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@d-wasserman
Created April 29, 2018 08:24
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This is just a series of random experiments using the scikit-image library (filters, histograms, etc) to inspect an image.
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{
"cells": [
{
"cell_type": "markdown",
"metadata": {
"collapsed": true
},
"source": [
"# Scikit_Image_Experiments\n",
"This notebook has some random experiments on a rendering from CityEngine. "
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"from skimage.segmentation import slic\n",
"from skimage.color.adapt_rgb import adapt_rgb, each_channel\n",
"from skimage import filters\n",
"from skimage import exposure\n",
"from skimage import io\n",
"from skimage import color\n",
"from skimage.morphology import disk\n",
"import matplotlib.pyplot as plt\n",
"import matplotlib.image as mpimg\n",
"import numpy as np\n",
"import os \n",
"%matplotlib inline"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
"in_dir = \"data\"\n",
"raw_im = \"Original_Image.png\"\n",
"threshold = 2"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [],
"source": [
"img = io.imread(os.path.join(in_dir,raw_im))"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.image.AxesImage at 0x15c78c0fa20>"
]
},
"execution_count": 4,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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hS9ac1mV0vBndGnWDPnbZ50W4W1/J3ei9g+u6pwnDamHsrk3cWiOL7asTVp5MzqS7QfFORnei0vMr1p9hMA2bSbpj1rheJ9d3N67H5DpCGaIp/+UoRvLWdQhEGY8kiQljDG5jMKdCozGTccCoDUsK41lGdYFCxvK4yuAXj4STF/PAWH2AQ2SkdTC4JW6t7ivmrXPOR4YxIirxMGRsrdGA1lIZyI+sy28yfi4MCGQBVQU0sfAQ4R2G07oVWSm5WWIDxk2nczpAIworcBPU6bnYnncLnwSeTsrphkLPs1zEBI6YRUTUAgvKHXS9vhiwrzCINekfMgqfMC566v3e1/Sf5cWsA9EyaQTWG9uWbF2U725G22RA7ilwiBHkyRGozxGGdV2b61TmYhxB685la2x7wwsvyghyNnBRuuOYym51E2djE/DqXiepy3sxFOIcM0mbxdUJZka53Y7NFSbJW2pNjNdAmEHGLMwFOTmzSGhmQjJCWbF5TGVtIpi35BjKrk2g4TCScQwmya0OBSJknFy+vzdnFA0+8r4Oo4zG4rKMMStE4DQA7llGflHj4RH4JzTHWonl0XrN+902n+tQ1COF5a17eXPLBSz+ixVvp/bKtqPr6a0wsEpOuH8nC/JzYEDKg4gFPAG1bd0N71oYKbqALKp5FX6ttK+CDRVgLSo6YKqHiNTEOUaaY7Fg03ZuLi+PJ1IG5Xy8KETliQj0JO/m577ha7F8aLIWkPYxA3P+8jFDo8XTT57ERmvJ3jeeLk0hyN7ZzO4ZkbU4gZkrq1ULrgzuMaYIWQYHwZvmtN606BLGAdmCWUg/Zvi+IwdAdPM3e2frXaHdGeJAI5l1Mu+zY8CVwNJw66yKBS+P06v2KULvd5tRafQyNgTdi96Oc52hx0yd0GMkz1eFJzGD6WB0gomn2LZH1dTkiSu4WMfdyTIUObPKIIbwlzTGERyhxSlPWZ5Zs1nh0woSAaMY1Q8g6B1BkiFYmb/6FLHC6LomHehbF6jcam2mPhfmBLOyRjoE9ubl6TTMBCYbVcszP+zpftPxgzcgC01OE8g1EYimRZM4A/dWJ0JhIiA3tsuTYCptlShDYBY4Ru9+korOkKA8TDe5yOR90WeFQ81WZJ8FFtYSiMJqTCfbHfZKXgJhr0OWh78/7Yp8wMhooTWD3oxtNy67C9TbnaenzlPvXJ4a3eozFXs2Qafv1Kku5q5OzxGT3pxe2MjeYd86JFxvk9GM3pSz8K6UYbs4WzNw59KMS2t3Y11jzgmFN3k6Pl3FdJY1cwotyw2AMtMN8KHPODI5qszADJqp3qUgLI4IGb50sUvNOI5D68XFV9nCeb7dOG6Tr9/deHcdJ159pDwbT/ElCD89tLAQ1yeSmMrCZFEJFAYWF4Ws0FbYxxjBMUV4XGtqzbVlzUUrz3qhyLVCVMMzaSajsZVH1HzVkCaRytZFiplLJOZNNV7luQdGDDGYmmmdr4P5c8cP3oDAnZfR3B7wuDp96KdbuFzErOB6Fq24ucCzOYWLyBAo/Gi9YzbPbEpzrzJxZTeOQ5Wi5s6iiS/wVsVcxliZh2b4SiHnS99jjZekoDto9j5Y+k2MTIJpQbbuvHnTePtm481lw5rx5mK8uWzKYrQOplQ1Ka5KZGIxMYRLRCgt2nbYQoBqxFQmgWSMQdJP8lbbjH3bhA3sncvm7OX5NTcV39VnDbTR5A0mMM8MQpgzUyDnLNq/e5JOpYkbFuDlde6WbFm1TAEjojaDcTCZZnLVFw2/XnPbNrDBOIzr1+/4yVfv+MnXg2PWvKLCykhhROYNc2dOpepnLE9TWaWgNqclmzWtH6WnKqRo3EYKTD2U+chU4V2UjTBTWNGs2NNnqOKFkQQtDW+NtiQVCnvCaj0nYLo2zVCa3PV5WzqZs+qGsjyWlSaH+ABf6NuMH74BKeOgwkjHqipSFzorXZUn03P5BuZgi15MVcQWXySmPBkxQ1Wc163iwQqZok5BdwFQTGEpjiaQtTfSYLgWlyk2PzFFHpzTE6i18++PGZbHJ64U3B3ppVQGCmtI47IbP/7Rzo/fil6+b86lK9Ydc2IHRBOZSjIIQbqMALuzzcpIrPCmBWQnU9yFnJNwFZi1JtLVvpk8nt7ZdqM1kb8WWWzJIxxViBhB8Q6MYCrsM+PA4BjijUR5SKsArxszjXQBfm6GNSuMZBYIro3kVTFsOc9rv/hAION0HMHzLXm+BtcZuG88XUR7z1DB5jGCrXW2wha8KeTg0KZcRmsRw4yqtTJl9bxqscaYknIII6a8o9bWOi2+itd3cxXYyeNdXIIspq6XZ/OwdoCYUyl4l8zFYlrD8padPpKBCj8D2M1O6QSrQ5L5afztp40fvAExoLdaWAWmTSacdHEgHbdQ9aZVDiThyVVkNYbANG+wuyjQYxQomvIsWvcz+7D2qgBzZ8umUEdQKTFVXeoncQRyINd7/W0vKcinu8oCtl56GKsQT7+v+5N8bWTOBSYL1prz9qnzm95uvHlqeJOX9nwEYUYLUbibWcX2XphSnqGh6r1UhXpmJ6v2SLUlDTzoXWHRvpnIZQ186zrVijR1ZJCdyuIYDMiq4M0IxphgMuQ5k1usSuiSSDCjhxMJt+lYE+s3UeiSI5kxhJ88HBZHTOacTALzdtaqB8G4Td5dy4A8T8Yx2LrLEntjDHmluztvsCKdNRLVsRwhb6il1qE1ozd5LQLyla2KWQzXUd7KSXNPGEr9m/tZIyRcTUQ4Ny8dla5UedVuuUFkqyzbMhROxPVcr+5NmZgCskcMQf6b0ysajCkPJcywprUaMxd89tnjB29AQLZiyhcViGSbahQytWDKOnfTidTNayOlCry8Y4OTXBauYroRyrh0N1Vt4vI0TG7rnJNcW36u38Q9iFVrsXQ80k8gN2IKOPtgfn0ZhuV11L/TwKwQpVJ9L2CRMnh1y7Ylb99s/Oht5+nJKzwBbymSVStpggLgVLohw2Yu7GEex8mOnFMaJ3jDmcxQvB8TueXIi6Fc+ERG4RghzMcETnJT+LcElSIGkbc6/eQZKGux3lMHg5tc8+GJH1lVvp0jBjGKLYwXgGlVNez4nuy9FfBYgGUZ8DGC52MwRnLcdPB4T/psOI3uCRd5T2bagAQct0laZ2Yo3dlBIUodYsUlUYg7yZjK0EQxQIvbN0L/IheeV4WcRtHwjdY6bh1vk966KpldWUV5tcEc93R3xFHezqLSS0KhNXkjt7kTKyNVJR+z0vw5xWu5HQJrW/KRdfrNxg/egBhw6Z2RqZQjsFnivUhE8tfuJTGpKlwDrDlb05f0CTk7eSh9ly1pwvM0kcUjGSgF2NwYNLnKzGL9uejvC05f5B4aFBqusMd5zzHMR5SjnvfRiavHFvbwQhgGgXv7Bj/+8c6bp53erViOZW3MebJWh3Blg7wVCc6ZOWEGcw5mnX4ZuqZuMgozl4G8i+Ukqh3p3fBh3Jh4BMpwrWI3BY0qWjsYIxhVY3PKTJbHE6Esx8xg1tzOMhKXXQS2yMDdGQtktYSp0JLW5KF0HRiLMGVu5Cj+wxEQdq/gdSNjZ0yV7B9jsr5dTGMcyu3sF2X+ZgLNT5YuCdcpvRf9k+cl7MRqbRRGEjIo4lysg2PirdGLR9M8SvpgljEplyCS5znImodVp6RK501g6iasZ2uqkBbVv+j1MYipwlMp8k3GgCMHEeL64K/C488YP3wDYsbeN3oh4GSSHcWoVWERKRfZMoptmESOMx9+MeOy70rVbapbEJtRRsiLGNbQCZ6lfbi4DpiT5fEa0Fa609CJZuBZRPVC0McMvU55LPfgBbD3p+wlBnK6I/XZXl6PjiQGL5eNfXdohQVVHG4R3DKYU+pr7sFuMKLK8uOeYpbhUUVbAzIPekLbugrYuryEVTQYkVyfD+ZotJ7F71AII+w6IY10I0LPi6l5MFfI4QU+LxnD4P1wb0xYHJy+vned3r4XIc2D1uBSWi0zdWhkVUWTSd90wsuVk/RiTIUQ+9aYsxcQOXl+DprvmAfHMOZIWlTKeshogMJXMMYcNFuUcE6eksrstPH9nL4V8ug6TBKm0dLx1hSGpAxOhCQXI6Y4S95OjKP3YgZ3yVw0V4XtvnW2TZ65Vo/CnuMQiJtXpetXAgIWfvRdEJCfAwMCnICmqASr9iIrZnbl8SOI0c7HddsrzNDGbtZUKOdKSw5XSENTfEs0zAU03Y6DTLmRw/0Uj0nXJsOKmFV1JOkJId4ENBmPWRS/c2OsNCWPEUsNr5tfbqL3MjOpYrLLxdm2XjF00FOx8tacvXfAeB4H4xhl1DrP11FZkMJQRFdhVM0bBs0H296kbRKJtSlcKUX4mrerMIreaHvwtHu59AJILWRQoqqSV3bMmsznmaKkNDnm5Ci9jVOMKaC1wFL8jRXhtW4qDGtiWm6u69m7031xJRozk2mqT9my8TwH45CXoO+Y9E1qYxkL2JyMAy5beS/pmHVoWWvI2PbOGFM8lDnI4icPlDIGY9s6jEOeUHbpv8RRKVsveoB+d7vrcZjL4I0Bxxil5WonB0YZlixPswh7If5T82KJPB80f8bNeNoa+64q65nirxzlKW2lCgeJzawI56/iEIYif92FRRPsXlCkU6yyJqeoUJxl3ktkV8tWr7c3UXlHu0/ocBGTmkFa02JBXohqIVRxKsGcirRdsXYzr1SuBH7HKNIOq5YGwuLcPOf3AOwBB3nEOt43MtqMvdepFsGYBkfDN8NDp9pz3kRBH1lZCm1esTWrJiKNYxxk3AWOzIxsXgG7kUw2jFY8AgqsI5VqZYq27vR7hqmpqtWzQooKAXLF7nUqz0qJjlEcnAppFjhswCCxMYFgtORindZ23DveqcOksjLldXmosC5WaDFfepO9i97em4vL0aR3klXjspk8pTkL2DWrUEchH6gobxS+YhVebpuATUgB7qu8NZNxVLrOrDzaYuFC4UvK/BxjCucpwBarglAMs1HAaUpTt80Cbo1zC8u5Ix0Og5E6BOcQoc4d2qWRHjzlpkNhaC7bX82CQpnBmAMWecs4J9jQvFrTBmjljkcmOSZLLcrdivNAxfaVfQjFg9IbKUq6Gd0DmnMk0sZMnXBuJmm+1qS3aqYanNBpOqcTVdJ9ptdN36HW0Ilr3LM1H8dBVp5hCQ7pO0vod8kKuGAEbjNoUZucYpeWcZpFv44Qa3JmCtBc2E7hJrNqWGLTdTQM600kJWZRuEsZn4TcZegKNHS3s6r1qMzGHHAbUWxhfXMRfZOYLmNbHp57xfqLyp55nt4xkmG1sdvGiIWnDAbGMY0xRskS3KUt3cRWbq1V8Z1OXS9qu4VXyja43fJcW95gxhQNvFsxcCHnxAq07G3Sj0nureZVnJQMrQG3gDcXYTwFGI9xKEyZMhZB6dPMYnVVKtdK61drDB1W6DNxiNNkZsQmsBlbzCgnj0kedViwwsxaZ5VmM3N6l3SF/UYYEDP7bcAfA/4mtIZ/KTP/iJn968A/D/zf9dA/UDKGmNm/BvxzKLj9lzLzT/6098mE6zHOdNkRkqUzS7Yu/oYPwzdVpGqj5vlcQQjzxCdmJLdFvqGRU5kGM2UFxphCp91ouyZ6bnZSvXtbG24vY8VJJpJ+iLIvPY+S6DNApKY0eU8a5zHFvQR++SH6d2aUq1iqt2TbszgS2hQUmalvqm9R1bDIZcIfBPbFCI6qcL2/r+J1x6uiV7c7rrL4gBijsifilCRwMRHwIg/GdMw2MpVtOQrIxqI2iRFzquYFh1JsM4wxJs+rjwNSG2ttVTVLeqA1q+/ase60Td6htGCS2Bo5QlLb5WXciYV6LQGnWRiAs1wEc722gFDYts7lggBhRHwLk/GbRzK2ZEZji8mcxiWiDg6R7I4ReDTMtqqZESM0jmXEqQOgAOOau4i6/ixdmweQPbUGyXsbkQQtVozbMe8HUlJrYhbgXCFb72frk2ZOWPFZPBSefwcq6nfxQAbwr2TmnzGz3wT8j2b2X9R9/3Zm/puPDzazvx2psP9O4LcA/6WZ/W2ZOfmGw7wqUNKqUlThyqdoAAAgAElEQVTAanfHh9TKrFiIq52CtjVYTBzHpzZdZlXqVpgzKxZ3Fy8Cd7x1vAUtlqGQcLA3yQWoynFlSZZuaCyVQChBX2zxhVeV5fmNajOVockSx9E9LDl/sxLwOXux1EkeIc6CaZHdIrjdJqMKwVbcn1kl/1Qm4Ayb9N6jkP4k8WOFhSHimZXcQbE69VUn8EzMTmxgOUoiT350VHo15t2AkVZksfIGc96pPBUe9VYhRm86Hbuw0q1Vf5m+vKTKRhmkDegS93ET12KFr2LczuJGyKiuokIRvlTb1Dbnbe9VsFng7tBh8nwN/XseHIeA+ZHznO85dADNEVqTLI9T7Sky6vuj3xWuBGMI6F9zIhfGTjB8Uczv5LEgUmFhpEI9KlxX2L4OtnGnFrjCstaGvOxN2J27n9fotfjytx2fbUAy8y8Df7l+/4mZ/XnUee5j4xeBX87MK/B/mNmvoFaX/+2n3seQ+A1O9f+AOQbvZjKHM2tLOUnLKTJOFW6FRdGvK+ZEeVsvbyTL6btvbG3gforOCg7EO0YqbWZRac0kq6fMEQoJWKevO2QBdQaJPChhMEs5ShtWuMihSTzTwvefy72PMNQiwglz4RQOcyRHToUmRQyaZbAMP2shYgrc1GuukMpO1F/VxXqdvhmRnQvG3kXqUjsE8T1mM4YbW1Rcnto8ll5cijsH4zYqLIiqGymyjEKeRhPJhK13VQq79F1WI6rFflUmqHrxuL0Ul3fH6USxKu9s31JWD1HTt+6nh5OhYrN2fj/j+Xny7usbt1vy/O7gdhxcbyrvj2rTIf5MpcLPTJKM/joYZIAmOY3bLDHnyZnyzRMLq3DUhJ+dGZG8M6KX/kcWn2MdHFZSB3Jc1+vlGe5mGjZNDOSAtjVlwGvtWSaWClS/iwX5mWAgZvYLwN8F/HfA7wZ+n5n908D/gLyUv4KMy596eNqv8hGDYw+tLf+G3/xbKZKySquHNtFTC4ZNRlTHurbcPfH9gbPXSpR1n5WuxYxww8ttLD8X6YS2Ff2TAW5DKVw3Ngl0ctyKXFXPzZiqqymEW+sjq9ZDr5m1Cc/ZssTyrJ5ipdZenEhnKLMcXlRTsRozXUedWpXZiHm67ZGiO88s8aOUgptsk58nvxiqXhWiugYyKnUNQVjDuiZZSujdT/LdTMMzaSYNEXl0wTiSOYIjweYowLoYmGUsu29nnE4Bvs2XHqvo81aGUtchSgV+V/qz1kxmnMQqq6JBczBv7JsEoI3aNKED4hjw1a8Nnp8H756PEldW1u92HIwxORIijDlmeQ1zoVenwZhV0boA9DFE1jp1dc0XmoU9zD/nxl8YxApd7kbQ7F61a3XyLNDT6nDR/ZPFGQoktuWVjaJB5oAsFitBo9/5Ur+RWRgz+zHwnwD/cmb+mpn9UeAPorX3B4F/C/hnuV+lx/FB25cPrS1/4W/9O1JEpzgLhyKV4rr0zgYF7gkDSQpkrYviZqrgrM1hUKd5Mt0VZVSpf+Yq4FLq1ivt5if5UxvbmmP1fpuJamxlNEZWXGlWJekN6vTGVQuyhIi08V1U7wf1s5PGvtaaXBeW/omwiCWZaHBUyJBUClXeRJRATV+hFHfXWy8MS/fVVvVweVGLLWqmBegYPpXPWqI3t9vB5XJhjsS2MriVxgXVBkXME7PKwqiUxdLJ+ShVuYrwtq2x7cbeq5htyHCQAjf3fadvypx48Sq8cXJS5GXoS85RRWqidDIGXG/BcZu8ex58/e7G7Tp5PtT7ZWFao7CxGBSjNkU6S9UNyRNYzFpduOROOWglKYGbMkG5PF0vYO79Fqaai8e9pddVCLk8l/shk5WLt3UoFEAirZd5r8uZqgxuBkZjq+u/evd8cGd+w/GdDIiZbch4/IeZ+Z+iL/p/Pdz/7wD/ef35rdtaghZVNrjdVkYlz9OdVLtK6w7ZBZUmRS2WSznPNG4Q0Wg+q9CunW5h63XKF5PSUYVoQ13l+pKis4KrPJmtM4aQSsOqlWbS5qpq1eO7O9aTjppjrQUXKaKTe4oyPaMA0yUUvJpaUanISsnWZC+FNlZfEpsPeAXnSX8uuNPnf794SjHzQPoXJsX0XFT+LoX0UHHbSqDr0nW531Yq9w/Xyk39duZmtDHOzYaBp4ywu5/Zm97AmlL2+954c+kyDAltL3fflLbd3PC+6N7FEm13V3xEMm55hnSYGn1dr8eZln2+Tr5+PrhdRbRaPInIEheaCsGOcfcw5qQkBBdZa+FIJSuA1fdaIbFwi5lGZpN3V56CPxSE6sXinK9TJCrRnAjxOcWvTk9Fk7ci3/vnKY8VGluJX/e2AFbZL7UxSeI2z77DnzO+SxbGgH8P+POZ+Ycfbv+bCx8B+EeA/6V+/8+A/8jM/jACUX8H8N//tPeRC6gQZYamq69CoyqbNvcqqZZexax05TjU0cysTqEQbuGVdqxj76RxSVOyGFaFjGe5k+7yIc2MHnCzecaUS/S3OYwu+nDO1KIhlEZEtOVFez6G3HxMoF/idXq11xdAXkxdi7P47lSMf6jpzdNcrNngMdvzgVnkLv5cz7I4F2pMue77LoAxcrCbKjyXSE4EeDSCAUXf7r3LWc/AAo6p6+qJWJPeVdG732tgWm/sW6VLm5Xh1endm/qrNK86kWa4eLOsKZsTjhL2GUMKauM2i0Q1uN0G765qInUck+utQqwMblUrszyPiFV6T53w5c0+lMur4I0CuDurr7HXYyOki1q1tFgT29XKQ7TlfeqqSRMkV7C+5q7muuKX++0rFHoA2muOtaRFd9/OplEy3sdxsBTb4qEqNz60NL7h+C4eyO8G/ingfzaz/6lu+wPA7zGzvxOt2L8A/AsAmflnzeyPA38OgdX/4jfJwBi6IIt2frqITdWweXoksrpWKHNrpeAURtpgztXlKPBu7H7Xe6CMy9qoq+FzRmMWMDWq4bObgL2tSsoVBohjYrPYmObgwcyFmCtb0r1AzUeB3ERGhJSXXuQuK32JtfGXwO799OkFlPJoMXj/z5dU+PfHPXyrD1Xvqg5yx0xaBH2TG5IuhqUtbCYrPMmUm26dOcBcRY7Zkj2Uwu6uSt6ni3G5XNg2GYslfkRKaiEtoCeX7jTr+FZqa6wq3eBYIQBKg96Og+OWPD8ffPXVwbvnoVDlqKzHFI1b6WgZjeMmzyOLu3JmPXKB6AqNQGHu6uCmupR7iBmRDxobVlkl49I2ui0SgWHshYto06vQTofVmcnDHjyNLG9nYWRrvPQmz+4DJs2TtozGDG7XqWzcaYwWxiKPZGm7fO74LlmY/4b3li7wibaVmfmHgD/0rd7IFAvrMAiFKKM2VnoBQcV6XKbUhPSrWbKR4UQrZacU8LZiZ32u5WUESwjGLDXxI7jNqQZIijLZtmBrTSmx1ummlpZHlZarX0jpaUR1dyt2pjrGa0G1BQ6iRtFZ3fXkaS0tVli8iQ9cnPPzv7zlvOI//fou7dbHF5mQPsEaMZK5B1tG1QAl3aS3ZqdxM0TFc9HPFzBdn+fS1U1u3xtPT5IduFw6l0svbyVE2sKxiwzulsllE2vU3ZkB1ylK9u06lMKviunbNfjq68ntOjki+fp5cBuqls2oypRQGHy9HhXaFEt5UcxRKJYVUmiTtdMwnH1vSLLqZZaAVStukCpwl+E/F5a4IMHJtcmk6rVqDZuqbi2jyvCKv/Ke4XgJeC7vUT/1usdxcJwxTZyHzvKibYkd6Tw8mcCfO37wTFQ31ShgZYsjiK1c7EL8F+chF8vOy9NoFeJUQdsiF0l8bEKq2naVtwcmQZwonVSr9gFIBGfMRZU2wqpFIFml7mJhjpTL2eqc8YTIrr6+xR8IlrKUUsKKsTWjivtFPFqLRR6RMh5npu90GMq0POqJ6B7KParx2gCtOwRMvPBCVBxU+IsRI4kSNdZ3WqpseaZmF5V7ZSm8CRB9uxmbX9guydObxtu3F7beaFsBgCEvpnmXobWkW2dzpXGD4DYGtwOer4PrVfUzp2dxm2fB2IzgdsBX76QNMmKq0fltSRwuOYQhvMrLOFeYmmm4bacCnmY1ThFi0POdrDAmZUiokBg/vVeFgFnV23cjIPKeivQESCuDQuEqgmzOwOc+jzwaj7uB0Gd6aVhiLfbixrTC7wIZLY/7I1/M+2eMH7wBMYPtYrhKNFCV4VKPmpVRkXeyDMFig1qBU0uO0AtM9HTmEJVdGqfVmazAPypHbq4eMsJcGrOJQyjilTaNl8vvvsrPJyjhcvJW1mKMUBtNLUCjBQyHsylveOlborL6ocWbzbmtFHB5WeavsJIHYoTBGZOf0MZH3dQ7YHeeVo68tkimTeZszGVUUgtR/egDSlJySSt6CQ9dLp3LU1cbSne2vVcVrnRTlBkoFiyz0rCN3jsdhaNzOrcxeB7Bu+ch0tYtuR6zRHuiKldFl7/N5Po8uL1TaDIOOPJ4vAy1JhpLvctsQm4sKYQkGHGfMzeFpfOUqBSQ7icbuDRdc6Vw5UEQnL7E66JIyxVKPMxZGlXO/KoCu70CVe9zdl/jL72SdhrEel65PWY6nOw8wB5JjZ83fg4MiLFvQGUG1kYYkZgbMZ3ZEh95EoJOYRwo104X7RRJJsQxiMYRi7AjQK93Y9/3AtREAz5j7amQZJw9Rkzl07aEYeBtxfsWcitnzLO7mpsVFb9QdbrCglt9zpbyVJjEVC0OK7ZOY0yqWvTuY6zFaRVbL80NjfvqWIS0F3evONtWzYlBhohosWMxcNd3mMPVE5i1+EX+MtpJsW7uXHbj6c3Omzedp8qkSAJQmJIA7VEtGJQpunTHUwVJcw6OdI4juN6uqq4diGE7Vbu0yuZXecP1NvnqZszb4Ot3g+dbnocKxf15DAS6OcpaAWzl3dn94AF0OiMQtDKvhaMXyU2CSTHFKp2xGkgVHmecWrJ3jILKJK61vTRtck1F/T25ex0vhanu/JBPew4vtHcfQPK1XsQT+vzsyxo/HwakX7RhzclakFZFTyGPFJB1zfQzLbsu3EyFGlZalFahAt5KCnEIh3BoNLyrWM6byVBVrNxNyk5HtYoY1TLAH2pwzFfajZK4axxjyKsoDcs57wK9vmk1HUMErmyJpUrUDcXuCWzSETiR88XHkLexYtrySuxxAa3Fl6waDCu5rHU+RRYIWAzJhpMeLGJ9hjPjYJ8X+qbtKElHgaBSgm/VQ7eA0W7KVOhi66TO+8bf21aan7qOc0zGc/B8Hbq+Rc47GR1rzpZRrc91uwZfPwfv3h2MkVxvU32NDbWHsGIBl+aonyHfujZio7ZW3mlt9rPdJjpUZKxUiDhncrsdSoMmJ1/GHzRJrdjQStUvjs1iieoAuf9ehsHkBZrdt+ULMan3jMLHxuKGnK9Sr1Ve13rMJ17hm44fvAHJF5YyBNI1Q67zLBl7CQodx6xmOoKfVJlZ/IryRMS1SUiFNurqpUpICbcoLm2t0wAbB3J5ywAk7BdQHYLiTa21tR0LoKP4HmHM0VQvMcVF6UWnpordOnA19VI9hYIRSn67DeZQPYiZcdwOVlULFXY8Vvee4xH+WDesmhtW2FXAdHkUrFg+WG4GSbV5GM7RUhmonvTe2HfnzRuFKU97x5uup3tiXThUM4dNNSZ6f5WpP18nt+Mq/kuxTGd5fWbS/9i2jsUUaN6cDVXcPofm/fl58PUxuR4qaMsh/VwrdS5tGFHcsahuemJRWcpDlERjOV88JMqX+28ino3qMXOvPQGp2YPZvQm7PI87iPrSUzAePYj183V4+fmGgvO7vH7c+V71cmuKeSEx8e3HD9+AkJQsjnL/FbqogVDJt1UceGmiVY8hAK25k0UYi6pXAM7YLxPc5snxWFW18bxOylWTUFqVZlhr5wmfEcRh3KqXrpupRsXKcFVbwZhS2JoraZ3agO0ib6QNw4/gesgLwap1I6o4vlUtxh4AjdtREoFV4Xs6pw+L3opAB3d3NxG24siQGibxoEpd6nupGjmrPsNChmDratvw9sl5WyHK2zeN/UmqZVIVh2bSGW1NuJHjHCkVuOdnkbmO22Dpf7TW2EodjPKsWJuq8KBswjpuN4Gnt0NhQyJl+DdPjb210h7VxI5Vv3KGHI1tUzaoFylveQ+r8FKYmtaF6OgpIeeM8zpq+pZhmC+2nlsZliotWOHn4wb9kEH4lJF4xEle3v7Rp7x+5PnzbJhl8iKVps5S6v+88YM3IOTKs8NkSkjbFDtbq4MiHmLEMGxrpVK22glARCt0XDUTZ5NilxTiEvSdQ/qcSxsiyq1tLWpTFPOwQCgWgBazeq+sz51nYiTPk0IgabOGuU7n3jujadN6g1XbYgBzMBpcpyvLMMDpiPma1atXp/rynCKS1T/Fl7Dzit0LXMMpKb1FxKM8BMgUN8YL02gG+8V5+3bnx2833lyMpzedp32n76tplBjAwnlWGhuuY3KMG+/eTZ6fD8ax2KjJvnX2vXPZG22Dvcs7Goe6BerEV3r3uKqRk7kqcrFg35IM42luPN+UnfnqOpk3Fa9FlRaZ3zGHMQY2YZS27ZhZ1bWqEk5g0cVXwdudk1Pr6zQKnNmb9xbsi/FNshzf1JP41LD3/3r9ApZYWJVnSLTZ24e+wzcfP3gDkiilmU3VGompT4mZYvni8qsdZVOLgYQ2ndFUYxIluTeratYrLefLk8ALx4iTjToiuMU4DUmaFnn3psrRDta0WSXYpU2NSWZxcQZ8ZXDGPMOo1oz9ssuQ4apl2ZKnbZeyWRbGkZ2eSZtB75LSczdad27H5FRjKw/LTIJH+3apiuK7Vqq7sxWLc9+36otqtK3XaU+53LouvTu9tDi2vdNdn7n3LM0MdYyT4Uj2rgzWMHj39eDrrw7elcegEnyBzdvmbHvjzdMmL6wJlP76GcZxldDxURiIe52ak9Y3WmERW0qv9BiQY3C7Bb/29VGq664sGIb3XuX88qJAyu4xVoFhSTDGPYxZIZ6K+2qRrLX4Ue/hAyHk4/0PIe7rx35nI/H+zY/vfv7mVgZjqzWHqbvd9n4I9W3GD96ASAWstE5RCfsJA1UYYVaVusWK9DBwpQhpSYsk9CtnH5hCtyXoGywB34mqefdNqlgrlz+n8+55Ykxan/S2TlxnSQUag9advgWX7pi30uwInp4E5bvpeRelltSTZFMFpa0FXhwVhRiQBTIex871rVKYtylj2FothqJZK4vUaCVBkOTZEW5WFqoZpahleNVHNDf6bmx9qyrOouFXJaF5lmGUx9Vb8UFwnMaI5N0RfPWTya9//Y455sn47d31fWylusUYnfMqsaER53sYtXHLE1P/lDesJFFUeX5MuD5PfvL1ja+vorHPQGX0CUu9vXkVGWa1bADygfsCPGTs7tmPVQF934MfMhKPnsOjcbFX9/Hqvo+ND9/3IRrhIrx9arjZCZAvgvwsKYDmEoWeldX63PGDNyBwt9JCqM/flIGxO2tPil/KZHhztoqHMxG2YZSU3+J8qIduZCsFKXkg0cBy4NUOIMrlvU2UkZhqVLbwkRUapAV9Tp5SCmQt7+GSt2Sv5lVt6/Quf2p/qqKmKYyiNa/epquATuDgnGpGHZFnn9XmxrYvKnKX2PDmWNMmHTfpe4wpboMh4HTpYgisbGrTYKtobkBlllxoowSTWWXjAkSPm6T7ZhmAYwgkHreSAdwrhVv4QaseKMchwaOcnCXv+izKdvRSKMeSiIEEn+6eYiTcrsG758mvfz349a8Gz9dUb1tcoVhJH5oJg1qCO2vHPVK3X3oVi3/xsc1/f+ynD+33w5iXBsjee8yHvIBHr+VTW/xDaV4934oxvCQedJgs6c9T9OiTr/7p8XNgQO5SfcDpbp8KFSZ2ajUZExboecbmBNCkTu3IXfVKha4qyr0Z0RtzarH6DJpttNQi1umpSt1jqBYjR02UxCkVFm1a4HZLYhw8vd1ENrLErZ+Ad0zF+EueBFRE5tUBbt8a2+rRm6WsHcHtdjAOcRB2q5Mz9dynJxWoSRMFjhn05vCkFOwKcZbgUiURCx+RMW3dgE2gdVhRGoM0CQPdbvPUNFnl+TEPeUK90b3Tn7r4GnNWUVdj2zbMKuw4DlWFehBlVMQNuc/tnONkb0ZUZeyEY0LcJl+/O/jqOXn37uDddTCmM7M6vjUZmlWrsyDmOxi50ky1uuzlz++yTj98y3r/hzvyxKxf3vjqtzN3Y3cP5MOG5gPjDsDB0sthzWkyZxXufcfv/XNgQDTOS5j3iyg8TnG4lYCHyuMXC9OwZljXhjjbOTZYNSACRnWa99p8bao7mjHUSyWci280V5cyL42IGZDmJQug2DssyNbYnvZTkk8Si2DR6E+LOl0Nm5IiKiUwCJSqXN3zVon47g7sSpGGceRQOFYhyZITOSUVU+Xc5qKG0+XNNPczdbku6ErnnlhAKCNx3AbX26jWoOMU8nVXhqt1pXVbL0OQk3ToW6Ptm8oDUnJ/mdJpmRVKVBChCprmou+nwrJZMoAzkqiWBLfF75ipTnNVTuAlBOUP2ah1vFA4zcvxbclTn95h9soy2MP/eXHP45PyvdseX+dDxW3fdJ/f08POEi1qq+kZQVRYvSgAZ8boM8fPhQFZiLI2IaQVFlLzlGalzB5nPv+uPk2dmtocq4YDqxoFX68lTKTZ0v7U5th3LYhxTIGO1QV9DokXj2jkXGXgAu8sqOZNHYvq79qgbxVi1Hy5N9WFTMkGXHMSU71YIvSdjkjyOoljpSQbOYeyA+1OUrq9G1xDmEdrSleqc5m+i1u9puepju6FAR0TxiHvIKY8jWvVmIxVg8M8U6CrbiQDJKqWbK3aS3i1rDzkhS3im8DKPDEML2xEGA5cj+AY48ygLL2TmMlc3QRnLCocwjCU6iYSz3Xovt4Q6/f1vEX0+0TqlPfcg4fx+nkv/17F9VqaxXLOfOGCfBvQ8kOP/Njz3zdmhvRVXTVa6aeMhblkG87mdJ85fq4MiLmqWtOTe//RxRS9X0DF7jCH2jQm1fkclHFpwj5EU9ZkRwkRE6swT9WTRtI9CRdfpPfONo2bD8Yx2JvBbiUck3iWnkXvp5Seutl3tt1LqFifZBWihSVHpESMmoEr80NVTcYqtENaFllKY80KSW/IshYOIiauyHTLkGZygqmjhI2OhZHEYBxSOlOVawHEzbl0eWiRXUSqEg9qBL7JAPat07s6oc0hOUBdT2FAkii4exu2NdxF63/3rD42t1twHIPjVtWhee/Dq/olYViW+XCASLZv6cF4rjRs4QenQXn8mXcpQDt9lVfjFT7xsXV54m/nDR991skh4X1E5HzXvJdVfOQN3/uY9vA7BR4rPNe7eJbkReGH8lTLAymezaeM6U8bP3wDUptN6nCNaFmn6rqey2ULrPgHcW4Y0Z0NoNnp5i4di0RofnUwFk4QDYvA4t4D1z2L6KSQYRw6UfZto3UBd5K8O2TMWjtrNFQcp4ZMZlZl65yKad6hu9Kc7i5cAQGohqs1gCVtQxqkQye/t0bzVlyPUXhEEsNEgqpsVOTyOIQjzJHCGIqKOOfgeki7ZKU1n3aFPqKZU5WsWtyb9fKk5EHsm675cT0g1F5BLS2r8jiXTKHj3smZ3I4hPGeKiDfDOG5w3AT02epDW4eChTFCLfQiVLXqpmpaN5cy+5n5+LSHcF9T7/16v+0VEPk+ULB0WOzBLM0XfKQXQOz9l8LdXmZVTp/KXr3Xw0e3R6epjISelO8/xSiSmxOFcxSMWg9I3Dd6E4O4vQhpv934wRuQ5XRCFTxnVs0GrPYBMqdC7hOdeDEFvFqVzNPvFZit4sPmrXRW1X1OExjQKj4vHY6B0qqRMjhmiXeFVJOqJXHn8iQxF5VsGMeY2JABuh2DGQd9U3GeU4zYgNwk0WcmGX6ske7q9UrSm0DKESp/X/R+hWeV1W9DxYVh5DSwrEK0PNOeMyQysLRP5pRg0DiC1req+eAM7ywal43T7W2tqbq265rPA263cZasZ82NtXbSJ/bLxuXScZQ5kvdTokqpStxAbEjvCJxeLr9V7YiVNmr16L2zbK2kFFbl8zfIbBRQ+7iFsw6ptd4ex3toRdVXrY24nuS2GMqPr7nCbAe/k9PWc4wFpgrriqyS84XnLCP6ytVYRqIQ0rs3k6dN0SsaSj4YGI676o/23Xj7ZuPt08bT3tnanSj3bccP3oAAKqCrCyxVbRkOK+UlNTHSElq9TTNLXLZB2sBssDp3qd+rq8ExqwKzVVm28Iu1EJolvjVGA7KpTUQ0udQhxXXfVypyYQ4uN/+M+5NbJD5hzoNtc9pD4Zn0GpYB0ckqZfHKwBQ938PZu5O9UtaENFlNDaXPULtEhANlpqS8ppBiXINR4j3g7HvnRz96I5eIWWlNLQtDWqPJXYX++TrhSvUnCYVMVXiWSLKwN7X6zOIhXK8DhWzqoyL8RT19MuV9jEOg6QpFlwCOsJNqVG0JrjYQVpIJCuG6hLR9gaZ1MT/GAH3lpSwKetUA3B+2/v8iMlnhcjGiSemgmnRfWkspyu+6TdT7UWQ/ecTVqagKDBeALTHu9HjPiikyOd0PVoLx7n3fjdLLn4bRsRRh70c/2vhr3l64bMZ+EbEyYr7QK/m242ehyv4XgJ8gJtbIzL/HzP564D8GfgHJGv5jmflXTN/0jwD/MPA18M9k5p/51OsnwgAk21LpRYowln4WxLk10g6SxJs6cjlZLRmKKLTUT0ed1OWyQ9JskhfUXzUMD52kGTrtVwPnhvQfGq7epQatbUQsJXgZOvUd1UoLJDHQpzqnuQs38KYO67vdP6N6ooBVE6UWsE1jpDHqWDooLYzhqhp2hTfmSu1GnZINsOkcQ+HU9ZocN3kg+wVpkDavbFEjws/S+dsxqvl1EEU4UhMrpVa7JX3r0FWgJepGQG8Vghk5YdzUeU7GTRv1mMqijFtw3KyMSp7Gd9HFF2pwr+LdhLPUa7FwEK9Wj8k9BIggLa0AACAASURBVPiA8TgL2+wlNUvYgL0AT427W2/kQ4e8aujd4LKp/cS+q/Bv6btGBreBan+eR6X/QzVN5PnaUYU3keImUfbrdRT2XmijD3X6TPn6rvKOlqeuToZ613fPN756ntivl6YtVHPwzxs/Kw/k78/M/+fh798P/FeZ+W+Y2e+vv/9V4B9CYsq/A/hdwB+tnx8dWek9IwsMXPwATsWvdKfthxoXW4nApFcbvxXuyM1efUsypI4doU292ip4y6pJcWxknez3ri1bUzZkAZKSUqwwKOIEKOeoVoZuePfqsas+KbPBGCbBogHhSUcizf2shRH1eCIxXt+M7TDmFFg4KiXdmgSWsgrHorQpxI8Rg3VWw6Wnp3uvlV5d4Q21zHh+d3C7ZYnzzAJxgWjkFCaymJwNsCb5A6xODun2cJtBb2VAqiBFjF+gBILGuIcyuFqIZjo58gyFSFUyK2tWmEiERJdOTkuK6Ddh+n3DP26H1ynRVRu09FlaqwpeFWSL/dpMUord6dRtLjKgIfxp35J930r8R/NyvapNxNfvBl9fV0ZNnsfiIeUHTvssg3b2AoZPGIgVgq0wLF584fX9srJNXjFNpvN8W6GjCJA6j/yjjto3Gf9/hTC/CPx99ft/APzXyID8IvDHUn7ynzKzv9Zeqri/NzLUJaytHkwslDqJOUh3oNOmSFytmVxjythU+moh1Bmu221lb7QA1ZYAOp1otVFSbNe0AudS7FEqzShdiOR6DcnszdUUGUDgZW+NNhOaVMh714Q9vwue34kSf3lqPO2ilqeBZ8dKS3WJ3bgbXBIPp9PYhlfTJilyxbTCLgBKns+NvoPPpYEivc6jCgYtnZFHcVqCeYiNt29O9CahnAx8gwwvTEINzccxOG7/H3fvHWZZVtX9f9be+5x7b1V1dU93T+gJMsAwQxCZGUAlCYigYBhRURRRAQOIooCKEpTgD9FXURQQTAQVSS+IouQsSUBBcCQ6TGRix6obztl7r/ePtc69NYE0+POd1/M8MF3V1bduOHvvtb7rGxIS7fuiSpuUGBu6WgkyjH/tNZVSnGZu1VGQwdoxuqbHNxQHk0MMFM9TEafNEwKjINRFhqpkrxiWZj/uRWAGdHHJhRgO8JiGzcHarpCCVxEWPhW9NwjYoVGW0v0ViXGoiEsVtmfmktb1ldm80i16ulIsU7j6oQf+PrisQAaMbIWfyADK6g48Y8d/h3ZFbvAvdgS5r3adwcTT1knGPG6Hn9qJ1VD+r28gCrxZDKF8oYdCnThsCqr6BRE5wX/2FODiHf92SKf74hsIkHuLQBhGoEFWHhbV2ZKhQKhWNocUQQplmLpUT533tsVa0IjmYv4gYvRqxDJvpVcIQhZZWgiWquS+NyGWKzlzp3S1WG5q8X+rQ7jzoOTsmUwSISUkJAjO3dBALiZrTznRuVlOI/ZaLSs2UaVCcXNcCWSpiFZiAm0SI/VS2IOliquDl5TzvtjYlEjBMBjbRJS+y27fZ54btdgdIS61V3/dfW9GxAMwrWq8jxQzsQQkWri3SrDpi1aiG1obgDtQ1Q3UlSD0tViFlwtKJUmyXFkXC8YgtMHsEuPgSRqgLULbmpiw7ypgjx/HyVs4i4sMwaZv0SMy22R4z8hdy0Os3pIMzYz4oVB9cqYUNcOjWldV7BBPucgeWZmN9ZtzdmGj3XPDYWdrfwBehymgq6CBIXBqIJ/t0O75JTsifa4FxtzAn3W5IS3LlOXvtyclrjYWWbVyXwUt5XrXf8UGcjdVvcw3ibeIyCe/xM/e0FO93v4nO6Mtjz+VRTaz3Vyql5MOYgUMhc/qfapjCKUiKdgpjlUxFFP1ogbe1QyEQKy2IagY61F1mOpAn7OloukQT+kp6xi+YfkjuqTAo2EZb6hSrFcOwmJui770C0ZtIiZFtQP1qkN7Qmcl8ahG2iykzp20AqRYSTuiO6tXVIOOo6idZ+aHkZfWjlrVJfSFrp85OctO9pyh78yDhGqwXlWlzqpXG4PzWUFCpIlCDC7HB5pYXbNiG0deFGqsjEYm00/J8AmtxnzssyllLV/Gxq8hWEUYJSJAahOxEUYp0LZWKWqxNictjbSFzrEjJk5A6wu5DHJ8Mw4SDA9qo3mWtK2B1UNFZFM1Nf5JgVwL6uZGvbel1bEBUxN7qLYmanXdT15tOEu3Lx9DD8e6F6M2FhewE8sqpKER8e9aK/NFq4FVZWutxw0An1+Eh3KtBLww/J1Vo/4R3ujra95AVPUy/++VIvJaLDD7iqE1EZEDwJX+419ROt3OaMtb3OpsW5tq04yktovKgHeo9ckroC1AsGR4qpqvqJ8s1k+6cE0DFOjJnqwupoyt0Ge1UOR+MCFSlOrThmqFudqimBelFFvcZlyzMqsBsclAggGC7UpFe5wPYhrcpo00qdIvlMXcTHIG6botxkiMhaZaWV0Y6N52E4u3C9YaAOJWe+5WXzU42GtaIMFc1VNrgrlpV5gveuOJqNL4a7SMKwON+85eA2o3XV8CQQYHdscUUOg6kAbBZPtWdEWrYNRufxGF6q1G3OFT4phEE9RA8BDQpgFMb1SyTZKaZNMOtJCagGrDojOHObMmHHJgoxlPVcOBuqzUImSxdq3risdV2uI0TLN6dk8gqDhmZvelfaY9tawyiE0dbiQ6h8F9YhSWFYc9+IBZ7Lx2fr3aGOS6f+V/f8MbhHDdx2F4j/0K18KHht6lWoRo+hLEta/g+lqjLdeBoKrH/M/3A56OpdD9OPAs/+/r/J/8HRa8/XIMPD3ypfCPHb9pB/nGSvNhzCl+OqmXoBDIxcC7wYW9VI8lrE6YGiZlYph4X4TcQ9dXFllZzI2zMHAt7KpLlmMMhmyLWJSjUh2vsPJ7vTHzG8SwidwXci4G+gXTwIgqadQwWQtApPjdGKqQWbUhOWdq6Ze9vg4K4yFCUwbMwMacg3Tb0vDslM+5+KbiLx5Fa6aWwKJWFMMsovip3BvATB9W/A4B1DZEXSjiOa72u2UZcF6SM1r7yqQKbcuSml6KVYNhyNoNaTkJW2o4MKxmmUesg0ubZ+74eNf4P8nVyVYltUk8M7dxroxNlBZ9YdEJs3nPfFG8la2GiQTT1NTiLurVDpdhAx68desA7Pp/l1OiOrQAYcd8ZYVFrFqJnRuDLp3Zd9ziXH8z+OIbzs41f+31fz2g5HqPIaKkJtAkoyl8LSDI11qBnAi81j/8BLxMVd8oIh8CXikijwAuAh7kP/+P2Aj3s9gY92Ff7heUosxmxURpAiKVJlgZKb17Z/bWM9sWk1F31G7SAByyHNNJhazFA5MLuRS63pLaay7L3taIlE5Uc6A7SF2SxzoH6Fx5bh4exfGLZBEGfddTEAcD7Y5px7Bnc8JkbL26hR115Lza+MQ3vhRh1Jrd35CMpxU3A4LGFZbGjPXU+gTJ+OM0ceUBqkVhMPpFsZw3JQkQAyVEc7NXoYg45pGXm6Z69WHDKkEkGVA69NTDlCEmo8lXIXSFnIONhF3jEpKQMF9Y+2BW+ALgoKUBkU1jbaMpa50Eh/29anRDJjWrQhffdbNM7gtdZ5qe7a53UyMcWDZPExu3YuHZDlSXQcZQfKyqcr3FJQgDEWPAOgbHuSXhS5c/zA0v6HD9yQoDNnHdTWL4+sZyNXZWGOJ+NDZ50lrNI+ZruL6mDURV/xO4ww18/xrgPjfwfQUe/dX8jqpwZCuTvDyNSYkxE8VGdKmDPg70ZhsHEvwGQA0/SCb1roKzJwulCF0t9EXpOx+v1mpoPyxT68w8x06XGJXkPeQQamUloWfPOBhmHqZlWUUM9GxVpeuEgwcXiCysXXIQcxVdaYvU5PGB2QLWxzY5sBvAw5pRqlcddUd123WGPcQETVKaZLwSJDgr1d6XphGKW9ql4kl7vdB1laYEcrVoy+rB0roEFH0qpcVPaoVlBrDQtNAkc2oHWCwqs4Vt1oqQivMShp0XlvyQlAzHsqmYutkN9J3SqyLLTQayA9l9r+Te7pOiQ6jTEIjtuprlqWvjaNTyi/GwqVp9EqFDia82gRO99rq3Jzv8YfWt63y9+uOOv7nO41y/a9Av8+ed85nV4y8nKstRMKZGlyGVLvjPDJiMvb7q7VWo4YaezFd8/T/ARHVLQCwfhKKEYBtG8nYgNfZWJRFMa2+VQB7edA9J6n0BFTW0W91JTHXQWAh1MFLG1LKjJFbqxWAmwWK6lWEcqdUMh0o1I95cs4UweSyiGfa6hlRs0xmCi7yusX5Z1GnNtgnWHhZBCb2ScyY1dmpEsdedEojHMpmOZ9iojBy26CqqmRSUURtt8Uj1TUCdR+G9nOMP45ho20rOxb07lByKbx6WD1zxjdOzccR5E6MWxm1yboSa03qFrGJVmOMMXbbqrwalaT1xfmgTsiBlwLIUyD5Jysy7vGPDXalds282wc2LVqd2QEIxv7QYlhtFdSwMhvGs/3lZRfjXy0ptp07k2gvthvxQv/K1eEMbAqsNgWVNYoeZ7NgAFFYtU1mmk5pnTfRH9oBzZ/caEc7Muk2bZOZNbRNo/idrYXDALwQruZbe6uILESUrtBFCY6d2CAbEFR+3ddmiBOzmx0ZZ3lKoQsCZrGqj3BANGBwk+DGaCRHVg40QBwSDS9AHx3VrE5qAp9fB4H4edtyUKwZssBAnK2KWHJIgQkiDDD4sKd1SK0WgamRejAyU/ObAqW6xBkr10G8R+iqUuRK7bO1esgVSq+EzEsT1O0rw0j20EU1K20Iu0fCLHEiei1KNp28UeQpta2FcIMzneYkbrFLa/L0GRKKZYyNoX4liG544maP6h6TG6vK2LDKuxkmJFUqJqJgwIQV32gIGg2mzY3SFdBFKXlWDS7Wub+bXWvTLQHMcc6sMjIprVwXD119t+X9tfGO12QwLuJjpVdiBB2n1FIK4xI7Up4bBKfRR7V5yByr3SDH8K0UHsoNggtNAxAyd7E648dUH/D+wgTQpcOL+kW0UGbp5T/bSui/GFC2qdGpYQzMseB9DjmKkCXYr9BW7qXsv8xiiJL2HHyLIDC1bmjAXN0rua12GCdlBMPhv7njCilOt/XFUHVPTVRm55IgY8xQRQrvSlLQO7pl3qSDRcIMajJOgFee2GCEONWtBVejxNiUMkn9oAmi0jQfMysAqIRtpD4s4OGciavBALbUInpioYwN0h+mDeOWmBbLCbG4mQdXfANPKmJxgGdEgqxu2SKWRIV7RK8JiGhHNRnoKyZZWAUrwzaBCV4sxhPER6vABOLei1CGeYeckYgc4IUPhNWAP9sFJcFNmDFNagk5f4XXD04yd+MZ1/2qFIdkrjf7OOtM2QNtYwt/IZQeIYXVdUagWDjpsBNkzkFJKtGmY2NrY2CaHZnuQtboFsOOGXwMMcpPfQFISdu9q6DtYxIKo0lRjTqZS6LIRxIqX5v28IJINr0ie8CZCkEgj0CaIawKSKNUDjrrii6Ls2BzwzWB1Q9kQwzkf3ktfT8jkl1UZ1y4NB6OjIcEshIC5BAgET89L0KbI4AWKWCh3hyJZiWJ4iwZvnbDFqiKeSG9Yjt38gVETyKGQmsioNQblUupdoYqrfrP6NMU2nCbaTV2d4t1Xm/bUUum7stxcq9oEqVQHWhlet++sAiGKq4YNlLaqz3AQSfZ7VniFLYLqFVZhAHQNv+o1oOobhL+vK+LcEANpr3/nn4cPacADdkaEgssXalj+3LIq+DIH9LU3jZ2f92pV7nRFGxoR+yIuNzHV4hEUlTYFxo0Fdo1a93shkHPv1o7iB4bR64OYbCMNVW6wijvrCu+gEwjGkRmqajMPT0u878ZcN/kNRKvFCFpVLp5lIi5dx8sySMrSLNmmLY4jLF3KynLhDIBqrbrMtY7R4g2krk7z5c0mwSYPrHJQgOujY6oMc3ZZtiurn7d/bxtb01iVElhVFX2F2isLqbZRODgbPOVNULIYxd1OxoD6RiPVStpYK9Vp/YjS5UIOQqorJfAoRT+YbPORCrlWi/IMduOlGAixmkF6CoTsxC4NxoJ1YRiDLkVsw2J4zwYtRrAbVVyMGDCNS3Sw2Mbx9obVrGgJ9CFTRdBsyuQe4/NYl1gIRIvedKnCsFHL4DZ3rRFHMkKb95OCurR+qEpkBWDfaCjAN6bl5+5VxzCa3oGDDpvJgHdBcZd0m0ylqF5NFMq8MF/YBp/7stz4zBDL76OUltiNhXuzbDMDJlAMIVh4lyvAR61VNaExK88Y/ydvIGr0dMRm1uPGQqb7bIt1INZZNnN0aGNIFGOpSKSq3ZTUpSOVbf42k68uHhtai0FvMxix2IbiTFYtyLXeulUVcu2ecucIbeiZxYV4w8lifbdKtb60um9JACNDBRN7iTLvizNMrb9fgrnurWptA9YSWY2OYBtlr1ZFxKz0jY17QwhIsVzgKgpFiEXtsWtY2jFKcCW0xzykFImiLIp5jwTndqhUK6ud9GU4kt2kqkob0vKdiNEWjAQjutVcTIxYV9VMLwbCqsrK9xYT6VnMqC6rOtsEEiHahja43KM7F/WAgyzXtn1KO1qZ1fevXbVcr0+9/p26+hfDhrU8Z3a2T+rPwz5TcVHfEJex6HBrAll65QYNJoIbHqfYnZ+zWpqeutNcz3ICN2qGKsYS+ZK3p00TrfpI9rpL1v/psQ72aadoAFnB1KhNY2+MBVe7urOY6U/vMZJShSEDhODByS7OYlh3srLQM5qzu28Bw0my9LYc7PUkXsuE5trRAF/sw1jdREtQVAAdsAMzZ7bEOmu5iMZuzDk7YcpuFKs8VoCf2Tr6V24krDroZwaVRYEayNVAxZiEtlWaaIl/qp6Yp/ZciuHJNv5EDN133kWIUENiPZoVY/bNPGJ2hTEoURrr7EMg12xNgcdfDuK5WW8bQhLLX8kK1ft0VUXMvcltGh1rribCW7KJfWtTB7ebxg6a4gSx1jOFu+x09wqyAyz9ovfctf58bexkeNevu68ILDGxndPe1f1jAs7gEzprlYfMXf/sY2TcJlIcDg6rtHMpzlOxhy0KtTPuUI/pwFJUko/QmxQs2rUEes3UCLXOeclLfo4HPOCR/PEfPYznPO8z9KrXuX+/uusmv4FUhVlXSRiBSsX7PDHwqE0JRWmS7aR9H9wH1TaHwDCmXUJG7uaOjxAHQM1/4UBBHtrUHf8/pMNr0dWptPM0u4HPwYsdhikE3jYY89wxAjWtjEpAlsrNQsQ8QGq21Dut/mTJ9irU2K4uFLa/cprtTvIQfsINwi0w0dd8Dr34iK8xwNM2R3dn8xYjOLZsYln79yGYKjWQGQ2y9mhVSusK1xRs1DhdRPM77Z06TrRJkb9BZpvivqaxWiypgGiydjNC8ucWo6l3l4B2xRdZBektNTAY2BWTgbO1KilEFr3S9ZWqedlXfDka9/X/fpDIrW6Q5b2ybFGGqsJrD686AslRIqskcY/dhFW3MTYW9hVwSwqzbTDMx20LyvCaB4W10hKQpF5hKI1nEquh9Hz8Y6/ijDPuyvOe812cevo3c+jqC3nSU/+RF77gR/ipn37Z6rXciOumv4FUNb/NmChYQl2lupFOWp60tola1MBaDMZK7N0tvShR1fNl7LQ2NWSiDE4fKl6CD94jqzdVBjJO0SX+suQqiN84En3x2ok4fCbWlg8cjwFHsBMlYD4TIsbRsNLXSWoVT5+rtlmKIDsmite6sYen67jHda39lv8m9F5a2+MpTsAqka4qozYQWhsZDjgRqIVSLYV8PtlphGYcSalxZ3VFNCDJQWINXlYXP22FwXsiF6G6+C2ImF7J+3Ur781lLQYbYY5Ds5TiE81+MtZAidWrmUqMrU/eTMA46HMUI6apFrJXr1pWpPOd3QX4ZrDz6+HeGqYywz+6Fl4iy0NH/bMZfkMKxoEptZK1InHQ6BhxbqDxq1sZVjVt1RC94DWr3dsRN7hecXOCj6al2uttozCZpCWuEQU+/rE389Y3Po9z7/jdHD22xYf++Y18+COv5kMffgsPe8Q2l132H19iBX7p6ya/gYgAsaGmQJJI0bxcYH0uDmrWpb2hVKsU2kYYtUawyn0m57IsgY1hCZXMcmwXKsHMUJfX0MpY+W1lo20PfrJ4OWmjMP/CN4wBf7DXMFQVvtE4FmNmM3U58q0DkKH2vSABjQM3EmQ5ERIcJBlglesgL9e/bAMz1F8H5SiGWwT3zey6Su6qxWO681ZMlrvShMJ4Epe5uqNRw6hJSLL3fQgz7/vKvM9Mpz19b6rVhcdDlN4iJAZ9jWJ2AeIftOXS2EKNKDVGa0+ivTeqQAlEqju7WVWUajKuULT3JUWs1fTXXjDGZSyQBMtV3vnGidoG4YrrIe5T1bRSIoY5mCm2RZUKzQ1MeIcJmy37olDyUPOJSQwCDN69/UKpwQyha3UsTl0dPkz7liXm8LiDY5uPdbVjMb+al/3FD/DIx72fv37JT/Pjj/hTpzIE/r9fvwu/8Yz38muPP4fv/f6n80fPfhhXX/NZDl5zMXs2TuYPfvtH2dzcdwN3zFd2ydfS//x3XKff8mx9yv96GyKYHFsMO4hLm8IBsLI3N0RrdUI0T9TozExzCrf093lvcYw5GwmN4SYmUHRlTei/wO+xgkPadiNpcXGqrE6z61zLhT98vWOz0GXvqdf6fWIvg4Hpat/0/7sB3cIX+/iGqQD4xHn5OICDmgoE9Q1Fh8cbNB5WabQ+MZqkwPpmYvfmxPw+/ZQX/7clw2xRmG4Xtrc7crb3qPpmXaqNmIfYCPtdDjLLIFS06qmNA+gXDQ+p2fg4xQ+JGGmkICnucAszj48gkGI0D9Fi7UPOJvvfXmTywpixonZoDAtyYKWq282tYhiscgo1I5IQqvGCFHZEC7qocWgPzSawuqG17VO2EQV3nB/ujYHBXIobDvnxJFhFkVy7I46riAwArD3OkavP56qrPspt7vAQFvNruPSSDzBuRtz26x/AJz/xj7zzLX9A0+4mBWX/Cacwm27xH598A7nruNd9fpBv/OaH8pif+g62jw1Ri1/ddZOvQBQbb4pW8tJ+zfgQIZqgrE2R2IgtcKxVaaTajDwEZzra45UqrOVI1yvTeWY6z+ZshfWcyU92y9Lw5+DisRQdlFUBop9M3t+KVTZ4lTJcAzUaWOplYGhBAjjh3r/pz+PacuylDd51zC+t5/4iRCcV79Z9B1Tl1S96CFvTGYePbHPc5jqlzLDRZjWiXCn81OPehIjR5WOAyVgYjc3+f9Qk90o1NB+BUob20WTwk/XAaDRha6tjNjV1c1+segoYY3igx1troY6rKG0bOG73GqPGFnSpdWlHUGql691F3jdu+uKs48DIfTosDc8qHJvmmE3DoldyDsvuw97KuNz8gydTDbql4e6LQ2CZ2vtk1oT2yQY1QFex55j7Ss1KrupYhS7vCcsYsqS+ZZCArO5LCQaLD+VuEnGDJMOmDHeKy3vHbpXCvhNvw74Dt+XKL/wrJ55yLu960zO573c/nSf/wsmkdp1Tvu62HLzyUubd1Xzj3b6PN7/hVzjx+LM5fv9l7NnT8R+XPYbJ2uiG76Gv4LrJbyAi0EZ10p4LrAY1Yy3EJtKMAhThpX/yi9zvAT/J6Te/vW0cwTAPi0mUpaS/esXSRoFx43EDhVLFx74OvHoVMIxVczG5fRlOd//wo/ikxh93RcxZVRgmCRf3MTFNTdMoEJ2NiZ1oWpZ9b62YLsVCW9Adm9HyeS2p1qtLge+434Rb7lsDDHJNwGtfGtjcWGfvnt1Mp1tsbdvzi4IZRafE/n0tk8Y2x+oLUDAsZnvaYc5ngkjnjvK4tiIRk5BCIkws9Hv3bl9EDvyZo5dFQXRdJSv0fWE67QyvynB0us36yCIHJiNrKfpqfi2jRii9Mu97Ftl8SmqtLKo5ykmwJBRzig9oDM73K6aWRhExD9kQ7XV5UQmIT7gGEMQrXFWT+DNgW3Z42ESs2AZX7WDK1fxel+0lK6wsqE9egt8fzl8a9qrolS0+3sWtGKw99nG3Wyi47yUigUV3lMloEwRyN6UdjXnVy36EX37GRbSjCX/9pz/OoSPvJy+Ev33lb/KA857JXe/xA7z65d/GrpOmXHJZvzS+vjHXTX4DAahqpaP1fY5DDOQlMQ5HSIn5/Bh/8fyfs0mNQpMi03nh5BNPsMmCG7/88pP+nK3tzHi8l1SGWbr14FpXKk5b9LaRlKrUUF1QLogUs/KT6L2ouuP2agNS1aUlok0zhJQqqRFibO1kcsp1KbYAYm0gOZ6Qi518alXI4Om9RG6XuIptUGuTQ/zEeWdx0VWX0OwS/vWKy/jXf3kvlx26ig/9w3sNPyrm5aHV3MILSmwSs/mUmivTrUwX/OTdIeLCFcBtUoulEKOapyS+gRZyFhZdv5x4DWzcEIXxxIKo+l44erSau1wxq4Kw3jgmZb9rOi/MZtlJdzaJGdoAm/wkUspmJI05oTOMSQHUiHGluG1DDWj1jTbAxgjWxs2Sh2HBYJUuC7n0pp0pBQ0mVxzUahKgqEVslBpYujSoulK8YW3NTJpq9YkPyf1cK03TkILFKOTiQVTRfkdw8Hignu8kpIVorvUpNqytRXbtSqCJ7WlmsbAN/cQD5/Bbv3ZLTj7tttz9bk/mtX/9M5x2y2/k0gs/wp3v8sN86vx38K33exhvffPz+fCH/4y73u17+PjH/4Rzb/0TjNf/8EavzZs8BnLGWefqs/7oncvpgXlwiOePmLJQ/R0XgSc9/u427aCSQsPuXbutChFb3C/8yz+n1MJVW1dTusyBzb3EtM5Ju45nfa3lFW84aiCXDgvfgMel1iTXpbuW9aNiI1gqaDIzHCkrxiyOJ0SjritCLYYR5L56CWxu2YIrZdVIb9UBWfGRniMADMwOlbokyj3yh/ZzdT7It9/vu6Gr/PRj/t7xyB1GNmq8jL984YOIIbA9ndL1PfPZNke2t9g6usVz/+RzAhx/FQAAIABJREFUaBh6cFYaGe/Dc6lLBzHV4ZSuDFGYZqKuyxI8NYE2JdqRjWBzLszmhfmsMF1YFm6fe8oAGmoAybZYh6mXCqjbC4hXDQwtgIO4w6mugSG4Kvdm21B0sCc06veoNScuQnXTJWstl5iRyxTsUBBqthE7YlqqppmwZ09LjAMYrIzGMG4DuzYjs5lw5RXmIZtiQf3gG695bk6jzKbKJZd2HDk8RzWvIiGA1Aht09K2nvrXZ0ajyInHt+zdG2mjMJ3BX/3Fb3D6mfdDpeW9b30OW0cvJ1f4wYe+kBf8wbeyvnYyt77dXfiu73ksT3j8rXjFq6c8/SkP5C7feYR73+nZrG8Edo03udM5t+WaKxc3CgO5yW8gtzzzHH32C95lXqINQPDkOXcgF5ZMxarKzzz8Vhw4/iQjQqHEGNjYtXuHYY2yd/8+zvvhFzIAaCYYE+59r21OXT+Zz15+DR/8cFgpYbFxY5XVaZ9LWaGU1SsWGI6OZZEQiAbuAWig10LXV/p+AMzUNp/lWHFgVXohrU6FG0bQwzRCVljK/b+l4ycf9qN8/0+8wh/DphnDaFuoNEkYNRZFGRtvtdW4JVmEL1z2GX7vNx/E7z3/o+ayNhQf4gqXgqmae11l9DhHJAUTPbYNhNg4Td9JT2pamFLNLnKxsPBwU0lbfITmsMz+KT6aFDUcQENZ4idVVpOTYUJSqj236u2IhYbpEl8Z2gljKJv9gQRXrEavMt37NDjdPsbAZBRo2rScoFGU3JlZ9MbGiOP3J/buh6Y1wL7vKrkXmtY+u9wJXS/MF7C9bVYF4zGMJxBTJUaYzZSjW5WtI/Y6prPMosvs2pgwboXxujm9LWZKkyLjEWZRIJELP/954vgA53/s9fzpHz6Yrz/nHtz9Hj9LX+YcO3Y1H3jny0hj+IY7PIh7fttPM24jozbwV3/5UL7uDOX008+iKafz3Oc+lcsvFC695Av/Q0FUha63/i9ky0HBWxQztWVlDiPKvuNO5dOf+yR7dm9y/AkHyKVw9OghfvFJbyNJcOtBo7pXvwkrQszC296yBnKEm9/8U3zrXW/N29+rDBkkgw4nBKVJsDZ2KXWMpmUpdlplX5RDG1R1UO96/ZAFwZLCqk8pTITrEQI7CGCRutRM2KwngJRV1APCnW93KQ/83ofx04970/I9M7vBAS20UPAmCTGZKKV26mW361UInHrymTz7uR+ziQowbDw4Pd4ydQdpuceDBrMljMFCri0qszKd1R1lvT2jwQ0crLKKCKMY0RipyV32MSZxEXGzH6g1UqrQVZvkWJ1Q3HXdnksVD5EmegCYTeOWY/IBRxDD0YwJuqpm9+xrCUE4fKSnoOzeaBmN3J+1sRZybWyPNVtExmML5urm0M+NULforeJcQxi3MJoIa7tMK1sUZlMldwbS1gpahNEocNKaEE4MtKMKOuHYtmFBWga5gSxbKK3wNy99Ft/zoCdy1dWfpm0v4a/+/GGccOA0Lr3w33n1xY/l3G96GG/8+9/inDt/G1dcehG3us03mx9Nho7MiacHXvuKt/AjD7krf/nix7O5vp+rr7r8Rq/Pm3wFcsaZ5+iznvtOVH08S2RwHLNFGsxFvBZUzJk8VzPf1Wqks6CCWF6BT07E+2b/GSf6hCAOxAm3vfknOfWUM3nre90YqFbfvAx8bUfB+v8Y3PMDAzq1p5ZIzrZZZTUHdCvDbRGYqY6bAIsbJ0cT9lnQdbUF6iBsUczSUM06sUghkLj3nQ7yEw9/BD/xqNcxWN6FIE5D9366uueJk7NShJEnrBFcTCU2uhzK9AHIk+WoeXU4qQDZynIkrPxmlz9rdoPVJyhahYKd9IHCZNwwngQaH8kT3DJB8cPAxYVgpkWqEGwcv3wOaj9TivFLshqzs1afgmn01m2Q7znnxf1WBlvGNrXs2z/ipJPNFmI6BaQyahvW15V2lGlHiVry0qhnsRCm28JsBrhvblcUJTOZtIwa482Mx8JobMS16uS3PpvmKEYhIrRNoR2Jt+SVVkBFyAvTe0n0DbcM6loTzD3w