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@jtrive84
Created April 23, 2024 16:09
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Segment map images
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{
"cells": [
{
"attachments": {},
"cell_type": "markdown",
"metadata": {},
"source": [
"### Map Image Segmentation\n",
"\n",
"\n",
"Create segmented image of linkId tiles. Starts with positron tiles, since these contain no labels. \n",
"This is a very naive approach, and many images result in pixel maps with no variation. \n",
"\n",
"Note that if segmentation results in binary images, they will need to be converted back to a 3-channel representation to work with existing architectures. In opencv, it is possible to run:\n",
"\n",
"```\n",
"cv2.cvtColor(binary_img, cv2.CV_GRAY2RGB)\n",
"```\n",
"\n",
"To get a 3-channel representation of a binary image, with red, green and blue channels the same. \n",
"\n",
"\n",
"\n",
"<br>\n",
"\n",
"#### TODO\n",
"\n",
"1. Used pre-trained PyTorch segmentation model to identify road links ([FCN](https://pytorch.org/hub/.pytorch_vision_fcn_resnet101/)).\n",
"2. Explore [U-Net ](https://arxiv.org/abs/1505.04597).\n"
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Author: james.triveri@arity.com\n",
"\n",
"Python implementation: CPython\n",
"Python version : 3.11.6\n",
"IPython version : 8.22.2\n",
"\n",
"conda environment: torch\n",
"\n",
"Compiler : GCC 12.3.0\n",
"OS : Linux\n",
"Release : 5.10.192-183.736.amzn2.x86_64\n",
"Machine : x86_64\n",
"Processor : x86_64\n",
"CPU cores : 4\n",
"Architecture: 64bit\n",
"\n",
"Hostname: ip-10-97-77-255.intr.ue1.prd.aws.cloud.arity.com\n",
"\n",
"pandas : 2.2.1\n",
"matplotlib: 3.8.3\n",
"PIL : 10.2.0\n",
"numpy : 1.26.4\n",
"cv2 : 4.7.0\n",
"\n"
]
}
],
"source": [
"%load_ext autoreload\n",
"%load_ext watermark\n",
"\n",
"import os\n",
"from pathlib import Path\n",
"\n",
"import cv2\n",
"import matplotlib as mpl\n",
"import matplotlib.pyplot as plt\n",
"import matplotlib.cm as cm\n",
"from mpl_toolkits.mplot3d import Axes3D\n",
"from matplotlib import colors\n",
"from matplotlib.colors import hsv_to_rgb\n",
"import numpy as np\n",
"import pandas as pd\n",
"from PIL import Image\n",
"from skimage.io import imsave, imread\n",
"\n",
"\n",
"# Configuration ----------------------------------------------------------------\n",
"\n",
"image_dirname = \"positron-384\"\n",
"output_dirname = \"positron-segmented-384\"\n",
"sensitivity = 3\n",
"\n",
"# ------------------------------------------------------------------------------\n",
"\n",
"\n",
"def get_segmentation(img_path, sens=3):\n",
"\t\"\"\"\n",
"\tAssumes use of positron tile maps.\n",
"\t\"\"\"\n",
"\tlink_id = img_path.name.replace(\".png\", \"\")\n",
"\timg_bgr = cv2.imread(str(img_path))\n",
"\timg_hsv = cv2.cvtColor(img_bgr, cv2.COLOR_BGR2HSV)\n",
"\n",
"\t# White detection.\n",
"\tll0 = (0, 0, 255 - sens)\n",
"\tuu0 = (255, sens, 255)\n",
"\tmask0 = cv2.inRange(img_hsv, ll0, uu0)\n",
"\n",
"\t# Orange detection (can also be used for OSM). \n",
"\tll1 = (3, 50, 0)\n",
"\tuu1 = (30, 255, 255)\n",
"\tmask1 = cv2.inRange(img_hsv, ll1, uu1)\n",
"\tmask = np.clip(mask0 + mask1, a_min=0, a_max=255)\n",
"\treturn link_id, img_bgr, mask\n",
"\n",
"\n",
"def show_image(img, figsize=(6, 6)):\n",
"\tif isinstance(img, str):\n",
"\t\timg = plt.imread(img)\n",
"\tfig, ax = plt.subplots(1, 1, figsize=figsize)\n",
"\tax.imshow(img)\n",
"\tax.axis(\"off\")\n",
"\tplt.show()\n",
"\n",
"\n",
"def display_segmentation(link_id, img, mask, figsize=(8, 4)):\n",
"\t\"\"\"\n",
"\tDisplay original image alongside mask and segmented array.\n",
"\t\"\"\"\n",
"\tfig, ax = plt.subplots(1, 2, figsize=figsize, tight_layout=True)\n",
"\tax[0].set_title(f\"{link_id}\", fontsize=10)\n",
"\tax[0].imshow(img)\n",
"\tax[0].axis(\"off\")\n",
"\tax[1].set_title(\"Segmented\", fontsize=10)\n",
"\tax[1].imshow(mask, cmap=\"gray\")\n",
"\tax[1].axis(\"off\")\n",
"\tplt.show()\n",
"\n",
"# ------------------------------------------------------------------------------\n",
"\n",
"%autoreload 2\n",
"%watermark --python --conda --hostname --machine --iversions --author=\"james.triveri@arity.com\" \n"
]
},
{
"attachments": {},
"cell_type": "markdown",
"metadata": {},
"source": [
"<br>\n",
"\n",
"Create binary segmented images based off Positron tiles. `sensitivity = 3` seems to give the best results, but in some instances, original linkId images with roads show up as completely black. Adjusting sensitivity in either direction has no effect. May investigate further at some point. \n",
"\n",
"Note that when using segmented images in PyTorch, it will be necessary to call `unsqueeze` on the 2-D images in the Dataset, as the model expectes a channel-first 3D image. This can also be accomplished using opencv to convert the binary image to RGB (see above).\n"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"207902 images to segment...\n",
"\n"
]
},
{
"data": {
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",
"text/plain": [
"<Figure size 800x400 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 800x400 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 800x400 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 800x400 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 800x400 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 800x400 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 800x400 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 800x400 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 800x400 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 800x400 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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FAADgFCEgbIxRYIysMTIjTAi+XcC62imbzVXXTkkcK4rj/v6qLDWbzeQlTadThSFz/Y6i+TMFAABwaQgIG2KNVfPyj3cp571TWRQqy1JBEChKElnb/JGs61pFUch7rzRNFbS7CuwerMPq3QUAAACJgLARRkbWWI11rdstTquy0mxvT/JeSZoqipp6DO+9yrJUWRSy1moynfY1Cbh0XcDy3suLgAAAAFYjIGyEkbGBxrx7UNe18jxXWZaK4lhxHCsIguZoUVWpyDI55xTHcR8c2D24CCteq/718+0PAACAFQgIGzDmxa73XmrrC/Isk7VW6WSiMAz7uoQiz5UXhWwQKElTWWtH+3pdCnNIDQKvIAAAOAoCwokzMsaOOiRUVaU8z1W7WskkVRzHfe1Bd5+khd0DHN3w9RrWGvTBoQ1i1CEAAIBVaAtzwowOf4f3rOsWpXmeq8hzhWGo6XQqa20/DyGbz1WVpeIkUZwkhINLsFxr0P9p626nSPnEeO/lnDvR19t7v5E5CACAs4OAcMKMsW0Ho3EufMuymWvgJSVpujDzoOoKk4NAcRIrDClMvjzNca7+j1obtppFaz2oSVi9eD3ykvZiP9/7xRqJQ+Y1XOzXO/QaNhiGnHOq6nqt13Ch35P3XrvT6dq+HgBgfAgIJ8jItOfpx3myy3uvbJ6pqmtFUaQ0nciY/d2DPM/lnFOSNseOuqNYuDj9KzYoRu53FSRVVa08y2Vs2Sw0LzEgeO3XlKy8/3y3D487rbh+v+L2/pqWjk2d9xqXjlMd+U/TJfy5W/UZ/Wt0DFYeUzzkdQMA4GIQEE6QMVbWjrOff3e0KM9zWWuVpGnfutR7r6KbhxCGSpJE1rJ7cMmGNQgr7qrKSrPZrHnYZa4mL+Ud+u7R3VX2i3djZLqC9FUL3aX/ZrrjeocZ3tf9+kjH+87z3+f5bl95jzGXFDYuxFqrMAxlR/b3CADgZBAQToyVtYGMxhcOJMnVteZ7e/LOKZlMlLT1Bc3uQaU8y/r7ojgeZYham3ZR2tQaOElN2IqiSNOdXdVptfjw8/2ZNPuPGS50Tfd11n3pa3zew57rqH+uDl3wX+x1HNOfY7p7AQCOCwHhhATWKrDBKP9Br+taRZ6rKAolSdLuEDTHrLxzyuaZ6rpSFEft0aLtDwd1Xcs7JxmjINiu72tXFNvsWO3vxARB0BaE7xewLi/8D2WkcZbWAwAwPgSEE2BkZU0w2jP1rq6VZZmk/cJkqVnIlm1bU2Os4iRV0BYtb6OuVqKqKnnn5JyTMUaTLSsI9c5J3i8ErW63prntEo5vERDWzjmnuq6P5bnpYgQAuBwEhBMQ2GC0Z+qHISAMw6ZrUbt74JxT3k5MTtJ0K2cedAWurq5Vtwu6qiz7+7oOTNt03MO2OxpdiOlqPaTVRcXn6zZ03k5Eq26+0H0XcGhB7/m69hz1ebestatzrgmbx3BddDECAFwOAsIxM8b2hZfbsoA8SVVVNW1NvVc6mfTHcbz3qqtK89lMYRgqSWIF4fYc1dnvftMs4sqiVFVVstb2haFdh5q6rmRtvNkLHgjbo0S1c03h9yAglGWpulqsQfDeyx22SHVu9c3n6VC0csF7vq+x4jmOctv+Ja6+xoXPb8PSASc1k2RVLcRJfF0AAC4BAeGYWQWy2p53l09SFwKaI0RGk8lENgj64VHdu6dRHCsIwo0fYRkuQuu6VlkUKopCkmSNUThYaA+P7mTzTGEYLdy+STawMtbIu/3fj/deVV1ptren+Wx2bF/7cuYOGGPOvxNz1OLiFY+zYajwkILlC33PLvSYS/18c0wdjjb/JxAAcNoREI6RMUHzjrkd59wD176DLe+VpOnC61CWpebzuSQpTuKNFfouvzPd7BYUqtp32YOl791y68wu7NR11YeETWuu0ci7euFdc2usZJojSHEcn/dIl7EHF7XLXVFNF+mafqOHX09bCH2k7+6FHncZf0YutyvRoY+83GvaglAJAMAQAeEYBTbY7+s+Mt57lWWpsixlrV0o5O12FuqqUtztHtjNhQPvvaqqUlWWct7Lu6Zw9EJ99jvW2vb3GSwc59mU5h3r9ghUGxD6HY+2pWkcx0onk/P09V95qw5GBGnwP+e9JgAAcDoQEI6JMUF7Xn2cuwfyXkWeq64qRXGsKN5/t7quKpVlKW+kZJI2x0pO6GDE8jGiuq7l6uad9rqqJGNkjZE9YmAxxshKKotSURRvRbFyM6m7HTa24rhPN5DMtj8AAACGCAjHwigwwWjDQdcOtCxLqX232rYtXvupyUWhMAiVJOmJLVL7wmPnVLc1EFVZyjmnMLi8d/+7lpXbMBOhO/N+voJhAACAwxAQjoGVbY7NjDQgSFJeFKrrWlEcKUkTSfsL9KIoVDunSZqeyIJ6vyNRe5SoKFS0R58CaxWEl/+fQRiGTSvUut76d+W7kAQAALAKAWHNjLZvsu5J6op2i7ZzUXPsZv+d+TzLmmNHYahJmh7b69S9c+6ck3O1qrLquyYZYxStIRR0jGmO85RlIWNNM+thw99/a5v2usutRYe7CwAAAKsQENbIGCNrQlm7+QXipnjvlWeZqrJUFEWK20453aI0z/N+MFp4DNNeh7sFrj3mNJxWa7TfOWbt3yEvubo5ahSuMYBc+vUs7hQYNcFBBAQAAHAeW7CKOTuMrKwNtv6IyXHpFuVFGwLCKOqP73jvVba1B0HbZvM4XqdhRyLvXPMOertrIOlYW85aa/v5DkEYbHSuQ/f7XQgCbVAbZ3QFAABHNc6V7DExI+8K471XWVUqylJhGCqKor6rj/de89lMzrm2q9HxTR7uagGcc/275sc9yXq4S1K3R5k2qRvCdeA6jOknQAMAAKwy3tXsmgU2VGDD0XYukpq2oUWey9W1kiTpj9k0XY0qZVkmGwTt5OTjmRdgtLhLcNJHvYyauoeqLDe6CD9vrcFh3Y0AAABEQFgLIzv6cNC1Nq2qqg8BNgiaBXNdK8sy1XWtOImPt4i3XRg75w5v83mM+oLlYvMBYbkGQdqvv+hrNURQAAAAi8a7ol0ja4NRtzSV1HYKKuRcs3vQ1x4YqaprZfNM1lrFcaIgPL5pw90758aYZirysX2l1V+7UzvXh5Rt0h+16sLTdl0eAADYAuNe1a5Bs3sw3ramUlcYXKssSklGcZrIBs0fLeecyrJUVVVK0uREWoBaa/sOSSfZ739hrd0WbG8sILQ1CM2l+MHNTZFycwvpAAAAHERAuCxm4WjRWEOC915VWapqJwmHQSij5p3qqihV5LnkvSbTaTMj4pj76Fhr+zkH/gR2EfqiX+/lvFfVFkhv+oiRaQuSnXfqwoBR9+eUOgQAALAabU4vg7W2LcQdd+vIbt6AMUbJ0nTksqpUFEXTuSiKTyREGWNk2u9N1+60q004Dl39RV1Vcu3XiuNjrrW4gG7eg/decl79H9B+DoJEPgAAAKsQEC6RMVahbcPBSHcOpHb3oCtOtlZROxhNUrOrUBSyxig9xqnJq1hrFcWRyrI4lsFlXk0wquq6P0rUT2mOIiVp0hRpbyogtJOUfVesrcX6DO8cCQEAAKxEQLgkRoEJZO24X77hYDR5r3ipfWlRFM3QsCBQOpkc+yyCIWOMgjBsF8nrWwh775sC5PYYUe2cvHMK2s5NURQpjJoZEJs0LEZ23ilYuF1y0kKoAQAA6Ix7hXuJrLF9OBj14sp7lWWpsigO7B4451QWhZxzSttjRyfKNN+nOIpVlqWc97K6uO+Xl/p32X1bX+Cd63cNJMkGgYIoUhRFipPFIuxN/tkYHjFybqlIedDmFAAAYBkB4RJYG4x6YrK0v2Auy1JlWTYFyIPFcVkUKtvdgzhJJJ3sgtnISEZK0kRVVcnVtWwYHvkd8y4ceDWdkGrn+ufpFtlhFClJEiVpuvDnYWtC4yCsdb/vJjgM2pwCAAAsISBcJCsruwXvEG+DqqpUFkUTAqKof12895rNZqqrSpPptA8IJ80YoyAIpW4mwgXCwfKC2Xnf/B7Lst9JMNYqSVNNJpN+t6AbPrZNjB3sFAxbvZomOPWdlwAAAJYQEC6KkQ0iWROMumtRdzylKkuVVaUoihQliUz7LnpdVaqrSkEYKorjE609WCWO434XIFxx1Gm4UO5qDLqORF2oCMNQcZIobidEW2s3/vs6H2Nsf23d76+/XmP7HQRCAgAAWEZAuAiBCRQYuzCEaqzqtrWpJEVR1ByxMZKrnfI8V13XStt32TctjuMmzBSFFAT9ov9AMKjrhQnIXUeiOI4UhpHCMNxoZ6KLMbzGbkaDtFibQDgAAACrbH71dkoYmf13jTd9MZvULiy76chRFCpJk7ZjThMc8iyT2jP6J16cvIK1VkEQqDJGtXMKrO1bf3bBwA2GmzUtUps5Bt3P3ff+tFgYlOYcM5MBAMCRERCOxMjaUNaG/TGaseqKdou2Q1GcTPoBaK4t5K3qWnHb8nNbjuEEUaigCvuBbt18gNo51XXdtCoNQ0Xdj+76T/H3u2tzumqngBoEAABwGALCEVhjFNjTcbTkJFRVpaosD7Q2rYczEZJ4K3YPOmEYqgpD5VmmSupDgUyzMxS0bUqTJFmYBH2qXeAoHPEAAACsQkC4ACPTFCWb03XE5Dh059aLPJf3XkkSK46j/r4uODTvxEdbdSzHGqswCBSEzS6CNaafX7B8jGhbrvly2Tb8uKUuRv33ZVCbAAAA0CEgXIAxVpbdg/44Sl3XKtrdgzCKZW2zS1C3LU+995pMJlu1e9AJwlDpJO2Lj7saCWvtmZ1rYdQcCRsGga6OxlObAAAAViAgnIdRFw62553wTXLOqWg7FCVJ0h8v6gp9+2NHbSvQbXvFrLWK40RBECroQsEZ2jFYNmxz6pdu7wqYAQAAlhEQzsNYS+3BgKtrzWczSU3r0G6mgHdOZVnKOdcc19nSM/zN4LRgK3c3joUxMm3HpuXbKVIGAACHOZvnKtbAyCqg9kBSs5B0zqkoS5VlqSgMmynC7eKzqioVeS5jreLBwDRsVrdTsFCDIPU7OwQEAACwCiu5lUx7Ln0k7zQfQTffwEtK0lRBO3Csm4lQ13UzNyAMRx+oto1fUYxsmjsYmAYAAA4gIKxgjOkLk8e+2G0Wj76ZRNzuHgznA1RVpbIsZNrBaGaLOhdBK+tATHv0SGIXAQAAHERAWNK1NaVz0b6qqlWWpbxzSqeTpgC5LU6uykJFUciGgaIoOrPdgE6jLgg0Ea8JAkaDLkYSbU4BAMABrOaWGNMWJm9dD57NKYs2BASBJtOprDVtXULdFid7RdF2DUbDfhiQBkeJ2uFpwynL7CIAAIAhAsKAUXO0iN2Dfd45FUWhuq4Vx3HfGtR7r7IoVRalwjBQHEeyliNZW6XdKdBSCUIXHOhkBAAAViEgDBhjZQ0vyVBZlqqrSkEQKJ1MZNr/GxYnN7sHoVafeMemLNcadGHADCcpAwAALGE13DLGKLAhuwcD3nvled7MN4gixXG8PxitqlRXlWwQKE4SjhdtoYVQoKX41h41AgAAWEZAaFkbyLLI7XWzD8qylDFmYWqy974/dhRFkaIokiSC1ZbpvodS+73pJis7J+/coEYBAABgHwFB+7sHRpyhH6q640VhqKjdPZDUBIeikPNeURQ1Q9N43baOd051Xbdte+3+7k93u7X97QAAAB0Cgkxbe8DRoqGuxsB7ryAMFIZhf19VlqqdUxgE/e4Bto9zrq8fGR4n8s7Je9+EAwICAABYMvqAYI1VFMQsklaoqkrO+yZADYpdu5kIYRQpGAQHbJfueNFw96e73XlPOAAAACuNOiAYdTsHo34ZDujOrldVpcBaBUvDz+qqkiQFQcBgtC3lnOsDQhiGzWC0tn6ku335+woAACCNPCBYa2UthcnLukVkV3/QFW93C8xq6Vw7tk8XEKy1CtsCc6n9Hjona4yCgGN1AADgoNEGhG73gHfAD/Leq6oq1a5WGIYKrO3bZXrn5Oq6DVe8dtuqrqq+QDmKwr4Goa5r1c41Bcp07QIAACuMdoXXHI9pFki8i7qknXMg3xxPGe4gVN3xosHt2D51u4NgrFUQhH0HI1fXCwGPP/sAAGDZKAOCtUE/EI0F0kHOOVXt/INhnYFv25t6SZb6g63m2k5FywPs6rpujh61R8QAAACWjXCF0E5MpjD5UK7dKVgOAV0HI4kC5W3W7RRIWggIXW2J9142ICADAIDVRrbCMwpsIGsCiaFoK/UFynV9YABad8TIUqC81VxbJ2Kk/fkV3ktdByNjOB4GAAAONaqAYGQUBhEL2/NwzslVlbykKAxllnYQuuDA7sH2cu0xImNtHxC89rtQ2RWtawEAADojWiWYtu7AcrTiPHy7e2DUDNhaGJBWVe1kZQLCNqu6OoOlTlN1XTffP2sVLO0OAQAAdEazymveNeVYxYXUzqlqz68P++d3hcuSFIT0z99mdRvk7OAoUbf7syo4AAAADI1ilWBkmHlwRF39wXKNQV3XqquqGbwVsIOwzao2IJgV38OuQJkjRgAA4DCjWCUYY9uuRRwtOh8vL+eaRWQYRQshoAsOQRBQ4Lrl6qpaOenaOSejZjdNHLMDAACHGElAMAvFtljNOy9XO6mtMxhyda2yqvqz6ywut5P3vpmUbMzC97BvcSrRgQoAAJzXqFbNLIrOz3XTd41RHEX97V33GyMpiugCta2aOoOqCXiDY0Tee0nqv7fsAAEAgPMZVUDA+bm6bvrnW6sgCgcFyrWcq/u2mQSEbeX7+oMgDBWE+0Ggrqt+sjL1IwAA4HxYKaBXO6faOUla6PhUV7WqqpY1RmFEQNhW3ktVuR8EhlOUq7LZWaCDEQAAuBBWCpDUnlGva/m2DeawzqCu62Y2grWyAS1Ot5X3XmXbirYJAaa/vW99SkAAAAAXwEoBLa/a1ZIxigb1B5L6/vlBECgw/JHZVt43R4yGRchd/UHVtTilQBkAAFwAqz20xa1OdVU33W+WdgnqdmchCAKJxeVW8t5L3jc7QEGw0LWrCw5dNy8CAgAAOB8CAiTt7xJ0AWH5dmvtgZ0FbI8uBFR1rXCpELlrcWqslSUcAACACyAgQFLbwagNAsP++VVZNrcHgcKl2QjYDl2NQZZlkveK4mhhUrKr6771KS1OAQDAhRAQILXvPncFysNz6nXb+tRau7CzgO3hnFNRFCryXHEcK4pi2cD295VVJUm0OAUAAEfCagHykurBInKoGna/ISBspaoslWWZnHPa2d1VGEXqOhg555TN5zJt8TkBAQAAXAirhZHrzqfXw92Dwf11W9waMCBtK1VVpTzLVFeV4jhWkqaDAXdOeZ6ryHNFUaQgDAkIAADgglgtjFzfI79rY9p2Kmo6G9XUH2yxPgAUhWwQaDKdLsyvKPJc2WwmGwRKJxO+hwAA4EgICFgIAsMC5bItUA4C6g+2TdO1qFQ+n8t7ryRJFCdJf39VlsrzXHVdK01TRXHMDhAAADgSAsLIde0x3eCIUX97Wbb1B4GCgD8q26I7FpbNM5VVpSiOlaZpX1zunFOWZYOdhQkD0gAAwJGx6hs5733fpagLB8YYyXuVZSlJCsNQ1rKDsC18+73J87yZTxHHCzs/RZYpzzJJ0mQyURSxewAAAI6OgDBi3vum1qAbohUEfYGyV3OGnem726WrDcmzuVxdK0kSJUmyUHswm81UtUXLy3UJAAAAF0LV4oh1i82uQNla2xQoqznC4r1XSGvMreKcU5HnKopScdIcLerqQ5xzms9mKopCURQpaY8dAQAAXAxWDyPnnZOXZIP9I0by6gPC8OgRNss7p6osVRSFJClJUoXRYlH5bG9Pxhglaao4itg5AAAAF42V34h57+W8l7yXHRxD8d63wcE3x45YZG5cV5hc5LmqslQUhm1nouY/4bqqVOS5yrJUnCSK45jBdgAA4JIQENAy6nNAuxiVVxMcNnpd8N5LaoaiZXkuLymdThfmGlRVpflspjAMNZlO22nKAAAAF4+AMHbt4rPZJWh3EKRmZwEb14WDuqqUZZm8c0qSROFgZ6csCs3ncznnNNnZUdhOvWbnBwAAXAoCAi6MheZGOeeUF7nyPFcQhkoGhcneexVF0R8tmkwmDLUDAACXhS5GI9e1Ol0IAW0NgtTczDvRm9EfLSpL5fNM8l5Jmipqi4+99yryJjhIUpImCqgZAQAAl4kdBEhqDhetWlgaY6lB2KC6rvsdgiiOlcSxrLXy2j92VNe14jhWkqSbvlwAAHAGEBAgSf2ZdWOMvLRUm4CT1u3sFEWhoihkrW2OFrX1Bd575XmusigUBkE/D4HvFwAAuFwEhJE7rBR54XYWnRtRVZWKdocgSVOl7eCzbsBdlmVyzvVtTQEAANaBgDBivp2BsCokdOffOV908roAMJ/NVJSloijSZDrpdw66+6qqUtKGA2MtuwcAAGAtCAjojxMtfNzfxqLzpHTHirz3yrJMZVEoaI8PhYOjRVVZtvc1x46G8xAAAAAuFwFh5PyKeQde+0eM6Kd/spxzKopC89lMXmp2CJJExrRHi9rCZOdc09GI3QMAALBmBISRO7QGgSLljajrSnvnzsnVtdLJZGGuQV3Xms/n+x2NknYeAt8iAACwRgSEsVtVg8AU5Y2oylLz2VxFnvdFyUEY9nUHeZapyPO+o1F3tMiQEAAAwBoREEaOKLAdqqpS3g49C8NQabtz0NUklEWhbD6XJCVp2hQmc/wLAAAcAwLCmLXFyMtD0ryaI0YsPk+Ga3cHugAw3d1V3E5LlpqBaHnetDttjhYlstQdAACAY0JAGLGuGNkYc3DWQRsQWIQeLy+vsiyVzeeqnVOapppMJjK2+U/TOac8z5VlmcIoajoaMRANAAAcIwICVg5C64MDjo2Xl3NOs9meiqJQHMfaveKKhd2BLMs0m81kjFU6mSiKIgbXAQCAY0VAGDvnVhYlr2p/ivVytdPePeeU54WSNNV0Ou2DgfdeRZ4rzzLJe00mEyW0NAUAACeAgDBmXQcjs9gHx3sv79yGLursG3Ylms/nCqxVmqbN7kB7v3NO2XyusigUxbHSyUS2bXcKAABwnAgII9cVKC+/K80OwvHwbeVHVTV1B945JZNJMwzN7v/nmM3nyvN8YZKyxLEvAABw/MJNXwC2GIvR9fNSVbUzDcrmaNFwGJr3XlXVDEuTtB8e+F4AAIATwg4CVncxam9nWbpezjvleaZsnimwga64170UhuFCS9N7vvtdOecOTFIGAAA4CewgQJIOBoHu2BHvXK9Fd2SrzAvlWS5jrXZ2dvqORd3OwWy+NEmZcAAAAE4YOwgj5iW5QzoYubpm92BN+nDQTkN2zimO44WjQ/2wtNlMQRBoOp0qHAxLAwAAOCkEBKzkvWf3YI3qulKWZSqKQmFbeBy0A8+89/0wNEma7u4oimNZy3+eAADg5LECQYMahGPRtSztAoC17cCzOO7DQVEUms/ncnXd1h1MCQcAAGBjWIWMlPe+H5DGMZbj471XVZbK55m890oHXYm6eQizvT1VVaUoSTTd2el3FgAAADaBgDBiXn7lFGVJFCmvQVd4nM3nqupaaZoqSdN+d6B2tWazPRV5rigMNZlM+nkHAAAAm0JAGLFmivLhR4l4F/vSDacll2WpKAwXuhI551TkueZ7M9mgOXYUx/GGrxoAAICAMG7NUN8mHCyFgW7CMi6e976pLchz5VkmY4yStu7AWivvvcqi0HxvJi9pMpkoTuKVE60BAABOGgFhzLrjRefZQWC5enG6cFCWpWazmZz3StJUSZL04aAqy/7Y0SRNlaQTBQFHiwAAwHYgIIyU917d/x3YQTisLgFHUlWV5rOZqqpSkiQLdQfOOeVF0Rw7iiJNd3b6ugN2DwAAwDYgIGBBFxxw8fq6g/ZoURRFK+cd5PO5jDWaTCYKCAcAAGDLEBBGrJnwa6RBz/3uiIwkuhhdhP15B800ZGOtpjs7itppyN28g2w+l5dXmqb9LATCAQAA2CYEhDHzkrw/WJDclSZs4ppOsbINAM65pvA4jmXa8NW3Oy1LxVGsJNnvaAQAALBNCAg4HO9sH0l3tGg+n6ssSsVJoul0fxpy1+40zzIFQaAkTTlaBAAAthYBYeyMkbW23y1YOGJk+eNxId1rNZ/NmoFnUaTJZCI7qDuoqkpZlslLC5OUCQcAAGAb0VtxpLz3coMwMLjj4G1YqQtTeZ5r3tYddC1Nu3BQ17Xms5nqqtJkOlWSEg4AAMB24y3iMRvWH7QLVt/ejgvr5h3M9/bkvNdkMlE6mUhtOHDOad7VHcSxkjRREISEAwAAsNUICDgU73Qfrj86NJ+rKAolSaI0TRW2hcdNR6NcRZb1OwtRFPN6AgCArUdAGLt282BFEyNZFrOH6gJA1hYeT3emCqOw34Gpy1Lz2UzeeyVJoridpAwAALDtWLGMmfdtGjCSTH9ufliDQEY4yHvfdCWaz2Uk7e7utrsD+12LsixTWRQK41jJJO2nJQMAAGw7Vi1j5S88L9lY0sGC9jUri0JZlsk5p3RF3UHR3h/FsSaTCeEAAACcKuwgjFm3U2AHtQbDNqeD/0Wz2VJXlebzueqqUpIkmkyn+wXe7c7CbDaTMUaTyURRFMka/jMDAACnBysXyCyHgC44cL6o572Xa4eh5XmuMAyVLu0OFIOdha7dKXUHAADgtGH1MlJeXfnBYqei/natCA4j5tujQ/P5XMaYpitRHPf313WtbD5TVVWKoqiZpNwOSwMAADhNCAgjNpx5sLCQ7XcQTvyStpJzrpl3MJ83dQdpemAa8nw2U1EUCoJAk+lUYRQRDgAAwKlE9eSYrSpUPkLx8pg005ArZVmmqqr6ouSg3R1wzinPMs1nszYcTBQPdhYAAABOG3YQsMBL+21OjRl9GULtauVZrrIsFYWhptNpX3fQdSzaO3dOkpSkqeI4ofsTAAA41QgIY7U07+AAY2T7+QgndlVbo2tZWuaF8jyXURMAwjDsjw6V7TC0qqr6ouQgCKjdAAAApxoBYaQOiwYLg9L6ZDDOBW9Zlk1XorpWFMd93YHUFCXnWdZ0NGqLkqk7AAAAZwEBYcSWpyaj4b1XXVXK5nMVbQAY1h1IUp5lyrJMYRDoiiuuUDDYWQAAADjNCAjAQHe0KMsz5VmmIAj6uoO+Y9F8rvl8LklKJxNFcUw4AAAAZwZdjMbKe8n7hVadw9utGedJeu+9iiJXnmWSMUoHR4e896rKUtlsJu+ckiRROpkQDgAAwJnCDsJIeUm+DQdm6XapnYswsoWv915VVSnPctV1GwDSVNY25dqurvfnHYSh0jRVEASSREgAAABnBjsIY3ZI/cH4qhK8vG/almbzucqiUBgECwHAed9PUpbUD0uTCAcAAOBsYQdhxHx7nGjl7SPh23Ag+b5rkVdTW9AFAEmqylJ7e3uq61rTnR0laSqJcAAAAM4eAsLIGWtHd5RogW9CQllWOnfPd+Wd03Q6XagtqKpK8/m8DwfppD12NObXDQAAnFkEBCw6ZFfhLOp2Suqq0nw+U1XV/cAza23f0SjPsubYURhqMpkoCDiZBwAAzi4CwtgtvQvezUZYLl4+q+qqUpHlyueZwjBs5h2EYX/8qiyaScpeTd1BFMfsHgAAgDONgDBiZvBj4XZjRnH0yA8Kj733mkwmiqJI1jb/WVTtsLS6qhTHsZLBJGUAAICzioAwVt7vdyta3kXQ2S++9d6rLJtwUFaV0jTVZDpVEATNJOW61nw+V57niuK4OVoUBmf+dQEAACAgjJSX5J07eLv3K28/S7z3qqtKs72ZqqpSkqbauWJXxpqFuoM8y5p5B5OJwigkHAAAgFEgIIzc8hGjrnC3O2Zz1nQBYDabqSwKRVGkaVd47PePHeVZJqltdxrHMsbq4GEsAACAs+dsrgKBFYa7A1mWyVrbDzzbb2laKs/mqqpKcZIobTsasXsAAADGgoAwQv2ANGNWFyKf0cVwtzuwd+6cvHNKJ5MDLU2z2VxFXiiMorbugKNFAABgXAgII9WFBCOtDARnbVHcFCWXms/2VJalJtOp0jSVbYuSvffK2qJkGwRKJ6miODpzrwMAAMCFEBBGqu9htCoc6Oydtq+qqhl4VpZNx6J2d0BSP+9gPptJxihNUyUxLU0BAMA4ERDGqullevhAtDO0OK7rWnmWqchzBUGo6c7OfjhQEx5ms5nqulaSJM2xoyDQ2YtJAAAAF0ZAGCPv1TY6XX1/GxzOAuecijxXnueS2q5Eg6Lkbt5BNp8riiMlaULdAQAAGDUCwgh57WeEYQ1C1+L0rPDeq6oqzeczVWWpuB14ZgYBKJvPNZ/NZAOrnd1dRVFMOAAAAKNGQEDPy5+pkOBcrdnenvIsV5wkmkynCy1Lu50DY4x2d3YVRdFCeAAAABgjAsJIdUFgoQZhcPTotC+Rm7qDXEU7DC1NEgVB0N9flqWy+Vy1c828g8lExjDvAAAAILzwQ3Dm+MFOwXAWwrA04ZQulLuWpWVZKssyyXslk4miJJFpp0N757R37pzKslQURc3OQhAQDgAAAMQOAgaGZcunebFc17WKPN+fhjyZ9LsH3ntlWaZsPldgrdJJqjim7gAAAKBDQBgzY2Ts8sL4PBOWTwHvnMo8V1kUCoJA0+m0ry3w7byDe+65R5LaScop4QAAAGCAgDBCTRejrgZheO7+9BYo90eLqkqz+VzOOU0mqcIo6u+vylJ7e3uqq2p/krLlPwEAAIAhVkfoed/WKet0jQjrwk5ZlprNZvLOKUlTRfHivIOsnaQcJ4mm0+nCsDQAAAA0CAjY1yYEo9NTg9CFg7qqlGeZyjxXGEVK2q5Fxhj5dlhaf+xoMEn5tPw+AQAATgoBYaR8FwSGt7U/uknKy/dvK+eciqJQkeey1iqdTBS1hcfee+VFoSzL5L1XmqaKk5h5BwAAAIcgIIzR4CzRcA6CH7Q/NdacmmLlsg0ATd3BREkc97UFVVVpPpupqipFcdzUHTDvAAAA4FAEhJEatjRd1uSC7V9Ae+9VVZWyLFNVlk0AmE5krJX3XnVdaz6bqeyGpU0mCsLwVPzeAAAANoWAMELDLkaLg9IGVcrbrN3pcM41AaAsFUaRJpOJrG3qDpxzKotCeZ7LBlZpmipqOxoBAADgcASEEVtVjNweMJLZ4uoDr2beQT6fq8hzGWOaANDWHTjnVLWTlI2aeQcRdQcAAABHQkBAv2j23Q6C91tde+C9b1qazmfyageetTMNlo8dxUmiJEkV2OB0VFwDAABsGAFhZLpC5PPVIGxz+6IuAMz29lSVlZIk6VuaSpKra+VZpqIoFIShkjRV2LU03dbfFAAAwBZhUtRYrag1OG9o2BJVVSmbz5XnuaI47gNAF3yK7miRMZpMJoqiiGNFAAAAF4EdhDEatDNdvr0JDkZ2CxfVdRsOsiyTDQLt7O4uBICqKjWf7UnSQk0CAAAAjo6AMGZLIWG4g2DMdv3R8N4rz3Pl7cCznZ0dxYNhaFVZaj6bqyorxXGseDBJGQAAAEe3XatAnKgDewjtzkK3pN6exXVTlJxlcznnlCaJpjs7/fW5uu7Dgw0CxUnS1x0AAADg4hAQRug01BoM1bXTbG9PRdEMQ5vu7EjaDzBFUSjPMknSZDLpdxa2J+AAAACcHgSEsXJu01dwQd005Hw+V55lCoNAaZoqbOsOvPd9XUJZlorjWOlkImst4QAAAOASERDGqG1zuryQ7o4XWbv5PxZdV6KyLLS3tycZo8nOjuIk6e+X1O4sFIriSJOdHcIBAADAZdr8ShAnri9E1iHjDrZkgV2WpbL5XFVVaTKZKEmSPrx47zWfzZTluYIg0GQypaUpAADAGhAQRmy5DmFb6hK6o0VFnqsommnIk+m070rUdS2azWaSpGQwSRkAAACXhxXVSPkVNQj+sPkIJ8x7ryLPlee5rDHa3d3tJyV34WE2m6ksCsVxvDBJGQAAAJeHgDBWXZefLTqS09cdFIWyedPSNE4SRXHc1xa4tmh5trenKIo0nTZHiwAAALAeBIQxWw4HW7CDULVdiaqqGXg2mU735x04pyzLNJvNFASBdq7YVRCG1B0AAACsEdOkRuqwAuVNzQ/ojg5l87nyPFcYRUonqcKwqTvowkGWZZIx2tnZUZIkWzfxGQAA4LQjIIxRu0uwHBK8tH/06EQvx8s51w88M9YqSVNFUSzJtO1Om45GdV0rSZJ23gF1BwAAAOvG268j5NXOEVgKApssUq6qSnmWyTmnJE0XWpo65zRvi5KjKOo7GgEAAGD9CAgj1QeBpUFp8v5EdxC8933dQVm2LU3TtG9p6pzTfD5TNp8rCEOlk5SiZAAAgGNEQMCiE+xs1B0tyrK5ijxXGASaTCYKo0hGUl3XyvNcs72ZrLWaTKeK46S9TAqTAQAAjgMBYYy2ZNZBP+9g3tQdpJNJPw3ZS6raugN534aDmGFoAAAAx4zV1gh18cAYs7qT0XF//TYcVGWp+Xwu772SJFGcJDJtAKiqSnmeN+1Ok0RpmioMw/66AQAAcDwICCPiu//zB6cod7o2p8e9BK/rWvMsU5HniuJYyaDuoNtZyObz9mhRc+youz4AAAAcHwLCWG1oknJTd1Ary+aa7+3JBoEm06nCwcCzrJ2UbKxpJyXH7SUTDgAAAI4bAWFM/ODHIYx0bMGhO1qUZ83ugDFGu7u7+3UH3qsoisGxo7Q5drSh4W0AAABjREAYneaYURcEDiy7j3khXpalsiyTq53SNFWapv3iv27bnVZlqSiOlbbHjgAAAHByCAgj04w68Ac2EboZCMf3dX1TdzCbqaoqRXGsyXTaFyX7FZOUqTsAAAA4eQSEERsuuxemKK95Qd49d5ZlyvNcRmpamsZxv/ivqkrz+Vx1XSudNJOUOVoEAABw8ggII+O9l6/bLkbDWoPB7sG6l+RdS9PZ3p7kvaY7O5pMJn3dQV3Xms1mqspS6WSiNJ3IWks4AAAA2AACwpgNFuDHdbjIe6+qqnTunntUV5Um06mSJOnvc85pPp+rLEuFUdTPOyAcAAAAbAYBYaSMlncK9msQ1rU478JBNp+rKEslSdLMO2gHnnnvVXZ1B8YoTdOFY0cAAAA4eQSEEfJqQsD+MZ7B8aJ1tThtdwfytu4gsFY7OzuK2sJjqRmWls3ncs4pTmLFaULXIgAAgA0jIIzMYjFyd1vX2Wh9B42GuwPeOU12dhQPW5rWdV+0HEVR07UoCNf29QEAAHBpCAiQ1IWE5teXu3/gvVdZVZrPZqqdUzpJtbOz04eDbmdhdu6crLWaTCaKqDsAAADYCgSEURssyLv6A11eDcKwK1FZlorbeQfdfZJXnreTlK3VdGenrTvgjyIAAMA2YFU2NoMjRk0YaG9Wu4C/jBoE771cXSvPMhV5riAMm6ND4f7RobIsVWSZaucUJ4nSCS1NAQAAtgkBYYwWzhKZ9qZhofKlPm0zDXk+n0uS0jRVHMeSmoFnzjnNZ3OVVaUoijSdThUEAeEAAABgixAQRqbfKZAWk4C/vDanzTC0SnmWydW1ptOpkjTtdwecc5rNZsqyTEEQaDKdLHQ0AgAAwHagbcyImVU1CJf4Zn5dVcqyrK87SNK03x1wda0szzXb25M1RkmSKI6YdwAAALCN2EEYK2MWFuhe3TQEsxgcjqCua+V5rqIoZINA6WTSzzNwzqkoC8329uS9VzqZKEkSGcsfPQAAgG3EKm2EhtMOupDgl24/0vO0w9CKolCWZZKkJEn6acjGGNVVpTzLVZWl0jRV2k5SZvcAAABgOxEQxmY48GDVfdJFnTOqqkrZfK66qhS1R4u6uoO67WiUZ1lTlLyzQzgAAADYcgSEEVoZD7rgYHSkSWnee9VuPwCEUaTpZKKwDQDee83nc83mc8kYTXZ2+vsAAACwvQgII+MHcxBWMUesQfDeK89yzedzBUGg6WTS7w5471XkufK23elkMlGapv2xIwAAAGwvAgIkSc77fmfhQot4773KolCRZVJbeBy2dQfdsLRuknIURUonE4IBAADAKUGbU+xbGJZ2cEHf7Tx0tQVVVSmO46bwuO1a5J3TfD5XkecKo1DpYJIyIQEAAGD7sYMwMguD0i7m89rPaY4WZcrzXNZapdOpojju7xtOUp5MpoqTRBLhAAAA4LQgIIxNW4x8oBbZ+wt2L/LeqywLzWezhZkGnbIsNZ/PVde1Jjs7Cx2NAAAAcDoQEEamm3ewsGhvC5eNJLtigNnwaNHe3qwJANOpkrbw2HvfD0sri0JxFPXHjggHAAAApwsBYYyWjhj1Q9LOs5ivqkrz2UxFlimKY8VxvF930HYtKrJM1lpN25amAAAAOH1YxY1N1+bUmMVAcEj702ZaclOUnM3nstZqslR3UBaFsvlcXs2xoyiOV+5EAAAAYPuxihuTQQhYPvpzvrLlIi+UZXM57zXd3VHctjSVpKosm0nKda04TpS2dQcAAAA4nVjJjZQx5mCR8oodhK4rUV3VStNU0+mObND8sanrWlnb0Shs5x0EAdOSAQAATjOOGI3RqgX8cl2C93LOaT6bqSpLRXGs6c6OrLX9NOYiz5VnmYy1StJUURiyewAAAHDKsZobq+UahPY20y7wnas129tTkecKwlCTyURRFPUPLYpCWZbJOac0TZXEcf+5AAAAOL3YQRijtqXp4k37OwjO1SryQrPZTNYYpZOJ4iTpW5p2dQdVVSlOYqWTVJaWpgAAAGcCb/mOSDdF2a8Yiua6gOC9yrLUbDaTc06TdhhaEATN5zqnbD5XWRQKw1DpZKIwjA5+MQAAAJxK7CCMzSHtTDtVVaksS5VF0UxDnkz2w0HX0rStO0jTVHGcsHMAAABwhhAQ0PPOqSxLeeeaouTpdGHgWVVV+u4998g5p+m0OXZEUTIAAMDZwupuZLq9A9P+GHLOqa5r2SDQzu7uQlFyVZaa7e2pLAqlk4mSNO0nKQMAAODsICCMRHdEyEtNt6IVx4Kcc7Lt0aEkSfrbu3kH2XyuOI6buoMgPJgwAAAAcOoREEbH7+8eLIUEa62SJNFkMmkGqbX351mmLMtkre13FppBayQEAACAs4aAMEbGSCtqB5IkUZqmCgZ1B2VRKM8y1XWtJE2VLoUHAAAAnC0UKY+J9wcmJnfCMFQQBIriuL/NOadz99yjoiiUpKl2dncJBgAAAGccAWFs/MECZdMOQ7PW9l2JvHM6t7enoiwVxbEmbbtTAAAAnG0EhBE5bPqBMabvWNQNQ8vzXPPZTEE/7yBm9wAAAGAEqEEYlf0haYct9n03SXlvT965vqWpZfcAAABgFAgII9KUIPi+yHhVSKjrWnmWqSxLJWnK0SIAAICR4YjRGBkjY+2BWoTaOeVZpjzPFUWRdq7YXehoBAAYjwc+8IF68IMf3H/8xS9+Ud/97nc3eEUATgo7CGPSDkozkqwxCqxVGAQKrJU1Rtlsptnenowx2r3iCkVh1IQIag8AYHT+0T/6R/r0pz+tT3/603rHO96hG264YdOXBOCEEBBGxDkn55xkjKy1Cwv/PM+V57mMtUrSVGFbtLw8TA0AcPZdf/31+r7v+z5J0h133KGXv/zluuuuuzZ7UQBODAFhZLxvJylbKxkj771q5zSfz1WWpaIwVJqmBwIEAGA8HvCAB/Q7Br/927+tT37ykxu+IgAniQPmY9IWJjs1cw66I0dVVakoSxljFCeJgjAkHADAiH3qU5/S+973PpVlqc985jObvhwAJ4wdhBHpOxf5/XanUnP0yDunIAwJBwCA3oc+9CECAjBCBIQxGYQCs3Dz/mwEogEAAMC4ERBGxGs/DHTFx17qjxo1NxMRAAAAxoyAMHaDcAAAAAAQENAzxtDWFAAAYOQICGPSFScvhwDvmx9dETMAAABGi4AwUgQBAAAArEJAGCEjNbsIhAQAwAq33HKL3vKWt2z6MgBsCAEB+x2MNnoVAIBtEQSBwpBZqsBYERBGankOgm9vIyQAAACMGwFhRHw7MflQJAQAAIDRIyCMyKHzDtruRu085RO7HgAAAGwfAgL6acoAAAAAAWFEfPvDGCNrzIq9AnYPAAAAxo6AMFJmOBSt3T3obmNGAgAAwHgREEbOey836GIEAACAcSMgjA21BgAAADgPAsKY9J2KAAAAgNUICCPi1RwpWlVjwPEiAAAASKMICEbGWBbArUMLkSlOBgAAgEYQEKyxssZq7O+Re78/Bu1AEDhkVwEAAADjc6YDgpVVYENZe6Z/m0fm24nJAAAAwGHO8MrZyNqg3z3gHfLDMUkZAAAAnTMbEKyxsjaQsdQfXIinuxEAAABa4aYv4DiYbvfABuwcDHDECAAAABdyBncQjKwNFdhg0xeynYyRoSYDAAAAhzhzK0VrrAIbNK1N2T1Y6cCr4j01CAAAAJB05gKCaY8VnbHf1jEaHjsiUAEAAOBM1SAE7e4BbU0PZyRp1SRlBqUBAABAZ2gHwcgqsBG7BxdCEAAAAMB5nIkdBGOMAhPIBnQtumS8bgAAANAZ2UGwChQEIeHgcvH6AQAAjN6pDwjdQDRLW9MLa7sVGWMWwgCzEQAAANA51QHBtDMPCAdH03UsMsYstDp1zm3smgAAALBdTnVA6HYO6Fp0+YzoZAQAAIBTHBCsbLN7QNciAAAAYG1O5erayCgIIgVMSwYAAADW6hS2OW3rDoJAiyfpcRjfFid7aWEOgm9/AAAAAJ1Tt4NgjW1amsrQlvMieLUdjBZubIqWvcRODAAAACSdsoBgZRVQd3BJ/OB/zaoWp4b9GAAAAJyqgGBkg/15B7zjfel45QAAAHCYUxMQAmtlDdOSL9kFig2MxJEtAAAAnI6AYNSEg27eASHhEnivttjg0IfwqgIAOm9/+9v1G7/xG5u+DAAbcCoCQmA5WnS5uo5FxhiZNmh57Xc4AgBgaD6faz6fb/oyAGzA1gcEawLZgKNFAAAAwEnY6oBgZBXYqO9aREhYN9/+HwAAANDY2kFpRqY9WsS05LXrXs/BpDRjmCsBAACALd5BMMbK2oBwsCa+HYpmtKIY2XvmIAAAAEDSlgaEZloyuwdrNSxG5jUFAADAIbYuIBjTTEsObCjDxOT1Y6cAAAAA57FVK3BjrEIbKqBr0Ynx3kuGGgQAAAA0tiYgdEXJ++GAxepx2a9R9v3/AgAAANLWBAQja4PBsSLCwbrtD0rTwsvruwnLAABIuvbaa/VDP/RDm74MABu0FQEhWAgHOA4LE5O7kEAwAAAsecxjHqNbb71105cBYIM2viK3pgkHtDTdALP/kzGG1x8AAACbDQjWBAqDUNbQzvQkmW4LYWlQGt8BAAAAbGySsjG2DQfsHJwY00UD258wGmQEAAAAYDM7CN2sA2tD2muekG6S8nIB+EJtAgAAAEbvxHcQjJpwEAYROwcb0r3qxAIAAAAsO9GAYGQVBhGD0LYQOzkAAACQTviIURDQrWhT9o8YSbLdpDSOFwEAAGDRiQWEwEYKCAcb17z8fA8AAACw2okcMWramVJzsB1oZwoAAIDDHfsOgjGBwiDuwwEhYbsM25zyvQEAAMCx7iBYBQptJGsZhLY1uonJ7feja3PK9wcAAADSRQSEKEwk17zXvP+us5OXb+pcvesf6+VlTaCgCwdrvWRcioUi5VX4JgEAAEAXERACG0pmPyDsO7jw9PIyMjLGNu9U8+705h0SDrz3zEMAAABA78gBYXgsheX+6eOl/ZAwDGy0OgUAAMDAic5BwAa1IcBodcBrdnxO9IoAAFvmiiuu0MMe9rBNXwaADTvRScrYPCMpsE0uHB4NM6Y5EkaxMgCM1yMf+Ui95S1v2fRlANgwdhBG7ryFywAAABgdAsKIEAUAAABwIQSEkVgoUgYAAAAOQUAYiQseJaL2AAAAACIgjIoxRtYufsu9JMMwOwAAALQICCOzqkuRae448WsBAADA9iEgjAX1BwAAADgCAsJIeB3SxYjgAAAAgAECwoh575sfm74QAAAAbA0Cwgh47yXn2C0AAADABREQxsQYipEBAABwXgSEETFa3cWInQUAAAB0CAgj1w1QY18BAAAAEgEBagelcfQIAAAAIiCMhzEy7Q8AAADgMAQENAgOAAAAEAFhNPx5CpHZVQAAAECHgDAS3VC0YRjobgMAAAA6BISxOGRisvde8p4uRgAAAJB0EQGBd5rPMI4YAQAAoBUe9YHZfN53wun0g7fa24zUPKb9Wdo/324OuR0AAADA9jhyQJjt7e0HhG43wRhZu78JsRwQTHufHbbYNJLRIGh0j9dS2DgkSCx8vPxcOJRXG+g2fSEAAADYakcOCEmaSpKcc/25dalZeHYfu7bo1Q8CxP7StPt5n5H6ELHw60GgGPbu7z/uH9ftTJgDuxvdc+5fhxZ2MBYed4Z3NQ4cDWt/j8NbD3tdAAAAMD5HDghXXHHFfqHrYNE5/LhbjNZtiPCSnHeS8/Jyan7p5Z3rA4Ukeeeax9Z1/+vh/WbwtRaWsYPdh243owsaXZDojkEt/OjuH37eijBysbZ1od18L/zi6zV4fbfxmgGcLh/84AeP/Nhf+ZVf0f/8n//zGK8Gl+vDH/6w3v72t2/6MgBsyJEDQhgER35StxAYfP92tZeXd4NwMQgc/c9LYUMaBA7vmx0MSXJuYcdi+Hmurhd3OZZ2NRaOQqk72iRJ+yHBDo5AWWsPDRvd4tp2x60GR6mssVuxK+EHQau7nm7nh9JzAOvwoz/6o0d+7EMf+lB9+9vfXnnfE5/4xHVdEi7D1772Nf3Zn/3Zpi8DwIYcOSBcjP5d+O5/h2vkS2is2i1kh7sL/QK3DQLDgLAqbPS7G4PHL3+uG/66DSDD3493rvm5+302d/aPOVCDsXQ0SoPwsfIY1eB163Y5JMlYs5Zai20IKwDw9/7e3zv0vs9//vOX/Lw/9EM/dGjwAAAc3fEEhP4X61uQGkm6iF2MoeFuxMpdh8HCfxgc3CG397sZSzsl+88ree+GJ7FW/56Wuz8tB4ruMYNi7IP37e+E9AXjg8dYY1S7Wt75hRDSX0P3+CO/mgBwfB72sIdd8uf+yZ/8ieq6vqyvf9NNN+kv/uIvLus5AOC0O5aAsG7reufcSwrWNM/Be7+/GzEMB64JBm5wLGr/9qVC7uX72w5RB45dDX62