMBisSAmJuacynDUajVGjBjR7XW/39/nw302SEpKwty5c7F7925otVp8++23+Oijj1irouLi4qAPvUKhgM/nQ01NDdLS0pjsNCkpCe3t7az6Od8ulTbEZCx6vV40NTXBaDSyrjPV1dUskkZFi3w+n6RiPikPqP0eb7TK5cZktPIPL21mgK7OLzNnzoQgCJg8eTKKiorw2muv4aWXXkJDQwNSUlJwyy23IC4urk9ZuUKhYKk2fUEQBMTHxw/IWy+PnGq1WgwfPhxGoxFZWVm45557kJiYyH4zGZTyjR0ZriqVCikpKTCZTKioqIDdbodSqYTJZILZbGadDurq6tDQ0AAAbONAz2Yo/SSECw1a23nQWkHPAEnoeedFMJ7g09Tkbe9oPTEYDIwnRowYAY/Hg/DwcFgsFrYZP1e40Dyxa9cuaDSaAfGEx+NBTU0Nhg0bBqPRCLVajaSkJDidTrS2tjJDmw9i8GuV1+tFY2NjUJ7w+/1ITU1lKXa0JvGFSCm9kT9uMJ7gHWO80wvozhPHjx/HG2+8gZdffpnxxM0333xR8MSKFSuQkJAgcfzLlawAJI7w5ORkmM1mxhMKhYJ1hZPzBDlDyD7jOw2FEML3BQ6HAy+//DKcTic2btyIiIgIVFdXo6WlBYWFhec0Au50OlmbUB5qtRrjxo07Z+c9cOAAnnnmGSxbtgwtLS144IEH8Pe//x1KpRKXXXYZLrvssqDOzc7OTkRERCAnJwdff/11v+ta9NZxJDo6mtUM6ezsxKFDh4J+v7eN/UBht9vxz3/+E4FAAG+++SZmz56NVatW4Z133sHw4cNx8uRJ3H333SgoKOjzN3Z0dPQ7RSkQCODw4cMDaglPQSGCw+HApk2bUF9fjy+//BI33HDDoHRVO1+4KFzmfN0MXo3Bvy6vncFHj+VOEEAqS+7s7JTIwARBwNy5c5GYmIhVq1ahvLycFQerqKjoV8ueM0VCQgIyMzNRUlJyVucZPnw46uvrey1QRoZSVFQUbr75ZkRFRWHMmDF48803EQgEsG/fPixcuBBpaWl46KGHcPLkSXzyySeS6xIEARkZGcjIyGCFVk0mE9RqNRwOB4vS+P1+Jk+ljTBFQqkonMPhgNFoRHh4OJN1UxFQtVotqXIfzAgDIOmQQk4TvkUtcNqZwTs/RFHEFVdcgejoaLjdbhw6dIh5cxsaGnD33XcjLCwMy5cvx6lTp7Bq1SqWZ56dnQ2NRoOTJ08iMTEROTk5yMrKwoYNG1BTUwOHw9FragZ/78bGxmL27Nn45JNPun1n+PDh8Hg8yM7ORkZGBrZs2YKmjFCZDwABAABJREFUpia0t7cjNTUVSqUSK1asgNVqlbTao3PwY0aRS0o5MRgMKC8vR0dHB7RaLSIiIthi53Q60dDQwK6Hj3KGDNUQhgr4jRifSsKDb/dM4ItVkqNbnr5CagHqskTvy3kiKSkJer3+O8kTERERuOWWWxAdHY3Ro0fjrbfeYjyxYMECDBs2rFeeyMzMREZGBnM0GI1G1oqbX8vlihhynGu1WoiiCLvdzjbRGo2GFZMm1SUFOMjxTWs9nwrR0dHRLS1CzhP8d+k3iKKIhQsXIioqCh6P56x4YuTIkcjOzj5nPDFixAjGE83NzRKe+MEPfoDw8HDGsfLfSM8JpVbRZsNoNKKsrKwbT1Db2fr6+m48QQX++Ba6IYTwfcLLL7+Mffv24a9//SsmT56MqVOnorGxEXl5ed2c5oOJwsJCbN26FZdddlm38wzE6b5lyxaMHDmS1YYIhkAggEOHDqG6uhoPPfQQSkpK8MUXX+D555+HSqXC0qVL8be//Q0HDhzAvHnzMGXKFDzxxBOSDbUoiti8eTMKCgoGtDHvDXwxbzrH+cDzzz+PEydOQBAELFmyBNdccw2ArhSUW2+9FV6vF4sXL8b06dPx7LPPwmKxQBAEbNiwAQ6HAzNnzsSBAwfw1VdfYevWrfj1r3+NrKwsxMfH9+ow5+2eo0eP4umnn8bf/va3bt/ZvHkzzGYzNmzYgJ07d+LBBx9Eeno6oqKisGPHDnR0dGDJkiUXrMj1mWJIOzX8fj+OHDnC+iDTZoyvr8BH7nmZKHA6wiAvDMdvwngj2GAwQBAEuFwuqNVqJCYmwmg0IiYmBk1NTUhJScGpU6ckhUoHG2VlZYNSRKaqqooZJHJERkZCp9MhLi4OjY2NuOGGG2CxWKBUKtHe3o7GxkaoVCpkZWUxJ0N4eDjCwsIQHR0tKTgWHx+PEydOYN++fZg4cSLUajWsVitr5cYXIeNz2SmnWqPRsBQQvsOGx+Nh0VLaUNAxKHdavuHg8+p5lQIfaeJzhvl8edqk5+fno6WlRZK/V1NTwzyXgiCgpaWFKRjq6uoQGRkJtVqN5uZmzJkzB2azGZWVlcjNzYXRaMSuXbt6nCdRFCWe2s7OThw+fBhxcXHd7oO6ujrk5ubC4/GwNq5JSUnYs2cPFAoFlixZgqioKMm48UY7/U0RNJVKBaPRiOjoaFRUVEAQuirZazQauN1uFgF1uVzsOePTwCj9BAAOHz58TjdxIYTQExQKBRITE1FZWcnuT8rdp3QMfq2mTTU99z6fj/GEvOiwPHVRFEVWyNLlciEsLAwJCQnsOaIuE99FnrjxxhthtVp75Amr1Yrw8HAolcoeeWLv3r0sd9dqtaK1tVWyrhBoHSeVHzkveG4nnuAdIHLHNzkl+DQTfr0nHqCNN19zg0/D4BWAxBN2u70bT3zxxRdoaGiAQqHoxhPkhGlqasKsWbNgtVpRWVmJnJycc8ITXq8X69atQ2xsLBITE7Fv3z4oFArceOONjCd4UMCB51ta48kOKi8vl/CEx+OBy+VCZ2cn3G43e654LqDxBbqccSEneAjfN/h8Ppw8eRI2mw3Hjx9HRkYG9u7dy9LW+IDrYGLy5MmspefZYNy4cawmiBwlJSVoaWlhv+uBBx5AZWUlS0fLysqCx+PBN998g6amJtTV1aGurg5NTU24/fbbJe1sDx48iBkzZuDgwYNYvXr1WV/3hYTX68WqVasQGRmJxYsXs9dHjx6NH/7whxg5ciRTotfV1eHkyZPIzc1FaWkp2tvbMXz4cDz33HNobGxETk4OPvroI4wfPx4rVqzo8ZwKhUJS/0Sj0eC6667D4cOHMX36dMlnc3Jy8MEHH0Cv1+OJJ55AQUEBdu/ejbvuuguiKOInP/nJRefQAPrp1BAE4XEAtwCIBOAB8A2An4qiWPG/928H8HsA8QCOALhfFMV93PcnAHgJQC6AWgC/F0XxP/05N21u+Q0aH3UhozVYG1d+80sFR3mDlpeYAl3S0v9dL9rb2xEZGYkrr7wSzz//PC655BJYrVZcdtll0Ol02L59OxoaGpgxNNTQW8TH6XSis7MTMTExCAsLw0svvYTly5fjk08+QWdnJ+666y74fD5ERkbCZDLB6/WipaUFa9eulRiqQJd0KT09HZmZmUyKylefp04ZgiBIqtHzlefpszQPCoWC5SWTE4s2z3wKBe+s4vOo+Vx5+rx8Y6NWqyX3Exl45M2Wt2PcuXMnO0cgEMDMmTNx9OhRAMD27dsBdFU23rt3b9Bq1/1Fc3Mzmpube5w3KrwEANXV1cjLy4Ner0dbWxuSkpKY1JfPgebb19KY6nQ6GAwGxMbGoqWlBSqVChEREbDZbKwbAf1WKqgInHYSUbST5qW3VlwhhHCuQa2leZ4ATiu3+PQC3vFBzwXxBL/plaeq0d9Wq5Wdw+VyISoqivHE1KlTER4ejpkzZ34neKKjo0PCE3fddRfjieXLlzOeMJvN8Hg8sNvtWLduXa88IQgC44mOjg4JTwDdu2yQ85k+HwgEoNPpGE+0t7dLikkDYHPKr1e0jhEX0Dl45Sf/b55X+DQWQRB65Indu3f3yBPffvstgC6e2L9//5DhCV6xSmPgdruZGsNoNCIuLg42mw0qlQqRkZFobm5mPEFjqFQqmfOClJVynjjbzj4hhHCxoqamBn/+85+xYcMGvPrqq7Db7XjxxRdht9tx3333YdSoUfB6vdBoNBf6UruhN2VATEwMtFotjh8/Dp/Ph7Vr12LZsmX429/+BrVajVtvvRWCIKC+vh5utxtqtRqRkZH485//jNzcXMmxOjo6sGvXLmzduvVc/6TzBoPBwFqkEu6++27mkA8LC8M//vEPLFiwAIIg4IEHHgDQVZxz6dKlWLx4MdubDhSkog+GmJgYdi6gq/33u+++y+q/9CflhIqhVlVVndH1nQv0V6nxbwBPiaLYKgiCHsCfAbwHYKogCNMAvAxgMYCvAfwYwHpBEDJFUXQIgmABsAHA0wCmA5gB4BNBEEpFUdzR14n5yDAASa90MjxIesqnmvAODF52D5xOZ5FH+XU6HVwuF4xGI0Sxq21dREQEzGYzdDod2trasHPnTpw8eRIRERFoaGhAdHT0Oe2bPNhISkpCZ2cnNBoNZs6ciYSEBOzfvx8dHR0oLy9HVFQU3G43hg0bxsZ+y5YtWL16taQ4G9BVV2H8+PGsHgYZgT6fDx6Pp1uHERpzym+m9BPegCVj0GKxoL29XZLvDpyuD8EXfiNjkwwr3tlFRhq9Bkhz73nJM206oqKiMGHCBHz55Zfst9Jnrr32Whw7dgwxMTE4cOCAJCK1d+/eQZ+vvlBcXCwp9kmpPXz0k8bI7/dDq9UymX1MTAwcDgfcbjeioqJQV1eHtrY2Jhnmnxe+dgaffgKcrjEQQggXGsQNlMvPg5yjVNCWNmHBNrN8Cgq/6eMdrlQPob29HeHh4d144tSpUxctT1BNHjlP+Hy+oDwhiiK+/vrrfvEEAJYmQkGLYKoY4glSbACQOBoodc7pdEq4g+cZcpbzayCvwuEVGHKe4GtSkDOMuuUIgoCoqCiMHz8emzZtYr/1YuQJvnsYzxM6nY7xhN1uh8fjQVRUFGpra7vxBK+EoWPIo889pYSFEML3BZWVlaiurobT6YTBYMDdd9+NKVOmoKysDKNGjcLx48cxZsyYC32Z/ca+fftY6tnLL7+MY8eO4YorroBarUZeXh5KSkpgtVoldSzuvvtu/OlPf0JERIQkBcbtduPdd9/FyJEjL0qFQE+ora3Fe++9h4cffpi9FhYWBrvdjkceeQSXX345jh8/jhtuuEGSinPXXXed92udP38+3G43dDpdvz7f1tY2JIpi8+iX3kkUxSJRFKkpsgAgAICqlK0A8LEoip+LougF8P8AeNHl5ACA6wC40eUU8Yqi+AWATwDc059zFxYWSlIG5BJhivqYzWaYzWZJ+1cyWvguDXxkgY/skaFD3TgSExNZwberr74a0dHRKCkpQVFREebPn88iDnJDlfJLBwMWiwXTpk1jhuDZQqPRYNy4cXC5XHC5XFCpVDh69ChsNhu2bNkCt9vNXge6jJxDhw5hzZo13QxVoMvQs9vtuP7665kxqNPpJIVByUAko1KpVEKj0Uhk2fx8+nw+uFwuJnEl0HcJciNYoVCwXGzewJUXJaVILL8xl+dvK5VKzJkzB/Hx8ZLf63Q6sWvXLsyaNQuXXHIJ0tPTB5SXOFjQ6XQYPnw4TCYTXC4XNBoNFi1aBADMyccrVeiZoXGgjRl1bjCbzaxmhrx1LuWz00aRzkHOKBrnI0eOnPdxCCEEQkJCAkshoXagfK0dAN14gj7P8wRxB39v84VwaQNH3TgSEhJgNpsZT0RFRaGkpATHjx/H/PnzWdTtu8ITX3/9NeMJWuMVCgUOHz7cJ09cd911bJyp/S1/DPqb1ipS3xBPUOFWcla0t7cznuAdUsG4gf5Nag0KfARbH3me4FMm6RqA0w76nnhi586dmDVrFqZMmTKkeYL+DZwulscHBkip4Xa7YTab0djYCI/Hw5xNcp4ghQwdl4q2Al1jFhcXd97HIYQQhgpqamrw6KOPorCwEFOnTsXcuXPxxBNPsHVT7tDwer1BWzGfCaqqqvD3v/8d9fX1g3I8p9OJlStXsvbOPp8Ps2fPRnp6On74wx+yrh+Uig50bZofe+wxREZGdlsTqXD0I488MiRVjWeKjo4OvPjii91s5OjoaNx22214+umn8eGHH2L79u3n3ekriiJaWlqwefNmlkrf3t6O3/zmN/36PokJhhL6XVNDEIRb0KXIMAPoBPDT/701FsCb9DlRFEVBEA7873V6f78oTSzeD+C2Hs5zDziHR3V1NdtQ8XJ6IlMyTDs6Olj7SYWiq9I6SVvp4eFzRfmNL1/ISqPRsErrqampKC0txZQpU9De3o7m5maMGzcOr776ao/jFB4ejpEjR+Kbb77p9p7VakVqamrQ6rtyTJ06FSNGjMA333zT66JmNBr7vehRnZBly5ZBqVTi0KFDOHnyJC677DJ2vX6/H8XFxUhLS4PD4cD777/f7fhkRLpcLowZMwY6nU4i99bpdKw4GgBJBIeve0JGLTmISGlDBiRJmqmIH80lGWPynHWay46Ojm5qAr6gJe/IotfJoKOHVKvVYsyYMWhoaJBE2WpqamAwGGA2m3HrrbciOjoaPp8P6enp+OSTT9DU1NSvuThTCEJXYVaj0QibzQYAmDNnDmJiYtj48Z+VtzamezwuLg52ux1GoxFtbW2SGiY0vnx3FDoubSxoA0CvXUxR6BAufvA8kZKSwowkXk7POypps+zz+RhPAF1GI6U18BtYvvYMn4ZFaxfPE2lpaSgpKcHkyZPR3t4Om8121jyRkpKCw4cP9zkOxBNff/31oPJEUlISbrnlFqhUql55IjU1FW1tbb3yRHt7O8aMGcNysmmdDcYTfLCB/ni9XkmFdqoBQuuUyWRifE88IS/6yqsuaC75XHZetckXkSbQuscXWKb0jGA8UVtbC71eD7PZjGXLliEqKgperxfDhw+/YDwxe/ZsxhME+p30u8ghwfNES0sLDAYDa7nLq1b4MZPzBM8dNAfU1jKEEM4H5PuJoYBPP/0UgiAgKSkJ//73v7FmzZoe6y5VVFRg48aN+NGPftTtvaqqKuzevRvXXXddn+d89dVX8c033+Dee+9FTExM0M+Iooj6+vp+Ox7b29tRWFiI+++/H263GzfeeCPGjx+PF154AT/9adf2UKVSYf78+XjttddgNpvx9NNPd1sDKHUhJiYGn3322aA5cYYKjEYjWlpasGrVKowYMUISzBg7dizsdjscDgd++MMf4tSpU9Dr9di5cyf+8pe/9Jg6Mpj46quv0NLSwjrEvPTSS+e0g9q5Rr+dGqIovgPgHUEQ4gDcja7aGQBgAtAq+7gdXc6P/rwvP8+rAF4FAEEQRI/Hg9bWVpjNZsmmlJfWa7VadHZ2wuVyQaFQwGg0staiFNlxOBxMMsmnH9AGV6lUwmazwWQysVaker0ew4YNw7Fjx2AwGNDc3IzGxkY4nc4ePWrySruSH223S7yWPUGtVsPpdOKjjz6SyLAsFgtMJhN8Ph86OjpwxRVXwOv1Ys2aNUyeGx4ejpaWlqDHbWtrwyuvvIKrrroK9fX12L17N8aPHw+TycSMS5/Ph+zsbLS3t+ONN94I2m6otbWVXWd8fDxbkEllQRsBPlWIr83A18EgJxNFz8jxQZ0GTCYTy0mn93nDk5xbtNngDWLgdJtGMlzJkCUEAgFUV1fD5/MhIiICq1atQiAQgNlsRmlpKZPIxcfHw2q1oqioCEajER0dHTCbzbjpppvYsWw2G1auXNnn/A4UarUasbGxqKyshCiKkuJ02dnZmDRpEou88Q4a+s18ETylUonExEQ4HA5mkLa3t0vSvDwejyQ/mjf++Sgc5bG73e5ec/NDCGGwwfPEhAkTRFpb+No8wOl6CWq1GlqtFh0dHXC73RAEIShPtLW1SXiCT1+kNYycgS6Xa0jyBKlRfD4ffD4frrzyyjPmidraWuzdu7cbT3i9XtbuvL88QWuxz+eTpBbyKYbBeILqbVDxV+D0ppm6d5hMJjQ2NjKHKzkdeMc3XwiTT63jHePk3JCrOAOBAGpqauD1ehEZGdkrT1gsFhw/flzCEzfffDM7R1NTEz755JM+53eg6A9PkDNCXhiX1nZy3qhUKiQlJfXJE6R4Ij7gVU8ECjYYDIZQB5QQzivk+4kLfDkAIFlrRowYgejo6KDtTQEgMzMTmZmZQd9LSkpCUlJSn+dzOp2Ijo7Gs88+K3FoVFVVoa6uDgaDAQaDAU888QT0ej0ee+wxmEwmAF0FqWmzK0dsbCw++eQT/Pa3v0VWVhbuvPNOfPjhh3C5XKwGhNlsxtdffw2TyYT/+7//kxQF5X8H0FV4++TJk33+nqGOpKQkaLVaVFVV4cknn4RCoUBdXR1mzJiBU6dOQRRFHD58GJWVlbjyyisZdzudTjz66KPsOKmpqXj66acH/fqcTieOHTuGiRMnQhAEXH/99ey9L774Av/9738H/ZznEwPufiKKYp0gCK8BOCkIQgqANgDyKjJWAFRBqw1AWpD3Hf05X3NzM06dOoW8vDyJMULGChGr2WxGa2src2Dw8tPo6GgkJyfD4/Ggrq4ODodDkj9LBqzdbkdsbCwcDge8Xi/q6uowcuRIVhirpqYGe/bswfDhw1FcXNxNkno2IKMZ6HIOBIvSCYKAvLw87Nmzh3n+5F7NnirZE0Sxq2WSy+WCXq/H3LlzoVarMX78eBQVFUGhUMBms6Gtra1PRcnIkSNZXjlFLylnnc9NB8Bk2ML/CuNQ8TBSVgBdxg+lppCzg6KqtFnhFRYkbeONXbo/qMAonysvL0ZKRu5bb72F5ORkTJ06Ffv27UNGRgaLSGZkZCA8PByXXnopYmJiMH36dGbcU8E6ciakp6dDo9EMetHMnkhNr9dj8eLFSExMhMlkYlG5lpYWpjjx+/3weDxs/KOiopizSafTMSUUPU+8LF9eK4NXfNB8+f1+lJSU9Fi0LoQQzgfk3Rn4tUcURVY3xmw2s/U/GE8kJSWxtb+1tVWyXpBzsKWlhdWj8fv93Xiitrb2gvKEQqHA2LFjsXfvXtjt9jPmia+++gputxt6vR5z5sxhPHHs2DEolUo0NzfD4XD0iycoR5fSBFUqFeMJ3hHNqyuIJ2izzV8zRbvISdETTwQCAURERMBut7PNNX9OKiDOOzboPPx6x/PElClTsHfvXgwfPrwbT0ydOhXR0dGYMWMGzGazhCc0Gg0EQcDw4cPPO08sWrQISUlJMJlMMBgMaGlpYQoOUrTyRQojIyMZJxBP0PzxPEEKD7nzjsZNPg+DlSIVQggXM0RRxOTJk3HnnXdi06ZNmD9/Plt3SAF1Nscm+xfo4ka++wbB7/fj448/xq233oqUlBQ89thj3Vq29lVbQaFQ4KGHHoLVakVzczOeffZZOJ1OfPDBB5g7dy46OjoQERGBqKiooNfAY+PGjRe94jcsLAz//ve/sWvXLrz++uu4+eabsXnzZjz44IMAulQRlZWV+Ne//oWamhq89tprqK+vZ7zHF8netWsXnE7noK+ZmzdvDvq6zWbDH//4x4velj/Tlq4qAAYACQAOAcinN4SupzEPwMf/e+kQTtfXIIz73+v9Ahk/ZIzICdNmsyEpKQmCIDCDlYwgiszp9XpEREQgMzMTpaWlbONHGzg+VzcsLIzJkhsbG5GSkgKbzYbRo0fD4XCguroabrcbqampALqK5fAyWkJsbCx0Ol2vrfcEQUBqaiomTZqEDz74oNdxsNvtWLt2Lft/MJmW/LXo6Gg0NzdLlC3UD5n6EiuVSvzwhz/Ejh078N///hevvPIKUlJSepTEAV3RtXnz5kkM9kAgAL1ej5aWFhYx441Hch6Rsej1eiWLN0mGKReXjE1anKkNrCiKLKeanBNkONE9QfNKY0yOD36z4/f7sXbtWpw6dQrJycnYu3cvkpOTmaMG6Kpur9froVarMWvWLDgcDsTGxuKDDz5AUVERxo4di0WLFrFWfeciF7CwsLDbaxaLBT/72c9w6aWXwmq1wu/3w2w2o7OzE83NzSxqRkY8RdPUajXq6uoQHh6OpqYmSQoXPVuU7gOARUwBsJo2NJcAghZkDCGECwE+zZCec76lK/GEQqFgDgniCWpJSTwxfPhwlJaWwm63M2UY30XI5/P1yBO5ublwOByoqqq6YDyxbt069v8z5Qmr1QqFQoEHHngAGRkZUCqVuO+++/Dtt9/i3Xffxauvvtovnpg7d65EYaFSqaDT6SSKMFqr5U5UlUrFeILnCo1Gg0AgwHgCQDeeAMBUIZQu1xtPkMpNzhOBQADr1q1jPLF//36kpKT0yBMzZ85EW1sbYmNj8eGHH15QnjCbzfjZz36GadOmwWKxSHiiqamJzTdtpPhC3g0NDbBarWhqapIoYGisvF6vhCeI68mxxPMv1UgJIYQQuvDZZ5/BYrFg7Nix2LNnD3bu3AmFQoFly5YhPDy82+ePHj2K1tZWXHLJJT0eMxAIYOfOnfjPf/6Dl156qdfzp6am4oknnmD/lzs0gr1WXFyM9PR0yXpeU1ODQCCA2bNns05PN910E5YuXYpXXnkF69atw549e3q9Fq/Xi2eeeWbI1WcYCJRKJX7+859j6tSp2LNnD5YtW4Y9e/ZIUg1nz56N5uZmeDwevPDCC4iIiEBJSQmeeeYZLFiwAKtWrcLjjz8Ol8uFuLi4c9IJ5+qrr+72Wk1NDebPn8/m72JGn04NQRAUAO4H8IEoig2CICQBeB5AGYAiAK8B2CgIwlsAtgJ4EIAWXcVA8b+/nxIE4WEAz6GrA8p1AOb19yK/+eYbJp3k0w4ILpcL5eXlTPZDniY+h9btdqO+vh56vR5xcXFMGsznlAJAfX09EhMTWY2B1tZWJCQkICoqCg6HA3V1daiqqoLL5cKOHTt6jL4JgoCJEyf2aqgCXcbZiBEjcPDgQZhMJkRGRvb5nYGAIlQESreYNGkSkpOTmQHX0dGBTZs2sTSCvmRgkZGRiI2NldQl0Wq1zCjki62RsUOGD3DaYKXNAl2Hz+djXmaVSgWNRoPOzk60trYyw4qOT0YVfy+QfJicJwR5NE4URRQVFWHv3r3QaDSYNm0aKisr0d7ejl27dgHomsOYmBjU19fj22+/hcvlwrBhw+B2u9HU1ISmpiZs3rwZe/bsQUJCAsrLywetC0h8fHyPXmudToelS5diwoQJMBgMzOiMjIxknl4+1YaK5xoMBmaoU7E/GgvgdHSNHEV8mhaNB32Od4R89dVXg/KbQwjhbDBixAiUlZUxniDnNsHtdqO8vBzJycmMJ2gDRuuUx+NBQ0ODhCf4tYQceg0NDRKecDgcSEhIQGRkJNra2lBXV4fq6up+8cSECROGLE9MmDABKSkpklS0zZs3D5gn6Ji0pvM8QesU/U0FQoHTaglyStDmmJxJPE8YDAbY7Xb2eboHeOUggVfq8fNPTlr+s8eOHWM8cemll16UPKHX6yU8Ie9+QgoapVIJg8HAeNXlcjFHHO/wAiAprMqrToK9HwgEMGzYsEH5zSGE8F1AZ2cncnJyMH78eERHR+O+++7r0fEniiLeffddTJgwoddjOhwOfP7557juuutQX1+P0tJSTJ06ddCuOSkpSZJCplQqMWbMGLz33nsoKSlhrxuNRvzkJz+B2dxVZeDSSy/tVX1y6tQpyfcvRkycOBGLFy+G0+nEq6++ivz8fFgsFtx7770AuhxAx44dQ25uLu69916Eh4dj69atMJvNyMjIwPDhw/GTn/wEt956Kw4cOIApU6ZIuqGcDQ4dOoSxY8cGfc9ut+PHP/4xjh492muA4mJBf5UaVwB4VBAEA7rqYWwBMFcUxU4A2wRBuB9dzo14dNXauEIURQcAiKJoFwThCgAvAvgjgFoA94n9aOdKoMgxb5jQ32TAdnR0oKamBikpKUhMTITNZpMQMtC1iNTX1yM6OpoVKeOlrwqFguU3qVQqlkNqs9kQGxuLmpoaLF68GEVFRSgqKsKBAwfgcATPotFoNPB4PDhx4kSvv83j8eDzzz9HUlIS7rnnHhQUFMDj8aCxsZEZPvKCanxhtL4g/4wgCJg9ezaLGtFYFhcXS7ykPXlMTSYTdDod5s2bx/LuaPxog6BWqyXdMXgjlYwoQFrvgm8ZSq/RNWg0GrYxJ/UNFSSVdzjguxbIa3vw9TQ8Hg927doFt9uNyZMnQ6FQoKioCHv27JG0e+W9rIWFhejs7MSXX37JHAK0oenpPjhTNDQ09PjetGnTcP3110MURZw6dQpKpRJxcXHo7Oxkufh84UO+SF57ezssFgtTaQCnN2r8WPKGPV8/g5xMfFRvsGXUIYRwJqC6PED3VuB8TYWamhokJycjMTERzc3NjCfI6SnnCXJc8DxBSoewsDAJT8TFxaGurg6LFi3C8ePH+8UTXq+3T4OO54kf/OAHOHr06HnhiWuvvRZarZat24PBE+RI0Gg0kpbepL6gzwark9QTT5DTnJwcVPyV2pMG4wlyesl5gj+fy+XC7t27JTxx/PjxfvFEeXn5RcET8joiQJeSh3iCH3v6LXxqFzmF+LoaVOeMVwKGlBohhHAaTqcTv/jFL3D55ZdjwYIFWLx4cY9FOtva2qDT6TBr1qxej2m1WvG73/0O+/fvx6JFi7BgwQKYTCZkZ2ezDXJLS4tECVJXVwez2cwKOfcG+Wf8fj+eeeYZPPHEExIumDx5skRl0FMKRX19PRwOB5577rlzXjz5XEKtVmPJkiWIiIjA//3f/yEQCGDWrFlYvnw5GwelUomsrCz2nauvvhoajQaTJ09GREQE+0xsbCwWLFgwqNc3cuTIHt977bXXsHLlyu+EQwPoR0tXURQDoiheIYpijCiKBlEUE0VRXCaKYin3mbdFUUwXRVEniuIkURT3yY6x53+v6/73uf8M5CLr6+vR0NDAZIxElBS1oWiA2+1GSUkJamtrYTabkZiYiLS0NGZgUT9lu92OiIgISfSeSN3v96OpqQkWi4VFrm02GywWC8xmMwoLC+F2u5GQkNCrgaLRaKDT6VjBnD7GGB6PB2+++SY8Hg9ycnIwcuRIJCUlQaPRYNiwYSxSFh8fj7Fjx56xLEkURRw5cgQFBQUS5UJWVhbrCNATLBYLbr75ZvzhD3/A9OnTAUhb3VHEh89Npo0EfY6MHzI4qfCnPK2INuWU8kBpEWFhYTAajVCr1cxw9Xg83eS8lL9M56f3aaw/+ugjfPPNNxg9ejQWLFiAF154Abt27eoWQeP/39HRgYKCAub4SkhIOKM5CAaNRiOpCt1TJC8vLw8rVqxgEWEA0Gq1iIyMhNvthtPpZGPHK5EEQWByaXJEkGFPzxU5jvjniyKaNJ7kUPJ6vfB4PCgvLx+0FmEhhHA2sFgsiIiIkNy/pAYjnqCC0iUlJaipqZHwBBl25KggniB1IADJ5q2xsZEVsJbzxNGjR+FyufrNE3z76p5Aa9fbb78Nj8eDkSNHnnOeKCwslNRMyMzM7DdP/P73v8f06dNZGhwAiTKD1ideqSHnCXJ6EE+QcoNPQ+QdJeTkUKlUMBqNCAsLY+ckdQcPOU+QKkf8Xx2WlStXSnjixRdfvGh44gc/+AEiIyPhdDqZoyEiIgJutxttbW0SnuCdSTxPUDtvOk8wnuAdTPScEb97PB6W1tWfezyEEL5PuOaaaxAeHo5du3YFTf8gOJ1OtLa29qsrhVKphNlsxr///W8YDAasW7cOGzZswP79++FwOLB9+3YWiDpy5Ag++uijM+44olQqcfXVV2P27NmS17du3drnMauqqnDvvfciNzcXr7zyykWbxqxWq/H444/jxz/+MT799FP88Y9/xOeff44VK1Z041/esavT6XDttdciLi4O4v+Khw4W2traUFRUFPS8PD7++GM8/vjj3xmHBnDmNTXOK9ra2mCz2RAVFcWMHb5gGp9vK4pdfXfb2toQHh4Og8GAmJgYeL1e9sfhcCAsLAwGgwHt7e0sukDHttlsiIyMhFarhdvtZhu5yMhIVFdXY9OmTb0uQECXDIzqdvQHVAn/66+/BgCkpaXhnnvuwbp161BdXQ1BEKDX67FixQomb25vbz+jwjo2m00Siaexu/LKK/Hqq6/2GHk3m82Ij49n31GpVKxQKy/fpiibWq2WODr4Nm+UciJ3aFBhOPIq63Q6SSoLtclra2tjaUZ8ri8ZWbxSgYfdbserr76K48ePswhWSUkJPB7PgB5sv9+P9vZ2iXpIEAQkJiayFlUDgdfrlXRDMBgMzAinAqW1tbW46aabMHr0aJSUlLBuP2q1Gnq9HkePHpUU33M4HGyTZzKZ2MLW2toqeX545wb/NzmDSMZNShm+dZ/D4fjOteAK4eKEWq1mawpBHunn13m73Q6n0wmr1QqDwYDo6Gh4vV74fD54PJ6gPMGvdS0tLYiOju7GExEREaiqqsJXX33Vb57or0EXjCdWrFiB9evXnxOeIMczX53/yiuvxCuvvNKjSsNsNksijiqVCm63m214yalKPEGOB5oXUmJQegqtOzxPEH9QDSZSY9B3qe22w+FgPEHBDwCS4wSD3W7Ha6+9JuGJEydOXBQ8UV1djVtuuQWjR49GaWkpXC4XBKGrCKvBYMCxY8cYP/r9frS1tfXIE7y9xaes0DgTT1DggeabapMRT2g0mnOSHx5CCBczcnNz8dOf/hTHjh3rNT0jNjYWiYmJ/VY7jRgxAgDws5/9DACwY8cOXHPNNXjssceQl5cHv9+PlpYWLFmyBImJicjOzkZMTAzGjBkz4N+Qnp7eTenn9Xrxu9/9DmvWrOlRpVFbW4v9+/df1HU0wsPD8e6772LevHlQKBSYPHkypk+fDrPZPKBOTxqNBhEREZJ11O/3Y//+/Zg4ceKAr4vUOYTGxkYYjUbodDoUFRXhxRdfRF5eHp566inWpawvpKSkoKKiYsDXcr7Rp1JjqGDbtm3s3xQ5I8OHjyiTEUbkX1VVhbKyMraRT0xMRGRkJFwuFywWCzPWKLJA0YWWlhZW+dftdqO9vR3R0dGYOnUqrFYrKisrAXR1k+ALhvHOlW3btp2xpKqsrAzvv/8+Zs+eDbvdzqoI+3w+jB49Gr/85S/x8MMPS27c3kCybLPZzFQOfHE2yvsNtsCQNEqj0WD37t1obGxkTgo+NYQkwLTRpigYX2ySbyPHbzDIyUIRVgCstZ/L5WJyZb1eD4/Hw6KqvNqEWhh6vV52HpJf04Zjz549zFClcX7ttdfQ3t4+oPkJCwtj7biArnnPyclh0VGeoEj2O2nSpG7jyt87PGg8NBoNFi5ciBkzZuDqq6/GnDlzUF9fD5fLBa1WC7PZjISEBNhsNjQ3N7NnQa1WQ6fTsfmwWCws6unxeCT1MijqxtfbOHXqFNtQkKybfgtFPj0eD3bu3DmgcQshhHOJjIwMpk6iNY+PKPNSe54nKisrUV5ezjbywXiClAG0dnq9XglPeDwexhNUwPd88MQHH3yAWbNmSXjC6/Uynvj5z38+YJ6gzS2to0DX2t3c3IzNmzcHTWnheWLPnj1s800pILz6iza81GoXkEaTSDFB4yRXFNCcUtoInwZEPOF2u2E2m2EwGILyBNVvojWxs7OTvbZ3795uPPH6668PGk+MHj160HliwYIFmD59Oq699lrMmjWL8YRGo5HwBKUekgKPeEKpVMJisTAHEqVd0VyQrSXnCXJ6yXmCnOJut1siuw4hhBC68M4776C6upptXIuLiyVOS77e2YMPPoiMjIwBHZ9s7KlTp+Kf//wnXnjhBaSkpLDC1EajEZs2bcK8efMwe/ZsbNy4sV/HpTWhtrYW7e3tLMWQkJ2djQceeKBbuoooiigt7RL5t7a24vbbb0d6evqAftNQwk033YS5c+cy3pw2bRrWrl0rUdP1B263G5999hkrVyCKIj799FN8+OGHaGtrk6TTdnR04NixY3jzzTclxzh16lSPdgTZ+E6nE08++SRefPFFvPbaayguLu73NZ6p80mpVGL8+PFn9N0zwUWh1AC6Iie8IcMbp4DUSAROR2VIHdDZ2cmiyomJiWyCKW+U5KtqtRodHR1oamrCqFGj4HA40NHRAZvNhpiYGERFRSEnJ4dt7IEuqW9JSQksFguioqLQ2NgIq9XK6nqcqayKcndXrFiBwsJCTJs2DSaTCTt27MCoUaMQFhaG22+/Hc888wyam5sRGxvbYypAdnY2azGXnZ2NyZMnw+PxsAIycXFxuOOOO1BQUIDCwkLs27eP/T7K046KikJ0dDRiYmKYY4KcGi6XCzqdDnq9nik9Ojs7WXSGnB68YoOidTqdjhVo46XJNKdkeGo0GoSFhTFHBRlSJFMmg4sMMVIZkHHs8XiwZcsWSaQtLCyMzT3dR/x9FQyCIGDs2LHIzMzE7Nmz8eWXX8JiseCyyy5DZGQk8vLymDPNaDQiLS2NjdeBAwfYhoBa6gWD2+2GUqlEdnY2k6dPmzYNNpsNdXV1zOFgsVig1WpRWlrKUkqALicdjT15gE0mk6RIHS2Q5BzkxyA2NpYZvtR+l5eI0xhdzHmQIXz3YDQaJUoiWkfk6SP0h3eEUzob8URCQoKEJ6iwKG3GqYPEyJEj0dbWBp/PJ+GJUaNGnTeeiIuLY7U2gvHEbbfdhmeffbZfPEG1OEaMGIFJkybB7Xbj0KFDGDNmDOOJI0eO4OjRo73yRGxsLBt/OU/odLpuPMGnqRBPkBqQFCh8tyVysNJ6xqv+wsLC4Ha72XrFO6XoHHQcnicUCgXcbveg8kRGRgZmzZqFTZs2MZ6IiIhAfn4+c6bp9Xqkp6efMU+MGDFCwhN2ux11dXXM4SDnCb5+DI19eHg44wkquEsIxhMAEBcXxxyI9JlgqUT9ydcPIYTvG6qqqrBx40ZkZmayPc2RI0cwe/ZsVFVVobi4GCNHjkRlZSVSU1MRERFxxsUj586di8OHD+Pqq6/GFVdcgX/9619oaWnB9ddfj88//xzt7e1Yvnw5tm/fjvT0dBw7dgzZ2dlBFSQbNmxAXV0dTCYTtm7dig8++AAmkwmzZs3CunXrUFRUhB/84AdYvXo1FixYgKVLl7LfR87vU6dO4eTJkzh16tRZjeGFgsFgwP333y9RZLjdbmg0GkltLwrW9gS/34933nkH27dvx/PPP4+f/vSnqKmpwYsvvoimpiZs2LABEyZMwPjx49HU1ISdO3dCq9XC4/Fg6dKlLKjSWyHm8PBwdHR0YP369WhoaIAoiqzQdX9RV1c3oM8TFAoF9u3b1/cHBwkXjVOjuLgYFRUVrIUcXwAOACNWfvMMdHdutLW1oby8HPHx8TCZTHC73YiKimLtzXw+HzNy6+rqYDQaWetQv98Po9GIK6+8EkVFRWhoaGCRD6Ar700URSQkJMBsNkOn08FutzMDMjs7m7VI60+lXypK6fF4cMUVVyAyMhJVVVV46623oNVqERUVhdtuuw1z587FRx99hJaWlm7HEAQBw4YNw7FjxzBmzBgsX74cOp2ObUzLy8thNpuRmZkJo9GISZMmYfTo0aiurmab2WHDhrF0B5JTk2EfGRkJnU6H1tZWtLW1MZkxfZckvrz0V6vVMsWFIAjMucHnTtM88gYntcyjseEVBnyHAnJO8S3lyEh2uVwICwtDR0cHYmNjcdttt+G9995jUmCdTgej0dhrATZRFLF3715GPlQQ1mQy4bLLLkNGRgYyMjIwc+ZMbNq0CSaTCQkJCSgtLWXS3L6gUqmQlJSErKwsjB49mm1OyLlHziCLxYLy8nK0tLSwxZMk3UqlEnq9HhqNBkajkW28+HOQA4nfVNXW1iI1NZUZsHw9Aj6/vqmpqc/uByGEcD4RGxsLvV7P1uJgqQK0yZW/xhehbGtrQ2VlJeLi4mA2m9He3s54wu/3M57w+/2ora1lkXQ5Txw/fvy88MSmTZvg9XqxcOHCHnlizpw5WLlyZb944s4772Q8oVAoGE8MHz4cBoMBkydPxpgxY7rxxIkTJxhPkDO5N56g9Z3vfsIXPqVaWOQE52tf8Klw5ADxer2sLgqNDa2FgLQAMgCW+kJjQA5xOU/ceuuteP/99xlPaLVamEymfvPErFmzJDwxc+ZMpKenIz09HYIg4IsvvoDJZEJ8fPwZ80Rubi5ycnIQFhaG2tpa5mCg2l7EE4C0fa1KperGE3xXIOIJqltGYxiMJ3guJp6IjIwc1LoiIYTwXUF7ezv+9Kc/Yfbs2cjOzsawYcOQmZkJAIiJiYFCocDBgwdRV1fHWpLn5uYCAD7//HOUl5cjKysLM2fO7PNcWq0Wv/71r2E2m/HXv/4VVVVVyMjIwJtvvgmHw4GSkhLce++9eOqpp/Dcc88hOTm5m0MjEAhg69atuOKKK7By5UrcfvvtTOXudruRk5ODmpoa7N27Fx6PB//5z3+wdu1a5OTkQK/Xo6OjA9988w3mz5+P6OhoVFZWXpT1HCjASjWKdDodjh07httvvx2vvfYa8vLyAHQF4xsaGnpVSiqVStx9991YsmQJnn32WVitVsyePRsNDQ14/fXXUVBQgIKCArz55ptYvnw5mpubUVJSggkTJsDj8TCnRm/weDzYv38/tm/fjm+//XawhiEoSClOHdJycnJw8ODBc3pOHheNU6OjowMtLS1ISkpizgt5izH6HHB6I0sRFb5tWUdHB6qqqhAXF8cmICYmBjabDV6vl20M6+rqmPdLFLvam/n9fhZtWbduHeLi4piER6VSITMzE1OmTMGmTZtw/PhxAF15z0lJSSgpKTmjdm7btm1DVVUV7rnnHtTU1DDVicPhwF/+8hfExsZCq9VKpLFWqxVhYWHw+Xwwm82IjIzEyJEjWbs2cgLp9XoYjUbU1dXh8OHDiI+Px5gxY7BkyRLJuI4ZMwaxsbGIj49nhSUjIiKYs4AMVorEUVFWGjtKVSGJKm2i+Xxtit7Re5TvbLVamTzYYDCgsbGRFfyjSBPNGc053+lEEAT897//hcPhgNvtRnh4OBobG5GZmYmUlBRERUUxY9XlcnWT0vUEr9eLLVu2YOrUqTCbzdiwYQMOHjyIq6++GuPHj4coipgyZQq7vtTUVGRkZKCgoKDHYyYmJqK6uhpWqxV5eXnIzc1FXl4edDodGhoaWO45FUx1Op2orq6WGJIKhQJarZYZ3sDpFCM+Dxo4XTSUNm0KhUJScJDmj2T3AJjB29LS0i/DO4QQzhdojaeoO1+4mNYDup/pNb4LE59y5fP5GE9Q6kR0dLSEJwKBAOrr6yUSWlqXrFYrZs6cifXr1wfliUmTJmHz5s2DzhMrVqxAdXX1WfGE0WiU8ASp8Orq6nDkyBHEx8dj9OjRuPHGGyVRqNGjRyMuLo5F8FUqFSIjI9laH4wnqJAlORTUajXUajXjCd6BAUh5grhFFEVYLBamzqBW1x0dHXC5XOjo6IBWq5U4TQCpSkMQBLz//vs98gQ5iwCw1Jb+wOv14uuvv+7GE1dddRUmTJiAQCCAqVOnspowZ8oT+fn50Gq1aGhoYB2qqCYMzxPklKB51Wg0jCcCgQCam5slKkkAzJHndDoRHR3NnGB8EImUH3LlDKWthBBCCN3R3NyMF154AX/4wx9w5MgRzJ8/H0DXuvHFF1/grbfewi9+8QvWEWPbtm3Yv38/Zs+ejUmTJg24q9ADDzyA/Px8LF26FHl5edBqtTAajUhISMDu3btx7NgxtLW1ISoqin2nqqoKPp8ParUatbW1OHXqFL7++mu2cQW67Oy2tjY0NDQgPT0ds2fPRmlpKTZv3oxHHnkELpeLrQNfffUVjh8/3usaN5Txl7/8BVFRUTCbzSgvL0dmZiY2bdqE/fv348SJE8ypERERgZqamn4d02Qy4cc//jFeeOEFVFVV4Y9//COWLl2Kxx57DBs2bAAAfPDBByx9fO/evdiyZQsWLVrUYz2Wffv2Yfz48aipqcGnn36KLVu2DHoHLjm0Wi1iYmJYy/nz6dAALiKnBsllcnJyJDUYyBii18j45NMYyNDlC4lRC1jamJN6gKp90/FaW1thtVqhVCrh8XhYCsyUKVNw4MABSU6S1+vFvn37UFJSImmZVFFRgaqqKomaYKAoKyvDiy++iIkTJyI6OppF9To6OpCUlMTqfqjVaowaNQpLly5FUVERi+jzDg26Bq/Xi3HjxqG2thZfffUVMjMzkZ2dzVrYkqeYKi/TeQCgsrISiYmJ7AHjc7DJwUDzQC1dNRoN7HY7a3NH80f5ujExMQgPD2evkRGqUqng8/nQ2tqKxsZGqNVquN1uZnTzhU35oqS8fNbhcODQoUPo7Oxk0bWDBw9i8uTJyMnJwbFjx+D1emG1WhEZGYnIyEgUFxf3WEiOQIbo6NGj8e2336KsrAxr1qxBTEwMoqOjmey2rKwMVVVVrNVjMGeA1WqF1WrFjBkzoFQqMXnyZKSlpcFqtaK6uhoulwttbW1QKpUwGAwICwtDWVkZGz+S/2q1Wua9dblczBjni6dqNBqWO0051eT4IyOfNnt8gTh63tRqNfbu3XtRetlD+O5CEASMHDkSW7dulRQzpM05rQ3EE3TP8zxB6zSpAmpraxlPaDQaGAwG9uzQH7vd3o0nFAoFpkyZgoMHD55XnnjppZcGzBNAV7u+7OxsxhMAWGpffn4+ampqsHnzZmRmZmLEiBGMJ2JjYyEIAtrb2xlPUHHKyspKJCQksPoMxBPE1W63mxV35XmitbWVFdjkU4jCwsIQHR3NeAIAk/uSc6a1tRVNTU0sBYXmQm6A86lHBIfDgYMHD8Lv90t4YuLEiRg1ahSKiorOmCeUSiVyc3MZT6xduxaxsbGMJ0RRZDxx7bXX9skT06dPh0qlwqRJkzBs2DDGE+3t7XA6naxgqlqt7pEnqF2v2+1mBW6p2DSNLd8al9JwSP3Cp5OSQ4N4mdSV+fn5vRZBDCGE7zs++ugjLFmyBHPmzGGvmUwm3H777ZgzZ46kQOOUKVMwYcIEpmA7E0ydOhVr1qzB22+/jaKiIqb+0Gq1OHDgAMxmM6KiouB0OrFx40b86Ec/wvz58+FyueD1enHXXXd1ayig0WiwatUqDBs2DD/96U+xc+dOvPnmm0hMTMTJkydRXFzMgsgpKSkSTpw0aRJ27959Rr/lfEMQBMTExOD666+HRqNhKowlS5bg/fffx2effcZa6VZWVqKiogIVFRWYPXt2n53DnE4nOjs78fHHH+P+++/H5MmT8fvf/x6HDx9mazvQVWB23Lhx+PWvf42FCxcGPW5lZSVqamrwxhtvwOPx4JNPPmGtvM8lXC4Xc2hcCFw0Tg2gKwXF6XTCZDKxKBAZf3zEX16hm4xYfhNNn7PZbEhMTITb7YbFYkF7ezurzxAIBFjVWKrJwNeBuPfee7Fu3Tp8+eWXkutsbW1Fa2srky7X19f3u8Isj+TkZFZoDgCqq6tRXV2NuLg46PV6JvOtr6+H3W5Hfn4+5s2bh4yMDBw6dAjvvPMO4uPjccstt0CtVqOmpgZ6vZ4ZhCqVClarFbGxsRg9ejTbyL777ruoqqrCb37zGxgMBhiNRmi1WpaL29LSgpEjR0KpVDLjnlrNVVdXS2THtIiZTCZUVVWxThn8ZoIMpbq6OsTHxyMhIQF1dXXMEKK58/l8rMc2ReQoIsWrdng5Mb2WlZWFoqIiifHpdDqxf/9+XHHFFSyfOCMjAxaLBcXFxSgtLe3TWI2NjcVVV10Fn8+Ha6+9FocOHUJtbS3++9//Yvz48bjssstw9OhRvPTSSxBFEcuWLcPEiROxY8cOiKKIxMREaDQadHZ2Ijo6Gunp6UhLS0N8fDz0ej3i4+PR1tYmSR2h6Ft9fT08Hg+rM0IRZqo2HQgEYDQaUV9fz5x8dO+T8oKcFnyRV74wIB/x5o9x6NAhHD16dMD3dAghnGskJCSwjiW0DvFrPqUm8HzAryF8gUr6js1mQ0JCAuMJap1MHNTU1MTUDdRli3jinnvuwfr163vkidjYWJhMJjQ2Np43npg7dy6GDx8elCdqa2uh0+kk7XEtFgtiY2MxZswYFkR47733UFlZyXjCYDAwnggEurovjRw5UtK9JBhP8EVDiSfIeOPbvZLKkngiMTFRwhO0NlFtEzlP0NzytVSA0/UxeJ7g1SxOpxMHDx7EwoULERERgUAggPT09AHzxNVXXw2v19uNJ8aNG4fZs2dLeOKWW27pkyeGDRvG5jguLo6pcnieoPXf7XYznggLC2Mtb+n+ppRLfo2nsSR+IJUgn7ZIrxOf07jS85SdnY2UlJQB39MhhPB9gs1mw0033YSHHnoIv/71r9nrgiAgKSkJSUlJKCgoQG1tLWvjPVDs2rULkydPZv/Py8vD2LFjUVRUBJvNhoiICBw9ehRZWVlIS0vDJ598gqeffho7duzAvHnz8PLLL6OwsBAPPvggPB4PUlNT4XK5mPPX6XTC6XSisrIS27ZtY07UZ555BmPHjsWll14Km80Gj8cjcWgkJydjz549ZzF65xeiKOKrr77C/PnzJR2dYmJicOONN+Kpp55i6oyCggJUVVVh8uTJmDFjRp/HLioqwpNPPgmTyYSf/vSnuO6665CXl4dXX30VH3/8Mf71r3/hkksuwYYNG6BQKHDbbbfhrbfewooVKyAIAg4ePIi2tjao1WqUlJRg+/bt2LlzJ0pLS1mL8e86LiqnRktLC8rLy5Gbm8ukjpQKITdOKVpA79G/KcrM1wdoampCZGQkkwy3trZKunQ0NjayRYQ22JRPdeWVV6KiogLFxcXQ6XSSPNvOzk4sW7YMBw4cwKpVqwYcfSND1WQysVaDQFeBmmXLlmHv3r3MMXHzzTezyv+dnZ2w2Wzo6OhAbW0tysvLWVs9kgVT/YX/n733jo+rOvP/P2e6RnXUu2VJbnIFGxsDNgHi0AOGJBsgtLSFbH6E9M0S0na/bJJNIUt6SICQkARTNiRAKDHFYIxxlbsty5Zly+rSSKOZ0bTz++POc3zmqliW1cZ+3q/XfdmauXPvuXfunOc5n/M8zyGnpLu7Gw0NDUhNTcXixYuV8kcOjl7wzel0KmGEBAkSPGgg7HQ6ldOYnZ2tHHZapo+cSApHo882NjbCZrOhpKREOYopKSnIyclBS0sLenp61MBEX/pVR59l9Hq9iMViWLFiBQAj7I1Smeic6enpOPfccxNmcrdv356gRFNItHn50v7+fuzfvx8LFy7Eddddh8svvxwbN25EbW0tysvLEQgEEpaGdLlcuPDCC3HBBRfg8OHDOO+889Dc3Ix33nkHCxcuRE1NjZopzcvLg8PhQEtLi/quHA4HPB4PvF6vOi4ZD5vNhoyMDGRlZaGtrQ12ux3Nzc0JDrce5USzpU6nM6EwK0Uy0d/bt29HYWEhPB6PGhAIIUY1AGOY8cbtdiuBmiIpdFugz/zr/ZAe0aGLrbqdyM3NRSQSgcfjQXd3d4KdaG9vR0lJCYATdoJWgbrqqquGtBPRaBS33nrruNiJm266CVu2bEmwE5WVlaqfG8pOUPQF9REkfnq9XlXYktIdgBN9LvUbLpcL4XBYRaKMxE7k5OSgtbUVPT09Cd+HLnxQigrZieLiYnUst9udYCfITg9Wa4vaTMfs6elBNBrFRRddBGCgnQiHw8pOUNtisRhqa2tHbCf27ds3qJ2gwQH15263GykpKbjwwguxfPlyNDQ0YMmSJWhpaRlgJ4QQyk40Nzer+iRWq1U9o2Y7YbVaB9iJ48ePK39Kj1TV7QRF0uh2gj4DnLATWVlZSuBwu90cpcEwI6C9vR0PPvggli9frlazamlpUcuzOp1O3HbbbfjQhz6En/zkJ6ccpUGCBtUKpMnajo4O3H333fiXf/kXdHd3o7GxEV/4whdQW1urfu8lJSVwu92YN28e5syZo8ZMQxWbLCkpweLFi1FXV4fHHnsM119//ZB27XQiEycaSuH83e9+h2g0ii9/+ctwu90oLy9XfR5NKhBCCFx77bUJS9v6fD74/X7k5+cnHN/lcuGCCy7A66+/jh//+Mf43//9X9xwww24/vrrsXXrVuTn52PWrFkIh8Noa2uDz+fDI488gkcffRTLli3Db3/7WyxYsACf/exnsWbNGqxbt27QGlqTybXXXosdO3aMWzRHUoka0WgUtbW1mDNnDoDEtebJ+SHIGJNhphocUkoVHkw/pFAohEAgkFDsjZwzWvqtoaEBLpdLDcjJkcnKysLVV1+Nw4cPw263q0KTfr8faWlpeOSRR7B8+XIsXLgQPp8vofBbUVERMjMzVfjvUKSnp6tZE8BwVisqKlBTU6MKZtI122w2lU4CGKsBLFu2DP39/cjLy0sonkfChpQSjz/+OEKhEJYsWQK324329nb09vbC7XajqalJFX4j566rq0stdRiJRNDb26vuqz6rQz9kSpvQIwLoHpsjASjMqqKiQlW8r66uVtEK/f39KiyXcqL1UHP6nh0OB7KystRzcckll6CmpgZvvfUWamtr0dHRAYvFglAopK6jubkZ+/fvVznddB7KKSZoqT6q70GOeXt7O7Zu3YqdO3eip6cH+fn5aGxsVMUB33zzTXzmM59BS0sLrrzySpVzXlNTkxAGT84qhaOFQiHY7XZkZmaip6cnIe+ZIosAY+WBQCAAl8ul0nzo/uhrYNN5aKP9aMCh77Nw4UL1f3q9trb2lHP+GWYisFgsKCsrw9GjRweIt/Q+cGL1Cz2NhCIv9N8L7RcKhVS/TsehPoyWjabaQfQZKobs8Xhw1VVXDWsnzj///CHtREZGhqq9MRSD2YnKykrMnTs34bdPdqK5uXlYO6GLP/TZ4ezE8ePHkZ+fP6yd8Pl8CAaDavBN9y8tLQ1SSvT29qr+j4QM3U7o9ZKamprg9/tRUVGhVtCaMWMGfD6fipbR+289LZK+XwCqXyWfYDA7QSmQlOIyGjuhp7q0tbWd1E7cddddaG1txRVXXJFgJ+g7ofuRn58Pn8+XUHuE7AStnGK1WlUdGADIy8tTdU0oKoXuCx2bfhu6UELfA4CE6BchBBYsWJDwWbYPDHNqtLW14YEHHsB5552HQCCgVrvLzc3F8ePHsWbNGvz617/GX/7yF+Tn5yekq1CKwhVXXDGskEiRbmTH2trasGXLFrzxxhuD7j9jxgx86UtfAmD4t08++SRcLhcaGhoG3V8IgZ/+9Kew2Wz4wx/+gEAggOnTpyMzMxPd3d2YMWNGQqTGSGtOTAX0VcMeffRRrF27Fp/61Kdw/fXXo6KiQtWmorpaVVVVeN/73qdqQKWkpKjJSZ1AIIB//OMfmDVrFjIzM5UvPmfOHNx88824+uqrUV5ejr1792LhwoXIycmBlBKf//znccMNN2D69On4yU9+AgBYv379KRUDJds8Ufztb38b1+MnlagBGAVrAoGAykHVjS5wIpSUKrLTa2R49dk6faDm9XrhdrvVihG0JCg5uX6/X9WT0HNww+Ew5syZg9WrV6O0tBRPPPEEgsEgLrroIixatAgbN25ER0cHfD7fgCVxurq6BszoDIb5R19QUKAEGJfLpdpDThuFGQPGDFFHRweKi4tRV1eHmpqaAZEtoVAIl19+OdatW4cjR47g6quvRmZmJvLy8hCJRJCRkaGcZRIfyPmkmZ9AIACv14vU1FRkZWWhp6dHRRvQyimkyFLaCgks+hKj5FS1t7fD6XRixowZsNls8Hg8KC4uxuHDhwcMTmg2VS/6Rt8N/Z+WrSsqKsINN9yAVatWKSfP7Xbj6NGj8Hg8qghaVlYWzj33XDzzzDPYuXOnant+fj4qKipQVVWFRYsW4ZFHHsHbb7+NQ4cOoaioCDt27MD27dsBGAOavLw81cH09fWp58putyuHn6AihbFYTHVsNINGOc29vb3YuXMnSktLE5xN+h10dXWpDtQctaSHE1NNAXrP/JvQxSEaCFCuNdWjYZipSlZWFoDEJVzpedfTS/SCwroNoZl9czFqshNUr8C8dHRfXx8CgYA6J52f7MT111+PsrKyQe1EZ2fnmNsJmimnfkWvJWG2E+3t7WqVppqamoRiwSTk63biqquuQkZGBvLz8xPsBNVsCIfD6O3tVeenJV17enrUyk0UEpufn59gJ+icum0wRxLQ0utOpxPV1dUqOqGoqEgVWtUFGV140Cc1qGYQcMJOFBYWYvXq1cpOUNRBY2MjPB4PcnNzR2wnFi5ciEcfffSU7QStYqXbCbonFPFIYszx48dVSiEVkN61axdKSkrUs0z+gc1mQ2dnpxLpgBPiBdlgvT6G7l/Rd0F2gvajdlEdLXLcaflGhmFGxptvvon7778fb731Fh5++GFkZWXhpz/9KZ599lncdNNNqK6uRkFBgaqDQUybNg35+fknjYyiIpZEXV3dsKkJ5eXlKlI9LS0N06dPx86dO7Fo0aJBi0BKKfG9730Pn/rUp3DRRRfhv/7rv9Dc3Kxm5slO0bKkycyRI0dw//3348c//jFSU1PVWLG6uhqHDh3CkSNH8MYbb6ClpQW///3v8eCDD+K6665Tqfm7d+/GO++8gw0bNuCFF17A7373O9x6662oqanBgQMHcM011+D6668HYNx7WioXMCYwSSiPRCIJS7VTjSlz3RMzFosFNTU1qK2tHdf7NJEknajR0NAAn8+HlJQU5bDQ4As4Uc2eHDeaOSCnjhwuPeyYPtvR0YHS0lL09/erpc30fFw6vj5L0tzcjIyMDFx++eU4duyYmrnfuHGjyh2j6ALzzEUwGDzlH3Vubi5WrFiBtrY2WK1WFYlAEQehUAg5OTm49tprcfToUdTV1eHIkSPwer0qjE2fMSKHc/bs2cjIyEBmZiZSU1OVEggYnY/VakV3d/eATpMcGOoUS0tLVYoKzQ6R42wOA6bireYBAF0PnZfuW15eHoLBoKrsT6upmD9P6Hn0emFRAKqGBrWrrKxMrRbw9NNPY/78+bj44ouxatUqeL1eVFdXo76+HjU1NWhra8P+/fuxe/du7N27F1arFQ0NDcjMzMTy5cuRk5Oj1Omamhq89957aGpqQmpqKqqqqmCxWFBSUpLQbipwl5OTA4fDgby8PHR3d6tZyoyMDESjUXi9XhXqRtem/7+lpQXNzc0qzchcF4NEKD2PXI/QIIFId1z1EHCbzQav15tQuIphphoFBQVqcKeLp3pKg56uqPc7urin2wqio6MDJSUlCIVCSE9PH2An6LP6766lpQXp6em4/PLL0dTUNO52IicnBytWrFArHlEaCIkNoVAI2dnZuOaaa3Ds2DHU1dWhsbERPT09aklBvS+gvkO3E5TuQfeOCju3tbUhLy8v4Z6ReETfR1lZGZxOpxKWQ6EQuru7E/ok6qv15bmpLbr9IltDr+Xn5ys7QZ/X62/RcejzesSObidItNCjFwazEytXrlR2oqqqCvX19Zg7d66yE7t27RpgJ84//3zk5OSgr68PVVVVmDNnzgA7YbVaE+wE1Wvxer3Izc1NsBM04ZCZmansRFlZ2aCReVQE9fjx48pO6NdIfb0uZtBnyS6QQKTbCfosCVhlZWUoKio6peeWYc5mKioq0N3djQcffBBVVVWYPXs2nE4n7rjjDng8Hlx66aWqzp15tj8zMzNhkmwkHDp0CI899piKsGtraxuwT11dHe677z7MnTsX73//+7Fw4ULk5ubinXfeGfK469evV+kzHR0dOH78uHqPBPqKigocOHDgjIjo6uzsVFFxAFT0fU5ODr7//e/j+eefx29/+1v8z//8D4qLi/H6669j5cqVePbZZ1FTU4PLLrsMV199NT7wgQ8gHA5j2bJlOH78OB555BE0NjYiLS0NW7duxeuvv47bb78d8+fPR1tbm6q5ZE7lSElJQV5e3klTPCjqejgWLFiAXbt2Jc33lHSiRjAYxOuvv44bb7wxwSHRnSAACTU0yAhbrdaEYqJ6xIUQRgXwtrY2ZGdno7u7GxkZGWoZM7/fr4w1zUYARmgwOcs5OTlYsGABtmzZgmAwOKpqvkIYxeVoBsVMTk4OUlNT8dhjj+Gcc85JWJ86HA7j5ZdfxrRp07By5Uo0NTVhzpw5OHLkCJ588knccMMNuOSSS9T98vl8sNls+Oc//wmr1YqrrrpKheXqy7EJIXDkyBHk5uYqB4ZmimjGLBQKoaioCB6PR4UeO51OtZqMnotLPw4KzdadXypCRjNu9B329/ejq6sLqampKCwsVOkudDz9+yfHXXe26N7S8XXHVZ9l8ng8+NSnPoXW1lY0NTUhFouhoKAA5557Lq6++mq0t7dj7969cDqd8Pv9qKurQywWw4wZM5CXl4eenh6kpaWho6MD55xzDtxuN+666y48//zz8Hg8yMjISHDAaUDgcDjUElq0zG5rayssFotawpAGBPpzT9A1ut1uTJs2Tc306YMEuidUiZ9+FzTDp9c70dO59O8oFArhtddeU1FLDDMVsdvtmD17Nt57772E38xgdoIEDj18X0/pG8xOdHR0IDs7G11dXUhPT1d2glbzoD6SBn9kJ6SUyM7OHhM74XK5hvwd5ubmwu124/e//z0WLVqEiy++OCFd7aWXXkJFRQUuvvhiZScOHz6MDRs2JNgJi8WCvr4+WK1WZSeuvvrqhBmioewEANWnAEaIbSgUUvV5wuEwMjIy4HA4VMqGLtKa7YT+XdH5srOzUVRUpD4TDAbR2dmp7ASlu5gH3wCUmKKvhkPPCtl5EgHonut24hOf+ATa2trQ1NSEaDSKgoICLF68GNdccw3a2tqwb98+tVLXwYMHE+xEb28v0tLS0N7ejnPOOSeh8Hh2djYyMjISxBsSNshOkJ+g2wkq0trb2zvATpCIQ9focrmUndCjkci3odVoqA1mO6Hbczq+niLkcDgwb948XsqVYQYhIyMDwWAwIVUNMGb+6bfa2tqKF198Eddffz2ysrJw++23n/J5YjFjBUd9lS2dQ4cOobm5Gb/97W/x9NNP4/HHH094/95778XGjRvxi1/8AnPmzMHatWuxZMkSPPTQQ/iP//gP/PKXvxxwzK985Svo7e3FL37xiyHbNW/evDNG0BiOzs5O3HLLLZg2bRrmzp0LIQR27dqFJ554At/73vdUPSWqr7Fy5UoIIfDqq6/iyJEjmDZtGo4fP46qqir8+c9/RigUwvXXX4//+I//QGNjI9rb21X0tE5fX19CsWszubm5aG9vH9E17N69O6m+p6QTNQBg06ZNuPrqq1UOMxUwJMfEHH5FA3WaadZnFPSBm5RSFSnLycnBsWPH4HK51KobumNAzg4dMxwOw263Y/Xq1di3b9+wD5QOfZ5SaoQQuOCCC7B27doBDxItN9jb24uZM2fi3HPPVTMsdrtdLS908OBBdHd3491338WRI0dw8803Y9GiRZg1a5ZyMg8fPozi4mIAUBXS9ZQQIYQq7EnV1fWZG6pNQpEE6enpKCkpQVdXF+x2O+x2u1oyLi8vD01NTQnRMzTAoGPpKTFFRUWorKxUkRy9vb0JK8jEYjFkZ2cjGo2qXGKCBiXkgOriFeVj0/3SU0H02ToSfBobG7Fw4UJcdtllyMvLQ2NjI5xOJ0pKSjBt2jQlvDz33HOw2WxYuHAh/vCHPyArKws2mw2vvfYaFi5ciIqKCtxwww1ISUlR1efpeaEBVCQSUR1TWlqaKgRKK/0cPnxYhfLq0UU0sKD7SIMzesbJSaX7QtWaycEnx57uHTmmdI/oufP7/diwYQM2b9580tx+hpkKzJ8/H2lpaXjppZfUqkkAEp5t6nOoH9X7BxpEmwVTchStVqtahz4lJQXhcBjd3d2qL9HrN+gih91uV0s7j9ZOAMCFF144rJ3w+XyYMWOGshOAITK4XC7MmTMHdXV16OrqwsaNGxPsBK1sFYvF0NDQoGbbaQCtCxBCCGUzU1JSBtgJAAm1LQazE3l5eUhJSVF544PZCT2FiNDthJQSPp9P2Qn6XrOzsxGJRNDX15dQ1JLqKNH3RD6CnpZEtoHELjoPXbvdbkdfXx8aGxsxf/58XHrppao2BtmJ8vJyZGdno7CwcEg7sXbtWixatAjTpk3DDTfcALfbjWAwqAqa03evCw5SygQ7kZaWBqvVigMHDiRE5dDzTtdJ91GfaCBfiIQLu92uZoEpekO3E3QfdTtBx3A4HCgpKcG8efM49YRJKoqKimC32yckCjUlJUXVStPRBfTe3l589atfxcqVK0f8WwoEAggGg/B4POjo6ICUEr/4xS/w1a9+dUBkB/nOaWlpeO211watdbB+/XosW7YMVVVVuOWWW7B06VLcfffduPbaa1WkhtVqLFVN6XeNjY1qmVOd8vJyVZR6165dCZFzZypSSgQCAWRlZWHp0qX461//ikceeQT19fVYsGABAoEAamtrsWPHDnR3d2Pv3r144IEHEIlEsGbNGjz22GNoampCKBTCF7/4RfzpT39CfX09vvGNb6jI+dEIDiSoj4SJrLcxFoip/GAJIQZtnM1mwyc/+UksXLgwITfWLFTohc7oizfPwunpDcCJiujFxcVwOBwqzaO7uxuBQCBhVoMcXBoUkxOxbds2/Pa3vx0y2kKHVlEJBoNwu91IT09HJBLBwoUL8c9//lM5UhTa5HA4cMUVV2D16tUJs+v79u3D0aNHEYvFsHnzZhw9ehQVFRWqYv/nP/95tbRhOBzGunXrUF1djT/84Q9YtGgRFixYgJycHHU/jh49irKyMnWt+iw+iQH0OlX/pU7a4XAgNTVVrZJit9tx8OBBNDQ0JNRo0IUEi8VY+rWyslKlb5AzHI1G0d7ejkAgoFI1KKedHDAauJP6HYvFEpajo+9bd7bJeSahi9qiCy50Pzo6OrBz507MnDlT1QoRQmD//v147733sHLlSpSUlOD111/HP//5TzidTlxyySVYsWKFek4oeoIcVD2UmhzV9PR0lJaWqlBsIUTCQMl8Dfq10f9JnCDHlUKv9egLeg70lB1qCzn8ZAR7e3vxyiuv4Pnnnz/p8yyl5FL3zISyZMkSuWnTpkHf6+3txTPPPKNm64ETM9JmOwGcGLDpUX0UGUDGXY9cKikpgd1uV3bC6/XC7/cnnEuPLtB/h6djJ1JTUxGLxbBgwQKsXbt2SDtx/fXXJ/S3up3YtGkTjh07lmAn7r33XlXolOzEjBkzRmQnyP7qog4JrLqdoMg+p9MJt9ut7ITNZkN9ff0AO6EPyi0WC5xOJ6ZPn55gJ6i2g24nqBZGWlqaElAo2oAEeSrsqdsJ+t7ouzfbCYqA0G3+YHZCCKFWkdm3bx82bdqEFStWKDuxdu1aOBwOXHLJJWqGTo8sJTGD7BHZXeCEOERCP9kJulfUbt0u0Ov6s06v0fOp112h182rZ+nRG7qdsNlsWLFiBaZPnz7ss7xkyRJs2rSJ7QQzoQw1npjqXHnllfjDH/4wImGDosIyMzPR1dWF5uZmuFwuPPPMM/jSl76k6qLRb9Tn8+G73/0uHnjggQSRgYpWWywW3HzzzVi4cCHee+89TJs2DYcOHcIVV1yhxk1WqxW33XYb1q9fj1/+8pd48skn8corr6hCzgCwdOlSFTXJGKn0V1xxBd544w1YLBaVJjJv3jzceuutePzxx7Fr1y584hOfwBe/+EUV+fLoo4+O6z00p/BPNqMZTySlqAEAq1atwkc+8hHlbFC4pD4jRejGmYy2PpDVoftht9tRVFSkQvVpBRRyjvX8UrOzAwCvvPIKnnzyyRFf68yZM9HZ2Ym+vj5kZWWpwi+HDx+GlEYBOrfbjU9+8pOoqqpCZmamcmT27NmDHTt24N1330VWVhby8/ORlZWFZcuW4bXXXkNOTg4+9rGPJaRc+P1+vPLKK3jmmWcwffp0fOpTn1LFR30+H7KzsxMcHb2+QjgcVvclJydHRSB0d3fDZrMhLS0NTqcTKSkpAAwHOzMzE36/H0eOHEFPT0+CIEPV2isqKhCLxdDR0QG/359QyDIUCqlIEloWkI5NG9UV6enpUaka5nx5yhWm1+i50WcGASQMYCh1IxQKwe12qxUL6F7Q6yQIdHd3w2KxqJk4fcaR2kiOvr5yT1paWkKBw1AopAYpeog3/Q0Y4YplZWXqevQaGiRC6SINiSt61JEeUkxiHd2jI0eO4Be/+EVC1efhYFGDmWiGEzUOHTqEtWvXqmKe9HvXB3I6ZCcGK5I4mMGnZUV1O3H48GH09/er3x31QfT7pUGhlBKvvPIK1qxZM+Jr1e0E1U/Iz89XQoDZTmRkZKiouz179qC2thYbN24cYCfWrl2L3NxcZSfoenU7UVlZmWAnent7kZOTo/omsyBMdsJmsyE7O1vZCYpySU9Ph8PhUEW/nU6nqhx/5MgRVatEL4Ss24nOzk74/f6EdEKznaA+jcRv+p6oNgUJUNQvktg1lJ2gaxzMTtAKKWQPaEU1shPhcBgpKSkqnbKnpwdCGHU7SJTSI+hIlCExhuxEenq6shMABrUTun8CGMv+lpaWDmsndMHcLGZYLJYEO6EXqbZarcjLy8OyZcuGDHPXYVGDmQySVdQAgE9/+tP41a9+NeL9X375ZUyfPh15eXk4cuQInE4ndu/ejQsvvBBCGCvrdXR04IMf/CB2796t6t6lpqbisssuw5VXXok77rgDR48exf79+9HU1IQnnngCd911FxoaGvDv//7vCVElKSkpuOuuu/A///M/WL9+PT784Q+jq6sLQhhFl4daKeVshFIHrVYrent7E1JBHA4HXC4Xenp61P4UjdHR0QFgbFcrMR8r3jePybHHgtGMJ5Iy/QQwli9avXo1AKjin5R7S86rbnR154QcWr3Ohj6DTVtTUxM8Hg9ycnJUUbTjx4+r2R19xl0vOimlxKxZs1BTU4M9e/aMSPm69NJL4fV68c9//hPt7e3qHOFwWFWwpfoKNEsXjUbx2GOPwev1wufzYeHChcjIyMB1112H3t5ePP300+jp6cG1116rHEVaTSQajaKurg6XXXYZli5divz8fKXiejyehBlGcvIosoXSSrKyspSYEY1GVeV4v9+vKt+T83Xs2DHk5+dj8eLF6O7uRltbm4pGyMnJQVlZGWKxGI4ePYpwOIy0tDTEYjG1BFIsFkNrayuCwaAacOj5zuRw2Ww25cj7fL4B0Ql6QTT6V6/gTvvqKSnhcBg9PT3IyckBYFTI1/d3uVzqPrlcroTibtFoFPX19UoZ9/v9asUaKaUaYGVnZyvxJDU1FZ2dnWqJXEJKiYaGBpSWlqrvprS0FD09PYjFYkhNTR2wvDFdJwl69L3SvQuHw2htbUVxcXGCoOH3+/Hiiy9i3bp1SE1NRW5uLubPn48NGzZwPQ0macjJyYHNZksY4Pb396vfAA2a9UKIZltAM9Lm6A7ap6mpCVlZWcpOUBoFiZx0fHNk2unaiY6OjmHtBAmtg9mJ9PR0XHfddfD5fHj66afR29ubYCeqq6uVnTh48CDe//73Y+nSpcjLy1OibHZ2tuovaLJAtxMpKSlwOp3IyspSIkI0GoXD4YAQAn19fQiFQgPsBNWm8Hq9aG1tHdZOkC0kO0HRGn6/P6G/o/ZR/2i325GVlQWLxSheqqeuUt9sHuyb7YQQQgniJKiQ0EMijZ4K6HK5Er4fWoKXvqP6+npUVFQoG0oRM1QHCTAKXJN4lpqaiq6uLgQCgYSIFimNwnG0YoGUEiUlJejp6YGUEm63O8FO6M+7Hl1D79EzRqvj6DYEMBzh6upqldLFMMzYsn79evz973/HVVddNehkrJkf//jHKCkpwRe+8AXMmDEDdrsdqampqt8BjMg3v9+vBA2r1Yrf/e53yM/PR35+PtasWYOOjg58+9vfRm5uLr7zne+goKAA3/nOd+BwOFBdXY2dO3cCMPzliy++GA899BD++Mc/qkkwq9U64jSHswWq90TLtnu93oQoaXNKUmtra8LfF110Ed58802V+mfe/1SYN29ewgo2mzZtQmFhISKRyKi+N4fDgYqKioQleyeapBU12trasGPHDixdulQ5WXoBT332SJ8BsdvtCSHGehilvrwfOUEdHR3o6elRtQjIeSADTsen9wFDiauoqMDdd9+NV155BS+++OKAQi5ESkoKFixYgK6uLixZsgSvvfaa2nf69Om4+OKL8eijj8Lr9ar6DHRdu3fvVsUrCwoK1KD7T3/6E2bOnKkKgQHAz3/+c5xzzjmorq4GYBSUvPvuu2GxWJRDbE6FMOfkUvQBFcajcFc9PJhm6TIzMyGlRE5ODiwWi5pRs9lsqq3keDqdTkQiEfj9fmRmZqooCKoTYrfbVVFQCrel81H4K7VdnxklAUR33siBo3BeGlyYByz0Ps3A6UJEZ2cnUlJSBgx09MK0JCTQ7Ck9Qy0tLSgoKIDL5VLPndvtVp2Tw+FAU1NTgnqqO+clJSXK0aZNn0E0O7e6gEMFo+heUcoPRSQBRv77zp078eqrr2Lfvn2w2Ww4//zzUV1djb179550iSiGmUqkp6ejqqoKBw4cULPd+m/bHHWnD8718Fo9LUuvvQAY/WJHRwe8Xq8auOpCOnBCBCE7QZEbFRUVuOuuu/Dqq6+elp1YuXKlEi4WLFig7ISUErt378ZVV12Fjo4O5OfnIzc3F1JKPPHEE5g1axamTZum+puf//znWLRo0SnZCX1QTPfD4/EgLS0N4XAYXq83QVCmey6ESLATVqtV1Rix2WzIz89Hdna2iqYgOxEIBJSdIJtCdoLaR4463XuyE3rkmm4n6Puh54NshflZ0SN36Di6P0F2QggxwE7Q+fT/k2gGGMXdent74XQ6cfz4cRQVFalrttls6ljhcFjtQ880tYfEBqqXpdsJEll038j8vcViMfT09MDj8SRcM9mJlJQU9bvweDyYP38+KisrR/hrZBhmNOzcuRM33XQTPvvZz+Ib3/iGioI209XVhaeffhrl5eX405/+hHvvvVft+/rrr+NnP/sZ1qxZg9LSUjzzzDMJg89Vq1bh/vvvx7Rp07B//34cO3YMFosFDz74IN5++21s2bIFO3bsAACsWbMGTz75pBI1enp6cNNNNw2Y8IpGoyOuG3W24PP5lKABGCmsnZ2dCdEZw5GWlqYKzc6bNw+7d+8eUQrrYAy2JC/VYhkOSsFvbW1N2DccDk/6yohJK2rEYjG88MILWLRoUYKYoQ/ESezQow50p4IcMwr1pM8R5NyEQqEBOdn6LB+di2Z7yAlyuVxYtWoVOjs7sWnTpgHL8jkcDqSnp8Pr9eLYsWMIhUKoqKhAa2srYjGjSFt2djauu+46pZpKKdHe3o433ngDmzdvhsvlQn5+PpYvX47i4mJVtG7r1q2qaFl7e7takmfBggUqnEkvPKY7czTbRs4SOYwUkuv3+9XsEAA1C0o5wG63W6WvkABCS8FSWDBdPzlWDocDKSkp6vsLBALo7u5GR0cHAoFAQpV9t9utnFR9idhgMIienh4EAgEEAgEVYquHfNM1kaBADiUNAGiAQ46bXkcEMJzeoqKiAVEPNAuoz8Y6nU5YLBYsXLhQndfhcKC/vx+pqanIz89XzwtFDHV2dipHlc5BbaM20POmO+J6ETtqk/4skxhDAxoS9yhUORwOKzFj//79yMnJwTXXXIMZM2bgwIEDeOONN86a4k7MmYMQQq3sQf09vU7PMg2E9WgNs9hBgrce5aGjp6jpv0uq90P9Dy1hqtcUIjvR0dGBzZs3j8hOTJs2LcFO5OTk4IMf/CCeeuopdHZ2QkqJjo6OAXbi/PPPR0lJSYKdKCgoQGNjIzo6OpSdWLhwIfLz81Xb9SVraWCv2wm6VhoAk5AdDAYT0lEoUmMwOxEOhxPsBK2cRXaC+q2cnBzVn5rtBEUaWK1WVXOJNupTKWokGAyir69P2Qm6Lr2PIyGLBBy97oSe2jiYnSgsLExIx6Hni1ahomPQUrgLFixIsLlkJ7Kzs1UbyBZ0dnaqyEp99RYAA+yE/jzr95Lslg49NxRtoqeIzpw5EzNmzMDevXtRXl6OadOmJRRuZRhm/PD5fGqp1w9/+MMDlm/1+Xxobm7GtGnTYLEYyzu/8847qvDzihUr8K1vfQv3338/fvSjH6G8vBzRaBTFxcW488478dGPfhSdnZ3Yt28f/vjHP6K5uRnTp09HV1cXPvShD+HAgQNYsGABqqurcc0118But+P1119HY2MjAChBgyIET3UZ8rOVky27aubvf/+7+n8kEkF+fv4pH2M4hppY0bHZbFi0aBFeffXVhJqUNA6bTJJW1ACAhoYGPPXUU7jllluUk6gPZAEkOJ/6Chv0up6GQJ8jR4ScNXJ4ACSEoNIgn5w14MQAE4BKybjlllswd+5cPPfccwnrNYdCIbS2tqrwIovFgunTp6uVQ6gIHa1LTcd86qmn8O677+JTn/oUCgsLUVpair6+PvT39+ORRx7BkiVLEIlEsG7dOlx44YWIRCLIy8tDV1cXdu/erWo90HWEw2H4fD5kZGQgNTVVOTvkgKakpCQUWiNHjGYv09LS1D2iNJ3U1NSEXGhyeglylHVxwe/3q7SR5ubmhEgQmtGyWCxKLNBXKCCHkWb1yBHTP6vPwurOIA1aaHZWf0Z0sUMPIdejgPRVQ+gaSZCg64tGo0r8OXr0KKLRKFJSUpCSkqLClqkz0YuI6ik2urOtXzsJdLqgR1FGFF0DGOuCU1tJFOrs7MShQ4dUZEZOTg6WLFmC66+/Hps2bcJzzz2H/fv3J+RPMkwyQc/0u+++q37DQ9kJPWpLj3gyp6YAJ2bq9VB9Pa1FL5JJ9Rb0yDG9zo3T6cTHPvYxzJs3b9R2Ii0tTdmJSCSi7MQnP/lJFBYWoqysDD6fT9kJWhVl3bp1WL58OWKxmLITu3btUnaCRG9atjYzMxNut/ukdiIajcLlcqn0hdTUVHV/abCu2wk6np7GQP2bbicoV1u3E3QfqT/WxZWR2gkAqh4H9ZHU/+rRKSQM0LNA+9JzogtWg9kJPeWVjkPXR4MB3U64XK4BdoKOo4sTuqBObdOvfbDrBYD29nZVrwQwIn9IwCI74Xa7MXfuXLWSC8MwE08wGMS//uu/4plnnsH3v/99zJs3T72XlpaG2bNnY86cOQCMscLbb7+thN9t27ahp6cHDQ0N6OjoUHbpe9/7Hm6++WZ85CMfweHDh7Fnzx7k5OTA4XDgd7/7HZ544gmkpaXh05/+NH7xi1/Abrdj//79KC8vx8qVK/HUU08lRPC63W5UVFTg4MGD6OrqmvB7dLZAK+iQaHXw4MFxPR/VZKKJlZdeemlczzdakrZQKJGamoqPfvSjWLp0KVwuV4Izqc/AAEiYVdBnK2gWRjsvbDZbQgiyuRYDHU8XQmg2Sy8+p4eGdnd345lnnsG2bduGDeO3Wq2YO3cugsEgVq5cqfJYKcJi27ZtePnll3HTTTchPT1dhYS2tbWpCJGuri68+eabmDFjBi644AKEw2E888wzqKurw9e+9jWkp6cnCBs0W6kXAgOMHw7NrJGjSk4p5SKnpKQoZ9rlciEQCMDn86lcb7omp9MJl8uVsKpAf38/bDYburu7EQwG1fenz5pRBIQ+Q0j3VE/3aGtrU7nS+negp2WQE67PMOr5xTS40R1OXRzRRQQ9AoTQBy36zK/5+aN20b66KKYfz3yNeuqIPtunRwnpYcX6IMxqtSonNxgMYseOHfjzn/+Mjo4OOBwOLFq0SIWpr127Fnv27ElQYUeC5EKhzAQzXKFQor+/Hxs2bEBjY6NaRUIfrOpCt/47pUgN3Z7Q6zSA1cVQXWAczk7oRSmBxKVlvV7vKdkJv9+Piy++OMFOxGIxbNmyBa+88gpuvvlmpKWlwe12D7ATnZ2daoWT5cuXIxKJJNiJtLS0AXaCBuW6kEopdLqgQXait7dXCd5UONPpdCIQCKi6GmQnSLR2uVwqEkSPhPR6vQMiMuhek3BNr+kCsy5ktbW1qeLVeqQfRQLS96b383o0BrVTf10XwAf7vG4nzP29LoToYpd+HF3A1p8l/Xh6Sose6TcSO2EW9ex2u7JfVVVVqKmpGTAzPFq4UCgzGYxkPJFMZGZm4oc//CH+5V/+RfnfgxEKhfDcc88hJycHP//5z7Ft2zbYbDYcPnwYVqsVH/zgB/HFL34Rd911F4LBoOpf8/PzlcBaVlaGO+64A2+99RYee+wx2O12/OhHP8KKFStwwQUXoLm5eQKvfGKoqKhAIBAYcZF8ZuwZzXgi6UUN4vzzz8ctt9yClJSUASHD5DyS80NpErpjQYIEGXdzVXw94oOcGxJDqFiYPgjXnQTdOYlEIvj1r389aC7TYBQWFuIrX/kK0tPT8be//Q0NDQ2w2+1obGxEX1+fSofweDz4xCc+AcBw4B977DFUVFSgo6MDN998M6xWK/bu3QshBMrLywGcCCPW7rdy1qhSe0ZGRkJIdSwWS0j7sNvtyMzMRDgcVnlhlC4CnAhFIyFCd7jIGaP7padQUHoEhf/S90jOmD4Y0B08/Xukz+mzTnooLi2bR+hii/6vOYdeH5DogyL9WaJCo3rVen1GjT6jR6+YZ4HNOc/myAw9mkh3XPUQer0ILmAUKn3hhRdQV1eHlpYWOBwOrFy5EhUVFairq8Nbb72Ftra2ET2bg8GiBjPRjETUIPbt24eNGzeqPo1+ozRQB06IEHohaOq3zMUi9UGwLoqSDQKgBtN6KorZTgBI+A2Pxk58+ctfRkZGxkntxMc//nElUOh24qabbkqwE9OmTQNwIm2C0FM6w+EwXC4XMjIylKhA10IiB3AihSYSiaCrqws9PT3w+/3KBpvthH4v9HtCNkePpqCIPxqwkwA1mJ2g71L/Hul7JntOfbfZTtDn9SgL+q510UP/W09RHMxOUNQHpcrq91cXtJ1Op/qsLphR9AX9X79W/RoGi+YwC2/6vbJarbjwwguRm5urCguOFSxqMJPBmSZqAEZf8Mc//hEf/ehHR7T/zp07cemll6Krqwv33Xcf5s6di/7+fpx33nnweDyQUmLXrl1obGzEJz/5STVJ+9hjj+HNN9/E7Nmz8e///u/o7+/HhRdeCJ/Ph+3bt4/zVTJnK6MZTyR1+onOu+++iyNHjuD222/HjBkz4HA4VLqCPjtGzgY5T7qzRs6KPgsEnMhN1Qenen6tuQYCOU10PHJ0aGB+8803w+Px4L333oPP5xv2ulpbW7FlyxZcdNFFqK+vB2AIOC0tLWhtbUVJSQluvfVWpKWl4eDBg5g2bRqOHDmC+vp63HDDDcjLy1PtLysrU20wz1CS06OnXQCGQNLX16dW1qBQ2LS0NLX00NGjR1VuMkVu6A6YecCtz5w5nU6VPwwgIcqG2gqccAJp8EGDBj09hUKOqWo8fWfmmhTktNF3Q2JJe3s7srOzEyIl6DvUc/F1B9EsMtC/5CB3dHSgtLRUtYWOQY4zDa46OztRUFCg2qnPrNG1mqMuaF896sR8jfQs1tfXY8+ePVi/fj18Ph8sFgvmzp2LSy+9FN3d3Xj00UdPS8xgmGRg1qxZKCgowPr169HZ2alm5812gsRQWp1Irz9AfaO+UgSAQUVM6pf09AM9Ek6P7NNTXEZrJ1asWIH6+npIKQe1E6mpqQl24uDBg1i9ejXy8/MT7ITeR+oRAYPZCRJI+vr6kJaWhlAopFLr0tLSkJKSAq/Xi6amJvh8PpUCQQXszPeX7pluJ1wul6pHRPdaj1rTo2vMdkK3Ffr3TddBdVLInpuX89aj7shO5OTkDIjcIDtC6OICfbd6yiNFP0pp1MgoKSlRdkIXbchORKPGsn6U/qHbCTq+WcihZ5MiYeg9aqfZxubk5KCgoAAzZ84cs8gMhmHGh1gshs985jM4evQobr/9duTl5Q27/+zZs3Hdddfh8ccfx+LFi+FyufCzn/0Ms2fPRnV1NWpra/GJT3wC3d3dWLRoEbZv347ly5fjoosuwte+9rWEZWW3bNlyypG8ZwtOpxOlpaUJKSEOh+O0VioBgLlz52LXrl3D7uNwOFBeXp5QjHSszp8MnBGRGjSr5Pf74Xa7UV1djdWrV6v6EGTQzXnU+myb7kjoy77qA37d6TJHYpBDQ/eTjkGv64N7cm46OzuxYcMG7NixA62trYhEIqipqVE1DFJSUrB48WJ86EMfgpQS27dvx6xZs/DUU0+hpKQEFotRZb6mpgZWqxW1tbWoqqqCx+NBX18fvF4vIpEISkpKEiJJCD0serBw1rS0NBWFQvs5nU6kpaUhEomognT6den3h5xAc3E+chazs7PVuvatra0JSwjps2o0k0bootRgqxHo0TF0bXoRT302kNpIjjktzxqLxXDs2DGUl5cPeGYIcp7pWPosrH79+qysHrKt09/fr2ZyqU5LS0uLCimna9Xvgf7s6fed7lk4HFb1Mqhq9Zw5c1BUVITMzEx0dHRg27Zt8Hq9Y9bZcaQGM9GcSqQGEQ6HsXfvXuzevRuBQCAhDdE8o07/6uIH7a8Lw/psNzDQTgAYkMZC/zfbB/o3Eomgo6MDGzduPKmduPHGGyGlRG1tLWbOnImnn346wU5Q7u2OHTtQWVk5pJ3QUyF0UUYX6IlYzFhKmlbWoM87HA61+kl3d3fCPdWvj2yBXojULN7m5OQoO9HS0pJQnV0fzFPKBKHbCb1uh7n9dJzB7AQdezg70dTUhLKyMnVM/ZnRJzioTbo/QM8NPXtmoUL3OQAjlJzSnegZHMxO6NEiui9jfr4oAiU7Oxvz5s1DWVnZuC/NypEazGRwJkZqEDQGuummm3DNNddg9uzZcDgc+Pvf/45Vq1bBZrOhq6sLTzzxBL75zW/C4XBg1apV2LRpE771rW9h48aNsFqtOHr0KNauXYtAIICrrroKO3bsQEtLC7KyslBUVARg8BUzmESEECoVn/6eP38+amtrT+u4qampJ11NxnxuwLB/c+bMUavVJAujGU+cMaLG4sWLEYlEUFdXh76+PuTl5eF973sfLrzwQqSlpSXM6gOJObHkuJkNvj7I1/c1D3D12SDzDNDx48eRm5uLnp4eFBQUJMxykdPR39+P9vZ21NbWqiVkCwoKUF9fj6uuugoZGRnYvXs3nn32WVx33XXYt28f/H4/LrnkElRVVWHdunW45JJLkJmZmeBc9vX1KQdTD0fVRQxyKvWBPl0T5VPTa3Qcr9erZpjIWaNZIcqn1gf1NOAnpzMSiSA7Oxvl5eVqudOsrCx4vV60trYm3H9KS9FzkvX0DwpJ1iNAzM44LZeqz5Canx+6TnP6hn5sChHWZ8DMM7V0HPoOzBEX+vND59bPqT8femgwfSd6yDq1ixx2+u59Ph+amprw4osvYteuXQiHwygsLMSVV16JzMxMrFu3DrW1tSOqcnyqsKjBTDSjETUA4/fU09ODPXv24PDhwyodQh98m4UKc6SCOQJMFzHMqX30+9fTEshONDc3Izc3F93d3SgsLEz4bQNQxTbb29uxbds2dHZ2ore3V9mJK6+8EhkZGdizZ8+wduJ973vfoHaCakjp7aTrpX6X9tGF7FgshvT09ITimLRsLdkJIDG9geyEbn9ITKAoDrOd8Pv98Hq9yk5QXRD9fupLe+tREcPZCWoPALUkLPXjen9M36Ee9af3+3r0nl44erAICt1O0DWTL6CL5GafQ7cjgz1j+v/NArvZTgBGYUG73Y45c+aoJYAnAhY1mMkg2UUNm82GmpoaHDp0CAUFBQNm4omUlBRMmzYNV1xxBUpLS1FaWordu3dj5cqV+PrXv47W1lZcfvnl+NGPfoSvfOUrWLVqFTweDx566CG88847uPPOO/Hggw8OWGI0NzcXfX19A5ZtZZjx4qwVNeL7ory8HJdffjm2bduG2tpa9Pf3o7CwEHfddZeacacwYP26yXnQZ9t0EcBc/FF3/Kj2gznUVHdOyHFMTU1NyA0mJ0kPTwZODGJpBtHr9aK3txdr1qzBsmXLkJqaipKSErz00ku48sorkZOToxxOCl+lGT6a4WpoaEBJSYk6H4kF5ESSUwVAtY8q05PjabPZcOzYMfj9fmRlZSU48PpMFDlSNPOmO4fRaBStra2YO3cucnJylIiTlZWF3NxcHD58WEUN6E6hnq9MDp+e3kNOm+5s6gMUcrh1gcAsQgFIKPpHn9Nnyeg+03t6qgrdQ93h3759OyorK1UhJ/2+6GKZWdSg18nhp3brQpH+nFmtVnR1daGurg5//etf0dTUBI/Hg/LycsyYMQMejwfPP/88jh07Nq4hgyxqMBPNaEUNnY6ODrzyyiuqMBoJiGYhkvokPWTfbCfMgvlgdkKP7gBOzOBTtKE+2NX7X/OgWQiRYCe8Xi+efvppLFu2DG63GyUlJXj55Zdx+eWXIzc3d1A70dnZqezE4cOHUVpaqupTkOBNojS1Vf83LS1NXQfZl6HshC6K0D0YLH2T7ERNTY2yE729vcjKykJOTs5J7QS1T0+l1KMjzKIE9eNmO6EfR5/E0O2E/gxIKVU0BZ1XtyH6MfUUmu3bt2P69OmqfoUeCWSOFjVPrNCzoC/5arYT9Do9RxUVFTjvvPMG1NWaCFjUYCaDZBc1gBN9WFFRUcIKWUPtq/cN5B8XFRWhuLgYP/jBD/DYY4+hu7sbmzZtwv33348HHngAx44dG3TCq7y8HM3NzQiFQli6dCk2btx42teTl5eH1NTUUS9J6nA4MGfOnLOmrseNN96I9evXn/S7P1M4q0UNIj8/H+Xl5WpmqqmpCYWFhVi9ejWqq6uRl5enhAVyMq1WK/r7+9HZ2YnU1FRkZWUpZwFIXPmENgAJAok+m2e+p1JKdHV1ITMzUzmJLpcLaWlpyMjIgM1mQ39/P/x+P/x+P/r7+xNqTJCDRcuuUpuAEx0XLf0KGINvv9+PnTt3oqenBzU1NUhJSUmoRaFXrzfPPNFrdrsd6enp6l4EAgEEAgF4vV5kZ2cPcPj1CA39HuizRcFgEBaLBWlpaSgqKkJbWxsCgQDS09Phdrtx5MgR1QY9YgI4EUJMgoaOPltKzps+iKBOXXcGzeHQepQKiST6DJzuROv76oINtVEXJuh8uoNqHrDQdeoRJnoEEB0DAI4dO4bKykplrILBIDZs2ICXX34ZLS0tyMzMRH5+Pj784Q+jp6cHL7zwwrgv90SwqMFMNGMhagBGZMG+fftw8OBB1a9TEUr63YZCIXR2dsLtdsPj8ST0+2Y7YU5NM8++6xEA9Hd3dzcyMjIS7ERqaqpaqaO/v1+tGhIMBpXzqfdvvb29CXZCjyDR7UQ4HEZfXx927tyJ3t5ezJkzRy3LSgN9PdWBznMyOxEMBlVkhdlO6H2x3o8S1DdSnYuh7ERjY6O6d7o9pv5TH8wTZtGDxHi9DorZTgzV1+ub+bseyk7oUSJm26YL3HqEiX7v9XPo95+Ob7Y7VM8JOGEfKyoqsGDBAmRnZ4/kJzEusKjBTAYTKWpkZmaioqICnZ2dqq8aS8rLy5WvPBqsViuKiopw9OhR9ZruE5uxWCxYunQpCgsL8fzzz49plO+0adPQ0NAwZsc7kxnuOxoNFosF5557LsbCfxoPRjOeOGMKhRKtra1obW3FkSNHsHTpUqUo/vKXv0R2djZuu+021NTUqBU8qOYD5d9SPQMACc4SDUr1UFwgMXVBH+CbZ92pAGUkEkFaWhqmTZuGcDisVgoJBAJwu92YPn26KnIaCoUQCoWU80oOnS6u2Gw2uN1uVf+ir68P7e3tCAQCSEtLQ3FxMTIyMhIiKMh508NTqa10T+g+UOV3n8+nHE09IgE4UZuD2qTPTOkpGHRPI5EI/H4/pDyxIkB6ejra29vV2tkUnkzHolVC9BVKdCFDR49eoNnPaDSK9PT0QR1K4ITzT+cwhwvTufTwX/pbCKGq79N9GCp827yco3mWj5x6vQaKXlPEYrGgsrISfX192LhxI9544w1EIhG0t7cjGo1i1apVyMzMhM/nw29+8xu0traO4lfEMGcfmZmZWLp0KWbPno1t27ahvr5e2QSKkKCIBd1O6P0P9a30e9ZXH9KXKNWjBPTPD2YnqL+MRqMIBAJISUkZYCfC4TCCwSD6+/uRnp4Ol8ulhAPdTlD9C7ITfr8f6enpKCkpQUZGRsKge7B+ja6B+jISj8PhMBwOh7ITdC/0iBM9ks5sT83CLUVwkJ2gdJn09HR0dHSoiAO9FgXdY/1e6zbE/D3p/Svd41gsptJVzbaM2knf3WB2whzpodtVXbDQRQ6z0EU2WLfNdHyzndDbSXaCfJLrrrsOFosFBw4cwIwZM2Cz2VREDsMw40ckElHLVY8HpyNoAIb/bF4ufLjBspQSPp8PGzZsGPO05eGWLZ+K5ObmIhKJoLu7e8LPPdZBCLFYbMoKGqPljIvUMJOfn48rrrgC3d3dePnll1VV2ptvvhlFRUUJzpU+0KUwUhpwmwULPVdWL6SmCyF6QTDgxAA3Ozsbs2bNQl9fH9ra2pTjSNEUgFEQJhgMIjMzUx1TX/6THEyqYaEXsWtubobP54OUEr29vejt7U1I0SBHkI6j19yg1Ag9D1cffMe/l4TrJseKZjT1WS/dGabX6DwZGRnIyclRM4vNzc3qPpKTSjNvdHz9e9BnrvTzmtMr+vv7VQV9s5NIzjZworirnsqip5MQ5qgcXbzS7yvN9Ooiij7Q0O+lHpKu5z/TLGAsFlMztFu2bMEbb7yB48ePIz09HQsWLMD8+fMRDAZRW1uLLVu2jHnnN1I4UoOZaMYqUkMnGo3i6NGjeOONNxIG3rqtIPr7+1V/Zv7d6YPVwewEDfp1IZQ+4/F4MHv2bPh8PrS3t6v+laIppJRITU1Ff3+/iu4ATgzsqT8cyk60tLSgt7d3gJ0wD5oBoz+jWgzUZt0O6ikS+soa+iDebCd0gZ3eI1tEojYJGWQnMjMzE0Jv9b6e+tZQKJTQNrJhuiBhjsyjCJNYLKbsBO2nRyACw9sJs6BNx9fPqdsLsiUUVUjHpe9Jb4f+bOnfEx2LfIe0tDTMnDkTNTU1E55aMhI4UoOZDCYyUmMwMjIykJ6ejmPHjk1mM8YFsjFnA7S6YzAYnOymnPGMZjxxxosagFG4bM6cOZgzZw7eeecdNdNz3nnnYfHixaiurlYOmA45Lw6HQw0sKbJAFzj02g3m6A79df3vsrIy5Ofno62tTc3CadeNcDgMm82mZtUoxDcYDMLlciESiahZl76+PiUUUIqLz+eD1+tFIBBIUEIjkQhCoRA6OjpQUlICAAkzaVKeqO1BBTr1SBVdzCGnjFZI0QUiPRSbrl8XJMhRLCkpUQJSV1fXgFBt3THVBY/BnDWzU0mDCbrvekiv/v3p+9Bn9YGLWdCg9lIFfIosoWgf/RiDRe7QLCPdR7ofdHx6HwCCwSDa2tqwdu1abN26VdVnyczMxNy5c1FWVobGxkbs2LED/f39k97RsqjBTDTjIWoQPp8PBw4cQHNzsxJd9fo+AJQQrBeqNNsJ2k8XNcx9j1kUF0KgrKwMeXl5I7ITfr8fNpsN6enp6O/vV9ENWVlZAKA+H41GVdqjz+dDd3f3ADtBKSCdnZ0oLi5OiO7TBVuyj3rUgdlOkO3TIxv0KAqzKE3XRvfMarWiuLh4UDthtrt6iqI5CoKOq6cJ0r3W0eucmAV9fX+6hsGiQOj9weyEvlQwkFgUVL8/FLVojmghu0o1TwCoZ2D27NmYOXOmEqCmIixqMJPBZIsaFElF/azb7Ybf75/MJo0JDocDlZWV2Lt372Q3JWkxPwsOhyNhkvlshUWNk5CZmYn58+dj0aJFePXVV3HkyBEUFhaiuroaixcvxsyZMxNmiXSnLBaLoa2tTTl4uhOjF580z9R7vV44HA7lxND7VqsVlZWVKCoqQm9vr8pD9vl8CbnM1A4aBJOT4/P5kJ+frx76/v7+hFSUcDiM1tZW9PT0qLZS7nD83g4QDYATOdO6YzpYmK1+D/T7RLOBeu41fYZmtfSIi/z8fJSUlODIkSPo7u5W+9A9pHtlnv0jZ1e/97ojrRdA1R1acx63Lpjo1xCNRrF161ZkZmaq9jc2NmLevHnweDxoa2tDfn6+OnZPT48aUOizeOSs0+yh0+lU3ym1Ub//9L339vZi586deO2119DY2Ij+/n7Y7XZUVVVh1qxZKC0txT/+8Q8cPXp0SoXvsajBTDTjKWoQ0WgUx48fV0vcAVCpZLo4QXaipKRkQB9pthP6gJvshNPpHGAnpk+fjqKiIvh8PgQCAfj9fvT19SEajSpBmQa+1J9QP0IrgZFQTVGBqampyk60tLQoO0H2j9DtBLXHHIGmpz/otkEvnAqciHQx2wk9pU+PUiM7bLFYkJeXh5KSEjQ2NqK7uzshNYT6WL1vp/OTgKGLRXrdI/193caZ/6Z20bNAEY9kJ7KystT3duTIEcydOxfZ2dlob29HXl6eOndvby+sVqtK9dEFCiGE6svJX9BtmS7M6ymvxcXFWLhwIXJzc8d9OdaxgEUNZjKYbFFDx2KxYObMmackBAhhLIbQ3d0Nr9c7jq1jxhohBD760Y+isbFR2bRFixbh2WefxfHjxwc8C4WFhQiHw+jo6Bj0eB6PB9FodMAKNWcaLGqMkOzsbCxfvhzl5eXYunUramtrYbVacdFFF+Hiiy9GYWEhnV/NwOuD4yNHjqiVRKSUqiJweXl5woyLlBL79u1DXl4e8vLylNOjO4hFRUWorq5GOBxGT08Penp64Pf7EQqF4HQ64XK5VG0N4MSsoNvtBnAitSIlJQVpaWlITU1FZ2cn2tra1EBan70ikYKcPl200Ge4dKfJXKPC7BhS1XX9PX0fvfAacCJ/mvK5a2pqcPDgQSUM6A6u7tABicXe9PMQ+v2lv80DCP1vfZaQ7q/NZkNfXx+6urrULCfVAtFreughwHpxT3O0iMViQXNzM+x2O3Jzc9W5dWeecvTfe+89bN26FT09PWhubobD4YDdbkdmZibKysoQDodRV1eHo0ePTkkVl0UNZqKZCFGD8Pv92L17Nw4cOKD6ZBItdTshhMCRI0dQXFys+ozB7ASJtYPZCV1QGMpOUC0Ll8ul6mtQHwkYobI0WKYUPLOdIJF5KDtB/Qz18bqdIPFE74f1Whd6RATVZzKnrphrMgEnhHK65xkZGZgzZw7q6+vh9XoH2AlddKDXBrMTZpFbR09P0f/Wozvo8/S33+9HR0eHWuXFvK9+P3VxRU/f1O1GS0sL7HY7cnJyBtTuoP87nU5UV1crm08CWrLAogYzGUwlUUPn3HPPxbZt29RvfOHChUhLS8Pbb7+dsJ/VasUHPvABHDhwYMjlXJmpSUZGBvLz8xNWebFarcpenwpCCMyaNQuhUAj19fVj3NKpBYsap0hubi4uvPBCZGVlYe3atWhsbFRVi2+44QaUlZUlzEzpg3xzeoUe9UCOjHmQb7FY0N7ejubmZtTU1Kh9srOzUVlZCY/HowoMUZ42zVj19fWp2hR6FInb7VZObSAQwPHjx1VxNbPAQo4qADUbRzNC5ADS8n164TV99muwUFu6xlAopAbnlBttTtUxz1ZKKVFSUoLW1laEQiEVtq0LKJRuQq/RvdbDmM3hz/p3pAsRugOpO53AiegamlHr6upCUVFRwneoO/VmR1IXMvR0GdqfIkv0+xiNRtHR0YG33noLBw8eRCQSwZEjR2C321FTU4OioiLMnz8fzz33HILBIA4dOjSlIjPMsKjBTDQTKWoQVOdi9+7daG1tVf0P9dlAYpFgvb8w2wnzoNxisaCtrS3BTsRiMXg8HlRWViI7O1sV0QwGg0pACIVC6OvrU+lretpCSkoKnE4nnE4ngsEgjh8/jr6+PnU9uuBLorYetUFpddQX60WPASSkIJrR7ZBuJ6joqi7uEHq9JN1OtLW1ob+/P8FO6FEX1M/q34FZzB7MTujn1CNlBquLoR/P5/Ohq6tLTYTQd6vX2DDfY/0cgxUN1SM3dDuRmpqKmTNnYubMmWqJ8GSERQ1mMpiqoobeLwz32mBUVVVh9uzZeP7558erecwYkJubi8LCQuzcuXOym5JUsKgxSnJycnDeeechNTUV+/btQ11dHVwuF3JycnDBBRfgoosuUmkD5EDSqiWpqakJIarkxFCEAXCiGOdQEQItLS3Iy8tDRkYGMjIy4PF44Ha7lWNJM4J60U6aGZTSWAawra0NPp+P7ptqj+5omgfj5KiS8EBF3HRHS/+cPgNF0H7mQmnmGiL6tZPwQUXdaDUBcnLNhdfoc3Re8/nNrxHknOvH0r8f+pw+K6iHXuuDEl2QMYdd0+f1yAuzM2uOzOjq6kJdXR0aGhrw9ttvo6urS31uyZIlKC4uRm5uLt566y309PSgqalpmCd46sCiBjPRTIaoQcRiMXR1daG+vh4HDhxQkX0U3UB1LGgZVX1QTaIBDexJtKa+kvrVkdgJi8WixM5TsRPUHj3KRB9cSylVSoNeCJrsBICEPpXshHnJbTrfYHbCnBJIx6ToOLoOu92uxBS9X9fvkT7JoJ9XF5fMUN9O90nvq82CPtkNvT6KLnJQ2/XXh7MT+v91O0HY7Xbk5+cjIyMDNTU1SS1mECxqMJPBVBU1ACM13m63o729fUT7Dyd6VFVV4eDBg2PZPIaZFFjUOE2ys7OxcOFCLFq0COvXr1chYQUFBbjlllswbdo0VRmdCqlRJINeQ0EPrY1EIggGg/B6vSgsLFRChT4LQ8v06TnRVqsVdrtdOXK6OKAXSOvv7x+QR2yODqD26U6annurO4VEOBxWQg6hRzXonyNnT2+j0+lMiBKhgnbkjOqOMM1M0b50DPM5zWKQHiWiO4t60VddzKBj6s4r/a3fPz0qw/xZs4jS2tqKvLy8hH3omdCjNeieHjx4EHv37sWbb76p8uWsVmPlm8WLF2P27Nno7OzE5s2b0dDQMGAGc6rDogYz0UymqKHj8/mwe/duHDx4EMFgUAm1ZCdoED6YnYhGjeVavV4vioqKEuwE9YHBYFDZCT2lwm63q2LWejSCPvCmlT2ARDtBfRZFdlDfeDI7ofdpVNSMMPsUegqG3p+Z7QS1mQrq6eIP1fAwF/g0i+b6sc1iOIkL5ugIvY30fdA5zXZC/78ufOif1dtAr7W0tCA/Pz8h8oMELPO1AkBeXh5ycnIwZ84cpKenn+qjOKVhUYOZDKayqEFLcOvRc0ORkZGBwsJC7N+/f9D3c3JyhqzFwExtZs6cibq6ugEi/9kKixpjgMPhQGpqKqqqqrBs2TK899572L17NywWY0k7qruRkZGRMAOjF2vTnSuXywXgRI4wzTzpRSTJ0dELdNJn9AG3mcbGRpSWlibMsOkpGoQ+80fnp9lBffBOs2/67JHuhFJqijkXWg+5JkdeCJGwfKB5Foz21wt60kwgXYueDqI7qXQe/fr0+2V2MOmz+rXSMfV7b/4t6A6tPrig/QEgEAggLS1NfZe6OEOOcU9PDzZv3oydO3di165d6O/vh8VigdvtRm5uLpYuXQqHw4Hm5ma8++676O3tPfmDOkVhUYOZaKaKqEH4fD7U1dWhoKAAra2t2Lp1q+rT9L6QEEKo1SrMdoL6Rl1cpT5ejwajyBCznRBCoLGxUdVd0Ps9/Rh6e6gPB06sgKVHRJCdILHdbKdoeT+9vdRGPS1EFyr0c9BxzKIDRaDQ+fV+VhfB9ftinhDQ7zG1Q39dn4wwF5DW7Y/5vGY7QVBbgsEgUlNTB9h8sikk5lRVVaGgoADl5eVJUfRzNLCowUwGU1nUmAosWLAAtbW1k92Ms5q0tDQVScmwqDHW50ZKSgpmzJiB888/H/v27cP27dvh9XqRlZWFc889F+eeey6qqqrgcDgAnChYBpxwlvr7+xPCgfXIBZpd00Nto9Eo3G53gsMGYIAjqosYdG5zyK3uvOmFP80DewoV1tun5/TqDpw5ikE/n54jTegV6MlZpPtjrnpvnj3Uo0zoHPpxdVFCFz3MBdv02TT9miiUWUd3+vUQcHNRUn0WkBxgXTjp7u5Ga2srNm/ejNraWrS1tanjFhcX44ILLkBWVhZ27dqF3bt3o7e3d0oW/jxVWNRgJpqpJmroBINBvPrqq2hvb0/o6/TBsJRGPQxzBFosFlMRc9S/DGYn9OPQ//XoCL2f1MVivT/VRWldgKF99Dob1LcCA2tWmKMh9L6T2qYL2XqfqX+OVuoiYUevg2GO9tDPRW0izGKPWcgezE7Q6/Q9me2ELlzox9KPQ2KKng5D71M76O+0tDTMmDED5eXlyMrKGnQC40yCRQ1mMjhTRQ0hBNLS0gadDEtPTx/xJJnL5UIwGBzr5jHMqBl3UUMIYQHwFoDlAMqklEfjr98G4JsAigDsAPAZKeVm7XNLAPwcwDwAxwF8U0r5hxGcb0p0QjabDXPnzsUFF1yAY8eOYdOmTWhqaoLNZsO8efNwxRVXYMaMGQnOVVtbG5xOp1q6DUhc1rSjowM5OTkDBvBdXV3Iy8sbMONDUQDRaFStjEKvU8haRkbGgNkoveimHklAThg5W+TI6aKEOVLBHH48mEBC7TYXXbNararDpHbo74VCIfVZcmKp3fQvHU9Hn/WiGUZzZIc58oPQxQ5zYTZdHDELJ7pzSvdRSqO46NatW7Fr1y40Njaira0NkUgELpcL8+bNQ01NDbq6uhCJRHDo0CEcOHAg6dJLTgaLGsxEM5VFDeDEctC7du1S4gYNznU7oUfHUZpeW1sbcnNzAUANlqPRqLITej9Og2h6jQQRep3sBC07Tcccyk7o/Tm1i/o9iuAwR5xQ/6iLvgASIvx0kVwXRajP7+/vT4jqo3tIdoKuj9L8dEFBtxNmoUePpqPaSea0D92emSNA9GMMJo7odkJvE53f4XDA7/fDarWirKwMRUVFyM3NhcfjSYg8PNNhUYOZDKbKeGI0VFZWwuv1DppWYrUay36bV0SxWCyorKwcdqUUWmRAXxqUVuAaaX0PhhkvJkLU+CKAKwFchrioIYS4CMBLAFYDeAPA5wB8EcAMKWWPECITQB2AHwB4EMBKAM8CWCWlfOck55tSnZAQAqWlpfjgBz+I7u5ubNiwAY2NjYhGo6iursa5556LVatWqVkomoHTC3ECJ5we3aGKxWLwer1IT08fECUAnEhN6e/vRzgcRmZmJmKxGAKBALq7u+FwOODxeAZEbOj5urrjeOTIERQUFAxwuijPdyhnVR/0m2eUzNEh5tkxKqJnng3Ta2KY88XD4XDC8fR7aHaQ9XbQOcwpI7ojrosX+kyj/rc5woPOHQ6H0dDQgO7ubrzzzjuIRCLo7u7GsWPH1OCjvLwc5557LtxuNzIzM7Fu3Trs3LnzjIjIGAoWNZiJZqqLGkQsFsOxY8fQ2NiIo0ePIiUlBcXFxdi3b58qKAoMLB5pjtgjO6H3X/pnSfgOhUIJdsLr9cJut8Pj8Qw4vr5sqN4XHjlyBIWFhQliNtV6MtsJvU6SLliYoX55sBQQIcSgdoLsgVnsps/rq5PpbaXXBhM5zBEtg9kJs8hN90efIKDvVr9W3T7l5+ejrKxMDUycTicKCgpO40lKbljUYCaDqTaeGG9KSkpw7NixYfdxu91IT09HS0sLAGOVjtzcXASDwYTlR0/GokWLsHv3brWoAcOMBeMqagghZgJ4EcCNALbihKjxGACLlPLW+H4CQAOA+6WUjwkh7gTwbQDTZPxkQojHAUSklHee5JxTshPSB6xWqxXbt29HfX09YrEYSktLkZubi0suuQRVVVUqooKczpaWFrjdbpVfS85ZLBaDz+dTM3bmIpW0UVgrHa+npwculyuhwCh9p2YBQH9Nd2B1Z5GuT4/Q0PfXw2lp9k13uPVZQ3JQ6TrJ8aN0Hd2R1NujO70UfkyOrr46gDmaha5Dz+nWi/JRu82pK3q4sn5/KHUmGAyivr4egUAAsVgM7777Lrq7u3H06NEE0Sk9PR3Tp0/HRRddBJ/Ph0gkgvXr1+PYsWNTehnWsYRFDWaiSRZRQ8fr9SIlJQV2ux2vvvqqEkNpEN7c3IzU1FRlJ/RIs97e3mHtBHBCGKH+qbe3VxWjAwb2eWaRWE9x1CMTBrMT+mDenMai186g4+jCN0HCv97v62mdup3Q7Ytuc8hOULTfYHZCvzbaX08BNdsk/W89+lC/f7pAU1ZWhlAohFgshjlz5iA1NTWhQCjDogYzOUzV8cTpUFlZid7eXrS1tQ14r7i4eESr5ulib25uLnp6elicYKYE4yZqCCPt5E0APwKwBcAhnBA1tgF4VEr5oLb/XwEclFJ+QQjxIIAKKeX12vufB3CrlPLcQc71aQCfjv+5+FQvaKLJzc1FZWUlzjvvPGzYsAE7d+5EKBSCw+FAfn4+Lr30Ulx44YUJM1vmAmd6mC85V0DibA9FB/h8Pvj9fpSXl6vBuTnCQY8uIPGBzk/Q4J6Kf+qzVHob9dxg3RnVoxZ0x1p3YvVcZLo2vcjdYG01R4NQW/UoCgAJ0S96oTm9rYOlm+jRG5S3TSvZAMDRo0fh9Xqxe/du2O127NmzB5FIRNXEIGw2G4qKilBSUoK0tDSce+65aGxsBAC88847aG1thd/vH/sHbozIzMxEf3//mOdQsqjBTAS6nSgvL1/c0NAwyS0aPYFAAFu3bkV9fT3C4fCgdgI4MaDXi2aao+PITvT29io7oddJ0sURs9AdiUQGrGRC/bnD4VD9JTCw3hFFeujRGrqYQG2kPpz6XRIjqD8n26CvkqULHeYIjKEiBvV20HXoEZS6LRjMTtD91etQ6UWoPR4P0tPTMXPmTLXMqhACHo9nrB6LMxYWNZiJItnGExOJy+VCQUEB8vLyMN6TAnq/bV7p0IyeRsic3YynqPF5ABdKKT8khKhAoqhxEMB/SSkf0fZ/DEBYSvlJIcRvAdiklLdr798J4D4pZfVJzps0ympWVhaqq6uxePFi1NXV4Z133kEgEIDdbsdll12GkpISLF++PCHSgpw1cvx04cEc+kqv9/f3qzxpcrD02SZg4NKueieiH1cPn9UjPCKRCAKBACKRCDIyMtDW1oasrCy4XK4E59JisSAUCqG9vR2FhYXqXlC0xFCOpx7NQc6lPvtG90EPPzbPFtJ10vl0h9nsSFPUhd/vRzAYRGNjI1pbW3H48GEUFxdDSolNmzapQX44HB6QIuJwOGCz2eDxeDBv3jzMnj0bgUAAHR0d2LVrF9ra2tDd3T3lO2OHw4H58+djxowZWLNmzZi3l0UNZqJJxkgNM1JKdHd3Y+/evQgEAmhvb4ff71d9l+4EmlM/dDGBjtXf3w+Xy5UgXOh2gvpOcz0OPZ0CwAA7oQvu1KdGo1Gkp6ejvb1d2QldALBYLOjv70dHRwcKCwsT2q3bCXM0g1lAN6d/kACjR4/oqSqDrQKm18YYyk64XC7Mnj0bWVlZ6OzsRG5uLpqbm2GxWDBnzhzY7XYVZcOcOixqMJNBMo0nJgKLxYKUlJQRLSN7uuTl5cHlcqGxsREzZ87EsWPHBj2vy+VCRUUF9u7dO+5tYqY+4yJqCCGqAbwOYImUsnkQUWMbxjBSw3TupOuEnE4n5s6di2XLlqG1tRUHDx5UqSnLly9HUVERzjvvPKSlpSVEQlBOsDnPWA/jpf2AE8XkzKG5ejTDYGG7QKIYoJ8DSFzWzjzrZhZYBgsJ1me99FkwEljM6SP6ddI+5vBiOpc+a0mzeBQVEgqFEAwGVejvkSNH4PF40NfXh23btgEAduzYoVJIAoHAsN9jWloanE6nqomRl5eH3Nxc7NmzB36/H1u3bk2qMD2Xy4W5c+fi/e9/P1wuF37zm9+MKDTxVGFRg5lozgRRgyCxYseOHWr5ZwDD2gk9Sm8oO6H3o3pkHZBYLHOwvtxsk8x9sR5lZxaw9b5ejzTRBQx9JS09glC3Qfr16ccYrCbGYHZCb5vT6VRiblZWFtrb22Gz2TBz5kxYLBbMmDEDmZmZY/3VMnFY1GAmg2QcTzDM2cxoxhO2EexzEYA8ADvjjgJ5I7VCiK8D2A5AiRPC2GkRgGfiL22HUURU55z462cc/f392LJlC3bu3Ik5c+YgPT0dt956Kzo7O1FbW4vNmzfj5ZdfRnV1NWbMmIFZs2YhPz8fdrs9YWZJnzmiv6lCvZRyQN0Is9Oqp5MQ+qyc2bGkGbPBIjfImTU7nyQo6E61vg9VyNfPpc8S0ucp5URvt3m1E5rJDAQCkNIowHrs2DGEQiF4PB6sW7cO3d3dKhrD7/cPcPCHIiUlBVlZWaisrERFRQWCwSDKy8sBANu2bcPRo0fx8ssvqxUFRhLdNBWw2+3IycnB+eefjwULFqCqqgpdXV34wQ9+MC6CBsMwpwcNvBcsWIDS0lK0t7ejtbUVzc3N6OvrU+mCerSGniZBNoP6W0ob0e0ECcj6QN8sKuj9si4akEBijpbTRRC9H9fPowvo5hW3dDtBK3ANFk2i/63bKz0KMTU1FQ6HQ6XiFBYWqhXHFi9ejIqKioT7Tcelpc0ZhmEYhkk+RhKp4QaQrb1UCuAdAOcB2AtDwPgHgOsArANwD4Av48TqJ1kADgD4PoCfAFgB4K9IwtVPRovT6cSiRYtw/vnnIxKJ4PDhw9i7dy98Pp8aUC9btgylpaUoKipSTqfuWJLTZ3bwKKxYT12hHGjdKdQjIYATDhwJC8AJh1p3ECORSELKjB6F4XQ6VaSCXnxNXw7QHL1Bn6Ul9SKRCLq6uhAKhVT0RE9PD5qbm3Ho0CH1mWg0iuPHj6Orq0u9pgs55sJzZtxuN/Lz8+FwOLBgwQKEQiEUFBSgtbUVLpcL2dnZeO+99xAOh9HW1oaenh4V/p1MWCwWlJWVYdGiRZg/fz5mzZqlBg39/f3485//jBdeeGHchBmO1GAmmjMpUmMo+vv70dzcjLq6OrS3t8Pn8yXUp9BT8HRhQ0/x0/tyEqWpGCdwIrJuODsxWLQfvU8pICQik/jhcrmUnSCboNuJ4WpbkJ0gO6mL1C6XC3PmzBmQspmXl4f09PRB76MeRcJMDhypwUwGZ8p4gmHOFsYl/WTAB0zpJ/HXbgPwLQBFAHYAuFtKuVn7zHkAfgZgPoDjAL4hpfzDCM51xnVCbrcbxcXFqK6uxuzZs3HgwAEcPnwYhw8fhsViQUFBAVwuFy688EK4XC4UFhbC4/HA7XYnLGOniwt6VIY57JacTj3yQXfsyNmtq6tDX1+fyrl2u90oKytDSkqKck7JwSWHmKD8ZZqJI2KxmAqfPnz4MA4ePIjjx4/D5/MhLS0Nzc3N8Pv96O7uRjgcVg7sSNCvweFwqFztjIwMFBcXw263Y/r06QgGgzh27JgqinTo0CEcPHhQtS/ZVyYRQsDtdmP69OlYsWIF8vPzUV1drVbdodlVIQR2796Nb37zm6d0n08VFjWYieZsEDV0/H4/Ojs7EYvFsGvXLhXt0N7eruoBDbbaiJ7qByRG2xHm1auAE4Uzo9EocnJyVNFNSvtrbm5WKR16iiEJ7nQuveinuQYGiR65ubkoLCzEtGnTAJwQTZxOJ/Ly8ibmBjPjCosazGRwJo4nGOZMZkJEjYnkTO6EhBAoKCiAw+HA3LlzYbfb4XQ6UV9fj0gkgr179yIajaraDikpKbjooovgdrshhEB1dTUyMzOVuBEIBLBv3z4Eg0EUFBSgvb0d/f39OHToEOx2O7q6utDe3p5wfn2Gq7W1dcCsmMViQWFhIRYsWACr1Yrc3FykpqaioKAgYbAs44Xp7HY7+vv7sX//frS3t+Odd95BMBiElBLt7e0jrj+hhwFbLBbMnDkTLpdLtTUrKwvz58+HEMYKJocPH0ZWVpaaLXzvvfcS0lRaW1vH5DubbKxWK6xWK2bOnImsrCxMmzYNM2bMQE5OToLDb7PZ4HQ6Ve0Qn8+HzZs3Y82aNQnPwHjAogYz0ZxtosZQeL1ehEIh7N27V4ndLS0tqo4QCQu0chZwQmyYPXu2KnypR6fpwoaUEh6PJ6F/jkQi6O7uhtfrVcK8xWJBS0sLgsFgQnoLRehR6mRZWRmsVitqamqUsJKVlcUFOM9wWNRgJoMzeTzBMGciLGokOR6PB+Xl5aisrEQoFMKcOXPQ29uLHTt2wGKxoLa2VgkPLpcLNpsNeXl58Hq98Pv9cLvdKiqBlup0Op2nFIkw3HJKLpcLdrsdLpcLQghVdyInJwf79u2D0+lEe3v7kKuAUF637hSnp6dj9uzZCXU4Fi1ahOPHj6OwsBB79uyBw+FQTvHu3bvR0dEB4ER4s56ScqZB1aDLysqwZMkSFBcXIzc3F3a7Xa1KoOfUCyHg8/nQ39+PrVu3Ys+ePdixYwe6u7snJJWGRQ1momFRY2hoFSs9DWWo1IyxPq++BCxwIk2QhPC0tLQBK54wZz4sajCTwdk2nmCYZIdFjVHidruxYsUKeL1e7N69G729vZNeDNJisSA1NRVCCGRnZ2PBggWYOXOmyones2cPQqEQamtr1dJIfr//tFILrFYrcnJyTimyQQiB1NRURKNRlZ9ttVpRVFSEoqIiJbBEIhFkZWUhKysLRUVFCAQC2Lp1qyrsRukrDQ0NaG5uVpEfyVjX4nRwu92qBkthYSGWLl2K7OxsZGZmqpBtKhpL4d7hcBg+nw+HDh3C9u3bsWnTJoRCIbXc4kTCogYz0bCowTDJA4sazGTAogbDJBfjtfrJGU8gEMDs2bOxfPlydHd3Y8eOHdi6dSsOHTqEWCyGYDAIr9c7oW2KxWLo7e0FYBTOPHz4cELxTyEEampqUFFRgaKiIlRWVqKxsVGlYIRCIWzZskUtc+rz+eB2u4e9jmg0Oqig4fF4VEX60tJS9PX14ZxzzgEA9Pb2qhVDsrKy0NHRgT179sBisahVSOrr6wdEU+h51EORzLUuRoLD4UB2djacTicuuOACpKamoqqqCoWFhXC5XEhJSUlYmYDqjkQiEfT09ODYsWPYsGED2tvbsXfvXkQikZOu9MIwDMMwDMMwDHMmwaIGjAH2I488gtzcXCxcuBCFhYW47LLLVE0CGjS+/fbbKrT/+PHjE95OswiwZcsWAEgY+JaVlSEzM1Olppx//vmIRqPo7OyEx+NBQ0MDCgsL1RKuNNvf2dmpIkN6enpQWFgIAAgGg/B4PHC5XIhGo+jr68OmTZuwe/duAMC+ffsSokP05f6YEwghUFRUBIfDgYULF6KiogIej0el3lAUBuWk0//D4bAqdtrd3Y1169ahq6sLLS0taGlp4XvNMAzDMAzDMMxZDaefaGRmZuIzn/kMFixYkBAVQYNMii7o7e1FXV0dWlpa8N5776GjowPNzc2TnrIyEoQQmDZtmqproS/nqu8DGNEitLwqc2oIIVBcXIwZM2Zg2bJlSEtLU6uS6JEX+vK9tIQvFVvt7OzEa6+9pkQNityZynD6CTPRcPoJwyQPnH7CTAacfsIwyQXX1BgD3G43cnNzIYTAvHnzUFlZiZycHMyYMQNOpxN2u10NSilyoru7G21tbQiHw9i8eTOamprQ2dmJw4cPqwJttDFnDhRdkZubi6ysLKSnp2P69OmYN28enE4nSkpKkJmZqZZO1JdWpC0cDqOvrw9NTU04evQo3nvvPTQ3N6OpqWlcl14dL1jUYCYaFjUYJnlgUYOZDFjUYJjkgmtqjAF+vx9HjhwBADQ0NAAwVuTIzs5GaWkp5s+fj4yMDMydOxfp6elKBMnLy4OUEgsXLlQD1e7ubvT396OhoUHVmjh+/Lgq4nim14xIdkh4oKVrq6qqkJeXB6fTCavViiVLliAlJQXp6elITU2F2+1WQgdgRPZEIhFV7Z/SmUKhEPbs2YNjx47h2LFj2LNnD/r6+uD3+yfxahmGYRiGYRiGYZIPFjVGQDgcVjUMNm/eDIvFgrS0NFitVixatAj5+flwOp1YtmwZMjIykJqaCo/HA4/Hg2g0ipkzZ6oijoFAQBXQ3LhxI/r7+3Ho0CF0dHSoIp5Uu4KZGOx2uyrKCQAZGRlYtGgRioqKkJOTg6qqKjgcDjidTqSkpAAwngmqZyGEUMIF/U2FXn0+H+rr69He3o7Ozk68++67StTiop4MwzAMwzAMwzCnB6efjCEulwtVVVUoLi5GQUEB5syZA5fLBY/Hg4yMDFgsFgghYLVaVToCbaFQCOFwGNFoFD6fD9u2bVOvtbS0YM+ePaqwZ29vL4QQSZmeMBlkZmbC4XCoyIsZM2agqqoKgCFo5OXlYfbs2Wp/i8UCl8uVUEtFSgmLxZJQCJXEi1AohI6ODkSjURw6dAh79+5Ff38/Dh48iI6ODvW9TuXf2ljB6SfMRMPpJwyTPHD6CTMZJNt4gmHOdjj9ZJIJBoPYtWsXdu3apcQLACgqKkJ+fj5sNhvsdjvOO+88VFZWIi8vDzabDRaLBSkpKUhNTUU0GkV2djbKysrUYDoSiSAUCkFKiWAwiEOHDiEajaKnpweRSAT19fUIBAJobm5GJBJBa2trwkop2dnZcLvdkFLC7/cPWF412UhLS0NqairsdjsAqGKbVPx0+fLlyM3Nhc1mQywWw6xZs5CdnQ0AsNlscDgcsFqtKv0nGo0CMAqj6kvmWiwWxGIxJUbQqjd+vx9Hjx5Fa2srjh49Cq/Xi4MHDyrBg1ckYRiGYRiGYRiGmRhY1BgnSIwAgMbGRjQ2Nqr33n77bXg8HuTn58NisSArKwvLli2DzWZDSkoKbDYbpk+froqS0kAcMAb02dnZkFKqlIdoNKqiBsLhMBoaGtDX16eiA0pLS9Ug3+fzoampSR0XgKr10N/fj2AwiHXr1qkBPkWD0EBdjzKhSAYASgCg/WjlFIpQoX2o3YTNZlOvORwOuN1unHfeeXA4HHC5XAnHt9vtiEQiyMnJgcfjUaIGHYPep4gYXVygexSJRNTr0WhUfdYsSBw6dAherxd+vx9vv/02gsEgIpEIjhw5gkAgcFZEXTAMwzAMwzAMw0x1OP1kCmK1WlFcXKwKlC5evFhFeZSUlKioD305UH35WVoaVK/zIKWE1WpFLBaD3W5XogQdF0CCIAAY0QqBQEC9Rvv6/X7EYjFYrVa4XC64XC51ns7OTiUwtLe3Iy8vD0Di8qVCCESj0YS2Wq1WtdwpCQh2u11FnFDEhFnMMYsr9DddA30mGo0q0SIcDsPv96Ourk5FwdTX12P//v3qmM3NzVzIdRRw+gkz0XD6CcMkD5x+wkwGZ+t4gmGSFU4/OUOIRqMqsqO+vh66w04rrtDAvbCwEB6PB2VlZbDb7UhLS8OsWbNgsVjQ1dWF3Nxc2O12FQlhs9mUUEBLioZCIRWhQAJBLBZTUQwUcRIOhxEMBpWoEIlE0NfXp4qaUrSGzWZDJBJBdnZ2Qt0PEgxIcNDrTITDYSUi0GsUVaFHdugiDYkjwWBQHS8cDiMSiaC2thbBYFCJIU1NTdi5c2dCKklnZ+fYfGEMwzAMwzAMwzDMpMCiRpLR29uL3t5e9XdTU1PC+1arFenp6ZBSIhwOw+l0KlFgwYIFyMrKUpEUFDkxZ84cRKNRHD58GIsWLVJFMimqwmq1wm63q+iQSCSijkvnoUgOPSqCUkCsVmtCsc1QKKTqXVDUB73X39+vPqsfKxgMora2VtUWofcCgQC2bNmSUBdDSomenh5OEWEYhmEYhmEYhjnDYVHjDCMajaK7u1v97ff71f9ff/31QT/jdDrVCixr1qxJiIwAjDSUoqIiOBwO5OXloaWlBUVFRbBYLIhEImhpaVGrvABISAcZLAKE6Ovrw+7duxPEB7MQoUdmUEQGwzAMwzAMwzAMwwAsajBAQu2IQCAw6D51dXUJf+/du3dc28QwDMMwDMMwDMMwJ8Ny8l0YhmEYhmEYhmEYhmGmHixqMAzDMAzDMAzDMAyTlLCowTAMwzAMwzAMwzBMUsKiBsMwDMMwDMMwDMMwSQmLGgzDMAzDMAzDMAzDJCUsajAMwzAMwzAMwzAMk5SwqMEwDMMwDMMwDMMwTFLCogbDMAzDMAzDMAzDMEkJixoMwzAMwzAMwzAMwyQlLGowDMMwDMMwDMMwDJOUsKjBMAzDMAzDMAzDMExSwqIGwzAMwzAMwzAMwzBJCYsaDMMwDMMwDMMwDMMkJSxqMAzDMAzDMAzDMAyTlLCowTAMwzAMwzAMwzBMUsKiBsMwDMMwDMMwDMMwSQmLGgzDMAzDMAzDMAzDJCUsajAMwzAMwzAMwzAMk5SwqMEwDMMwDMMwDMMwTFLCogbDMAzDMAzDMAzDMEnJSUUNIcSjQoiwEMKnbZ8x7XObEOKgEMIvhHhXCLHY9P4SIcTG+PsHhRAfG+sLYRiGYRiGYRiGYRjm7GKkkRqPSSnTtO3n9IYQ4iIAvwBwNwAPgKcBvCCEyIi/nwngxfjrHgB3AfilEGL5GF4HwzAMwzAMwzAMwzBnGbYxOManADwjpXwZAIQQ/wPgswBWA3gMwA0AAgC+L6WUAF4RQjwL4NMA3hmD8zNnGVarFVJKWK1WCCEQi8XU/4UQsFgsiEQisNvtCIVCcDgcJz2mlBJ9fX0T0HqGYRiGYRiGYRhmrBipqHGjEOIGAO0A/grg21JKX/y9hQAepR2llFIIsTX+Or2/JS5oEFsA3Ho6DWdOnWnTpgEA+vr6UFhYCJ/PB6fTiY6ODgghABiD+5KSEhw/fhz0leXl5cHr9SI3Nxfp6ekIBoPo7u5GVVUVvF4vIpEIAKC0tBR2ux2xWAwAlMggpVT/p3NYLBbEYjFYLJaE/9O+BP2tv56ZmYlYLIb09HRYrVaEQiFkZGTAbrfD6XTCbrejo6MDBQUFaGpqQnFxMYATYgi1LRQKobOzE+vWrYPX60Vtba26FoZhGIZhGIZhGGbqMxJR4yEAXwXQBmAOgEcA/AbATfH30wF4TZ/pBpAxwvcTEEJ8GkYUBzPGpKSkYM6cOVi0aBHy8/ORlpYGAIjFYhBCwGq1IhqNwmazIRqNKqGBXrdarUqAAKBeBwyRwGazQUqpIifouADU582ChlnMINGBIjHo9Vgspj5L+1E76PPUjlgshpKSEkgpkZeXl/A5r9eLnp4ebNq0CXv27MGuXbsQiUSQqLkxDDOV0e1EeXn5JLeGYRiGmWrweIJhzi7EqQ7mhBAXAngdQJqUsl8IsQ3Ao1LKB7V9/grgoJTyC0KIBwFUSCmv197/PIBbpZTnnuRcPNIcBywWCwoLC1FUVIQlS5agpKQE0WgUFosFaWlp8Pv9iEajiEQiKq2DxIvBRAj6LIkMhFm4iMViCfvoYkUkEkFzczOKi4vh9/vR0tICj8eDAwcOwOfzqc+YxQ96jY5HYoe5PbRPe3s72traBrSVGRuklOLkezHM2LFkyRK5adOmyW4GwzAjYMmSJdi0aRPbCWZC4fEEwyQXoxlPjKamBo0G6WTbAShxQhhT84sAPKO9v9p0jHPirzOTQCwWQ1NTE5qamrB58+aE99LS0tDX18eRCwzDMAzDMAzDMMyUZyRLun5UCJEV//8MAD8E8JyUMhjf5TcAbhBCXCaEcAD4IgAXgGfj7z8LwC2E+LIQwiGEuAxG8dBfj+2lMGOBz+djQYNhGIZhGIZhGIZJCkaypOtdAOqFEH0AXgawAcCd9KaU8i0An4EhbngBfATAVVLKnvj73QCuAvDh+Pu/AXCXlJJXPmEYhmEYhmEYhmEYZtScck2NiUQI0Qtg32S3YxTkwlgpJhlJ1rZzuyeWwdo9TUqZNxmNYc5e2E5MOMnabiB5234mtZvtBDPhsJ2YcLjdE0+ytn3M7MRoampMJPuklEsmuxGnihBiUzK2G0jetnO7J5ZkbTdzRsJ2YgJJ1nYDydt2bjfDnDZsJyYQbvfEk6xtH8t2jyT9hGEYhmEYhmEYhmEYZsrBogbDMAzDMAzDMAzDMEnJVBc1knWFlGRtN5C8bed2TyzJ2m7mzCNZn0Vu98STrG3ndjPM6ZGszyK3e2JJ1nYDydv2MWv3lC4UyjAMwzAMwzAMwzAMMxRTPVKDYRiGYRiGYRiGYRhmUFjUYBiGYRiGYRiGYRgmKWFRg2EYhmEYhmEYhmGYpIRFDYZhGIZhGIZhGIZhkhIWNRiGYRiGYRiGYRiGSUpY1GAYhmEYhmEYhmEYJilhUYNhGIZhGIZhGIZhmKSERQ2GYRiGYRiGYRiGYZISFjUYhmEYhmEYhmEYhklKWNRgGIZhGIZhGIZhGCYpYVGDYRiGYRiGYRiGYZikhEUNhmEYhmEYhmEYhmGSEhY1GIZhGIZhGIZhGIZJSljUYBiGYRiGYRiGYRgmKWFRg2EYhmEYhmEYhmGYpIRFDYZhGIZhGIZhGIZhkhIWNRiGYRiGYRiGYRiGSUpY1GAYhmEYhmEYhmEYJilhUYNhGIZhGIZhGIZhmKSERQ2GYRiGYRiGYRiGYZISFjUYhmEYhmEYhmEYhklKWNRgGIZhGIZhGIZhGCYpYVGDYRiGYRiGYRiGYZikhEUNhmEYhmEYhmEYhmGSEhY1GIZhGIZhGIZhGIZJSljUYBiGYRiGYRiGYRgmKWFR4wxBCLFCCNE92e0ARtYWIcQdQoi6CWrSWYEQ4s9CiE+cwv5/OZX9GYaZOgghpBDiojE4zn8IIf42Fm06XUbSFiHEo0KIh8fh3OVCCJ8QongE+74uhPj6WLfhVBBCuIQQB4QQs0a4vzO+/+zxbhvDMGcnQogXhRBf0f5WdkoI8T4hRER7b8rYntEihLhFCLF9stvBGJw1ooYQYrkQ4h9CCG/ccdkshLh9DI5rEUJ8QQixSwjhF0J0CCGeFkLUjEW7R4qUcp2UMmsizzkU5rYIIb4lhHj1dI8rhDgn3mG2CSF6hRD1Qojfnu5xJxohRKUQYo0Qojn+LDYKIZ4VQjji798hhIjF39O37w1zzPMBLAXwaPzvfCHE74UQDfHP1gkhviaEENrHvgngASFEyjheLsOcsYyjXRFCiLvjx/PF+7wNQohPj0W7daSUD0gprx3r444Gc1vGQjwQQlTEHeu+uN3oEkJsitulTO3cR6SUaVLKptM53xBtuFQI8Wb83F4hxD4hxP/T3n9UCBEepM+/ZpjDfg7AO1LKfdpxUoUQ/yuEOB7//B4hxDnx6+sH8AMA/zPW18cwzNRkPGyUqU/V+6v3SSmvlFJ+fyTHGW/bM0g7W+O+9vSxOoeU8o9SyoVjdTzm9DgrRA0hxAcAvAbgHQCVAPIBfA/Ag0KIb5/m4R8B8AUAnweQBWAegBYA7wohFpzmsZk4Qog0AK8AeB1AOYBMAKsAbJzENtlH+dEXABwHMAtAOoDlAF4CoAsO9XEHW9++OswxPwfgESllNP53GoDdAN4XP8f1AP4VwL30ASnlXgB1AG4a5XUwzFnLONuV3wH4OoD/AlAIoADAPTB+x8zomCWlTIfxPd0D4DIAm4QQOeN50rgD/XcAv4mfOwfADQD2mnZ9bJA+/+9DHNMK4LPxY9JrAsD/AagAsFRKmQbgagC6SPMnAJcKIarH4toYhpm6jLONAow+Ve+vXh+DY44Hs+L94VwY47RHJrc5zLghpTzjNwAHYAz4zK/fASACoCL+96MAHofhKHQDOAbgX4c57kUAJICLB3nvNQCvan9LGAPKbQB64+9Xa+/bAPwHgP3xc78NYLH2/rBtgzF4jYx0//g+nwBwEEBPfN8/AHh0iGv9IoCXtL8fBxAEkBL/+18A7DK3Jf56KH6fffGtMn7v62A4l0cBdAH4FQDrEOdfHL+H7mG+DzuAHwFoBdAM4Kvxc9yhfd91ps88CuBh7e9HADTGv6PdAG4232MAtwKoB9Abf70cwFMwhIrjAH4NIH2INubEr6NmmOsY0M6TPN+2+Hd4/kn2+x8AfzW99i0Az032b5Q33pJtwyTYFdN+EsBF2t83AtgOwBv/d7X2XgUM4bQ73tduhuHoUR+g26rDMGzRP+P99U4AF2jv2wH8WOtnv6L3s4O0828Avqb9fQTAG9rfvwDwM3NbAPwUQBRAf7wd+0Z5Pyvi96rU9Hp2/Br+32D7ATgHwFvx+9kJYD0AT/y91wF8Pf5/K4BfwhDY8wc5/40AWk7yXT4KzQ6N4NlbFr8nNu21ywH4AWSf5LOvA/jCZP9+eOONt/HdMH42atA+Nf6e6hvjfys7hYHjFNXfx/8+jLG1PQPaCeDfAPi0v90wItgOxfv5fyBxbJYO4Pfx9xoA3Ba/d+/T7mWd6Xg/gTGOaIchNJeb7s8PATwNY5xxEMB12vtD2h3eTr6d8ZEaQoiZAKphDNjNPAFjdnyV9tqHYDhh2QD+PwA/FUJMG+LwVwE4KqV8Y5D3/gDgfabQ/k/Hj58PYBeA5+IzLgDwHQDXAbgCxsD3dwBeEkJ4Rtm2YfcXQqyA4TR+Kv7+CwA+MsyxXgWwQgjhjP99KYwf7Yr43++P75OAlPIvAB4A8Lo8oebWx9+eBmMGsgrAeQA+DOCjQ5x/P4wImDVCiH8RQlQNss+/A7gGwAUApsPo0Ia7P4PxFoBFMNTc7wB4VCSmElkBXAmj4ykQQrgArIUhgFQCqAFQCqNTG4CUsgPGd/+wEOI2IUSNKSVkNMyA0fHuHmoHIYQFwCUAak1v7QBw7mmen2HOKibArhwbwq4M1Z7lAP4Iow/MgeEY/kkIsSy+ywMwxIQCALkA7oThvA7Fx2EIzpkwIuQe0977Gow+8HwY/Wwphu9nX0X8Xgij/oMVwMJ49B0wtO34LIB1AP4zbjf02hGnagsHIKXsjF/bZUPs8jMAL8fPUQAjIjOk7xC/hr8BKILh5LYOcpxNANKEEI8LIa4XQpSdSjuH4FwA+6WUEe21S2A4yF+Nh1kfFEI8MEhEIff5DHOGM842ajwZS9uTgBCiEMZE6z7t5YcBzI4fsxDAuwD+rvWbP4Hh288GMB9G9JsVQ/Pj+LHOj7etHcDftLEeANwOYwI2E8Y47DEhhDv+3kntDjM0Z7yoASAv/u8x8xtSyhCMBy5fe3mtlPI5KWVMSvkMDMdv0TDHHnDcOE0wHvxs7bUfSinrpJQBGApjFYBl8UHt/wfgy1LKeillVEr5Wxiz/lePsm0n2/92AGuklGullBEp5Z9g/JiHohaGqnihEGIujNmz3+FEp3gZBnFMT0IAwDeklP1SyjoY6uySwXaUUvbCmJ2qg1ELYr8Q4ogpx/w2AN/T7vGXYKi0I0ZK+VspZUf8O/gzjOt+n2m3f5dSeqWUfhgiipBSfkNKGZBSdgG4H8Atpk5M530w1Np7YUTutAgh7jeJG9OFEN2m7eYhjkfCV+8wl/YjGMLHD0yv9yDxGWUY5uRMll0ZijsBPC2lfDHenz8P4FkYDiJgOEWFACrjfVutlLJlmOP9Skq5SxrpbA8DqNbqT9wG4PtxWxWAEREXG+ZYrwK4IC7wvx9GxMi7AC4WQpTDcE5fO8XrPVVbOBRHYYhAgxGCEYVXJqUMSyk3SCn7tPdLYIjgdTCiYvyDHURK2QDDdlFNiwYhxF4hxPWmXW8dpM8vH6JtHhh9t04ujPRXa7zdV8CYKPiKaT/u8xnmzGc8bRSxS+urtoxBm4GxtT16O3thjKk8AG4GACFELoz0689IKVvi9+XbMETqZfHJwFtgjFNapZQ9MCYMBiW+/20wIlWOxe3FvQDmwKh5R/xFSvm2lDIGI7I7E8bkJHByu8MMw9kgarTF/y0xvyGMwoy52j6A8dDr9MEYDA517AHHjVMMI3S2U3vtMP0n7gC1wVAac2HUQPib7tDAUAdLR9m2k+1fAiOUSsf8t0JKKWFEJLw/vr2C+AxcPGqiDMZA/VRolSdqQJjbN1gbGqSUn5NS1sBwyn4G4FdCiEvju5Qi8R73wQhTGxHCKPr6HWEUcfPGv4OFOGEcAKMDbdT+ng6g3PS9/ROGmFI4xHW0Syn/Q0p5LoyIkK8A+AaMgQlxSEqZZdqeGKLpXfF/B713QogfwVC3L5NSek1vZyDxGWUY5uRMll0ZijIYKXE6B+OvA8CXYYTX/k0YRSQf0iIlBkNvLzlUg9qOuHOpX2sCUspdMPqYFTDZjvi2WUrZPUxbTtY+auNwtnAoSgF0DPHenTB8pLeEEIeEEP8phLBp76+G4fw+EHdOh0RKuVNK+UkpZTUMu/APGFGHM7XdHh+kzz8yxCG7YPTdOr0wfI77pJRBKeUBGDbyOtN+3OczzJnPeNooYq7WV41V9NeY2R6NudKop3QejLFDZfx1Khhaq/nvnTDSXMpg+P4OJI6Nhhwnxfd3QbPFUkofjHGIHqF3XHvffI0nszvMMJwNosYBGA/YYLPcH4Ux+HxllMf+B4DSeCqHmZth5A0HtNcq6D/xUKM8GDNF7TB+vO83OTSpUsrvjrJtJ+MYBoZtDTUrRLyKRFFjM4wf6s0ANsajKQZjJErqKRGPlPgejA5oUfzlY0i8x6lIVKJ9AFJNh9KX77sJwCdh5EB7pLGCy3YkFvCUcYGHaIARBmx2Rl1SypPOtkop/VLKR2FEhCwafu8hOQDj2hJW3ImLNL8B8AEY+flHB/nsPABbR3lehjlbGU+78gKAkiHsylA04oSDRlTGX4eUsk1KeU98UH0hjGgx8wz+SEmwHfEIjLyhdwdgCL2XA1gZ/z+JGoOmnmiMue0g4qmdq2CI9QOQUh6SUn5cSlkK4IMwbMNt2i4/hZFr/eYwERWDHbcVRjSfDUb/Oxq2AphpigbcNtQpTX9zn88wZz7jaaMmi9HYHoWUchOMAty/iY/BSKCYYfLf3dKIXm+DETmhj5WG6+vbYETkKVscnzzIR+Jk6HBtPJndYYbhjBc14gPQzwL4mBDi60KIbCFEihDiQwAehJGucGiUx34TRm7aH4UQ7xdCOIQQhUKIh2CEm37J9JHPCyGq4nUYvgujw3k33safAPiBEGIGYPwQhBCXCyGKMT78HsCHhBCXCCGsQoiPwMgBG45XYOTiroQRqhYD8AaM6xzOMW2GEc3gGG1jhRCzhRD3CSFmxNvrEkLcDSPS4e34bo8D+HL8HqcA+D4SBYmtAPKFENfEB/yr49dCZMAoANQGwCKE+DiMSI3h+DsAuzDW204XBiXxYw92HR4hxH8LIeYJIexCCJsQ4kYYjua6U7opcaSRV/08jAECnccGI8d+CYxc7+YhPr4KRiEjhmFGyDjblbdgFG57QghxXdwWCCHEYiHEoKthxPe/MW4zrEKIK2GssPEIAAijDtF0IYSAUYCMijePBupnp8dt2X/j5L7EqzCcsyPxQf02GI7eVTi57RjTlTrife75MNJzemGk5g223+2a/e2Gcb8S7pmU8ssw7sdbpqgL/TgrhBD3CCHK43YnHUbYdABGvY3R8F68Tcu1156BYbu+HfdFpgO4O/46tSUdRhj0c6M8L8MwScB42qhJZDS2x8zvYUwi3xO3RU8A+LkQogQAhBBZQojVQoi0+BjnCQDfEkLkxfvP/zfUgeP7/x7AfwohiuPCyQ9hrHQ1opUaR2J3mKE540UNAJBSvgij5sNKGOkJ7QDuA/AlKeV9p3n42wD8b3zrhlGssRTGShTm2ZCHccLxWAij4i2lX3wTwF8B/FUI0QNDZb0L4/QdxQWZz8Goi9EF4FoYg9v+YT5zBIYQs08aRdYAwyHNwPCO6RoYKmVzPMRrNGtE98KIRHgZhlN+DMYqJB+RUlItkP+Gka+9AUao9REkhqodhHHNv4YR4XEFjArExGMwcr3r4sevwUmEhnga0WXxfffG2/ZPDB11EYLhzD8Tb0MbDOX4/5NSrtH2qxSJ63/7hBB/GqYpPwFwhzZzdyEMNX4OgMPaMV6kDwijaN8MGJ02wzCnwDjblY/D6M++CSN0tRVGZMBfh2jLehh1kn4Aoz//PoCPSSk3xHc5B4YA7YNRqHgLBtbXGSn/DUPg3gjjuo/DqCE1pO2I758R/5cc7tdghPmuH+ZzPwawJG43do2yvcQ+YeRVtwP4OYy+fbGUsn2I/S8FsFkI4YOxJOITMITiBKSU/wlDGHlTCDGYCN4FIzJmPYx6FvUwJhCuMqWX3D5In/+ZwRoW9xt+CkMootd6YUTDXBg/5+swlnDVv+ebALwWT01hGOYMZpxt1GQwGtuTQLzv/E8YBZU9MBZL2Afg9bh92AGjFhFFuH0OxlhiP4zVWF6JvzfUOT8PQ6x+L/65IgAfNKXaD8eI7A4zOCIxkp4ZL4QQEsCK+CzclEQI8Q6Av0kpH5jstowVQog6AP8VT/E4oxFC/BnAK9IoMjuS/f8E4J9SyofHt2UMw5ypCCO8tgtGittwAgUzhsSjEWsBXCOl3DeC/Z0wnPIPSin3jHf7GIZhxpPJsD3xycC9AEqklE0TcU5m5HDxkbOYeNrDSzCiB+6Akapw+2S2iRk9UsqhlsMdav+bxqstDMOcmcRnt5bBiEhzw4imaIAxM8VMEPF6XTNOuuOJ/ftPZX+GYZipxGTYnnhkeRGMKO7c+DnfZEFjajJh6SfxPN//EUK0CSF6hRBPC2M5HWby+BCMQqUdMHJvV0sp909ukxiGYZgpjBXAf8FInzsEI93yWilleFJbxTAMw5zJTIbtSYGRsu6FkZrix+DFV5kpwISlnwgh7oMRBXAFjEH07wC4pZRXTkgDGIZhGIZhGIZhGIY5o5hIUaMBwHco318IUQWjION0KeXhCWkEwzAMwzAMwzAMwzBnDBNSU0MIkQljbd/N9JqU8mB8lY8FMKrY0r6fBvDp+J+LJ6J9DMOMDVJKcfK9GOb0YDvBMMkL2wlmImA7wTDJy2jsxIREagghymAsbVOpr4scj964T0r5hyE+x0uzMEwSwc4qM9GwnWCY5ILtBDPRsJ1gmORiNHZiogqF9sb/zTS9ngVj3XaGYRiGYRiGYRiGYZhTYkJEDSllN4xIjXPpNSFEJYAMGOusMwzDMAzDMAzDMAzDnBITtqQrjCVxviqEmC6EyADwPQAvcZFQhmEYhmEYhmEYhmFGw4QUCo3zXQAeAO8BcAJ4BcDHJvD8DMMwDMMwDMMwDMOcQUzYkq6jgQv7MExywQXgmImG7QTDJBdsJ5iJhu0EwyQXU7lQKMMwDMMwDMMwDMMwzJjCogbDMAzDMAzDMAzDMEkJixoMwzAMwzAMwzAMwyQlLGowDMMwDMMwDMMwDJOUsKjBMAzDMAzDMAzDMExSwqIGwzAMwzAMwzAMwzBJCYsaDMMwDMMwDMMwDMMkJSxqMAzDMAzDMAzDMAyTlLCowTAMwzAMwzAMwzBMUsKiBsMwDMMwDMMwDMMwSQmLGgzDMAzDMAzDMAzDJCUsajAMwzAMwzAMwzAMk5SwqMEwDMMwDMMwDMMwTFLCogbDMAzDMAzDMAzDMEkJixoMwzAMwzAMwzAMwyQlLGowDMMwDMMwDMMwDJOUsKjBMAzDMAzDMAzDMExSwqIGwzAMwzAMwzAMwzBJCYsaDMMwDMMwDMMwDMMkJSxqMAzDMAzDMAzDMAyTlLCowTAMwzAMwzAMwzBMUsKiBsMwDMMwDMMwDMMwSQmLGgzDMAzDMAzDMAzDJCUsajAMwzAMwzAMwzAMk5SwqMEwDMMwDMMwDMMwTFLCogbDMAzDMAzDMAzDMEkJixoMwzAMwzAMwzAMwyQlLGowDMMwDMMwDMMwDJOUsKjBMAzDMAzDMAzDMExSwqIGwzAMwzAMwzAMwzBJCYsaDMMwDMMwDMMwDMMkJSxqMAzDMAzDMAzDMAyTlLCowTAMwzAMwzAMwzBMUsKiBsMwDMMwDMMwDMMwSQmLGgzDMAzDMAzDMAzDJCUsajAMwzAMwzAMwzAMk5SMSNQQQnxUCLFOCNEjhIgM8v5tQoiDQgi/EOJdIcRi0/tLhBAb4+8fFEJ8bKwugGEYhmEYhmEYhmGYs5ORRmp0Afg5gHvNbwghLgLwCwB3A/AAeBrAC0KIjPj7mQBejL/uAXAXgF8KIZafbuMZhmEYhmEYhmEYhjl7EVLKke8sxPsAvCqltGmvPQbAIqW8Nf63ANAA4H4p5WNCiDsBfBvANBk/mRDicQARKeWdJznfyBvHMMykI6UUk90G5uyC7QTDJBdsJ5iJhu0EwyQXo7ETY1FTYyGAzVojJICt8dfp/S0yUT3Zor3PMAzDMAzDMAzDMAxzythOvstJSQfgNb3WDSBjhO8nIIT4NIBPj0G7GIZhmDMQthMMwzDMcLCdYJizi7GI1OgFkGl6LQtAzwjfT0BK+Wsp5RIp5ZIxaBvDMAxzhsF2gmEYhhkOthMMc3YxFqLGdgDn0h/xmhqL4q/T++eYPnOO9j7DMAzDMAzDMAzDMMwpM9IlXa1CCBcAR/xvV3wTAH4D4AYhxGVCCAeALwJwAXg2/vFnAbiFEF8WQjiEEJcBuAHAr8f6YhiGYRiGYRiGYRiGOXsYaaTGrQACAF4CYI3/PwBjRZO3AHwGhrjhBfARAFdJKXsAQErZDeAqAB+Ov/8bAHdJKd8Zu8tgGIZhGIZhGIZhGOZs45SWdJ1oeAkmhkkueKk+ZqJhO8EwyQXbCWaiYTvBMMnFZC3pyjAMAIuFf04MwzDM0LCdYBiGYYaD7cTo4LvGMGOAEAIPP/wwqqqqJrspDMMwzBSE7QTDMAwzHGwnRg+LGgwzBkgp8frrr+OWW26Z7KYwDMMwUxCyEz/4wQ+Qk5Mz2c1hGIZhphhsJ0YPixpJjMViwd13343MzEz12m233YZp06YN+7nCwkKkp6ePd/POOv7yl7/gZz/7Gb72ta/hggsuUK/X1NTggQcewOWXXz6JrWMY5mzEYrHgs5/9LGbPno2srCyUlJTgX//1XzFv3rxhP8d2YnxYs2YNmpqa8MQTT+DKK69EQUEBcnNzsXLlSjzwwANYvXo1hx4zDDOhsJ2YWrCdGB1cKDSJsdlseOKJJ3DPPfegubkZAPCBD3wA27dvR0tLy4D9586diy984Qu4+uqrUV9fj127dqn39u3bh7///e8J+zc2NqKvr2/c2u9yuVBRUQEA6OrqQiwWQ1tb27idbyKw2+340Ic+hNraWnV/Kysr8dZbb+H555/HV7/6VXR2dk5yK8cPLgDHTDRsJ4bH4/HgvffeQ1FREfbt24eqqiqkpqaivr4eH//4x7F//360traq/S+++GLcdtttbCfGkZSUFNxwww244oorcPHFF6O/vx9lZWVwOp3w+Xz4t3/7Nzz++OOYyv7Z6cB2gplo2E4MD9uJqQfbiVO3EyxqJDH/7//9P/z6179GQ0PDgPccDgf+93//Fy6XCw8//DB27dqFZcuW4cUXXxz0WFJKRKPRhNc2bNiA5uZm/O53v0NnZycaGhqUeHIyrFYrFi5ciKNHjyIjIwO5ubm47bbbUFhYiL/85S/4v//7P/zgBz/Av/7rv0JKiXfffReBQAAPPfTQgM4w2RFC4Etf+hK+853vYN++faivr1dK6/Hjx/HTn/50sps4ZrCzykw0bCeGJiMjA4888ghuuOGGQd+PRqOoq6vDhg0b8H//93+45ZZbsHLlSuTn5w+6/0TaiXXr1sHtduPSSy/FihUrIKXE4cOHEY1G8ZWvfOWMsBPp6el47rnn8L73vS/hdZ/Ph3/+85/4y1/+guXLl2P//v1sJxjmNGA7MTRsJ6Y2bCdGDosaScjXv/51vP/978fatWuxfv16vP3227jjjjsQi8Xwq1/9Cnl5efj4xz+OO+64A4cPH0ZNTQ0+97nPIRgMDilqjISDBw/i6NGjAIBYLIZHHnlEKaFXXXUVFixYoPa1Wq1YunQpNm/eDCmlSseIRqO49957MXPmTHz2s5+FEMYze/z4cbz00kv49re/jcOHD4+6jVMNIQSklLj22mvxl7/8BU6nE6+99ho++tGPorS0FIFAAPv27ZvsZo4Z7KwyEw3bicG5//77ceONN2LhwoUTet7R2InDhw/D4/EgLy/vpMfv7u7G8uXLsXfv3vG5gAnmP//zP/H1r399yPdjsRiuueaa07LdUw22E8xEw3ZicNhOJAdsJ0b+oSm7AZC8JW5LliyR69evl/v27ZNer1f29fXJz3/+8/LTn/60PHTokKyoqJDLli2TTzzxhLzzzjvllVdeKWfPni09Ho9cuHCh7OrqkpNJNBqVe/fuldFodMB7jY2NMisra9Lv8VhtF1xwgXz66aflvHnzZHZ2tly0aJFctmyZLCoqkhaLZdLbNx6bnAL9Bm9n1zbZz/xU3C6//HLZ1tYmz0SamprOKDtx0003yVgsNuw1f//735/0do7lJqdAv8Hb2bVN9jM/FTe2E8mzsZ0Y2cZVRqYg559/PpYuXYrMzExkZmbCarUiPT0dK1euxA9/+EMsX74c+fn5yMjIgNvtRmlpKd58800UFhbi6aefxve+9z1897vfxdq1a/HII4/ghRdewL/9279h9+7deOaZZyb12iwWC2bNmjWgwE1LSwtuvPFG9PT0TFLLxp4777wTl156KVwuF3p6erB8+XI8/PDDWLduHb74xS8O+9m0tDQuAsQwzJCsXLlyUDtxxRVX4PHHH0dubu5kN3HM6erqwv33339G2YlVq1apiMWhuPDCCwf9PtlOMAwzHGwnzgzYToyQ0SghE7VhCihFE7HZ7XZZVFQkMzIy5OWXXy7ffPNN2dPTI5ubm+Xx48flkiVL5Msvvyx7e3sHVecaGhrkd7/73QQVb+PGjfLgwYPqtVAoJB9++GH57LPPJnx269atwyp/40lnZ6f81a9+Je+77z45c+bMMy56ITMzUxYUFMjMzEz51a9+VXq9XnXtGzdulHfffbesrKyUQghZWFgo3W63BCAtFot86aWX5He/+12Zmpo66ddxKpucAv0Gb2fXNtnP/ERtdrtdFhcXy4svvlh+97vflW1tbcpONDc3y1/96ldy3759Q9qJZCYYDMqf/OQnZ6SdqKyslJs3bz7pPXjhhRdkZWWldLvd0uPxyPPPP1/W1tbK73//+zI/P3/Sr+NUNjkF+g3ezq5tsp/5idrYTrCdOJvtxKR3NMM2bgrc1PHeHA6HfOCBB6TX65UbNmyQwWAw4QFtaGiQCxculPfcc8+QD3FnZ6dcvHixfOqpp065o+rv7x/2/d7eXnngwAEZDodP6bgj4fOf/7y0Wq2T/h2M93bttdcOSLeJRCIyEonIp556Sv74xz+WbW1t8uWXX5YLFy6UFotFbt26Vfb398uHHnpI5uXlTfo1jHSTU6Df4O3s2ib7mZ+IjexET0+PDAQC8mwiGAzKe++994xzUvVt1apVI7oXvb298uWXX5a7du2Sfr9fvf6Pf/yD7QRvvA2zTfYzPxEb2wm2E1Ke3XZi0juaYRs3BW7qeG52u10+8MADMhKJDPlwxmIxeejQoZMqdP/4xz9kTk6O/OEPfzjsfqdKY2Oj/MhHPiJbW1vH9LhSGtEK8eJNZ/T2yCOPDHkPzGLHmjVr5Ec+8hHZ1dUlg8Gg3LZtm/y///u/pBF/5BToN3g7u7bJfubHexuJnTiT2bJlS9L0f6Pd8vLy5P79+0/rPrGd4I23obfJfubHe2M7wXZiJJzpdmLSO5phGzcFbup4benp6fK5554bsw4oEAjIjRs3nrSQzGgY7pihUEj+4he/GBBhcjL8fr+88847J/17GO9twYIFsru7+7Tud2Njo7zgggsm/VpGsskp0G/wdnZtk/3Mj+c2a9Ys+dJLL521jirbiZHT19cnb7/99km/lpFscgr0G7ydXdtkP/PjubGdYDsxUs50O3GWVA6ZXNLT07F69WpccsklAAC73Y5LL70UDQ0NiMViIzqG3+8ftMgnfd7lcuG88847aSGZoRiuHcMds7a2Fj/72c8GrEk9HH6/H48++igef/zxU2pjMnLo0CH893//9yl9xny/S0tL8fvf/x6XXHIJ7Hb7WDaPYZgpAtmJyy67DGVlZbjpppvw1FNP4QMf+ACsVutkN2/COdvsRGNj42kdw+124+c//zluv/12thMMc4bCdiIRthOnxhlvJ0ajhEzUhimgFI3Fdt9998lXX31VfvGLX5QA5OrVq4etUREKhQa8Fo1G5bp16xJqYESjUblly5aE/fx+v3zvvfeGPPZg/PWvf5Wf+tSnZGNj40lrbOgEAgF52223yW984xsjihDp6+uTmzZtkrfccssZnfdm3p5//vlT+j6Gu387duyQM2fOnPRrGmqTU6Df4O3s2ib7mR+LTQghv/3tb8tYLCYDgYBsbGyUZytnq5145513xuz+sZ3gjbfEbbKf+bHY2E6cgO3E6d+/M9FOTHpHM2zjpsBNPZ1NCCFXrVol3377bfmtb31Lfv3rX5e33367vOSSS2RdXd2QQsCuXbsGFTZGwm233SZvvPFGKaWU7e3tw4oNXq9XNjc3y4suukgCRr7WNddcIx966KERhbHt2bNHfu973xvROtfbt2+XCxYskBkZGZP+vUz0NtZ1Th566CGZlpY26dc12CanQL/B29m1TfYzf7qbEEJee+21sr29XZ7tsJ0YO1566aUpW+1eToF+g7eza5vsZ/50N7YTJ2A7MXacaXZi0juaYRs3BW7qaLeLL75Y/vznP5cdHR1SyhOrjITDYfnLX/5SlpeXj3nn1N/fLy+55BJZWVkpX3/9dXn55ZfLrq4uuWfPHvm5z31Ovvbaa/LJJ59UUSKf//znZWZmprTZbBKALC8vlxUVFdLj8ciNGzeOWbsaGhpkdXX1pH8nk7V94AMfGLVINRj9/f3yxRdfnJJVjOUU6Dd4O7u2yX7mT2cz24mzGbYTY2snpDQcVrYTvPEmMdnP/OlsbCdOwHaC7cRw26R3NMM2bgrc1NFsaWlpcuvWrUM+QPv375cf+MAH5BtvvDGqB9CM3++XP/zhD+U111yjqtra7XZ5yy23yC1btsgbb7xRvbZgwQL53//937Kvr0/edddd8nOf+5y85JJL5AUXXCDb29tld3e3/PWvfy0/+MEPyptuuknW1dWdVtuCwaC85557Jv07mczNbreP2Xet89xzzylBaqpscgr0G7ydXdtkP/Oj3U5mJ84m2E4YyzHu2bNnzO8t2wneeJOY7Gd+tBvbiROwnWA7cbJt0juaYRs3BW7qaLaf/exnJ32AYrHYmK5U0tfXJz/xiU8MaIuea2axWOTmzZul1+uV//Zv/yY3bdokm5ubZVtbm9y2bVvC8b7+9a/LF1544bQq7fb398s//vGPU+6HMhlbdXX1mC+L29fXJ++4445JvzZ9k1Og3+Dt7Nom+5kf7TYSO3G28Morr5z1dsJischHH310zO8t2wneeJOY7Gd+tBvbiROwnWA7cbJNSOPHPiURQkzdxg3BzJkzsWHDBng8ngk/944dO3DOOecMuhKJEAI2mw1z586F1WrF0aNHsXbtWtTU1Ax6rG3btiErKwsVFRWjakssFkNjYyPmzZsHn883qmOcSVgsFvz4xz/GPffcc8qf3bZtG3Jzc1FaWjrgPb/fj1WrVmH9+vVj0czTRko5uuV3GGaUsJ1IblpaWrBs2TI0NDRMdlMmFYfDgW3btmHOnDljfmy2E8zZDtuJ5IbthAHbieHhJV3HmEAggDfeeGPES7UOhZQSL7/8Mpqamkb8GY/Hg7KyMgDA3LlzsWzZMvXexz72MWzfvh033XQTNm/ejNbWVrzzzjtDHqusrAw2my3htd27d4946dY//OEPeP/73w+/3z/i9p+JWK1WXHfddZg+fbpa0vdU2blzJ1paWgZ9z+124wtf+MLpNJFhmAnm/PPPR1ZW1mQ3Y9Lx+Xy47777TnuZumTHarXi3nvvRVVV1bgcn+0EwyQfbCcM2E4YsJ04OSxqjCEWiwW9vb246aabsH379tM6ltfrxaZNmxAIBEb8mdLSUsybNw8WiwUPPPAAFi1aBCEMoWv16tWYM2cOiouLAQD5+fm45pprAADhcBjt7e2IRqPw+/147rnn8K1vfQt//vOf1bGDwSD8fv+AdbCDwSB+8pOfoLa2FgDQ39+PX//613jyySdRV1d32uJOsnPPPffgySefxPr164eMijkZH/vYx7B48eIh329paRkgQDEMMzUpKirC5z73OdU3nw1IKREMBtXfZCc+8YlP4JFHHmE7cc89/z979x0eRfm9Dfx+UkkPgYTeW9QIoUdEihRpKk0EBRFRBCyIAqI/G19eKypgFAFFQLADUkQ6iPTekSCBhAQIJR3Ss+f9YzdrNnWTbHZ2k/tzXeeCzMzOnJmdzNl9MvM8mDlzJlxcXMptG61btzbWfyKybawTrBN5sU4Uj9+ELKBhw4Z45plnULNmTXTp0gV//vknfHx8kJmZCWdn51Kt09fXF2+++Wah88PDw+Hs7Iz69esbp23duhXXrl1D/fr1MXHiRHz//feoW7cuZs6cCUB/wTh9+jTeeOMNNGzYEH5+fgCAmzdvon///mjXrh3Cw8Oxd+9epKenY/Xq1cZ1V6lSBWlpaQgLC0OLFi1w+vRpfPfdd0hLS8PixYsxaNAgvPjii5g7dy5Wrlxp9h0dFVlgYCBeeukluLi4ICAgoNy2M2rUKKxYsQI7duwot20QUdnk1ImePXuiTZs2WqdjNVu3bsXq1atx+fJlhISEoFu3bqwTueSuE+WpcePGCAoKKtHdn0RkXawTrBMFYZ0wU2k64rBWwAY6KikuOnbsWGAHkFeuXJHw8PDS9dhihkOHDsnJkydNpmVkZMjRo0flzp07MmXKFHn99dfl2rVr0qFDB9m2bZuIiFy4cEGSk5NNXqfT6aRt27b59m3Tpk0my0VGRsrRo0fl7NmzMmDAAJNllVLi4uKi+fthK+Hi4iK///57qd/fvXv3yrJly8xe/pdfftF8n4HSdezDYJQltD7nzYnC6kRFt3HjRqlevbrxOLBOmEZgYKCcPXvWau8H6wSjsobW57w5wTqhPw6sE6bBOmF+8PGTMvD19cVbb70Ff3//fPOcnJwQGhqKjIyMctl2lSpVkJiYaPJ4irOzM1q3bg13d3dMmjQJd911F8LCwrB27Vpjfw5NmjSBp6enybqUUhgyZIjJtKlTp6J169YQERw9ehS7d+/G7NmzcfnyZTg5OSEiIsJkeREpt321JznPvG3YsAEPP/xwqddz6dIlvP/++9i8eTOOHDmSU5QLVdo7goiofBVVJyqyxMRETJs2Dbdu3TJOY53Qy6kT69evL5cO3wrTqVMnY79bRGQ7WCdYJ/JinSg5NmqUwfDhw439UhRk48aN+PXXX5GZmVng/NWrV5s8P1YS0dHRWLNmTaHz69ati9GjR6Nx48ZYvHhxsevL6XjG0dERSik4Ojpi7ty5OHToELKzs6HT6dC1a1fMmTMHgwcPxunTp0uVd0XXokULvP3223jwwQfz9T9iLhHBjz/+iHPnzuGhhx7CAw88gNmzZ+PmzZvG9yLH9evXERERgc6dO6NHjx6W2g0ispDi6kRFkp2djeTkZEycOBGdO3c29rVEpnLqROPGja263Vq1aqFVq1ZW3SYRFY91gvJinSiF0tzeYa2ADdz+UlgMGzYs32McuUVGRkqTJk2kXr16EhcXV+AysbGxkp2dXeRtQGWVkZEhFy5ckIyMjCKX++WXX8Td3V3Wr18vr732mhw6dEg6duwo3t7eEhQUJEFBQdKiRQsxDIvFyBOurq4SGBgop06dKvN7ptPpZOTIkcZ1169fXw4dOiTfffedPPTQQzJmzBhJSkoSnU4n27dvl/Xr10tKSopERUVJjRo1ND0OYgPXDUblCq1/94uK4upERXHhwgVZuHChhISEsE4UEZasE6XFOsGojKH1735RwTrByB2sE/qQ0vyel+ZF1gqtT6zComrVqnLkyJEiT4g7d+5IRESEXL58OV/DRXp6erk3ZuQVGhpaaMNGYmKivPLKK6KUkrp160rDhg3ltddeEzc3N82Ptb3EsmXLSvUs5KVLlwosZocOHTJeUJycnOT555+Xc+fOSUREhDRu3FhmzZolCQkJMmnSJKlTp460aNFCdu7cKbVr19b0OIgNXDcYlSu0/t0vLMypExXB5cuXJSgoSPPjbQ9R2jphSbGxsawTjEoXWv/uFxasE4y8wTqhDynF7zlHPymFgQMHIjg4uMhl3N3d0aBBg3zTf//9d+zduxc9e/bEQw89VE4Z5vf333+jbt266NKlC1xcXBAdHY0ff/wRGRkZ2LBhA86ePQsPDw/odDpERkbis88+s1puFUHNmjVL9Sxk7dq1CxyOtV27dpg8eTKmT5+OrKwsLFiwAJcuXcLUqVMRHx+P1atXIzMzE6+++iqmTJmCvn374tFHH0VSUpIldoeIysicOlERHD16lI8jmqm0dcKSoqOjSzRUPBGVH9YJyot1ovTYqFFCDRs2xKRJk+DgULruSPr27YtevXpZZFieRYsWoV+/fqhVq1aRy50+fRqHDh3CunXr0KRJE1StWhVHjx5FSkqKcRlHR0csWrQI7dq1Q+vWrfnl2AKio6ORnZ1dYONWjsLOg6ysLJw7dw5NmzbFxYsXodPpsG3bNuzcuRPp6enYs2cP9u7di3nz5uGFF17Aq6++irS0NHz22WcIDw8vr10iIjOUtU7YkytXrmidApVAs2bNUK9ePcTHx2udClGlxjpBtspe60TF/02ysNGjR5epA5UqVarA09PTIo0azZo1Q3p6erHLRUREICoqytgp6bFjx3DXXXfhnXfewbx58+Dj4wOlFDIyMjB9+nRjY0dgYGC+kVLIPOnp6Rg/fjzGjh1bqtdnZ2ejVatWOHbsGN566y18+OGHyM7ONnm/RQRxcXHo0qULxowZgwkTJuC3335DSEhIpSiSRLaqrHXCnnTs2JF1wgweHh7w9vbWOg24ublhyZIlrBNEGmOdoLxYJ8qoNM+sWCtgA8825Q4PDw85evSoJR9bKhfh4eEmz2OdOXNGnJycJCQkRBITE+Xw4cOSnp5unL969WoJDAyUN954Q9avXy/BwcESGhoqsbGx8sMPP4iHh4fmx96Ww8fHR44ePSo3btyQO3fuSHp6uixbtkyqVKkiY8aMKdV7qNPpJCoqyvhzWFiYVKtWLd+2mzRpItevXzd5bWpqqvTt21eTYyE2cN1gVK7Q+vc/b3h6etpFnbAk1onio127dqLT6bR+q4xYJxiVKbT+/c8brBOMgoJ14r+QUvye21Hzi7YcHBzw8MMPFzi0Tu4hNq1BRIrcZuPGjY3PY2VnZxunT548Gd7e3mjbtq3JnSKPPvoodu7ciQ8++AD9+vXDli1b8MILL8DPzw+PP/44evfuXX47UwG89957aN26NVxdXeHo6Ii0tDQ4Oztj//79mDt3bqnWqZRC3bp1jT83b94co0aNQpUqVeDq6mqcHh4eju+//95k2OAqVapo/jweUWXk4OCA119/Hffee6/WqVgV60TxRo8eDaWU1mkYValSBV27drWpnIgqA9YJKgzrRNmwUcNMzs7O+H//7//Bx8cn37wVK1YgKirKarn8888/2Lt3L6Kjo5GYmGgy78aNG7h586bx57NnzyIrK8s4rzABAQHG/1evXt14Ajs6OqJv376WTL9CqVGjBjw8PAAA3t7ecHV1hbe3Nx5//HG0atUKXl5eFtvWBx98gDNnzuD48ePo378/evfujREjRuCdd95B//79MXfuXGOcPXvWYtslIvM4OztjxIgRBXb+W5GxThStRo0auO+++7ROI5+HH37YIo/CEpH5WCeoIKwTZcdGDTO5ubnB0dEx33SdToddu3Zh+fLlVsulWrVqOH78OJKSkvI9o1a1alX4+voCAMLCwtCsWTOkpaXBxcUFd911l9VyrCymTJmC5557DmFhYSaNSeXBzc0NjRs3RmBgIH7++WesXr0as2fPRqtWrfDXX39h2bJluHnzJmbOnInDhw/Dz8/Pbi5ERBVBYXWCKrcpU6agbdu2WqeRT/PmzTFjxgzWCSIrYp2ggrBOlB0bNcwUEhKCWrVqITIyEvv37zdOd3BwwP3332/8a72lJCQkIDQ0tMA7QGrUqIFnnnkGBw4cgIODAxISEozznJ2dkZycDABo0qQJXF1dER0djZYtW6Jbt25mbfv48eMmj620b9/e2FBC/3F0dETNmjUBAD///HOJzoHNmzeXaduenp5wc3NDjRo1sH37dkyZMgWZmZl49NFH0bdvXwQFBWH37t1o3bp1mbZDRObr1atXkaMdVWSsEwXLXSdsjZOTE6ZMmcI6QWRFrBO+Wqdhc1gnLKPYRg2l1MdKqTNKqSSl1FWl1DdKKb88yzyllApXSqUopQ4opdrmmd9OKXXQMD9cKTXS0jtSnnx8fDBw4EBkZmYiNTXV5FENABg2bBhefPFFi27T19cX48ePN+lXITd3d3eMHj0aOp3O2KixcuVKDBs2DA8++CAee+wxzJ49Gzt27MDixYtx4cIFvPnmm8Zxh2/evFlovxwtW7Y0aUVu2rQpey0uQEBAAB5++GGkpKRg3759uHz5stmvjYmJMXvZI0eOFNmHipubG3r16oXz58+jb9++aNWqFV5//XXExMTgwoULZm+HiErPx8cHo0aNsptnTy2NdaJgOXXCVjk6OuKZZ56Bm5ub1qkQVXisE6wTBWGdsAxzHujKBjASwGkAvgC+B7AYwKMAoJTqDOBrAIMA7AQwCcCfSqlmIpKklPIBsAHApwAeANAFwO9KqXAR2WfZ3SkfISEheP755wHohznNq7yGu3F2di5yvoODA/755x9jw8dDDz2EqlWrYvbs2Vi5ciXWrl2LNm3a4Pbt23BwcMDixYsRGxuLiIgIBAQEYNGiRQWeoHY1fI9GnJycMH78eHh6euLYsWPIzs4u8NwozFNPPWX2subcjtatWzfs2LEDa9aswRNPPAEnJyfExMTgl19+wdatW7Fjxw4cPXrUpENRIrKckJAQm/5QQtaXu07Ysueeew5KKfzwww/Yu3cv6wRROWGdoLxYJyyopMOlAOgPIDHXz0sBLMv1swJwGcBow89jDD+rXMssA7DYjG1pPrwOAHnooYfKY6ScImVkZJT6tQkJCbJs2TLZuXOn3LlzR2JjY+X8+fNy/vx5WbZsmQwbNkyuXr1qXH7//v2Frkun08mqVavEz89P8/fBlsLHx0diYmIkKytLXnzxRendu3eBx87aQzNt27ZNkpOTJSEhQXbu3CkiInFxcXL16tUCh4S1dIgNDN3GqFyh9bVAyzphS06ePMk6UUidsBexsbGsE4wKGVpfC1gn9FgnWCfKs06U5k/yPQCczPVzKwBHcn4QEQFwzDA9Z/5Rw/QcR3PNp1wyMjJw/fp1rFixAkeO6A9rVlYWTp48ievXr+PUqVPFDiHr4+ODkSNHokuXLnB3dwegbwls1qwZAODw4cMIDw83Lt+xY0fj/y9cuGBsfYuOjsaXX36JCRMmIC4uzqL7WVGsXbsW169fx7vvvptv3q1bt6w6Kg4APPjgg/D09MTly5cRHR0NQN95bO5hYInI8irz79jp06cxbNgw1ok8nJ2dK+1t5kSUH+sE60RerBOWU6JGDaXUEADPQf+ISQ4vAIl5Fk0A4G3m/LzbGKeUOqyUOlyS3MrT/fffb7VtnT9/Hps3b8bQoUORmpoKEcHbb7+Nrl27Gke5yHk85MSJE8bXpaSkFLpOPz8/NGrUCAAQHByM33//HeHh4fluHUpLS0PNmjXh5OSEI0eO4MCBA3j55Zdx/fr1cthT++bg4IAFCxZg165deOqpp9CpU6d8y/j7+6N+/foaZAfs27cPVatWNf7s5uZmF538EJnDFuvEc889p3UKmoiIiMDQoUNx7tw5rVOxOY8++iiqV6+udRpmY52gioR1wnawThSOdcJyzG7UUEo9BuAbAI+IyNFcs5IB+ORZ3BdAkpnzTYjIQhFpJyLtzM2tPDVs2BBjxoyx2vaCgoIwatQoODs7o3PnzgD0Q7M6Ozvj1q1b8Pb+ry0o9xCtUVFRJiOWiAgSE/O2JenX36xZM3h6emL9+vXG12zfvh1PPPEEbt++DaUUateujY8++qi8dtOuOTk54auvvkKbNm2wefNmdOvWDfHx8aVa14EDB/D9998Xe/dNSVy8eBGhoaGIjo5GWloaAGDv3r1sHacKwxbrRHBwsNZpaGLhwoUICwvTOg2b4+TkhH79+tlVH1Vubm5o06aN1mkQWQTrhO1gnSgY64RlmXUUlVJjACwA8LCI7Mgz+wSANrmWVQCCDdNz5udt0mmda75NGzt2bKEjkBTl4MGDFtm+UgoLFizARx99hOrVq5vcNZJ7zOAWLVqYjFhy7do1vPbaa8bRTgDg5MmT2LhxIw4ePIgJEyZgzJgxeOKJJzBixAiMHDkSDz74oHGopfT0dDg5mdOPbOXj6OiIDh06oGfPnnjggQewfft2jB07tsi7ZQoTEBAAHx8fZGVlWSS3NWvW4OGHH0ZycjI2bdqElJQUZGRk4NNPP0VKSopdXTiJ7EVp64StEhHcvHmz2OUiIiKwY0fejwQE6OtEq1b295Stv78/6wRROWCdoLxYJyysuE43ALwMIBZA+0LmdwZwG/q+NlwATAFwHYC3Yb4vgJsAphrm9zAsf58Z29a085b69evLlStXTDpISU9Pl0OHDlm1A8gbN27ItWvXpHbt2hIYGCi9e/eWqVOnFvmaixcvyscffyxJSUly5swZ0el08vTTT4tSSpRSAkDc3d1lzpw5Mn/+fKlWrZqEhYVJWlqavP3221KrVi3NO8+x1XB2dpa//vpL0tPTZceOHdK9e3f56KOPJCEhQaKioqx0VhTsgw8+EACyZMkS4zmanZ0tCxYskD///FNcXV3L9diIDXQIxqhcofX1oKA6Yc9WrFghPXv2lMDAQBkyZIhcvHgx3zLp6emsE2bWCXuzZ88e1glGhQutrwesE9pfk20xWCcsWyfMvRBkQt8QYYw8yzwF4CKAVAAHAbTNM7+9YXqqYbmRZiWn4Ynm5uYmixcvztd4cfXqVenTp4+cPXtWRPQjXISHh5foZMjOzi50XmZmpmzYsEEuXbqU7zWhoaHStGlTASD33HOPxMXFiYj+whEREWFcb3Z2tgwfPlyCgoLk5MmT8v7770uHDh3Ey8vLZB9r164t4eHhEhUVJU2bNpWWLVtKcHCwODo6av6LbsuRcxH64osvZP78+fLvv/9KYmKihIeHy5gxY+TMmTMiIpKVlSVZWVklOjfK6qeffpImTZoU2LjyxhtvlPuxERv48MKoXKHltaCwOmGPEhISZNSoUfnqRJs2bUzq0alTp6Rz586sE8WEs7Oz7Nq1q9DjXdTnAC2xTjAqYmh5LWCd0P56bKtRXJ2wVbZaJzS/0BSZnIYnWv/+/SUtLS3fG5mZmSmJiYkm03IaF8wRFRUlW7dulTt37khycrJkZmaazM/OzpaZM2eafClNSUkxXgwPHz4sAwYMkIYNG8rSpUtFROTmzZuybNkyOXz4sBw+fFguXbokTZs2lTVr1si1a9dk7Nixhe5nnTp1pF69epr/YttTNG3aVP73v/9JvXr15KuvvjK+r23atDGeOwsXLpSBAwdKz549ZfPmzWafH8XJzs6WX375RQ4fPlzg/KysLLl06VKBxfP48ePi5uZWrsdGbOC6wahcoeW1oLA6YY+mTZtW6H726tVLMjMzJSMjQzp27Kj5NdgeIjAwUG7cuJHvOJ87d05CQ0PlhRdekB9//NHmzh/WCUZFDC2vBawTjMKisDph62y1Tmh+oSkyOY1Osho1akhkZKRFT4AcqampcuLECRkzZox89NFH8ttvv5nMT0tLk0mTJklycrJx2qpVqyQhIUFE9F9aU1JSZPPmzXL06FG5du2aJCUlyfXr1yUuLk5mzZolO3fulKefflpq1qwpQ4cOlXbt2hW5vyNGjJDHH3+cLapmxqBBg2TDhg3i6elpbNRYu3Ztocu3bdtW4uPjLXL+ZGRkSEhIiHz88cclfm1CQkKx50JZQ2zgusGoXKHVdaA864S1JScnS/fu3Qvd15y/Jp0/f15q1Kih+TXYHmLQoEH57tQ7c+aMBAYGGpdxdHSUadOm2dRfcFknGBUxtLoOsE4wioqC6oQ9sNU6YYO9fGhv6NChqFevnsXXu337dlSpUgWNGjVCly5d8MILL+Dee+81WSYtLQ0BAQFwd3c3Ths0aBB8fHwA6DuVcXNzQ69evRAUFISDBw/i2LFjCA0Nxeeff47hw4ejcePGqFWrFm7duoUVK1bg8OGiR7OqWbMm3nrrLdSpU8fi+1wRrV+/HoMHD8bt27eN07755psCl23SpAnefPNNk1FrysLZ2RmbNm3Cyy+/XORysbGxOH/+PNLT043TfHx88p1vRFQ65VUntODh4VFkB3aZmZlYtWoV0tPT4erqasXM7NeGDRuwfPlyk2nTp083GdIwOzsbf/zxB+7cuWPt9ArFOkFkOawTVJSC6oQ9sNU6wUaNPJydndG/f3/oB3Epm1OnTmHevHnGYTUDAgIAAF5eXujTpw+ioqLQrFkzk9e4u7ujTZs2Zg3xmZOrq6sr/v77b/j6+iIlJQWpqamYNm0aateujWHDhmHIkCFFrmfu3Llo3749oqKiSrmnlUtGRoZxVJno6Ghs2bKl0Iaj8ePHY/DgwRbtJdjb2xtVqlQpchk/Pz/4+vqaNLwQkWVYsk7YAqUUhg0bZhz9qiCsEyWTlpaGrVu3Gke2ioiIwJEjR/It988//2Dv3r3WTo+IyhnrBBUnb52gsmGjRh6Ojo4IDAy0yLqCgoIwfvx44xfQoKAgxMfHIyUlBWlpabh+/XrObXEQESxZsgQ7d+5Enz59zBpO9cKFC0hISECHDh3w3nvvYfHixYiOjkZqairOnTuHr7/+GsOHD8fixYvxzTffGO/2yEun0yEtLc2YC5nHxcUFf//9N0aNGoVr164VuExQUFCJ1pmcnIzdu3dj165dmDNnDqZPn46MjIwS56aUQkBAAKpVq1bi1xJR0SxZJ2zFgAEDsHTpUtYJC7pz547xDxSxsbEF1gkRMeuPGNZUr169CvNFjEgrrBNkjtx1wp7YZJ0ozTMr1gpo8HyTu7t7vpFHyioxMdE4Wkp8fLzcuXOn1Os6c+ZMgcNCpaWlyb59+4rstLRr166aPz9WEUIpJVWqVJGPP/5YsrKyJCwsrNBny+bOnVvo+5H7OWqdTidHjx6VIUOGCKB/1rp///5y7ty5Up8rObKzs2X79u2yfv166dOnj3FI3/IIsYHrBqNyhRbXgPKoE7aCdcIy4ejoKLNnzzYe1+Tk5ELrxBdffKHdG16AM2fOiLOzc7kdG7GB6wajcoUW1wDWCUZxkbdO2BNbrBPF3w5QyXTv3h21atWy6Dq9vb3x77//QkSQlpZWppatqlWrmvS3kcPV1RUhISFlSZPM4OjoiKlTp+Kpp55Cs2bN4ODggKioKKSkpBS4/JtvvglfX18MHTrUZPqtW7ewaNEieHp6wt/fH3///TdWr16N+Ph4AMDUqVMxY8YMuLi4lDlnpRTq1KmDjIwMzJo1C+np6dixY0eZ10tUWZVHnbAV9957L3bu3Kl1GnbN0dER06ZNw8SJE43TMjMzC73rbu3atXjppZeslV6xmjRpgs6dO7NOEJUB6wQVpaA6YU9ssU6wUSOP2NhYY+eKluzopm3btgAAX19fODo6lno9ZblAduzYkRehMurcubOxsSE1NRU///wzJk6ciOTk5AKXv3PnDsaPH4933nnHZHrO40cFcXBwQJ8+feDo6IjExMRCb/Mzl1IKzZs3N/5c1vURVXY5daIidoY2cOBAfP3118jOztY6FbvVuXNnvPfeeyaN0h4eHoV2GP3ss89aKzWzuLq6sk4QlRHrBBWloDphT2yxTrBPjTzatm0LT09PnDp1CllZWYV+WS2tKlWqwNnZ2aLrNFf37t012W5F4eLigoEDBxovQEuXLsXbb78NV1fXIjvuTE1NRWRkpEkU1qCRs51x48ZhwoQJGDRoEI4fP26cd/r0aURHR+P//b//V2TncpY+b4noP23btrXYiEa25oEHHsCrr75aZGdwVLi8daK46S1atED79u2tmSIRWQHrBBWmsHpAZcM7NXJxcHDAmDFjkJ2dDT8/Pzg5OeHKlSsFdvSzYMEC1K9fHw0aNEBYWBi6d+9u8st96dIlHDx4EOfOncPrr79e7GgV1uDp6Qk3Nzc0adIETzzxBH799VdcvHgRSUlJWqdmF1q2bGlyi/DYsWPRrVs3/P3339i6dSvOnDljnNe9e3e0adPG5PUHDx7Erl27AOiH6VVKwdXVFevXr4eIYMyYMXB2dkatWrXQoEEDHDlyBB999JFJUVy/fj369++PvXv3on///oXmevXqVTRv3tz2OvEhsnM5daKicnFxwYcffogRI0Zg165dWLx4MeuEmWrVqoVXX3210EdJXnnlFTRp0gQ7duzA3r178cwzz+DBBx9E48aNrZwpEZUn1gkqTHF1gsqgNB1xWCugQYctJ06cMKuDlMmTJ4ufn5907txZevfuLTdv3hQRkc8++0yWLVsmwcHBMmfOHPn+++/NWp81ZGVlyeTJkyUpKcn48w8//KB5Rzm2HI0bN5affvpJRo8eLSEhISbH8tChQ3Lt2jU5cuSIxMTESGZmpjF0Op0kJyfLvn37JDk5WUT0nYHmnp/TUWhWVpZkZWWZ/R7m/jevzMxMuXHjRpHrGDhwYLkdL7GB6wajcoUt14mKgHXC/Dpx8eJFkw6gC6PT6cy+5muFdYJRkYJ1onyxTli+TtgDW6sTfPwkl/bt25v9F5MZM2bgr7/+MrZQenl5AQAOHz6Mp556Crdu3cLgwYMxatSo8ky5RBwcHPDqq68ac3V0dMQjjzxi7O+D8nv00UcxfPhwzJs3D/feey/++OMP/PHHHxg4cCAWLVoEEUGbNm1Qo0YNODk5GSMxMRHLly/HhQsXcOXKFQD6vi1y5iuljHdRODo6wtHRMafwFimnP5bC+mU5efIkVq9enW96ZmYmoqOjAcCs7RBRwUpSJyoC1oni5dSJRo0amXV3nFKqTH1rWQPrBFHpsU5QXiWtE/bA1uoEHz/JxdfXFx4eHsUuFx8fj9jYWNx7770AgO3bt6NevXro2rUrHnjgAdSvXx/jxo1DvXr1yjtls2VnZ+PHH3/M18ji6enJZ+LMcP36daxatQobN27E+PHj8cgjjyA5ObnQjlt9fX0xfvz4Em3j/fffR7Vq1TBhwoRS5Zieno5vv/0Wffr0MZkeFhaGgIAAhIeHY926dewslqgMzK0TFQnrROVy8eJF46OSRFRyrBNU0dlineCdGrns3r0bYWFhRS4jIvDw8EDTpk2N03r06IFTp05Bp9OhTp06yM7ONj5XlpycbBMtWSdOnMDDDz+cb3psbKxxGFHK78yZMwgPD8d3332H+Ph4fPHFF3jzzTcxduxYPPfcc/mWz8jIKPX7PWzYMGNDWWn8+++/6N69OwYMGGAyvUWLFvDw8EBQUBDat2+P6tWrl3obRJWdOXWiIrKFfqFs1ZkzZ3Djxg2t07AYd3d3+Pn5aZ0Gkd1inaC8WCfKHxs1cklNTS1wHPn09HTEx8fj9u3b+Omnn/Drr7+azPf09ER6ejoiIyMxatQoLFmyBDqdDllZWdi6dWuhY9OX1u3bt0v8mqCgILi7u+eb7uPjg+nTp1sirQppy5YtaN++PRYuXIj33nsPrVu3BqB/lCfnMZ7cLl++jNTU1CLXGR8fj7S0tHzTmzdvjs6dO5c616CgIDz22GNwcMj/ax0REYHjx49jzZo1Bc4nIvMUVicquoIacUlvy5Yt6NChA7Zs2aJ1KhaRkpICJyfeyEtUWqwTlBfrRPnjt5tcPDw8ChxPeteuXRgwYACmTp2K0NBQ1KlTB1988QXmzJmDmJgYREZGYv78+Zg6dSru3LmDhQsXIjg4GE5OThg0aJDFx6iOiooq8WuSk5ORkJCQb7qTkxN0Op0FsqqYRATx8fHw8/PDG2+8gQYNGhS5fNOmTQtsPMotLCwMcXFxxW47Pj4eq1atQnp6er55CQkJJXrfmjdvjoYNG+Lzzz/H+fPnzX4dEZkqrE5UdAU1xJKeiCAyMhJTp05FVlaW1umU2axZs3Du3Dmt0yCyW6wTlBfrRPmzrSYWjd1///1o0aIFACA6Ohqurq7w9/fHypUr0aFDB3zyySfGDr5y/qLu6OiIs2fPol27dti7dy98fX3h5uZWrn8Nv+uuu0r8mmrVqhU6b9GiRWVJp1KIi4vDhQsXChzet6RCQkKKXebGjRsYPnw4Dh48iGHDhmHcuHHGjuWOHTuGb775Bm3btsWXX35pbCm9efMm0tPTISJITExEgwYNoJSCp6cnAMDZ2bnMuRNVdrnrRGXCOlG8a9euWaxOaOXWrVvYsWOH1mkQ2TXWCSoM60T5YaNGLnFxcbh9+zaqVKmCJUuWwN3dHdWqVYOI4H//+5/Jl8Lc/3/wwQcRGRmJ+++/H3fffTfOnj2rRfqlIiIVosWwvFWvXh1NmjSx2vYyMjJw/vx53LlzB4sXL8aSJUsA6BvRQkJCkJCQgJUrV6Jdu3YYO3YslFJISUlBaGgoDh06hOPHj6NZs2YYOXIkmjdvjpMnT6Ju3brIzs622j4QVUQ5dSKnsbCyYJ0onrXrRHk4d+4cIiIitE6DyK6xTlBhWCfKUWnGgbVWwMpjCDs4OMjRo0clOTlZtm3bJpGRkfL444/LmTNnCh2jNzs7W3Q6nezZs0c6duwo69atk4yMDHOH+NWUTqeTKVOmiJeXl+bjN9t6zJw50+LH/6+//pLQ0FD5+eef5dSpU5KdnW3y3nz77bfi5eUlDg4OAkA6duwoR48elbS0NLl69aqcOnWqwLGuo6Ki5MiRI7J69WqpUaOGVY+T2MB1g1G5wtrXgpw6UVnodDr59ddfWSc0qhPWlJCQIC1atGCdYFS4YJ0oX6wTrBO2UCfYp0YuOp0OS5YsgaenJx588EHUr18fX3/9Ne6+++5CXxMREYE9e/bggw8+wIEDB7BgwQKsWbPGilmXjohgxYoVWLhwIZKTk0TK2aoAAOC9SURBVLVOx+bFxMSUuu+RzZs3IzExMd/0Xbt24c0338S4ceOwfPlykzt8lFIYM2YMTpw4YRyG18vLC61bt4arqytq1aqFoKCgAse6rlu3Ltq0aYMBAwbg3XffhbOzc6V8tpOoPOTUicogp048++yzrBNmKEudsAWnTp1CdHS01mkQ2T3WCSoM60T54eMneeQd3rRq1aqFLpuRkYGYmBh8/PHH2LBhA6pVqwZXV1c0a9asvNMsExHBmTNnMHHiROPQs1S0bdu2QafTlaqvlLZt2xY4XvnUqVMxcuRIrF27Fi+++GK+dTs4OKBRo0b43//+h3PnzuHSpUu4cOGCyXDCRbl58ybCw8Px+eefo06dOnjyySeLHZmFiIpXWYbBvnTpEutECZSlTtiCtLQ0u/6wTWRLWCeoIKwT5ag0t3dYK6DBbUH33HOPhIeHF3rbTVZWlqxYsULOnTsnkydPFjc3NwEg/v7+snPnTnF1dZXevXuX/H4eK4qKipIGDRpofguWPUXVqlXl6NGjEhkZKTdu3LDo+5Genl7sMpcvX5aQkBAZNGiQhIeHS1ZWlsn8w4cPF/i6zMxMyc7OlkuXLknVqlXL/TiJDVw3GJUrtLgeBAUFya1bt6Qii4mJkZ49e2p+7bWnyKkT9op1glFRQ4vrAesEo6BgnSi/OmGfzUTl6N9//8WlS5cKnJeSkoKxY8di5MiRaNmyJebMmWP8y7eHhwf279+PJUuWoHv37tZMuUREBAsXLkRkZKTWqWjO09MTbdq0KXaYVkDf4v7FF1+gbt26qF69ukW2n5SUhLS0NLi4uBS7bL169fDZZ59hy5Yt6NixI27cuIElS5bgjTfegIggODi4wNc5OTlBKYUFCxZUmr8aEJW3CxcuVOi/SokIvvrqK2zdulXrVDRXmjphj0SEdYLIglgnKg/WCRtRmpYQawU0aEGrUqWKhIeHy19//SXHjx83tkxlZ2fL7NmzxcXFJd9rBgwYIP/++2+BnTbamm+//Vbc3d1LfFyUUtK0aVPp3r27VK9eXfOWzrLG3XffLT///LPodDqJioqS1atXF9vxTWBgoHzzzTfy4YcfWuS9mD9/vpw6dapEr1m0aJF4e3vLN998I9u2bRM/Pz/p1auXnD17tsDldTqd7Ny502odhooNXDcYlSu0qhMXL16Uiop1omx1Ii4uTuu3sMQuXbrEOsGosME6YXmsE6wTtlYnNL/QFJmcBienUkqGDh0q+/btk1u3bklYWJjodDqZMWOGuLq65lu+R48eEhERYdGTpjBpaWkSFRVVotecOnVKLl26JLGxsfLJJ5+U6gIUGBgo27Ztk5iYGBERCQsLk5YtW2p+ISlLLFu2LN+xOnDgQIHvcd7o3LmzrFixQlasWCEbN26UrKwsk8dBIiIiJDMzs9j35p9//pGUlJQil8k9IoqI/nGS7777TqKiouTDDz8UJycncXJykqCgINm8ebNxuaysLLl27ZoMHDjQ+IiUrV6EGIyyhFZ14qOPPpKKaO/evRarE8HBwZpf67WoE1u3brX221YmUVFR0q5dO9YJRoUN1gnLYp1gnbDFOsHHT/IQEdSoUQNt27bFmTNnMGvWLFy8eBH16tVDenq6ybKOjo6oXbu2WbcbWYKTkxO8vb1L9JrVq1cjIiICv/76K6ZNm4aUlJQSbzM0NBTdu3dHjRo1AADNmzfHE088UWQnquZwcHDAww8/jAYNGsDV1RUhISEICgqCg4MD3NzcyrTu0qhRo4ZZHffs3r0bQ4cOxdChQ/HUU0/hf//7H7766ivjfF9fX7PWExgYWOR+ZmRkmIyIAujfjzFjxqBu3bp4+umn8dJLL2H9+vWoXbs2/ve//2Hp0qWIi4vD66+/jo4dO2L16tXsHJTIwkQE0dHROR+WK5R9+/aVqk4sWrQIDz74oEmd+OyzzyxaJzw9PRESEoJ27drB09PTZuvE8uXLrZSNZezfvx+HDx/WOg2iCoV1whTrhCnWiXJQmpYQawU0anXz9PSUQYMGGVukqlevXmCnKL1795bY2NgStXTlfqTFGr777ju5c+eODBo0qFTHwtHRUWbOnCnJyckm69XpdPLCCy+Ig4NDqY9zYGCgJCQkSExMjPz555+SmJgo69evl88//1wOHDggI0eOFH9//zJto7AYP358vlu/zp49K1WqVCnydb6+vhIQECCenp4m03/99VfJzMyUtLS0fHdX5BUbGyu//PJLmd/bxMREmTRpksTGxsqpU6ekXr164uDgIHXr1pUGDRpIQECA+Pj4WPV3R2zgusGoXKFVnahWrZrd/aXFHL/++muJj8Xdd99dYAfKlqwTN27ckKioKElMTJSEhASJioqSQ4cO2WSdWLt2rbXeLoso7ecD1gmGvQTrhGWxTrBO2GKd0PxCU2RyGl2EzI1169aV+KRIS0sr8WtERDZs2CALFiwwa6SMgra3bt06GTduXIn2z83NTd54441Cn/u6c+eOjBs3rtQXCUdHR5k8ebJcvHhRMjIy8q0/IyNDbt68KQsXLpTZs2fL7Nmz5eWXX7bIe+fo6CiBgYHyyiuvGCMkJKTI17Rs2VLOnj0r8fHxsm3bNvHy8jLO8/T0lKefflr2799vfKQkPT29wMdLsrKyZObMmSV6Hwtz5coVGTFihFy7dk2WLFkiDRs2lAkTJsjNmzclPj5efvzxR5u/CDEYZQkta8Drr79uF30plcSlS5fk7rvvLlGd+PbbbwtdX0WoE5MnT5ZDhw7J5cuXi+3pv2XLliV+TFRrv/zyC+sEo0IH64RlsU6wTthindD8QlNkchpehIqLDh06yNWrVy16whRGp9PJpk2bJD4+vkzruXLliixbtkxeeeUVadWqlVSrVq3IfezatWuxF+J//vmnTHcDODg4iLu7uzz22GOya9cuOX78uMTFxcn169eN28jKypJTp07JRx99JA899JAm7/eYMWNMOnxKSEjI11mOg4ODjBkzRj788EMZPXq0vPDCCzJlyhR5/vnnZebMmbJixQo5fvy4bN26VSZNmmSyj4W5du1asUOCvfHGG3Lx4kXJysqSyMhIuXbtmnHec889Z/MXIQajLKFlHWjbtm2x/eLYo/Pnz8s333wjISEhrBOGcHV1lcDAwAI7Cy+sTtgL1glGRQ/WCctjnWCdsLU64QQqUMOGDeHg4IDatWsjISEBp0+fNs5zc3PD+++/j1q1alklF6UUevfuXeb11K5dGyNHjsSTTz4JEcGZM2dw8OBBfP/999DpdIiJicGFCxeMyzs4OEApVej6dDodFi5ciMTExFLnpNPpkJKSgt9++w0rV64EALRs2RJpaWlo1KgRACAzMxO7d+9Genp6TnGyuk6dOhnzAYDY2Fi0adMG58+fR61atTBixAg0bNgQ9erVQ9OmTbF7927cddddqFWrFg4ePIh77rkHN2/exIULFyAieOONN3Dnzp0Ct3XgwAF07NgRp0+fRnZ2Nvz8/FCtWjXj/IyMDBw/fhwNGzZEQEAAbt26hWeeeQZvv/023njjDTg4OOCVV17BsmXLsHfv3nI/NkSV1cCBAzV5Xre8NWvWDM2aNcMzzzxTZJ3w9PTE+PHji6wTALB+/Xq7rxPp6ek4d+5ckcvkrRP2YOPGjVixYoXWaRBVWKwTrBO5sU6Uo9K0hFgroFGr6j333CPnz5+XNWvWSFZWlsTFxcnYsWPFw8NDAMhbb71lM7eSZWVlWWz0lfDwcPH39zceh+7duxe53dWrV5s1WkhFiLy3zd24cUMyMjLk6tWrmpwLaWlpcu7cOQkLC5PExETZu3ev7N27VyZMmCCOjo6aHSexgesGo3KF1nWisrl27Zps2bJFFi5cKCdOnCh2+bS0NOnYsaPm13BLhVKqwOkBAQFWGwnNkvr27cs6wajwwTphXawTrBNa1AneqVGA3r17G1sgAaBq1aqYP38+bt68ibVr16JWrVrFtjiWl7i4OCQlJaFhw4YA9HdTFDQiSlZWFpycin57k5OTkZiYiLp16wLQ353y5JNPYs6cOQUuLyK4du0aNm7ciJ9//hlnzpzJNyKMPevUqRMSExNx7tw5ZGdnG6fXqFEDffv2NVnW398fAKx2t05ev/32G5o3b47mzZvjyJEj6N69OwB9y/moUaMwe/ZsrFixIqeYE5GF5dSJyqZmzZqoWbOm2csrpcrcs70tGT9+PPbt24dTp06Z1Im2bduW6LjYgvPnz/NuPqJyxDphHtYJ22VPdYJDuhbg1KlT+YYqcnJyQs+ePUu9zuzs7DLdVgUAt2/fxptvvom4uDjjtIIuBCJi8rhMYdzc3Ewea3BwcDBZ17Vr13Dz5k2kpaUhPj4eM2fORMeOHTF58mTExsZixIgRCAgIKNM+2Qo/Pz/8/PPP+PvvvzF9+nTj9Hbt2iE4OBjh4eEaZpffwIED0b59e3h4eOCee+4xTq9evTruu+8+TJkyRbOGN6LKoKA6Qfm5uLigX79+FeJ65OfnhzfeeAPbtm3Dl19+iREjRiAkJATvvPMOlixZAldXV61TLJGEhAQkJydrnQZRhcU6YR7WCdtlV3WiNLd3WCug0W1DVatWNRl2KDExUURE3n//ffHx8ZHvv/++xLfuxMXFyZ9//lni1+V24MAB2bt3b5nWUZS0tDSTW4zatWsn586dkxEjRsiQIUNk5MiRMmvWLDl+/LgkJSWJiMjff/8t3bp10/xWr7JG9erVjcPz7tq1y+QYdOzYUYKDgyUzM7Pcjn1JnDp1Sg4cOFDkMs8//7wmx1Fs4LrBqFxhK3WCCpeQkCB9+vTR/DpvyTohou9RP+9w5/aEdYJRWYJ1wvaxTtgme6oTfPykANnZ2YiLizM+YjBp0iTodDqsW7cOL730EkaMGFHidVatWjXfIwwlkZGRAScnJ3To0KHU6yjOX3/9hWPHjuGrr75CcnIyPvzwQ7Ru3RoAsGrVKvTs2TPfIy0PPPAA+vbti507d+YUDruUlZWF+Ph4+Pn5mUw/fPgwAKBx48ZISkrKN18LgYGBRR7rsLAw/PXXX9ZLiKgSylsnqHA+Pj7o3r07Nm3aVKHqhLOzM5ydnTXOqnRYJ4jKH+uE+VgnbI+91Qk+flKApKQkfP3117h9+zY2btyIsWPHYvfu3YiPj8eZM2eg0+nKbdu3b9/G5s2b8013cXExNjCUh2PHjuHDDz9EfHw8rl27htdeew3z58+Ho6MjunXrhm7duhXYR0dWVhYCAwPh4uJSbrlZQ0JCAubPnw+dTodVq1ahXbt2WLNmDX755Rc0bdoUFy9eNJ4H58+fL3JdmZmZuHnzplnb1el0OHnyJLKysszO1cnJyeQCmZiYiKVLl+L69evYunUrhg4dirCwMLPXR0Qll1MnyrMeVCSPP/643Y8AkLtO2CudToddu3axThBZAetEybBO2Aa7rROlub3DWgENbx9ycXGRzp07y549eyQ7O1vatGkjAGTGjBkWu6WnIPv375e33npL0tPTy7SeHTt2SExMTJHLZGdny9GjR2XdunXStGlT476HhoaKiIhOp5MOHTpIzZo1pXPnzjJs2DBJS0szWUdGRoaMHj260J5+7SlcXV2lU6dO4ufnJwMGDDDu48mTJ6VJkybStm1b8ff3l8cee0zi4+ONo578+eef8vPPP8vVq1dl3bp1MmXKFOnYsaOsWbNG1q9fLwkJCUW+B8eOHTM+2nLmzBkZM2ZMga/57bffZNGiRTJz5kzp37+/rFq1Snbt2iXx8fHy7LPPyksvvaT5MRQbuG4wKldoXSc+//xzmxkNy5ZdvnzZOIKYPYerq6s8+uijcvXqVa0PaYnpdDr5/PPPNR+1TGzgusGoXME6YR9YJ7Rnz3WCd2oUIiMjAxcvXsSFCxewZ88ejB49GoD+zoS0tLRya4Hr2LEjZs6cWeY7H1q3bl3ooxIXLlzAoUOH8OOPPyItLQ0vvvgiLl68CFdXV1SpUsW4j1u2bMGtW7cQExOD3bt3Y8eOHfla7A4cOIC77roL/fv3L1O+tiA9PR179+5FXFwcgoKCjNPvvfdevPjii3j33Xfxyy+/4KOPPkJMTAxWrFiB27dvIzw8HBEREfjrr78wcOBAbN++Hc2bN8eKFSuwe/fuIm87c3BwQHBwsPEuGFdXVwwePBgnT57Mt2zr1q1x7tw5uLu744MPPkBkZCQ+++wzpKSkYPfu3QgNDbX8QSGiQmVkZODTTz/FhQsXtE7F5tWoUQM9evTQOo0yS09Px5o1azBhwgS7+0tcRkYGFi5cWKFGLSOydawT5mOd0J5d1wlzWj4AvA/gEoAkADcArABQP9f8pwCEA0gBcABA2zyvbwfgoGF+OICRZm5X89a24OBguXr1qkyePFkAiJ+fn7Rq1UrWrVsnIpLvzgV7kJiYKFFRURIaGirff/+9nDp1Slq2bCnbtm2TXbt2SYMGDaRhw4bi5uZmbGWuVauWrFixIl9L899//y3Tp0+XqlWrav5eWTJ27dplsp8ZGRmSlJQkycnJkpaWJp988ons2rXL5P1ftGiRfPfddxIfH2+Nt1FEREJDQ2XTpk3y9ddfa37MUMqWVQajLKH1OQ9AevfuLVS0K1euiL+/v+bvlaXC1dVVDh06pPVhLZGNGzeKs7Oz5sdObOC6wahcofU5zzphHtYJ7dlznTD3To1lAIJFxBtAQwCXAfwMAEqpzgC+BjABQFUAKwH8qZTyNsz3AbDBML0qgPEA5iul7jNz25q6ceMGIiIijP1cODg4YMqUKcjMzAQAu3rWSETw5Zdf4tixYzh79iymTJmCZ555Bg8++CBcXFwQHByMrKws4z6npqYCAMaOHYtTp05h8ODBJsMtpaam4uWXX8b169ftZ7gfM/39998mPzs7OyMtLQ0vv/wy3nnnHXz77beoU6eOydBMzzzzDMaMGQNfX1+r5fnYY4+hWbNmdv8MIpE9O336NA4cOGAy3Db9R6fTYfPmzYiPj9c6FYtJT0/Hvn37tE6jRGJiYoyfXYjIulgnisY6YRvsuk6UtBUEgAeATwHEGn5eCmBZrvkK+kaP0Yafxxh+VrmWWQZgsRnb0rylCIBUqVJFHBwcxM3NTWbMmCFt2rSRX3/9tcAWrrS0NIsN3RMVFSWzZ88utm8McyUlJUlwcLCcO3dOjh07Ju7u7sZ9XLRokYiI/PPPP+Lp6WnSslzYcFRZWVny9NNPa/7+lEc0aNBATp48mW+ft23bZnzObOrUqZKdnW2R98ZcOp1O4uLiZPv27XLt2jURETl37pzUqVNH82OGUrasMhhlCa3P+Zxwc3OTli1byrlz54RMrVu3zqSuVJTYvn271ofWbKwTjMocWp/zrBPFY53Qnr3XCbP71FBKPaGUSgRwG8AkAO8ZZrUCcCRnORERAMcM03PmHzVMz3E01/y82xmnlDqslDpsbm7lLacPjczMTPz777/4448/cP/99xe47OXLl7F48eIC50VHR2PVqlVmbXPhwoWYPn062rZti4CAgAKXERHExMSYtxMAUlJSUL9+fbz++ut4/fXX8dprr+Hjjz9GcHAwBg8eDEB/J8oDDzwAAPD29sann36abyiq6OhoREdHIzs7G5GRkWZv355ERkbirbfeQkZGhsn04OBg1KtXDwDw1VdfYdCgQRg8eDCGDh2K8PBwq+S2fft2hIeHG++kmTdvHq5cuWKVbRPZAlusE6mpqTh58iS+/vprrVOxKTqdDjt37sTt27e1TsWiunfvjpYtW2qdhtlYJ6iyYZ2wH6wTtsHe60T+MToLISI/AvhRKVUTwFgApwyzvAAk5lk8AYC3mfPzbmchgIUAYBhRw6a0aNEC/v7+BQ5vCgDNmjVDs2bNCpxXt25d1K1bt9ht3L59G/7+/vj8889NGjQuXryIQ4cOoWbNmmjUqBE++OADuLu7Y8aMGfDy8gIAREREoGHDhgWut0aNGvj999/x1ltvoXnz5nj66afx22+/wd/f3/jIhL+/P8LDw+Hl5YXFixfj3nvvLXA/AH0jycWLF4vdH1tXt25dVKlSBdHR0fjwww+xefNmNGzYEMOHD8elS5cQGRmJW7duYd++fejXr5+xs6eUlBSsXbvWuJ6GDRvi008/tXh+t2/fxj///IP27dtDKYUhQ4YY523ZsgU//PCDxbdJZMtsuU5s2rQJ8fHxqFq1qtap2IS0tDT89ttvWqdRZnXr1oWvry/8/f0xcOBAPPHEE6hWrZrWaZmFdYIqI9YJ+8E6ob0KUSdKc3sHgADo79jwA3AcwCt55q8B8Lnh/3MArM4zfzL0d2/Yxe1iOfH4449LRESErF+/XnQ6naSnp0t6enqZh2nS6XSSkZFR7HIXLlyQ0aNHy549e0RECnwsxZxHVW7cuCEZGRly69YtCQkJkaCgIPnll18kNjZWYmJixN/fX9q1a1fsfq1cuVJcXFw0f1/KEs7OzrJjxw756KOPpEGDBnL16lWZNGmScR/Xr18vQUFB4uDgIO7u7tKkSRMBII6OjuLq6ioODg7GdXXu3Nlijx7ltnbtWlm7dm2+6bGxsdK5c2fNj2HuEBu4zZRRuULrcz5vDB8+3KzreWVRkerErVu3JCsrS+tDWiIJCQmsE4xKH1qf86wTRWOd0FZFqROlvTjUNmw0CPo+Nb7PNU8BiIRpnxqReV7/PeyoT42c8PHxkcaNG8u4cePkwIEDMnfuXAkNDZW4uLgCT5IzZ87I3r17izyRsrOzZc+ePTJhwgSzT76SCAsLk8zMTOPPWVlZcvz4cYmJiZG7777buG9KKRk+fLgkJiZKeHi4vP/++0U2aqSlpUmnTp00f0/KGq+//rqkp6fLjBkzxM/PT6ZNmyZTpkwx2ddbt27J/PnzpXHjxsbXjRo1Sv7991/59NNPpWrVquLq6ipDhw61WpG6cuWK3HPPPWL464PNhNjAhxdG5Qqtz/m8ERAQIH/99ZdQxasT9iY+Pl6GDh3KOsGo9KH1Oc86UTjWCW1VpDphzoXAAcCLAAIMP9cF8Dv0Q7w6AegM/V0bPQC4AJgC4DoAb8PyvgBuAphqmN/DsPx9Zmxb84OaN6pXry67du2SixcvFnnyZmdny/jx42XlypXFnkzvvvuubNmyRWJiYox3YVjKnTt38jVO6HQ6+fHHH01aRZ2dnU2GMS3ujoONGzeKk5OT5u9HWcLFxUW+/fZbiY2NlaZNm4qXl5d07txZ7ty5IyL6BqBTp04Z93ns2LHi4uIi1atXl//7v/8zLhMTEyMbNmyw6FCux48fL3SerV6AUMqLEINRltD6nC8oXn/99TLfwVcRVJQ6cfjwYa0PZYmxTjAY/4XW5zzrROFYJ7RT0eqEORcCBwB/ArgB4A6AKwB+ANAk1zJPAbgIIBXAQQBt86yjvWF6qmG5kWYlZwMHNW8opcTLy0teeeUV4+gTBUlISJBWrVrJ5cuXiz2psrKy5ODBg9KxY0d55ZVXZNeuXZKWlmacn/dOkGvXrhm/eJdUVlaWfPzxx+Lj42OyX05OTrJmzZpiXx8TEyPnz5+XZ599VvP3oizh4uIis2bNkrCwMPn000+lcePG8tVXX+VrzMndcJWSkiIrVqyQS5cuSWpqaqmOv7mKajD75JNPbPIChFJehBiMsoTW53xB0aBBA0lKSpLKKj09vULVCXu7lViEdYLByB1an/OsE/mxTmivotUJzS80RSZnAwc1bzz22GPy5JNPyqhRo4psYY2KipKmTZvKkSNHzDqxzp07J2FhYTJ+/HgZN26crFy5Uo4cOSKJiYny9ttvGxs5Tp48KaGhoXL9+nWz1luQs2fPyqBBg0z2K++dGoXt06OPPiouLi42+0tQkgtQdna2fPrpp+Lt7S0XLlwo0QUpLS1NTpw4Uer3IK+kpCT5559/il1u5cqV+RqkbCnEBq4bjMoVWp/zBcWoUaNMHvuzZ5GRkbJu3TpZtWqVXLx4sdjl09PTZerUqeLq6lph6oS9YZ1gMExD63O+oteJkmKd0F5FrBOaX2iKTM4GDmremDFjhiQnJ8vBgweLPFmysrJk7ty5cuHChRKdZDqdTnQ6nezZs0fq1Kkj3377rRw6dEju3LkjcXFxEhgYKD169JAtW7aU+kt1WlqaDBgwIN++de3atcjHTnbu3Cmurq6avwdliapVq8rGjRuNF6Bdu3ZJ//795caNGyU+jlFRUSYNIZmZmcU+bmSuGzduSEpKioiI/PPPP/Liiy/Kt99+K82bN9f8GFr6IsRglCW0PucLqxMVwfHjx6VJkyailBKllNSpU6fYfqIuXrwobm5umr8HlqwT9iIxMVG2bt3KOsFg5Amtz/mKXCdKg3VCOxW5Tmh+oSkyORs4qHmjefPmcvbsWePJsXPnTpO/Xlny+bh169ZJcHCw3LhxQ3Q6nezatUvc3d2NuVSrVk02bNhg1rqysrJEp9NJVFSU3LhxQ0aMGJFv355//vl8v5w6nc7YMPPRRx/ZdYsqAJkwYYJFbhFLSUmRl156ydj3hU6nky+++EIGDRokSUlJxtb3nJFtzp49K4sXLzZZx8WLF+XmzZsFrj8uLk7S0tLkxo0b0qBBA82Pm7khNnDdYFSu0PqcLyjy1gl7k52dLXfu3CmwTowfP77I17JOaGPTpk0SFBSk+bEzJ8QGrhuMyhVan/MFhb3XibJgndBGRa8TTqASOX/+PL744gt89dVXcHBwgJeXF8LCwtCoUSNER0fj/PnzuOuuu7Bu3Tr069cPAQEBcHFxKdW2evbsiZMnT+Lhhx9Gv3798N1338HJyQlDhgzB5s2bcefOHYwZMwZ79uxB48aN8c8//yAwMBBKqXzr2rBhA2JiYrB3715s374d0dHR+Zb55ZdfkJqaij59+uDxxx+Hg4MDlFLw8/MDAFy/fj2nONglDw8PTJw4EY6OjsZpqampcHV1hYODAwBAp9NBREyWySs7Oxs//vgjbt++jZEjR2Ly5Mm4ceMGZs6cibS0NLRu3RrVqlXDqFGjEBMTgxUrViAhIQGenp4YNGgQfHx8AACNGjUqdBtVq1ZFRkYGfvrpJ8TExFjoCBCRNeStE/YkKysL77//PpYvX45Lly7lmx8WFobbt2/D09OzwNdXxDph6zZv3oyRI0fi5s2bWqdCRGay5zpRVqwT1lcp6kRpWkKsFbCBlqKColq1anLy5EnJyMgweR4uPT1dIiMj5ffff5cxY8bIF198Ifv37zdpIVu4cGGJh3EKDQ2VunXrCgBp0qSJJCcny5UrV2Tnzp0SGBgozz//vKSlpRX46Eh2drb89ddfkp2dLb/++qtZ++fn5ycnTpyQs2fPyokTJ2T+/Ply8eJFef755zU/9mUJLy8vuXLlivGxjrNnz0q7du3k2LFjxuMVGxtrVt8WIvp+MF555RWZM2eOREVFSbdu3cTLy6vI4xoVFWXWulNTU2X9+vXi4eGh+XErSYgNXDcYlSu0PucLi5w6YW+2b98uzs7Ohe5X3iGvRfR3lu3Zs6dC1IkePXrYVed9mzdvloCAAM2PW0lCbOC6wahcofU5X1jYa50oDdYJ7VSWOqH5habI5GzgoBYW48aNk6tXr8qmTZuMJ01SUpJ8/vnn0qJFC5PHQnbt2iVz586VU6dOSXx8fKlGLtmzZ4/UrVtXmjRpYjIySlJSkmzdulViYmJMlo+KipLw8HCJioqSn376SS5cuCAvvPBCoftTp04dqV69uvHnPn36SPPmzcXT01McHR3F29vbrvvTmDx5ssybN0+Sk5Pln3/+kaysLAkNDRUHBwf59ddfTY5d7mFcixMfHy+DBg2S0NBQSU5Olv3790vfvn0LzEEpJTNnzizyEaWcIaHCwsKkXr16mh+3kobYwHWDUblC63O+qBg3bpzYk7S0tCLrRI8ePfLVmoMHD0rTpk3F3d3d7uvElClTihzVzNakpaXJ3XffrflxK2mIDVw3GJUrtD7niwp7qxOlwTqhncpUJzS/0BSZnA0c1MLCz89Ptm7dmu95qpx+K/bs2WOclpmZKampqWXuTObYsWPy8ssvm3zpTktLk7Fjxxo7DU1OTpbffvtNatasKW3atJH+/fvLww8/LG5ubuLg4FDgviilZPHixTJ16lQB9A0ctt6BTElCKSU//PCDSWOQiMj169elc+fOMmTIEImNjRURkcuXL8v69etl/fr1Zg3bGhUVJb1795YePXoYp+3fv1/q1KljkkNgYKAEBQVJ8+bNC13v5cuXZe3atTJy5EgZPny4eHp6an7sShpiA9cNRuUKrc/5oiKnTtiDtLQ0mTRpUpF1Yu3atfleV1gjrr2FUkrWrVunwZEvuUuXLsnvv//OOsFgmBlan/NFhT3VidJinbC+ylgnNL/QFJmcDRzUoqJ69ery/vvvF3pCnTp1SjZv3mz2Iwd55X50JYdOp5OzZ88av4SvW7dO3n33XUlNTZVVq1ZJp06dRCklvXv3luTkZDlw4IBZf/F3cHAwdtozd+5cOXTokN134pM7XF1d5dy5c/mO59y5c8XR0VG6d+8uffv2lXr16olSSkJCQoocCSbHli1bxNnZWapVqyaTJ0+WXbt2SXJysgwbNsy47U6dOkliYqJcv35d6tSpY+yQVafTyeHDh2X27Nny999/y3PPPVfoFwp7CbGB6wajcoXW53xx4e/vbxcfWN9///1irz/Dhw83ec2FCxfE399f82NsqahXr16R9fratWuSkZFR3m+FiZw/lOTYu3ev1KlTx67rs9jAdYNRuULrc764sJc6URqsE+WPdcLwe16aF1krtD6g5oS/v79s375dRPR/td+xY4fxpDp//rzUrFmzzD3kXrt2zeQL9rp16+See+6RefPmyYQJE6R27doSHBxs8oF0zJgxIqIfpaNPnz5m/ZIOHDhQAgMDpU2bNvLZZ5/Z9S9D3lBKydNPPy2nTp2Sf//913jXTGhoaIHLDxgwwOQ9SE5OluvXr+d7bzZu3ChOTk7G1zk6Ospjjz0mffv2NT6XHhQUJLdu3ZKjR4+Kr6+vuLu7S0hIiISEhIi7u7t4enrK0qVLpWfPnpofp7JGeV0LGIzCQutz3pzIXSesLTs7W7Zu3SozZsyQn376SSIiIvItY26dyNuo8dtvv1XYOpG7Zl++fFkGDBggjRs3lnbt2smcOXOsMozfr7/+KiEhIdKgQQPp3r27/Pjjj6wTDEYpQutz3pzQsk6UJ9aJ8sU6kev3vDQvslZofUDNjZ49e0pycrKcOnVKXnvtNbl27ZpkZmbKzp07ZdeuXdK4cWP57rvv8rXCnjhxQv78889ih4E9duyYyXPMS5cuLfIC4eLiIjt37hQR/S9ZcZ1NKqVk5cqVsmrVKnnsscekbt26smjRogp1EcqJ6tWrS4sWLeT48eOSnJxc6C1xffv2lTt37hjfm/T0dJOGpZSUFFm1apVs2rTJpFO9wMBA+f333yUjI0NWrlwptWvXltDQUBERuXnzpqxfv96unyUsLrS+ZjAqX2h9zpsbPXv2LFV/SmX12WefiYuLizGPVq1aSWRkpMkysbGxxQ7zlve22/T0dFmzZk2FrROdOnWSEydOFFgnXF1dTf6AYWk6nU5++eUX8fb21vxYlEeIDVw3GJUrtD7nzQ2t6kR5YZ3YUW7HlnWigN/z0rzIWqH1ATU3XFxc5JVXXpHg4GDZvHmzpKamyuzZs6VLly4ye/ZsqV+/vnz11Vf5/tKfkJBQqs5mRowYUWQ+Xbp0MekjwpwRNAICAmTEiBEyfvx4cXJysrtecksafn5+Uq9ePZMP+znh7e0tXl5e0rBhQ1m9erXxuGdmZsqxY8fko48+kuHDh0vt2rXl448/lunTp8uoUaPEy8tLJkyYYFz+2LFj0r17d5P3bu3atUWOLGDvofU1g1H5Qutz3txwcXGRmTNnSmJiolhLRkaGtGnTJl8ueTtHFhF56aWXit2Hb775RnQ6nWzdulX69u0rNWrU0Py4lmcUVSdmzpxZbu9bVFSUVKtWTfP9L68QG7huMCpXaH3Omxta1InywDqhD9aJ0oeU5ve8NC+yVmh9QEsauUcmiY+PlyVLlsjly5clNjZW0tPTLXISX7x4Ue655x4JCAgo8BcIgDg7O0uHDh3k//7v/2Tbtm1Sr149adCgQbF3CLi6uoqbm5vmx1HrmD17tgQHBwsAuf/+++XgwYPyySefyJo1a0yGbH3jjTdEp9NJenq6REVFyaJFi6RVq1Yybdo0+eyzz+Spp56S+vXrG4friomJkZdeesnkcZWKFlpfMxiVL7Q+50sSSil58sknTYYCL0+HDh0Sd3f3fHkMGTIk37JRUVHSo0ePQuuEu7u7nDx5UtauXVuhP0iZG6GhobJy5UqJjIw0vp8ZGRkSEREhn3/+uSxYsEAiIyNLfPtxdna2zJ8/n3WCwbBgaH3OlySsXSfKA+uEPlgnSh9Smt/z0rzIWqH1AS1peHl5ye+//16iE7OgEzUuLq7Q+X/++ac4OTnJ6tWrpV27dvlyeOWVV6Rp06YC6Pt3uOeee2TmzJly8+bNAv9iB0CmTZsmEyZM0Pz42Uq4uLgY+yfx8PCQjz76SNzc3PJ92J8wYYLExsZKXFyc9O/fX7p27SqAvtV26dKlxkanxo0by6effiqvvfaa5vtW3qH1NYNR+ULrc76kYYk6Ya6srKwC60Rh209PT5fOnTsXmPdnn30me/bsET8/P82PoS2Ei4uLODs7i6enp8yaNUtSU1NlxowZ4uHhIQ4ODsah0L/44gvjnZMFSU1NlVOnTskbb7whn376qcybN6/AhqiKFGID1w1G5Qqtz/mShjXrhKXt27ePdcIQrBOlDynN73lpXmSt0PqAliaaN29e5ImZV0pKirER49atW3Lz5k2ZMGGCpKSk5Fs2OTlZ3nrrLXFycpKOHTuKr69vvu136NBBqlWrJqNGjZKNGzdKXFycPP7443L//fcX+kzbiBEjZMaMGZofO1sMZ2dn6dKlizg6Ouabp5SSli1byq5du4wtpl9//bWsW7dOvv32W5PHTJRSFfKZwryh9TWDUflC63O+NFHSOlEW3377rckdeJ06dSryscdly5ble2SxW7ducuPGDfnss880P3a2GC4uLtKlS5cC/2qmlJJu3bpJTEyMJCQkmPTNlJqaKi+88ILxdawTDEb5hNbnfGnCmnXCklgnCg7WiZKFlOL3XIn+l90mGd40u9O3b18sX74cfn5+xS6bmpqK8PBw+Pj4YP/+/TkXX/z999+YPn06rl27BmdnZwQHBwMAbt++jcGDB2PLli0m67n77rvh7++PxMREhIaGolWrVjh06BAaNGiAS5cuoU+fPsjOzjZ5Tf369bF06VLMnz8fv/zyi2V2vhJq0aIFnJ2dcebMGYwdOxavvfYaoqKi0L9/f2RmZmqdnlWJiNI6B6pcKkOdKAsRwbFjx7B//340b94cLVu2REBAQJGvWb58OZYvX46YmBi0atUKs2bNglIKnTp1woULF8o134oqp044OTnhgQcewMSJE1kniKyEdcI6bt68yTpRBqwT/ylNnWCjRjkZN24cFixYYPbymzdvRqNGjeDv74/Lly/jzp072L17N4YMGQInJyfUr18fsbGxeOSRR3D27FkkJCQAADw8PNCjRw/07dsXTz/9NKKjo3H+/HlcvXoVy5YtwwsvvIDIyEhMnz4dOp3OuD03NzeMHz8es2bNwubNm9GvXz9LH4JKKyAgANnZ2YiNjdU6Favjh1WytspUJ6xJp9MhISHB+GF6w4YNrBMWxDpBZD2sE9bBOmFZrBMl41QeiRCwd+9e/PHHH+jXrx8cHByKXf6DDz5A06ZN8eqrr6JZs2ZwdnZGvXr14OPjAy8vLwD6uzROnz6NpKQkAICjoyO+++47BAQEICAgAAsWLEBUVBS+/PJLpKen46GHHsKFCxcwY8YMkwYNAHB2doa/vz/mzp2Ln376yfIHoBK7ceOG1ikQkR0oaZ2wJqUUHBwc8Mcff+D8+fOsExbGOkFE5rDlOiEiSExMxO7du1knygHrRAmV5pkVawVs4JmesoSnp6dMnz69wP4xcsTFxcnMmTOlfv364uXlJadOnTLOW7x4sQQHB0tUVJSIiHzyyScmz1EFBARI48aNxdPT06RTnueff16GDh0qEyZMkJdfflmaNGki77//vjRs2FDzY8Ko2KH1NYNR+ULrc76s4enpKUuXLi1x7+flbe3atVKvXj2pUqWK5seIUbFCbOC6wahcofU5X9ZgnWBUtpBS/J7z8ZNyVqVKFYSGhuKxxx6Dj4+Pybzbt28jKioKkZGRiI6OxtmzZ5GWlobQ0FA4Ojpi3759uP/++zF69Gh8/vnnWL58OV555RXUrFkTY8aMweDBg7F371689NJLxnXWq1cP48ePx913341///0XLVu2xJUrV/DMM89g3bp1eOGFFxAVFWXtw0CVhPC2YrKyilAnPD09MWfOHAwdOjRfndBCeno6WrVqhbCwMK1ToQqIdYKsjXXC8lgnqDyVqk6UpiXEWgEbaCmyRDg4OEjfvn1N7sLIodPpjP/PzMyUHTt2SHJyshw6dEgWL14sSinp3r277Nu3T9atWyceHh6ybNkyyc7OliFDhkhwcLDJtn7//XcZMmSIzJ07VxISEmTYsGHy9ttvy/79++Xs2bPy5JNP5hualMGwVGh9zWBUvtD6nLdUFFUnrO3EiRMcko9RbiE2cN1gVK7Q+py3VLBOMCpLSCl+z3mnhhX5+Pjgs88+w+OPPw5PT89Cl8vIyMC8efPQsmVLfP3111ixYoVxnlIK3bp1w6xZszB+/HikpaUhJSUFOp0OERERCAoKQlRUFDp27IjOnTtj69at2LNnD7Kzs7F06VI88MAD6NSpE2JiYqyxy1TJCP8CR1ZWEevE0qVL8eijj1p1uzqdDidOnED9+vWRlJTEOkHlhnWCrI11wjJYJ8haSlUnStMSYq2ADbQUWTocHBzkp59+Mrsl9NSpU+Ln5ydOTk4ycOBA+fbbb6VPnz6yceNGuX79ukRFRcmnn34qkyZNMm7DyclJli1bJk2bNpX333/feGdG06ZNpUGDBpofA0bFDa2vGYzKF1qf8+URvr6+snr1arGkrKwsiYuLkw0bNkhqaqrxLsGUlBRZvHixdOjQQXx8fFgnGOUeWl8zGJUvtD7nyyNYJxgVOUr1e671habI5GzgoJZHVK1aVWbNmiU3btwo9gKTkZEhwcHB4urqKmvXrpXNmzdL586dZc2aNZKVlSVHjx6Vhg0biq+vr3H9Xbp0kcjISKlfv77m+8qoXKH1NYNR+ULrc768oiR1ojh37tyR8ePHS4MGDcTV1VWaNGkiX331lcTGxsqECRPEwcFB8/1lVJ7Q+prBqHyh9TlfXsE6waioUZrfcz5+ohGlFBo0aIARI0ZgwIABCAwMhIuLC5YsWYJhw4bB1dUV8fHx+PHHH/Huu+/CxcUFtWvXRmJiImbMmIH9+/fD3d0d0dHR+OOPP0zW7erqCl9fX9y8eTPfUK5E5Ul4WzFZWWWrE25ubkhISICXl1eRjzHmtnz5cowePdqkHrBOkFZYJ8jaWCeKxzpBtqQ0dYKNGjbAzc0NDRo0QKNGjbBp0ybcd999eOCBB9CzZ088/fTTiI6OxtixYzF79mxMnToVXbt2hVIK06ZNw/Xr15GRkaH1LhAB4IdVsr7KWCd2796NVq1aoWvXrujVqxd+++03DB8+HM2bN0dAQIDJ63Q6HZ588kn8/PPPGmVOZIp1gqyNdYJ1guwLGzUqGCcnJ2RlZQEAAgMDMX/+fHz99deIjIxEVFQU3nrrLXz88ceIiIjQNlEiA35YJWtjndDXCWdnZ7Ro0QJffvklDhw4gCNHjkApheHDh2Py5MmsE2QzWCfI2lgnWCfIvrBRo4JTSiH3+5X3ZyKt8cMqWRvrhCnWCbJ1rBNkbawTplgnyNaVpk44lEciVD7yXnB4ASIiotxYJ4iIqCisE1QRsVGDiIiIiIiIiOwSGzWIiIiIiIiIyC6xUYOIiIiIiIiI7BIbNYiIiIiIiIjILrFRg4iIiIiIiIjsEhs1iIiIiIiIiMgusVGDiIiIiIiIiOwSGzWIiIiIiIiIyC6xUYOIiIiIiIiI7FKJGjWUUg5Kqb1KKVFK1c01/SmlVLhSKkUpdUAp1TbP69oppQ4a5ocrpUZaageIiIiIiIiIqHIq6Z0akwGk5J6glOoM4GsAEwBUBbASwJ9KKW/DfB8AGwzTqwIYD2C+Uuq+sqVORERERERERJWZ2Y0aSqnmACYCmJJn1nMAVonIZhFJBzALQDqAQYb5gwGkAvhERNJFZAuA3wGMK2vyRERERERERFR5mdWooZRyAPAdgKkAEvLMbgXgSM4PIiIAjhmm58w/apie42iu+Xm3NU4pdVgpddic3IiIqHJhnSAioqKwThBVLubeqTEJQIyIrCpgnheAxDzTEgB4mznfhIgsFJF2ItLOzNyIiKgSYZ0gIqKisE4QVS5OxS2glGoK4DUAhV0UkgH45JnmCyA81/yGBcxPMjNHIiIiIiIiIqJ8zLlTozMAfwCnlVK3oH90BABOKqUmAjgBoE3OwkopBSDYMB2Gf1vnWWfrXPOJiIiIiIiIiEpMmXZ1UcACSrkD8Ms1qS6AfQDaAzgHfQPGRgCPAtgF4GXo+95oJiJJSilfAP8C+ATAXAAPAFgDoJeI7Ctm20UnR0Q2RUSU1jlQ5cI6QWRfWCfI2lgniOxLaepEsY+fiEgKcg3jqpTKeU2MiNwGsNtwx8Y3AGoBOAWgn4gkGV6foJTqB+ArAP8DcA3A+OIaNIiIiIiIiIiIilLsnRpaYssqkX3hX+DI2lgniOwL6wRZG+sEkX0pTZ0wd/QTIiIiIiIiIiKbwkYNIiIiIiIiIrJLbNQgIiIiIiIiIrvERg0iIiIiIiIiskts1CAiIiIiIiIiu8RGDSIiIiIiIiKyS2zUICIiIiIiIiK7xEYNIiIiIiIiIrJLbNQgIiIiIiIiIrvERg0iIiIiIiIiskts1CAiIiIiIiIiu8RGDSIiIiIiIiKyS2zUICIiIiIiIiK7xEYNIiIiIiIiIrJLbNQgIiIiIiIiIrvERg0iIiIiIiIiskts1CAiIiIiIiIiu8RGDSIiIiIiIiKyS2zUICIiIiIiIiK7xEYNIiIiIiIiIrJLbNQgIiIiIiIiIrvERg0iIiIiIiIiskts1CAiIiIiIiIiu8RGDSIiIiIiIiKyS2zUICIiIiIiIiK7xEYNIiIiIiIiIrJLbNQgIiIiIiIiIrvERg0iIiIiIiIiskts1CAiIiIiIiIiu8RGDSIiIiIiIiKyS2zUICIiIiIiIiK7xEYNIiIiIiIiIrJLbNQgIiIiIiIiIrvERg0iIiIiIiIiskts1CAiIiIiIiIiu8RGDSIiIiIiIiKyS8U2aiilliilMpVSt3PFxDzLPKWUCldKpSilDiil2uaZ304pddAwP1wpNdLSO0JERERERERElYu5d2osFRHPXDEvZ4ZSqjOArwFMAFAVwEoAfyqlvA3zfQBsMEyvCmA8gPlKqfssuB9EREREREREVMlY4vGT5wCsEpHNIpIOYBaAdACDDPMHA0gF8ImIpIvIFgC/AxhngW0TERERERERUSVlbqPGEKVUnFLqvFJqllLKM9e8VgCO5PwgIgLgmGF6zvyjhuk5juaab0IpNU4pdVgpddjsvSAiokqDdYKIiIrCOkFUuZjTqBEKIBBAdejvvugK4Jtc870AJOZ5TQIAbzPnmxCRhSLSTkTamZEbERFVMqwTRERUFNYJosql2EYNETkiItdFRCciZwBMBjBUKeVqWCQZgE+el/kCSDJzPhERERERERFRiZWmTw2d4V9l+PcEgDY5M5VSCkCwYXrO/NZ51tE613wiIiIiIiIiohIzZ0jX4UopX8P/mwH4DMBaEUkzLPINgMFKqR5KKRcArwGoAn1noDD8666UmqqUclFK9YC+89CFlt0VIiIiIiIiIqpMzLlTYzyAi0qpOwA2A9gPYEzOTBHZDWAi9I0biQCGAegnIkmG+QkA+gF4zDD/GwDjRWSf5XaDiIiIiIiIiCobZTooiW1RSiUDCNM6j1KoDuCW1kmUkr3mzrytq6C8G4iIvxbJUOXFOmF19po3YL+5V6S8WSfI6lgnrI55W5+95m6xOuFkmXzKTZg99lqslDpsj3kD9ps787Yue82bKiTWCSuy17wB+82deROVGeuEFTFv67PX3C2Zd2k6CiUiIiIiIiIi0hwbNYiIiIiIiIjILtl6o4a9jpBir3kD9ps787Yue82bKh57PReZt/XZa+7Mm6hs7PVcZN7WZa95A/abu8XytumOQomIiIiIiIiICmPrd2oQERERERERERWIjRpEREREREREZJfYqEFEREREREREdomNGkRERERERERkl9ioQURERERERER2iY0aRERERERERGSX2KhBRERERERERHaJjRpEREREREREZJfYqEFEREREREREdomNGkRERERERERkl9ioQURERERERER2iY0aRERERERERGSX2KhBRERERERERHaJjRpEREREREREZJfYqEFEREREREREdomNGkRERERERERkl9ioQURERERERER2iY0aRERERERERGSX2KhBRERERERERHaJjRpEREREREREZJfYqEFEREREREREdomNGkRERERERERkl9ioQURERERERER2iY0aRERERERERGSX2KhBRERERERERHaJjRrlRCn1tFLqgtZ5WJpSqptSKquct/GAUiqhPLdRUZlz3imlbiul7rNWTkREtq6i1mwiInuhlIpQSo00/L+hUkqUUnXLsL7RSqlow+feIZbL1H5Z4rjaqkrVqGE4qXMi0xDGaVrnV1aGi4EopTrkmf64YfpfVsxlm2G73QzbzjnOV5VSi5VSfoW9VkR2iYivtXItLaXUkjzn0GWl1AdKKZv+vRIRTxHZp3UeRGSblFJ/KaXe0jqPHIYakqmUqp1n+uuGeUs0So2IqMSUUu2UUquVUjeVUklKqfNKqTlKqVpa51YauRsjzJlupZycAMwDMM7wuXdlAcu8p5Taav3sCmaovaKUGpZnekfD9AiNUrMLNv3ly9IMJ7WniHgCWArghzzTjJRSztpkWWb/AHguz7TnDNOtQilVFUBHAH8aJmXnOsadAdwHYE4hr7X6cVd6TqV8+dJc+9YLwBgAzxaxLXs9r4iItPQv9NdXAPrrNvTXWqvVNiKislJK9QKwG0AYgGAR8QbQFUCs4V+yjJoA3AGc1DqREtL8e5y9qlSNGkUxtI7NMbScJgF4TSlVVym10dCSmqiU2qWUapvndYOVUocN82OUUu/nmf+y4daneKXUAqWUY6559ZVSK5RS1wyxUCnllWv+B0qpi4a7AMKVUq+YsStLAAxVSnka1tEYQDCAVXnymqSUOqeUSjbcYfBhTm6GL/nvG+6qSDa0tL5UyHFrp5SKUkrl/gUcAOBvEUnOu7yIXATwB4DWhtcXdNxNHnEx3BGxTCn1nVIqQSl1RSk1QikVrJQ6ZMhxR+6/4hW1f4b5YljmMIAUAO2VUhlKqYBcyyjDvo8y47hDRMKgL1RBudYRoZR6x5DfHQBDlFLuSqm5huN2y7Dv9XO95i+l1GdKqZWG/MOVUo/mOe5lOe9EKdXZnH0iIsot7/WjgOt1kdcvw3X1TcP1KU4pNVvp7+x7r5hNfwtgrFJKGX7uBiADwN48+RVaN5VSLoY6e0P999fRoYXsZx9DXR5g3pEhIjLLPAA/isjrInIFAETkmojMFJGfAaAsnxOVUn5KqTSlVHDujSqldiql3jH838lwHT5v+Fy9Rxm+3yilaiulrqtcd1gopRYZPsc6opTy1grDtDLdKaGUGqKUOmH4LHxCKTXIMP0+6BuNACDMUA9cS7jufHcs5q5/hty3GWrODUPMyLN8f6XUWcP2/zDUu7+K2fQqAK2V/vsblP574RAAi/Ose7hhn5MMtWqBUsoj1/yXlVKXDOfHFaXUB4XsZ2Ol/740o6D59oSNGqaeAfAFAB/Dvw7QX3waQN/idxTAKmX4a7tSqi/0d3y8B6AagOYANuRaXwMANQA0AdAewGMAhhteWwXAdgBnATQGcDeAugDm5nr9WejvbPCCvpXuQ6XUQ8Xsw1UAfwMYYfj5WQDLAaTlWS4aQF8A3gAeNex7zh0GvQCMBtBRRLygv+tiT94NKaUegb6B4jkR+SbXrEEAVheUnFKqKYCHARzKNTnvcS/IUAArAfgBmAngGwD/M2yrBgCB/n0wZ/9yjAXwOABP6N/b/Yb9ztHLkNOKQnLKu2/3QP9+7c4z6zkArxq2swbAbAAhhmgA4BaAdXmKxWgAnxu2/yWApUopd8N2Sn3eERFZQaHXLwCjAEyCvg7UAHANQBcz1nkQQDKAnoafn4O+DuRVVN18Gvpr4l2Gv472MCxvQin1vGHdA0TkDzNyIyIqllKqOYCmAH4sZtFSf04UkTgAa6G/3uVstzGA+6H/7AjoPz8/CqAP9J8jvwOwSSlVVUSuAngSwDyl1F1KqacA9AcwQkSyS7vvlmZouPgBwHTo9+FNAD8ppToaHrG+x7BoC8Md1enlkEYXAJcB1Ia+pr2plLrfkF8T6BsoZgLwhf49HWvGOtOg36+cZUcA2Al9rcwtEcAThnU/YIi3DNtuDuAj6GuYF/THYm3eDSmlQgDsAvCRiLxrRm42jY0aplaIyHbRSxGRyyKy1vD/VOhPlvoAmhmWfwnAfBH5Q0SyRCRJRHJ/oU0F8I6IpIvIBQDbALQzzBsAQInIOyKSKiLxAN4G8GTORUtElovIVUM+2wGsh/5DWHG+ATBO6R+peBoFfPATkZUicsmw7mMAluVadwaAKgDuUUpVEZHrInI09+uVUi9DfxHtIyIbc02vAv2Hzty/PI6GluB4AFsA7ID+S34Ok+NeyD5tF5H1IqID8D0ADwDLRCTa8JoV0H9YNWf/cnwqIuEikm242C2E6QVnLIDlhve+MKMM+3YbwGnoG2vW5VnmGxE5JiICIB3AUwDeEpErInIHwCsA7gKQuy+UX0Rkj2F/F0JftCxx3hERlbeirl9PAVhguCZmApgFfWO8OXJqWzUA/aC/rpsopm5mQN+4fLdSyklEokQkd6OGUkp9DOBlAJ1F5EiJ9pqIqGj+hn+vFLaA0vfLVtbPiYuh/z6R88jz0wB2iEikUkpB/zlyqohcNHwGXgT9l+b+ACAiW6FvMFkD/Wf9J0Qkpph9W2D4PGwM6L8zlZcxAFaKyAbDZ+H1AH6H/o+Y1nJeROYbtn8AwHH893l7BIADIvKTYf426I+nOb4BMMbwPW4cCv4et0FEzoiIzvBZfx7+q3VZABT03+M8RSRBRPbnWcVQ6P8APVpElpi7w7aMjRqmInL/oJSqrpT6XukfX0gCEGWYlXNRagjgfBHru5GnVfMO9H89AoBGAOrn+eXfBv0dBzUN239ZKXVK6R8hSIC+FdAfxdtgWMc7ACJE5EzeBZT+8Y1DSqlYpVQigBdy1i0if0Hf4vkWgBtKqU1Kqdxfih0A/B+AxSJyPM+qewM4lefily0iviJSVUQaich4EUnINT/CjH0ytlDmavjI3WqZgv+ObZH7V8R2VwDwV0p1NnxofhQF/yUwt2WGffM0rD8dwMY8y+Tejj/0DUYXc+3PbQA3ANTLtVzu/b1j+G/O/jVE6c87IqLyVtT1qw6AyFzzBf/V1uIsh/4OuikA/hSR2LwLFFM3l0P/GMtsALFKqVWGuwdzBAB4EfoG70gQEVnWTcO/dYpYxhKfEzdD34j7sKER4yno78YAgOrQN+6uy/MdpDH0d4znmA/9XSLHDA3ExXne8HnYGNDfxVBe6iHXMTIIh+kxKm95757I/XnbpNYZmFVXROS0Ydm3ob+jMe/3Ciileil9twg3Dd9RP8Z/3+MuQn+3zXMAriqldiuleudZxXQAGw0NWBUCGzVM6fL8/CGAWtA/huGN/35Rcp7pjcB/raIlFQl9C59vnqgiIlcMty99DOB5ANUNF4d1ubZdKMMX2u+gb5RYmHe+Uqoe9B/u/h+AWiLiA+Cr3OsWkYUi0hn6xpETMO2TQwf9LVfPKKXezLP6Qh89KULe414m5uxfQdsVkTTob80bC/0t0idExOwOhkTkluH1XQyNIgVt5yb0DR+NcuXrCf2HaXM/2Eeg9OcdEVFZ3IH+TrkctQtbsBBXoP+gDMDY4adZH0INjeFrALyOgmtbkXXT8Neyj0WknSGHFPz3QR8ArkPfMD9LmdmXEhGRuUTkPIAL+O8R8YKU+XOi4XvA99DfofEg9Hdx/G6YfQv663jPPN8/PETkI8P2HKD/PPsHgGZKKUvc/XAb+ju3c/dtUdL6kVsUch0jg8Yw/7N0cW4jV61TeUbfMoNJrTMoyZ0rC6Fv1FiU5w+VUEq5QP9d62cA9Q3fUV+H6fe4VSLSC/pGrF8BrMn1GCigf2KgrVLqa0Mdtnts1CiaN/QfeuINF5SP88z/CsB4pVRfpe90xzvnWSoz/AHAWek76vFSenWUoZMbw7azob+4iVKqP/R9RJhrDvQfzn4uYJ4n9O/9TQCZhmeqjB/glFLtDXcruEJ/YU2G/lYmI9F3ivkA9B23fWh4nSP0vySrS5BneShy/4qxEPo+KCag+Ls0TCilfA3biQYQV9Ay8t/jMzOVvjMmdwCfATgH/TPj5ijLeUdEZA4npVSV3GGYfhjAaKXvdLMhTB8lNMcy6B8haWW4NfpVlOyD7XTo79bYWcC8IuumUupBpVRbw3ZTof9gn7e27YG+dn6qlJpYgryIiMwxEfpHQz7I+aKslApQSr2hlHrcQp8TAf0jKH2h/7L7k+EPdzl3x82F/hrXzLB9T6XUQ7m+uL8FfWPzU9D32zBHKRWUdwMlFAZ9Q8GzSikHpe9ws8COms20BPrO9x9SSjkqfX9zg5GnQ00zOOStdYZGncMAHlVK+St9Z53vF7OevH4C0FEpNcyQXzcAA0v4+t4w7Wsxhwv0d/PEi0iqUupu6O8yBAAopVoofWfX7gAyoe9/Q2D6R9YY6EfbaQtgmSr9KJA2g40aRXsX+pbRWOiHBNoL/QcmAIDh+a1nAXwA/ZfYMOg73SmW4RGKHtB3EHoO+hNuG/QjlQDAJug//B2EvlV1KP5rZTVn/fEisjXnIpZn3j+GfVsDIAH6D4k/5VrEC/oOO29Bv++9UUBHkyISAX3DxiNKqXnQ371xXUT+NTfP8mDG/hX12nMAjkD/IbugBqG8Rit9r8a3oW999wLQz1A0CjMZ+ovlIehvzasF4JG8LbFF5Fjq846IyEzvQv/F3xhKqZrQf3BqCv2151foP1iWxPfQN8xugP7OiLrQd9JsViduoh8lYFsh19ji6mYNw/x46G8bbgD9XR15t3EUQHcA/6eUmm7ebhERFU9EtkDfmfHdAE4ppZKh74w/AP811pbpc6JhO+ehvxb2gukdacB/n5HXGB5d+BfAeOi/4HeH/hG/x0TkjuGR9E8A/KZyja5RUqIfEXEMgNeg/84zCf91XFqa9e2FvrPUT6G/pn8CYGQBfUcUpzvy1DoAw6B/TPEc9I+0HIe+f6aS5BcO/R9JZ0C/v1Ogrz/m1ro0w/e4+ALm3Yb+j6+fGL5/fAXTzmddoH+Pr0H/PehlAEPyficUfaeyPaBvwFqhSjhCjK1RRX/3IjKfUmoOgNsi8lZxy9oypdQSABkiMk7rXIiIKjLDX8QuA5gmIsWNCEBERGSXlFI/AUjm94vyYfe3mpBNOQv9MLV2S+mHQXoM+mFsiYjIwpRSj0P/V0IHAG9A/9zyhiJfREREZEeUUg8D2A39Y/z9AQwB8FCRL6JSY6MGWYyI5Ou4zZ4opVZAf7H50NDzMBERWd5L+K+jz9PQP7KX7xZbIiIiO9YV+j4+qkB/R+J4EdmhbUoVl9UePzF0IvkR9D3xVoF+uKHnDSNGEBERERERERGViDU7Cp0O4FHob+vPGQd5mRW3T0REREREREQViDXv1IgE8D8RWWT4uQn0o0U0MoyiQURERERERERkNqv0qaGU8gFQH/qhMgHoh7oxDCPUEkBErmXHAcjpFbatNfIjIssQEaV1DlTxsU4Q2S/WCbIG1gki+1WaOmGVOzWUUvWg7yClsYhcyjU9EsD/icjyQl7H8WaJ7Ag/rJK1sU4Q2RfWCbI21gki+1KaOmGtPjWSDf/65JnuCyDJSjkQERERERERUQVilUYNEUmA/k6NNjnTlFKNAXgDOGmNHIiIiIiIiIioYrHm6CcLAbyulGqklPIG8DGATewklIiIiIiIiIhKwyodhRp8BKAqgEMAXAFsATDSitsnIiIiIiIiogrEakO6lgY79iGyL+wAjqyNdYLIvrBOkLWxThDZF1vuKJSIiIiIiIiIyKLYqEFEREREREREdomNGkRERERERERkl9ioQURERERERER2iY0aRERERERERGSX2KhBRERERERERHaJjRpEREREREREZJfYqEFEREREREREdomNGkRERERERERkl9ioQURERERERER2iY0aRERERERERGSX2KhBRERERERERHaJjRpEREREREREZJfYqEFEREREREREdomNGkRERERERERkl9ioQURERERERER2iY0aRERERERERGSX2KhBRERERERERHaJjRpEREREREREZJfYqEFEREREREREdomNGkRERERERERkl9ioQURERERERER2iY0aRERERERERGSX2KhBRERERERERHaJjRpEREREREREZJfYqEFEREREREREdomNGkRERERERERkl9ioQURERERERER2iY0aRERERERERGSX2KhBRERERERERHaJjRpEREREREREZJfYqEFEREREREREdomNGkRERERERERkl9ioQURERERERER2iY0aRERERERERGSX2KhBRERERERERHbJrEYNpdRwpdQupVSSUiqrgPlPKaXClVIpSqkDSqm2eea3U0odNMwPV0qNtNQOEBEREREREVHlZO6dGvEA5gF4Je8MpVRnAF8DmACgKoCVAP5USnkb5vsA2GCYXhXAeADzlVL3lTV5IiIiIiIiIqq8lIiYv7BS3QBsFRGnXNOWAnAQkVGGnxWASABvi8hSpdQYADMANBDDxpRSywBkiciYYrZnfnJEpDkRUVrnQJUL6wSRfWGdIGtjnSCyL6WpE5boU6MVgCO5khAAxwzTc+YfFdPWk6O55ptQSo1TSh1WSh22QG5ERFTBsE4QEVFRWCeIKhen4hcplheAxDzTEgB4mznfhIgsBLAQYMsqERHlxzpBRERFYZ0gqlwscadGMgCfPNN8ASSZOZ+IiIiIiIiIqMQs0ahxAkCbnB8MfWoEG6bnzG+d5zWtc80nIiIiIiIiIioxc4d0dVRKVQHgYvi5iiEUgG8ADFZK9VBKuQB4DUAVAL8bXv47AHel1FSllItSqgeAwTDcEkZEREREREREVBrm3qkxCkAqgE0AHA3/T4V+RJPdACZC37iRCGAYgH4ikgQAIpIAoB+AxwzzvwEwXkT2WW43iIiIiIiIiKiyKdGQrtbGjn2I7AuH6iNrY50ge+Lg4ACdTqd1GppinSBrY50gW6CUgoODefcT6HQ62PJ39PJWmjphidFPiIiIiKgISil8++23eP/99xEeHq51OkREFYqjoyNcXFwstr4mTZqgTZs2xS9opgceeAAdO3Y0a9njx4/jjz/+wMaNG5Geno709HSL5VFR8U4NIrIY/gWOrI11guzJU089hUGDBuHZZ59FbGys1ulognWCrI11wnI8PT3h7OxskXUppdCvXz/4+/tbZH3NmjVD3759LbIuAPD29oafn5/F1ldSOp0O0dHRuH79On755Rf88ccfiIqKQkpKimY5WUtp6gQbNYjIYvhhlayNdaJoDg4OmDhxIrZu3YqYmBh4eHhgwIAB2LNnD06fPl3o62rWrIk7d+4gOTnZitlWfG5ubvj000/RtGlTzJkzB0ePHkV2djbuvvtu9OnTB4cOHcKaNWsq9CMqrBNkbawThXN1dUXHjh3Rp08fs5bv1asXGjRoYLHtV61aFU5OfHDAHAkJCTh9+jS2bNmCH3/8EVevXq2wDRxs1CAiTfHDKlkb60TRqlatikOHDqFWrVoICwtDkyZN4OHhgYsXL+KZZ57B+fPncePGDePyXbt2xVNPPYX+/fvj4sWLOHPmjHFeWFgY/vjjD5P1R0VF4c6dO+WWf5UqVdCwYUMAQHx8PHQ6HW7evFlu27MGNzc3DB48GH369EHXrl2Rnp6OevXqwdXVFbdv38YLL7yAZcuWVdjnqVknyNpYJ/JzdnbGfffdh1dffRV9+vSBq6ur1ilRCaSkpGDfvn2YPXs2Tpw4gejoaK1Tsig2ahCRpvhhlayNdaJw3t7eWLx4MQYPHlzg/OzsbFy4cAH79+/H6tWr8eSTT6JLly4ICAgocHkRQXZ2tsm0/fv3IyYmBt999x3i4uIQGRmJmJgYs/JzdHREq1atEB0dDW9vb1SvXh1PPfUUatasiV27dsHd3R0PPvggHnjgAYgIIiIikJ2djWnTpuVrXLFHXl5eWLt2Lbp162Yy/fbt29i2bRt++eUX3HfffTh//jy+/PJLbZIsB6wTZG2sE/8JCAjAPffcg1deeQV9+vSxaB8UZH3Z2dm4du0avvvuOyxatAiXL1/WOiWLYKMGEWmKH1bJ2lgnCvb2229jyJAhaNWqlVW3Gx4ebvyLkU6nw+LFi413VvTr1w8tW7Y0Luvo6IgOHTogIiICVatWNeu56oSEBNx33304d+5c+eyAlc2cORNvvfVWofN1Oh0GDBiADRs2WDGr8sU6QdbGOgH4+/vjySefxMSJE9GsWTOt06FyEBUVZWzciIqK0jqdMmGjBhFpih9WydpYJ/J76KGHsHz5clSvXl3rVCzu2rVruPvuu5GQkKB1KhYxYsQI/PDDD1Cq8EvnrFmzMG3aNCtmVb5YJ8jaKmudcHR0RPv27XHfffdh4sSJaNq0qdYpkRVERUVh1qxZmD9/PjIzM7VOp1Q4pCsREVEl0KVLF6SlpSEsLAyA/pEFd3d33H///fj+++8rZINGfHw83n77bSQlJWmdisX06tWryAYNALj//vtRvXp13Lp1y2S6p6cnUlJSKnSnokRUcs7Ozmjbti1efvll9O/fH97e3lqnRFZUr149zJo1CwMHDsTs2bOxbds2pKamap1WueOdGkRkMfwLHFlbZakTzs7O8Pf3Nw5ZN3bsWLi6uhp7Pl+zZg26deuG2rVrw9PTU+NsLSs9PR0LFizAV199hQsXLlSoL/GNGzfGb7/9hjZt2hS53IYNG/Diiy8iJiYGrq6uaNGiBRYuXIiNGzfi008/Nens1daxTpC1VZY6UbVqVTRv3hyTJk3CgAED4OXlpXVKpLG0tDTs2LEDTz/9dIWvE2zUICKL4YdVsrbKUCdcXFzw3nvv4cUXX4SzszOqVKmidUpWk56ejunTp+OLL76oUI0ZufXq1QubN28udrnbt29j3759qFOnDho1agQ3NzcAwKZNmzBq1Ci7GRWGdYKsraLXierVq+Oxxx7Diy++aHJtIMpRGeoEGzWIyGL4YZWsraLXCWdnZ8yYMQPTpk2Do6Oj1ulY3bFjx9C+fft8o65UJP7+/tizZ0+ZOu9bs2YNhgwZYhfHiXWCrK2i1olq1aph2LBhmDhxIu6++244ODhonRLZsE2bNmHKlCk4ffq01qkUqzR1gmc/ERGRDWrRogX++OOPStugkZqaitDQULv4ol4WtWrVKnQYXXP16tULI0eOtFBGRGTLfH198fzzz+Ovv/7CvHnzEBQUxAYNKtZDDz2E3bt3Y9CgQVqnUi7YUSgREZHGvLy80LNnTyQlJeH8+fPo3Lkz3nzzTQQFBWmdmiZSUlKwdOlSLFu2TOtUyt2lS5cQFRUFHx+fUq/D3d0d8+bNAwD8+OOPdtvjPREVzsvLC0888QQmTZqEu+66S+t0yA75+PhgyZIlAIDff/9d22QsjI+fEJHF8LZisraKUCeUUnjvvffw9ttvIz09Hbdu3ULdunW1TksTKSkp+OeffzB79mz89NNPFbYfjbz27duHkJCQMq8nJSUFFy9exJAhQ3D+/HkLZGZ5rBNkbRWhTlSrVg1z5szBk08+WeyISUTFSUxMxNixY7Fq1SrYYlsAHz8hIiKyI0opDBgwAC+88AKUUqhSpUqlbdA4efIk7rvvPjz44IP44YcfKk2DBgDs3bvXIutxd3dHUFAQQkNDy/xICxHZhm7duuHAgQNs0CCL8fHxwbfffos+ffponYrFsFGDiIhIA127dsVXX32FJUuWoFq1alqno6nLly9jyJAhOHnyJJKSkrROx+o2bdpk0UdGevfujWXLlsHf399i6yQi6+vWrRt++uknNGnShA0aZFG+vr6YNm1ahakTfPyEiCyGtxWTtdlrnfD09MSuXbsQHBysdSqaS09Px7Rp0/DFF19onYpmXFxccOLECQQGBlp0vevWrcPgwYORlZVl0fWWBesEWZu91olu3brh559/Ro0aNbROhSqwzZs348knn8StW7e0TsWIj58QERHZgY8//pgNGga7du0ydnJZWWVlZeHAgQMWX2+PHj04KgqRHWrSpAkbNMgqevfujQULFtj9nUBs1CAiIrKi5s2bY8SIEVqnYROuX7+OZ5991qbuJNCCk5MTOnToYPH1uru746uvvkKnTp0svm4iKh9eXl6YOXMmGzTIavr06YNRo0ZpnUaZsFGDiIjIikJCQuDr66t1Gpq7ffs2/u///g9RUVFap6IpR0dHvPLKK2jSpEm5rN/d3R2vvvpquaybiCzLy8sL8+fPx/Dhw7VOhSoRd3d3vPnmm3bdvwYbNYiIiKykVq1amDRpkt3f5lkSIoK0tDTjz+np6Vi4cCHGjh2LxYsXV6pRTgry8ssvY+bMmXBxcSm3bbRu3Rq1a9cut/UTUdm5uLhg3rx5GDFiRKWqEWQbWrRogSeeeELrNEqNHYUSkcWwAziyNnupEw0bNsQzzzyDnj174r777tM6HavZunUrVq9ejcuXLyMkJATdunXD3LlzsXLlSmRnZ2udnuYCAwPx559/olGjRuW+rYceegibN28u9+0Uh3WCrM1e6sTDDz+MH3/8EZ6enlqnQpVUWFgYunTpghs3bmiaR2nqBBs1iMhi+GGVrM0e6kTHjh2xbt06u76tszQ2bdqEkSNHGntUV0rB2dkZGRkZGmdmGwIDA7Fq1SrcddddVtner7/+iscff9wq2yoK6wRZmz3UiQEDBmDp0qXw8/PTOhWqxEQEr776KubMmaN1Hhz9hIiIyFb4+vrirbfeqnQNGomJiZg2bZrJEHEiwgYN/NeHxvr1663WoAEAnTp1Qr169ay2PSIyj6+vLz7++GM2aJDmlFKYMGECqlevrnUqJcZGDSIionIyfPhwDBgwQOs0rCI7OxvJycmYOHEiOnfujJMnT2qdkk1q0aIF3n77bTRu3Niq261VqxZatWpl1W0SUdF8fHywbNky3H333VqnQgQAaNq0KZ588kmt0ygxPn5CRBbD24rJ2my5TgwbNgyLFi2q8M9Hh4eHY/v27fjuu+8QHx+P8+fPw5Y/W2jF1dUVjRo1wm+//YagoCBNcoiOjka7du1w/fp1TbYPsE6Q9dlqnVBK4emnn8aiRYvYMSjZlH///RchISGIi4vTZPulqRNO5ZEIERFRZVa1alW8/vrrFb5BIyoqCgMHDsTp06e1TsXmffvtt3jooYc0fRTJ3d0djo6Omm2fiP7TokULzJ49mw0aZHOaNGmCkSNH4osvvtA6FbPx8RMiIiILGzhwIIKDg7VOo9wdPXqUDRpmqlmzpuZ9q0RHRyM1NVXTHIgIcHBwwKRJk+Dj46N1KkT5ODg44M0330S7du20TsVsbNQgIiKyoIYNG2LSpElwcKj4JfbKlStap0Al0KxZM3YWSmQDmjdvjhEjRmidBlGhatSogcmTJ9vNnUQV/xMXERGRFY0ePbrSdMjYsWPHCv+IjSV4eHjA29tb6zTg5uaGJUuWICQkpFI0uhHZInd3dyxatIh3aZDNGzBgANq2bat1GmZhRSMiIrIQT09PPProo1qnYTVt27bFggUL4OHhoXUqNu2uu+5C+/bttU4DANC6dWvs2LEDDz30kNapEFVKAwYMsJnrAVFRvL29MXnyZK3TMAsbNYiIiCzAwcEBr7/+Ou69916tU7Gqxx9/HL1799Y6DZs2evRom7qFt0qVKujatatN5URUGTg7O2Py5MlwdnbWOhUiszzyyCN2cbcGGzWIiIgswNnZGSNGjICTU+UaWMzR0RF9+/bVOg2bVaNGDdx3331ap5HPww8/DBcXF63TIKpUmjdvjqZNm2qdBpHZPD098dprr9n8I4u2nR0REZGdcHNz43CZlM+UKVNs8q9czZs3x4wZM9iwQWQlSilMnDgR1atX1zoVohIZOHAg2rRpo3UaRWKjBhERkQX06tULDRo00DoNTbRv3x6+vr5ap2FzHB0dUbNmTa3TKJCTkxOmTJmC1q1ba50KUaXg4eGB7t27a50GUYm5ubnh1Vdftek7UdmoQUREVEY+Pj4YNWpUpe2joGnTphwFpQABAQF4+OGHtU6jUI6OjnjmmWfg5uamdSpEFV6nTp0QGBiodRpEpTJw4EAEBwdrnUahim3UUEp9rJQ6o5RKUkpdVUp9o5Tyy7PMU0qpcKVUilLqgFKqbZ757ZRSBw3zw5VSIy29I0RERFoJCQmx6S+vZH1OTk4YP368zTf2PPfcc5g7dy66du3KzguJytETTzxRaRu+yf65ubnZdCe35typkQ1gJIBqAFoBqAtgcc5MpVRnAF8DmACgKoCVAP5USnkb5vsA2GCYXhXAeADzlVK212sWERERldilS5eQkpKidRo2xcPDA88//7zN97OilMJzzz2HVatWwdvbW+t0iCqkoKAgDB48WOs0iMqkT58+qFq1qtZpFKjYRg0ReVNEjolIpojcBPAlgG65FnkOwCoR2Swi6QBmAUgHMMgwfzCAVACfiEi6iGwB8DuAcRbcDyIiIs24urpqnYJmTp8+jWHDhiEuLk7rVGyKs7Mz/ypLRACAzp07w8vLS+s0iMrE19fXZhvnStOnRg8AJ3P93ArAkZwfREQAHDNMz5l/1DA9x9Fc800opcYppQ4rpQ6XIjciIqrgbLFOPPfcc1qnoImIiAgMHToU586d0zoVm/Poo4/a1SgHbm5u7DSUKgxbqhPVq1fHCy+8oHUaRGXm4OBgs3f0lahRQyk1BPo7MyblmuwFIDHPogkAvM2cb0JEFopIOxFpV5LciIiocrC1OtGwYUOb7jyrPC1cuBBhYWFap2FznJyc0K9fPzg42E9/7G5ubjY/ZB+RuWypTjRt2pQdhFKF4evra5N3IZpdbZVSjwH4BsAjInI016xkAD55FvcFkGTmfCIiIrs1duxY1K1bV+s0LEZEcPPmzWKXi4iIwI4dO6yQkf1xdHREq1YF3pBq0/z9/e2qIYbI1jk7O2Py5Mk2PRQmUUmMGDHCJkfMMqtyKaXGAFgA4GERyfsJ5gSANrmWVQCCDdNz5ue9n7F1rvlERER2qX79+njmmWe0TsNiVq5cid69e6NLly4YOnQoLl26lG+ZjIwMvPPOO+jUqRP279+vQZa2T6fTITo6Wus0SqxTp04227M9kT2qUaMG+vXrp3UaRBbj6Ohon3dqKKVeBvApgIdEZE8Bi3wDYLBSqodSygXAawCqQN8ZKAz/uiulpiqlXJRSPaDvPHShRfaAiIhIA25ubpgxYwZq1aqldSpllpiYiKeeegpjxozB1q1bce7cOaxcuRJDhw5FRESEcbnTp0+jR48e+OCDD3Dt2jXtErYDtj7qSUH++OMPpKena50GUYUxZMgQuLu7a50GkcXUqFEDvXr10jqNfMy5U2Mu9P1f7FBK3c6JnJkishvAROgbNxIBDAPQT0SSDPMTAPQD8Jhh/jcAxovIPkvuCBERkTU9+OCDGDFihE3+xaKkPvjgAyxbtgzJyckm048ePYpx48YhKysLmZmZePbZZ7F7925kZ2drlKl9aNKkCVq0aKF1GiX2+OOP2+RtxUT2yMXFBV26dOEjXVShuLi42OSwrsU+4CUixX5aE5HvAXxfxPxDADqULDUiIiLbVKNGDcybN69CDOV6+/ZtHDp0qND5f/31F/bv348aNWqY3LVBhbvrrrvg5+endRol1rBhQ9xzzz04fFjzASOI7N59992H3r17a50GkcV5eHhonUI+bDokIiIqoaFDh6JevXpap2ERHh4eRXZ0mpmZiVWrViE9Pb1CNOJYw4YNG7B8+XKt0ygxHx8f3HvvvVqnQWT3lFLo1q0bPD09tU6FyOLGjBljc49YslGDiIioBJydndG/f/8K8dgJoP/wPWzYMPj6+ha6zNy5c9G+fXtERUVZLzE7lpaWhq1btyIrK0vrVIhIA66urnjyySe1ToOoXFSpUsXmPgOxUYOIiKgEHB0dERgYqHUaFjVgwAAsXboUPj55R2DX0+l0SEtLg4hYOTP7defOHeh0Oq3TKLF69erZ3IdVInvj7+/PuzSownJ3d7e5RyzZqEFERFQCDg4OFfJL3yOPPILg4GCt06gQHB0d0aVLF7i4uGidSok9/vjjcHIqtss1IipCt27dKsTIWEQFadiwITp16qR1GibYqEFERFQC3bt3r7AfVtmfQtk5Ojpi2rRpmDhxotaplEqTJk3QuXNnrdMgIiIyGxs1iIiISiA2Nhbp6elap1EuBg4caHOdf9mbzp0747333rPLuzQAfV8AhT2GRETFU0qhffv2WqdBVKmwUYOIiKgE2rZtC29vb63TKBcPPPAAXn311SI7DaXCubi4YODAgXbboEFEZefg4ICuXbtqnQZRpcJGDSIiIjM5ODhgzJgxWqdRblxcXPDhhx9i+/btmDt3LoKDgytsA46l1apVC++//z5eeuklrVMhIiKqVNioQUREZCalFJydnbVOo1w5OjqidevWePnll3H48GF8/fXXWqdk0xo3boyffvoJe/bswWuvvcbHd4gqudatW6Nhw4Zap0FUqbBRg4iIyEzt27dH48aNtU7DahwdHfHII4+gbdu2Wqdisx599FEMHz4cjRo1qjCj4nDoXqLSq1GjBu9wI7IyNmoQERGZydfXFx4eHlqnYVWenp7sY+P/t3fnYU7VZ//HP/fsDPuOFmUUFJ5KBQUVFRUVN7Tuu6BFwSqtu/76WG21tvZpcangLkrdURHUuoCggIogiFiQfRMEFBiWWWCGWb+/P5LBzDBLZsjk5CTv13WdC5LvSc6dZHI+yZ2zJJA1a9boiy++8LoMAADCRlMDAIAwzZw5U8uXL/e6jKjLyMjwuoSYtXjxYm3ZssXrMiImMzNTbdq08boMAADCRlMDAIAwFRYWqri42Osyom748OFelxCzpk6dqqOPPlpTp071upSIKCgoUEpKitdlAABiVGlpqQoLC70uoxKaGgAAhKlp06ZKT0/3uoyo2717t9clxCznnNatW6e77rpLpaWlXpezzx566CEtW7bM6zIAADFq1apV+uyzz7wuoxKaGgAAhOn4449X9+7dvS4j6l544QWvS4h5P/30k1atWuV1Gftk69atmj59utdlAABi2HvvvaeioiKvy6iEpgYAAGHavn27du7c6XUZURcPWyA0tnbt2qlr165el7FPli1bprVr13pdBgAghi1fvjzmzpJFUwMAgDB9/fXXWrlypddlRI1zTuPHj9e8efO8LiXmXXHFFUpNTfW6jAbLzc3VsGHDYu7XNwBA7Ni0aVNMHkOKpgYAAGEqLy/Xiy++6HUZUeGc09tvv61hw4YpPz/f63Ji3qZNm1ReXu51GQ323XffacOGDV6XAfjeunXrtG3bNq/LABrF/PnzY/KMXzQ1AACohx07dnhdQlR8//33GjFihPLy8rwuxRc+/fRTXzc1du/e7ev6gVixdOlSbdy40esygIhzzmny5MkxeRY4mhoAANTDt99+G/e/wm3evFm//e1vtXXrVq9L8Y3Nmzfru+++87qMBuvWrZsyMjK8LgMAEKNycnL09ttve11GtWhqIGE1b95cffv2VZcuXbwuBYCPrFq1Kq63XnDO6cknn9Qnn3zidSm+smPHDo0ePdrrMhrEOadnn302YbZCAgDU37Rp02L2Rx2aGkhIPXv21NixYzV37lzNnDlT7733XkKephEAqho7dqweeeSRet/OzNStWzedfPLJateuXSNUFvu++uorXzYG1q1bp3//+99elwHEhbKyspj9NRtoqPLycn3xxRcxueuJRFMDCeqPf/yjLr74YpmZOnfurHPPPVcvvfSS0tPTvS4NQIwrKirSW2+95XUZjWL27Nm6+eabVVBQUK/b9ejRQ5988olmzpypadOm6csvv1Tv3r0bp8gYtmzZMs2fP9/rMuplw4YNuuSSS7R582avSwHiBqdGRrwpKCjQO++843UZNaKpAc8kJSXp/PPPV1ZWllq0aKHjjjtOffv2VYsWLZSZmRn1ejp06KCkJN4SAGrnnNOGDRti7hztkTB79ux6NzRSUlL0wgsv6JRTTlHHjh0lSYceeqgeeeQRtW7dujHKjGmvvvqq1yXUy1dffcUpewEAtfrggw/0448/el1GjfgGB8/06NFDL774oubOnavFixdr8uTJ+uSTT7R48WLNmDFDgwcPbrRGwxdffKHt27dXum7Xrl1x+SUFQOSNGzdO06ZN87qMiDvggAPqfZtDDz1UhxxyyF7Xn3zyybryyisTrll84YUXel1Cvbz++utelwDEnaKiIs4mhLhRVlamUaNGqbS01OtSapRYnzQQU5YvX66//OUvys/PV8eOHdW8eXO1bNlSnTt31lFHHaWxY8dq0aJFevbZZzVq1CiNGjVKN998c0SW/dxzz+n444/X7bffrq+//lrr1q3TzTffrN27d0fk/gHEt23btmnq1Klx1wg96qij9Mtf/jLs+Zs0aaLbb79d7du332vMzDRy5EgNGzYsYRobhx9+uI444givy6iXyy+/3OsSgLgzefJkrV+/3usygIhYsmSJVq5c6XUZtbJY/kBmZrFbHCIiKSlJGRkZOvvss3XTTTepefPm6tKli0pKStShQwdJUmlpqZYuXaoPPvhA06dP19SpUyNaQ3p6urKysvT999/H7MFv/MI5Z17XgMTiZU706dNHX3zxhZo0aeJVCY1i5cqV+uyzz/TCCy9o5cqVtR7p/KSTTtL06dNlVvNbf9myZerXr59yc3Mbo9yYMXToUP3pT3/SQQcd5HUp9XL99ddrzJgxUVseOYFo8yInMjIytGTJEt+tD4DqPP/88xo+fHjUlteQnEhpjEKAcJWXl6ugoEDjx4/XhAkTJEm/+tWvVFRUtCcIiouLNXPmTBUXFzfKr6JFRUVavnx5xO8XQHw7//zz466hIUmHHHKIDjnkEF177bVavHix5s6dq5dfflnl5eXatGmTVq1aJUlq1qyZbrjhhlobGpL04Ycfxn1DQ5KOO+44332BmTx5MmdpAADUKDc3V6NGjfK6jDqxpQaAiOEXOESbVzlx2GGH6Z133qn2WBLxbNOmTVq0aJG+//57HXPMMTr88MNrnb+oqEgnnXSS5syZE6UKG5eZVdtc79Chg+bOnasuXbp4UFXDDRo0SJMmTYrqMskJRJsXOZGWlqZJkybplFNOifaigYj6/PPPddJJJ0V1mWypAQBAFJx++ukJ19CQpE6dOqlTp05hz29mcXUGlBtuuEGzZ8/Wd999p7Kysj3X9+nTp17PSyxYsWKFZs2a5XUZQFwqLi7WBx98QFMDvjd27FivSwgLTQ0AAOrpu+++U0FBgSenn/aTtLQ0DRo0SB9//LHvD6rapk0b3X333WratKneeustff755/r+++91+umn63e/+53S09O9LrFecnJylJ+f73UZAIAYlZ2d7ZstLWlqAABQT99884127dpFUyMMV199tT766CNNnjzZ61L2SVJSkpo2bao2bdrohhtu0HXXXaeioiI1a9bM69IaZOzYsZxyEmhEX3/9tXbu3OnbdQTw5ptv+ua4g4lxjjUAACKorKxM27dv97oMX2jZsqVOPvnkOg8oGutKS0u1Y8eOPZdTU1N9+2Vl+fLlmjFjhtdlAHFt8eLFKiws9LoMoEG2bt2qJ5980jdbWdLUAACgnvLy8vT000/zS3eYLrvsMt+fKSYnJ0fPPPOMr1/z8vJyffHFF7r44ot98+sb4Fc7d+7Uxx9/7HUZQL2VlpZq9OjRWrFihdelhI2mBgAADfD0009r1KhRvvkVw0tJSUm+31JDkh5//HFdeOGF+umnn7wupd6ccxo1apROO+00LVq0yOtygLhXUlKiUaNGsbUGfGfBggX617/+5asmPk0NAAAaoLi4WA8//LBWrVrldSkxr2PHjjr11FO9LmOfFRUV6b333tONN97oqw97UuDv9bnnnlNRUZHXpQAJY8GCBXrvvfe8LgMI286dO3Xddddp586dXpdSL2E1NczsQTP73szyzGyLmb1tZgeGjF9tZqvNrMDM5phZnyq372tmc4Pjq81scKQfCAAA0fbjjz/q97//vddlxLytW7dq9uzZXpcRMZMnT9b8+fO9LqNeZsyYodWrV3tdBpBQSkpK9Mgjj7C1Bnxj/PjxvtyaL9wtNV6R1Ns510JSlqQfJL0hSWbWX9LTkm6U1FrSBEkfmVmL4HhLSZOC17eWdIOkZ8zs2Mg9DAAAvLFo0SLNmTOHA4fWoLy8XFOmTKl0kE2/Kyoq8l2TZtOmTSopKfG6DCDhfPvtt/r000+9LgOo06JFi3TfffeprKzM61LqLaymhnNumXMuN3jRJJVL6h68PFzSROfcFOdckaSHJBVJuiA4fqGkQkkjnXNFzrmpkt6RdH2EHgMAAJ758ccfdfLJJ+vkk0/m4IvV+Oijj3TTTTeptLTU61IiqmfPnl6XELbly5frnnvu8boMICGVlZXp/fff97oMoFYFBQUaOXKk1q9f73UpDRL2MTXM7Eozy5W0U9Itku4PDvWS9E3FfC5wxLRvg9dXjM93lY+kNj9kHAAAXyssLNTChQv19NNPe11KTCkvL9dnn33mu31z63LyySfr8MMP97qMsD311FPauHGj12UACcuvm/QjcfznP//Rq6++6nUZDRZ2U8M597pzrqWk/RRoaHwXHGouKbfK7DmSWoQ5XomZXW9m88xsXri1AQASRyznxMcffxxXu1nsq927d2v8+PFel7HPOnfurJ49e+rkk0/WqFGj9NZbb6lt27ZelxWWqVOn6rXXXvO6DCCqYi0nduzYodGjR3tdBlCtlStX6qabbvL12dxS6nsD59wmMxsjaU3wYKH5klpWma2VpIqjUeUrcByOquN5Ndz/c5KekyQz8+8zCwBoFLGcE71791azZs28LiNmTJ482ZenPw2VmpqqV155Rb/61a/UqlUrJScne11S2HJzc/XAAw9o27ZtXpcCRFUs5sRbb72lO+64Q927d697ZiBKcnNzdffdd2vr1q1el7JPGnpK1xRJTSXtL2mBpCMrBixwIvrewesV/PeIKrc/ImQcAIC4MG3aNM2aNcvrMmJCUVGRHnnkERUXF3tdyj65/fbbddxxx6lt27a+amjk5ORo2LBh+vLLL70uBYCkvLw83o+IKc45/d///Z8mTpzodSn7rM6mhpklmdnvzaxD8HJnSU9KWitpmaQxki40s1PNLE3SHZIyFDgYqIL/ZprZXWaWZmanKnDw0Oci/mgAAPDQli1bNGnSJF9vwhkpM2bM0Ny5c70uY5+kpaXpkksuUVpamtel1EtOTo6GDx+uCRMm8LcIxAjnnB5//HHOlIWY4JzTxIkT9eyzz8ZFToS7pcYgSYvMbJekOZIKJA10zpU652ZKGqFAcyNX0qWSBjnn8iTJOZcTvP0lwfExkm5wzvnrXGgAAIThjTfeiLsDY9ZHcXGxVq5cqbffftvXZzxJS0vTgw8+qN69e3tdSr2NGTOGhgYQg7777ru4+FUc/jdx4kQNGzZMOTk5XpcSERbLgRcr+8ABCI9zzryuAYklFnNiyJAhGjt2rFJS6n3YKt8rLi7Wvffeq9GjR6u4uNi3X6orGhq33367kpIauqeuNyZOnKhrr71WublVj9EeG8gJRFus5USvXr302WefqWXLqockBKJjy5YtOuaYY7R27VqvS6lWQ3LCX0kNAECM69atW0I2NCRp48aNeuKJJ1RUVOTbhkbr1q31n//8x3cNjby8PH366ae6++67Y7ahAUBavHix3n77ba/LQILatm2bhgwZErMNjYbyT1oDAOADr732mpYuXep1GZ546623tHv3bq/L2CeXX365Bg4c6KuGxpQpU3T88cdr4MCBWrFihdflAKhFaWmpRo8erfz8fK9LQYLZunWrrrzySk2ZMsXrUiLOP4kNAIAPrFixQqNHj1Z5ebnXpUTd5s2bfbuFhiQ1bdpUI0aM8NVZTqZMmaLBgwdr0aJFXpcCIExsrYFocs7pxx9/1FVXXRWXDQ2JpgYAABE3fvx4LV682OsyomLHjh2aNWuWvv/+exUUFHhdzj7p16+funTp4nUZYZs6daqGDBmi7Oxsr0sBUA9lZWV67LHHEvqg0oiOirOcHHPMMXHb0JBoagAAEHHbtm3TE0884XUZje7rr7/W0UcfrdNOO029e/fWiy++6HVJDXbnnXfq1VdfVfPmzb0uJSxFRUW69dZbtWXLFq9LAdAAixYt0vjx470uA3GsoqExbNgwbdiwwetyGhVNDQAAGsHbb7+tTz/91OsyGtV9992nVatWqaCgQHl5eSoqKvK6pAYxM5100knq1KmT16XUae3atXr33Xf1m9/8Rj/88IPX5QBooPLycv3v//5v3OcEvJGfn6/XXnstrk7bWhtO6QogYjhVH6It1nOiffv2GjdunE499VSvS4m41atX69hjj42bXR8OOOAAzZo1S507d652fNOmTWrbtq1SU1OjVpNzThs3btxT0+zZs3XJJZfoxx9/9O2xS8gJRFus50Tfvn01bdo032wlhti3aNEi3X///Zo4caIvs4JTugIAEEOys7N1xRVXaPr06V6XEnHffvuttm7d6nUZEbNhwwb96U9/0qJFi1RWVrbn+vXr1+vXv/61jj/+eB133HEaNWpUVA4CO378eB133HHq37+/TjnlFI0bN05//vOftXHjRl9+SAVQvXnz5mnYsGEcXwP7bOfOnRoxYoROOukkTZgwIaGygi01AEQMv8Ah2vySEwMHDtR7772nzMxMr0uJiOLiYk2ePFnnn39+3H1oateunQ499FA9/fTTOvjgg3XppZdq0qRJe8bT09M1efJkDRgwoFGW75zT+PHjNXz4cOXl5TXKMrxETiDa/JATycnJev3113XJJZfIjLcI6mfnzp16++239dhjj2nhwoW+z+WG5ARNDQARw4dVRJtfciItLU1/+tOfdPPNN6tFixZel9NgzjlNmzZNjzzyiObPn6/Nmzd7XVKjadOmjZo2barNmzeruLi40thf//pX3XvvvY2y3A0bNqh3797atm1bo9y/18gJRJtfcqJ169Z6/fXXdeaZZ3pdCnwiLy9Pb7/9tkaPHr3XVoZ+1pCcSGmMQgAAwM+Ki4v15z//WcuWLdOLL76olBR/xu8HH3ygoUOHxu0X7lDbt2/X9u3bqx1r1aqVJk6cqL59+2r//fdXSkqKSkpK9OOPP2rixIlq2rSpzjzzTHXu3FlJSeHv6VteXq4PP/xQubm5kXoYAHxix44dGjlypPr27at27dp5XQ5i2I4dOzRhwgQ98cQTWrx4sUpLS70uyXNsqQEgYvgFDtHmt5xo3ry5Xn75ZZ1//vlel1JvX331lc4+++wav+gnkrS0NDnnlJ6ervvuu0+///3vNXLkSI0cOVKFhYUyMzVt2lR/+9vfdNVVV6lNmzbV3s/u3bu1atUqvf7662rbtq0yMzN15513qqCgIMqPKHrICUSb33LirLPO0iuvvKK2bdt6XQpizI4dO/TOO+/o8ccf13fffRc3W2ZUxe4nADzFh1VEmx9z4tBDD9Xs2bNr/KIbqx599FHdcccdXpcRc9LS0tSvXz/NmjVrr1/LKk4V+8YbbygjI0PJyclq1qyZpEBD484779Szzz6r0tLSPfvRx/LnskggJxBtfsyJhx56SHfeeafXZSBG5OXlacKECRo9erQWLFhATlSDpgaAiOHDKqLNrzlx1lln6dVXX/VNYyM7O1vHHXecVq1a5XUpvtS9e3elpqYqJSVFJ5xwgkaMGKH169fr7LPPVklJidflRRU5gWjzY040bdpUzzzzjAYPHux1KfBAeXm5nHMqKCjQhAkT9K9//UsLFy70uqyooakBwFN8WEW0+Tknrr/+ej377LNelxGWSZMmadCgQV6XETc6dOigsrKyhDg2SVXkBKLNrznRo0cPTZs2Tfvtt5/XpSBCnHPavXt3pesWL16sJUuW7LlcVlaml156Sdu2bVNJSYlWrFgR91tmVMWBQgEA8IlZs2bpgw8+0KBBg+p1MMlocM4pNzdXM2fO1IoVKzRu3DivS4orW7Zs8boEADFu2bJluvTSS/Xmm29q//3397ochCE3N1fl5eV7Lq9fv16ffPLJnsvbt2/XuHHjKs2Tk5OjnJycaJYZl9hSA0DE8Ascos3vOdGsWTM9+eSTGjx4cEw1Nt5//3397ne/U3Z29l6/KgH7gpxAtPk9J/r3768XXnhB3bp1i6mcSDTZ2dkqKiraczknJ0dvvvnmnoN1lpSU6O2339auXbv2zFNUVKS8vLyo1+p37H4CwFN8WEW0xUNONGvWTI899pguvvhitWzZ0utyVFRUpF69emn58uVel4I4RE4g2uIhJ1q3bq3HHntMQ4YM2XNQYUROdna2tm7duufy8uXL9eGHH1aaZ/r06dq0adOeyxXHvEDk0dQA4Ck+rCLa4iUnkpKSdMYZZ2jkyJHq2bOnp7UsXLhQJ598MqduRaMgJxBt8ZITzZo10yOPPKJLL71UrVq18roc39ixY4dWrFix53J2drZefPHFSruALF26tNKBsJ1zcXu6VD+gqQHAU3xYRbTFW060bNlSL730ks4777yoLre8vFwLFizQgQceqLy8PB133HGVfpECIoWcQLTFW0747exZkeScq3TQzGXLlmn9+vV7LhcXF2vMmDHKz8/fc93WrVu1aNGiqNaJfUNTA4Cn+LCKaIvHnGjVqpVefPHFiDY2ysrKlJeXpzlz5mjAgAFKT0+XmamwsFBvvvmmnn76aS1fvlzt27dXSUmJ1q1bF7FlA6HICURbPObEmWeeqXvuuUf9+/f3upSIKSsrU2lp6Z7LP/zwg+bNm1dpnjfffLNSPm3YsKHSbiOIDzQ1AHiKD6uItnjNidatW+uPf/yjrrnmGrVv336f7qugoEB33HGHJk2apE2bNqlz5866/fbbdfnll+vee+/Vs88+W2kzXKAxkROItnjOiRdeeEGDBg1Senq61+XUaufOnZV259ixY4c++OCDSltdfPnll5WaGPn5+ZwpKkHR1ADgKT6sItriOSfMTF26dNEVV1yhc845Rz169FCTJk2Uk5Oj5s2bq1mzZmHdz6uvvqprrrmmUuMiPT1drVq1UnZ2Ng0NRBU5gWiL55zIzMzUqaeeqlNOOUUXX3yxOnTooLS0tKjWkJubW+mAmcXFxXrjjTf2XOec0zvvvKPs7Ow985SWlmrbtm1RrRP+QVMDgKf4sIpoS5ScaNKkibp06aKDDjpIM2fOVK9evXTSSSfptNNO0/jx43X55Zfr0EMPVYcOHSrdrry8XFdddZXeeOMNjyoHKiMnEG2JkBNJSUlq2rSpTj/9dO2///4aMmSIWrVqpdTUVGVlZTX4fvPy8rR58+ZK140fP14bNmzYc3nu3LmVDsQpBbbMiOXvmIhtNDUAeIoPq4i2RM+JlJQUlZaWKjU1Vd27d9cTTzyhOXPm6JtvvpGZ6fLLL9dtt92mtWvXel0qIImcQPQlYk6kpqbKzNSsWTOdcsopSkpKUo8ePXTuuefWeJuCggK98MILKiws3HPdDz/8oPnz51ear6SkhIYFGhVNDQCe4sMqoo2cqMzMKn3YrHoZ8Bo5gWgjJ35mVvvbj7xALGhITqQ0RiEAACD6qn4g5QMqAKACmYB4leR1AQAAAAAAAA1BUwMAAAAAAPgSTQ0AAAAAAOBLNDUAAAAAAIAv0dQAAAAAAAC+RFMDAAAAAAD4Ek0NAAAAAADgSzQ1AAAAAACAL9HUAAAAAAAAvlSvpoaZJZnZLDNzZtY55PqrzWy1mRWY2Rwz61Pldn3NbG5wfLWZDY7UAwAAAAAAAImpvltq3CapIPQKM+sv6WlJN0pqLWmCpI/MrEVwvKWkScHrW0u6QdIzZnbsvpUOAAAAAAASWdhNDTM7VNIISXdWGRouaaJzbopzrkjSQ5KKJF0QHL9QUqGkkc65IufcVEnvSLp+X4sHAAAAAACJK6ymhpklSRor6S5JOVWGe0n6puKCc85J+jZ4fcX4/OD1FeaHjAMAAAAAANRbuFtq3CJpk3NuYjVjzSXlVrkuR1KLMMcrMbPrzWyemc0LszYAQAIhJwAAtSEngMSSUtcMZtZN0h2S+tYwS76kllWuayVpdch4VjXjedXdmXPuOUnPBZftqpsHAJC4yAkAQG3ICSCxhLOlRn9J7SUtMrOtCuw6IkkLzWyEpAWSjqyY2cxMUu/g9Qr+e0SV+zwiZBwAAAAAAKDerPKhLqqZwSxTUpuQqzpLmi3pKEnLFGhgTJZ0nqQvJN2swLE3DnHO5ZlZK0krJY2UNErSCZLek3Sac252Hcumswr4iHPOvK4BiYWcAPyFnEC0kROAvzQkJ+rc/cQ5V6CQ07iaWcVtNjnndkqaGdxiY4yk/SR9J2mQcy4vePscMxsk6UlJD0j6SdINdTU0AAAAAAAAalP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"text/plain": [ |
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"<Figure size 1440x1440 with 12 Axes>" |
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] |
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}, |
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"metadata": { |
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"needs_background": "light" |
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}, |
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"output_type": "display_data" |
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} |
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], |
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"source": [ |
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336 |
"def getLungTracheaMasks(img, fg_mask, fg_threshold, showOutput=0):\n", |
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337 |
" \n", |
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|
338 |
" # Distinguish black pixels of the background from those of the lungs\n", |
|
|
339 |
" enhanced = img.copy()\n", |
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340 |
" \n", |
|
|
341 |
" for i in range(img.shape[0]):\n", |
|
|
342 |
" for j in range(img.shape[1]):\n", |
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" \n", |
|
|
344 |
" if fg_mask[i][j] == 0:\n", |
|
|
345 |
" enhanced[i][j] = 255\n", |
|
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" \n", |
|
|
347 |
" # Extract lungs from the foreground mask\n", |
|
|
348 |
" retval, initial_lung_mask = cv2.threshold(enhanced, fg_threshold, 255, cv2.THRESH_BINARY_INV) \n", |
|
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349 |
" \n", |
|
|
350 |
" # Clean up the lung mask with morphological operations\n", |
|
|