205jz/H7eeqz3s7P/tgt2bf/DNrRJiV3bE0v5p73/hnucO738+63P59vud+vUGvD+R97DVWPEWXGq1/+TM49+wEcnV7I5trxvO89H+KqK6/5721hROQsLL5yuG4B/DqwB/gp4Cr//hNV9R/93/wa8AjskHuMqr6JL3Pd+nZ31Oe/6L0sukLfV9scqrPv/FBTBdFirmVDH13VbWyNmBUHklgwDGHJw5AlVGW/UPFJSeW0kz5G2rg5F3xqt9PnZcfP+G0pTj0egMfh8XzhmQGQBVH3fSYXXel5QvSqxsRvxraM5msqEfWyvGgxH5MqdAvjW3zu3/6IT3/m49znvOfbcxDnNojJ3dXZszZ9CAwxisGxIBXLr2nCDpFVMsZs3DFiNfzHfGAHFq1i/X0pvVdZgzJ4qUVmoJcbK9NjFkTZvTFiMrL3dxhHDkByxajbtQh5YIs6SD6wYBVPKhS3UZQVTb+6x8uSUyLWNpWsq02NQXfS0rawZ9eY/XuFjQ0jC3ad0i0Mh0iNkpKyth4Yj4z0dvQYHLqy0s2yBWUhkIxn1MRknrUJ1nY1NCPT3qRks7KuV0IyJ7aUlFET0Ghgb+4KTQpsTBJthCGM20K8hK6vdDmQMxy8+hApbfLTD70533jX7+aU076BZjLhXW94MSqB8eaMU8/qWG/OZX1yB7aPvJ/pTHjnW1/DTz3qL3nZix/N/hOFa66C6eEJl1xyCVvHbhwGcqNbGFX9FHA2gJg66VLgtZhR8u+r6u/u/HkRuS3wYOB2wMnAW0XkTFUtfIkriLC+kWhzYNEZAJd7y/AwpaarMiW6KZAvogGgcBC0ehlYi2MDzuEQHfwphrAqH3BUuOCSO/DBtz2Zc+76KDZ3n4okr3qKLQjCMN8vVI1INRAxBMXjx+yUUlteI1dFVtTbn+QjO115gBal5kIONuUYRWGUEhtrychzosxm23zgHV8gNCdw89PWKBmT8juFuusyxXkQ/aLQZ6VgRLqSlSFPNgTbLEIKPoK107p34VYuRrlXjTYmrWUpSiz0mLFx8OmWbdZRZPXnHanvIraBlFqYz30ML2qJdRV2VjmDzomqaHWTIRGvIMWiPcQ3/WDtSVZL7atqjuOg9BljoGuwTQjQ4FZ+bWVzc8KuiVVhpRhztPf4UCMr2tRlMVe6uVUFOdv7ljVbhVmzOeWVwrFFoUmJyWRMPZKJqcFQlaEihqZNTNYC4zWln5uuaxkC5kS8GGTpNRv8IFHMarLrlJ99+O25012/l995/r/zmlc+jXe8448YNaezvmcfR7c/zp3v9rscd9y5Rn0IcPzJ51HyIT76kQ/TF2XRTbjwgku5xa1uz63OO8yr/nDzK1/417n+qzCQ+wCfU9ULv4Q46Tzg5aq6AC4Qkc9iGTLv/1IPrCgSTKfRJBiPAjVHZovCwjeTMshZGG5Ds3yLdSXzVvU+OaxUkStSOgxIg3lIOncjBA4ePcz73/b73Pu830VKRKTgfJ6lZDw4LiBhGJWYv4MNh8youYqRocRtB2q1NDObKERX71sFUCXYwinGN3CCI72rU9/95ufwjnd/gD950YdsOjOyMWpIpnhdq8kCrkqhGye2tjvmW1ZBNAkmbUOM0U9yaCKgwrzPLDqLtCg7ApdN86NItM3BOoXGvV4HFy/ffBl8SQftSFjuyrUGjk2LA6BW6i9/BybqE6fWB8dZJJgHSwyRouYMN0y0CMrYfT6rmM+8hMr6RoOq0s2rtzqZvhay5yCPx/Z+LzqX0Rdltm39b6UQkgW299nG0IvDxSrgrlBLZrGY0/UdMTSIWMLgYjE1V3sZU0q0VnM+ZbGYUYoSk+mkAi3t9ohmZDylIMFwJf/sQgpEzwNWzaAZkcDr3/4gdm2ews0O3I9ffcbrefsbXsybXv+nXHrphfz4o97NG1/3cKbTzOc+sc33PfiOBI1oawvjNX/1o/znZz7Irc68PS/5058lss7Jp+/jlmcf4j/+aZvp7NCXXeBf7Pqv2kAeDPzNjq9/TkR+DPgw8HhVPYRFWH5gx88MsZbXu3Ym0x045euYjAKiJik3QxWT788Xlfm8MJtV5oveF7T3xsVMWYJACmXZ+sSB5CNusbfkfPjUxCcKMSoxKv/xH5/l5qedyHvf8iy+47ueQud0bAVSFMYjYTJOqAp9Fgd4s6eZqVGyFTRZeV0cDNSBTUklhmrelVHAk+BiEJpkPpi6zMiFd/zdb/EvH/sQi9mUNoVlFMG4FdZH1g4tUHIXmM2h5J5RioR1Wcrouwx51jGwVAe+yxLoFV1KBZb2i1ZnEEfGe9Ey0K8HJqouWx772r0/vJyr/vBBogOb9npqHTZeS/gbplFWYVhFGaNSk20oQdRMpQOkUSC2tnl7Cq/hSsnGtm0bXfcTEWmRUBmNjNd55FCx2I2oLGaZ0veU2vtkyYO4ko2d+66jaO8BW52Hl7teZbBL0EpKLRKUre3DbsFQqJoRhKa2hNCQ6ehrJXXR3iPHqprU0CYYjxJt0xg+J+piuYrExDec8fO88tUP4V73+EMObb+Pf/7Qi/mBH3opn/z4Gxg1t+DI9gU88ZkfYTE/gkrhFS95OPf81l/g8NWXcs/7/ijve/dL+OGH/Dav+punMz864YKP7Gf3vsDuPV+EzfwVXF/zBiIiLfA9wK/5t/4YeAZWEDwD+D3g4VyrRl1eNwjA7Eymu8M5d9LduwO5E7vpVJnPbRqwaz2xZ5fJu2ezRNcZSafvla4H1QaAtY0RtWbLl4kts2lhezpzhqqPAGNEa/HRoC6T7Z/01Dfy2lc+mm56kPG4MgmRRadQ4bRTR5y0X9hYi0w75eIvVC6/orPnJ2Y63KsxI4UEsTJuIt7TMBgtq7qeI1RiHNmpHgJJZNkGaLEF+LkL/pPDR7Z41d+eT4hGq5cIzeB7USrbW8psuzNAthpvRdy8R+wFE5swIESA6YYQj3Gsg1ZmcHNzXogDuxEIrQdXxYFd6+rbUnZMocQ/TzwbBxChlGBTsLrjOVRZRT+iXuVgRLpSkM6rkgZaKuMUCBqJpSLBFmKfBamVOrMWNmBToRQgRFvoJVtrtlgU+n5Bd2zb/VU7cpkv3+8YGkCdNNajtdD3HZrdsMj9XGJsELEJWZfnLBZblFooOZtJldph1MYN1jcaUmqNuFYjMYB6OFag2ni7U6Ajedh3EAPpv/OeL+fqqy/jgk9s8NEPPpTaBU48/va88e+eyKmn35n7PuCZbG9dw0c++EJOveXFnP8vPXs393H1FZ9k0U35/Kc/Qs0TXvXyJ3H2vTdYHEmsja9hPG7YOjr/Klf96vqvqEDuD/yLql4BMPwXQET+FHi9f/kVxVpe96oVQq20bXBelDDS4KxBRYvh7BuThrBuPWdIUItTk1VoRsp40pKC0jjNua+JXIRDBwsXfaFnsQAJkRTsg2vHllw2nVaCBqJUxiPjUOyaBPbuC5x2YnQCU2EzRk4+HhazwOXzjMU6WPkfoifFBfu6HbvvQ1SPYgxuKuNq1BoYohpyLlYRuMBMNZsDfTKfCJWIFGU6h0Vv7NXcVeZdbxT9bsjONX6EqBnVtCNZtRzg7QLDOe7IdOOfwuA94Yn2roSFajyMyjKwSUuiL1YxNW2kaW0BqSe49X3h8KGOre1ibYVzPqr0NmEbuBvDFHqYmPn4t/ZKLpm5BOJ2z9oksWtXZDTGx9LQZ+N4pCSMQqBpzHhna5qZucnObDFnvn2Uspi56K+CVDeOrmjZdgFm8ddZrOV0AN7a1IYsC0v58yng0EqDHRBBBIkjKtDljEoysygpLEowV/1lRo7SdZnFAkIoTLevYrp9Nc/7gx/lOx/4aO5yt4dy0YX/xg888iRG85/jo//ydq44+GGuuQre/tZv5a53fzb//N4Xcc3RBSccdweO2/8tvO3v/pxv/+GTeePLP0GQRJs2uPxzLWltxmIrcc5dNwhx8VUu+dX1NY9xPabyTar6Iv/6wBBXKSKPBb5JVR8sIrcDXobhHicDbwNu9eVA1FNvdry+7k2fYM/u/R40FKAUT46zD8nUlZWmNZk3FVILSaxcH+Yso1bZWBNMO2Rn77Et4ZKrjCy0d9MCsUOEplVGSdjaFq45pLzvfX/NC174Ap797HewNhJOODkxbpUUhFE05P2Kgx2fvmDOfA45+4IVaEZC0zZmYKuKSnBS+lJh4QvUSU/VF7AGYhOWNn3/9Obf593v+ice9+RXWRp8trFfLdbHF3ctU+M9AdVubAeKC8YQjcEMnG0ynKzXxnvwIeIhriZT5sFqo+6qgZJNpo//fPSAq5QsfyYFGLWRtbXoAVOFUiJ9DyUXumwuZtvbmS7DdJ5ZzD1MfAdZTNQwEII6CUyJSSAUpIrpS4LYpGQtMm5trG5Jg5bMZ5Z+xt/JRZjPOrq+Y3u6TT+f0fVT+r6j5IXHIXirp9nvM8MRltERFKMM6NC+OSAtyXAozKc2DO12iIwm6zRtS2oSISYGIWEtzcpVXuISLrKNPfCsp92WB/7A/2K+dZDt+RFGa5uMm3287U1Pp2GLEieo9px281M4fM3F3OzM23DgdKGf9ewe/wKv+99P5f7nHc/miYVPvPsAn7v0rZx9102uvKDlxP2356qjH0WaKW999RGuuGT63zuFARCRNeC+wM/s+PbviMjZ2Eb8+eHvVPXfReSVwPmYvuvRX27zAGibPTzxV8/jd579PvoeqqPedsMGSo3k0jEKgfUNYd/egJSKhEoKNvYqKFmFo0dherUyGSubm3bahhQ47aRKm0wAVkplPo/GbhQhBWVto/CiP/tzHvXIR3LSgcjGLqFJle1jTvfeVWkC7N1M3PG2G1Tg0FFha6YcPlrY3jZvDCo2KlUDWE1oZryPYRycUqCJXtnEalWG+4K+653voQwpdhKIjVDVRqmltzGn6SbE9TOmIDYLAatWAjaCDj6OtT0i+eIYmpXoo+BKINDEBAKtU/JFAim1tEkJ7n5fvW2pNVGL2SUc21qgxU2fg0+5gpLaxGhcmPhkabZouejibWaL7GNZw14QG423yRETwd3OWsMGillcqrdeXY2MQmDSBoJrTvpSEImkVhiPzFyoW3S2SQYIoVJrD1op2aZXlc4wquyvKVeqGE7lc2Eju4m3GCoUzc5Z8ceNjR1mJBt590LJ4lM7QBJIsSkh7h5W7XUX7F54/JPPRzTw9F85nXvd/6f44Adexem3OJsjh66i6i76fCWjdhfHn3aIk28VCe1FfP7CbS75ZODUr/slvucHHsCR2YfYoydwyaWXsblrH2ee9Ct86I2/RZbzKUduDXs+zPr41Bu/B9zUiWS7j9vUT118CBFha0s5dLiyWGRKNn1Gag2RTwT2bMK+vcr6xMap1bkFXR+MyVhgPrVRXDupBK00bWLXmmkiIlDF8lyLE39wYdR3fvfdOW7vPl74568lJaH2wnRqLdaJ+yvrE1Prdn0lBEuQP7YtfPLTUw7PzGU9xcgQul20WkA2rqeocQd700RkIUIj0TJwEzzzyd9HqYUnPeO1UC1tvu/t+fbLcagRzZsQ3TcWfyzbGmo1xmvOSi69s2gNo2iS2QAOvArjaAxxmFYhyUDgq7rcbhRnfXoY1IrXr7be1LEVHX4OpJp8f20j0raJI8cyVx/syEWX0oDJWsvmnmSfTSiMJ4laXCNEZW0Mo1FgNjWZfzc3LCG17p5f7ftgtHToiQSm0y22p8fIeWH5v1lZLLbZmk3J/dwMltSqO9vQIkokRMNWajYxokgkxdbfXwNnq2aCJKJRcGnalvFkTAiJGgJaormxLSMkbPQ8iD0lQBLbsEOw57B17Ar+4e+ewt3v9jM87zkPYrweOW7zJI5uXcXjn/g8Lrrsefzb+xvOPLflkis+zq1O+W7+9aN/x67mNmgs3OMbH8dz//iHOOt2G7znjZHdxwk/8uOP5Pu+9/EgPXe/8804dPDQf38F8t9xjUaBf/voe+j6Y4xGG5x44FvIWTz2IDBqbAoSPWFtMR+8PZWA8RdyhUWnzOd2km/ugl1rhj1MF3Bsar0o0iG0jJIwGhXa1nCGXA31z7Vy9FBxf1KgwtqaWeVLUPpemPem4Rgl5bhN5bRTRmx9dm7AbKzuLh4s+6UdLA0DtboIrBqAGkKhVPMqKWp2BqDMZnMbCSKsjQK1BMv37SF3tqlU9+joO/PCqH461jrQ7AEnclXMnjAGpe9tY1YnjQ3XkhZfnM8wuKmx0tyoe3bWmoGA1IwOgsJhMqPuOK+KhsC8h3pMmazP2LN7jEjk0ss6JDSEVNlYT5ywt2GybpOxWqFb2GbXjiIpFkbjyu69gcVcOHSosnVMmG1ZxKhKoWIGRbH0iEaK9uw/bhcHTh0xmxa6RSFoZjpdkHPl6NYW29tHDQANgRQS43bM2mSN3fvX0RLZ3uqs5RAhhIalcbWqOSu5YVPXF7pFJvfiAHCgbZO76IEUoc9eMYa0fK+isLQ6nM+OcPIJp3DON3w7f/u6x9DEyplnHc+FF3yee937UbzsT17AN9wNdu+7jKPTQ9xsz705/6Mf5I5f/0N8/oKr2LVxFf/4jofzi4/5S2515rlsjh/PRZe8m39+33v43Ccv5ILPfJpTT73FjV6fN/kNZP/+W/DYn38IZ5z19Tzy0b9M11mfLz5q214UZvOOzUlDbRsKAZLpH6azwnxaWcwzIdqJvL4Bm+vWRhw7JmxN7Ybc2BUIqUGrmk+HJlf6ZrqipNTSxMSll14NsdDGEW2T2H/8biQUFp2Vs5sTY3WaTaCwb3/gjDLiqsORY8cqpWbTjoTgzl6gWqh973wScwwXgaSJWnv7XzaSV9d1TLeP2chaoJSGRVfpegNdwcl1IkBvJjveHkF0ToqhQtVHO/PZkC1rrc5wmc+rM1KDbZo2SLEqYGeCWoxiPJbiDFCsorLDfJjmZF8srsGRQK6VrS1hsVgwHiVOOmENECbrwrgx4Ln0xuSsFuZDlMh8u5JioF8YBhIi7N0b2Huc0cyPHQ1MZ721hxhBL9fCcZuRUw8EjjtuRKxC1GziQZSjWTi2FTh0aM4111RigvVJy66NyHisjCLMZ8LhLegGDEhsuhUQV+LbNKXvCqXAYtHT9Z0dDA4Qm54IaIVGB8d2958RELd2vOwLH+Plf/0UnvDEN/DK1z6Bb7zT99KE82nbqznl5Dtx+cXvYs5/8o+vKZz9LXDsopM5HD/Izc84gc988kK++W735+9f92RqqnzgI0/hEx8/mZuffj/e8ob3ceZtMm95y4t5wENuxSuef8GNXp83+Q2kz5mX/e/Pc+jgp3j721/G/R9wN2azTAyBXZtjxhPo5nMOH5mysTFBJCFiZeLRwz1d1zMeV/bsGbG2JqyNhNlcOHio59DhjiIwaVtKhtE4sGtDzcBouQiEQ4cMK4hA7rfptnuYZHbtOgEJgUMHlV4MoNW+UqfK7g1bVKUvNK2wf0+imy5I44ZRm9iaFYTKaBQdjDSmYfRouCjucNVXRM2FXbCpzHx2xNiPLluvtSLaGJNUA1WEtt0kxgmLPiwp19Z721TJWgwXEkajtadoN3cUWTrQ288oaF3GVZYqUNWMlTyjpmYzuwnRnMFw+T8DY1TVsJdopj9W7g9Ud6N8d/PMZJRoGuPP9Avh6CKTmsBkzQVlCrmvS4r9kGOTfLycmsDG2CJOd+eRCTELHLcncGC/m0iJ0gBNLCDB/EKAjUZJa6B1hIiyMSmMRspslsl9JKqipbLWBLRm5gtl2uNRFMaIrio2c5eKqFUV66OR+Y4M1gpuDBQxbYy1gPYeFTXzpqc+6T487gmv4vt/8Ek840n3Yi2dyH3v8xie+p778thffD9795+GBuVB37nBLb9+N1d/9hyuvuIyHvfLv8Ox6cXc++735hlPP4/bnr2Xg1eM+cj7DnP3u5/FN5xzR5q0xgWfOZ83vuUQz3rON3HgwM1u9Pq8yW8g0+lhApWTDtyW8x74NA4f7DzKsNB1HTEFYoj0YrGLuReuvLyjzz25L0wmIzY3J4SmsOgjRw8Vrjk8Z7q9zWI+N2R81y5y35Jzw3hsI8++CFUy/cJMiUQix6bbxABra2PGkzHUwpHDPc2oMff04ou8VCZjYT0pG5NI29iRv2+3cOVh4aprOjecMT5GCKZa1SBESTRJqJpp15UUd9H3xqT9whcuJpfCxuZecsk+cuxN0RsaYgMxtIQwsZ5bG0Z9optXtuY9MnhuiJ3mQQqNRCQ5Bb0WahH6OgC19nyqT1bxSYQqhGRh25KMdavqI+sQnExnJ/9gFGxjTnG/Dps+BY+6EDFM0awaKjkHcq/EWEgpokVZLDIxRvpFWWl9QiWlBgiUbLkopZhKu+szJTeECJOJMk7CsWOVeVfQbDjJxlpk/6bQBOXITFEim2uFjQnM9sH2VsPBwz1tEHZtBnJX6EMhNpk1MYBZqxkgdcVc00SiSRmAQF7GSsRQkST89tO+g1972usJBLJXd0GMEyJBSAivesXT2XfiKfzzB1/KgRNvzaMe+1xOO+W2tKMJv/T436cdX8kvPeEO/PiP/Tr3+PZz2Qhn8ea3vpxb3H6dzc2bc/HFl/GEF92FRz3iJfzTe59FLjNOP6tjoe/jKb/2GoJscPdv/T5+77cezac/cynbW//3qez/v127d59ArnPe8Lrf59vu91iGO7JbzEw3UibGAEzCYt6R+0KfF6RG2NzcYDxuCEnQGjl0aME1Vx9mPt2mrwsUmKRdHD16mLZtkLCHw4da+s5u6q2twvbWNrP53CzzR2NiTEwmE9bW1+n7nsVizhAQPZ+ru4VHjm6Zd+f6uNI2dnounLzVjBPTQ5muF6ZdYdxGNjYSk3GgYNqOFBOTCbSjQEwbjBrlpAOncNHFl3Ly1+1hNjergeS8tFyFtrGyvlsIs04puSLRtEAxGVbBvM12AAAgAElEQVRSs+XxGoJhDm25BkqudL0BrIKxMJvGKNbGE7ExY87CbLYgz8UzSzIxWsQGQJN6YhLXBBlVu9aewXulmLkJKhGtuiKnqZ3KpQqlGo+mz4r0xvNJVejILozLq5S61lqcEIXRyKjlFgkRCGFOLT3dlnLF0Wyq2tiS2pZ5qYzbNWZdYDxRul5sAldML3ToiDLdmhJDYXLcBv2scHRrymw2peTeXhcNIY5JbUtdGCVOpHhwu2Uav+udz+fCiz7CdOsz3PPej+WqK7/AZz/977z6FT/LhRdcznOe/2lCKI6F2YTsgd//G5Tc8Zxn/xD795/OLc+4Iw/+nn284vUHOffOD+bXn3wGj3r4a3jfe1/Ipz56Kd/y7Wex97izGMUtTr/ZLfndZz6CO93uR/iLP3sCfQ9fd7M78O//8k7OPOs2tKOL2Q7K+mbD+z/6HvYef2s++W+fuNHr8ya/gVx5+QVM1nbxfd//KzRtYDSOXHX5UY4c2WZBx7zbpm0nRDKxGtV5kRe0TaIUU2sGSWwvjrG9dZTZbGZSeoUYEv18QWobStlAOcxsPmJrmuj7OceObrG9ddjIbGIh0jFFNjZ3E6Iwm884tnWErSMNu/fsYX3XiPFI6DurLvqjZoSzMa4QhI0WRgcq46OBQ8dgMe+IJTIr0GchNmYcY1MY6KuQZkrbKLrLhW59x7gtTj6z0aAUZa0RxqPIZAJb0diti2LYRbuuSBX6UgkhkrvKbFbp85Do5zL6rHRefdD5FCIIa6NoWSNVfWNrmM17al8pOVA1mGu9wnwRaKswbofwKVNIz7veWh+EJEpsAjFFAjZurU4iU7UKJrjY0T6rQOdUfgNkE5ILMSl9zkCBBfSLTErQtJFxgsKC3G2xWPSmQxGgMaJYzpGjixnzbsLaemI8sXbs0DFlvr2g1szmOLKxtobmyrHFjNlsyvZ0i9xnm9lJQw2CSmOcj6pug5i45vDrSXGDb7vPz/ORD7+Sv33N7/Lp8z/CtLuKV73iV7nLPX6Ss8/eohkHI6dRQG2T1hp4zWuexmMe97dA5U3vfih3OPfrefoT78PPPe5VfPSDl3LyCS/lsksv4Lee8y4e84hvZs/eE/jsv824/OqDHOuu4H0fei2pnky7eZB2LQC7OXz0Su51v5/k1S95OW/5hzeze1clxZ7de46/0evzJr+B7N13EhsTB5+iMm6gSQuizFAaqMp8NkNCpSnmG1HJdLWn5Ayouz0dYT7bJhAoweT9pXSEbHqSUrfouwUEYT7btgqnWj8rQSgUGo287f2/ycboNF77mr/gvg/4dl7x0hdzr3s+hAMHzuCB5/0so/U15osFMYyYrClbvYVjT5pKiJGigYOHDKRtWrHTU1xEV4VKIaqAM2lrrCAwnVlZnIsZAE2iadjSSN14yK12FgG1IFzz/miN3VF704ksFrBYZOYLa/dyqe6hokvNTdUhOtIMnqfTTDgyp02J8agQGyGkyKRJLkx0FokbUkcnRPWl0neF2cLdyYMFLYkkItCIsLb2f5h77zCpyvP///WcMn17b7DL0svSQRALiiKo0Yg9xh6NNbHEntgNamKJGo1R7L3EAgqKgFJEeq9LXdheZ6fPnPP8/njOLOQTk/jxe32/P5/rmmt2z5w5Z/eU+9zPfb+LgdernvrK/sHCkrqqt9jKQFtRhhyyo1RTDYWsVUVgTejYJEgmEkqHxRJYhg2puOK7WCkMXWAJXRWjLWVGJXVlQh6LSSIhu4fkBxoeQ0fTDWJJm1QyTrg7SCIeJ5VKIWywDB1bupC4sbEcOoRGV3gtwe6tFBeeTGvLGtbsfAu318MJ085g7mfP06tiILt2riIej2K6vBw39Wol3SQlkCJtAXjqqffx9pvHMmnSX6iuuJK3tl7I0T8r5pLzSrnh1tf5+MNHGT16JJeeN4RZb9bz8B+Hc+rlBTz2yBUMGXg8+w6uIsNfSUfoAHv3LaG4eAhRVrFsybsIIXDpOiWV/UB4aGlZ+6Pvz598AInHwrS31VJW2k+5jdk2HlP5ldiWsgMUhgc0lyrU2eppqOsWtpUgHg0Ti3aTSkaQjtqVZisQlYUi2wlLRyQhkoiQSqnpkW0lSVkpbGx0YWA4JLCyomrcXonfW8g7r71HdlYvOrsb2LZlPd+ueIeK8oFcfNGfMHQfdtKNJlyYhirSeQyJT5cMrtToXSZo6hQ0NFoO98YhTSU1LCmQusB0NCNchsPIReEpsFVp020ogWBdE9iWRsKCcBzcBvjzlLpXNCaJRSVxbEd2z8HR2E7AkhoaFrqjy6qegsrmQUgHpwJIqZG0UyQjqoDpNjU8XgOPR7WtbVtNozQpenxcVUFQYJg2Lmc6Y+iKym8IBTGXSBIJhXsxdIkmJabUHGCbUKXRHvNn0QNYUzUX0xF5AoHHKRKrNVOpJJYWQBomQrNJCakIdcJ02tI60hbEIhJkUtViUChXwxAkMLEiFugWWLaD8rVJWSCFhi48SOEFYSIQbFn3GVs3LWTUkW6S8WqW77qXjs5auoKN1O06SK+Kabj1HPbvamLmnzey5JuXGTfhbIIdDYTCHZSUDujJvhZ+eQmDhv6ak07+mJ07via0s4ELLruXRCIDU/8lc2ZfT3bWcbgD1Rw1eRi/vrCKG+9/mG/mvsegsd2YGDQ2RRg02MPCL6oQmiAug5ieYeza10xFWSGGO8G2zasp7+ciOzv3R9+f2n9f5f/fEcjIw++rJh5XtYG0I5eu2RiarVzKRAo3Kfymgd/vIyMjF9Odg2bmIdzZYPgQuhtNMzFNFy6vG8OlwD6my4MuTLCFI3ScRNN0ln37Ea3tB1m7+gsWffMK0rawpEZeTl/K82bQ0dLC8KHHEQq30afXaAqKs9m1dwvDa6bzwEMnk7DihGIROttSNDbbdIW0njZd0iH82SmlDubzaGQENLICCv4d8EuyM5JkZQh8PoHHJfEaKujZtqQjaBGNKLAXaAipeDLYYKckyYQkErYJhiRtnXGC4SR+n6R3hYv+1R5qhgQYNiBAaYmB1wC/102vUj/VVW4G9PPSp9xHRamfgnwffr8L09AxdR2XaSpNE1NgYROLpujqjNPRkaK72yYasYjEFDw9mRSkkkrvQynGCbA1Zd+QlCQti3gipToqKHnIeNymO2gRDlkkohZWUk29VFTQHJCdwOM28fpM3G4NoSlQl5Rqm9GIQv7GojaJuAfLysSSGUiZjZR+rJSbZEpXqFArjV0RjhOcAtWpKZ4kEtGIhgziUZOUzEa6CjC8JRiuEiRZgIf33rqPHVuW8tYrd1NQUM17Ly9lz/Zmxo66i01r9jNwwOnc+YftbFq7CrdZwoQpHnbufJEJk8ezcMnl5Bf1orKqBtP0EI0209K6jl0768nIGs4zj09l66a/U1g4nq/nz2TJgufo03c0vfp6iScbWbfuKQKZY6nsNxh3qh8dwfXk547li89XMmjYaaxcvRR0B1SHxE4mGTKwivwSDzFbUDX0GC695Fly84t/9P35k89AEskI8ZQg3m3TGVIShFL4cLmzSMTCTtaRVPKCOBL5hobhMnC5TLw+N4FAJrFYmFQiimUlQYKOhVdTtgJCs7EtcNtK/eqB+87kgl/exaOPXM7FF/+ebVvX4DIDmLrG668+x/BRlVgixaZNC5k2/RK++OoFevdxcf+dX7Jo6cuccfqd2HZK1WOSIfRoBgm3QbvuALxsm1BU0h2WoKuMAilBlz1090TSVl0RWxC3FVZEMVgUhyaR0GhtTdFpQIZPJ+BXfWavF3IyhEKvIghGNbpDSmMkEZd4vJDlAV8WVBW5CPXVaO1O4TMMAlkmli2JxaGjW9k32NIk2GnT0pygvTOJrVkYtmMBLiz++qezOHCgnpxsP5pQ2ccdDy5UXRZNOO1NRfCQ2AhdoksNpE3KFqSiFsmkRVa2B8MEI6UU9S0Un0VLqaKuaZo9mQcipdTsnd+V9opj8SRteggSjmteWr1dSsXiVqr9DkNKU/WHHvlDB7CXttpQyndOoBaG0/2R6ELywbv3khEIkJmZzy8ve5ghw6bw5dwnqBwWIzMzjzN/MYN1a5ZysPk9uoNNCMukd3URtbs+59tvVjF2/K949MGTueWu2XhcOh+9fznTT3uB40+6k1h4N3v37KJ3nyjtbesoLM6jo93DgEFHMnrc0RhmMb+9YjgH8t/DIMCm3Y9SVd0fKb2ce+mJLFv0KWWl4/h21waysloZPraGg3u6qD/QRW5BJ/17/ZyDDVv5yyO3sH/P/h99f/7kA4iGznvvXYK0vRh6BeUVQzlQ9xVHHfMg0nRj2zFHOs+LcPuRQleaoCmF5lQXnwvddCMkjj2DkhA0dYHbLTENwY5tq/BmVLBk6Yvc/8g3hLpbef6lHXS072Ts+JN59qnfkbQtxtWcjFs3EfY87vz92/zxwUtIxJN0tw7ikT9dSK8qD7q3hng0TMrQMU1VpQ+GNCIRHd2jBHcz/OA1FfHL1AxlZK0w3sriAIFlCc4/fawqBGsa5aVl6JpGwtpNY1c9fYsG06ugiEg8gW27MDSclrEkhUCTNh63htcNMQelqpuK4dKdELh08LokFfmQSNp0dUHSEhguSXam0k5J2TYZxTp5OR5Kcnxs3reJPz30N6ZMvYbs7DIsK0Xf6t60trWCgKEjp6GLtP4s4ADHpMNMlkjHm1bvmaYkLGjvjClld0cXMt35SZuZ6zoYho5AZQ2GTo9WhkLYKiSvQvumt6xEfAxDc5CdhrNcOK1sW/kd26puIqTWo29rCxvhkPXSQwkrWQgJs168mF5VY1iy6FVOPu16li17BVuv57Lr/sCab9cwfKDNkm9fYOsKydGnFnHk1Ey2rIhzwSVzwVGe1w2dE6ZdzOuzbqa8sg9nnPs063c8wjsvfsGosSfz5gddPPrgGD5f/wT9BxpMOuY4/P7xPHj/GWRlVjDhuAlsWrOessooBoL+VeMZWTOdL794nuLcDLTADnLy24mHM1gyvx7LbiTgzyUezaSj62v27DhAZnYRqdSPN5b6yXNhhgwbLf/2+lzO/lkZP5txGd3BICuWfcE1Nz5JdnYReXmD8bizenxJcTxN1BWrCpCarhCWGjq6plTF0j0zzbCoP7iR+vqdLF70D46dfAGlvYYTj4Z5e9ZtXHPjqzQ37+GNF+4EXadiQDduMZjFC+bjCoS49OI7WbXuIzavqWPaWceQ6+tFXs5Y9rW+x/C+N6PrBh63F9Pjw/B48HgM/H6BYQhiCYiELYTQcBnOhW5bysFdEyRTcOZpE+jqaKGgqIiSgkK2btvJp/PX43ULAj7V5UkmBB2hegpzi8GGZEr9/6YBpsvGZUikNBRfJCnp7lYFVGFKTOfmSiGwbAVkM5xsIZmUxOPKWrSjdTkDB06kq1uStJWWRyqRwu0ziUZtOjts4gmbSCjpAEUcUWdUlyFNjlPQVg0Hm6/4MZbA1KUSWzY0R5NDOrRUxeZVQd+B0KICrS1BSEcvBUtB/qVwcClpkWndCWRpsp9w1lf4DJzisUpJFCXhEJXHdgy0HXSwZjtYF9i1czXz5z/FaWf8ntVbrqe9rojCEp3NGzaSipWQkddBXm4uReUZmO4OXnpsH8+/uYErzh3Kax9t54N372HIsGN46/U7aWns5vgpZ5PSN1NSISjJvYkXn7+aa3/zd+rr17N63dtMmnADzz9zJcHOKDN+cSNLvvkL0sqid58CJhxxF+++cRPS8tFnhI1ha7S31XHkpDPYtmUJ2bl92LZpGy3NnQysKSOSaCEVcdG4H/oNdTP73YO0/khR5Z98DaS7u5k/3ncmRx47nNbONWxZv5KjppyB21VMr94T8Qey0QyHq2GgevDCBpEkTcBWtQdlTJRIJdWNkbBIpOIkE5CfV0MiJohGm3j3jTvxujOwSVAxtJO2rs3M/vhx9RTUdEaNuJru0DpOOv1Cbr1jIc/99WG2bwjjCsTJ8x/LkIGX89RTt/DRa6swPbloZiZC96O7vBimgWVrROIqOKjbSRCOpGhqi9PQnKCxXdLcbtHSliISsXjr/WXMW7iL393xJzQ0YvGYahPHBaGQRWtbjO6wRSSs0dyyj6bmMO2dcaJxla5HohodQY22MDS1pjhwsJuG5g5a2ztpae2iqTlEa3vc8R7RMEyVqaRsgeGyMUyN7vYVlJZNJBa30AGvrpHpl5hug2RMTdVMXRVTXYYjIuzIAuiarfxdhY3mTL+ESKleh5OV6IbE7dHweU0M01DsYguSSduBgksSCYt40iaRVOLayaRjSi0Vm1miMha1TSXroCw3LCwrpVzqZLoVjBI1dmm4PQKPT8Pt03F5FBvaMFSGYxg6pmE6AstO7U032LdnE/36j6d6gJuPPzkFr51Ddr5Ba9t6brxpORdccQnnnPcYx5/0e/qUX8rqb3fj8UdZMP9y3F74/JM7cblbeeWFm6g/uAeXAc1NDXj0Aj59axPRaIjBg0p49plryC+oJtyt88yT5/LIkzvJK7cYMvgEAt5RnHr6nRi6l7UrX+LKa18mN6+UM0/9gIL8Ppw140G+mvc+hl7MZx8uRZqtdLYkaT7YhSXDxGNQ1LubPbs0EqmuH31//uSnMC53NraxlXFHX0tr6wGG1eQS7IBorB0hlBqVQ/x0RtqpTvE+eoZUc9e0WrryBVEXuenWOPaYGSC76VWVx5tv/4xhA2cwadQN7N2zkO7uDnRhkAL21b9ClHrC1jw+mfshAwaMwle2mZXzBE/MvIdb7iki2BFk7BHTuOnGoXS2hvjd/TdSM/BuUimB16tEfiIpgTAEySQEg8rSQRBDSgPNMEDamKaG1yswjCSrVyo1SIkkM0PDTkna2rqIRsN43D40zcV9997GWedcSUlRH7oFdHbqSlRJU94m0UiMWCzaY/QsEdi2Ale5XC68Pj8ul6dHhFV3Gbz90n1ccOmdJGIS2wGeuU1H+dxOYVsGXr+NaWg0N0tEHIWHQHmiKG4OTkJxGLHOyQ51oXRTrJRFNCrRDL0HAq/c7tSURTPSGQyOApjDlE3LBIg001dpzyatpHM1aKRFmqXD4kUKrJRFmveTdr+ToFTpbFVLE5p6GGki/V0F76+qGs68Ly6iO97JhPH3EAwepLW1kdVL42z87giOmlpBU51Ge8c2/N5yNEYg5Ep69z6eATW1FJVOYuH8h/H5S5h52ydkZpXz/LMX8d47H5OVU8jMh6Yx7aTruOqay/l26euccfr9vBK8Fl2TzPxjI1ddls8pp9yDx5NBr/JJLP7mVTo/uIu1axZw89VbsOxGBtx3HiPGXcQ/Xn+eKSdWsm7DAfoO8xFPtOFNZROPW0gzRU6gL9HQhh99f/7kA0g00kW/PpfyxvOvcNOt77Bvz1pO+/nFjioUpPt20oEPK2d7VXAkLdbSk2c5gaOH+KQ5EojK17XfwBoK8sZwyYVHcPuNx/KLK86l74Dx/P2pNxk4sBrQqdsRJR6MsLtzN6Y0KKjsQqeacNdOTj7jBMLhenr3K+e7bz9g2Mhj6Dc8j9ef+5CHH79H2ThagENJ93iVJWJmpkE8qSEwSaUkyYSNdLxv4nGLRMKmq6Ojh7UZt3QS4SjhrjCJRIx4NEbKsrjglzcz64X7ufLX96haj26g45gvoXQwpC1Reh9gk8Sy4kip43YFSKYSGIYL3bGu0wwXK1avYPppQYTQcUUNkokkHo8b3TAAgakpj9ucrBSmqbFnlwsrlVAFSamg3QLNKWA6kcQ5F2nBJXVKdKRtgC3VE99wzqsEqSt5RDXjUAFDE7bjSeyYjFkaVppboxlO3yaNT1EcFDUDUnUTFdTSHR4OtXFF2njbZu/ejbz56l3s3LGGl14/gBCCSy8o59QZU+nb71gyAsV8Ovd2dEvnxlvWUr/3DAJZEeZ9sJq8/BL6DhqKpdfSuL8VtzfIs4/N5O6HZ/PWa7+juLyauj3bMQ032DZXXPkSSxbkkldo86sr3+GRh89h7/7PiUX8TJx4PsVFw9m5cym52eUcf9KvQCR4fdYVeDIzGD/+VOpbPuKtj0M88WwRXXUVvP7avbS076SgOJd9DRE6mgtpPBCjZlQ/wsH9dLcGKPEezZrVi5RP848cP/kpTEZmASXFVYybOJw+fUfQ0LSJr768iXisha21TxPs3k4otIG6ullK8EV3YNI4FXY9fSFK56miO5V4HU0zEJpBe9c20CAvdxRSworvHmHK9HHs39fKzLtuxnR50JxDNXLkdEaMuoOuRo0RIy6mdmsX29e1c9IFJWzY8CUHGpfgdrmYdMzpTDzyAj56dR4z/7wO4fixpJKa4u/oSmTG5dLJL9TJyzEI+HW8HoM33jgHt6kj7ZTS40Sjq6tFdTaERiousZIpNQWzEkSjEaLhMPFYFIFGJBIhnoiRiEWJRsJ0h7oJh7pJJuLEkzFi8RCxeDfRSIh4NEUykSAeC9Hd3U2oO0gw2E4o1MW6le9zy81PE+zoIBIJ0hXqojsaoq27i7ZgJ23dXXSGI0QTNt1Bg1gUkCkQSlpBMwRClwhdCQ8p7xpH6i8tH5lWNTNBN60ebx01jVGdELvHNEpNg0xdx+U20Bwsh+10XQxNU219y0azbMVPsi3VBbIFpIRKOmzQhbJt0DXVvVNhzvEgFjYIi7LyPqxft5z+AychNMm1V9aQSmmsX7mX119+hr79TuGG6zYyfvxd/PqSciS7yC3MpLzK5Na7PyEkl7Psyz20NrfT1pbA8AZZtOQ2rr7uXeZ88g7Z2VV88MHd/OLMHO6/ewjHTC+job6Dd9++mTGT+jNk5EgGDDySpqbdTD3pQkLd9RguSd8+o/l8zgPYVh4FeWUUFA5EM23uu6eUcOMAxh1RRVtDA7/89SQG1PgoyuvF0BFZDB9j0qvMT8PuALnFrSTkd2TnZuDx/vgw8JPPQDq7aqkZXYPUQxiG5OJL/+wokcPQAdcjFf+ZrOwRCBRAKW3roJ4pDrOUQym0JlBFPucJVZBXgxCCVWtmkZWhM2jQb1m9YjbbN7yP6XaR481WquiayRdffIjQd9PcFGbHzpfwMpC9B3dw9i+ewOW/lbnv/gNfXpQx46fQ2bmTK667iFBiJTmBIxCOp280rJzLJIJQ0HZEe2DJ1x/y/juPYRhesOG6ywZjujO4+rfPEA61o8y3bYLBBJoAlyeAJQWJZIiUrYoq555/Ax2tW/Dn9FYtR8sJoI7ru2VbDsLTyQSkIgDKZArDNrFtA113oUmD5d8tp7R8PNJKEY8bh6YXqK6Qy3Qh3B7CmiAac5FKKbSw7hQa0/wXhd9wDK3ReqY0ybgkZTkWHIbjMSNRgEE18yAtzIzUnBa+ihZW6lCRvMeDJ13w1B1hQQFCqiZtuuKkuD5pDVLFKhbqz0KgyIDpjOj9Ty7F5TZIJPagGzqRcBg0m4ONezjzrNuwUpIli2fyzeK5VFRp/PrqOcz++G46O9xcd9lkBg6tZujRWwi2pLDsXFpbghTnTeWW64/gN7deypz3P+eeBzdTWVnI7trtHDvlOvbv/AVlpccydtzxLF38FCMmwKo1zzDt5Jl89MFTPPTIt7z31l3cfNs83njrTFo6Olm+6laKskcTyd1FR12Uzz9fy+CJmcQT5YQTqwjox6B75lBWdD7LF39AJAoH92YTi2hk5Ldjyx/fhfnpZyCBcuKJBiZMmMKiJbeSijdw2w1j2FP7FWtWv47bjON165iGkv83NMdI2qXhMhXyUddUYUzXbcfLxCFiOTGkuWkXn86+mYVfvURHh5v7759EbkEGl/36eY487jQSsZhDFrPJyM6iflcGhYUFpKSbkiE7Kejl4tXXbqJv4X3E4wnibQH+/tQf2bFlPQm7jScePZe33pzBnr1fqscrOvGoTTRiEwlDIq7YpKPHnsakyScR7Gzm7dcewpY2LneMN1+9jVRKEdIM0yASF0TjLtBzcPmKCWRVkpFTRSCnHH92Ce+//yEZGSV43Tl4/TlkZBWQmZGLz5uBx/TjNj24XW7cLg9ujx/D8ACGQlsmleE1SA7s2eN0t3SV7SSTJBLK5kBayjLCTlqIRFphXeB2Gfj8LrJz3RTmuygucFGQa5CfbZCTpZEVMPA5AlBpqwdwzNJTyu5TGUEpcJdwgpAQjnOfpnA76e9puqPj6mQ8mgFCt9EMCUIJF2l62khLWVKkC6yGoWG6dAxT6eAKTSB0nXgiyVmnlJGTVc2EY2soLHNx2UW9mfnYfB6YOYdrf/MU3ZH9CCGYdPQtxMKtJOOZfDn3VtzuIAVFOnlFYeJRD8n2QvKzByO0CKUlgxgy5DhmnH8VH781j5bGXK65dBLvvj6PfbVdnHjUcPpWT2b//mXM/+wBfHkJROQ42rp2Me/jV7jgwplcdE4ZRx97Gk89diadLRbJYDHHHfM027fuIdoqyO51kME1XnTNxbZVnxNt9xPIW45meKnd8wqPP7eV3v3bCQdVRmy6fap9/SPHD8pAhBCzgFOAZinlUGdZLsrashKlfXq2lLJDKCWbJ4HpQAS4WEq5xvnORcBdzmYfkFK+8t/2nYjHeOSB2znr7N8QFVtZ9t2rXHH1TKTQmHLCReqpakkMW2DZwlH1cjRG011ApKOYrToTSsfSRhqA1DDcnZx26qOY2uOsWf0+1958O++8/AfGjplKuG0HbrebtFFSsKWdQTXlbN6wlYZlNjf9/n5CBxcSDLXz5GM3UFZeQU6hRm5uKeuXz6e1qxSfayidHXE8Gag6gFTydRqqOKhEaBR9/sSTbmLx/C/YtGERiYTFKT+7ndmz/0xGoJikjJNfUEAs0o7bn+ecHAPdFJgev+LQOJmFx1+O3y8QhqK86yJJIh4lHov0QMyFoeH1eACdZCJFPBYGWxUNNQ10w8Dr8YNHc8y7JC6XgdulKPRS0zBMHX/Ai3K9QdkdWDrSyXxWfLeEV2c9REdHC8/OWu6g0lU3xuXSlC+xpd7zfzYAACAASURBVPAh6ua2e1QR0yZlae+YtOo64IDInFqXUOmHkAaaBEuoYKCbal9qCkT6YuCQGZbaLxLHb0ggZZIbrxnNoJpili/+hNqtnQwbPpmJk33ce/vZxOIRHnr8fQ62fcgzz5xOZlYF+YUZrFvdSG6uJBjeiN87CJ9vDR5/Fy7TYs+OTeRk9OaUM2Zw/aUn0HdIOTPOvYYH//BnZpx/JidOO4f5cz5j6rT+nHbmJXwx9yCPPfkKt996FVvyHmDAoFG4cpfyp/vmUlhcQu3OjYycUEJ7YwRJiM1bX6V35YmYuV/T3BLGk+nnwPZOMnNMBozIp6M+wu4tJl0d+bwxayylhbns2BAnO9tL3c4IpeVDf0AU+P7xQ0PPy8BJ/2PZbcBXUsp+KIX125zl04B+zusKlE9MOuDcDYxHKbPfLYTI+W879vtzqBk6ncLiQfQrvAqXmUM41ojH62XnjuUcrN+p4NGWc5GQ7v1r7N23kAUL/8I333yCJgTX/eoorrp4AhedVwNCsdGEkGQG+rF649/pP3AcJ5xwHQd2Bgm2u+jorGdffRuGhkp7gaoBlSz5Zhs52ZncfMc9jBpxOatXz+Gyyx9mxMgTMAw3yYifpgPNDBxaQ5++BTQ31ZJI7Cc/Z5TT+xCgpRAihRAJ7r5rDPMX3MENVw3nsYdPZ/DwvsQSTdQMGcv06T9n1svrnemZm/oDB7nj1qMxhMAUAreunOLdhoP7MDX27tmBppvYuomFi0RSI5JwY4ksrvrVVG6+/gyeeOy3vPDsQ9gil41bFzBpdD6ejHK8Wb1wZZZj+EtIJeKYGcUYgQLcGYX4ssrwZJSi+/IxA3l4A9l4fZloUmAIjaSEqgqdUNh2bCJtNMOko7OZ3Xt2qdmGE500XVlkeL2CnEyNrICJ12P0ALeEU+yWUmEvhFA8oLT5tpqGaT16rcpox8LSlQ2GkBLbctTjAV2TGIZj4iUcpXs1x+mRGAx2HcBK6Tz70kYKinpjeP2MnTSGcy+6mlhrGYNGVuHxd/HWa1fy2jMf0dKymx2736apKUlFRRnHn3Qxbc0227av4Oxzb8Pt7sMlv5pPIHMojfWdLF4wn5wSuPy6G9iwbhHDhhvs3LyERQvfIJT4moycfJYsWkxBqY9PZz/H1beeyICaLPrUdLJ9XQun/2I0E6dUkZ2/l4BrFIlkmMZG2Fe7Eb83QeseQf2mUlr32fizXWTmFrBlbTPDhpxDeVUMjzfO5i1tZGRW0q9/LkdNzeSeRx6ipXn7DwwD/zp+MJBMCFEJzD4sA9kOHCulbBBClACLpJQDhBB/c35+6/D10i8p5ZXO8n9a79+N4tICec1tU9izp4XBA8/lmMkXO6SpdAVdmUenLSqVgrkkw7uPUKxSAYUcvMEh17TDLjokW7Z8TUfbQZobv2Xbpv0UlhYQDNaya1ctp/38ThbM/pBAIJMkGtN//gs2r/+O+bM/ot/g/px6+rX0qh7AB+/+niuveoU/3D6MnOwy8osD7NzUwmXXPME7r53PCdNvpaV1A1NPehx6JlHqbz7/jBKSqSSaZnLfHz/isy9vpqM1TsueJBdeeyWv/e1hCotGYKCxau1GsnM0nn95C0gb3dQwDCejcv63++84i7K+uRw58RKqB4zD8W/oQX7adhrSDdLWe+QJdW0Vlj3WAWFpPHjnKdz50GynvYlCYQrN6X44HBZN1ZzQYO+e9ykvneEAPKyeKWKPcXkaUOZwgqSw0XQlYaDOW9oW0+mcCM0pqErSz7pD12vanDuNf0rbaBwyTk9/9j/tVg9fD2D1d48wevwtvPPaLaxeMY/JU47g87kL8bgy2LvnIAMG9WLf3jamTvsln376JGMnTmD/nj0YZoKxR+bzj1d34c9wcdpZ15Cb7eXrBQu57sYXaGrYzYIvX2bZkk8oKKzi4MGtGKagpCSHqmqdcDADqXWydnk7vfsHCHfHsSzB0cdNJxzaxfq1O5k4aRpTT72Bt9++joA5Bn92G4HsDvbV7aBzt5+I3YGdMrj1riXMvGcSmfkumuo0MjNhxJjT2L7rZfKyazA8HXw9t52KXlFMvZTmllZSKY1YJMqBfSHaWtv/nwPJitL+L857obO8DKg7bL20heW/W/4vQwhxhRBilRBiVTjSQWNTM52NHo477iJVoBNKfVvJ7ygRZaTiMwgshLBYvbapx99Ed+DJys3ddgBOSkhYEzB0yDEcdfT5VFZNJ5DbitRaSZk7OO+Ch5j9j79Sd+CASrGxadi/hO6uNlKyjT07avn7c1fxxIOXEUp+xR13lJMRcLF983769p3EwJpeeDxw/iWvEI4Khg6+kA3r5jnIR0eNXdpEwkmqq8dQWjqYvv1HEW7J5ZijrqO+aQ/zZr9Fc5MC+qTtIF96cysut8Dt0ZSgkG2xctUcHnngfK65pAaQ+A2bb755mU3r5ztSggoc5TLA69XI8GlkeDW8LompKY6KJUYx65mr0E0d3XTc6HRUbUmXjgCRQDpO1Epl3ULTJXPeu49eFWeStssEA00oTIumqxqGptloWhLNTGLoKUxTdUHgkJ1m2tZBvR8K9IcHA6XxqvdkKc41mP7R+fzQd9KBIh17DgUUwerlj9Leuommxm856/wH6NVrKL2rjqfxYCf19Y0kkgk8/iyi0W7WrFrEC7O24xa9aDrQQKjNYuf6csoqC4l0W6xZ8T4f/+MvFBRk8/TT41mz/i/07tOHn595Gy0N9Qg7h6p+RUg7SWurTTLVQVNdJsUVGdTtilFYIiitsFm98hNWLt/NkadkEUlsJC97GN6cMLnl21i2cAMtLbvYv00QTHQgZADL6uKy846gtbWFUEeI625+np/9/D5WrPg7qxeZtHTuo353IcNHF2B4AkTidQQCXWTlhOjVN4qU0R92x3/P+L9RRP2+SCb/w/J/XSjl81LKMVLKMZrwEsgxGTK8nFdn3cmzLxzB7l2r2b17NWmylLoAHdi0Jrj3jrMZNHg0Kjs59Dr0IJJIUs6T1mLunLv5cu4sRo89ket/8w1jx5/JaSe+wt/+/DBS66SqqrJnCvPZJx+zcc03COHiuGlH4fElOOP8q9m7IYNIMMHmdQep6F3KymUrOLgX5n8xk1dfvoAjxp9Iee8aho+coiwLNYmuSTraajFNgUUjHl8Hf7hrAm6fh5f/djcBbwH33PsVhcV5Tq6kboY7bhzNB+/f0QOgOrB/E+FgB5dd/Qi/vPweAJJ6K6n4NrZv/ZJVKz9Fw1T2nbpwzLA0PC7w+wVZmTo5GQYBr0FjSzMuE0xDdWzcpsDj0nAZAkNXy12majd7vAK3G6QlmH7GPWi6jeFSBW2X28btsXEZtpIHMCSGS0N3aRimhu7WMBz/4Z6aCw5UXDhqZhhoKKaxCvo4QV+B1DSUdqzmNNmFTBujSwdynvZ+UTB0TZPOQ0Rtq75uFeMm3kx7u853SxZw/53Hk5XTwKf/+BOFJVnk5gdwu0w2r9vEqaddwePPLOClv99Gbe06srNKaWsPs2HtAlpaGsjJrqSlQWLbKQ4eXENl2dl8/OYaVi5bxpTpJ2C6TDIyDPoMMykqnUhjfYysrCp693NRWAGnnzOd6j4nYSXKueLXH5KIwc7vStj4nYu/PvkL1n7dzLJ5dZxz3vVs/jaKLiUPzdxOe4dNLJ4iryjM4KFnUbu9m/vvOI2nnzqfo469mCGj+mPSiWVvJtNnIlIp9tV60H0apf0FkW7TKdD/uPF/EkCanKkLznuzs/zfWVj+KGtLnz+Dus0ZrFu1mEUL3ubMGS+SX5RJdfUYJ4XWoadNp57qbsODSpcPPaHUU0dV5mPxdhqbFjN73sV8Of9q+g4dzo7ar2hq2MNLf7+VzevXMnDIcfzyV7dw0UVPgNBU4Q0YOnosnZ0RTD2buZ9+RlN9N2/OeojfPzALFyPxeCvZu7eZzJKDDBiRpKGxlo5mePSPF7NtyzIHaq3+FNtOMXPmGYqXgkUoFGfPtnrWrV7B315egZQa5502mMlTzwQOTXxyC2pYunA5555RhRCSpobdLF04m+2blpKTnQAg2G7T2pJk88Z5JMKdpKwm3Ab4dEUitKRNPGWTSkHKQskLWDYPPPI+q7/9FMPRXb728hMwhVJIc3vA7VK+NaYb3LoqeG5d/xoebxKPW8Pnlbjd4NHBpakWrqlLCvNivPfaH7j6ogn8+oIJCpvBoWkcjlr8oWGDSIFIOMVSx0eDtFiz5Xyefk8pZDKOcbe0nGmW1YM/EdiOXqmFbafoaG/mtVk3Y5oV5BeUcvnVNyGM0cRjKYqKsgn4shg1cRgVVb1x+cLcd99Egt0H8QTacPkiZGYGyMz0EO1K0dS8GX9GE/FEij07bLbueoOrbvwVKa2Bay49hWHjSjn+lONZ9I928kqCSNtk67Z9dAYPEu3KJDOjhrqGhdQ3NPHM4+cxaEgmvSp70xHeyJdzPmHy0ZeTTIX5/PP72L+vg5Kygdh2ioyMDurqIuTlS7ZteReP109efhFS5vDua8/R3Zlgz3Y3WzZotDY302+si4mT/IwcW0akNYtITKG2f+z4P6mBPAq0SSlnCiFuA3KllLcIIU4GrkV1YcYDf5FSjnOKqKuBUc4m1wCjpZTt/2m/g4aMlJHURsor88nOKGbC5JG0di8j0VFDZa8TOPGkX6X/vp5U9clHfstvbnmiZxsyDTzoCSZweEL0wvPXY5peFi/4gOGjjua4E6ficmWyu+5lpJ7D4o8OYJomKQTdkT2EOtrxZ2ZQ1d/A0lyUFpcwpP+1JFIRXn7xRkorsjHNQmKhOKuWr2BozTi2bVlD335jcLt0ikr6c80NT/DoA1exadM3uD1x8kszsC2d8j4VrFu2kY72blyigOohbu6+bzEP3nUhAli1ZiNFJQbRSIJjJk+nbt823D4PY8ZM4+sFH7B3/zoGVB9DXtk+ho2dyOSJT9HYsJu8/BKaW7dQXDzCOfE47Tt5aKogNWxNcOGZI3jlvbXc9ZtpPPSXuRyy4E7jMtTx1Bwx5ftuncHvZ36AyvKEkxSqqWU8uRnTHHpYTSL9/X8eUqbrGfa/fPa/Hel9HbomDp8CqesgmYhz/a9qCIdaqe5fzmVXP8+9t1xARp6N6cmiszPM6DFj8LkrqRxYzesvPEcqFSK/rJPp035Hbd37hJqbaW2xKMwpoa5xJzKZQ2cwimYkGT3mdDZu/RS/J8C0E+7h9Zf/oIy8kjlMnnYqkVArS7/9kKxsL3361NDc0MbgoaNYt+oTuoIhRo3px8ARJ/DiE38jmUzQq7o/u7dtpqTCg6n1ob01QiAzk8efm83ir9+mOxhiwby3ufTKe3j3jZuIhlKU98niu293oYsycrJDtLS46VcTwK13482QFPYTHNwuWPBxM53toR9VA/mhbdy3UEXQfCHEAVQ3ZSbwrhDiMmA/cJaz+meo4FGLauNe4pzUdiHE/cBKZ737/lvwAIjHI1xx1ePUN25lwMCJzP38AXKKY1RXVdER/5xI7Gf4PEXsO/gOvUrPBuCoY0/nnwPGIcjy943t275g8pRTScoE0cS35GTfwpuv3U/+gK0YwkBSAihOZnZumKGDTyAV34C7KELr/iqOOeZmnnz0WjSyScU87N52gJTViCY8HHfcBXQG9+HxuKgYsh+vPY3Lf/0ka1fPZ+FXH+LLNAiFLDSjiNamfdh2kr7DitGppLkxSEd7goMNC0imLKXxIaC0MkAsnkLixZdp0hncxtadB5k640Tefr4TgP4DJrN3z0o2ZrzPt0tmUd57AidOvR0rlcJlenoOh+zJa1DQc2wSiTCaONwhRuu579et/YqRo44Hh+MisekOdjpB2VCrSkBIPn7nUU475xa1F/l9s9hDgeTQOdIOWy4P+4z/8f1/hsSr9VSd41AbmH/6/uHFWNPlISvLRyicors7wpb1H9PWFSSvZCBJuxPDlny3aB7CLKT7ky6yMnqja1kcrO3i8ZkzGTrGxUnTJ7C/oZ4FH3bS2hpn8NAomRkSn3codbu+oXfxBKaeci3333YlLreHrq4Ep511IlJuAH8rV139DEIk2V+3kd0736G1eT0nTP8tnd1baGtbx6xnniYSiXLxrx7gs0+fpU/fkezbv4FEYjOTjptAZrbJ0y8dwco5kmg4ypjJHl6dNRN/piDgi7JpfSeZmQGycix2bQGfT6e9MUZnm6IhHJNncmC7l0Ti8NLk/278oCmMlPI8KWWJlNKUUpZLKV+UUrZJKY+XUvZz3tuddaWU8hopZbWUcpiUctVh25klpezrvF76Iftua62nrmEjdft2sGb1PPJyxuHS+zPuiGP4+fSXWbzid7z64VHkZk1i1cZHiEZDDBgyiv8UMA4ftp3C49d548W38Bg5WHYxf3v6evbt+47vPg2xc127gkQ7w+eLsb32H2zZ0cmWb32IwHoevOtavL5MhtSMpr0pzOiJI/jNzc+QiCUIxvfQ0lxPKBzECpWxfecc/vjgdCLRTu7+42scf9wM5i7axPjJ46nuM5KGvTprlx3g67nraGtpI9Nfyr133XyofiOhdmsjdbWt5OUVMmzYiWRnllJaXsjGlV9yxmX5SGBv0ydk+Ycx+9MXCHhraGxYT2vLVhU8DhsOVlcdL6Hap4UFZQihYWh6z5NcOB2UUaOn8PG7D3DlBZMoyutCWhaBzGx1kwons3G2u3nztkN7cUR99u/7jrLiKL+98kQu/8V40irqabCYeonDXulp6P88n4eWiZ6Cqfg37843Dvu5uWk3uqlTWJhH374uNm2cRyAjQCwKOzYeQHfrWIafceOOIjs3l35DM/jDgy8R7ISi4gy6m/NZt247nfWlSO0gA4f72LdbwxfwsWHtGnbvb8flKqC6ejj9Bw4kEomj6ybbN69j49oOvpvbzYGDa8nNLycQKKaiYgSNTa20tdWyaO6nLF+wH0NkkF9YyuJFb1BZOZ6mhh3kZBfwyruryCsNEO7I53dX7+DdOTs5/bwp+LMTeDJb2b+/mQO7DfoOyyM3N5dQ2M2DT9/NuZdchpU0OfLEYvqPiLH+u0aSWgMez4+fwvzkkahlFQOo3bqeSCiIz9NFMhEl0V1KuCMHl5nJ1KNf5cIzFhPwlzJm2C1s37wCv/+H+1ws+fpNwp06E4+dzO/ueJHbb19Id7ANt+YnHIqgJUucPo+ijotUBVWlfWncn8LtE6z9Sqe8tJita+up291Gv6GVXH3VPEpK+vHGB3VgaaSsOL+89HbWr97Fw49u45cX3s2br/2JV1+8gX0Nq5ly5BB2b1zJCVPPwpeRory0P4buoqNRkpmVxc9mKAhOGvMQjcUZM2kEs2c/jz/T5IJL76eq4kp27W5i0ae7APAxAY/PTUvDPupb1pKbPZY5H8/ihb9e9V+Pictjqv39m+nt6hUref6NJTS3Z6EbZs/y/3mL33HfrH/6ffeujfSuPIL6Jh9PPv8lL765ku8f35dx/IfxIzRt9u5eh9ACHDdlIJlZko7uKINGlxGJdyAQFJVnEQkm+GrBxxx/6gS2bdxHKimZOGUQU6ddRWGFTiBfZ+XS9SADZGQKRo3NxOOziCe6CHXEWbH8E+66+ecEytdTWBygakiKnMxs2jv2MmSCiz375/DpZ1fSULeBRLKbmjHFtDV8Ryzipu+gXHw+jdwiSe3Ordh2mKt/+xSjxpzKH266kGVzt3Lz7a8B0NXVzBdzPibRdhTb1u0jFXUxdEQBdqIST0ELMhnj0Xsepq1jNslklJ3bdhPpzKZ6YA5HT6jEMNz/6+OXHj/5AHLwQC1XXf8sE4+ezP79Ebq7g4QjuxgwaML3rr/i2y/+V9s/evKFVFWN44pfv8CTT5zFpef3pqjUTSIVonJQipIyJx92LuYNG7azdn0H0k7RHdlNV7CJcy67Hl2T1Lf/g4TYy3XXVPHsE3eydv3fCUZ3UDnAQ3V1JWOO7MPaVc+z9Ou/MHFSFQNrMoiFuykqy2HL5lrefucBmhqa2LZtFVJYjBk9kuaDjchEKbqmuKWaBtmZ+Sydv5LevStZvPAFFs59n3Com4H9p5CMFyOBdWvW8dVXrzH99JNx++tJxGup7jeAy69+9r8ek4A/A0gXbf91RGKRf1n2wdtP/cdt/vmhS+hTPey/7htnz/+3h8sMcczkk5g3ZxdLv5GMHD6RCUNPoruzg+y8APt3deH35+B25fLmc//gxde2s3Llh2xauY8P3/0LdXW7qV2bTV5hHI8/zr7dFvUNblYvr8fl8XDF9ffQ2RYjGgkSbsilq/0A9bVeVq9eTDDcxuplu9lTux8tmc+qlV/jcm8hnqqjNXiAsccUkFNoMGSkl9KyPmhCp+7gtzz+6BXsrl2P4c7ivoc/6vlfsrIKkUKnNTgf3XAzfHwpLr+F22zjkvPm8OIbtQwak+Djt/Yx5jiJbiTJLOqirtbGk92XlPWv5/OHjp98ACkpqaS670iyswZiaFk8+Ohcln6zjPN+/r0QEg7U/XBUXUP9ajZsmMMvL72LeZ//htNn/Iprb3iQSMiD7rJpbRAkfPtQtpIOQzRWiNfvQggPB7f7mXjMFG66/CqqB/ahILeY3LwAbp/E9B1g7cp1FOYV4tJ0Vm98nKrqgazftICGpjVMPu53NOwO0NacpLm+g4wMP5WV4yguruTWu57nk3mtrF+/mbIBubz/zvMKeOWog/fpX8Cw0X3ZtG4jtpXFxx+8woqVb1LX9A0ZmTkIJF0tHipKy1n81VfY0QJ69T6Zvz/zRz76+KH/elx6cBP/5kbO8GX8y7IVS+f8x222NDb91/3+vxob1y1g4aKnSCQ30t7lxePvzdYtLaxZt5ZQOEpzUxfxVIyW1iaEHmHk6CGEQh0s+fJLImEwzASa8ODN3U5OuaCoIAeXW3Dg4Hb6Dy2lpDyf+Z+8R36Jm717NxPpziQzq5RopI2jJp/C6CFTIZHL4AFH4HKFqRlahDtHx/Qn6N9/BIlIFrpZTFaJwd6d29ANMEUJbo/BNTc+xhN/nU95xSD+9tTvOfuU/jx097FkBXIQIpdBIwZTu7URt1nOcSeeQ0VlNQC33ryLk04fyd7dIZr2m1T09RCP+ajd3ICd8v3oY/mTZ+PG4l1IabN65SIQ8OeZJzNo0ChmnPdb0vaJahy62A/vLInvyYJDoUY2rHuD+qb1jB15GVlZvdm4fhUrlr1FVb9BxGJ7yQzkUFhWxsYlm8j2HdqWFF0gCzFdKRLCYsOKDfTql0PS6uTms07Ba/hpDXZhoOHyCNyuqWRnZZGR6SXYEaSrNJu4rKJr70vcdPEINDESO3s69z38JMFwguKSMh596Bo2bVyM0DSys0oZUK06GymHNbnmuy0UFGczduIYTjn1RkaPX8K8j99h7ISzWLroTUrLxtJ3aAIrouP2eCgqHsWBhk384aFX+Ntfb+P00+74j8e8J4DYPzwTaG75zwHiwIH/jXBv2rbhRzUGvnd76evEtpO8/+ajNDbtQbPCnHH2mSxf8i533ruN+28Yhstw0ad/Fru2NzNoeAXB9jiRLh9zPn6YrJIw7R0aVhL6DdNZ9lmE8soAhiimvWU/Vb2LcLvcdLa3UTqompTsRaswaG9vJB5Lkl+UhSdvE1E7wYARkhXfLWLkqJ8RyG2g+4BN7eoo/uxtnDT9bpav/DPlvXOpOSpO2/s2+YW9OP3sa7jntunkFBbzxNNr2LHrebJz86noM56jp2Wz+IuPaAjupu/ASrqDITZtXUJre5iKPsWsWPEm4ybP4IqBb3Pez4bw1ds60WiYgcMthP7jgWQ/+QDi8+awfv08uoNtrF45lyOnHMvmTWvI+eopXn/rBp57bj/SluzauYCc3ApAYFmxQxffIWw06YuovX03e3fOZ8b572BZSebMvpOOYIQTp13I+RffSl39IsJdbp545FrKyg4jGklJzcghLP1mIf36VhPsysfwRImEAgRbwzz0zAYsy8afmUlFZR98HjeGliIS3Ufv0mJ21x1kzZotxCIh4tEwGB50Unjc32KLFN3NCWJRiYjrzP9kLpYVY++mVfzmvHE8/eEBsC10TXDqsWPxZOXTEXWzaOHLeDJayCuJs3LFe5T3ySEVlbTUJZl66smU9+3Hjs3L6GxvZ9euOINHSn5/10juvW8V3zuEOma2I22efj/8Vk5ZloPNODTKyyr+Zdnho6CwCClTHCp+Hh78DxtS7U061HvVZlbvqsNyiI7wr6WPf+70HB5/pJTMOKk/R5xwInfPnE1XxxpeeuE67ORSPO4kN19TRQwPmi7JysymoDDGnm37kbiI+gRbtnSzdfNeXKZGsDPCstk+XJkmDfXdlJSGKS4qx0rmMWTg+WR6P+CaGz7ksT9eS25eko42Nx0djfQf183xk5/h3Q8upak5xtCaCtasmcP0U2rY3hbC5c/kuON/RyS+i8rK8Sxf8iE5hQEK+wfZtH4xXcH9eD0ZjBt7CnfeVkn/6vPY7/qI7JxcRg27go7GAEdmFfDKrN+SXymJC4u6vduZ/UmU3CKL8aMGULvrVSSKkTxyYib5JVFM148vov7kA0hHRxN3/e50dGHi8WbR0Rjn8ec+5eF7L2fWW7Xs3D6fquqjqaw+yukWgGUn/wXGnK7q27ZNMLKPwgEVNDYtZuuWreQV9Oa8c//MspUP89enTyGvoBJfjqBf//H/H3nvHWdVde/9v9cup86ZXhgYGPogghSpFixYUFEUE0tsSe6NLfFGzb2JiomJMRpNYmKMXGuMJRbsBQtRFFBAVESltwFmGKbX0/feaz1/rH3ODMYk9/H5Pa8nr/zW6zVzzj5ln71X+a5v/XwoLWnhQKOfu+q6fL6+kTFjD6dhdxtXXX8VTz78DIm+DoLCpbPjABkvi9sWpbWzC1MadPf0MKgiRndzM7vr6+nqy1JUXkTCSVNVEmPX7h2Ux8opqyrATWlc0IJoBGVIbCw6e0x+ds9HlFcPp4+oegAAIABJREFU1sWCwuCtd/cQLGimpyeDQZyx6Q5m/Ggm8W6HV55qZsxYRVFVMW+98QHf+LexvLvsZU5dcCMdnY3s3dFMYdFIPJnmy6MbunleFqkknpf1Xzk4P8P10n6/6uNsJuu/9uVWsVDgyky+Ivbv+TkU0o8M5cKu/ed0PZ8uQn1ZvsjA3I8Br/rgzEte+xwhBBmni2Syg+kzDuOJR54nEimntb2ZyspKisuiNDd1UjUkhis9CmNhiqKDwewgHIXCQpN4IsTkOSV4iSBjxp/FS089zPAxUdKJDpa/fRsdbUGUdxXXXH8XP/7hycRiIeyQy6fvRhhb9wi2aREJwN5d8K1Lv8ee5mc54YyFzJpxNYsXX4gda6G68OuMn1THjk/aGTlsHN++8Of8/IYLsSzB9m3PEQlYbNm6jpt+/jYNTRt55IGv0+7s5qwF3+aI4ybS3lLGqWfM4Y1l91EZ7CLeFeSH3/sOlmFRXFJIJBZi8qxSVr6+j1Tybwv+f9T+6X0g0WghQStGrLAcyxCYdpY7f3EZyVQv//WDOh6451Zuuu5sbMskm+nW2Mq26QPgaklrWWa+zsIyTQ4ZcwbHzfwdH659h/oda/ls2y8oKgnS1bGPwyd/nS2fNDOp7