y+Fg8NrYQWAwxkjWyhrT7IbUtcIwPBAEupBUVdXi8zYfHHgNzYrbln8NAJtw9dVXX/Zz3HXXXZcdMjqPeMQj9PWvf30tzwUAJ+lUBIR1WXcRcbjG53Leq+6Kt4dhwrn9j51rPh7WYwyCSNV1mFrSBYwwivZ//4PHlUUhV9cy1h4o2O7rLtrb7bDT1OCxB9rdNg9auI4LhQhCBoBNu+KKK9b2XHffffdah4ze5z730Xw+X9vzAcBhRhUQ1mndi1kryQbBgS5Ry873j82wlqIPEXXdHIXyXtZaxVHUPNgYBUGgJElkrN0PGVXV72x0gaV7/IV+x11Q6MNDu4NhB8Gje1wfOJa6S8mo7Ua13teX8AHgpMVxvNbnO3fu3Hnv/8//+T/rec973mV9jbPc9hvA0Rl/xLc3uvP4OF4XCgiX8lzDDk7dgtwPQsCw+Lv5afHnLnAMdzcu9KP7/GE3qeGfoZX/CC21rR3OxjisFe3yTsawC1V3XGq4u7FO/AOKbZV0bwQA51HXtSaTSf/xwx/+cN111139x29961v1C7/wC0d6rrIs1315AI7JUZb+BASc1zAk9B93QeAiPpb2/wxduMB70F2qDTNLF7X/uYOjUKs6Si0UeOvgML7ltrfLHaekQW3H0vOtE2ED60RAwElyzunKK69c2/N577W3t7e25wOwiICArTMMDl1xt/p6i4MF3MtdpxbuGwQOP3j+5mfXjOBY2g3pdk+GbWTbBywGjKWC75UtZ5eOXa38nOWuUxrMozimrfxtHdiHk0NAwGl27tw5PfShD13b89V1TftbYICAgDNv2HLWy8u5rrOUk3OLoaPrFjXcvRh2mFr4ocXdD98O/Bse2+qG53XMUp3FcOdh+fb+sabb8Vh8XPvgwS9X71os3768k4JxIiAA+7785S/rh3/4h9f2fPP5nO5UONUICBi1S63n6AJHM8HbtSGj6yQ16CC1ouZiubPUwv1L17P8cVfk7QcfD7tEraq/sF1IGTxmWGtyoJNU+9iFj1fddkgYwelAQACOz5133qmXvvSlkqS//uu/1te+9rUNXxFwcQgIwCXqjy0tLOi7LYTFxx3l42FnqWYw38G6i/MWfS/tbhymW8J3MzOMMSsDx2FD94bBot8FGdx/2HyMA9dwoYDR1nJgfYZ/9tI1d88BsNp//I//UW9729vW8lx/8Rd/ob/8y79cy3MB50NAALbA8FjSQreoQeBY3mU49OPhbsWKECHtTwsfFnMPv/bKn1vLC/4DH2u/0Ht4fMoMHj+sv1i+bflYVfec3fMtO3B86pDHrbrWbbbyr93h93xw28q/oJd3orQYMu+1u7umKwVwUt797nfrfe9731qe64/+6I+YCI5DERCAM+hAx6jBr6Xzh4rDbluuy9jf4VhceB74Gu3Pw+fsF/DLRdlaqpFof93tUqg9LrVc7L3way2FkOFjLnCc6kK3Lzymvf+Cfz1eYEfnsPsXivO7r7H0/fFSu9t0MGR672WWwuLw6139oAed/7oBnGnvfve79dGPfnRtz/df/st/0Ve+8pW1PR82i4AA4IIWAof2F69Nl6kVty/vSCwvbL2XG9yn/nncfuBYnr2x4pqM9hfGCx2jhrsWw5+Xg0N3ezuwb/h5CwXlg4/7nZB2l+RAqBrs0qz8vUsHalD631P3e154jRd/PXw9vPd9eBoeE9Pg18sfdz8/8AEPEACsy2233aYvfOELa3u+3/7t39Zf//Vfr+35cHHWGhBm8/nqf3yH/+ge0mkFwHis2pFowoaTmv+X2sXyQlgYPn6wAHeD+1073XsYaBaOb0n7wWJg+PeW11Lr2sNqMnTEgLD8ddtAM/yrdXhNK8ONtN8Va7CrsjDk75AakoXna389HH51Ui40UOspT3mKnvnMZ57Q1QDYZrfddpv+7//9vwu3HXUoHy7fWgPCN7/1rUP/MVqYZKuloHDI5yz+enAmeel5AJw+5/trZfhO+VGeZxgGhgGh39UcvnOv/YX88BjU8u6HpMVjOUtHp/pft4Z/ZzW/HISL9jF2MITvyLscy39vDo9Z6SL/DhyEoCAIjv55a3Kha33EIx6hxz/+8Wv5Wj/2Yz9G2ADOmNtuu+2yn+MlL3nJmT7x8s53vnMtz/OiF73ogo85ekD45jdXHgNYKJbrjgIsHQdofjq4Hd60aTR9OFj+B/JA0Bh87vK55P3btR80Vn0egFNlVaA4LGScN5gs3VcPB+0t71wsfe7CmyHSwkRuu/T3yqF/zwz/XrzA7Zf7d9XCzsMJOcm/X2+88UZ9z/d8z2U/zy233KIXvOAFa7giANvg93//99f2XM961rMu+zne//73K1pj2+mTfGPkyAFhbz7vjwpoWLzYDp7qzt12hl1W5H1fbOcO+Qf4wIV1P3ch4XzvtA3fmbPDd+n2zxUHg38wV4WOlR8f8liCBnD6Lfx91dxw4U86ZJG/bX8nnPWAsC7XXXedHvzgB1/287z4xS/u++IDOBs+/vGPX/ZzPOlJTzqVfzdKFxEQsqJYfceqxf4ht0mL2/a1q+W7ybfDs8bDjwfv7HXHC5xz/c5EF1COstDv/tG0QbByqz8IgoWBVPuhw/b94W1X8KhL+Aex290AgGNEQDhZ97///fXABz7wwO0f/vCH9QAKxgGcQkcOCHlZrvULL7dbXLpzofhv4XHLnUHUHRFwkle/m9F9Thcy+tCx1FVkeFat+5oL3VIO+bUdBA5jbR8sht1ShmHDWiNZI2usbLuzEQw6qQDAuhAQtsM111xzWfUg73vf+/T3//7fX+MVAcDRbCwgSEeror7o51pVnLjiZ2nQjnD4HEvHqNzyOeVBR5WFrzf4fGNMv8uxUHA9rI9YUdS9audi1f1artvoQshSnQeAcSIgnA33ute9FIbh2p7vzjvv1EMe8pC1PR+As2ujAWFd1hk0uufzzXbEfoDwq4ca7e9g+IXdjeVgoUFA8ftfqC/s7j7W4B/Z7lfDtoxNgeQgLLRBQVK/I7HcIaXb8QjDsC+Wcd7t7660X234uYQN4PQiIGCVNE3P+316+MMfrs985jOSpP/wH/6DXvayl6183P/6X/9LN9xww7FcI4DtsL63JjZonf8w+XYHwMhIa+gU2Bxrck2thZb6vGv/mFNfZzHYqVho3zg8OlVrsaZjED4OFHWbph97GIbamU73A0LtNM/mqupakg7sRiyHDemQ1ovL3aL6nwf1FhR4A8DGZVl25PurqtJ8Pl/5uO/5nu9Z29/lX/nKV3T11Vev5bkArM+RdxAAAAAAnH0nvw8NAAAAYGsREAAAAAD0CAgAAAAAegQEAAAAAD0CAgAAAIAeAQEAAABAj4AAAAAAoEdAAAAAANAjIAAAAADo/X/K/KIbcgIM7AAAAABJRU5ErkJggg==",
"text/plain": [
"<Figure size 800x400 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 800x400 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 800x400 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 800x400 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 800x400 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 800x400 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 800x400 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 800x400 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 800x400 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 800x400 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 800x400 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 800x400 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 800x400 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 800x400 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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3xbuui+VLl6K7pwdtxSJ834fjuli+fDmEEOjs6oJlsXJwM6ut6TBQKmFgYAC2ZUGIkX7749XW3g6pVBhH0bYTjyHta0DZdcIJJ+CXv/zliMdprVEoFOC6bgJRxeuVV17BrFmzsHDhwrRDIRoiSn0ijmZojWkAQmtghAGCgIAQGnmtmyWEgFQK/aV+lMtl+J4H1/NQKZdhFQrwPI8JQhOqfSH1fR+e58H3PHieBynTn4T1fR++1pwOptwTQqCvrw/FYjHtUNbYRz/60bRDIFojHM3QGmtkvC8gGvyK7BBCQCmF3uXL4Xle/eekhO/7KUVGcdFaQ2sNz3Xha11NCl0Xvu9DCgElZep3zj3Pi3Q3iIiIKCredKJR0SrDE7WSGQLP8+B5+Z8Wp6E818XAwABK/f1wHQcCgKUUZAaSg1CQIDBRoCxatmwZPvzww7TDIKIGMEGgNdbQoCQrA6rVIISoLiEa5nvwPQ+eyzu5zcjMFtiWla2kIGBmr/i7R1l1zTXXRNqDQETZwQSBkpOxgVWjhBCQUkKu5PuoDtK4zKjZKKUAIcLlRlljKVX93eMSNyIiGiVMEIgaZNVUrZFSQllWdemR1nBdb4SvpjwRqP6MtdbwM5gcGJ7ncQ8MERGNGm5SpkTlew4hWGZk21CuC9uyYBcKUJYFHVS38VwXKBTSDpNGS1DCF1pX3zI6C+Z7XqYTGCIiyhfOINCoiLL8wgytVrZEJw8EANu2USgU0NPTg57ubnR1dKC9owNSKbjcqNyUsj70zuLSJ6LVoZTCySefnHYYo+ab3/wmTjvttLTDIGoYEwQaJdEHKPlNDwAEMwi+71eXFwXVbGylIKWAz5KTTSlrG5OHqNkjwd8/yjOlFM4999y0wxg15557Li666CL86Ec/SjsUooYwQaBRoXX0FCHzg61VML0QdG3VGCGqG5jNII1rwZtOFqsX1RJCsJIRZdqNN96IOXPmpB1Gak499dS0QyBqCBMEGhUaQJQWyVkeZEVlqhm5QQdb830rqSCkhOtxo3KzkUqFv7tZHIIrKatJK5NTyqgnnngCzz//fNphJO7www9nAQHKJSYIlAqZ4zzBbFT2XBe+X90carrZCojqRmVqGkIIWEpBC1GXEGaJEALa9zkQoabQ0dGBv/3tb2mHMSpuvvlm7LLLLth1113TDoWoIaxiRKNGo7pZshlmCUZi2TbcSgXlsoQG4DounEoFrue1xPffaqRSEMjm7IHheR5nEKgpKKWw/fbbpx3GqLn33nvTDoGoYUwQaNQ0NnjK+nBr1Syl0Fcuo6+vD8CKKjJCCHgW/1k1GyFEdXN9hkudAnn+F0VERFnCJUY0arTWkQcoeS51ClRnEIBq92SzOVRrDT/oh8ClHs1FmOVFWcaNypRxZ5xxBv7+97+nHQYRRcAEgUZXC21UVjUbV2vpYE8CNReNbN+hN1W0fP7uUUb19vaiXC6nHQYRRcAEgUZdK9zBNBuVhRz6T8jzfbiOk0JUFCclZaZ7eAghgGAWi4iIaE0wQaBR1UhqkPeJBKXU8EulOIPQlJSUkEFCmMUk2PRC8JggUBOYPHkyXnnllbTDIGpZ3E1Jo6qhBAEC0XctZI9ZYqQsC1bwJqWE7/vshdCElGXBDSoFZXWZnM9eCNREsvrvjKgVMEGgUaaBTC/EGD2WbUEqiaJdQEdHRzijUK5U0Nvb2zIlX1uFVApA9n/Dszi7QWT09vbCcRzYQaGHVjFu3DgA1X+fS5YsSTkaopFxiRGNLl33bpWyPMiKQikFqRSKxQLa29pQLBSqswg1a8E5WGseZnlRFhulGXKYPTFEWTJ79mzcfffdaYeRuEWLFmHRokV47bXX0g6FKBL+NaFRpQFEWeAghMj93XUhJJRU0Brw9YrvWilVXY7CjcpNRQgBCJHpRXFMEIiy6bnnnks7BKKG8K8JpSrnOQKUUvB8H563IkEQUsKyLLium2JkFAutMz/zxT0I1Cza2tqwxRZbpB3GqNhyyy3TDoGoIUwQaPRpHXkZRtYHWyOxLAva9+HVJANSSiilmCA0ISll5me+WOaUmsWUKVNw1VVXpR3GqCoUCth9993TDoNoRNykTCkTyHb7qVWzLAvlchmO48CyrLCTsuu6cB2HG5WbjFIqbETGny0RReX7Pn7/+98DAPbee2/ccccdKUdEtGpMECgG0eu8mOZOeSWVhNYapVIJFceB6zjwPA+e50EFCUMz7LegKqlUtaOy1sP3wCAiGobWGl/60pfSDoMoMi4xolGnzdsIA38hBATyvcxISgkhBSqVCvr6+sLZBFPBiA3TmotSqroROMNJLZNRyrrf/e53mDdvXtphENEqMEGgUac1Mj2AGl0CSlkQQkAPKmtq9iaw1GnzMIPvLP9MmSBQ1v3pT3/Cu+++m3YYRLQKTBAoFg11VM75eMayrLCJVi1f62qp0wwPJqkxIuNlTgEmCNRcpk2bhrPOOivtMIhaDhMEioWueRtZvgc0llJQwyQI0Bqu62Z+QEmNkdxTQpSYtdZaCzvttFPaYRC1HG5Sppg0sFE53kBiJ5WCUtXyl1KpugGkr3Wml6NQ47jpnIiImh1nECge2vyn+QfHQghIqVAoFtHT04Nx48dj4sSJWGuttcLSp0wSmoeUkh2LidbQQQcdhDfffDPtMFKxzjrr4LXXXsP111+fdihEK8UZBIqF2acsgBGnCIQQEFrnOpWQSqFYLKKtrQ0F2w4fV0qFCQLvOjcHZVlwXBe+5+WicRpRFs2bNw+O46QdRuLGjh2LZ555BhMmTMCCBQvSDodopXgbjFLVLIMrpRSEEPBcN1yCIqWsziB4HmcQmkhY6pSIqEFSSkyYMCHtMIhGxL9yRKNASgkN1PU9qO5JkPCYIDQdgWyXOiUiIloTTBAoNjpYNhRl8VDeZxJU0DzLdd3wMSEElJBh0sABZXMQQlR/t/nzJFoj06dPj9QPYY899sB1112XQETJmjVrFv7xj3+kHQbRsLgHgWIWrZqR6aic1yGXCNai1y4n0jBVjHz4njd8KVTKJVYyIkpWs/x701qjXC4DAB588EEccMABKUdENDwmCBS/kXIE88Kf0zuy5g+XkBJupYLly5eHTdJcz4Pv+/B8HxY3KjcPIfLf4Y8oRwqFAtrb21EqldIOZY0sWbIEbW1taYdBNCIuMaLYhJVOR2BmD/I+4JJSwvd9LFu+HMuWLkVvby8GSiV4ngfPdbkkpYnIYBM6wKVjREk48MADcfHFF6cdBlHLYIJAsWpk6JTv9ABhyUvXceD7fvi49n1uVG4yMqhkxJ8pERE1IyYIFCszfBpxIBWs2MhzkqCUgrKGrtrztWaC0GRMMlhbtYqIGvfYY4/x3xFRBjFBoHi1ULUXKSWs4TYiBwkCOyo3D6UUBHshEK2x/fffH319fWmHQUSD8C8cZUS4EyGXwuZoQcO02sfNWnUmCM2FvRCIRsf1119ftyyTiNLHBIFiZUp9tgopJexCAXahgI7OTnR3d6Orqwu2bUMzQWgaWutqwpd2IERNYPbs2XU9ZFZmiy22wLbbbptARETEMqeUCeE9dyFyW+4UqC49KRaLkFKiu6sLUlYbpZUGBoKeCPF+bzJiJSjTxI6i0UGpWs91w5kgj70tiBK14447Yp999sHDDz+cdihrbOLEiTjxxBMBAE8++ST+/ve/J3LeM844A+3t7SMe9/DDD+OWW25JICLKKiYIlJhoLdPyTQoBpRS078Oq2bCslIJXqSSSIETpteD7PrwcJ2Jx0loDwQyB5/vhzI8fVKPygw2VUkqoYLMyEVEjJk2ahO9973sAgGuuuSaxBOE73/kOenp6Rjzu0ksvZYLQ4rjEiBJR7Ykw8oA070MtISUgBJya6XIhBKQQ4Z3nTCwz4qA2pLWG9n24rotKuYxKuYxy8D78/0oFvudBIKhWNWivCRHR6tppp51w1FFHpR0GUR0mCBS7qMlBMzCbks0dZ/OYCO40a9+P/VpESUDyvSV8zZklQpVKBU6lsuJ9kBQ4lUq19KLW1aZoplt2MENT+0ZE1Ki33noL3/zmNwEAU6dOxcyZM1OOqN4BBxyAo48+Ou0wKEVMECg7zKAr7ThWkxksSikhpYQb9D6o3XsQdyWjRp67lQe3Wms4lQoGSiUMlEool8vwglmf2oE/kwGibPnKV76Cww47LO0w1lhfXx8eeeQRAMCtt96Kn/70pylHVG+99dbDxhtvnHYYlCLuQaDMaJbhl0kQBgYG4Nk2fN9HuVyG4zjVWYQYz90K+zxGi6muJWv6GTAJIMq2ddddF2uvvXbaYYyKJ554AtOnT8eyZcvw3nvvJXLOrbfeGi+88AJs207kfJRfTBAoEa00cDV3m5cuXVpdUoTqHeva5Udx8YPzAK1zvVeXUgrlgQEo/qEkSt3UqVPxzjvvtFSSPjAwgFdeeSXRc7722mvZ2AdHmcclRpSIhpa+5LxDrZQSQsqwJGbt5mQ/WHaUtlZfMiNqqk0RUfrefffdyMf+6Ec/wqGHHhpjNESU75EY5YYZEo84OG6CQasQAtYwSY7ZGBt3kmDKdEbR0klC2gEQ0Wppa2vjEpkEnHnmmTjhhBPSDoNSwgSBEpOFO+dxC5f3KAU5TBOtTM0ipB0AEVENnzN6mWJKOlNrYoJAiYn60i+R/8GrFKKuUZqhtYYbcyUjiigoP5uZ3hRELY6zAsmoVCpph0A5wE3KlCkCiLXKT1KEELAtC06lUl1yZNvV5lpA7L0QfK3DBGtVS4iEEBBaN8X1Xh1CCBSLRTiOA5XzfS9ERFF1d3fD9/2WXmJKI2OCQBQDISUs20ahUEBnZycs24YMOixXKpXwrnXaL9Ct+udBAIAQsAsFlMtlJghElJr29naMHTsWALB06VL09/enG1CNnp4etLe3o1QqpR0KJYx/FSlRke5W57zCjilnqiwLSil0dHSgvb0dxbY22JYVNk+LU+Rnz3FjutVhEjNzfaSULdPlm6iZTJ48GR0dHWmHMSq+8IUvYP78+Zg/f37muhefe+65OPjgg9MOg1LABIGSE7WyDpqjuo6SEhpBQ65g2Y8pL+p7XqznjjrkbZZrHZXWGq7jwKlU4FQqcB2H+w+IcujHP/4xdt5557TDyK1HH3007RAo45ggEMVABBtglVLVPgjB41JKWErBj3tjbNS9BS2UHADV/R+u66JSLqNSLsOpVOo6KedZODvChIcoV+bPn4+XX3450XNut912iZ6P8qc5/jJSLmhEL3UqkP/18Wapkeu60EHlIvNY7L0QosaI/F/nRujgzSzxEkLAtu3cz6KYZWue58GNeXaKKC5aa/zlL39JO4zE3XHHHbjiiivSDoOoDhMESlTkBCHnAzagWupUSlltjub78DwPjuvC9Tx4npepte/5v9rRSCnDBK2ZeJ4Hx3FQqVRQHhhIOxyi1XbkkUemHUIqnn76aVx66aV47rnn0g5liD322APrr79+2mFQwpggUGblPkkIEoSBgQEsX74cS5cuxbJly9Df14dKpRL7MiMdcZmRyPmm8EZIKZvye3WDJBQr6b9B1Iy++MUvYsqUKWmHMSrmzJmDE088Effff38i59Na44ILLoh07NFHH43NNtss5ogoa5ggUOJaZRbBLCdyHAfLly9Hb28vSqUSHMeB73lNdxc7L/L9WzU8GfR06OrqQndPT9rhECXiyCOPbJoEIQ3nnHNO2iFQhjFBoESZNeCtwGxUlkKs2DwaJEdaa3ium6llRpRfQkrYto1CsQi7UEg7HCIiyjkmCJRZzbCBVghR7aA8aDZEa13dvBzjuaNuCm+lJUZAdTCtLKu6JKdJ1CWhRESj7Nxzz8WMGTPSDoMSxASBEhd5ENMEg1YpBJRlDZ8gxF3JqMHnbpUkQQV3271mShCkhOe6TZX0UGtyHAd77LFH2mHQINtss03Y7ZlaAxMESlzULsLNMFwVUsKyLIhgc6xlWSgUCrALhUSWGLVSWdmohJSQSq3y2mut4ft+WH3K9Ty4wQA8i3fphRDVeLmvhXJOa42HH3447TBaguM4+OQnP5l2GJRRLHdBqdCIOCAVItfr9M0SI8uyoAoFFIrFapUZrbG8txee70MG/RHioqM8f86vcyNql1TVVXoy/x8s1fF9P+yCbRID27bDKkFZm3FpjZ8eEY0WrXXiDdooPziDQKmIehdWCpH7O9tCShSLRfSMGYOe7m50dnSgWCzCtu3qPgSuHU+cSRJ834dTqdT1ECgNDGCgXEa5XIbrOGEJUSFl/B2w14AUoqFmhETN4Pbbb8f06dPTDmNUnHXWWViyZAmWLFmCnXfeOe1wqMUxQSCKkSl1KoQIl3+Yx2zbrj6WkQFd1u6Ix8nM7PT29qJcLodJgud50L4PIQQKhQKKbW3o6urCmLFjMWbMGBQyXCFISgkdLIsiahVdXV1QSqUdxqj40Y9+hBtuuAFjx47NZD+Te+65hxuVW0j2fgOpZUReZpRz5m61FwzepKzm5UopOI4T63Uw+z3UCIN/gdZaoiKlRKFYhCqVYAd7RAqFQnU5mG2vdMDhOE5mNzcLIaB9v7q3hYhyx3VduAn/+12+fDk+8pGP4J133hnx2EKhEP79oubHnzSlIuogSwC5r2Zk+iH4NVWLpJSwbBuO4yQyg8BlJ0MVikVMnDgRY8eNw5ixY9HR2YliW1uYHJjErvYtanfqtHimozJRji1fvhzrrLNO2mGk6o477sCWW26ZyLn4mkHD4QwCZZpogs2z5nvwPK9uDbsKlh35vg+pVLTNxHHGieo69qhVpvLMXGfR6NKEjO+J4X4Wonwrl8vo7e0FwBs7lC7OIFB6WuTFTwgBqRR8rVEul9HX34+lS5fiw6VLwxKasfZDiB5obDE0i8w3lQtmOYhaybhx45pm6cvJJ5+M7u5udHd34+mnn047nCGa6VrTqvGnTKmJOozJeyUjsynZ93309vZi6dKlWN7bi/7+fvi+DzfuZUYRl8UItNZG5dVhKRX+ccziQFzxDze1oPvuu6/llyStCdd1MXfu3EjH8lq3Dv41oXzI+cDV3Hl2HQdOpQLPdaGDdZ+u48Q+g9BIwzRaOcuyMn2XvhmW5BFRshYuXIjddtst7TAoY5ggUHqi3tnOeXIAVDclK6WG/V4c183Uuv9muN5xyfLsgcENh9QMyuUyHnroobTDoGF8+tOfzmQZVhpdTBAoNaZL7UgE8n9nu7YfwmBxzyAYkc6R9TX2KRM5WMKT5eSFKKolS5bgqKOOSjsMGsaf//xndHV1pR0GxSz7f+2oaTUyjMn7kNVsVK4dfNeWzjRN1OIa3Gm0Vp8DImotRx55ZKYbGRLlDRMESlXUgWvmq8eMwMwgKMuCbdtoa29HZ1cXenp6UCwWY69fH7X8ZTPM1sQt67+HWY+PKA4/+tGP0NHRkXYYo+6rX/0qOjs7Yz/PkiVLcPXVV8d+HsoPJgiUqla6qy2Dbr0dHR0Y09ODMWPGYOzYsejo6IDv+7EvDYn67BxerppUCrLR/gkJYglCovw77rjjcMkll+DCCy9MZDnPokWLcNlll8V+HsoP/iWhVOmI+xCagRQCKhhc2rYNKxhk2oUCXNdNZHMpqxmtOcuyIE1X5Rb53SVKw4IFC3DOOeekHUYqvvCFL+Bb3/oWxo4dm3Yo1KKYIFCqdMRKRs3ALJMyswXm44Jt15U9jVMrLOeKm5QSkJLJAVHMli9fjptvvjntMGgYf/rTn2DbdtphUIyYIFAuiJw3SwOqFXBE0DCtdnCplAKCxCErmCCsnLk2TA+IKAn/8z//g/b29rTDqLPnnntW/3ZR02KCQJQgM7isTRKEELAsC77WmdioTKsWJqu8lkSZ8sADDzRNJaP//M//xIsvvggA+NSnPpXIYPz555/HcccdF/t5KB+YIFDqoi4zyvvSl9peCJVKBQMDA+jv70dvby88z0tmmRH3IIyeHP8uEuXFM888gyOPPDLSsZtuumnTbNJ/6623sMsuu2D99dfH+uuvj76+vtjPWSqV8Oabb8Z+HsoHtsKj3DAlOPN839YkOKVSCf2lElzHged54WZtv60t1vObsrIjDW3NXfI8X+s4CSEgmSAQxa5SqeD9999PO4xULFiwIO0QqIU1R6pN+Re1y2/8kcRKBrMIlUoFA6USXNcNl/14nlftLh0jjQYqGXEAvFJKqfBOJZdtEWXH4sWLm2YWIet4rZsbf7KUOj/qEiMg98s6RFDqdLjBt+M4YUflLGCCsHLKsiCkhJehjeVEhMxt5m1mvNbNjQkCZUbUJCHXSzuCGYSVJTpeAglC1FkKdlVeObMfJonStEStTsdcwIFWuP3223HYYYelHQZlABMEyoTIDdPynBxgxUblgm0Pe4eeMwj5EJY65fIiotjdcccd+OIXv5h2GDSMzs7OtEOgmDBBIEqaEJDBMiPzZlkWLNtOZsDZQLlTri9dNaYHRNkzYcKEtENoGcuWLUs7BIoJqxhRJvims/AIxwkEd29zfOdWCAEVJAQdHR2wbRsqWM8+MDCQSAxRKhnRqpnZICKKX19fHxYvXoxx48aNeOyCBQuaagZ0vfXWg1IKb731VtqhUAvhXzfKjhwP+hthNipLKdHR3o6O9nYUi0W0t7WFzcy4dCX7pJTsJEqUkJtvvhlnn3122mEkbsaMGXjyySfx5ptvYubMmWmHQy2ECQJlStSNynm+N2QSBPP/5r2ZQfFNX4SYNPLMeb7OcZNSQkpZ1xWbiGg0nX322ejp6QEAPP7444nMjLz//vt47bXXYj8PZRsTBMoMDbTELELt3gNTmcN815ZlJVLuNGr3aoBJwspIpaCUir13BRG1ri9+8YtYvHhxouecM2cOfv7znyd6TsoeJgiUTzlfX2o2JjumUVowyJRKwXXd2Ev6NZKMNdNa3tFkZhBaIaklypsvfelLaYfQMnitmxM3KVMuCeS7gowUAkpKOJUK/GKxulQl2HvgVCrxr23XOvdJFhHRyvzmN7/B1VdfnXYYo+LSSy9Fd3c3gGyWVm6ma00rMEGgzNBaQ0eoZAQ0wbKXoJJRf18fent74XkefK3D2QM7gX4IrGRERHnyr3/9C7fffjv22GOPtENJ1Pnnn592CNSCuMSIMqNV9iAAQYlMpeA4DpYvX47ly5ejr7cX5YEBeEGSkJXOoTJi0taKzIZzLsMiit9TTz2F++67L+0wiFoCEwTKFI2IU6g5H7TWDiy9QbMFWmv4nhdrgmCu80jXmgPfVRNSQio15GdIRJRnt9xyC6677rq0w6AUMUGg/DGD1pwPXgUAy7aHHYT7vp9IJSNaMzJI9FjJiChblFL43//937TDyK233noLL774YtphUIqYIFAu5b0XAgBAiFUmCFm6K82ZhOGZbspMtoiyRQiBHXbYIe0wWoJlWXjwwQfTDoNGGTcpU6ZojLx5VkQ4Jg+EELAHVSuSUsIOkgY3oY3KwMjXMu/XOi5CCEAI6IzsFyEiSsPmm2+edgg0yjiDQJnS0J3YJrirbWYQ2tra0NnZie7ubvT09MC27UQ6Ktf2YFilnO/5iE0T/A4S5clPfvITXHnllWmH0RJ4rVsbEwTKHDOLsErBgFXmfICmLAtSSnT39GD8+PEYO3YsOjo6UCgUoJPYhxDlICYHqyRQ3axMRPHr7+9HqVSKdGxXVxfefPPNmCNKzpIlS7B8+XIsWrQokfM1cq2p+fCvGmVPhLvazTBgFUJUqxlZVnWZSs3nlFLV6jgZWLpirjX3IawE9yEQZVZHR0faIYyazs5OdHV1obOzM+1Qhujq6sI777yTdhg0ipggEKXMtm14rlu3jl1KCSUlfNdNJIYoQ9um2BgeA7NvhIiS4ft+SybkhUIh8e+7kWttWdzW2kyYIFDm+FpHG7AKkfslRkII2JYVdlA2pJTQQPwblSNea1o5KSUsy4KTUDJH1OpOOeUUXHvttWmH0RJ4rVsXEwTKrFa5Q6RsG+6gDcmypgFXItehRa51XKRSrGRElEFSSowZMybtMEbV4sWL0w6BWgATBMqkRgbFeZ9FsCwLruPAdV14nof+Ugn9pRLKAwOxJwgaiNTky+yXICLKkwkTJuDxxx9PO4xR8+9//xvrrrtu2mEMSymFddZZJ+0waJRwwRhRyqSUkFJi6dKlAFYkR77vV/cneB5kAlVyovSWEEK0zMwOEVHWbLjhhomfc968eejt7UVXV9cqjxs/fjzuu+8+bLzxxglFRnHiDALlW5Pc2baCfQiVSgWu64Z7Enzfj3+jstmHEHEmgYYnBzW9I6L4vPLKK1iyZEnaYbSEM844A/fdd1/aYVDCmCBQJkXeqIzmqK5jWdawg2+tdSIdlaM2SwPyf63jYDYqc3aFKBnnnXceHnroobTDIGpaTBAo0yIPt3J+Z9sKGqYN5vs+XFbHyTwhBAqFQsuWXyTKsu7ubuy3335ph0GUK0wQKLN0hIZpRr7Tg6EJQu2m4LgHnRpA1Po7Ash9MjbazM9JWVZdqVoiyoZJkybhnHPOSTuMXPvb3/6Gd999d8Tjxo4diyOOOCKBiChuTBCIMkAGnZOllCgUCigWi+jo6EBbWxsAwEtgH8JIxKD3VI8buImoWV111VV46623Rjxu/Pjx+Na3vhV/QBQ7VjGizPK1Du/ORqmuk+da/kIIKKXQ3tGB7q6ucAbBdV0MDAzAc12olexTGA06eEPNNV9VrHm+1kTUHH75y19i+vTp2GijjdIOJTFCCFxxxRUAgA8//BCnn356yhFRs2KCQLnXLANWFVTBMbMGWmtACMhKBa7noRB3AMH5Vim41gIN7A9pIazyRJSc//3f/8WCBQtaLkE49thjAQDz589ngkCx4RIjahp5b5hm2/aQNexKSsigBGrcog74BTgQXhll8Z4LURZtvPHGuOSSS9IOY1SNHz8e//3f/53Y+U466STMnTt3xOOa8Vq3IiYIlGmNbFTOO6XUkDXsQggoIWLvqAxE617NtGDlhBDVJE9r7kUgypju7m7MnDkz7TBGVbFYxPbbb5/Y+R577DH09vaOeFwzXutWxASBKCNMoy0d9IAw+xCSqmbUCCEEk4Ua5mdkWRZ0hn5OREREq4Pz4dQ08r4XwSQDFccJB5yu66JcLkP7PnzPC/cpxCHcqIwRZgrMdc759Y6DVAq+1rzzQkSx8H0fkydPDj/Oap+cHXbYAb/97W/xla98Je1QaDUxQaBMi1zJSAiIJtg8q5TC8mXLws3CnuvCcV0IVP8QWLYd7/p/M+DnHoOGmTKnnD0gSs5uu+2GJ598EtOnT087lMQsWLAg7RBGZNs2xowZk3YYtAaYIFD2RRi05j0xMJRSWPrhh0Mel1LC9bzkA1oJgea55qMtjQ3cTEqoVZVKJXgZem0kahZMECjzNFYMRpv9vrZcyRIirTV8z4t9SU+Ua8zEYNUsy4r193RlyYCZveDPhmjl2NBwzbBbfOvgUlnKvNq18SPJe6nTle0x0FpXKxkh3rvFftTnFoLLkIZhGt4Bo/tzCgf/wXOa//d9H77vw3EclMtlDJTLKJVKo3Zeomayyy674C9/+UvaYeTaxz/+ccybNy/SsUopWCz9nFtMEIgyQggBKVf+T1L7fmJT6SMNbgWqLx7shzCUCjYqr2mCMFxS4Ps+HNdFuVLBwMAASgMD6O3rQ6lUguM4icwyERFF8bnPfQ6XXXZZ2mHQamJqR/kxQqffcDNzzpdZ2IUCfM+D53nV76mmpKjvedCWFevA3Nc69zMxabJsG+VyuaGvGZxMmKVCnuvC9314wUyB+Tdg+oMIIWApBcu2Ydk2bKXYrI1azoIFCzB9+vRYq7wRtRr+JaHMCwdPLTJobW9rg+M48HwfxWIRhUIBQkpUyuVEGqbR6ouSuIUzAtUPACBcKmTezGyBVAo6WPMrhIAMpuwty4JSqvoWJIy1PTOIWsmuu+6Kt99+G1OmTBnx2J6eHkyePBnvvfdeApElo62tDRMnTsTbb7+ddijURJggUC40slE575vQTEflgpTo6uqCkLK6B8F1s1XzOigtm98rHb/a5UHmfZgImCVEZtNf0FdCm5kB265LBKRSUFJCSDkkIWBiQBTNHnvsgXPOOQfHHXdc2qGssUKhgJkzZ2LzzTfHwQcfjL333juR8z7xxBNYZ511OGPT5JggUC6YjcpRhkF5L8GpbDssaWo2eGmtoZRCpVIJ16XHNSjUIyzlMjgkHd7gztfhe5MM1DaYCwb5ZmZASQkRJAJSKUiTCAR7UzhLQDS8OXPm4PDDD2+pTbETJkzAgw8+CAB4/PHHscUWW+Dpp5+O/bwHHHAAlixZgrFjx8Z+LkoPNylTPpgBVY5nBqKygiUjXjCwBFZsYE5idkQPer8qHKoOz7IsuJ4Hx3XhBftJtNYQUsKyLBTb2tDe0YGuri509fSgu6cHHZ2daO/oQHt7e7i0zLJtKMuClDL8+RPRUEcffTR6e3vTDiNRpVIJN910EwBg6623xmmnnZZyRNRMmCBQLtSu116lnJffNHeITTWj2uZo5m6yn8A+hIauN9URQsAuFML9AYViEe0dHejs6kJ3dze6urrQ2dmJjo4OtLW3o62tDbZtw65JBsQqqlkR0ZrZfPPNsd1226UdxhpbsmQJvv3tb6cdxio1y7VuRa0zF0e5F7WJV/V/RK5nG8wA0XEcSCGgsaJHged5sOJOECIuYRLI/56P0WZ6IXR0dgIIErth9g0QUTpmzZqF/fffHw899FDaoayxhQsX4uyzzwYAPPfccylHM1QzXetWwwSBcifK4DXPexCA6kZlVwgMlEpwg83J5q1YLKIY84C8kVKneb/WcZBSolAopB0GUUv59re/jcsvv7yl9iEsWrQI5513XuLnbcVr3Wo4j025Uds0apWa4C6tCmYQ+vv7sXzZMvT19labYVUqYUflLBA1PRqIiNJ01VVXZavSWxPjtW5+TBAoN0wlo6jyPHA1G1I9z4MbNMsaXDM/M8t6mCQQUUbsu+++kV4bDzvsMHz+859PICLitc4nJgiUK1Fe+E2Z07wy3ZNN5ZrBfN9PpGGaRvTrTUSUBXfeeWek160NN9wQG2ywQQIREa91PjFBoKaV92VGMmiONURtc60YZWaGgoiIiBLFBIFyqRWGrjKomT+Yr3V1BiHmJKGhfgg5T8aIiKgxG220UXX5KzUlbj+n3NEAxEjdfnNe5hRYkSBIKdHW1latq68UXNetbtiO+fxaa+go+wua4FoTEVFj3n333bRDoBhxBoFyJXIDL+S/wo6UEkop2LaNnp4e9AQdd9va2wEAOqmNyiOcI+97PoioNV100UU46qij0g5j1Bx66KEol8s444wz0g6FmgBnECh3GmqYlmNCCEilYFkW7EIh/J5ksIHZTyA5iNowzVQy4r4FIkqb7/vDFngYTCkV6bis23bbbfHAAw+EjRiz2JvgkksuwcKFC/H73/8+7VAoovz/y6CW08ggNK+JghmUSykhpAzrTYsgORBCJDeDQESUI7ZtRz7Wsqzc76F6+OGHsc8++6TyfVQqlcTPSclggkDNSwgg53