351 |
" lung_mask_op = opening(initial_lung_mask, square(2))\n", |
|
|
352 |
" lung_mask_opcl = closing(lung_mask_op, disk(6))\n", |
|
|
353 |
" lung_mask_opclrm = ndi.binary_fill_holes(lung_mask_opcl)\n", |
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"\n", |
|
|
355 |
" # Get connected components of the segmented image and label them\n", |
|
|
356 |
" label_img = label(lung_mask_opclrm)\n", |
|
|
357 |
" lung_regions = regionprops(label_img)\n", |
|
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358 |
" \n", |
|
|
359 |
" # Upon experimentation: areas of regions < 1500 are wind pipe structures\n", |
|
|
360 |
" trachea_labels = []\n", |
|
|
361 |
" for i in lung_regions:\n", |
|
|
362 |
" if i.area < 1500:\n", |
|
|
363 |
" trachea_labels.append(i.label)\n", |
|
|
364 |
" \n", |
|
|
365 |
" # Create trachea mask as a summation of all those regions\n", |
|
|
366 |
" trachea_mask = np.zeros(img.shape, dtype=np.uint8)\n", |
|
|
367 |
" for row in range(label_img.shape[0]):\n", |
|
|
368 |
" for col in range(label_img.shape[1]):\n", |
|
|
369 |
" if label_img[row][col] in trachea_labels:\n", |
|
|
370 |
" trachea_mask[row][col] = 255\n", |
|
|
371 |
" \n", |
|
|
372 |
" # Lung mask is made of all the other regions\n", |
|
|
373 |
" lung_mask = lung_mask_opclrm * np.invert(trachea_mask) \n", |
|
|
374 |
" \n", |
|
|
375 |
" # Lung mask is all black? Convex hull set to 0, since convex hull op on empty img errors out\n", |
|
|
376 |
" if sum(sum(lung_mask)) > 0:\n", |
|
|
377 |
" ch_lung_mask = convex_hull_image(lung_mask)\n", |
|
|
378 |
" else:\n", |
|
|
379 |
" ch_lung_mask = lung_mask.copy()\n", |
|
|
380 |
" \n", |
|
|
381 |
" \n", |
|
|
382 |
" initial_int_heart_mask = ch_lung_mask * np.invert(lung_mask) * np.invert(trachea_mask)\n", |
|
|
383 |
" \n", |
|
|
384 |
" int_heart_mask_op1 = opening(initial_int_heart_mask, square(5))\n", |
|
|
385 |
" int_heart_mask_op2 = opening(int_heart_mask_op1, disk(4))\n", |
|
|
386 |
" \n", |
|
|
387 |
" heart_label_img = label(int_heart_mask_op2)\n", |
|
|
388 |
" heart_regions = regionprops(heart_label_img)\n", |
|
|
389 |
" \n", |
|
|
390 |
" areas = {}\n", |
|
|
391 |
" for i in heart_regions:\n", |
|
|
392 |
" areas[i.label] = i.area\n", |
|
|
393 |
" \n", |
|
|
394 |
" if areas:\n", |
|
|
395 |
" heart_label = max(areas, key=areas.get)\n", |
|
|
396 |
" int_heart_mask = np.where(heart_label_img==heart_label, np.uint8(255), np.uint8(0))\n", |
|
|
397 |
" else:\n", |
|
|
398 |
" int_heart_mask = np.zeros(img.shape, dtype=np.uint8)\n", |
|
|
399 |
" \n", |
|
|
400 |
" if showOutput:\n", |
|
|
401 |
" \n", |
|
|
402 |
" fig, axes = plt.subplots(4, 3, sharex=True, sharey=True, figsize=(20, 20))\n", |
|
|
403 |
" axes = axes.ravel()\n", |
|
|
404 |
"\n", |
|
|
405 |
" axes[0].set_title('Original Image')\n", |
|
|
406 |
" axes[0].imshow(img, cmap='gray')\n", |
|
|
407 |
"\n", |
|
|
408 |
" axes[1].set_title('Enhanced Image')\n", |
|
|
409 |
" axes[1].imshow(enhanced, cmap='gray')\n", |
|
|
410 |
"\n", |
|
|
411 |
" axes[2].set_title('Initial Lung Mask')\n", |
|
|
412 |
" axes[2].imshow(initial_lung_mask, cmap='gray')\n", |
|
|
413 |
"\n", |
|
|
414 |
" axes[3].set_title('On Opening with Square SE (2)')\n", |
|
|
415 |
" axes[3].imshow(lung_mask_op, cmap='gray')\n", |
|
|
416 |
"\n", |
|
|
417 |
" axes[4].set_title('On Closing with Disk SE (6)')\n", |
|
|
418 |
" axes[4].imshow(lung_mask_opcl, cmap='gray')\n", |
|
|
419 |
"\n", |
|
|
420 |
" axes[5].set_title('On Filling Regions')\n", |
|
|
421 |
" axes[5].imshow(lung_mask_opclrm, cmap='gray')\n", |
|
|
422 |
"\n", |
|
|
423 |
" axes[6].set_title('Trachea Mask/Primary Bronchi')\n", |
|
|
424 |
" axes[6].imshow(trachea_mask, cmap='gray')\n", |
|
|
425 |
"\n", |
|
|
426 |
" axes[7].set_title('Lung Mask')\n", |
|
|
427 |
" axes[7].imshow(lung_mask, cmap='gray')\n", |
|
|
428 |
"\n", |
|
|
429 |
" axes[8].set_title('Convex Hull of Lung Mask')\n", |
|
|
430 |
" axes[8].imshow(ch_lung_mask, cmap='gray')\n", |
|
|
431 |
"\n", |
|
|
432 |
" axes[9].set_title('Initial Intermediate Heart Mask')\n", |
|
|
433 |
" axes[9].imshow(initial_int_heart_mask, cmap='gray')\n", |
|
|
434 |
"\n", |
|
|
435 |
" axes[10].set_title('On Opening with Square SE (3)')\n", |
|
|
436 |
" axes[10].imshow(int_heart_mask_op1, cmap='gray')\n", |
|
|
437 |
"\n", |
|
|
438 |
" axes[11].set_title('Intermediate heart mask')\n", |
|
|
439 |
" axes[11].imshow(int_heart_mask, cmap='gray')\n", |
|
|
440 |
" \n", |
|
|
441 |
" return trachea_mask, lung_mask, ch_lung_mask, int_heart_mask\n", |
|
|
442 |
"\n", |
|
|
443 |
"trachea_mask, lung_mask, ch_lung_mask, int_heart_mask = getLungTracheaMasks(procImg, \n", |
|
|
444 |
" fg_mask, \n", |
|
|
445 |
" fg_threshold, \n", |
|
|
446 |
" showOutput=1)" |
|
|
447 |
] |
|
|
448 |
}, |
|
|
449 |
{ |
|
|
450 |
"cell_type": "markdown", |
|
|
451 |
"id": "930e1bf5", |
|
|
452 |
"metadata": {}, |
|
|
453 |
"source": [ |
|
|
454 |
"## 5. Spine Mask and Heart Mask Generation" |
|
|
455 |
] |
|
|
456 |
}, |
|
|
457 |
{ |
|
|
458 |
"cell_type": "code", |
|
|
459 |
"execution_count": 23, |
|
|
460 |
"id": "2803ce63", |
|
|
461 |
"metadata": {}, |
|
|
462 |
"outputs": [], |
|
|
463 |
"source": [ |
|
|
464 |
"def chullSpineMask(img, int_heart_mask, showOutput=0):\n", |
|
|
465 |
" \n", |
|
|
466 |
" # If no heart\n", |
|
|
467 |
" if not int_heart_mask.any():\n", |
|
|
468 |
" return int_heart_mask, int_heart_mask\n", |
|
|
469 |
" \n", |
|
|
470 |
" int_heart_pixel = img.copy()\n", |
|
|
471 |
" \n", |
|
|
472 |
" for i in range(img.shape[0]):\n", |
|
|
473 |
" for j in range(img.shape[1]):\n", |
|
|
474 |
" if int_heart_mask[i][j] == 0:\n", |
|
|
475 |
" int_heart_pixel[i][j] = 0\n", |
|
|
476 |
" \n", |
|
|
477 |
" centroids, segmented_heart_img = imgKMeans(int_heart_pixel, 3, showOutput=0)\n", |
|
|
478 |
" \n", |
|
|
479 |
" spine_threshold = (max(centroids.values()))[0]\n", |
|
|
480 |
"\n", |
|
|
481 |
" retval, initial_spine_mask = cv2.threshold(int_heart_pixel, spine_threshold, 255, cv2.THRESH_BINARY) \n", |
|
|
482 |
" \n", |
|
|
483 |
" bone_mask = closing(initial_spine_mask, disk(20)) \n", |
|
|
484 |
" \n", |
|
|
485 |
" label_spine = label(bone_mask)\n", |
|
|
486 |
" spine_regions = regionprops(label_spine)\n", |
|
|
487 |
"\n", |
|
|
488 |
" # Assumption: The spine's area is greater than that of any calcium deposits\n", |
|
|
489 |
" labels = []\n", |
|
|
490 |
" areas = {}\n", |
|
|
491 |
" geometric_measures = {}\n", |
|
|
492 |
" for i in spine_regions:\n", |
|
|
493 |
" labels.append(i.label)\n", |
|
|
494 |
" areas[i.label] = i.area\n", |
|
|
495 |
" geometric_measures[i.label] = [i.centroid, i.orientation, i.axis_major_length]\n", |
|
|
496 |
" \n", |
|
|
497 |
" spine_label = max(areas, key=areas.get)\n", |
|
|
498 |
" labels.remove(spine_label)\n", |
|
|
499 |
" spine_mask = np.where(label_spine==spine_label, np.uint8(255), np.uint8(0))\n", |
|
|
500 |
" \n", |
|
|
501 |
"# if labels:\n", |
|
|
502 |
"# calcium_deposit_mask = np.where(label_spine==labels[0], np.uint8(255), np.uint8(0))\n", |
|
|
503 |
"# else:\n", |
|
|
504 |
"# calcium_deposit_mask = np.zeros(img.shape, dtype=np.uint8)\n", |
|
|
505 |
" \n", |
|
|
506 |
" label_heart = label(int_heart_mask)\n", |
|
|
507 |
" heart_regions = regionprops(label_heart)\n", |
|
|
508 |
" heart_region_area = heart_regions[0].area\n", |
|
|
509 |
" spine_region_area = areas[spine_label] \n", |
|
|
510 |
" \n", |
|
|
511 |
" frac_heart = (heart_region_area - spine_region_area)/heart_region_area\n", |
|
|
512 |
" \n", |
|
|
513 |
" if frac_heart < 0.5:\n", |
|
|
514 |
" heart_mask = np.zeros(img.shape, dtype=np.uint8)\n", |
|
|
515 |
" make_spine_mask = 0\n", |
|
|
516 |
" else:\n", |
|
|
517 |
" make_spine_mask = 1\n", |
|
|
518 |
" \n", |
|
|
519 |
" # Center point of the spine - get the centroid \n", |
|
|
520 |
" y0, x0 = geometric_measures[spine_label][0]\n", |
|
|
521 |
"\n", |
|
|
522 |
" orientation = geometric_measures[spine_label][1]\n", |
|
|
523 |
"\n", |
|
|
524 |
" # Top-most point of the spine\n", |
|
|
525 |
" # top_most_coordinate = centroid - (slightly_more_than_half * axis_major_length * sin(angle))\n", |
|
|
526 |
" x2 = x0 - math.sin(orientation) * 0.6 * geometric_measures[spine_label][2]\n", |
|
|
527 |
" y2 = y0 - math.cos(orientation) * 0.6 * geometric_measures[spine_label][2]\n", |
|
|
528 |
"\n", |
|
|
529 |
" chull_spine_mask = spine_mask.copy()\n", |
|
|
530 |
"\n", |
|
|
531 |
" # Vertical axis\n", |
|
|
532 |
" for i in range(math.ceil(y2), img.shape[1]):\n", |
|
|
533 |
"\n", |
|
|
534 |
" if i > math.ceil(y0):\n", |
|
|
535 |
" # Horizontal axis\n", |
|
|
536 |
" for j in range(img.shape[0]):\n", |
|
|
537 |
" chull_spine_mask[i][j] = 255\n", |
|
|
538 |
" else:\n", |
|
|
539 |
" # Horizontal axis\n", |
|
|
540 |
" for j in range(math.ceil(x0)):\n", |
|
|
541 |
" chull_spine_mask[i][j] = 255\n", |
|
|
542 |
"\n", |
|
|
543 |
"\n", |
|
|
544 |
" heart_mask = int_heart_mask * np.invert(chull_spine_mask)\n", |
|
|
545 |
" \n", |
|
|
546 |
" if showOutput:\n", |
|
|
547 |
" \n", |
|
|
548 |
" fig, axes = plt.subplots(3, 3, sharex=True, sharey=True, figsize=(15, 15))\n", |
|
|
549 |
" axes = axes.ravel()\n", |
|
|
550 |
"\n", |
|
|
551 |
" axes[0].set_title('Intermediate Heart Mask')\n", |
|
|
552 |
" axes[0].imshow(int_heart_mask, cmap='gray')\n", |
|
|
553 |
"\n", |
|
|
554 |
" axes[1].set_title('Intermediate Heart Segment')\n", |
|
|
555 |
" axes[1].imshow(int_heart_pixel, cmap='gray')\n", |
|
|
556 |
" \n", |
|
|
557 |
" axes[2].set_title('Intermediate Heart Segment on K-Means (K = 3)')\n", |
|
|
558 |
" axes[2].imshow(segmented_heart_img)\n", |
|
|
559 |
"\n", |
|
|
560 |
" axes[3].set_title('Spine Mask')\n", |
|
|
561 |
" axes[3].imshow(initial_spine_mask, cmap='gray')\n", |
|
|
562 |
" \n", |
|
|
563 |
" axes[4].set_title('On Closing with Disk SE (20)')\n", |
|
|
564 |
" axes[4].imshow(spine_mask, cmap='gray')\n", |
|
|
565 |
" \n", |
|
|
566 |
" axes[5].set_title('On Opening with Square SE (4)')\n", |
|
|
567 |
" axes[5].imshow(spine_mask, cmap='gray')\n", |
|
|
568 |
" \n", |
|
|
569 |
" axes[6].set_title('Centroid and uppermost point')\n", |
|
|
570 |
" axes[6].imshow(spine_mask, cmap='gray')\n", |
|
|
571 |
" \n", |
|
|
572 |
" if make_spine_mask:\n", |
|
|
573 |
" axes[6].plot((x0, x2), (y0, y2), '-r', linewidth=1.5)\n", |
|
|
574 |
" axes[6].plot(x0, y0, '.g', markersize=5)\n", |
|
|
575 |
" axes[6].plot(x2, y2, '.b', markersize=5)\n", |
|
|
576 |
" \n", |
|
|
577 |
" axes[7].set_title('Convex Hull of Spine Mask')\n", |
|
|
578 |
" axes[7].imshow(chull_spine_mask, cmap='gray')\n", |
|
|
579 |
" \n", |
|
|
580 |
" axes[8].set_title('Heart Mask')\n", |
|
|
581 |
" axes[8].imshow(heart_mask, cmap='gray')\n", |
|
|
582 |
" \n", |
|
|
583 |
" return spine_mask, heart_mask" |
|
|
584 |
] |
|
|
585 |
}, |
|
|
586 |
{ |
|
|
587 |
"cell_type": "code", |
|
|
588 |
"execution_count": 10, |
|
|
589 |
"id": "59e457af", |
|
|
590 |
"metadata": {}, |
|
|
591 |
"outputs": [ |
|
|
592 |
{ |
|
|
593 |
"name": "stdout", |
|
|
594 |
"output_type": "stream", |
|
|
595 |
"text": [ |
|
|
596 |
"Spine and heart: 0.8739940011285006 33673 4243\n" |
|
|
597 |
] |
|
|
598 |
}, |
|
|
599 |
{ |
|
|
600 |
"data": { |
|
|
601 |
"image/png": 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\n", |
|
|
602 |
"text/plain": [ |
|
|
603 |
"<Figure size 1080x1080 with 9 Axes>" |
|
|
604 |
] |
|
|
605 |
}, |
|
|
606 |
"metadata": { |
|
|
607 |
"needs_background": "light" |
|
|
608 |
}, |
|
|
609 |
"output_type": "display_data" |
|
|
610 |
} |
|
|
611 |
], |
|
|
612 |
"source": [ |
|
|
613 |
"spine_mask, heart_mask = chullSpineMask(im, int_heart_mask, showOutput=1)" |
|
|
614 |
] |
|
|
615 |
}, |
|
|
616 |
{ |
|
|
617 |
"cell_type": "code", |
|
|
618 |
"execution_count": 11, |
|
|
619 |
"id": "3edb25cd", |
|
|
620 |
"metadata": {}, |
|
|
621 |
"outputs": [ |
|
|
622 |
{ |
|
|
623 |
"data": { |
|
|
624 |
"text/plain": [ |
|
|
625 |
"Text(0.5, 1.0, 'Heart Mask')" |
|
|
626 |
] |
|
|
627 |
}, |
|
|
628 |
"execution_count": 11, |
|
|
629 |
"metadata": {}, |
|
|
630 |
"output_type": "execute_result" |
|
|
631 |
}, |
|
|
632 |
{ |
|
|
633 |
"data": { |
|
|
634 |
"image/png": 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\n", 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635 |
"text/plain": [ |
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636 |
"<Figure size 1296x432 with 3 Axes>" |
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637 |
] |
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638 |
}, |
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639 |
"metadata": { |
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640 |
"needs_background": "light" |
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}, |
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|
642 |
"output_type": "display_data" |
|
|
643 |
} |
|
|
644 |
], |
|
|
645 |
"source": [ |
|
|
646 |
"fig, axes = plt.subplots(1, 3, sharex=True, sharey=True, figsize=(18, 6))\n", |
|
|
647 |
"axes = axes.ravel()\n", |
|
|
648 |
"axes[0].imshow(im, cmap='gray')\n", |
|
|
649 |
"axes[0].set_title('Original Image')\n", |
|
|
650 |
"axes[1].imshow(lung_mask, cmap='gray')\n", |
|
|
651 |
"axes[1].set_title('Lung Mask')\n", |
|
|
652 |
"axes[2].imshow(heart_mask, cmap='gray')\n", |
|
|
653 |
"axes[2].set_title('Heart Mask')" |
|
|
654 |
] |
|
|
655 |
}, |
|
|
656 |
{ |
|
|
657 |
"cell_type": "markdown", |
|
|
658 |
"id": "7168caf6", |
|
|
659 |
"metadata": {}, |
|
|
660 |
"source": [ |
|
|
661 |
"## 6. Segment Heart, Lungs and the Trachea" |
|
|
662 |
] |
|
|
663 |
}, |
|
|
664 |
{ |
|
|
665 |
"cell_type": "code", |
|
|
666 |
"execution_count": 12, |
|
|
667 |
"id": "e35fab67", |
|
|
668 |
"metadata": {}, |
|
|
669 |
"outputs": [], |
|
|
670 |
"source": [ |
|
|
671 |
"def segmentHeartLungsTrachea(img, heart_mask, lung_mask, trachea_mask, showOutput=0):\n", |
|
|
672 |
"\n", |
|
|
673 |
" seg_heart = cv2.bitwise_and(img, img, mask=heart_mask)\n", |
|
|
674 |
" seg_lungs = cv2.bitwise_and(img, img, mask=lung_mask)\n", |
|
|
675 |
" seg_trachea = cv2.bitwise_and(img, img, mask=trachea_mask)\n", |
|
|
676 |
" \n", |
|
|
677 |
" if showOutput:\n", |
|
|
678 |
" fig, [ax1, ax2, ax3] = plt.subplots(1, 3, figsize=(12, 6), sharex=True, sharey=False)\n", |
|
|
679 |
" \n", |
|
|
680 |
" ax1.set_title('Segmented Heart')\n", |
|
|
681 |
" ax1.imshow(seg_heart, cmap='gray')\n", |
|
|
682 |
" \n", |
|
|
683 |
" ax2.set_title('Segmented Lungs')\n", |
|
|
684 |
" ax2.imshow(seg_lungs, cmap='gray')\n", |
|
|
685 |
" \n", |
|
|
686 |
" ax3.set_title('Segmented Trachea')\n", |
|
|
687 |
" ax3.imshow(seg_trachea, cmap='gray')\n", |
|
|
688 |
" \n", |
|
|
689 |
" return seg_heart, seg_lungs, seg_trachea" |
|
|
690 |
] |
|
|
691 |
}, |
|
|
692 |
{ |
|
|
693 |
"cell_type": "code", |
|
|
694 |
"execution_count": 13, |
|
|
695 |
"id": "ee284634", |
|
|
696 |
"metadata": {}, |
|
|
697 |
"outputs": [ |
|
|
698 |
{ |
|
|
699 |
"data": { |
|
|
700 |
"image/png": 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\n", |
|
|
701 |
"text/plain": [ |
|
|
702 |
"<Figure size 864x432 with 3 Axes>" |
|
|
703 |
] |
|
|
704 |
}, |
|
|
705 |
"metadata": { |
|
|
706 |
"needs_background": "light" |
|
|
707 |
}, |
|
|
708 |
"output_type": "display_data" |
|
|
709 |
} |
|
|
710 |
], |
|
|
711 |
"source": [ |
|
|
712 |
"segmented_heart, segmented_lungs, segmented_trachea = segmentHeartLungsTrachea(im, \n", |
|
|
713 |
" heart_mask, \n", |
|
|
714 |
" lung_mask, \n", |
|
|
715 |
" trachea_mask, \n", |
|
|
716 |
" showOutput=1)" |
|
|
717 |
] |
|
|
718 |
}, |
|
|
719 |
{ |
|
|
720 |
"cell_type": "code", |
|
|
721 |
"execution_count": 14, |
|
|
722 |
"id": "e4c619f1", |
|
|
723 |
"metadata": {}, |
|
|
724 |
"outputs": [], |
|
|
725 |
"source": [ |
|
|
726 |
"def applyMaskColor(mask, mask_color):\n", |
|
|
727 |
" \n", |
|
|
728 |
" masked = np.concatenate(([mask[ ... , np.newaxis] * color for color in mask_color]), axis=2)\n", |
|
|
729 |
" \n", |
|
|
730 |
" # Matplotlib expects color intensities to range from 0 to 1 if a float\n", |
|
|
731 |
" maxValue = np.amax(masked)\n", |
|
|
732 |
" minValue = np.amin(masked)\n", |
|
|
733 |
"\n", |
|
|
734 |
" # Therefore, scale the color image accordingly\n", |
|
|
735 |
" if maxValue - minValue == 0:\n", |
|
|
736 |
" return masked\n", |
|
|
737 |
" else:\n", |
|
|
738 |
" masked = masked / (maxValue - minValue)\n", |
|
|
739 |
" \n", |
|
|
740 |
" return masked\n", |
|
|
741 |
"\n", |
|
|
742 |
"def getColoredMasks(img, heart_mask, lung_mask, trachea_mask, showOutput=0):\n", |
|
|
743 |
" heart_mask_color = np.array([256, 0, 0])\n", |
|
|
744 |
" lung_mask_color = np.array([0, 256, 0])\n", |
|
|
745 |
" trachea_mask_color = np.array([0, 0, 256])\n", |
|
|
746 |
"\n", |
|
|
747 |
" heart_colored = applyMaskColor(heart_mask, heart_mask_color)\n", |
|
|
748 |
" lung_colored = applyMaskColor(lung_mask, lung_mask_color)\n", |
|
|
749 |
" trachea_colored = applyMaskColor(trachea_mask, trachea_mask_color)\n", |
|
|
750 |
" \n", |
|
|
751 |
" colored_masks = heart_colored + lung_colored + trachea_colored\n", |
|
|
752 |
"\n", |
|
|
753 |
" if showOutput:\n", |
|
|
754 |
" fig, axes = plt.subplots(2, 2, figsize=(10, 10))\n", |
|
|
755 |
" ax = axes.ravel()\n", |
|
|
756 |
" \n", |
|
|
757 |
" ax[0].set_title(\"Original Image\")\n", |
|
|
758 |
" ax[0].imshow(img, cmap='gray')\n", |
|
|
759 |
" ax[1].set_title(\"Heart Mask\")\n", |
|
|
760 |
" ax[1].imshow(heart_colored)\n", |
|
|
761 |
" ax[2].set_title(\"Lung Mask\")\n", |
|
|
762 |
" ax[2].imshow(lung_colored)\n", |
|
|
763 |
" ax[3].set_title(\"Masks\")\n", |
|
|
764 |
" ax[3].imshow(colored_masks)\n", |
|
|
765 |
" \n", |
|
|
766 |
" return heart_colored, lung_colored, trachea_colored, colored_masks" |
|
|
767 |
] |
|
|
768 |
}, |
|
|
769 |
{ |
|
|
770 |
"cell_type": "code", |
|
|
771 |
"execution_count": 15, |
|
|
772 |
"id": "26c2fff9", |
|
|
773 |
"metadata": {}, |
|
|
774 |
"outputs": [ |
|
|
775 |
{ |
|
|
776 |
"data": { |
|
|
777 |
"image/png": 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\n", |
|
|
778 |
"text/plain": [ |
|
|
779 |
"<Figure size 720x720 with 4 Axes>" |
|
|
780 |
] |
|
|
781 |
}, |
|
|
782 |
"metadata": { |
|
|
783 |
"needs_background": "light" |
|
|
784 |
}, |
|
|
785 |
"output_type": "display_data" |
|
|
786 |
} |
|
|
787 |
], |
|
|
788 |
"source": [ |
|
|
789 |
"heart_colored, lung_colored, trachea_colored, colored_masks = getColoredMasks(im, heart_mask, lung_mask, trachea_mask, showOutput=1)" |
|
|
790 |
] |
|
|
791 |
}, |
|
|
792 |
{ |
|
|
793 |
"cell_type": "code", |
|
|
794 |
"execution_count": null, |
|
|
795 |
"id": "9bb22f83", |
|
|
796 |
"metadata": {}, |
|
|
797 |
"outputs": [], |
|
|
798 |
"source": [] |
|
|
799 |
} |
|
|
800 |
], |
|
|
801 |
"metadata": { |
|
|
802 |
"kernelspec": { |
|
|
803 |
"display_name": "Python 3 (ipykernel)", |
|
|
804 |
"language": "python", |
|
|
805 |
"name": "python3" |
|
|
806 |
}, |
|
|
807 |
"language_info": { |
|
|
808 |
"codemirror_mode": { |
|
|
809 |
"name": "ipython", |
|
|
810 |
"version": 3 |
|
|
811 |
}, |
|
|
812 |
"file_extension": ".py", |
|
|
813 |
"mimetype": "text/x-python", |
|
|
814 |
"name": "python", |
|
|
815 |
"nbconvert_exporter": "python", |
|
|
816 |
"pygments_lexer": "ipython3", |
|
|
817 |
"version": "3.7.12" |
|
|
818 |
} |
|
|
819 |
}, |
|
|
820 |
"nbformat": 4, |
|
|
821 |
"nbformat_minor": 5 |
|
|
822 |
} |