jL27vqMvnjCLwgTFMRsPCkpLqwmmc7wyQcf42T7MIw0hmnjSIAgASS9ne309rZhGg5dPT1s272DnlSCbKqDVG+SA40H+PyzTfR2J2nubqdhfys7du5mf1MTib4+DjS14+IiXUHW1ZwnIDEMAytgoxxFOGwQCpewO1rLO6/uYPN6yfhJVSCgcddu4unPefS+XxGJFLB5y2NUjzAYVVfHBRfdQ3PTdrRQGJju7+oUfykB188W9VDK9WEA9R9CDThWWmjnj90Bf/3ndjw54Dvewecb+JgXVMpP3T/4GoWQ/nlV/k/ln+fekwf9aYpOTXOqlOTZJ29j545tPPrga1QPLmdQdTlTJh1O3dgyVLtg1hFT+GRtAwaCxr2dbN32OQG7mEFVgxg2ppSTzilGpAQ7tnWxfu2HRGIJGpua6ert5uQzFlJemeGEM09j//7tbN3UhsLETdsYtsOLj3zEaSffzre/dwvBYICt218j6wbYsuUdbv3pmVRWVdK0LYtpHmDbxnpEKEVXs8cddywkVqKIlRh0xQ9QUTOaSHQXTz7yA55bcjNnnXsHpeEJ3HPHE2zZ3ERd3WH86b4/4ooebFFNV5NDwA5gWQbKU3S1dvPY3bsIBjUfz1dt//QayL49W6muKaCnq5lwOMSu+g2YKkZN7XBG1AylpbWbO3/3EgoIFpXheB0ETM19q3FShK7GVQqU8ovp9S6YSbUxb/4lfLC6m+6OejIpxZtvPIA04YF7riaTVexr6KCooAaAuomTwG5m5+d7qKgoZdfu94gnLYRhEhQSS4TI2Ghu2UyWYDiE8iyESGmmNk8hQkFSTpZ0Io5h6ipZ24jS29OLq8BJ9OFksqTTaXbt6kYIE4VgyNAhunjNTdPQ0YlQeuEYGAghqRxaS19iBw17hjBiZDmhmCISCjBlxiDef3snJ088ndrqcXR0fE7N4BF+n+jd+frvf4OaCoXrphB2CQrB9DodCg/ZRn5X9/PD9OtfUHtNwxjw2kBTQpsrtm0SDpgoqRBYGj1fGWDocRFCgdIobbl09XzldH/OGAL9GSUkhhLgI9Ch6EehU/Dj46Zz87sfcsGFZxMpKOWBex/IX9HI2uHcu/gWRg4vYMe2ZgLBOJOnHk/T/j2ksw579+5hyqzRJOJZ2lv7KCwqoqc1y+hDDD5Zl2Ds+KMpqwpQ0bmclLOHirJauuP7MK0Aq99/DmEU8/SfnqKkIMC0mYeT6EuglEK6AU4/Yyr3/P4qRo8dy5DhY1jxylrmnXEyKMlF/3YYrS1NNO3tIN7TgOu6WNE0bipEshsyliJkBikJ17H18/V876pHuOcPF5NICXZsX0Emqag7dBTSKWLY0FHc/LNnuPnXhzOitoZ4pcX9f/oLP1t0Mbu21WPZNq7rsmNTHCfz1fWIf3oNJBItxDAsaoaNJp1xMJxiHLeXfbv20dNj0NPTyG/uOJdQwCRkm9hmGZGAjR00CVoGIVMQMgQByyAQsAhZBiFb/1126f0Y0qN00Bg2b1vGlAkzuPrauxg3tpbLr7yWQ6dmOP6YBeRm8CvPPcb61R04rkOsxCRc6NDV3E5Payf7mw7Q1NxIZ0c33b3dZNMO3Z1Jtm3ZTkNDKwf2t9DW3EZnayfxni6EUhQUxZBKkkgkfHIs/VPpTBIpNAmW5zqkUglyC9IyA7iZDG42hZvNksmmSSaTnHTasUw5bBaRmItUiqKCEkbVDePNF+rp7u3mo7WbmTB2PhcvfIZgQBC2Db6x8CgWXX0uEydPxjMHM3TE4az9cCemKZg2fRpCwBUXncS/fW0mwaBBKGgQCOqVHbIFoYAgZOd8TRCyBeGgQThgEAr4z4OCkK0T0kK2QShg6N8PGATDmuc45H8mGNTnCwcMQrZJyDYI2wbhoP5eOGgQtAWRAERsk5AtCAY0PYMeU5NwQBAMGvz87fcIBQTPPf0ijz/4kP69gP7+SfO+Q3mZzZFzTmfRTT/hqed2cvSceTTt3YYKxJl86FxSqSTRkE04HCSTSbFj924+Wp+ko8Vk1IgMtbU1HHXURcyecRQpt4eCQpNYYYSAFeak06Yxb/4JWGGTM8+6BCUVwVAI13HY09CB8EpY/VYLnrOdo+ZVcaD3DbJOgleX3cymLWtw7J2s/eBzSqo99n4axvRKsUMS5aapHp6gN72HkqJSensSnHXWZdiylpdeupUNH23A6SuitbGFpc8+wa0/+x5F4RoatpVhxNq55ab5jDnMwPUkPT29WMEAh06aiJP56mHzf3oNJJ1KMGbsVHbv3obn6eKp3975Kr+543psQjyzpJ5XXnmcgA3JRBcKRTCo0boRylfDhb/j+bqHT3CklMG0Kacxbcp8Pvn8RdZ/uhRhJGlt383Df7yFxt3FdLdtxSSIQnHxv5/DhEPmcMstVyK8ala+0YZpKsysBjMySWNlHRRCo4CZFpaQ9Pb0YhsC6SOhGcJCoXCSmvA7lUqBQNNQ+BuuaQiUAZ6j+rd9wHNdnGwGhIFU2Xwm6SETxlNUkWH521upKFdEimJU1IY49awpvPbSp8QTbYRDmvYABMccPZFIQLG/uYnt9XuJBoOsXNVDIpNkODXU76qnpGwymzZvQkrBguMOZdl7W8iBQ4cDGrRUqRz9tiAczCEi+/wrfl678n0toYCf56601qA1EXwNRDPUC7RWJvJ+DsOHPM3RWuaIwwZ4UXLnzNf0CMKB6ADNReQLt313LBkxgm9ccAeL7/4Jjz9yMhVFFqGCYhKJDi751g9JpN/lsEnH8dyLK8j0xAgU9VFdMoG397/N+s/a2LZ5Ncv+soNlb/2W/7jqHv78xM388YE/oUSG5oYPcb1V/OnRFfT0NiJQFJWU4Gaz7NxSz/hJQ4gWtiJFkKTTzJgx49i59TN622JMPmkYRn0vUw6tY/nSjxk9tYdgupLCMpt4W5DeTpui0ixSjub1pbfR09fAgq9fxJr3FGroHrr7djP20Mls2/oRATGIj1ekyGQ+oW5SmD63id41XdgBm0HVg+ju7mLbxk15zOCv0v7pBQjCZM/eXcw9+VjeXPoGJeWl3PzTq+jt7GDHzg2sWPEk55x9ERJFJFCOxuU0tWYscnNK6cmOpnxQKkc5oAsmlILZh5/NtMmn8uenb+PBe/ZyoHk3i278Dr/4xV384JofAoK7f3MfbuYJiosK2VP/OYFAECFcpOtimwaO6yGyHhnPwVApLMNCSkcLD2VoDlcrgJN1tWLvQDgYwsm4hIIBpk8djudqZjdhaJVcq+m6K6TSLHFHzhwFSiCViwZa9ljy6Jsce9wxKO9dkPDJ+90s/u1qVq59iC0be7n/3qVIAYbPS5tOJOlt6QY6sKIhmpMJTKVpJ5SAdCaNUpDNZhHCoKWtg2DQ5+Y1BJGQqdVyv5JTIAkHDT9jRoMfKCW06eiTTIVDJlIpH3bQxPTNDiOH0ya0UNeP+APoCxShfNjEfherFAJDghQqxx2XN0/113NmkfT58bRE8YD2tjbCAZNrr/0Fn21cw6Hjp9HY9BGXnHkh9Zv/wlVXPsvS1+/ghGNO4rVX1vDg4hUgYMXyCTzw329ioNi2fS0LTvnPvE+oekgZI0eOw5Mut9/2OLv3vc3F51zJ2HF1NDc2YtoB0mmDj1fvZ8ToAo48biJr3snQ1tLCxefezCtv3MrqVR8ydeJxPPvnJyiODSWZ9ujr3smlF93Fbb/8PmPHHsuH67ZQMzTDcXPP5f3Vz/DOsg9YcPY3ef2Ve+nq62XatBnctOhuzrvgcKYdOYrFv38VieDB+25n6fLfkXUKqBzeTE93MUI4RKJfPRP1n16ADKqu4qjZs7nz9ieY+HoJC+dfzKETJnHrHdfxyWstXHDsOBbMv1AvOjQ9YySgJ9HiH17KFbff79dTKGZNPIS1n21BIDhm4ggqygt55t1P81tTkBCXffNmEDC8djjbPt5FeVkl0tO43ps/a+eV1//Ak888xvatWQoKI6RSGcDFkzpvws2kdJUqkqzrIpWHLWwkGqzYIqy5WFCknTTCFdh2iCkThiC9DEaumASlq2X9HTpHqm0j868FTItERxd2UZR9e/by+mvLsIROu68IZwgFBSfP+Q5Ln/2YcNAipwsUF0QJxwpxshkEWVQ2iSEEaekiTBMnk+WIaSNQKI6cVounDDwnTTRoIIU+Rzhgao5b/xggFLR8bQJyDhOlzPxnQgGR1wKVEHkOW/zjnCbix80GxIf0AOkqW833o4R/Dul/UihySGeaJEpvGr5HRZ9F9Z+38fNdBIIaR6S0sIyCcJBxo47AMCBWEqCstJqLv3EnAsWrL55GJGAihCSbzRAOaiF82IQjGFQSoqU7zVWX3cxVl92iiwml1nImjTuVTVv3sHDhKZx+xlm8s/wt1n34GRddfDZ2dCcfvLUVM9TLgd0WFRUjueWGd4hGS0BIVr39IVZBN2XqWPpMwe2/vApPSaxAF2efuZD6va/R29XHH/97HZd9fzIPP/oLmhq6CRrDePKxJaxYthwvU8SmT1v55jcXMri6mkPHT+bFJ3Zz1JHTaN1ZgWUqDpkwgr373v7K6/OfXoAE7CjHzF3AVVedz8QJU6ioKKa4uIgVb20CoLmpjZDlO9OEBsEJ2SYLT1tAMpPk1L31CCVIui4PPPksm7ZvJ2zZPPbaCtKe5IVlnxAuDBAkQEtrnJkzRzCuphQw6OzMUF5SqcmhgWDA5OsLrmbnh1t4jc+orhmEbRn09vaipMbT6GxrxbJssm4GA4shg4f6THCCWFEMqRR9vUkONDRqOH0FQcvQaF1CATpiJPP6tuZTATTDHC4qmcFNZWjb00TppNFI5fHeynUATJ+my/XXb2ohHDCYdegEjph3ojYf/D08nc0wbFgNKQsyyTQoD08qIuEo4XABAF48hQhDz84DmCUFiEiQUEAgMUCY2kzMLWy0QbLp03VEwhF27t7DggXzB5T+gxLaN6IQCCX14kebOf2mhW5yQFFef8tFXATktYlcPol2J4sctLP/Vg7o+a8ixgIWXHQu3c27GTxsJH29HYQCGtvO8zwOn3rmQQ53qRThgABMzeBnGygM3lu1Cs/TGCkoE4FEDXQr5py6QrDgzDN55eWXOGTccOxggEsvP50rvvMznn75V3zr/FvytyiA5rYDvP2XDflOmT1nBN+56Dqu+I//YvyEIla88xDxxBlcd8O/sXn7Kzx636f88dFf8+clv+PBP7zE0JqRmIEgi67/Ea8ufZmP133MnvIy1q7+gHvuuQuEQcbJEolEePf1VeD8C5swe+r38MPrbsM2BQf2N7H0re1cfeODHDkbxg4ZzvjJ07ni4nN44IlnQCky2QzJdJpNfUHKBg/nOz+7h67GJoYeMpFgJMbQqirKS8uYOTTJD/7z5/T0xOlN9DFq9CE0tTQy9pAxnHfWhfzsukvJZB1GDx/B6PFjEUBRJMScsXWcOj3A41dM58ZlncR7M8TjcaSrEc+kEjiui8BEKkFHezdCSYRtIqUgFAqSzaRxpYdlBTGVx0jLJRSKcOD9DX5QQuHlaBwNE9M2GTJ3FCiFKTSAkhEJUTpxLK7j4EnF5s8/47BJh+WTrn730FM8+cJbRGoOZfCIKZg+T4tuBuOGF/L9U04mLQUjR44jYpgY+zfy/Gd7WdWVoXX7XiorRhIaNghTQF8i45Mw6dCq6Ue49NkESkqKK2uxPElxRZpUMkk0GiW/CpTy4QsHXsfBE3fT43dQapmgPLrTaQ751k8GvPvFSf7Fc/U/z4mWL6ZHKeDr530PuyCIHRjE9/7r18T3v8/0Y0/j7bffJpPOIIRBP/i7/g0hwPRPpqTKPz/lpLkYKKy/uq+Dv28gmHDIOKRQNOxpYERlCT+6VuPVfOeCW/hiGzLo4DKN0pI6jp8zk5t/ciPr1x2grLwcwUhefXFjvhcu/fZ/cfKJZ1E7dDSe52Iakjtuv43bb/9lXpdra29jxowZKAOi0RgtrW2EIxa9iX/hTNRQOMCpp51KQ1cj3hpB2kvz4G+uxfayNHe1EV+XZOzo4frDQnDIpGM44d9/TOnwWiQ2HpJxs4/AdTyG1dYSDgUgbLFjTwftcY/jzzyCF//4PK6XwLALWL/6Axr27Wfh2WfzxBNPUlxelQ9hTpl+OI4pWd5eidFrUhlrxio2obqoP0Hqi+mRQuR3IjyFKzMMKY0yadwEtu5sYWRNBV0ffc7eVeupmn2YH1pVvh9SazX9NSlCQ0iHg4AinXY0aLSEkruu5sSmIoSp1fa7b7+dSVOncci4sSxftoz3332Tl5/vx6+ePe881nW1MHzydO59fwWRSJgTjjuN+r2vE+jZS83MSWS184H2uCJi/+2AnfS1g1NPPJZoNMzQESPY/Nln1O/emb9uIb6oBhzcWpe/ysq+Eo47ZhaGFeS9d1ZRsuxZNsgC5s3LEQLkEsv+fvuy/XTl+2t56OGnqBpZzezjTkRJSUd3F1s3DKatbQ+nzTuN2++4Y0D2qn5yzTXXoOSARCuh6OjooKysjFQ2y/RY8G/84oCmJNXV1ViGyXmnHUV968d0ffIwJVO+9Q/vBbRW/dsf30pfKMyi667lvgcf/dL7rB06GgDT/OKy1h7kivIK6nfXs337duadMo+CgiiDymo40Prx/+g6vqz90wuQVCrLX5a9QTIrSWddsn2dFBdVsP3zZzFNi1lzjmLZa68D0BtP8OH+HjwhMT2FFTQoihZhAENqh1FaWoiF4K3VK7B3bcRQ7Wxc/TmVBTbhApPCRAsiFqBlz3YS0+cwY/pUOnu7USKGQBAwsmQzHiHVQyg2nO5gwB8bz/ez6CxK6FfNybv8AEtg+SjmnuswbngZbWs/Y/BRU9m1+hPtXPQ8XDeXKJV78JOlfIwL15OsXLOVI6aNBkMz0P/k3U85/5YHufcPtwHwy9tvYf78Exg2fDStTfuxAwF+f8nppLMe0aNPwQyEWffpVt7/aDOdbW3MW3gmwwZVcmrtIO7dupnd9c3UjimhszdJY1MvI4YWkU7r7FOEIJ1OEwrlsEU0hcKunRr/ww4GOfecc+i/Aa2V/b12/n+cQ3Yv3H/IZKTnUrxnE0tq4C+fJgZ86qtnHZx1xgKqowUEWpv56JH7qJs7l882bKB4x3aGz6xhyb7d1FRX0RI2uGzBPPxgEOV1hx20ID0lKCsryx8XWQcv40u/8x3uf+ABAGbOnMkFF1zN2GGH88RZF3HXyMnI9bt5ZcLX6Q3YpOVDBAok2bRF2HIJtKUJjjiE09/680HnVFJRPXo0ka4Odm/Z8nfuMm+05ZvI/R9wmWPHjiUSjdDV1UVXj/1XFt7/TvunFyCWKRg8uJjOpgYUKfrCWfp6G3j3rQw33rKYJY//lnHj6qgeeQh1049FtbbQ2bCb5sadFBSVMmb4aMbMOo7hxaPoibcyeOhgOta+RNPuffQlugkLg7gKc8rsiykuKKQ62k6soJSXX3wc5fQyvjJAs2+bjggmEVGb0mKDrfs+R8cePAw0xmhOYdVefy1IFNoMkdLVwDkYIAQtazdhST3k+1esp3r2OP6y4jPmzpkCKqkTrOTAHKr+xCzpSUaN1LuNUjkV2uCyS87n8JlTAFh45nwKi2N0dXYQCARxnAx7isaQSfSxyG2lfe8GzhwRw4xGsd1Cigvi9D73e4bs2YDhlhESCqkku/d14zgOX6sZz9XfvxrlAxNf8/1rUKIfz8y0bC67/DKEEvz7Jd8GBXdfMp9HVq1n5slnYZkWV1x6OaZlEQlHNB2EnxhmmAaGWUOgqoPBnVtRSpApDmNYldz045vIZDJk0hkMU0eyynZux46ECRcWYkciKCXxMllSPT2ke/s45YZF3Pvwnw6aR9lMmgbXQYSClARCZD/fSLggxtbiMtas3cchh4QZWVuIm5VMKLbJEU71tu4GJfn9xfMBsE0j/3zD3gO0O/KgvLmampr8b5552RWs31pP+ZgRCLOKMjvLC7Wwr6ePQFk5IwqDCNvAwMZxs2xu6GNQpJe3LlrIXY89D0BDQwNOTyfPvPI59//mBj75bGv+/GvWrGH27IGwFn9PwA5M7oO2lhYiBQU4csAG9xXaP8RE/RusdL8CTgeywC7gW0qpbh83dQuQq6lfq5S63P/O4WiCqjAa9vD76n8AyGqatrr8h39AmCHCls2wIRGKAooHH7iLwliE085YwGmnn8XKT+pJ9OnsTyEM3GwagUVtTTF1tWUgIGApnnziZbKZdupbshw19Sik28YfH/kTN//4B9x+xx2EwmGmzZjF5o0b2bTiRSzbJDLmcGKxIsabnbTv28xNv3+Qu59+m2dffJlsJsOg8hCu69DcdAAhdMq86+dCVFVW4ElFS2sX4VgJQTuE6GtmZE0NqjAIhoHnKsxAmI1bmmhpPsAR08cehECGEJQMrqMv2cfOzdsYWhWircegpMDTjlcFE6eeyPJ3llNdU0msqJghVUMQSnD/g/dz6b9fyoRMknh7O3WFGaoXPcDdp86gPBqiOZ7l6uf+QmlZKYtOnAhTT2DP1i2E0gnCdWMYM2yMn4ORExbQ0t7KoIoqPT+koLnjANlMipOLTQK2zjaVOYXJv4VX27KcUalNr5rjz2Cy2aFJrn2u3ByboBDan2IYhhZQQuEpxZO7s+xrbPbXgKC2cS+5nVUphUQh89GqfqvxzF/+hnv+cA9LnluCRHLe2efmZjYATz/7NIZhMPf4uZiWdm5ks7r+Z+eO7ZiGwZCSGOHRWaQBXS1ZSqsCKODAFovi4hgTVRL8PBU3EGZQ0CASsEidfCqZTJQd6z7lgsJRRMnws0+ep7u7j5oxhxB0uqkIGdgFBaQScZrjCgIF7N+9i5FVJTzx8nIATpk5gdWbGrj8gtM54pgjWfANDQo1c8YMPli37h8toYETKX80pm40Ck0VunP7TjzP/UpS5H8iQOYAceDRAQLkJGC5UsoVQtwOoJT60ReBl79wnnXA94G1aAHye6XU6//oAmtrR6tf/vzXFBZYDBlaxU0/vxkBlBaX0NnVwcKLvsuQ4aMZNbiCwvICSn00LQX8+NY7uOWGH7JizQesfncVe5p7OXT8LHo7dvHeuy9hmiYCcKWD8tCh3ECYY+bMZPnK1ZTbDp19GRJmgMJYIecfO43enn3sWP0GD77bxKQpo3GkwpASx3Pp7u7C8AfJcSWWbVJSXIJUHqFg0C+GM7FMhWX5OjIChM2uxl6GDR3MO++8z5xZ43Qylo8GL5WgbMg4kskkO7dvY3BZkE3bmqkbXYmTcQkGDK6+6qfsePrPvCMdIpECZmSy5DIjDOHTeQIPr1lLaypDekAf20BMKGICDlgBhleVUVQ1mGBBkNE1o744kuxrqWdY1UgAJmT3sixuclKB9hPkeF1e64JEIslZ1SHNS+snij2+bgc/+tpcKiuqCNSNgaIisErZuWs/Q2tqEELQ19dDWVkByD7o7mLlm+9z+tFHcOdr7yOUjoyMP2w8XUtf9ueW348Hzzc/ktLf9g2pRafCa8GU8+/mktcALNsiVliA42QxDJOZM2fx1ttv5Qv01q55H9f1OPLIWcR3bcENhjiuKuLjwyocZXDXGx8z//KrIZtm+sxDWb18AxfKAhxT4tZ/TECYVACWaRGMRUhkHJo6OwgFQtgBm7AVoN3J0B0Ks2T/BtqjZZRaBgfa2hlcVcZTL/0FgLMXLuS555//R0voS9uIkbVgmBiGiZPKsK9h31cSIP/QhFFKrfQFw8DXBsJ+rQW+9vfO4dM+FCql1vjHjwJnAv9QgHR1NvP0M/djWTYCg/nz5tHU1IhlmrS0tHLrzdeyY+sOECbV1YNpatqHJQSzjjqCSZOncOzceUydPIbW9iRHTJ/GY/ffQLiggEg4okmihcIQFt09PYSCNrZp8scHH6G0uICT54znhfc3I4rKkMBR00fx/Is7eGOXTbCoEsPPy5DCJWAaVJaVISKjaG9vo7KsFDO9B5RECAspPc2GKzyfp9Xvet8M2Levkb7eeP6+01lJOCTAsDBcLd0kEk9KlCcJBENs3NJIWWmMyyZOY9czT2KaFoZSSCSWYeYn/cTLr2Tp0qWgoMN7n4D0iKDoxsLAI4ZCGoIOIbCDAbJWkEPHjWdHwy4GLkyBoHvHJ6hYIRMze5EKXKFrWyzTy6vCUkmk0hCQhr84H1yxgcNPOJ1n77uWJ1atxRo5ldaGNkIdKSYdVsLI2gDdPT1YtsXQmlpC4RAff/QJqaRi/NwzuO7Bh7n23y7m0RdeRiDY+OlGLr3tl7y4aFFuUiLQlJaG0BZgrjo71w/D9u8FBZVjx/JRMpMvMM5pLQiB53h0d/Tk73nlOysoKijlYe0TAAAgAElEQVTAcbMUFMQ45+vnkclmaG5uoWDUJADuWfseQkqEaTC+NMrlM06ibm8LYStGbOknDApFSRbVYKS7OeGyb0AyCdMPg9pJpF5ZReRAB2bIoLGni0o7iggJJkfK4aGbmTz0UN7tque+xj4OtLawv6k5f22NjX8fDHnbtm3U1dV96XvhaJRMOkMwYFNSWPR3z/P32v8XPpBvo0m2c22EEOIToBe4USm1Cs1A1zjgM3+Tle6vmhCk0hlMw8EUBi+8/BIbt2xFoDhx9pFknRqKC0rxFAQskzlHHU0265CRkrt/+3tWrFjBf/7nf9HT3cELzz5FaWkpNZk0orKS7o5OPKkX5cjhtSTiST7ftpuujk4qYjFufXw5gViYMSXlKKUYedQFKKVJieomHo5SfTouIHRxmJQKkdxFWQRI9/q5DIbOvjTwfSMmnquQts+oh6GVDQSmaTF+rM4bCQVtKsujzD1mLEJJXluTAqU1m007u8k6ab49dRpDCgtBKaKlZTRV18DG9RjKYO9gbYsLBQ2vvKblgBCUVVdz6PgJuewMnU/h774rVq7g8GkTCdpBpKl36ni8i9lWj/6+IWgotJhRYOJ6EksITAGOk+SJ+gTn1MRYt2c/s0YN5rRS8EpCPLRiA9OOP5VNze+w+fFHcT2LE086Gs9xSKczpFJpduzahZON4zoSw7Do6uwgHInS2dHlp7TD/DNOZXhIoITikcceAcATHjf8YTF/+u7lOmlVav+Mzj7VgmMANVD+SdvOHdTmTJybf8Fd996H3x15v04uSyWTzZLxTZpEPIPrutTUVJFK9pFIZRhRO5QF80+npa2dzs5Oqtp6eeOdF/lg1BiOb2nVGdIFRRg9PawOJ1nyjEGPEaAuKZGFJXzj+pvonX8updleKnuaqRheQ9ub7/CDn1zJmGSSrTu2YKbi/OhXv6HprZd4+JN6fnDWCYwoNKmpGcr3T57O9Q+/yKDBf72c/vTwH7ntl7d/6bIKhyOkkikM86tjgcD/oQARQiwCXCDnNj4ADFNKdfg+jxeFEIfy5XGuv2k7CSEuRRNzE7Bturs6CQSChMMhPtrwGcFQmOGlBWzYuhHXlXy6aYuvssKatWtQQEVJEdXVg4j3xSktLqYgGiaVyWLZQSzbxMmkQRh4jkMqk2H9J58TKYgwdvRI1rS3sebTzwCoLh6WZz4zDIUhDKQRYMiwWhItGzXQsSGRnoGBi4bM0RmSSujkJNMAx1WYQiFNEwZ49V1PB2dt2yaZTDKoooyiYJBhbgyvAzY8v0dvlIMqABgci/LTxffx6tJXcRXsUwM0hN5enaFpKJQpEVKgBva8Uhx/9HFfGARdRg+KcxaeTf3+ehSKwxJ72AnMCsbplRYhxwUkNbGYrtNBgKGBl5VUeJ7CsgUzRw1GokhlJUvWbGbGCboY8ZsXXsyNF57F/W+sYOu23Rxz9DEMMUOYVgCFIhIuQrpJBIrOuEtYhCksLiMUDBIpKGLLivd5/rk3+NW35vHU009x/rnnowzFbbffxo8WL+bJK7/rC0nLz1QV/cllOTApkRsT0MRT8MKPb6DW97tMv+YHPLvk2X4OG5ETs9rkEQhMy+RAczvhcIxwOEY8nmZQ9WA8zyFgw5rlK/A8l8SWTTyKYNjoOjozKexED81JScS2yUgHN1zImQjiba3sfvt1Pty6Hs8UjBw5nImlFRyXgVYp2dieIGhazNzfgsDDCsDKvV3UTdI+qLpBlbx4w2UowFV6E9P0rbC7L8TlJx/BvW+u/qs1tr+hkdKyMjLZDCH7/0EquxDiErRzdW7OGaqUygAZ//nHQohdwFi0xlEz4Ot/l5VOKXU/cD9AJBxW8b4+xo6ppqOrk0gkSnd3L7Fhg2jtSbJp526Ki0uIFVh0dSfJpNNgapOhtLCMRCqJozz2NDYzrKYG13Np7XY4avIs5h4/h+defJnK8iI8z+WhPz5OJuMQDIY4ee6JIOCzLRswTROpJKeedjageGv5W3R3tTOoagIoKCoswg7aPLXkKVDgSpdvTpmSuxn9aKpcv+ljpz+L8/GNmzEMAyfrMLugiiERXUp/6g03cv9jT2hM+A6/u6KFLH1lqc8sT97BCf76wfd3KJBIP11ckJPh/burT0kuTBQGs2hEIdjpuZi2hWlqZ3DW9SiyTIyQgfQ8TNPAQ0dolIKIZfjPPRzHxTRNHln1OZPnzmfKCSPxhOf7XwQNa15n2uDhbHj/ZSrLWxkWCoMRQkZLiFSOyeeT/OiJp/nF+TMg1YrTk8VoTFDXtZOvX3AxTZtWcf7Xz9NCz9Na0u233s519yzmke9d0e9Wkp4WjqI/Z9X2zRzw0+BzW5jS9T0f/e5Oav2+aagZRi771QA0+bf+vVzxmVACoQS7ttf7TmaD5IhRhPY34nR1gpS8tuUzZh96GK3AmHCYW6//JWPOWgAjy9nz3qcEA2EqQgbZiaMJhooQwiBqepzy5lKCZpDxN91I1bgJnH73r/nz4jqsrVFiJUVIv0hUGNKnIA1qg9RxfK1C4GBSV1HIby86RY+5IM8NXVpWTDqZwLD+z4yQ/xEz3Zew0s0D7gSOUUq1DfhcBdCplPKEECOBVcBEn1TqQ+Aq4AO0E/VupdRr/+i3o9GIGlk7DMsyqd93gBHDh9Pc0UEq3keirxchIByL0det1WwlFaGgxbDa4Rxz7ByU5/DgQ48RjUbwslmihcWcvWCh9vLn2dJ0u/fBeykuKeWcr30NECipWL12JcNGjEAYgnMXnkv38uUke7roX7IK5TpI72DoPyU98AaEcnOPRm7A9IAKIZj83at49dVX9Wdz9RwIH99Cv9bcfoB4IoUtDIYNq82/bgiRj44IZdB4YC92IMyg8op8fYnC9IF/+utPDk3swzZtPOH6aG0Wa7bXM2VoFUKAgcHrfYqFZQFczwNL4EmZd4YidW2IxMWytRPxoXc/ZMa80/3716aH6YMECWGw8e0nMcKQCI/DcRxK062sa+ylvLQUG4kVCGAC7T1xQuEAMplgVMSiu2woqquRWCiJkRIcfdYFdKTVQX0klOC6G67j0SuvIJ/+rxRSCK11qNxI5NLbda/J3DgoMJXnj5UgVy9cVTeWjxOZ3PzW7yuFJ+SAQdUjakiDt955h8LGprwwbCsrZXDWIZFKg+siAibC9TBRmIaFpvA0QMp8LhF+HxuA4wu93QYsOv8wlrzfyfa9Dfzy7KN4Jx7lxIIkoMnEXalIux5+/SKrUhHmFvjIcSoX8dLRqt+s20Y0EiGTyZJqa2ZfR8//tShMnpUOaEGz0l0PBIEO/2NrlVKXCyHOBm5GmzUecJNS6hX/PNPoD+O+Dlz1PwnjFsZiyvU80qk0I0eNIVoQIZVMEAoF2Lhxs5/Ipbjzzt+wetUaEP2ZkbmHF19+EduyicUKkcLguKOOAvp347LysryKuuiGRfz5yst0oZhSvNzbRUVFBUoqZjveX9li+TmUV40H3FKOTlHpCtKFP7+V3/33Yj1RfJNL4ZscyHzNS05DyEUMAA60HSCeiBO1IwweMiR/Xv0okZhs27WZUDiMaZooYFhlbb8QQjEp3oAywUP50RLBx/X7OXpMDRlX57OYwkBKycvdkqynWdvOry3CkzqcGjVDSEM7SC1TU1s+smo9jlLMnHuKjkYoB2HoZaira00+eXMJZUU9OI4gkfJwO2O4EYutCY8JEw9Doejo6GFQdSUCaOtox+xsIoZNIBEnG+ujvMhCWRAUVVTNnJ+PnsgB8IY33ngjj19x6QD72O9L4Yeilfb8fLGCPb+RfCFy43ceABf99/384tZf9BvfioM2IBS88dYbGM2tRC0LHIfMiOH09PZQ2BPHcXVls1JSFyiqfiEkhJ8GpshXiRv+bRkGtNkmh0+dyr76nXT0xBkxYhijR9eRaGtiSnEYIbJ4niQcsBDCxpMuG0U5450WTEtr5PGMhyHAsgI8uXEPkWiIdCpDpqOdA919/3cEyP/rNnjwYHX0EUez5LklVFVW4XoOSgnOPfuc/twEcbBqLsjRLuomVD9X6gXz5/HufYvz5M4MmDh/FfpT8GYmSXFxMVkvy0y/6MgQ2u7vr0Ptn6SmglnX/IDnnnmm//cHkETqwvN+wWDkrwPA0SDGuXwGYeR/4UBXN/F4H+WxQkpLKslxyWqgYg3Xt2X3TqLRKKZpIZXia6VBMtk0BAyyrsTxdD1KUdgi67oIBbah2d8MQ5DJpCksiJHIuLzQ4ZLNZoknEpw9KEbQEBDQ3wsFgyilWLmriS17m5h90un5PlTKxTAC5DJxc+Pz0dInMYPhvHbgpRMIYeJJhYyWoswAwrJ8+SuRTpZQst0vsFUQDGsNSoCbSTP11HPzfapNtn5V4PpF1/Pn717ua5gaBFqYBufd8nNa9zTS3dTEiBkz+OCZp5ly+mm8/tvfMWj0WKYuOINlv7+bWeecQ6gwRnv9Pnat/4iWnduRUhINR7XWIj0uXHwfS55dwv6G/WTTGaTrolC8/NoyHCfFOQu/TlPzfhqbm9m6ZQulnqJXergmKE+ScV1C4SjKdfPXLf2+kQJMA1zHxbINbAxOOvk0QKe15+asMiTnf+N8frLoRkLhEFJKPM9j/CHj6GpqJFZVgyhv8MdFIQyDHFbL+uWdRKJRert7iSe76Gr/FxUgJSUlau7xc3n+hecJBAIEg2ECoRDHHDEbhSIajRIOR8gBzcw5eg7ty96gr1PD/vkaKv33qV/zlN6FlC/9PaVVWy8nRIRWY1dm08QKi0i7GWa4WkB4QmEpg0v++15uu/U27YeQudrN/nHQQkDk0caE8FPUVf/7epL3hwo037WBoUwGjk1zVzN98V6qSgZRWBDLm1C6dk7/zpbdm4mEgvmEqFNKAnl1OCgkWVeC52IIQdAKkc5miEQiuFkHV7qYIZNU1iXrwvKEwnMlfX0JzhteihCaTFtX4xo8/O4HzDjh9Pz95ow1Q0n/viGXGSmB8YnNbGjKcNr4Knbt3sXr21sQ2ndLJGhRHg5SEbbJenAgkaIr7ZLIOhhK4UrFvMNqKBtUSyZQxtLlbzLuuLMwhJkXxDIXk/W7/7pF1/HkFVf6He0PMv6A5wqTBeQgFHPvCT9apdEBFF9QMAY86wdwzkybQWtzC0oIPl7/MZ2dnUw+bDJKKHbs2MHehn1YlsVxxxyjL9HPZUGBFJIXXnyekrIKjplzFCgYNnQo2UyK+x54iFhhIYZpceyRM5Eoho+o5bBJUyktKufRxx/r34Agn9ty4Tcu5Mc/uZ66uvHs2rUDhUJKxfSpU6jo2k9LSYZ40Me5RfHO8zvo6uj9FxUgxSXqnK+dk/cXoOA/Lr+Ul368iFyoTqHyiVIHedxVv8NM5nEm8JO99Gcsz/MjFf0mhSH6HZPLlUssGiXtuNQOrhngEzXzAkOh8KTXr1WIHC2BP58F5CadEr4zC5Uva1fK0BoF5JfDwGYATZ3NxON9DK8ehm0FUAiUYWBs+4BJQ8pxDcEzTQki4RCmZTFWJkgn04wdVAauh2Ea2JZFJBQglcogpNZaskJgmiZB06Q75RALmkjH5dU+A9fJ0t2b4PhigyFlpUjl8diaTXiuw4wTTie3iCCH1SFAeX45fg5oSN/VyucfpagwgvKySNfTfhQvZ2yqfBcJ3Tn+8JgYPii7aRpYdhBXmXR3xzn67Iv+Slj3Y4BoR+cN19/Ag1deljcrlRAYvm9B4puWhoEtJVIILN9noocoZ/rl7qLfJM5LFdG/Ayngonvu5dbbbvWnoaK9rR0UvPv+ShCC4448mrzfzDd/BAIpBtQsDKhyfuXVl4kUFGIbgh/+1w/YWV+P53kYUgNJtXfFCVgwaMgQjj/2RP70yCP5eZafqP7DJd++hP+89hoiBTGQ2i+VSqaZe+IxPPXEc3R1d/9rCpAhRUXqyiOP6J8E/nTzfJPE8LUFy3eS5XohtwQ98HME9DsW/at6oHMTFBctvo9bb/mpb6dqHM/6pj2EQ0HS2Sy1g4bl/R15oGEf88eQhj+BVX4ya8+3D82XTwXXJkPeXPIXjcg5Q3OLiNyFKcClqbONeDxOmZvi1NpiLDtM1svS0dONFCbRUBSEVnsdz8MUEAzYhAMWphBkHQ9DOVh2EMMKAh5tXZ1kpKC4oBDXcwm4KUpKy4hnHOKJBAqDwnAhpmHyh3fX4DgOM084FZHXNxRtbe3kt31hURAtIBwJ+GakBlYCj78seZqQbWBJB89ToDwN/OGfxxsQSQIwfU1Al8wY+gXDxFWClGcw75wLyK1oPYe9vNmUp3YQgkWLfsJD370sP855rcIX2KbwAANXCe3YHGB4fmn7oo9L6TT6nANUQzPCJffex89v+TmGMPLmcltbq79BiYN4h3OGtzL0/ZhK4vlIb1IZCKWoKC9F5BIKDDjjzPmseu992tpbkUpiSS9fNW5YBodNmcrby96hoqJS96eSetNR/cb+sNpaevp6ue/+++jq6vrXFSDfPfKI/GLKTRDwQftzC5ncQgRLSm2KDBhgI2c5CMHJ37+Wtz5cR8M+ncmX6wMDbYcKX3sxDJM9TXsJBUNkvSxDq4bmoxm5730Ze5p2Hwo85QEOOhvV9JUjnUNhGKbvcOzPghTK38mNnDDR13Vo3y6WOWGS8SRnVGl81qKiYuKJNFnHJd7bSzBgEwtapFPa6x4JhQnYFhnHAaU1EDMSpS8ep7K0jL6sAwo6exKEgVAoRNLJYJoG0ZA2JQwheOPT7Rzo6GLqifPJ4UQOvGfl487m1HIpZF6jEKpfpC95+ilGF5iEwwFcJwOezlbN+aq0DHBRhvYR5erCpKuLFK1QAMu0UIaNqhjGpAmT/DFw/EXraEFjWAwsKlMobrjuBh793uX+rq8d2v2IJAJDSVw/KpdbDabvRM+DOcnclpTDdc2ZReQ3fUG/ZtM/GQTnLb6H9evX896775FKpxCei5QeOcQ0YdjkzFElcrMcf4McqM1KtJ/M/00MDEOXbpxw0nG8/dZf8myCrR1dIAQVJYUIJbBtmyuvvgYn6XDPvfccNO+XPLvk/wcCxJ+WvtmszQxAklOV+30L0j8ePXs2VTNn8dwz/Ymy/ZiZCoSJUv5UMvL6qT7WI0l9Uz2RUISsm6WmcmAqS//5dKA0t2O4/gIz/Int5YWRVBJDKh11UQqE9OkZhM5mVS6eH405pKeBiqoKTCHpi/fxSo9FIpHgvCExDAz60rrMXXhZbMOgMFZIe1cvFeVF9PYk8CTYwQCFRTE8J01LWzvFhTGksrEtm4aODmpiNnYwQk8yQcC2SaZS9DkepbEiMtksT3+4lWw2w4yTF+Qn5l8JzAGHOnFNgfR9PcLIq+qPP7NEg0wb8NNFP6OwsIhgMEQwGDzo8e+10xbOQ2BQVV7G8cfOQSp8wGVfUEl09Cen2SgtTItKSvnud7/Po1dchmeApUQ+1KnTgAWOP45C4BcC9hNUBfWEw/WdkYbQGjDgjx8aNIpcbo3Ia8ACDZYtheD0G27k4aef6YdFGNB9floHEqnNcek/z4Mk6SxmDTQtQZj+/EFHunLXjyAYDjJl6kRWr1qZ15ZdX0MBKCkpZcaM2YweW0dhcSHTpk77ygLkn76cXyun+Hs6PtAwKKVjGyaSk665luXr1rF3bwNCKDy/Iw80NEHD83oiGwKhPKQyfanvJ0AJme98A6N/ofjCyPW0byOniuYcowyQuwKBJ/qLyfSO6p9XgRD6twxACYmSCsOwANN31gompeqRTgbDtnDNAAkh6Y3HSTgQDoUADX/Y3NlDVUGQbF9c89EEgliWTTKRpjAWpa21k6BtIK0gSSdLoqODYCiGiJTgmDYyncHzPAaXFNOZSqOyaQojYVxMzJBNAIdHVq4nlc0y+9SzEEoTS+FDESilfTcaWd7Na0lSKJQw8j4M5QtQA6U9w0KAlBSVFPPuyrfJuaEM6eqdXxj57/SPfb+2p1/Q4W6MnIlo6vIBf35I/NWvJKZhokQIJaC7O86dv72Taxbfy5+vvEwDLhgGrlL58bIhf425iuD+AdaarJVH+Ndabm5+5mZBzpHvH4EAz5+NhoKlt95ChRA4SvLtxfdz529/TSoZz30aJU1ySPagsNBOYokWMBKptVOJvypy2So6+oVhIZUknU6zZvWHKDOo555UXHfDD7nt1p8hUHR1dbJt20Za2ttoaW7931mOf9X+6QWIgLy0r5s5i4rZR/Dcs0v8d/TC/NOzz+dxR/ExvlFgYuKaLtLzNQRhoKREGAaO0sVfMo/j4XvyB8wAU5h5GD6lFFjkBYwSChsbKVztGM1rLjkBIwcIJG1/SgFCWBhCkOrpYrLXTGlpKUJANmjTnooTsS36kknKCmP0pdKELJtMIo4ghBCC8SNqSKZSRGI6epLJZJEySzgSxRAQiUWQ0gU3SyoriYXDCDdNZcBEGGAWFeJ4WUK2STodJ+kpTBEhbFrctfw9BILDT5qfN8+Ur1lpU0vX7+gK4X5NC2ytwJHJR5R0eT6AhSezKM8DO0BPdw8mGvpdKZBYeWFy0OIboA1qbcBDCIEnFcFACGFYOJ6DYRj5cLfhs+YJRD7HQmt/kElr6oxz7vwdT157NSbaTHElft5Fvz8qZ2oCSGEglYdEaKhDpbUOD4FraB+clfOB5ByqOa1e5iAo/fvzBVQAePyKS6n07/e8exdzx223Y0jfN+LX8njoYkSB1JQfWvdGyYEmmhbOhgj4x37qvjCwcJEEMIXJr375aywjovtE/C/u3jzatqwq8/zNtfbe55zb33eb18SLviMgIulB6QRpkgLUCFDLJDWtSk0MGhW7FCIwhzlKQC3KYZWJhIpigz0KpmPYIIgJGJAKAgEEBEQfr3/v3nebc885u1lr1h9z7X3uQxg6gmEVxnnjvdu80+yzz15zzfl93/wmfOu3fydv+T/fhLiCLHv4/TBf8yXM+tqavvSlL+0+mJYojW3tncDHmMYstgrTqBHfppkItCBXB8ZywYctyQDYp4geMenyvSceYKY/S9DARSuHUUIXJBKezoVxuE70GNhMk4z28x7e+TGec91VaAwMxxMW5vqc2RkyP9NnXEVm+wWjsmR3OKSfZczM9CnHJTnCB5s5RpMd/pe1OfbGI/o+Y6bfx6HsjSccWJzh2OYOizM9Ks3o5+ZeXo7HFFmGdw50kiwFMuZXVjh7fovZouDEufP82T/cyV4TecaLvsna/6NPJVjsLv5obcQWRFSSpFuTQXLbf2K7tWBMFQg1NRsbU7C1/bx8BxTut2288NYuTJeyuJa5WFldMSaLzDLDfYNfOpyq/V4MnVDglltupRqNeOeP/rB9QqqplLGs0knsPORa4LXd60N6njw6GkxT014Dks5JC9r7djuLMSmCmWYo6bg6QDb9/oYXv4QbXvwS3vzTb07lLgnQb0HhafbrxADVqCbZdxIIzs5FTNmRc6n8USv+pf30kmt8dLbJvfvd7+bM2TOPTAxkbW1Nb7rxW213QU2WByABpCFExbuC1o1bnI12mNK6U1AqaCBDp4lf0hG0NWcL+GVd3Vlzz/H7yJxHvOOi9Yst0LhAi2RNQ5Q9V9AGkQxEGJ4+wVOLLS6+8nJGwz3K4BgPdxn0epSNDZ/q5Z4Pf/4env2oy9idjJjNM5OOh4rcZ9SS0ys8v/mgjUd80cyYwxcfoZyUlMFTjvbI84KgnhAjM72C42fPcmhxHldNqJuGMJihnzvKqmZ7Ehj0B4gom9ub/Okn7qHB8bQXvAQRS4EzgVoj7FtIKF1jXgsWIinwaoOITwvcISlttzMdkBRg2wDffn8B5NQCh7QZB6hYw5uI0GABx4BpyH2OJtGdLdcmrfgI9FKQd4kinWp0lMDrbrmVzWPH+O9vfCOdo5sqQRIU1r5HMb2QiG0sEWdKUaZYkKTzFJGUAU3XYRCHT4u5cVYi+y6gaFcamds+aIxplpHw4lvfwFCV33znb9l1Fi0XCZgUwEm0cstJlxVbYA84KVJQ8d0JjhKJMc3HEZsp1Npv/vF7/oSzZ88+cgPIS2+6MVGfxpm2dOeUPXFWH+7LKFqRVgtuTleC/dBG5XZVCPs6VwW+cPfnyIvMJsyJPX8bLo6uX4ITR9u3AvYBOeDazS+QZRkL84s4CXgHm+fPIyIURY88y9guK05uDFlbXGQ4HnPx6jyj0djk9rN9NoYlg35GOR7z19UMRZHTm5mBFOw+//kv8u8O26DkLO9TZDk7Vc3JzT3WBo7lhXnyLGNcN2QO7j51hvmZObbGY644tMruuOJ3PvIZnMLjv/H5liVFG+hkK7YxYZzLOtZFk8FRW2vYzh5Bsy4LFK2JYgtdNe8AQdW2zCM9n2MaMtKvW8CwZabcFBSE/ZkEEAyT8ZIlK0nLLqI6Mu+ScM+yJ5fm5JDuZ68l3HLrT/DZv34///MP/2Bf9an2WQvJiiHRohg71wYHVSVPLM3+gHEBdtJpRWhR3nRuu4jZvW5SmXSArpXWSi1CTpIXvPFNkHQrpGDV8klTvM36a5TAviqn0zS0WRzSIM4wLYmed737XQ87A/max0AARHyK0O0F3mpAkskOofugrGHMihAkzStTOpfzdpfykmGjFyJBQ+qNSBdFKwxtr/BuHKM1iOOnl7/GyPXVGRYX5hkNdxhlc/TmepyvK+YHOeNKkPk1ev0+J89tUu+O8TFy8ZF1RuMJUSNb22PICjRf4MTekOG4ZNkX9GaWmAxH1FXD1vYuddPQ1IbdhNkVcI6i3+P2O+/mipUFjh5YwGeeST1mtyw5szPmUVdczsEjfQZ5zlII/PoH/o6qrtgaVzzvxS8GdTafJvHchnA4cpcBQtAmYUqpNhdTaRIj6qxdPpJPF5k6+zxa+X7CNqbMp9HXDtsFnUBwIYHWzgIStgs73LSEQox8QNCESzWi+9TEDheDAdRivJiT6eJyqT+EhKW8+Y1v5vWvfz0ffdcfIomRScsRUUyXkqC+TuoAACAASURBVLCtFmxtS17nPM2+4OG6ss72dN+VLNAO+JmCn3YLTlKDdqsPSvgJCXhH6amiAu989Su4VB0Hr7mG5//Qj/CJT32COz9zJ/fccy+Srn2NJSIZqqapab1m7F3l02rJCaoZIUa8E6I0+y70h7E2/zVkIC+76WX2QzrWRmoy9XZBJ+WeuKmOgvYCJYFq6kGMYiU1spmYKD2fTkueTDNUlLvuvZM8z/HeWQ9BBHFWprxsxTPeGzPrlHGjxH7ObNFjb2Kg3m5ZsjA7y6QqueP4OZ5z3WWMR3vM5hl5DJzaGrK6MMewbOgXGbvjEQ3CwtIidVmhozFNiOhMn7/YscxIQ6BuAlVV0YTIt19ygNV+zumdHRZ9RLMcyWdp6pIzwxErc3PsVJBngX7heeeH7wB1NDHwxOe80C62pLh1zqGxIcRA4TOCc2khtnSi9Xk456EbCuW660689Yd49cTEmXUXr0oSWhmA6MQyEzwdq7WfIrbMJ6Ix4J3Ruu1x2m3qPB4T5W1MloHl9tqeVhUrbRqf5uzGGBHflh/KD9/yo3zoV36VU5/4JCExMkbF0om9lCRsSwsbrJ0htBKAFp9LgcOjZEAljiwGothoU0UpUiS9UMF74RLuMpm2xEmvka50FOWxL/omrnnu83nLz/0sTjwxVnixjVPVgWRoYsuiRFx6/TYj67ItDfzRe/6YMw+zhHn4Pvn/H946oDMt/oI+ti0lG720I8ZYGzhEJO5D1lWUGCNecsQJXl3SCthCyDTDByVXw0mmjE4L2SZnq6RC2dgbM78wx+yBJc41JcNJzV2nz1HM9JAi547j59gdDgl1wxMvXufUuQ2OndtiTzN2XI9sbo6QZ+w2FVnPszDTZ3VhlrypmV+cQ+fmWFhf4/6z5zqGoUMIUgaw4Bp8v8fa0hJ+ZpaiX3Dv8dNsD8e4BtaWV7hyZYGqivzG//gkTRN47De8kCd944vRtiRTJZccDREh4H1GSIHBiSCx7rKHTApEnbFICC4GcIp4MVOl6AiqBiBrY7iIOqAGqaw8zDyVVMZmqSJSoTQW/NsF4gTnhCqU9rmJHac6+z6gBAINjbWwa0Ci4qLDd4GjwtFgLJ2i1GjKitrXilICys+96S0863u+l9mVFbwqPmEhEmNaHKb5CGoWLm1bBEmhkWEUsH1VvNh9aiBPDJ8HclGK9oIWmTraC9QilAq1mF4kApVzqe0h/U1xpK2EPvVnf8of/sgPcNmJ4/z4f34dP/4jb6ART5AcXJ6Mpdo1Eg1PQhJrqOChcRZgvxKA/c+5/SvIQFb1pm9+UVLctU1ImlTQYV9tnNti0wq6jy0BSBpSOFD7XgDJ06dRE8Xj8ahWnRL1rvvvo1f0cOLw2bTnBeA716z0uXdrwvryIlXdUAUlRGVSlizODJjsbLE7aXj01UfZ3B7h84yFQc5kMmFnVLJQmGKybGp6mefBzQmXr88DSlk1rM4U3LO5x4eqgoCiTaBuImVZ0jSRV1yzQr+fE+uSOx48ydXrB8jznMFghvvPnkPF8fsfvxtVYTQe8ZwXvyxpUALeZQZGKqA2r8VwDIe4RAfuxxzSTfbvtOayQ4zBdjrnUEsrpuAqoKHG+RxEOmxCNNHnVjcAFri986CtdsIo0Atec99xdM8lgoYEaOu+pdDaGEQbG2G5SbTxGuoTuxFQ9dY3c+stvPOHX0s1HgHOElW1sGPMjO8gtCIxKDWkRe66TKLNWrwIWYzUzoJY1gL26ThFhKBqVDLaUcctXOL3PY+k0iomhXXAzq93FvBQuuzp5f/tF/jo7R/lwx/+sB1sahrsNsX0faY5IYkn3/3Hf/SwQdSvfQxEjY6KBETTdHgchIosM6ZbxEM0wZM6h9OA0XaZGfuIS7V36NykHIHd8YjZQR9Hw+7GaZ7ca0CFQVHwRbAU2Le6AJAE1m5nc2zu7jE/O0PT1OSFJ0wCmdRUUpFJwWB+Bu1BFfv05oTN7SHqc3Z3RhS9PufLwHzPkWV9vIeZYkxOIM8d926MiXkPn+doZRer6Q/bhr3AeDLhnrM7HFya5+LLr2WrrFmShr29ij/65IPM9DJCUJ7y/OcloE1AHU4cIVSpHyNhR2K+Hd7Z2IXYovsGiuAxALuJpv1otCHDLANcdERxEKcUpbikZxDAZdRxOlTKq7eODrEyqQVgPb4rZbxP2IVaKt80FVleWCkJHU2pJiQhNTUAhp9EqaxUirWl8pCk9ln7QZpWRm0EZNDAG3/qv3Drz/08v/XKm+05YsQ549bsvU0BjJiCWZ42s1oUHz3eNQQXQJ35s4p0wSZipYxLgc+EaZrypASZqHV7a8qS6mjmQLipotfkh+k9R2hEiF0PjfA7r/l+MuDJVxte8tNvelMqg0JaToLHE6U2nVKb0jzM27+CDGRNX3rjS/HYpHtRSVhETteBqS3CXFs9SJ1APzrEvx34JN3E1IZnFCNqVdjdIKoylBnmFwbUVcmDZ85zeH4GzXt87tQmLvNcs7rI5tYumzt7LA5yjhw5SCGR7bHhFl6UWoW5hQVyL2wPx4jYhbY7qVlfWCASObG7w3K/T+49953f5rLlPj6boXGePEY2JhUPnDzDYw6v8t6RLZSmrs1xajIhbxpe8aRriHmfO+57iBwDL2+/625G45LoHI/9+meS93uJ/Y84eknx2Ropx04kVye9gZcMFKIPJvzSSOYGFmhI9bVLAb0VikUS62LZnUs4UVt37afQAXJJcuz0mA4gVcX6WjLDWETQ2KQWgATCkj5nF/HBJ4C0TiVBTodcJnev2MqJ0w6Q9np7/cRC7B+GrRp5wy0/wTtfdXPa1a1LN49CFANnrbnNoLSgtmjt8PeVvc4Af6NkDaHtNEwtkzP1E8AoZOmyDnu8XbeVE4r9zE6Li2iLxVjmke1fx91rWFj9D2+7DYA3/9RPWi8RWHmqPZwIf/iedz2yadxvvfEm+4Bce9FaadGk9Pvc2dNdSoq2YKeVLVMMKmN++yGesj7P4vIBsjxjPBqDBGKoqdWhIVDVyunzezz+umtoJiWn93Y5tLpEPZkw3Bsx289o9vbYnQRmc0cv90yCMpgdECYTNvZK1g+tI1VJ8AWhHEEzoWog9Obo5QbSVZMRm+OAKwqWFg/Q1BV1CCzGbU7sBlbmB+QCoZilqWo0NJQhsp4r242ypwVrcwXOZXz+gYd4710PIM6xuzfhWS/6JtKVSexKgbTo23iKJDFXbpiFkPQriZ5G0WR3SATnc5o4wYm3+yG2M0varZO7dwyho9vtVabt6i2iBBGNNbgifW5qw6RkCoJbV3MSRJGn9N50DtL2gSCdbYD1vVggmcosJGEybdCr7ZjU4Vy2j/pvR5NaaXTLrbfw26+6mfTEgBCcdLhIu2IMiBfqVNF5JZVlMUnlIRcDb9umyW7924GYvsNFyxDb15Mv+f5LgFREqFVNft+9T+3EdF2QEkGilfshgaf/8a0pmPz0G630E+GP3v3Hj9wAsr62ri+98SbboVpDHrEORLRCJE/sS6C1ixNJ0R3PU+MJ7j99nuuuvQLxGXXdUE8mhL1djm1tc9n6ASr1BBXyLCd3GWd3tygyT7/IQYW5fk5TjugVOXfef4obLj2Edw33bFSsrS7gQ8THhsUM6nrMXadGXHT0IjLvKMuSyWRMnsEn7z3D1QeXqCOMG8eVRw8hEc4MtznUU2qX06iQ9Qo+9+AJrr/4ME6EP//kZ7n2wCKNz/CSccnhg+yORzy4scP7Pv0FfGaNdl/3whstiIq3iy00ifaEshyzs5PmnahLyH0DzidWQFlZWcYlyX/sAGrbVaMauGmPB40V3ucIecKYNLElRpOqZO0d0X2t7vZZNbb7p/rerAZbzYf1dXS9NqQNoV28LpGmKaPpzHmAECY4nyfQsNiny9AUGAOSmjBJojeiIq6wlD667lhf9/rX8buveWWiplNg6GrZ5OwlLbuzf+2l+3TZhOu0IZoC2n7vmkogE4dLLv6ti7y02QaWzex/iYaE8KX76b6g096tLU2k9f5VnWpx0h2+7b/9Ap/8h0/wqle9+l8ugMiXH235k8B/AlpD5Vtag2QReT3wPVjR9QOq+pfp9y8E/u/03t+uqj/9zznA9bU1felN35ICgxBjSGo6M6QN2uAlhyTrReDrm2NI1mc8GpFJ5IHtmivWF8i88JEvHuM5V15EDBX379QMBj2Wl+c4fW6H+YU5JATqSUWjDbnzFL2Ce0+c5cmPuYrh7ogzeyMOzA0gRM7vjpmTkvnlA+yOShYXF6hF0ixcqM9vkPc8d5/e4OjiPOMIZQMrswMkczxw6hxLrmEkBZcfXqealBTzc2hT0Wyd58/veoDnXnWEUDfks/PkxYBJMyHg+bUPfByf51QRjl59HYeOHsGAZMNqIKLOdtTWf8KaEEMChI1SNUvEpBSlxqXgbHhRnsC+9JhYp+zC8CSXhGcaE2Dtp2BzW5YIjtAGo9BYMLCDnAKtGtHYgAjOJeyiXYikzCgpka0ErdJitNeVqb26YV4uT7qTNluR7rzEGKalkEwFWCIRYyzMff61P/qfESf88Q+8NnXw7+txaYFdSFWI0HZ1OwnTJEK/9L5WbjQpq0heSRZnnXTZjQINSkZMTFYr5U9gsbgOM0kncHpc7Xlv02+ZBr7pv93iBlV+7/gJ7rjjjn+xAPIs/vFoy58Ehqr6li+576OB3wWeAhwB3oeNdQD4AvB8bMTD3wP/TlXv/KcOcG1tVb/1xpeZ30MShiV0Ln0fuHJ8mqzXo+c8xJrRuGR1dQ0vgbPjEXNArBv2msjs/DKUO/SLnLNbO/SyPnUTiE44MD/LmfvvpRLP+b2aJ19/GaNJxda4ZHVpnljWbO3u4PI+B/IG5zNKclyoqUPgwd2GKw8uUhD5+/tO8PSjh2hCxXBSUhZzzM4WlFXDBz93P9dfepiVxXmKsmTsHF5rFvo9xpOSv7rzfp77xMexK57x1iZL/YK52R5a17z9A59AgbKccHpnyEu+9Ts7nME0HZEQG6bYvWLKtybtpEYLB+NckgCsbQ+XVMu7LgtAWvDNJUyily5MRwwVzmcJDLWFJC7Rum1GKImOJPWL0LILnlaP4JiyGJaNWFOeSC+BmUmB3Ol27P25tvuXdCkwla93wSm2r2viQU24g4hMbRXa65fU8YqpZW+++WaWlpb47Ve/MoG6dIsuOJfc2Q26VdXU8NYthn3XKt3xN+KYGvsYC+O1ZQptHnCaZmOUMEKTnrb1KPHCBaLK9OF/5dJn321afrWd5Y63fvhvOb798FzZ/0kdiKp+ENj8Zz7ftwC/p6qlqt4H3I0Fk6cAd6vqvapaAb+X7vvPurWAU0yt39unjvO40QM8oTnJv9m5m0vW5jmwtECvXxBFKZ1DXSD6jLnBPNnsLL5ntO09x47jsoJaHb2ZPiz0aQYZMXd88v77WDp0kCOrB3j0tZdTuYG1SDfC3Q+e5uxwQlWbxHtYObZHgZ2dIWV0zPQKDs4XfOL+U5zaHHHZRRdzd5NxtlgmFvMURcYHP30PVVXzjKsvYaXXo5lUnNiroW5weD5xeouSgqdf/2iaKBwoMtYW5vGDOTYq4ba/+ntb7E540r/9Zl70spebOE4b0BJHREODU0k9HXbRt/0awcEkNEQ1wZZqSF2rqdSIqVGQpIgE2+XV1JnWK2OaCstGIIaSRksssW6IoTZo0glCbXoSIi6G1FlqC7gNHkLbuauJNQFcD5XcFpMz5mt/w50XPw0eCVtRnS5WiakzNkZEFHHeskIgUqESLFttKnvEFPNNIdWe97a33UYjDf/+F982rSBaejUFjFxBEnuEc6jLOrao7b8BIFrwyGOk0EgPpQ/k0Zo3M3H4BLg7SFJ5g/6L9Ndr7LYE9f6C12Hf8YlrbRGsDNJ2CgCpjHRttuT2GSU9vNtXIyR7jYjcISK/JiLL6XcXAfsHdrYjLL/S77/sTUReISIfE5GPTSYl4jzPk5M8w2/zLD3BSw6U+FiBCL43QzUacfrkScLGCcL2LrM0nN7Yo2oCPkYeePAkD53e5PTGFtl4RHCeu06cwHlP4fv47SH9smK9KDg5HLM9aZg0NV944AGGtbKyvMShAwco8gGHV9aYH2RsNIGRc0wmE9MDZAUHZnIee9lh7hvVFE45OHCEpsLVJbvbWzz1khWK0S59RlR1SUFgKYt87uQpZvOcRy8tMBj0qPMcafaI5YSNnSFv/7P383vv+xCjuuGapzyL65/5fEDZK4d4n2htfErXM5Csc/Zq2QGRSE88WTBw2bsc53qIy+zy7B4XmDRju8icqXAjtvgkeYLYGjMxlPPWK2QBpsC5nCDWQhelIMSQGhBNLWkSdUVD679SAzFpOVzKm+xrE6caFQCnDhcFugwLe2zyyWj1IftBWzSVSCGk8o0p5Y8YoNoCqbTBsyKEEUrgLW/6WaJGvu3/+QWieMYiBpA6b18BxKTwQRVNm1xMnblRksu+OMtQRBKgOXXUa02y2t+pmglyrdIq4Tv8QhOuozF0NpBRTW+CSmJ8UraWPFoqIsF5gs+NldvnZfKw0o59t4cbQN4GXAk8Dhtn+X+l33+54/lKx/kVaydV/WVVfZKqPmml53nBYkmYW8Jlnoe2x9QuQ/sDtvdG9GPD9sYmX7z/GPnKQdbW1pmdmef+Yw/RH+0iw/NcvjLLYw4u8oSDc1x/cJ7zD93LDQt95vZ2kFP3sXbwAMtZ5PBsj8V6wh7CYn/ANUcvYjzcQXbOMGh2WZAhVe6QLOPAbJ8PfPYeDq0u4QX26sixcWQyGXH9+iynzm0Q6iGj85sMpGG9lxPqhjA3TzaYp+eV03slRVPylKPrHNs8T9PLyca7zGydZWt7m195/0d4z999Eo1wdmuHp73wJfQGM6A1TVMx25sjBkfEQMkQKlpaUEOyYXJFh843GvFFj+ACjTQ0BFRtKJEBlBWiniIbWKBQNeGVWFdtDDUQCNp22ubGdUlGFIdq1faspi5dEJpuIYPHhhe2reYWNJDULrBPl6CxIpeISoUlrRBjmehUw2zMEvFCWb3GMU6SDiipkaE1cHKoZIgvUpKhBC0JWnaZh4oiUoDv0Wik1sDP/PTP0C/6fPfbbqOf8KQQY0vEUqn9bVWqFjyTQTM+NWkaJdxg0n4TdrWOsUKdfHKV1G/kIHeGW8WYQNA0tNwK+BZYtfefpyyu8ztMDJHEQE/BxwanlWWjVm/aa8tXF0IeVgBR1dOqGtT81X4FK1HAMouL9921HWH5lX7/T94mdcNkb5t+E/CFkOeOSRnZ2N7j1NltFlYP0uvP8NhHXcsHP3U3ZTNiUESefNVhYjmiHu0RJ2P2GmiKAvVwwxWXcJ6M2YPrzKyu47KMfG2N+QMLHFmfYyZrGJV7hLri8FIfXV6hGSwRswHj0R5aBxaouOn6Kzi3O2Ywt8JMJhyZneehE5sc9CVMJvTyeS4/eoh6aZlRb0AN9Gk4vblNqGr65Yg9AWZXWF1eZSmfI8zM82sfu4s/+oe7iQoxCk96wYt4wUtfjo1WsIzDO28gZovkOXDOGA4VmxQPYpoY8eBNcC04vGb06CUD4QbVGpzD00M6EJUEsHoCEcghKTq9AlqD1gl3sQDS3rehsSwAcGRduUKaHKwxoKEmNmXKJqwksoa00nZITV+CQsCGLGkEDWgMSDT5/bQD24Jb5gbEpk5ZkqPthYlag6vteWJMmUfyPCEQYjv0KYDW2JAtT+asQe2Nb3ojkch3vfU2K18ksSCpTPApsPgWsE14RUWbjaUgbfgxtfPU4lJ7vmURFUkYBiZtxxHEEZ3ZBURxZOIIrn0eo+Kb9DiFDnuJMQUHZxlTwBGxQJ0Qsy6D+WpuDyuAiMjhfT/eBHwmff/fge8QkZ6IXA5cDfwdBppeLSKXi0gBfEe67z95K+uG8ydOs7FxhmZ7h4lmDOaXOLSywhNueBTveP9H0bygH/Z4ztVrlMWAvVrZnTQcG1f0ZmZYX1khryse2mtoltYYuoIDi3Pcd+wsTYjEnZKtjV3c4iqxv8ylhy9ipj/DDo44mKGONXef26QOgXo84fzWDjPLFzG3vMbRg4eZ7Sm333Oc4dZpHnf5EWLR57rLD9ErlMl4TF8DvXLCqVHD2d0xHmvVLnszDAaLxMkEzYXb3vdBfvG9t1OHQK/f43HPfi5Pev4LEjZhSksTV7f6BVJNHomhsTYzZ1W0qO90MbRpq5hPB+JsNCPgpZeQ/jZgNJikIzEYrsJpRKQ1UnIJcM1BIHNZ6jMy+jdLf5yaXwsiaKxS5S44cpwvLCV3GZKavgSow9gElrEk+ekjeLLCEV2dkqsmvZ0GkRwNtQUdNeYrAD6JxFpgla44cckaEMS7NLXP4ynwPk90p0cwV3mviosRrw4XhDe/+c0EF3j5L73NGBQRy+owBWkBUzA1LU7jB81dTBSyaEeTqWULTs3UqCfSgbAByBQyjQbqKojYOWo0GsaFT2MvIZM2cE0BZecErzHlf5qO0bAuBBAhV01M2sO/PdzRls/GyhcF7ge+T1VPpvvfCvxHbLt5rar+efr9i4Cfx2jcX1PVN/5zDvDyA3P63c98CsszGc4L6jI+/uBpnn7VEZo60pQ1w2bCwcV5zu/ssbS0yFiFKy4+xN7QHMkjSjncQfpzjCYV2d6mSZTEcWxzi8W5WXKBmbxgt44s9wucC1R4Pnbfca5fXWBYR3r9HnPz87iozM/2OV9NOH3fgywdWGZjWHNosWBuZp7QBELuWC2EjdNbbIpywKepYxG2ZcB8v0/uBc0yHjhxmj/51N0UmaMKkc2dHV740pejWqWdLCPEMknN0+eCtc1LJ/pKgUQiLviU4grRg4t5+1lOAWklfUQZUBm70gF+gShmTDMdimXljOFvGaq1YQ/kiU5ND22nRdECuQoxID4zL9MwndLnKDqqNVJ1tGdrzxdbTU8kaYCK6WOdPUOMVZc1Aajae7Gg5ojUiIvEkMoJGtvFNVoAisGYlKR4NaZKyLShIesyHMv6IxKF1996K8EFfueVryaaqNW+IojVHEmvQppxa4BoECVLaG2jStY+d0pNQlocUUmuZlZmtZR4x6zIFIiOba9Ny4yl/MJYHEcQIY/7MjUllXXT0uWtf3v7w2ZhvuaFZJeuLeut3/Ei/vJjn+HF11/J3rhiXNaM6j2OrizQQ2nE86HPPsTTbrgKL1CXFfdsj7jh0BIb54c0YcLqwgI75zdp6ho/v0xwGYtFDi6S5Rlz/Rny2FCVI/KZgk/fc5JDfUeeW81czB9gd7jFqCzxxYC1fqDSnFEDuTb43FM3ka3GsVIohXcMm8hAHa4qiVqxOarpL64iPlL0enzm7uPcfv9JNFTG5Mz0eMzXPQvxqW9HzFY3pmxC28WprQzbzINjbECS+rZF1pMQqb0A9y/yzkMCjG7FhFriC5QaIactN6wdv7bFntJzo1rrtFDLpMkJSAo4djMth5MiAYvRMo/khNV29sa2dABjk3DgBO8zVANNTLNQqEDdFFFLgQVXmISeaBoTdTgXiKnvp8NZYuiEbpAnDCZC3O/HkaH1CMmt27sbdo3Ru/tvb7jlDQC8/ZX/yTQa7WFh+ERoXzed8UojPZU03c8+RzsCh2i4UIpu7xYRIW+XtZpDmtd94KHafaIkYNr8KhM9a5tEh5UoBJ/jY/OPaN633v6Rfzka9//vm4hQ7k147g1Xc8/ZDVyvYKYvrM4vcvfpXUJvllJzHnf1JXzozntYmh2wMNfjiRevsDWOzOfQCw3VaIdJ0Wd9/QBrs54lV/LeT92JVpFmPGbr/Abv+Ju/J1Iz2tzi8qUen96YcLIqCLOLbI52GTZCEzN2K+XkKOP8nlGiw+gJjaPeK8mGOxzb2GHcOOZ6c8SVg+wsrtCsHmXlkkvIZwYUS6u8/W8+yUceOEVdV4yawJO/8QU85uuehXO2o4saXtGEaOCZ2OIRzTGAsLEmdW1NaGxRxhiSw7mxDxKNYbBNzvAJW8DeRkuSozgDFjWk8RIlbYOd7b4elWDZADFdd7nNNsFThwrFp5/BLn/sik8sCA6iVggZRMuEAm2TXbJq9imTiEqoAzFgvSbdxRATGGLZAy5HtWZc7iVRXEBaIReW7cSmsi5WTU2CCfcgRmJTW5aXlrzVGAPA/DOIgdhM0DihKUvzeE1NeD/1U/8FVeUVb/tVi2mx7