eHzAu+6zjhY1JKKCmryUHcpU6jLudCfpMxImpdV111Ffbdd9+0w8it9mDJKzWffI+eqCW10j1zM2VcGZQgCCESaZYW9dnzvt+DiIiIVmCCQLnUKktraisXma7KruvC8Ty4nhe5mdmaaLSDNRFR2l599dW0Q0hUb28vXn31Vbz66qtYvHhx2uEMa/Lkyejs7Ew7DIpI6Iiji3LNHUyitAkhYEVYPqS1huf7uR3gaq1RKpWwfOlS2IUCPM+D73nwfR+FQgHdPT3VDcwxrj2VUkJGmCHwtYavdcskb1mkg+vfXiwmfu68r+Om5mJZFpyI45b9998fN910U8wRNa9GXvN5rbMhys+MMwiUW60yEJVCQAMoDwzAqVSqTdK0hu/78DwvmX0IEc7BfQjJMYmA73nwzKyS46BSqWCgVEo7PCJqIXfccUfaIVAMmCBQbkUaFgdr+PNMSglLqSEJkUkSEmmYFuG4vF/nrKpNBk0i4DgOygMDKPX3o7e3F8uWLcOypUvRu2wZSkwQiBqy4447YsKECWmHkVt777132iFQDJggUC7piEtZBPI/cDUdlQfzfT/sqpwV+b7S6QpnBQYnA5VKmAz09faid/ly9C5bhv6+PgyUy9USuEHdd7tQQFsKy4uIssb3fVx55ZWRjv32t7+NGTNmxBwRAcA+++yDddZZJ+0wKILsddMgiihyhZ3gLTvD6MYIIaAGJwhB0uMHy40yQwiIiDMOrSxMcE1SELzXQXLg+z48112xpyP4GZsmgabLtrIsWJYFFVS2EsF+EaJW5/s+TjnlFBx77LFph0I1jjvuOPzxj3/Eu+++m3YoLeO4447DpEmTGv46JgjU9IQQ1QF1lgbSDRDBYNCUN5VS1nX/NIPNOGdKtNbQETYqmxmbTCUtKTLXwfyMzGDf9314vh8mAiYpqPlCANWfvVlipiyrmhTU/B6Yz4fXHYCufR4iopj5vo/TTz8dF110UdqhtLzdd999SF+PI488EuPHjw8/PuWUUyI9F6sYUW5FrWQEoDoYy+mgVWuNcrmM3uXL0dHejkKhAClldR16pYJisYhCsRhvJSMzII0Qq6lm1GoGJwPm/33Pqy4ZCjYUm/4VtTMICK6vUgq2bVffBx1e65KBINkVw5zHXHvP89DZ0ZH495/3pXzUfDo7O9Hb2xvp2Ntuuw1f+cpXMG/evJijit+BBx6Igw46CJdddhkeeuihRM7ZyLXecccdcf/998ccUXPr6enBZZddNuTxzTffHFtuuWX48fnnn4+XX3657phrr722/obUSnAGgfIrGBBFWVIhcjyDAFSXlNi2DbtQQLFYDGcTTNnTuGcQIjOzDDm+1lGF91aCJVU6GJx7jgPHzAp4XjVZqplBUEpVlwUFy4OsoNdFXTIQvB98rjCpQDXpdR2n2hsjSD7MTEQaCQJRnn32s5/F2LFjmyJB2GqrrXDkkUfilltuSSxBaMSPf/xjHH744XjrrbfSDiU3brzxRhQKhfDjQqGA3Xbbbchx119/Pc4888zw44ceeghLlixZrXMyQSDKASkElFJ1y0fMXWXPdWMfkPtaQ0RIQvK81yMqMytgmtaZN5OohUu+zIyAZcGy7epbsETIJAHmDVj5HXitNVxzvqCCkeM41f4eNbMRtcuRiIiyarvttkNXV1faYWTS2Wefjb322mvI49ttt91K/0Y8/vjjOOGEEwAA8+fPx9y5c0clFiYI1BLyvFFZoLoWXQhRV7XIDEArlUqmvi+BakKT92VGZtOwqRZl3jzPCx83JWBFkMAVgmTAtu0hiYD5f2D4ZMAM9M3sQ7lcrpsVCMvamuRDShTa2qozEUrV7UcgIqL8+NrXvoaTTjoJ6667Lnp6elZ63Kabbjrksf7+/lFLCmoxQaDc0kBjS4zyqmZjsus4YYIghagOxGvuXGdho3IemeVBZtOwKTGqBw/Mg0pBSikU29rCzcNSCEilIIC65UKDmcfM+VzXRcVxqkuTzB6FmsQEwc/YCjYoy2A5Uu0G5drEg4hW6O/vx5Zbbomnnnoq7VBScdlll2H+/Pm49957Yz9Xq1/rRkydOhX33Xdf3WM9PT1DEoNdd90Vr7zySt1j77zzTuzxGUwQKNcaqZYjpMx1hRchZZgU+TUDTA3Ac12oJJaWBBtqVx1otvd7hHsFXBdOsDQovEtfkxCYxMw2S4NqkoGwstSgvQK1TDUnr2ZvgpmBMOczPQ/CWYhgiZAsFKozEMFGZRUkBIP3Jgw+HxGtoLVuqJzmAw88gI997GNNsQ8BAE477TQ88MADiZyr0WvdShYvXlz3+qyUQnd3d/jxVVddhW9/+9tDvm7ZsmWRNhPHhVWMKPesiHdQ/YQ6D8elXC6jv68PKhgg+lqHd5w7OzvR3tERfyWjCJ2pww27KSdjZqBfW0XIrxmYhz0Hglkoy7LCO/SqZq+ArPl4Zd97mAzUlC31gucPEwJz7mAmQtU8twxmBcxeE1OxSKxmMlC07TW+fo1igkJZNGnSJCxYsCDy8RtssEEsyzWSZAohOI6T6ACzkWtdqVSw8cYb4+233445quTcdNNN2GOPPYY8XgyaVy5fvhwTJ04c8nlzsy9JUYb+nEGg3DPNo5qdlBLQGv39/XUv+lLKcG9CrEuMEO1ax73XY2UvbGEyUJMU1CYIppqQCJYDKaXCkrHhEp6aQfuqvk8dnM8M/N1BSYFJBkykpoSpZdvV56/pbWGSg+Fw0E1EjTI3JbKsUCjk9vVtr732wi233FL3mNZ6yHLPtdZaC8uWLas7Ls0ZgUYxQaDca6SJV56FlYwGDZC11oncfTAbckdcYjSK5xv28eAuvFmnb+7Ke4OW72itqxumg6VBhWDgb9XctbeCJUMjxWFmBvyac9aWFjVJSe3SI7tQqJt9MI3OVrU3gYhG1/vvv4+NN94Yr732WtqhNL28X2srWNJZq1gsYvny5eHH5u9tbQJ20kkn4YorrkgszqQwQaDc87WGjLA23mwczWuX39pKOLXfgw4Gx0lsVDbni3KORmYShvuZ1JYM1TWJgB/coTfTsn7N922W6diFQljdx7LtcIZA1DQZG074/DVJiPlj4DhONSnwvGriIWW174MQsGwbqlis9jUIehysLBkgouzqYA+Rpmfbdrjsp9YzzzyDDTfcMPzYNH6rbQD36KOPYtddd40/yAxggkAtZaQBYpaJYDnKcINOc1d7ZUtVRkvUq7aqZGxVS4TCZCDYP2CW63hBtR/f88IlQmaQXgg2EZvyorZl1U311p2vpqlZbXUicz63poKROXft9yNNwhF0PJbBzAArCRE1hxdffBETJkzAokWL0g6FRoGUEhMmTKh77LjjjsO555475NhFixbh/fffDz+ePHlyLscKo4UJAjWFVtiHYGrtS6XC6c2wnKYQcCsVWJaVyF6E1Xn22hfaMBkwA/WaxmNOkAiEZUWDzbqWUrCKRUilUAzu1ptkYFXnrE0GgKADcdB92K1Uwv/3fb+aBNQkAybhMLMCJkFjMkBENJTjOJg3bx6mTJky4rFTp07FvHnzRm1d/kYbbTTktXmdddYZUlK01oIFC8IZgl133TX3G9RHExMEohwxA2UdLGGxbRtKqRUNvJLohQCMvJwreDMzAuEg3ZRndZzqW81aTpPoCCFg2zYKhUJ1yU5N47FVdRsO46t583y/ujQoWB5kkhAdJAMiaCxmKQWrrQ12kAhYNckAERFFM3fuXOy333548sknRzz2sssuww477IClS5eu9vlmzJiBtrY2ANUyte3t7Ss9dtmyZXj99dfrHjv99NNx++23r/b5mxkTBGoKtR1tVyXvHX6llCgUi2hra0N7ezuUUvC1xkCphFKplHZ4dXytUR4YQKVcDtfum7v0AjXdh4NEwAzMzcbhMGEInq92ydDgmQGTDLiuW9/ozHSdDr5WSom2trawcpEVJFjmGFH9n/A9EeVfqVTCo48+ik9+8pNph5KozTbbDJMmTQIAPPTQQ5n7G7HPPvs0nBxMmzYN66+/fvjxb37zG0ybNm3IcXPmzBny2IMPPojvfve7jQfaopggUFPQURp4BeIuwxmn2uUtYdMsrWHZNpzlyxPZpAxEW2aktYYTDNRh+gyYgblZthPMCtS+me/N7BWo3ScAs1cgSDjCvQK+v6I5WzDAVzXnU8G5amcFBp+TiJrT/Pnzceyxx0a6q91MzjrrLBx22GEAgOnTpw/pyptlHR0d2HvvvYc8fsQRR+DAAw8MP77zzjuHdG/2fR+HHHJI3CE2PSYI1BSi1ujPO3Nn3azR11hR/hSolgBFEhuVIyRkSkp0tLejWCiENf9rq/+Y78U8n5kF0LUbh4MGZ16wT8BUM6o9t5mJMG+1vQVWlnwQEa3M0UcfjV/+8peJN69qNUcccQR++tOfolwuY/bs2XWvzePHj8cFF1wQfvzyyy/jnnvuwQcffIArr7wyfPy8885rms7XWcMEgZpKpEZeQkCYtfR5Y7rrBgmCGaibzrye50HFvVE5at8JKVEoFMLmZBBiRRUh368mAzUVhMKuw65b7StQMytgfq4iqBpk1XYfrtk4LGv2MTARIKLV8dOf/hS//vWvc58g3Hjjjdh2223rSndmyQUXXICOjg709/fjhz/8YfiaXSqV8POf/xwXXnhheOyjjz6Kv//972mF2pKEjljDqew4ccdCtEZkzV3pVdFawwvuWOdRpVyG4zgoFovhANz1PCxduhS2baOjszP2AbIMEpKRmAQgnBWobTJmSpgOkwwAwYZsKVd0NzZNzczPOZiRAJOBIYq2nfg5+TOgLJs0aRLOOeccfPWrX410fGdnJ/r7+2OOKn6f//znscEGG+B3v/sdlixZksg5G73WZ555JiqVSvhxf38/Lr/88rjCI0Qr9c4EgZqGWb4yYmdcIGyElUeO46BSLlcbdFlWWCK0v1SCbdvo6emJvQJP1ATB832Uy2U4lUq4XyBcomSYBmdmv4BZHjTMEiEOQqNhgkA01C677IK77ror0rHNkiCkJeq1PuGEE3DFFVfUdSam+EUZ+nOJETWNyE28Yo0iflIIaN9HaWCgbuOuP+gOfJzMBuIoszUD5TLKpVL1+GA2wFKqPhkwMwM1pUw54CQiam5/+tOfmBxkVLy7GYkSpiPuLTB1+vNIBHfXw34Crhsu0TE1/pMQ5TpLIdDe1obO7m6MXWstjBk7Fj09Pejs6kJbezsKxSLsQqHanbimIzGTAyIabU888QTOOuusSMfecccdsXemJ+CWW25BsVhMOwwaBn/7qSXleRAqBt1prxM0Iqv+b/pLqIQQKBQKaGtrCxueDZk5ICJKwNKlS/HSSy9FOnb77bfn61MCtt12WzzxxBNMxjKIPxGinAk7AAelTQdzTYWjGOmIm7y5f4CIqPU88MADkTcpf+xjH+PfhwxigkBNpZGBa54ppWBb1rDfh1OpVJccZUTerzURtab3338/7RByq1wuY+HChWmHQWuAm5SpqTRy31wEdfnzyFQRMtV/bNuGDGYUHMeB7/th87S4mGRspATA7PfI55UmolY1bty4tEMgSg1nEKjpRJ5FQH43KkMISKVQKBbR09ODnp4edHd3o7u7O+w5kISoZxmp9CwRURL++te/4mtf+1raYdAg5XI57RBoECYIRDkUNg+TMmyYZlsWbKs6KZhUJaPImCAQUUZkaQlmEh544IHwxpnWutpgMwGmMWYUcc94U+OYIFBLy+v6+NpNv2a2wDymLKuhF+bVNaTh2Srk8yoTUavr6OhIO4Q1NmvWLLzyyiuJn/fvf/87Z2tyjAkCUU5JKQEp4bhu3ZIi27bheV4id8m4r4CI8mZgYCByl+SlS5fGHA1RNjFBoKbjR9yDkHdCCEgh4Hle2NnYTB97npfIMiNz3ijyOltDRM3lmmuuwfnnn592GIl7++238dZbb2X27+PUqVPTDoFqMEGgptXs5U5NBSPXdatdlV03rGAUdleOW8TO1QCXGRERpeWll17C1ltvjQ033BCO46QdzrBeffXVtEOgGixzSk1JI8KANChzmtcSnCZBKA0MoK+vD77nwXFduI5TXWLU0RGpDOma0DXvRzpLnsvKEhHl2QEHHJDKed9991289dZbnB3IIc4gUFNq5K52XmcRTEdlz3WxfNky9Pb2ojwwAM/zAFQrSCSxzMiP2lE59kiIiKJ55ZVX8Nprr414nJQS++23XwIRNaebbroJV155Zdph0GpggkBNSUdY+iIGvc8jIQSUUsMup0pqo3Ij8pqMEVFz+etf/4p//OMfIx4npcSf/vSnBCIiKSWOPvrotMOgABMEamrNvqBFBgnCcANvz3XhJZUgsNwpERGtASklLr/88rTDoAATBGpaWutoA9eangJ5I6SEZQ2/lch1XfjBcqNYcV8BETWxQqGAs88+O+0wiBLFBIFaW7A2Pp/pAcLGaCLYsGxZFgqFAorFIoBgH0ICA3iNaLM1eU3EiKh1WZaFk046Ke0wcuuWW27BP//5z7TDoAYxQaCm1Qr7EIQQUEFy0Nbeju7ubowZOxZrjRuHYltb9Rok0FE50mxNzpMxImouV199NebMmZN2GKn461//mti5nnnmGTz33HOJnY9GB8ucUtNqhYUvppKRZVno6OhAW7EIISUEqh2Vte/D931IpdIONbflZImoOT333HOYO3du2mEk6pZbbkFnZyd22mmntEOhjOMMAhFWdCXOIyEELMuC7/t15UStICnIWiWjvF5nImpdY8eOxa233pp2GGtshx12wM4775x2GCvV3t6Oe+65J+0wCEwQqMlprUdcg5/3dfFmmVG5XK77Xm3bBoCwL0KcNKLvQyAiyhulFDbddNO0w2h6QghsttlmaYdBYIJAlHtSSijbHpIIKMuCRvZmEIiIKF1CCLzzzjtph0EZxgSBKJDnmQQlJVzXrXtMCgHt+5lrmMauykRE6ZswYULaIVCGcZMyNTWtNRBl4C9Ebuv5m43KEAL9/f3wfR+u58HzPDiVCgrFYnWjsozvfoCpGCWqAa0y1iTKrhIRRXHMMcdg/Pjx2HfffdMOJRHjxo1L5WbYaaedhokTJ7JTco5wBoGaWiNr4/NcglMIAUsp9Pb2ore3F/19fSj198N13Wolo4T2IUSV59kaImoejfaKifNGSxI8z4PruuFbUhq5zuPHj8cbb7wRc0Q0knz/phNFNdJGZfM+pwNXIQRsy4LjONUOyjVLijzPS6ajcqDZkzEiak1Tp07Fk08+mXYYuVWpVCIvd83r3+JmwgSBml4rLGkRqHb7HI7neXCTSBAiNKYjIsqa5cuXJ3o3vVUde+yxuOWWW9IOgyJigkBNr5EEIbf3LISAsu1h77r4WsOPUO511EToqBxpXwgRUQKOOOIIPPTQQ2mHQTUsy8LkyZPTDqOlMUGgphd5D4IQuZ3WNM3SxOD1sUHFINNROXYRkhCzvCiv15qIiOI1ZcoU/POf/0w7jJbGBIFaRtQ76HkdtpokQSmFQrGI9vZ2dHZ0oK2tDQLxN0xjozQianadnZ3YfPPN0w5jVAghsN1226UdBmUUEwRqCQ0tM8rxnW3btlFsa8PYMWMwfsIEjB8/Ht3d3VBKJVrJaMSrHczW5PdKE1ErmjZtGi677LK0wxgVn/vc53Dbbbcles5HHnkEixcvTvSctHqYIFBLaIl9CABsy4KSEpZlQQaJjlQKECKZTXhmo3ILbAwnouZx66234sMPP0w7jMQIIfC3v/0t8fOef/75eOGFFxI/LzWOCQK1hKj9EHK/D8G24ThOXUIkpYSQsuF636utkaVcOb3WRNRcLrzwQrz99ttph5G4QqGA4447Lu0whjVx4kQccsghaYfRspggEA0jr0mCZVnwfB+e2ZAsBKSUkEEHY53ARuWofRBq3xMR5cWGG26II488Mu0wRkWxWMQPfvCDtMMY1jrrrIOvf/3raYfRspggUOvQurG72zkkpISUstoczferS358P/x+uFGZiGjNrLfeejj44IPTDmONaK1x/PHHY2BgAKeddlqi5/7xj3+MefPmJXpOahwTBGoZrTJwtS0LlUoFAwMDGBgYQKlUQrlchu95sScIAMJ9CJFLy8YdDxERDfHrX/8ahx12GP7whz8ket7/+Z//wZIlSxI9JzVu+NarRJRblm2j1N+PgYEBwDRJ831IpVBIsJIRtF71HgMhuJmZiCglvu/jH//4R9phUEZxBoFahm7wznZeWZYF3/fhVCpwHAee68L3/eRmEIDGBv45vtZE1DwOOeQQvPfee2mHQTVmzpyJn/zkJ2mH0ZKYIFDLCMtvjjB4Ncte8jpsVUoN+7ivNTzPS6aSUUR5vs5E1FxeeuklVCqVtMOgGl1dXdhoo43SDqMlMUEgWom8ziJIpaCsYVYPag0dJAlx8yMkIfm8ukREwN57742f/exnaYeRW7vssgs3KmccEwRqKT6av9KOEAJKKUg59J+357rwkmiY1oA8954gotZULBbR09OTdhi5tWjRomqlvQj222+/pulenSfcpEzUhGzLQjlojiakhFIKSikIIeB6Hgpaxzoo11jRvXqV5+FGZSIiWgWlFNra2tIOo+UwQaCWUrf+foQBshACItjYnDfKsmDbNjo6O9He3g6g+r0PlMuZm0EgIsqKqVOn4oMPPsD48eNHPNbMfmZpX9fqMLPNOliGSgRwiRG1oEbq8+d16YtlWRBSwrYsFItFFItFFAoFWErBz9BGZW5SJqIsaeS18ctf/jIuuuiiGKOJX3d3N7ygwt0jjzySdjiUIUwQqGVlY4gcDyElIES41MckO9I8nsCdomirS6uYJBBRVixdujTtEBKV1ve7dOnSzNysoqGYIFDL0TldNtQIM/Xt+364EUwAkObxJBqmBS/8zX6tiai5TJs2Df39/WmHkYjly5djxowZqZz7E5/4BBYvXpzKuWlkTBCodY105yLn1XWUUtBa1y0pElJCSgnXdRO5cxP2nliVnF/nrOEdOSJqNmPHjsWkSZPSDqOlMEGg1tQCdfrtoKOySQbcYJ2p7/uJdVSOMlg1+xCYJIwOJghE1IhKpYIHH3wQzz77bNqhrNRBBx2EU089Ne0wWgqrGFHLMX0Qog5HBfK5TEYGZU77SyW4rgvP8+A4DhzHQZEl45pWEsvHiKhqo402wkYbbYQ33ngj7VBW2+LFizFr1qy0w6CM4QwCtbSRBv4CGLEcalapYAahr7cXS5YswbJly1CqSRYyVdIuqBpFRJQFf/7znyO9Ph588ME45JBDEoioOd1www2JzWhTY5ggUEsKNyo36VIjs0nZVC0aLKllRn5WEpAWIobpoE1EjTnmmGMid/ql1ffVr34V5XI57TBoGPxLQi0panIA5DNBMJRSYROcWr7vw0toozIQcV18Tmdqsma4nzcRxWePPfbAzJkz0w6j6e2www7YYYcd0g6jZfAvCbWsqA3T8rz8RSkFpdSQx3VWNyrHHk3z42ZvotFx4oknRjpu1113xVZbbRVzNLT99tszQUgQEwRqWVHvnud9H4JJEKSUsCwLdqEAqRR830+u1GkEeb7ORNR8Lr/88rRDaAlf+tKXuJwrg5ggEEWQ12GrlBJKKdi2jc7OTnR1daG7uxttbW3hJuXYOypHff4cz9QQEdHq+ctf/pKdghkUYoJALSvyy1GOG3mZBKHY1obu7m50dXWhs6MDxWIx7LScFfm8wkREwFlnnYXPfOYzaYexRmbMmIFHHnkEjzzyCL797W+nHQ6ljAkCtbRmvmdRW8nIJDhm07IKHktqmREQfc8HEwUiypupU6dirbXWSjuMNdLV1YVPfvKT+OQnP4n1118/7XCG9a1vfQuf//zn0w6jJTBBoJbWChtoTVUb13XDx0yi4Af9EOLWSNUoIqKsyOpAuVVNmDABY8aMSTuMlsAEgSiivNaXN5uUnZoEQUoJKURifQq4vpSI8ujdd9+NfOy1117LKjvUNPI54iEaJRrNX6NfKgUhRF1ZUyllojMIURMRAZbpJKJ8am9vh2VZaYcxKo4//nicffbZiZ2vo6MjsXNRNM3xm0xEK2W6KbuOg4FKBU6lAtdxUC6XoZQKKxllYWAuhOBSJCKiFDz22GN1jRaTnPmtVCqRj83C36pWwBkEam1aR96oLJG/fQjmhVQKgUqlgsULF2Lp0qXo6+tDuVyG63nwXDeRQXnkfgjcqExEGdLI4DXvkip/vSZ+85vf4MADD0w7jKbHBIFaWtQlRnkfsJpEwXEceK4bLjcK/xikGdxweIeIiDLAdd3cVyciWh1MEKjlaTR3uVOgulF5uLWxvufBdd1kKhllMREhIqJMeO+999IOgWowQaCWUzuF6vt+9F4ATdAwbTDP8+AFG5UT6agcZbaGS4yIKEO01njjjTciHTtlyhQUi8WYI2pO6623XtohUA0mCNTUhksGPM9DpVLBwMAA+vv60N/XF2mNaZ4r7JiqRbVMIzWdYLO0KPJ5hYmoWZVKJXzqU5+KdOwf/vAHzJgxI+aIiOLHKkbUNAYPcsPEwPPgel6YIPjBXXM/eExZVnX5TYS7PnlMEIQQgJSQQXM0qRSs4P+11pBKQft+IrGYn9BIVzF/V5mIiJKy5ZZb4u6778aSJUvSDqVpMUGg3BouITAzBGESEHzsui78YBCsguU2dqEASynYtg3bttP4FhIlpUShWESxUECxWISyLLiui0qlklipU41og3+zzChLMxtE1HoOPfRQAEB3d3fKkSRnvfXWw6xZswAAjz/+OF577bWUIxrq7LPPxpw5c3D33XenHUrTYoJAuWMGjdr34QUzAiYBcIMKPaYBmDDJgG3DUiqcLTD/L1djX4EQIpcDVyUlbMuCXSigra0tHIS7jhMmT0REreqwww7D+PHj6x679NJLG36eQw89FG+++SaWLVs2WqElatasWfjTn/4EADj55JPxX//1XylHRGlggkCZp7WGNsuDapICz3WrS4eCmQKgWq1HSYmCbVcTAcuqPmbbUFKGd69NUmDKnJrhvhwhWRDBMV4OEwQhJUTQMA3t7QCq10tKCTehjsrhOSIkZQLNX12KiNJ36KGH4qMf/Si+/vWvY+211x72mFKphKuuugonnnjiiM93xhln4Morr8xtglBrzz33xJ133onnnnsu9nP5vo8f/ehH+M53vhP7uWhkTBAoU+o2FAfLhMIlQ8FjvtbhQF8phUKhUE0CzAxB8P8mCQhnCII75mbZkVl65AWbdG3bRkcwcG5GUkoIKcMeCEBwbYSoVjLyfeggiYiL1ho6QpUidlQmorjMmjULhxxySPjx/vvvjw033DD8+Mwzz0R/f3/d15RKJdx2222REoRmsvfee+P/+//+v8QShPPOO48JQkYwQaBU1SUDg/cPBAN4U21HKQUrmAkwd75NQiBrBra177XW1eetXYJkEoRgOZIG6r5+JHndqGy+R79mv0FtSVFfawwthBqPKHsRBDiLQERrpqenB5dddlndY5tssgm23Xbb8OOf/exneOKJJ8KPr7/++mEr202dOjW2OLPkoYcewjXXXIOjjz467VBW6cwzz8Qbb7yBuXPnph1KU2KCQIkxS4XMoL12hsCruZMvsKIsZ1tb25CZAanUipKjwQDXJAO+1uHA3zNJh+vW7VEQUlb3HkhZTTgsC1LKyBuV85cerGBKnZYrFQhU+yCUy+XqzIznAZYVexfjqJuhw2M4k0BEDbjpppvCvi+FQgG77bZb+Ln7778f55xzTt3xjz/+ON5///1EY8yyf//73/je974X7kN4+umnEzt3uVzGYYcdFp57VfbYYw+stdZaTBBiwgSBYuP7friRWNcs66mtNGQ2EkspYQUDdSvo+mv2D5g73cDQu/d1z+f7cINZB5MQmMGo2YxcKBbDRENZVlj60zx31Co7MrgTnzdSSmjfR+/y5dBah5u6TYKki8VcJ0BE1FquvPJKbL755nWPbb/99gCqy4J23XVXnHXWWeHnFi9ejFdeeSXRGPNo7ty5qQy8Pc/DHXfckfh5aSgmCDQqBjcj8wct4zEDeDM7ACGqCYCpKmQSglUsFQoTgaC3gdlDYJIC3/cBs3QmWIYUblI2+xKC5xfVJ647j/k+It3dRj6Xv5jvrVQqAagvI5rYRuXqiblRmYgacvjhh+Pss8+ue2yDDTZAe7B3bLvttsPSpUvDz2mt8fLLLycao3HHHXfgk5/8JOv0U24xQaCG1XYn1r5fHbDXLOVxXRee64Z3481yIbtYhGVZKNg2pFKwLWvEjcRhYhAsD3IcJ3x+3/dXrKMPZiAsy4IdJB5y0OyDsaoEQEcduOZ0E60MlmgNTgTM9U5C1I3KyOk1JqI1N3HixLp9AQDQ1dWFsWPHAgC+8Y1v4K9//Wvd5+fPnx/rTY63334bn/3sZ3HbbbeNeOy0adPCZU5EecQEgUYU9h2oTQiCu/aO48BxnOrgsmbjq2VZ1d4DhQIKhQLsVQzWw9mHmqTDqXlux3FWLEcyCYEQKLa1VZucBQ3P0GAysKrvNZIcDmDNxu7hYjelZBvZsB2ncJ9Jzq4xETVuwYIFKBQK4cdSSvT09IQf//3vf8cxxxwTftzX1wfHcRKN0fM8LFiwINFz0qrdd999+PjHP45///vfaYfSdJgg0FCmL0Dw3vd9OJUKHMdBJXivg74DQggoy0KxWKwmAraNYlB2dNWnqA76zOxAxXFQKZfhVCqoVCrh7ABQvettm0TDtmHZdrhvoNZoDGo1IlbYEQISgI8Gk4oUmWTMzOj4g2YMzCyQZcX/smB6T4z0MzN9J/K434OIhnfTTTdhjz32qHusWCzWfbxgwQJMmjQp/Nj3/cQTgjU1b948jBs3bkjJVFq1RYsWYcaMGXjppZdGPLa7uzsTN7SaEROEFjbcwFZrDddxwoF6uVIJZweMQrGIYrEI27bDQftIDcZqn79snrtcri4ZcpwwFiEELNtGe0dH9fmLxWHvaMddq7+ZX3DMRvBKbYIQVIRiR2UiGm0nnHBCXTfe4W7wGOVyGR0dHQCQ+9ejYrHY1H9L4lQulyMfu6rfJ1p9TBBaxMqSAc/z4Abr+sPlPMFmXwS9B2pnBwrB3fvh9g4MWbISVMkp18w+mGTAvCnLqi4VsixYJtkYYSMxrRkpRDgT0xYs04LWKJfL4b6PuK+3b5aLRTiWy4yI8qO2XPSee+6Jm266Kfy4tuqcscEGG+Ddd99NNEaKzvQccl030dlyM36IMqP9+uuvY+LEiVi4cGECkbUOJghNasg/5GCzb20iUFv5xzQLs81G32CwroLuu6ZMqJRyRRWaQefzfB+uWYZUqazoUhyUGwUAy7ZXbCY2yYBJCGre0hZlmVEel76YTeOmolNbWxsspeBrDdf34dRUN4r75xBlQ7hZFkVE2dPZ2Vn3OjFmzBjMmzcPQPXuf39/P3p7e8PPn3LKKfjNb36TeJyjyfd9lEqlsHJSs/vJT36Cb3zjGzjooIPwj3/8I7FZnX//+9/YeuutE+3BQPWYIDSJ2kGU1hrQGq7nwXMcOK4bdio2m33NWvSCbYd3k01HYvMmpBwySDYvDn7N7IPZUGzuDoX7E0xloaDngGlIJmsalWUhGRgs7CicwdjWmBDV6k5KQXte+POVUlb3VAQ/w6Sqb0TtO0FE6erp6UFbW1vdY6+//jq6uroAIGw0Zt4//vjj+I//+I9kg0zAc889h7322gv33HNP2qEk6m9/+xu23357PPTQQ2mHQglhgpBzJjEwPQFqew/4NWVCzd1/u1CoH7RLCalU2H+g9o6t2UgKYEUDspqZBy+oemNmCOSghEAOTjgyMjswkqilTvPKNI5zseL3x8wsiGDzcmLl+aLMIoAzCURJ6ujowDrrrFP32C9/+UvsvffeAKpNtBzHwYIFC7BgwQL4vo+PfvSjaYSaeRtuuCGee+65tMNYbQsXLkRvb2+YCFLrYIKQc77vo1KpoFIuD+kebAbqpnNw2K3YDNwHJwM1jc5Mc7O6t5oZCBHcibbN8wVJhgr+3yxJyutA2wxFo1QzQk0ilRciaFZXu0TKbF72XBd2TbnBuES+ZkJA5PAaE+WBEAJbbLFF3WM777wzfv7zn4cfv/3221i4cCGefPJJAMD+++8fLiWiVXv22Wdh2zZc1007lNVy/vnnY/r06TjyyCPTDmWVPv7xj+Oee+7J/cb2LGGCkGNaaziOg/6+Pvi+X21CFpQYDZOCoJuwHHQHVmsNL0gKwlmHIAFwg9mHMCEQAipICAqFAqTpTmxmB4KEo5lEXfoiAXg53EQrg+VjnuvCC36O5vfDTahhGqI2TAM3KhONpp133jl8zS4Wi/jf//3f8HNLly7FE088gTlz5oSP/exnP6vbbNzqPvzwQzz77LP4+Mc/nnYoiXjhhRcwZ84cLFu2LNHz9vb24sknn8RWW2014rF33XUXurq60NfXl0BkrUHoiPP25ZzVH24Fvu+jd/lylAcG0NbWho6gNKhZzjNkXwIwZEbALEcyH5vZARU01BLBrIAlZTUxqNlU3MxksAxnpO+zNtHKE9d1MVAqQft+tXFasGfFqVQglMLYsWMTSfpk8Ls2Ej/YBE/RFGsqySSl2V8TmsFee+2Fzs5OXHvttWHfgcHdiF9++WV897vfTSO8XPnc5z6Hv//975GOzfMMQtp22mmnyPs9mCBEF2XMwhmEHDNLgqSUKASNxMwfad/3oYFwX4KZGfBcN5whMMtLTFWbgpkZCN5bljW0nGmLiLoPQeR0+YvpW1EqlcLfo9pKU0C2+kFkIwqifPvVr36FDTfcEL/73e/CJalf+9rX0g6r6c2ePRuXX3552mE0vWOOOQaXXnpp7m7YZRVnEHKsdgahWCxWm8sIUTcrEG5cDu6+yqC3gUkCZLAUyVQwQk42Eich3Lg9wnE6KBGaJ1prlPr7sXzZsrqa5ACgLAvjxo+vSxDjEnmmBtVZBK4vjYYzCDScU089FePGjcP3v//93HUlzpqPfexj+PGPfxy5UhP/fayeRmYQAM7WRMUZhCYnpUShWITjOBgYGAhf8D3PC+9om43DpnqRChICUwefL1orl6U76KPNVLWSSg1JEBB0047SoGZN8T4PUXIuueSStENoGi+88AJuuOGGpizlSgQwQci9QqEA0dWFSqUSDvTsYrG6bCjYfGpmCmo7E1f/tzkHv2kQyN9g1/yOuMPsV3EcB20ZawTE31YiIqJkNFfpmRYkhEChWERHZyc6u7rQ2dWFrq4udHR0oK2tDYViMWxQNrhjMUXQxGsZw47K5nchqFQllYLjOGHp2zhFPYcAEwQiolbz3HPP4fzzz087jJbEBCHnzGA/bFIWrBsfnBBQ43QDm4/zeI1FMMNkWRY6OzvR092Nnu5udHV2Dl12FKNGUpD8XWUiIuDee+9NO4RcWrx4MR5//PG0w2hJTBCaRO3MQB4Hq1nU6MA1b1ddmt4WxSK6urvR09OD7u5utLe3QwiR2IZgjYjXmr/bRJRTs2bNSjuENfKrX/0Kzz77LJ599llMmjQp7XBWyjTzozXHBIFoFSLPIuRx4GqWFAVdtaVpfBcsPTKzCEmUjIu8zCiP15mImtL111+PCy64IO0wEvH9738flUoFm2++OewUqqRFtfnmm6cdQtNggkA0kpEGr0Ep1LwNXkVQYhRA2CTPPG5ZFlzHgWZZUSKiYfX19eHDDz+MdKxSCu+88068AcXogw8+QLlcTjsMShATBKJViHpnO69ksEm5ds+BEALFYhGVSiWZykxNvBGciMgYN25c2iEQRcYEgWgVzPr4SIlChKZqWSOEqDYhC2YQdE13bdd1k1lehOjLmPJ2fYmouV1yySW4+OKL0w6jqd14442YPXt25OPzNpufVUwQiEYSZfCa0xcks//A8zzooFNxuVKB4zhwKpVE7+5HTRJkTq81ETUf3UId3j3Pw6abbprKUqlGKuuxS/joYKM0ohYmZfUeQam/H/19feEsghmsu54XLkOKk9YaOoczMEREjWhvb0epVEo7jNWy4447ph0CJYgzCEQjiHJf25Q5zePUppQSEAKu68LzvHC5EQB4CS0zakQerzERUVtbG+bNm5d2GESRMEEgGkHWBsijzTRMG26ZVKVSyVYlI84yEFHGLFmyBL29vWmH0dR6e3uxZMmStMNoKUwQiCKI2swrj43qTDfl4aJOcqNylP0O+bqyRNQKLr74Yvz5z3+OdKxSCjNmzIg5oubzl7/8BRdeeGHaYbQUJghEIwiHrRH7IeSNlHLYfQZCiHCJUWLVjCIey43KRJRHY8aMwW233ZZ2GE1NCIFPf/rTaYeRe0wQiCJopB9C3oauUkooKcOlRpZto1gsoqOjA0LKuj0JcYo6i0BERLQyUkrccccdaYeRe6xiRBRBI8PWvCUIQghIpVCwbSjLQqFQgFIKSin4S5fWdVmOldaRy8Xm7RoTUXO7//77sfvuu2ODDTZIO5TYHXrooejo6AAAXH311U2/T69VcQaBKAKtdeQkIa8N0yzbRltbG7o6O9HR3o5ioYBCoQDPdTNX5ztv+zyIqLldffXVeOKJJyId29PTgy9/+csxRxSfSy65BL/73e/wu9/9jq/FTYwJAlFEUdbimxfLvL1oSikhglKntd9joVCA7/uJJAiNbAQnIsqrMWPG4JRTTkk7jNy55557cPfdd6cdRstggkBE1QRBymqCUPN4oVAIuywnoZHzcKMyEVG6rrrqqsTO9cgjj+Chhx6KdKxt2/jFL34Rc0TNjQkCUQzyNnSVwQZl3/frNgorKSEA6AQ3KnM9KxFRPmR1qZRSCkcccUTaYeQaNykTRaQb2EQLIXJVkUcIEd6R9zwPGoDveag4DjzPCzssK6XSDZSIKKO+973vYcMNN8SWW26Zdiix+sIXvoBisZh2GBQzJghEEUUe7gsBoXX1znuM8Yw2ISU0gGXLlkFIWU0MXBeu61aTBt8HMpQgiJwlYUTU3J5//nl8+OGHaYcRu6jLfCjfuMSIqAFRNtKG/RBytkZeCAEJoFQqoa+3F6VSCZVKBVpreK4LL4mNykG1qBGH/TmsFEVEZEyfPh033HBD2mHkTiNdq2nNMEEgaoDWOvJd67wNYE2TtLBaU8336SRY6jTKNc7btSUiqmXbNtZZZ520w8idJUuWoLe3N+0wWgITBKIGNLSgJWczCFJKyJUsIfJ9v7rEKGNLevJ1hYmIiPKBCQJRA6JW2MljszSgWvlByKEvC9r3w43KcdOI3hOBpU6JKEt23313PPPMM2mHQQDGjRuHN954I+0wcosJAtFqiJoo5GkAa/ZMyCBBEEJASgmlFKSU0FrDz9gMAhFRljTSN2bWrFm46aabYo6otVkWa/GsLl45ogb5Wudq4N8IIQRsy4Lnumhrb0fBtlEoFqublD0PvucBSb3gjlBWNuxaHWxsJiKiZLW1tQEABgYGEjtnpVKB7/vhzSyKB68uEYWkECgUCuju7sb4ceMwZswYtBWLsAuF6gxCUpWMOFNBRJRpa621Fvr6+rB8+fJEz3v88cfjH//4R6LnbEVMEIhiIoTIX6lTKaFsG47jrLhDH8wqaABeQh2VDaYJRJQ37733HjzPSzuM2M2fPz+8iz9lypSUoxmeUgqTJ09OO4xcYoJA1CCzDr8Z73KbfQeu64bfn3kMqHZXTuL7jrpJGchfvwkiam577bUX5s6dG+nY7u5ufOQjH4k5oni88MILAKrr/F988cVEzz137lz09/ePeNy6666L22+/PYGImg8TBKLVEHWzrkC+BrBCiOr+CiHCxmgmIVBBkqCT6Idgrm+E65yn60tEVGvnnXfGBRdckHYYq2XrrbdOrD/OYCeffDIeeeSRVM7dKrhJmWgNaIxci18gX0tlhBCwLAuVSgVKSggh4Pt+dSCuNTzPg4p5o7JGNTEZcfAfxJS3a0xEze2OO+7A//t//w+FQiHtUGJ10003QUqJUqmUdig0ypggEK0GrTW0EBAjVNqB6YeQo+VIZs9BWJUiSArK5TK01rAy9AePcwdElEXHHnssDjzwQEyYMCHtUGL1uc99Lu0QKCZcYkS0GjQQbflL7JHEQAgoy0J5YADLly8P3wYGBuA4TrXUaQL0oPerxGVGREQt5frrr8cHH3ww4nETJ07EYYcdlkBEzYUJAhHVMUuMPM9DpVxGpVIJm//4vp9cJaMG+hswPSAiai2XX3455s+fP+Jxa6+9Nk488cQEImouTBCIVlPUO9wC+euoLJWCVGrYz/uel+zGtIgblfNzhYmIVth+++3xhS98Ie0wiOowQSBaTY2U4swbM4sweOlOOIuQwDIjs1F5RCY5yFESRkRkbLLJJpg1a1baYTS16dOn4zvf+U7aYeQKEwSKnfZ9eK6LSqUC13HSDmfU6EZKccYcy2gTQUfl4eL2PS9TTYDEoPdERFlw4IEHrij2QKkaP348Pv3pT6cdRq6wihGNOnOH2XdduLUDSa2hLAuWbacX3GgbqYoRqoPtqJuas8SyrDBRsGy7OqMAwHXd5DYqB9WiACYARJQv999/P1zXTTuMpnbYYYfh9ttvz2wn5zzjDAKtEbPkxHUcDJRK6O/rw0CphEq5HFa8MWvWNRpvsuX7PlzXhes41efI2SDbyFvDNACwCwUIIdDR0YGe7m50dXWhq7MTdrCBObGfhdbch0BETe3LX/4yvva1r6Udxmrr6OjAa6+9hjvvvDPR87700ktwmmhlQpYwQaCGaK3hex4cx0F5YAADpVKYELiOA8dx6u4wCyEaGrjpoOZ+pVKpPvfAAMoDAyiXy5m8E2PSnShD5TwNXoUQUEpBSolCoQDbtqGkhAwap2mtk+moHBX3IRBRBk2bNi3SkswxY8Zg7Nix8QcUA8uy8Oabb2LatGnYYIMN0g5npT772c/iF7/4Rdph5AaXGNEqaa3DWYLa6jWemRkIutgKKSEAKFmfc45017z2+T0z0xAkIeEyFiGgfR9KKSBry5OiNkzLIRH0Q/CDcqMySAyUUpDBPoSVVToaLWYjeLN1qyai1vD+++/ndua7EZMmTUo7hBEVCgWMGTMm7TBygwkCDXnxChOCYLCug+TADQbwUohqQiAEVO2gOOJMQd3zB+89z4PnutWEQ4jwbrXhYkUyUT1VNgbjptLOiPGYJCJnLMuqzgj5PqRS4cyCEAKe5yGJdE03kHwxUSAiSpbruhg3bhwWL16cyvk/+tGP4t133236rtVJY4JAAKqVacwA3PM8uK4Lz3WhtYYMBusyqI8fanDNt9Yanu/DcZzqOYL3AFaco+b42kG3rFnWImK+ax2HvA5cbduuJm6eBx0kbCJ47yW8xChKImaWs7XCHTsiai4qh3/bjEqlEt74S1ojy4+PPvpoLFq0CKecckqMETUHJggEz/NQHhiAU6lUl5IEg3VlWaO6bl5rDcdxUKlUoKSEZVmQVrRfQSllONMQ97KW2ASzCHkauiqlUB4YgOu6K34GwYyCCBLKuGdzGpmlyVulKCJqfgMDA+jq6hrxuPPOOw8LFy7EFVdckUBUo6uvry83CU5WViBkHRMECjebmoQgrn88UkoUC4XV+lohRJggZGwXQuQlMOba5unutrIsOK6L3t5eANW7RJ7nQQiB9s7ORGLIYwUoIiKju7s7V6/7RACrGBEAy7ZzMXD1fR9+EGPWYs1WNKNHSgmlFAYGBlAqleqqceiEppOjdlQWNW9ERHk0duxYtLe3px1G7syfPz9z44K8Y4LQjGoqA9Vu7F0Zc3fezCRk9p9YRteXR42m0ZKvWWE2Jdcylaa8hErPRk4Mc3qNiYgA4MILL8S+++6bdhi5s8UWW6Cvry/SsePGjcP48eNjjij/uMSoSYQJQU1S4Ps+EHTCHWmJhlIqbH6V1XryUspwYKoi7l1IitYaUe6l65ztQQCqG5XLUtbNHpgqRq7rolAsxh5D1H0I2futJSICHnzwwcjHLly4MMZI6Oijj8ZLL72ECy+8MO1QMi1boyyKzCQB5o6q57qoVCpwHac6kJISllJwXBdWcAd4VYMrZVlAUIUgqxuNZNAPwXXdzCUIfsRuv3mkLDVk5G2qXSU1gwBE64dARJRFs2bNSjsEooZka5RFK2USAd/3gWEai5nPDx7cCwCO44Q17HXNUg1dM6g1z5P1AVhaZdRamVJWtYOyFJBSQQBhjwo/oUpGjcrDnhoiIqKs4h6EjKrtSWDq0LuOg0q5jFKphIGBATiOE3YcNoP9sJ9AMIBTSsFxnLCvged5YanRcvBcpVIJTqUCIURdc7KsMkkSJUMpBaUU2tra0N3djbFrrYUxY8agvaMDwIrkMm560PuVGWm2jIiI4jFmzBiceOKJOPDAAxM/9xVXXBH5b9GsWbOw+eabxxxRvgkd8WqWHSfuWFqbWTKEFbMFZo2373nhnX2tdbhh02zGXNVgSGsN1/PqNprWzhSEz1XzPFkeXHm+DyEE2traYK9myVRqjNYay5ctg1QSnR0dsK1qodlSUNnI/CyS+L1RUkYqe+qbPTmxR5RNRTv5YsBZft0gomRMmzYNr732GubMmYNdd9018fM7jgMr4hLkr33ta7nsOTEaogz9ucQoRbVLg8zaejNrEBwQbjYOK+AIAdXgH2IVbO7VwaZlswl5dZ4rbTKI181gP4RmZllW8Pu6YvmOCpYdJdmbIovLmYiIiJpN9teTNDHf91Epl9Hf14f+vj6Uy2W4g5YNCSGglKquAV+NgZFZNqSCevYqWH6U10GWGZz6NRV1KH5SrehkveKx6qyU53uZW/LF5mpEROnZbLPNcPLJJ6cdBq0BJggpMrMFblAJxgxnZM4H8XELS7hSYixlQWu/LjFTUkJCwHO9xJbyRF1fmteeE0REzWDSpEnYYYcdEj/v3nvvHfnYk046CTvttFOM0eQbE4QUmS615m4nk4LotO/DqVTSDqNlyKA6lq9XJGae78PXwVuCG5WzNVdBRESDPfbYY/jOd76T+HnvuOOOyMduuummWHvttWOMJt+4ByFF5i6nF+wNUEwQIhFSAlrDdV1uVE5A+DspJAZKA3AdNyyxa3pSZLF/hgjemFAQESVj7ty5mD59Ovr7+zFv3ry0w6E1wCpGKatUKujv74fveSjYNhOECMJfWSHQ1d2dbjAtQmuNvmCvjOe60NoPtx3YhQK6e3pQLBYTKZOrpAw3q49Eaw2vphhAq2AVIyJqVY283i9ZsgT7778/7r///hgjyp4o14hLjGJm9hlUymWUBwbQ398fbkru7+uD6ziwgk3EFB03KifPlMqtLida8bjv+4n+LPwGB/uSexGIiFrGuHHjIh+71lpr4Z///Ce22GKLGCPKJy4xGiVhUzPPq5YTHfQ53/PC2uy1o6uwylDGlmdknekZ4bpu5JrHtGaUksPOEPjB731STHngKHeshRCAOTb4nSEioua1bNmyho7v6OjgDOgweNt6FLmOg/LAAAZKpfCtPDAAN1ieJYAV5UaDNzPgYvfXxpjrxY3KyZFSDZsgmOQ4qY3KQHUWIfK5hKjOInAmgYio6Xmeh87Ozoa+5oknnsDGG28cU0T5xARhlEkhYFlW+Fbbwbi22dngN4rOXDNpNnhT7Gr7adQyJXmRcOlZs8woSopgGgPKFvi3xv4PRETVpa9OA3tnhRB49dVXsd5668UYVbps20ahUEAhYnEXrs0YRVLKcODCPQXx01rDD3pIUPyEEJCWBdu2obWGbduwgv+HaGxj2GjwtYYEoCPMDITdwwGIJlhqNNz3y5sNRJQVSqnwLn65XEa5XE70/AMDA1h77bUxd+5cdHV1Rf66uXPn4iMf+Qjmz58fY3TxsG0b7e3tK/38m2++2dD+DFYxGkVaa/QuWwatNfcUxMysQ/d9H2PWWivtcFqC1hrlgQE4joO2YhEdHR0AgIrjoFQqQUqJQkKVjAy5GjMDvta5m3kyMwPhbCRWPVOQ5M/AYHJCRMYuu+yCu+66CwBw4YUX4swzz0wljvXWWw9z585t+OsKhUJDMxBJmDx58ipfZ4888khcfPHFo3Y+ziCMMo3k76S2LCGAoKoO754mwww8a3/HlZQQQCrdrc2MnUT0AapZntZoNaQ4mZiMqGVciYiybty4cVhrrbWwZMmSxM/tui7+/e9/Y4MNNmjo6zbZZBO88MILMUU11Lhx40a8u//yyy8nevOHCcIoE8GgNWqVFVo9ZsOpVArlgQG0rWJajUaPVNUXJ7dmaVe1AzjgeX5DFYZGi19zvihnFVgxAE8iSRh89x8YPpnhqwURNaPjjjsOr776Kn7yk58kfu53330Xu+66K26++WZsuummkb/u+eefx7bbbgvf9/HYY4+t1rlnzpwZeUA/e/ZsHHvssat1nrgwQRhltm2jUqkwQUiAuYvtOA6KbW283gkQQtb0QtA1A19RbZ7m+0AKy1tqm+dF+i0QAhLVRMFdjZmPVc1Yrey75+8nEbWKxYsX4+mnn85Ef4E33ngDn//853Httddiyy23jPx1Dz/8MBzHwZ577ok5c+as8tjNN98c66yzTt1jN954Y7gUN4+4B2EUmTXxpaAzMvchxMvcrfZ8Hz1jxqSy7rrV+L6PgYESfM9Hd3c3VLAxv7+/H5VKBcW2NhQKhVQGw2Ep0wbKmZp+GiPNfAx+XKz4xNBjI0ccH+5BIKK0HXzwwbjooovw2GOP4Y9//CNuvvnmVOOZOXMmfvWrX2Hbbbdt6Ov6+/txzDHHrPKYk046CbNmzVqT8DKHCcIo01qjr7cXHht4xU4DQJAgdHV1QdaUlKV4aK1RLpfhVCooFgpQSsF1XQyUy/B9D23t7SgW21JL1kyS0MgafvN7pLGi2tFw8vSbxQSBiNK25ZZbYtNNN8V1112XdiihT33qU/jJT36CHXbYIe1QMo8JwihjgpAs8+trBbV9OYsQL601nEoF/X19cBynutwo6BQupURHZyc6OjtT/TmsTmWjZsMEgYhoeCeffDJ+9rOfpR1G5nE0FQMhZbhRmeJlBiVOsO+D4ieD3+9KpRLOJnieB9dz4fle6j8HX+vGOi0TEVHLuPvuu3H77benHUbmMUGIgaVUXdM0il8aJTZbVdg9eRDta/ieH25gTpOvsxFHGlrvOyYiiu6pp57CaaedhqOOOgqPPPJI2uFkFhOEGNi2DSllSw5O0sLlDckwZXxXliR4ngff91KIbAWtNVzHRX+pBMdxWuLfoZk1yWMTOCKipD311FP44x//iOOOOw5PP/102uEkar/99ot0HBfJjzIhRFjmsRUGJlkhpYQbrInnPoT4SaUglRoyc+P7ftgPIc2kzXVd9Pb2wu/ogApm9PKaRJpKS8EH8IP3dcckHBMRUTN46qmnsHDhwrTDGDXXXHMNLr/88lUe89BDD0V6LiYIlHtm4Od76a9/bwVCCCgpoZQKN+PbhRWzZjrlO9haaziOA891AGS/H8ng7uvDLZfjbzUREbmui49//OMr/fyiRYvwwQcfjMq5mCDExJR/9H2fd7QToLWG63mwmSAkQiqFQqEA27LQ2dlZ7fkhgFJ/CV6Ka/81gt4YnldNZIJeJEIIlMtl+FqjGPRpSCJxGDz4r5sNqDtQh8cTEVHydthhB7z11lt46aWX0NXVlUoM3/jGN/DXv/51lce88847icTCBCEmlm3D8zx4rpt2KC1Daz1k6QXFw+xB0EKgra0tfLysynCDSkapLDPSgO978DwPyrKglAUhBDzfx0C5XO1y3tmJtmIRwOrvXTG9E4Y8PigBGHwEZ7iIqJV86Utfqispevjhh+P//u//UoxoeDvvvDMefPBB+L6PKVOm4IMPPoBt26N+nvfffx/Tp09f6ef7ghLiWcAEISZSSoigkhH7KSfD3DmWwZpzio+5A28SAXO9hTD7b3wghd98rTU814Pv+ygUClBWNQbP9+A4DlzXged71X+XQfwmSVjZoB/AsBXJhjuSCQAR0Qp/+MMfsN566+Hcc88FgFgG3WviD3/4A3bZZReceuqp4fLOpUuXoru7G6VSKfJNpKOPPhrXX399pGPL5fJqx5skJggxMAMnsBZ7oqQQ3IeQAPP7LaWE7/vVpV1BwqCUghQSnuvBstL5Q+B6HnzPg2VZUDJIEBwXrutACAmlLPhaQwS/J+blf1W/NyxZTETUOM/z4GZ4JUWxWBz2hmK5XIZlWSgWi+jv7wcAvPTSS9hss82GfZ5mLLXOBCFONXdZs75RMu/CjcpMyhIhhIBUCsKrLuexLQta67BikOlBkOTvvZnN8D0XEEE/kuD8ruvC87zqrEKwLyEc9PP3hYgoNhdeeCHGjh2Lb37zm5n6+6yUWuXfKN/3G5pFaDZchxETU26TS12SUx0crlj/TvEyVYtc1wnvErmOEw7G0+D7HlzPh1IWlLXi/ofnuYBGuCehVV/wiYjScPrpp6NQKODmm29OO5TQpZdeis9//vMolUocMwyDMwgxMndTPc+DpbgTIQlZKLPZKoQQ0NAolQbgej4814VTqcB1XRSLxXCJXXKDcR02arNsK5wpcL1q0iCVhGXzJY+IiFbYb7/9Wq5ZWhT8axkTsx5bKQXXcQAmCLGrDlirA0Ll++EAkWIgACEFAIH+vj6gr6/u057nwfN9WAnOoGmNapM2X8NWFqxg+th1XbiuCykVlOJLHhFRqxs3bhzGjBmTdhiZxvUvMdNgbfOkCCGqa85TrMPfKgQEpJDhLNlg1WpCyW1MM8vKPNeF9n1YlhXG5boufM8LE3YiImpt3/rWt3D44YenHUamMUGIkUC1so40VY0odlrrcIMsxU9KWbfW3/CDn0OSfN+vNiasSQSqSYNTt4Ga+w+IKM8+85nPpB1C03juueewaNGitMPIJCYIcQoqvZiqLpQMsw8hr0mCFAJ5GcKu7K687/uJl7bTvg/t+1BKQirT/8Cv7j+QKx4jIsorKWUmG43l1bnnnounnnoq7TAyiQtyY2ZZFlzLglOppB1KSxBCwA8apnEfQvyklHV35k31Lg1Ul/skuUlZBG/VjmeDPpefpIuIiChtnEGIUTgwCgatlAyzpCuvMwh5GciaZEApBdu20dHZiZ6eHowZMwadnZ3V/TcJzuQIKSGEDJcaAQhLDeuax4iIiADgwAMPxAYbbJB2GJnEBIGaStgwLcdLjPJUp980TCsUi+js7ERHZyfa29tRLBQgpUxumZEApJDhcj7fCxIEIcISwx57ZBBRE7AsC+edd17aYTTs0EMPxSWXXIJLLrkEkydPTjscAMDhhx+OjTfeOO0wMokJQsxqG6ZxYJKMcBDI6x07IQRU8Ptd+/9KKViWlVjDNIHqEqJq5SIdJgMAoCwLQoq6mQUiorxSSuGEE05IO4yGzZs3D7vtthu+9a1vYcKECanG8pe//AVz5sxJNYasY4KQADNoyvNd7TwRwXpzDeT2eoscrZk35UT9mkG5SRIS3agc9B4Rojpz4QX/3iyloKSC7/updXgmImp1//rXv/D222+nHQYA4KmnnsLLL7+cdhiZxgQhAcqqdnVNch+CuYvesksqhKgOWPN4xzgny4sMqSQ0NFzPC7cGixQSBNOc0HQv94NkQFkWpFKcQSAiyohrrrkGa6+9dtph0CowQYhZuJ5ciMQGq1prOK4Lx3EwUC6jv7+/5e6cmsFgXlMjAeRmH4KUCgLVGQSzrMv0/zCVjJJKUqWSEErCDTo5A9UZPBXM4LXavwMiak49PT2488470w5jtW211VYoFotphwEAuOqqqzBjxoy0w8gcljlNSJwDPjPwqX1vBmTVio8aruuG+yGanRmQrqzLb9aFlTpzopoESziug97+PvieD6dSgeNUG5R5ngvLshOKRUJJhYpXqXZyLharMwuWBSEAz0u2NwMRURyklLkc1B5zzDFob28HAMyfPz/VWM4880xMmTIF++67L9ra2lKNJYuYICRE1TRMW91urlrrsMa/9v1wjbWZmai9U2vbNmzbhpQStm2jNDAAX+umnzLSWod3jkUOk4NaQggIrTOfLJjE03EcDAwMQPsrullLJeFUnEQShLo+DMHvgUY14bKCvQme61V7ZCiVmxkaIqJmsXDhwrRDCC1ZsgSlUintMDKLCUJCLNuG5bpwHSfS8eEAJ1gqYwZc4RuqNeZNmUnLsmDbNizLqquchGCpRyXiefPOVC9SQXKU20GgENXlOuZ9xkmlICDguV7dciLtaziOg/YEY1GWBWX2Ifg+RNBFWYX7ELymbqDn+x6AZGZsiCg96667Lp566ilsueWWaYdCTYgJQgLMIFWsotRpeOd7ZYlBcJxSClYwG6Esq5oQBGuslWWtdEmNZVlwHSecwUhK7fdg4ohr0K61Djeh2rbd1IPArJFSQqqhv1caSH6jspQQUsJzXfieV/23ESQIruvCcz3YTTp+9n0PrucA4HQ5USvg0pg1c9hhh2H8+PFph5FJQrdkiRsiIiIiIhpOvhdpExERERHRqGKCQEREREREISYIREREREQUYoJAREREREQhJghERERERBRigkBERERERCEmCEREREREFGKCQEREREREISYIREREREQU+v8BSSKNc1hleDYAAAAASUVORK5CYII=",
"text/plain": [
"<Figure size 800x400 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 800x400 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 800x400 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
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