aBNOZ6KGSulsqFQRbwjaOiCuig4TfZLztGIGTUHMWA7E6FWqEheq23waEskJ6k/LNJ2LHeCOYwZarMVEFxsCC7rOqnbTearWp9f6xnIwYVZ/YkbvwFf1pzfG/L5s5u84Ek3ECclTV1z7/kJ68tzZMDuqIIYKGb6lOMxuXMUszOMy0BfInhH0cvYG46ZEUGbmjrLIS/wUZlbXWFUVdS1MpsLPlRMqobjwxFXzw84tb3LRZdfwt7WLqPRhP5sn7w3Rxyep5iboe7PsJB5Rnu77NZKcBknz2yxujDL8vyA2cEMP/cHf4pH8EVO3TRsbg953rfcCOKpqglF3toWmBR8ZzJkZmYWp8Fqc41piJLQzl2JRLwrEA00scR7sz+EJvWr2BZkbfcFUzkXoJZxBC0TU5FYC/KkMcFA0tRHYqrONkNJnuGxnm5FkelrRBP/BQdNVVJkWXq+PGEY3jCN/RJMB0SbSGfq4x6NxDS1Ph2yuu492fuqEZebBkZyItaNq6LEqsZ7lzpoY5e5J7UFtCbZWLnT/q8kM6W2i9u5zM4Rve6YVSNveMN/RUX5jZu/L719a7ALLtkhqnTZRYX57dorGTCtgHOWVkWUTBQJSnSGAGVRqX0GocEzPVXR50io0+CrlsI2mtq5NLRcDPdQSIO195U/CQQOArd9+BFcwlxyYFGffd0lPOXig3iUoBCdw+U5kzrifQaqfP6BEzzj2kspq4pev+Az95/gmkuO0ISAK3p87qHjXLF+EJ3s4POCSV6wMDNA+3l93wAAIABJREFUy5pGjNM/sHKAqmzYHe5Sx4gWOStFj7uOHWN9dYnZmQExCnUTaJoa3d0hNDW9Xo/lxSViNSTrz1JGYXNUkoWaAQ1N1ueh0YT33f4P9Ad9qrpm0ihf943PNxCRBudzNFgDW6M2MkLFQawSOGrUaBBbZVGjQarOEZqaovW80H3qTDTpEyKp0MZTEEhlRwSV6XR4EW8YhQPvMsZ1Rc+btFwQxGfJKcv6OcpJQ95zQIFzYuBnUo7WqnjypLFIqXasEmjaerYIndSc1E2drBRjks2bV2p7jRrwasFsX26fHLj2WxCgNc4V3f2stGozngyRuK9HJY2CiGaQ5NN5ySRndzhmdnaOWgI9IDQNkpnDGJhq98dveQOZz3jHza8g4sjVWvxFrVEuU6VKtGkPkmbDjr0dLJZM0qiBnipNax6uSp4+c8WwE/8lDBCJ4pXUIpCiG9L9Xxt9pwEEoZPnv/X2R3AAObo4q6/8uutYWJzn6Po65WQPlwujvRGn9iIHZgaoCpO6ZqtsOHTpUYo8I8syIo7dckIc7jAYFOwMJ9z14Ckef+1l5FmPupzw0c/dzTOuv5ZBTzh78hxl1uOqhR7DquKB0+c53PedG9lu7LG2Mkc9rkAb8v4Mw9GYGS+c2B6xtLTIEME3Df0Y6R1YoorKL/3J+/CZZ9Af4LOMRz31aSAJNEu2jCGBakRLfZ2ICbg0GNORQE9jRAoaTRd7MJDYFrCBdplLaTqJudGIte9D6Cxg6rRwreks1mPE7wMjRXEt9mK1E46cznEsXd8i3uYTY3gGkFrlzf5QUtu+ap06g3OUkIycUyu+mrAtaiA6G6hkoGqbkhT76NqKaX6u6eWKDhjQbjc2WhccHnMpN+uQxjIqbYixIct7qIqVMG2DHjkaa7xzRJfTKV1TeWh5RoPDLASWlpf53ptfQeEKfu3VNyMaCQi5WFZhwydMqt7EZCWYniVP9GuICf50QHJgz5xStyit2n1bpxtTG1uPkbnWCgVTgJoWG2kHZTGFj6b3AaI+sjGQot/nksNrzGaO7fMbbIwqdseQ53NcfXid2cUBlYeinrCeB4qNY5y6537qsyfRMyeY2TjJkkSGp8+y1Ix47PoifjLhngePUU7GPPHwGjQVk+hx412umIP7z20xOb/BtSsLhlFEJZubZzYLSFOR9wsqKTh/4jjlaMypvZp7t0bMzPTxW2eRco9QZPzqe2/nne//CL1Bn36/x9mtba77+mcyrhScN/NdZ+lyJhmeAepMyCTSw0skF1Nm5pLhI4nNCBREJFQ4V5C5HmDjGAqfKFmSvX80jxSTcpsdoYhi1oS5UayhxuWDBMQ6WvHVuBkZ+5Eo30id0vkcR9FKKU0anxyDY5KQV6FJLESDaok5hXtqomkSYomlQAEhWPDRiAumLEULbL/2ECujeKlw6qzJj7aRLgUusfdMOlLbcR0ikcAYlWjMjdOkXcvJfD8119XJKzRHNbcywBcGdcbKlP5SgYv2s4CTHuI8iGdra4f77r6XqJHv+cVfwmNGQqqKHak5+geFHGvzt7OVWJgYye2dkkXBi+KdOZ45MT8QQ74AVZs5I6CJZfEYSxZEqEWIJIWsqsnrRRhCajBUSIB6iPsCzsO8fc0HkFBXnB9NiPOL9NbWmMk9ojVbe7uc3jxHs7VLb7wHmaO/vk4V4LJDS7gYuPfcDn2nnD91lp2dEVuVcMnV11J4Yd0HwmiX2jtmyy16w5Oc1B4z6xexftFhlq64li9u7bJ4ySUsra2wN6mJvRluf2iLM3slkjv8+iFO1I7V1VWe/ahLGW5vI70FPvDJu/itv/kYZVWbk3pUrn/mv+VZL7mRKkRm+j0I0UDGqDjNjPoj4CmQpsTFGkePkOReUWucL5DokZiBy80q0GliZ/pEKVAp7H6YAApnC0FcZhe8a3UcvqP0xGcJYGwp2xwnBYNizuTp0rOgIQW4zKwRJeCywsBV7+wYHDjvLKiJzSVx3jxGvMvJxZHj8Bpwro9zfbNQdC6VG5pKHDMmQqxsEp+bOlZ6qMsx5WqWSq5pNzaJdgVngKeCUBgmo4GmGaesAdBIO2fWaUZZjigkmmlQDNYoiFVHUVIjorTZaEp3QolPVPq7/uC3aXtfvvutv2z6DNVu0lyILbyTvFFFyNSc5aMYcCribNqdJLVptI0mJHGZxzQfUSFE6X52LnYlUC5JVJj6Zkx8pwygE7G1I0m9+NTy8PBvX/MlzBUr83rrCx7PwqDHZjmht3IxB9dWOL+zy+xglgdOneXI6gL1aJeTx8/RmxmwEz2XHVlhd2uLU5tDBnPzHJ7rE6uKQGBvVPLBf7iD/+3ZN/DFU9usrB1GnDCYnWO0u8NWpcyFXeogLM4PUHE8sLHDSi9nY2uX2bk+f3PHA7z8BU9nb1QyNzvLyXNn+evPfJEHd8a4zBEmE9xghiuvfyJzi0tAZVRo6t2AzBrF2rkm6QIlNjTa4M2UMykp01zefd4aZpAzSlRjnu5nt7LaIc9t4WbqCSmtN0VCcuQSu9hDKPG+D8Sk87DFaHRn6m5NcvYoJo0GbF9tbJavqgVDSdaTXltlKhArW/AInYdHGiQuzoIFgoHG0g49mnpmRI20vi/giGFC9K1c3nVCNDQgzlzXEkFL23HazvDpSiDogooFq6Q76bCVaJHDt3WRQ+uaPMuIZEQMy6E1vFZoDZt+9HU/aq8nyu+/5jUQHY1Y+dEkQDNryxbVrmEOr9bn02o+WgwkRmqBPIn9ImmCgCoTsA50tR7iJn1eEqFJFgouqWMV6+ZVNYo5VwcSiQpv+ypKmK/5AHLl2oLe9G+u4wmPuhSX5eQi7JUVBw4e4thdn6HIcvozOQ+eG3LF+grntjbxPmdUVTy0WfK0G65huDdifjDLyfNn+es77uY7n3IxO6VnZfUg53e3KauS5QPLvOO9t/PKFz4TEAgNxeIyn73/IYZnz7K8OMf2qMT5PpcfWgWnbJzfot/vcf/WHu//7L3U4wllE1k4sMS9Dz3Et3z7fwBS2pi+tqM3JUnQrUJOzuPaINLbJ15qXbhaO7wkD3eR2CRj4KTLQOi8SvcbELe2j6LBRi9ITjvL116j6XZ9O8bWnav1XNGk9ehx4bWixuBIq44FkSIxIr4lKrvAofvo2NYFzBZqy4xYm0KI1vwX1PxeoMHFIgGwHvH5PjtFW/DGVubp/PlOsdGeR5fel3dFmoNiStZWteHEBGaxaczmsfVTxUGGUd5qs41JthJmkNw6mkc0BXAX4Ud+7Mfwmcc7z6+/5lVk0QjrXB0TMfOmLI3jdNqOXLBuaaDz+XAInd6lBURR2omKXqFpRWgCPk2TErFGu+gcHmdKZhLNm9416vFEGqfc9uHbOfFIDSCXry3rT33bc9g6v81upTztCdextbFFM9lj7uDFvPU9f8lzrj3K7Mwsu7t7zCzMMTOzyPxMj7JsEB+p6oq/vfM+HrO2QM8FqrzHQBukMh+Pz2023HBkCWfDSJlfXuHPP34nTzy4BBkMy8DcXJ+FpUOE0Yi88FRE5hZnecvv/5WxOpMKyTNEI49/7vPMai/No9nHmdoOITazRmMwM2FnpYzGCpf1bcE7cxtvg4HtMSRqtLggSHTPnoLOftGTMvWpsACWX/AY027UoD6NQjQGwh4S8dInxso2RC0IWifMJlLWlZUargCSbwcXDoPqema7YdsgrUwe0nPbaFLDRQzq89Kz/hWxzMyyo4J2GLql4bF77P5zMH2vaSqe2jBvn3QR5s86BWa7yXvU3fnRoERJviPknZuYVQieoFVyTWvFdVNjJhHhtT/4WmZnZ4kh8s7v/77U5JZuST2qYvhImYBVZw/ulKXatetbthJVyZ3N5bXRGtp9xjE1RKaTijiXPFttUJhHCIkOJ11fjVpW8otfhR/I134AWV3Qn//ub+bUqbMINXleELOcc5OGmckOB5cX+dypTZZWDzPQSBMjo8mYg0dW2RzuMTl5hmKmzwfuPMaNX3ctzvfIsoyyali+6DBnv/AZFufmGQ6NhfjIsTM8cX2R5aUBWxtD5hbmibOzuIo0T8Ph8oxf+NP/YX0VIZIVBZtbOzz7pm+3BRuTCjRdxBeMINB9QaFTbVaATyKydEGn4eFA2uWsi5WUofyjW4x0DlxumrI7iTYBDqM6ozaGu2Qmi7c2erpUP2oCMymMSnXeqNTkBdIufNVIFSOFKy6Yd6taJpxBujTc3mdM56JKmUp6Oxo7YBZHkmJLeu9Tz1JjgpKKIkaTjCMJ1OxdcK7b42nflwGHU+rYkc6DpN6e7vXa8x1pxJSdmUVCutGqpJIlZX3aitqmH0RX0vzYj/8YImZL8Ns/8IN4teLV5OtTZsWEfZJYqCzR+KQJe0oMOZlv2qfvGJU2m0WNzm8HmUSdTsir0yWWJ+a41ZHY2bX897ZHcgC5bGVRX//8J7Ozs8tnNvd42pEDzM71cJknz3qciA0rxSzEyKSa4PrzFBkUu2cJ2QzZwcNsHD9Gr5gh1BWZj9xT97lqLmN3d0QVIg+cO89Tn/w43OkHGO8MKWb7THYn/NbH7+J/f85TGe9scWZUsnZgib/+xB3ct9NQNw39/oA6Bk6d3+abv+O76CajC10Nr1qhycTXfo5px4pJ2OVTbkG3OPaXOapNGmcRwfsuqOyfBdw6ngPdxHvggt9nzrpinQ0VSS3m0zZ407O65F+BlSLibLGjBvqKGrvjeun4p9mQXcjBek/EMqrcZYQ0ytIwgkl3PC71tUQqEGte01DhcstZQjDYcH/GFJvSwGPXzruly3Q0Gr3cUtG6f8eX5MGazrfGSIg1WdZLwUAow4Q8a/1hDaMx4DSzY9cmbQI+9b8IqjWtOK9Vn9q5MBm/SMYP/tgPmY+Jd/zeq1/dyeujKk0CML14vNYJLE9lRkI87ZmUHqZiiWJNfkLbzGcYR3eOVPH7dCMo1ETyZImoapPzYjek3nPbhz74yKVxiZHs8FHm+j2eeekqs4sDVB2nK8fZSUV/OOL87iaNh/d8+O9Z1D3yesjgyGU4UcLGCWbzhtkikPcLvHiukglMthgwIsSKp180gz9+FzmBou94+wc+wVY2x4sffx2+36MS5dprr+ad//OzPFg688/Ic0Ke8eTnfRPf/O3fhQal1rrz/2wzANXEfgBtHUqEECyjMJcpo2oNWLSauht9KB68A+eRWBO1sdfRQBNtOlvmMrsIxRYATU3rcpWRdWMXXJo6GTXgNMNFazkPYUQkDYhKFJ9hMQWxKZPjlqXFKp5aDXtwqbkvdlqDfd4f0qNW1wGTFhB7oGLZDRXWiG4BKhBwWY8YMmLMjaFpfT/ixFiobNpMqLG0BRxjykhSJoEFMklycOcc1vDnEMnxGu2acn1Mqm+9Pr3U/9IuCQsc1tkcg3nFtoA2Mt292xLKJTl+1EjbikCEn/+Zn8PnniY0vPytb7NrQix7yKOVO3VoqKIjJKGgZTfmCdd10WLMSpE8bpPBrU26adWmTJsP2+nEjQZTxqqVshkJoI0NPkaT5n8Vt6/5DOTylQX92Zd+PZOyQYoBleQGvDmQPOfU6Q3uvP801z/qMpYXDhAo6Y1GVLUtzlEMXHTZIdw4MG4m0FRkWcEffPQOXvacb2B7UuIWFqmqkk/e/mGe8djHMj/fY2c4ptobMT834Lb3fxznhOHQJszNLyxw9NFPYGZubrp4tO1FSBlCSDNqOmCsVXuaH4bN7U1O4WjXgfqlGEammdnvOUmLf/p/0vU5kBZOxGXK8ZNnOHp4nRBM6BS1Is8c99x7jMsuOdKV41YyGcCmAOJT56hLjM+07OqOLTEkXYnUZUtyQfkQ00Q6m6a2LxPqOlxNCm+EQxo5QYVL83CNFYpd5hZbe0KgHXQOUO97bh+jZSz7ju9LAelu/cQWZC07FqbWC48TYeqI3spjoMtmpiWNmr+JE6qmZiYFuiaOE8OlvO7H34BGxWee33jNzQiRYDGANmhZ2Zo+S5/ZmIjYUDtrDJRo/ToeMzDyItYalM6FtP+IcX4ARbQMxIujSdeOS7YQ3gnjGPn1RzILc9X6kv77p17H7GCBleVZQqx56N7jLB08wKfvP8tjj64R8gJiYLmfUTWREE2+Pb+0yEwoCeIZ74wYTSa869P38i2PvYq9JnDJ4aPsxopRFZnPHKvzBedObzAe7iGrB/j993+U3twCTVnh85xQVxw/d55v+rb/tRsNGVNaa+fRTzGPVlZNulDDhQHGanp7j/sXqA2XvnDR7l8I7c1sAi98fDsesh2Knf4ThydqTcRUmDQ1MWEXztWc2zzP8uI8qr0pjtApnxPVnDKMpMKi9TLdj39Mj7dCdep2lUve4T22eNuek/zLYkMAIYxxWUHUCs+go3MvsB1oz2MrkNoPWLv2SwombckDiLSMl+/urF9m+VzYAp9+blKfTdrEQC2j0gYzom5p79yO3dm4zxgit/7E/4HDUTc1v/v9r7TmOYkU6qmT9aSK+aJGjZTO0RePxCZxde2cGYsSMTqcxMTAtZPurKU/c5Z1dDNj1PQnATVBoVhJKlF52+0ffeQGkItXl/WWFz8dVCkVltbWmWkmfOHeY2yMhjzlG55GGG5z9uQmIlAM+syuHWTOZcRqQrY0T/Q5TaWUG8fBeeoYOTusmB302d7Yoj/ok0tgeXmJUQz8+p+8j9BYq3xW5ISqRHsDHv/M519wbF2g0ARAttmItDRcqwpVm3afDILBLsYL8AxahqXtDfHTrMYJoZmO5SQJwNDQ0YfpiabUZQco2oJtPTJaKridbSIiVE1F5p0tjFSCiMS0y+4DdrvZO0z7RzQkwxtSZhIT5tNmAeZ5Os0s6C7o9jxckCmkwDsFS1sqeBpwpybKTDO+jg6e3hxTulqltP4h6dloT59Uuq5IEnyfmvyqrnw0upbONHl/RqbU6fylhry2BBVvDBxtBpQ0NQJOMl53yy1dJvebr7qZEiFPuEjWYiMt3aqWbZh3iL2bClO3tsIyTYOrWvBUUkmsmDK10+NAN0qTLnO14PjLtz+CadxLVhb1J298DisXHebEfQ9RhsjH7z3GN9xwDTEqVV0RtaGpA9uacdGMUJeR5fUDnDx1ig/e9RA3PeUGxsMt6tqzV9Vcdt1VbGzvsuAEMsd4d5cqwqdOnODO+86yub3D4tws6j29omD50KUcueIq+2A0ds1tsR121DUyuY592Z/ed+d4H+LkEt253wy4WzR+/wIxTCWGhEEQEM2nGEn6s19zYTBLjUuYg/lgaKL9EmUpLgU/Ox5NHb5CJLrEgGg7pS6fHnp635l4G4It011eEvrfLvr9t/2l3vSpptnLP2aW9i3AFIC/fDaW9CHJIW1/idfiEvZ0aRJ9onXbOcuIJlDY9Bmx65VJATFYtqQyFcEJZgIUQuw6lQ0UtoZCC0rW5+OSlsZUwdDv9/mRH/rPRInkLucdN39vsjQ0RWqOKYtbLCqqZUz2HI5ANNwjAdWkrl1VNc2H1XiAWT0gksIbZDFSiokSzR1CkSi89W8/xJmdnUcmiFo1gVJyPnfn3fzFHV9k7tJLedwNj+HB3ZJJnjOZXWDlusdw5JorOXRghonPcQuL/OnffZrDl17Gy174jcxdfBluaY35iw4j66ucObnBvPfEqiRUgbMh8o73fZS/uP2zKMr6oTXquuK+46d5zNOfy5Err+qAs/byjDHgSQEjpfmoGui4b0G0YF73tV1YhvnRxIY61N0idGneiO0kDg0eNENcDuIB83Mw8LACrRCtbU9ySR2fzICClkQtjd2IbaDztPOCYwyJ6akSXZsCQBCc9pgqXCt7TQkJ6DWlY0MgaOiYp0ZS8ENpEtjb3r4US3HOEcIESexGW+LE7k9iipLwCqfd41SskVC8GDCLjalUMUaq/QukuTBtmQlNk6wQWwd79oPW0JKd/297Zx5tW1aV999ca+9z7n0d1dNLY5OIJgoxqFGMZggqMaIi2CCgEhgicRhjGrAyhohSlEJhUKsAuyGSGM2wGfYxaBSHLTYpGkV6pJCSUop6Ve/de8/Ze82ZP+Zca+9z33tVr15BvVuMu964dW+ddjdrzTXnN7/5TfcoV0gOEDvK3zyH0WHm1St+Sn3rs1PDIqf+O35TolGWlcLu7mle99u/iSAMOvD0G14V4Cb05hhIBc5M1YsnaXQ1FrgCvrU0eSjZS2IVqfUBYWXCnpWW4cOi/y4GUSAh4MWLZ6MFnOc48B7Iwy+/n33L4z+b5c5tHDt+lFN3nOT49pKjl1/BzbePbA+7bB8/ys0fuo3LThzhNb/3Fp79rz6dfrHFavAG0iuFk1vHuOnt7+SfPOxKtraPQhJyf4RrXvsLnLjkOOvdXSy5bOIduwOf/6VfHkcw2dg6ycUKaiM5BdnJO/34Lti0KuI98/AkLzbc75kqB2mfLR/CI+hkAhHrji1l7cQivAq3pgzdu3A6upaRLE6dRyxK5aOaFnP2pUGti5gYsKVlihxYFc70Dvzo3QhNRLB63PuHL+CpXUML42wK9/Z7J511FMYNbKJ1yOPC5my/IX04gayTtkjlocy8qjM4O4CMgYO48fXX+7VVG8jJNUPURi9oRGf33cHX+z/wwTz72c9pn/tjz302WxFe9xD1L9F3RiT0TOBWlEvVJZDmGh9VmkCa16sttKZ5q7A2J691qbJC4Id//w8uOIS5Sw9EvO/LLSLyltljPysiN8bPe0Xkxnj84SKyO3vuVbP3/DMRebOIvFNEflDOPivP8v3wgO2OkydPs3PqFEcuv4x8xYNQ7blySzh+v+PsDsavvfndLLuOp3/mJ5Ny5va9wri1xVtuOUm/WMIt7+NRDzrBuLvmQ6d3+Klf/r+84pdex3JrQSlKv7UFZtyxUj7/S59EFc8HdXIVtdhMkNyTu20PE3JP1j5KsPMGaOUX2MK4LHzBFGdQ+pYyumsd/BEzaxOqowvjUankiuoe2QbGcWR3vaLLNeVaPYUS9SXujVjnXoFXy7p7IpahGKq+W3qx2RKzVVSmxnlHT5iaFao7fAsRkkQot+XvCaX1mlLuUtfuYUtvYpPBYJ9h0k0jqqLt+7uU6VKmTz1JUvvxw0gthT3nwNTRS08vHb1kYA+R0EmXCYuqR5nSCOMefS7tfGfz1+sQxe+f3xNPZafUowyYjKS8dLKYdIxkcnL9jkHXrKOXkZly8wduQlUbQP3sV/8YWsNKBDGlj0VvJjjmaVweHJRKFqzAOylh0aemBG6WJU/9cCMt3DOG+llHMXNZiPNZiOcYF9Tact/z1wEnzexFIvJw4FfP8bo3AN8G/DHw68APWggu39l45BUn7IX/5nPZHdb0l1wBO7eRrHPiTb/gT26+ncc+5DJ2b/473nPbKR744Idw8+2n+MO3votv/fqncseet2FYLLbZU+Mtf/VX3Pje96OjT/hixmo1cMcw8PgnfQ1QdycH/yYh33Hj/xM1m2DuWWwQpcR7zM7yapNRiUyIOs7AvmrICk5qqQbL3dTNDIwj8Sa183w3pVJt1TwKD4lmx1lL4INUVjMp4NWvTpBKm8Vss5TyfLRsUwNdpzAk5YSpMTJxDObeVP3cudeRmLAQw21sA1QTocTmu61Yt3FsqfErpxCzGqPN18Q1xs+5jmJezp9woFdVSbkWOtbkTpxnHG/zvBrr1YLMViI0AnRNVV/buMd4utl05Dte8AK6rqNPPabGf3/uN7tivhmk3K7LaAEJi9IFS/dsQyOUAqbG3lLPoGakqqKuG4+Pqh6I3Ulry/Ainor3wz3nEG8DccLM/sh8xvwU8OV39p46BoV/GBLHjx3j5M03s7Xc5tTpU7zh/Xewe/I2Pm27sLr1w/z93sgjHvFx/OHb/oZ//MAredbnfhqn3/PXbH/4FsZb/57Tt/0dr/mlX+N1f/xnlGFAzVgVWKvwmV/yFXzhlz0Fs8F3liRRkr5NSpWQ5EBdopZlj0jOSOcNrQcbMOmjTD0AtWBmjiHAUw2Cx68SkoHVMIQ0n5n3oIUAMcdA9+s8iHhYxjAQXdvZPf26RELX1BmbXleCRksFmRTa4zBIksmmdLGoKs8DKkUqhI3Vw476NxoZkVJ7uZQwrCNRdNFGBYiblxWf1UIEPMuhRDCRphDPX55dttDShtHZP4HrKqheU32NbwilkW895MskW9Cz5bUvNvNKLIyOSWBNIyYrSnICnNTGWDWFjjczT9nT450UuuQM1uqlpNTR5+SXioQl4Qde+jL6yHTtlT2e8sOviCJgJ6t4AaSLBblEgrg3UcNZESxlTuGAc0oxUUK0iOqBWIR+AoJGE7t74nvU+3rPxuOAD5rZO2aPPUJE/p+IvF5EHhePPRhvLlXHebe23FkPdGWPrWMn6Le3+bU3v5dT2/fjE644xipluksu544uky65nGOXXsETHv2p3Hrrhzg1Fm6+fY9bT+/wo3/4Jl79K69nvV6zdeQoSMJK4X03fYB/8YVfHKm2KU1ZQ2wN+fvozoFFFh3whRjtIxXoySEAHLtQsDoT2QVgipKqGpg5TzDlxXSDEbxWJSZ3SrjY0KLhG+49+MRDOt/F2qRwQ4fgbRTTwhmc4x6uiL6kMPq5qLrba94KKgXsOsbyO1tWZP5Y5VU0AlhaxMIsWFKETNHNHTJJsELFkOQgaPVCzjYS0u5D+97aDrNiSCLNRVe1ZnyqwXO8JEICSYzjRKWv3swoI5qE1G21ZliNdBZ/S+pbd7+M4z0ivV+1EJqW8DKq4XKZzAUpL13WkQIpM0bnv5SSY2gqfO/3fg8YbOUtUPjqH3hFtHXw5uS1snY0P+4S52txHqKFY5FdK7XFqcWhSWRb0izEizRxw4DOegfOb9xTA/K1bHofNwMfZ2aPBv4D8NMicgLOeoznjJ1s1tryfkeWHFsu+ODJ0wwKj/+EK3nYYo+t8RQf+tAd3HJyxao7xsMvPcEH33cTR4/2nDh+gkc88mHUIrozAAAgAElEQVT8ydvfx2v/4t0sxFj0PX2/4MixE9z8oQ/zmMd/EU9+1jdSwvq7l7FF7XkSeyK1yAzcaLiyV3gFIdalph6RVFRcOkg5KjjdfXQRnloJlTCST/qIg0ExXbXvcibmmsEGBhs2shRtxC5tZjVaRovzAFQ9jMndtqdeTT1OFqNIcXV2MQbJqHSNu6G6gmgNGbmQarumnxmBrdLFIZHzFkZyCEXSJh6iCloaiayeT1XFmns2tbCtGo6iTtsf8cxOkgHTXTwMiesz64erzeRLewwyudvCSpnMixllfZokg7dWmIeKFqnQ6Munljx3UUNGwJXpxwZQSxPxGRExCnsU9hhlnIR7klCSRsZLXTtGlBdd8yIAFv2CxZEjfN11P+DXSYyx4UZE+BLnKS5EtBaXNSwYWUMmoeYM1WuqNDaPAFXcEyQFZ+XCxwUbEPFt8SuBn62PmdnKzD4Uf/858C7gk3CP4yGzt59/a8t14dRqgJ2TDDunuOXkLkNesNsf4zM+87E88oFX8vGXHuf0zorLLr+MYYCfe8Obeekv/C7vu/12p/uay7p1R4/yTx/3BTzhK5/KoMV3oQDUNIyGYHFRo7YiBX2baJlgAVRKdkZ1SiwQchkxrZ3rV2ArNxoEdyBQewIcpILgCUK0v5Gt3CgIqVv6AgzxITPzBaaQFHTYcyBWndvgk9v1H7q6a2Kg004vSACLLuKMTq69u7w9WG48iNFGBvUwrP3oiOtiTHvAfiyt1uq057KDfCV21Ho8OfRbrbXphJSUU6dOImIYa3JyoLTPfdtFc9e5ALQKfe4j28BEtoMGhNYfJE2gYljCxeIEpt6SwpLjSsoKknubKXzITrzjXv1kz3x5qFu74LnAkbK74/18k3Rk7UkqZ2TZkAk3qgDwi1/y4rh/xmL7CP/6v17NQr0fYTJvSmVoaNDWamthAWSqqJA4nUC8paVVwqJ5a0v3Uj3EScAYHf8udNwTD+QLgb82sxaaiMiVEolwEXkk3try3eZd6+4Qkc8K3OQZwC+dz5eshoGyt2aQjqPHj8HWES694qE89IEP4gN/ezMFZRhH8jJx4/s/yCt+9bf48N7AqZ0ddkfj6NaCvLXN7dLzKY91sSDvrVp3ugy4FobqGrU1KmPbxebZgZQ6LPQ8xCpZym+WZa+dEBsCAVwipFhkdSI7Ol9d9+Zqi3dNLxRGG6mNl5mphresQAKyYMlI2TmJYiUW09oLxWTZ6k8GGxmktGOOnAi+e1dqeJ4wjRRCN7kqvwt9TPAudfTSky1j1kX470aqGoTaWLuXvoGm1RMws/Y5NRQZytCwB639Y0gcO3Y/d8+rIUfaMRoLVHtMwpA3rwF01A3MZp6OrWlNq/c2xmgGqSeNuBSD9qAdotJYqDGnASFZN5NaAF/iQpaCDYXt7YVvQpobSN5eryFwFMWUPg+sLcQXX/NiEBeHOvGQB/GYpz4VrdQAm6pwRaBLkNQBV0mJLiVEXByiRA9PMaP17NUxrnVsLElDBe3CxwW1tjSzHxeRnwT+2MzmqdonAy/CUxYlXvsr8dxnAD8JbAO/AXyrnQcJ5eFXXGLP/7LHMYyFhz7gwdh6j7/7wN8gacGx45fw1ve8l0d8yifz6l97PejAoj/CavAUWykDf3vyFF/xlK/fQPxrjCtJKFo2C9SQKWQhWJDsn0Q+5kDjfLSMSHA3zpbJmIvtVJr2Bi9kpiOy/zJNZePxPl0Fx2Oa1O0cm+GYjeSeFLOWl/6+vfCMPINTyVg5mjE1JqgTRJhnApwuHiHHrCjtzkaWPLF1tcbjgSNR6f+b6eD6r2aKajp4/zWas3MnBisNhJaKkagLOkvqHf+6E2CxfiZYk5gEGHWPnJftejhQPNJ1W2QrFNWGp6ExP/qazUsbn13nyne+4Du962DxOfDab3lOqy3KLbNCkOeETrwTnZcBRJkBkHEltc4k2ntMkWi9ZvckC3PgiWQPut9R+7SrLuELH/2pLPuOO06d5MFXXUURZXn0GD/0i79DWmRWRemSayDcvrdmNQ48/ku/KuJzt7gmU7Ea0FzsOirRqJGpiHSdLEh4YyFvnwi1xqG2KJgEZqoxqdmFMCKjNhYlcOaijlFcwZQulZZ9qJ8mCMmyZ2/2pVunURd1TJM6W+LhuUGsBkzSRKXfX2MyHw4zuIq6IGgFcSONWynz1YA0A7nPSe5rla5NWZ+a+UkpMZZx05g2gx5aIea4hCBTCBRx/f707X76ezOWGh4Ay4ZzGVFKT0JtFSlYF1USZilorTjT2iUImsARVcA+SGWegakZm1r57C/MzdD76z08nYshPf8/P99T4hiv/5EbuOmNN7pzK80EAN5zN8f3zlO39XpWzIPZNSip0GmHoVz/Bx/DbR22lkse/bCHcPklxzm6veQhD7kC6Tp+6fV/zkt/7n+TFwtvHiWJfrmk5I4P3b7D47/sq1qhW/UTrAQgOnOn609ztwNk8ughgFVJjDIyihsUF5JxWneyTFLP4oh1DOtTwIqJoRiZipnhaEV0tqbqiZqFJoYkhmFgZ6/AWOitBOTnrvw4Mx4VrNMImyJaInJ0E2i2zwFKJJLi7Rvj+brwqqfhTn6ZMARTLBUkOyBcpDjYPDO2FQit4Gk1Vl3qIvzxthjrndvpZKRLiS4wplFHihWGMjjeEThNLz2ey6pgtBPgsnjVsam183MGrTrmw1SEV5m1Hl5VvY0FyAKTFQS5zNRFt1U8a+X3fxHzYY8KbEsAyanzZgteopADZxAXZUrJQ8xUU8geOrpMghuPpMBYoETYlTaX47Xff20DsR/37G/m2GVXuHB1ZPlwKqzfu1pXVL2TWbhmIv58hZlE6CyM/z3KwdwHPJArTxyza5/8BXTbW6yHkT96+7u48W9uddS8S+R+gZbCLbfdxj/cfpqnfcNz/I2JjV2ujuaOxyLe2zvF0aNLdHThmXW5na47guCWvIY689aOjcaMA2Xe69UwGYJ70LU6CH+fg7Kb2hmeUpTWuMjVflK0tBx0lyy1/wmoDXRpK1zhaWyEWLGDWe3JSkX+6w43tW5s2p+z/0YNaIQjm0Vrk3dSGpdFEJCBndNrlsuOnPuoip13x5s8kHov3GgMZLZpB06kZWceTAtRAkNp3lQcshPndON+Vg+vepcVdN0kktWsFe1D1XQi0TXvcbqulTfjWIzjCC7zWEBcxzRFEaKqk8n8tUENaBIN1cOL+0rowCpNl6Tu6zWEvfrqq9t9/ru3/zW//fIfYJ6KDfAN8KyMY/VjuwdVxd2/LxICGCnwmevvgaRhd9cvubhj2QmnJHN80fOa3/pD7ji94vIHPJC//+AtFCv0acF6GPiir3oaqtpqMXKotSxly2PSisQTMWjc7O0j24zFQSm0kNM2aIjBpKUv7lKoyuWmBVLnhbfR9c29CEHo6EJ+31mirngevdNR3UNS34yRL+LgMkQYVHSPlLbo8pFmBB1A6xkjdJgvziQWG1FU61aPQHIrhwccbK21MHM1dyY3tNbWVDnAFs7U7xOaK18nb05w5EiOgsKBQoKZ0a4LWETok4cuYuJi0jX7ZF0cv59bym6sSggvCUKXZ2zbCLcwZmB23FcmOYC5cfWU9Do8ucjIRNl9MTc2orIZEmoQ+PAsRg0J3ckzF5hOhtlIJ9toKZTkBD4vU0hRrTuipZBzrfqtILaXEmDR2Ds8KbU9z870npW77uXX8bSvfRpXPeAqHvRJjyJONuZN3BsDUuAfllB6UjLWqqHebiwtN2PiGJmeM5Q+33HgQ5gyjPzc69/Aj/3K68Ey20e2ueP0LovsC+9t7/0bPvsJT9rwNpx2JeQsqOx569RZ1gMC9FPBNIcbbOFtAAInP3wbOcDGnBZBKPIYkwRa1ohmMgtPjCScOYoyyI6zWcUVwQTBBfYXCL7TtN3GwMbBhWrM072qK1T3vGMcU2hQN8RS9khpwGzFer2K7E6oe9XcvunENDTHZhQQmTIgVVu0MkAnZbD4nqhqrZwFiXindbIXKNqhLBBLtKZN+0b1ZBr1vSE6ji24y++vrSxVFDrJ9OJ1MM2Q6j5vIjaGjZQtvkCquFIr5pMlFsHQau3Xlkij9rmWHkwclZR6Shni+jre5fdEyJboyF65rGEARehs6eeVBJJRbM8bbEGraWrMYXO5SE//Zmqf4iQLFl2HRPp8Z2+H+9///pTRQ9ynv+pHJ8Mx2xiJmhkXxS6gxiI5O3VBZsTYZSSlzI4aKj2rMzC0uzcOfAhzbNnbP3rA5dhYoIsbsbXNW999E9/wb589VciKgHmrhCqsW5sH18UyTYw008iIL6puqAR1GcJSNzJ0iLfQwoq2gyenrfv3+K5WZ2MCyhDq5uL6EF4W7w2NzMaYAAJFfYFLjxK6Hk1kKMIYjni40+LlEcyF/k26cOfjns5UyjdB0soL8ZJ+lwGsuMwmYNIwEa0kpOmxumWq+nkbXsY/H2crcPNruOlJzcHbmuYWq8AjVOXzeW2LH3tuYcz+zwcahjDt/EJOyno1krOX5PtbjSq8VIdjV2Nkb3xn0SpBmXqkhq7mpC1LHq4IOXqxeBmBWUHyyLBakxfbaFmTxaUOJWe/18gEkAbgifqckuxe37f/l2+n6zqy+jX9vR95FTe98Y0NC6n3cKNiuT4en+vKZs4rEXES2o98NKtxL/aQ3JEM1mUk9ZnTavzzz38Cz/imZ/nzkfqz4h5FEZfR31Dlrp+VZKODu5eTS4CSBjKgrEjJF3FKCzcalQFMF15ApPCsBJA3+OSTzidaddvN6x7Ii2jJ2EWqs0PMiVCmRtLeQ5+iWBm9zmZWgi+WEE2egWGPYt542nRArAdbYOaehRTf0QgeAMAQojjYHjbuYElCHzOT0oJSBigrko7NS2tU8KC8tyrYJLgkYDReIjXjgbEBfs7L5+u9akCh0Kp7N9ius6Hgm0Hqgh8ySxtHDK/s1YqCFrJMWiRVQ7UEOO5qYVY61utdZ29IxX2qSLSHFyIDfV/Cs3SKlhuisWVnVEKFPrnGSscRT9MGu9Y3Ey9t0JLoFtvhGS+xKr5dis+TCLndmXAjr4yYRN9glOte8hI67Zqswb98znN9s2ih5nRtpBkMNg2M4Kru8fzC7lk17oE3IOPgFbMpZd7zvg/weU/8cgxriH2LgcNRqG6voM1lrJNvjszXCTztfFHYpoKWmmVRsISp30gvy+8wBmifO7hnkTqatoYKIj2Wkte74BmTJEH6YkXuDZPMiDAGHbtk/PVFnXJtMVFZU2RkAK/KFK+taDUa4BG/esVwKV7/omWFmJJNsWHPgbecSQVSKc07y3kBaRlGZUo1Nk6M1RzCRO+fT53Gj4h7sEF6m41WSBd/V7B2znKtGFa9L+fkwtRFZhmzyDq4HzbR55Pvtt5MOhgmusJQtrpNiUXHNsJERSPy+v2VHI4JOVfgt7h3YqGELx6uCB2ZZTTkGiOsqjUP0rJGHu4SfXpKY4hqMsi1jUQK7zCuhXRcc+01LNOy8Xy+7oZXhdeTnEBWz0l9fkoCS0ZN0UlkaUrqKLln86re/XHwQ5itpS115Cnf8OwNN3XqnxLtCJJnOpyAFE2YcHLQxvtiF2skqYiPLfq/gviOYAOSgjUa+7GZkiOlWRqXR5DGuHT3PYkwqs6aMmX+/uSHueL4CSC6yacwOjpfjI7ou2K5o/197mKiTQ2dwF37tRa2+y2KFmfSspllMQ2jIvE+kcj6zDgJ4WH0XccYn1/1U+vw6+dp6yxbqBVW6zs4cuQoWgqiwnoY6LeOxDvOpG376ZxpDBRt/z8HXM9FnqvAcss4xeLfAFIbMW4ifhGhhsh+RfWx3T8XAAqJwtSDTZ/jnoffO4MGTufUMQ4rTt56khOXHCfn3DxQkgPFrm87AkZnW6gpg+4Eh8XDKOKb3GOpvBfa3NakFFuRdIuUEi+4+gV+zMU9uJ/+ludRc0f+5lawNH10NRezcDVL5vo/+APe/7FKJLvqyqvsyV/55Pb/ZoqKK2NXajakuE41ezDOUmLxvhki37gZDC1m1eL6Dm6AvD7AszeedowPqVMRTOly75hLSmh0XiiiLPqOUqpx83d442wQSe72Sudgm4kLFqU+wtTSjjZJbj1cgMjsFMdpxpHUZbAFQzlN13nVrksEeKzfS2Jnd4fbdnd50FWXM44pXPXUDFEKw+KJTX9fFQc285R3x+gVvDIDWVu5fmA90Si76q1iFgsucIGgnJttkqXOdn/OZkDqO8xWkTLd2tg9U+3VEDG+H9mEs5yxcaTcjMsUNuT6JZSyR07LthAlPCahUHSkaKHrtn0e7Pe0EOcmpZ6S9hASvWXWw+DM2tS5N8TK73mJ/jKBVVRV/JqZqtiMMcuIAd/xgu9gkRbU6uiffO7zvG6oTJSDukLqeVWiWSPfJbjh9z+GiWQwc4ltD2Fg2B3J4gBXTUmKBFVZgPAcWj1LiphZpiyMSOTvywA2BOV8cHdTndXqpdg9wsJz+wZ9ynSSSSbo6D1X1QySYeLu62o1OL5RS/iVSAVHj1cWvruJYUkhWlqi5twTNRfVteT9YlItAgvlcEbITgRbD3v03XbU2ECSBVWecLDCYvsI97/8KkqJhtfBQTFbYzKiySjiYj1e9Nc5ec4EQp9Ek7EqpV3LlDsSSxLefEpkATY454EE0iHZNVFS8s/06uC5WruHW2pOzBMsMk5T/VHVkp08SENsSWbLbzNT3O8GbkRZT6lXCOFnaxmpuXLZqCOjVsnhGTAu0qqYDccgarW1pR5JC/p4XnJHkZ4iPYNl1jpSUG+ClRLJthFbUqRHFltY17nBFkFkC7MlkpehORLZpGRe2JecmOYeYbQR0UKt5XnZtS9jUG8ylizxzOt/eDIe9YrZVLLf8JB6Pc8ifn13x4E3IDX2HnVkIIMsWSyPMGgCWQTwZI3ebZtvbj8tA2HmTMVIdXq3NV+gWTJJjb7vQ4NyTZIRY+27jSSK4i6mZFciSz2JPlKY6gaIChZ6iZyzFheBEYSxYUR1oCpqe4ZyDeIEpYADfaFTMGr1qyH4oiTBcuFeCjq4cHIZA/voSNH1rV6MFEbWq34XbgBYgHWzmpNoWZkyKfcgilnHYrGFpC4KCnHSXE2/JhjIjKljFG/1ULRgJqjSOvaVKugjVcPVMSKT7Jlbo4UTMKVTa82JQfs+C4BRAuRMgI6FYTWwWu2E6vjgaiyzvrdEZXWyRCfdWYFevwoVEals1DgmCx2vlGNBTzhaSomctxH6mLme7q5FkpVqX0NCGBEpmK29Bw4DYmM7Zpkv9OSZOMmpeSJiwste8rJWJZwk8bQbXt1CvRq+WAg5Ve4OVlO/EwB7oePAGxAw0kwab2REsrQ+LIY3yymIg6pSXerUKktHdYCutmQzqQBTELlCo9Q94I5BFSvaFmGibzUoVXTIb+ToiyhcZdURIdPlJWaJLh+j1LAqYvCUFqDiwjRq2LgCG7AyINZ5qNO21kjLadTA6NqNToQJq3FE1dmrSRaY+LWRNHktSRauOaIDjbUIZPGyfzQEcBi9cte8GqeuGD/nWuCh7RxFFsw7wJ1511zSsEiZSgai6rcWjVmQp2rGpwKZlcsxhTpeKOZYQvU9esxchrFqr/SLoyyWR8nSR/PCKYxtDc6TF75X3KRmgPwaTT/7uTdtXlUvKkDi1pbDtGm3DHEtR1PGCEkTJXrW1lPKmGRIXXgYeBZoZtA21N9sMhrtepmRTLjme7+74T2Wja++4fpmbDWrx9Z+EoGDpcgWtdt8weM+YEAEWLT6iI5uw+2qrRLqY6OOoHuY7vnFNqdwdZKo2ROLRZGqELJVQeQAUXH0OzexXGO0Xfq07XExhIHx0m61gaJ75BzcCIMkHUV3o+J02bZP1bVnVVjFbio+OSQ1IpE1GrovVGc+OgCa0sIJaSr00eTaM0qxZ+oYYbu1ie29eRebuzuDx9fQtC5qqX4X3oFFH1trBqhsfEbN0uznjgBT+X/qW1q4LrDRxqYXUh+rqceaXSizGqE6DeZZs3YMQS4Tqynngb7vo6xg1YxfzSZNdUiToTKseTbVKCD+mpHNwj7vujd6uryYZzXiWtTUdb2W7f/Fr8G4WpHS0Hgu/nmhRZMm0Hd+jnNcCEZUd4C9Fmqth9OkbFx7zXf7sapx00038eRX/DcgOX4WQPPcWlTB6rrCLnTcBwwIrhGqkCrt1nxi1VQu+ATpk9+wlI6AxUJnEr5xmT+L+N6Lxda6ojYNMhsn4hYw2h4EAu+FUmUCYlsP1sI4qjMZrUNLYdS91jy7WBCNLOpTWuGXczCqN6MUhkHJ2dr3m3kDaRjD00yRIRpRHclS6IP2bWXwwj7pW6zszE8A71A3TczgJugaybIxC+bNsCR22ZR9lxRZMqKbRmAfcayOjSrTOxlzTKKFAqG0vuGdxPOVx6OmzQhNldOufu+lKh3Qo2Ibhqs2Jq/vbcJHMjvmalRkkwjn1yQMcYoCtvBo3BgFhZbSQqA6X4yObrmFqvcfrmG1a8Z4yFqvZz2O0XZARpRVGOmOJFugC/fmgNxvY/SowUtf8n1g8LCHPoxFt+BrqydS6dXh5TW+jPicmhvIuzvuEwZEUod3JXAt0ToJ2kRjyqw4I3SN2crz65bRMqLFrbPZEAi0p2eXaZvapaygkMyxCIyEp0Il0HcNSb66Y1QuyGK5ZDRzXYjkFHpL3nbSa2g8zHAcrncPwnJ8dsZV0JTlIlFKTWVaZC6iOA8QnYxRMWWwwlC5GxtaFh7YpeSYh/NDplvt7vIWMmdd2kxa0YI/A74oVBwgNWvtJirA6d7W1FqhVt42nkeD/CblrTtrw9DEmpq+rAOsMGVvDCOn5EJHVttu1H709YTYqHy+q1EFnzeOIyqaXT5g8lj2DzcIY6THPUXcrrZMn0cLwcJTpaq+e21QuyZiaFmRbRE6sB3zxmGWvRy/EcZIkHoU+L5rr/WKYlOyZb7mh34oNjEPeTBYR+Fmh5dn3BMf5MAbkMmtdfgQPJTJklvo0hTDJJEkI/gitQBXLUqfTddkiQxIxPm1sM2V0AUsBQgmqAx+w1JCZElOvWcXUu9V48OAt2YJ5D4v/fWWXNEdT2eS8IKtJGga0eTfKQhZBNTQEnG+OMO1ooqupN7R0g7J2BvW9IsA04Lm7ottDGnGiTBXaflTnxNFpODap34ZtOhMk2NFKf45ytrBSiIdPRP/8dAwwh2bsh53hxZwtnTuRgMnUvAkZqrwdT4YoG5cczS7NisNsLXkQOFc4nA+WoiRfC7llDe62o06MpZg5spkuCr2MckcjBit/xtT6UPlmdjGKmtlAREiNq9gFk6peqsQsmMkhXUQGaNIUCfjXOuA6jDgd1/3u2CwKisM45k3vJq1GHt+QCzMAf7qi9yTceANSAPpZpMUKlLhWf+6SNyVH72wUZ3j4Wu791SpuPtfbCDhKVWfjGWy5OLydGoDooleloh6ewWlal1GXNptU4oLErsYc4lUaA13Cpacx5i6jjEaTDm4byhew6II3XIZ5C/v2+rciWgsZb6IVQdWq5WDsJrCsFRlLIn3JBCDNH2GkEnFkFIgNDycIi8bFag+IZfkxRGybZF0iWiOTFWt9Zl0Kyqi7wLFvji8NedUuFhfv0Fjj6FRLJigYR8VSFWU3fVpDG/PSQovqWp9iHiYKKMXpYmnuKsH1Oj45/BAqkGt+E2t5D3jdeGZOQjuFcJFJxZv4/OIK5PCrOYKIdkaG3Yde4vF3joMBsivppvgaIQZlWUttpzCbtVGR9gfwtXxp3/+p5Sh0Hc9OWXWuuYbr38lHR2F3vdPE5Ty0QdRReShIvI7IvJWEflLEfm2ePwyEXmdiLwjfl8aj4t457l3isibROQxs896Zrz+HSLyzPM5wOphBBGZ2t9DcHEWJ9l0vqNGhsT5Cu7SjRpVpCEApFbo0hJisWmIJHsRWwJ1XognLMR5BXlq8Ixa1C8UxEYnGOkaMSPLVtz07BgDhZ3dlbuf6m6qFHOqczTIVil4uB8cFBlR2aXYbnBLDJUoN5fMst9me2vJEMCfMQZXxZei78SKaXNZ3PhINajOa6nyh20hoa7/WUZnXWfDqSieYiX1vohrerNtnomx7DYModLTpx06MIAZjb0uoJyFnAspF7o0sshKJ9YW//biKMICr1DWCaeIDGTut33vjxojizqomnWr2EdViO9z38SOKjWgWJmM3VkqUxuGEXyK6vnOK7vr83XMs0eJ0E8d1l5T08JEa6Du/HM2igzDkPi17pwT0jlhLluiU6GnII15PR3Ly1/+csb1SLbo6JcTz3jlD5MYw2i4F3lPLcj5eCAj8B1m9snAZwHPE5FHAc8HftvMPhH47fh/gC/BxZQ/EXgO8EpwgwN8F/CZwGOB76pG585GdQ+r2lbNlLgqE5ElcCPgOXd3uzUaTi+6nlLWJCsscs8du3t4YXvohqStAGU9ftZIGefUx0T173J1qRTuqwbQmeL4EkPZcbyg4byFnBMnjrpknsouZuu2e466diFkAyyR6GAUsAWlgMgWEDiJ0rwSk9HPVQ2KkLRvkxGFTraRUHFXrZ7JAifDjYFJuCeltgbxzJVhlGTQeQ3JtMNOfIQ5TVwj+6Oi0ebTzkpVr4ajhgZz6nodw3pkGIVxFFQnb8jHtFxr2rWJMDM0iYV5Ne+Zc2jSEannUJXTumjMBZzTW5nLAuw3HH4g6lyk4qLWxEaDKkUNugWa3KC7t7r5/jPCvkbRCLWxuLf+VeoYiKhX6coWxMaV9v277mXXteSCFs8Ofv0rX+XzWFJsTmdm0O7OuEsDYmY3m9lfxN93AG/Fm0I9CXhNvOw1TJ3mnoS3wTQz+2PgEvHOdF8EvM7MbjWzDwOvA774rr8fxnHPi6AswNCiENWLLjFYvOcsGanqX+Ihg5nSd0dQyayAY8eOM1hBdWTUFYPtYS7HDVZY5AU1bJBoFUD1dOgck2CB6kBOfaA5hjcAAAq2SURBVMTAhS4v3IAFtiDSYQo6ZpL2SHEXu7BitF1P2dY+qLUxthT3KHL2Ba6rAGpDmq548ZaYhNfhgr6YetVqzs68jLoVSbPUaBqQPvnv1HsIQ0eyRC+uilYXyVxISKq698yIzHfqtkPiryk6wxBihy9WWmqzix05kShaGErx5uQpeSuCBi5Oi6ot/Lo7h3NVLDGqMJTpOx1XyhuyiJnMUM6efal/T4zNM42I1xolqkB2A1Trwo+MTMrBv4n0vHtF3jJCcKM/D/8qG3emRdm+U5hA3Bb+1azUGYbO26CqrhpGUyLZ8MJrXshoI0lS6wf01Ot/0A1+0Bzuybhb7xaRhwOPBv4EuL95uwbi91XxsgcDN83eVrvQnevxu/hOnBXZbWEVTBRvaWABXkKG2ndFXR9DbO2dYKWjmFPekyVEC4pRJNGnBUvpGNcOWuYkKBnJy8BCAsTEF5u1lOxIl7cYbDdo9L43allRxZapIRZrr4aMVpa1ktbnXI8EL6Wmj5MsoqNdHxOm6oeH56VzqrLQpSVOkd/Dwph6MVeOUMrp8b0lbCjoqFDKzJvzUSfmvL3jHJdonAEDipFnLSZrSn3/At4YjUFa05qG2ILEFhn3Amt9StWbnVLm6QzPYhIn2hwWqXKX7Qvg+BxJhgoci0y4QzWiG5/J5OHNweLGMN3fH6dSV+IapuQNyepGoLrytDo1B+O/PbW+mnC/WRq74k8b37NxcZ1vVBu1z+/Di695MV7T5P8WLHjGDa92AP8sHtvdGedtQETkGPDzwL83s9vv7KVneczu5PGzfVdrbbm3uxfpJ0XEKxod5ARCfAcUdI1UFWxZsjYHRF2nI5HMS+mrsG6OxbKnyqjCWmE0l/mnrBEbvN4GGtZSotRcpGPUPZJ1JGpv2oSk7eAJ9EFqSlTSV7KOZAvMeoRtYAtvpxlhkPiC11KzKAWpYsZN71Ow5DUvlZDZqPMsIt42rKxR22OwU5isycFzScSumCrlvg7f9VXXtREnpptaHRW/GCkMMrJmYv3OkfzKzISJ45HJ0cQqcBLZNEpNbSyuNVjjRrQswz4DVBf9mRPKO+/VVH/1MuYp5kqYqwuzEtcqtpMktSZWLcypxzH7ziSJzhzXsjOqlzf/rpsKwedQ5QzMxT2znipaPdiw4fG0c5wZj1brNW+gNfve6kVec8017VqoKVqUr7/+1S00utBxXgZEPJf288D/MLNfiIc/GKEJ8fuWePz9wENnb69d6M71+BnDZq0tt7a2QGquX0Br6hbQNauyRzHFApsYdIXp2pe1TtL8Y/QxrfEvwIDSZaPrhWWuQKQxqne9LxrZGMlIWpDSkrU7f264RDCcPSqzHXdKkUasrgNFVx6egMsNRNwMLkRkgekoI0V3qXqhZc7yNG/y0IUsIWokg2FYefyNZ2RSCPpm6xHLqGWKJaRb0GfvpGYz1fQ6HavQcg1n6r859jFfVHWH3fA6CmfE4/Mdfc5anRO2aMdQuTNj84oqx2d+HPU4z3dsMF1tJCX37Gp2xVP+2kKwGvK0MEfLxvFMwGsOH9EBbWlM5/0LPsX9cd1ZTy9PvJ2qTKcM5BmvZuMcIm2MTAS1lt6ecV4kqAGNfBlf9dLveym33HwLO7s79J1383v6DT9y3tfwbON8sjAC/DjwVjN7+eypXwZqJuWZTJ3mfhl4RmRjPgs4GSHObwJPEJFLAzx9Qjx2l0MCe0A99SRiIA6S9nkZ4scLkgmLlMnVVTRj1BWjqHfmwgugUuqRnOhzosvZe6Ji7kLaSJd7J69V9iggeMFW12Jx827pSuwqAGMYBmlYCRC0+C2quLIbG58sIjmAWJ8sXdomd9uYpPCwMqPu4WX8jpWMZcd1UcVTjKONrv8aalm1LL+JNjN6RkmHSF3H4q/qbCJM5WoljPXGHDhjQTh+MTT188mYrMD2/FpMN3D6rtlnKiGkLAY6YmWkFCe9OYV/+tcyPDbr8TIzXNWwnUtCcZMeXkWTzj8DUQlxQ6Wdy4CyR5F1bF4xv5CZoZq8AQdxzQHwWHbuWXgoY5bx/sRuxN3h2vyH4vOSTe9rXsNTFeQc8A8pAEvNm3zNa19Dl7vwcQvSC5d93Med93XYP85Hlf1zgKcDbxaRG+Ox7wSuBf6XiDwLeB/wlHju14EnAu8EdoBvBDCzW0Xke4A/jde9yMxuvasvr5iBYY6FFKL0GTQtakTqLRKLkjuhk0ilhV6Ii9omiroqt+Tgh9AxjLIh/JNEWlZn7lWEz0NODrJiI0Wje2pexLGGzkbqMPVjzrJwvoeOAehMi0nw1494J72cltgwRlFdiBRJnZRVV9E1Ms0KY/HQ58hiy3GVhlnUmgptIQGmboglsbZhc+3UmD05h0VmmZAKMO4fjQGcJu/Av793g8B07eruX7MKplMI4zUdiSqsl6IOZY4l7O/Sd7Z6mLlxOZddaNW90jHcRfe8s7JkcRzBI5meWnU7Pwb/O02iREyelmQJXZEwrrO2nBO8MWWfzNbhjSleFyUxbzfB3rMR8vxjBAtgHQjvd+S6l72E/3T11YgIwzicEyM6n3HgBYVE5A7gbRf7OD7C4wrgHy72QXyEx8fiOcHH5nntP6eHmdmVF/JBB74vDPA2M/uMi30QH8khIn92eE73jfGxeF4fyXM68FT2w3E4DsfBHYcG5HAcjsNxweO+YEDuWZ7pYI7Dc7rvjI/F8/qIndOBB1EPx+E4HAd33Bc8kMNxOA7HAR2HBuRwHI7DccHjwBoQEfliEXlb6Io8/67fcXCGiLxXRN4sIjeKyJ/FY3dbP+ViDxH5CRG5RUTeMnvsXtGB+WiNc5zTC0Xkb+N+3SgiT5w994I4p7eJyBfNHj8w81MupmZP0648QD84jfFdwCOBBfBG4FEX+7juxvG/F7hi32PfDzw//n4+8H3x9xOB38D5gJ8F/MnFPv7ZMX8e8BjgLRd6HsBlwLvj96Xx96UH7JxeCPzHs7z2UTH3lsAjYk7mgzY/gQcCj4m/jwNvj2P/qN+rg+qBPBZ4p5m928zWwM/gOiP35XF39VMu+jCz3wP2lxvcKzowH61xjnM613gS8DNmtjKz9+DlGY/lgM1Pu4iaPQfVgFyQdsgBGgb8HxH5cxF5Tjx2d/VTDuq4V3RgLsL4d+HO/4RMSnn3uXOSe1mz56AakPPWDjmg43PM7DG4vOPzROTz7uS19/VzreMe68BcxPFK4OOBTwduBq6Lx+9T5yT3omZPHQfVgJy3dshBHGb2gfh9C/CLuMt7d/VTDur4qOnAXKxhZh80s2Je9vqj+P2C+9A5yb2s2VPHQTUgfwp8oog8Qlwv/2twnZEDP0TkqIgcr3/juidv4e7rpxzUca/pwNxbYx/m9BX4/QI/p68RkaWIPAIXCn8DB2x+ilxEzZ6LhRyfB7L8RBxNfhdw9cU+nrtx3I/EUfk3An9Zjx24HFevf0f8viweF+D6OM83A59xsc9hdi7/E3fpB3x3etaFnAfwTTgA+U7gGw/gOb02jvlNsbgeOHv91XFObwO+5CDOT+Bz8VDjTcCN8fPEe+NeHVLZD8fhOBwXPA5qCHM4DsfhuA+MQwNyOA7H4bjgcWhADsfhOBwXPA4NyOE4HIfjgsehATkch+NwXPA4NCCH43AcjgsehwbkcByOw3HB4/8DzGtSNJKQkGUAAAAASUVORK5CYII=\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x15c75ecf198>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.imshow(img)"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"(2040, 2040, 3)"
]
},
"execution_count": 5,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"img.shape"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.image.AxesImage at 0x15c795c12e8>"
]
},
"execution_count": 6,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x15c7949fd30>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"grey_img = color.rgb2grey(img)\n",
"plt.imshow(grey_img, cmap=\"gray\")"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.image.AxesImage at 0x15c03ff26a0>"
]
},
"execution_count": 7,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x15c79873eb8>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"imgsobel = filters.sobel(grey_img)\n",
"plt.imshow(imgsobel, cmap=\"inferno\")"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [],
"source": [
"@adapt_rgb(each_channel)\n",
"def median(image,disk_obj):\n",
" return filters.median(image,disk_obj)"
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.image.AxesImage at 0x15c04f25b38>"
]
},
"execution_count": 14,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x15c04d9f198>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"imgmedian = median(img,disk(50))\n",
"plt.imshow(imgmedian)"
]
},
{
"cell_type": "code",
"execution_count": 17,
"metadata": {},
"outputs": [],
"source": [
"@adapt_rgb(each_channel)\n",
"def histo(image,bins=256):\n",
" return exposure.histogram(image,bins)\n",
"\n",
"def get_rgb_image_hist_fig(img,bins=256):\n",
" assert img.shape[-1]==3 , \"img is not 3 channel, for rgb images only\"\n",
" r,g,b = [],[],[]\n",
" hist = histo(img,bins)\n",
" for i,j in hist:\n",
" r.append([i[0],j[0]])\n",
" g.append([i[1],j[1]])\n",
" b.append([i[2],j[2]])\n",
" plt.xlim([0,256])\n",
" plt.title(\"Color Histogram of Image\")\n",
" return plt.plot(r,\"r\",g,\"g\",b,\"b\")"
]
},
{
"cell_type": "code",
"execution_count": 18,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"[<matplotlib.lines.Line2D at 0x15c05be84a8>,\n",
" <matplotlib.lines.Line2D at 0x15c05be8668>,\n",
" <matplotlib.lines.Line2D at 0x15c05be8860>,\n",
" <matplotlib.lines.Line2D at 0x15c05bef7f0>,\n",
" <matplotlib.lines.Line2D at 0x15c05bef9b0>,\n",
" <matplotlib.lines.Line2D at 0x15c05bf8860>]"
]
},
"execution_count": 18,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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guEQ4mLdhGPWgNp5GCPg/Ve0DDALGikhfb9sEVe3vLW8DeNtGAQcDw4F/iohfRPzAE8BpQF/gwpj9POTtqzewDbjCs18BbFPVXsAEr5xhVEtseAqt4GmAiYZh1IMaRUNVN6rqt976TmAp0LWaKiOB6aparKqrgUzgKG/JVNVVqloCTAdGiogAJwMvefWnAmfH7Guqt/4SMMQrbxhVEutpJIWTnM1EwzDiwh7lNLzw0OHAl57pWhFZKCKTRaSNZ+sKrIupluXZqrK3A/JUNVTBXm5f3vbtXvmK7RojIvNEZF52dvaenJKRgERzGk+f+TQ3bDwAMNEwjHhRa9EQkRbAy8D1qroDmAjsD/QHNgJ/ixatpLrWwV7dvsobVJ9S1YGqOjAjI6Pa8zASn2h4qkVyC3wVE+Fgo8INox7USjREJAknGM+p6isAqrpZVcOqGgGexoWfwHkK3WOqdwM2VGPfCrQWkUAFe7l9edtbAbl7coLGz49oeMovfsIR99wRCvosEW4YcaA2vacEmAQsVdVHYuydY4r9Eljsrb8BjPJ6Pu0H9Aa+Ar4Gens9pZJxyfI3VFWBOcB5Xv3RwOsx+xrtrZ8H/M8rbxhVEg1P+X1+QhF3iVt4yjDiQ20mLDwWuARYJCILPNutuN5P/XHhojXAVQCqukREZgLf43pejVV18QIRuRZ4F/ADk1V1ibe/m4HpInIfMB8nUnh/nxWRTJyHMaoe52r8TIiGpwK+QKmAhEMmGoYRD2oUDVX9lMpzC29XU+d+4P5K7G9XVk9VV1EW3oq1FwHn19RGw4glNjwVijjHNBT0W07DMOKAjQg3Eo7Y8FQ0pxG28JRhxAUTDSPhKBee0mhOw2+JcMOIAyYaRsJRPjzleRohv3kahhEHTDSMhCMannKJcHeJh4MmGoYRD0w0jISj1NPw+Ql54alynoYlwg2jzphoGAlHNKfhBveZp2EY8cREw0g4yoWnNCanYYlww6g3JhpGwlEuPOXNPWWJcMOIDyYaRsJRLjzl5TQiFp4yjLhgomEkHOXDU9FEeMAS4YYRB0w0jISjst5TEQtPGUZcMNEwEo7KwlPhUMAS4YYRB0w0jIQj6mkEfAFC3jvCLadhGPHBRMNIOMpNWFgangqYaBhGHDDRMBKOyiYsjFgi3DDigomGkXCUm7AwGp4yT8Mw4oKJhpFwVBmeskS4YdQbEw0j4SgfnvI8jbB5GoYRD0w0jISj8vBUkomGYcSBGkVDRLqLyBwRWSoiS0TkOs/eVkRmi8gK728bzy4i8piIZIrIQhEZELOv0V75FSIyOsZ+hIgs8uo8JiJS3TEMozrKhae8S1wtEW4YcaE2nkYI+D9V7QMMAsaKSF/gFuADVe0NfOB9BjgN6O0tY4CJ4AQAuAs4GjgKuCtGBCZ6ZaP1hnv2qo5hGFVS6TgNS4QbRlyoUTRUdaOqfuut7wSWAl2BkcBUr9hU4GxvfSQwTR1zgdYi0hk4FZitqrmqug2YDQz3tqWr6heqqsC0Cvuq7BiGUSXlRoTjRENDSZYIN4w4sEc5DRHpARwOfAl0VNWN4IQF6OAV6wqsi6mW5dmqs2dVYqeaY1Rs1xgRmSci87Kzs/fklIwEJBwJ4xMfIlLWe8oS4YYRF2otGiLSAngZuF5Vd1RXtBKb1sFea1T1KVUdqKoDMzIy9qSqkYCEIiH84ryKEAHA8zRMNAyj3tRKNEQkCScYz6nqK555sxdawvu7xbNnAd1jqncDNtRg71aJvbpjGEaVhDWM3+e9fMnLaWg4CRVLhBtGfalN7ykBJgFLVfWRmE1vANEeUKOB12Psl3q9qAYB273Q0rvAMBFp4yXAhwHvett2isgg71iXVthXZccwjCoJR8IEfM7DCHk5DdRXGqoyT8Mw6k6gFmWOBS4BFonIAs92K/AgMFNErgDWAud7294GRgCZQAFwOYCq5orIvcDXXrl7VDXXW78aeAZIA2Z5C9UcwzCqJDY8FU2EA5REAu6CN9EwjDpTo2io6qdUnncAGFJJeQXGVrGvycDkSuzzgH6V2HMqO4ZhVEe58BR+RMKo+ikJ+2kGJhqGUQ9sRLiRcJQPTwXwJxUBUBK2LreGUV9MNIyEozQ8pUoYP/5AMRAjGpYIN4w6Y6JhJByl4alIhDB+AuZpGEbcMNEwEo5QJETAF0DDESImGoYRV0w0jIQjrGE3hUjQiYM/qQQw0TCMeGCiYSQc0UR4qMSJQ6mnEbLBfYZRX0w0jIQjFAm5adFLvJcxJVVIhJunYRh1xkTDSDgqhqcC0fBUyEaEG0Z9MdEwEo7S8FTQzXuZZJ6GYcQNEw0j4SgNT3meRlKyeRqGES9MNIyEIxqeiibCSz0NS4QbRr0x0TASjug4jd1zGt4UauZpGEadMdEwEo5wxI0ID4e8nEY0PBW08JRh1BcTDSPhCKuXCC92Yajk5CAASzO9SZ1NNAyjzphoGAlHdMLCqKeR3mYrvgNn8eCEVB7hBhMNw6gHJhpGwlExPOX3R0i66Hz6HhThPYZZItww6oGJhpFwlIanonNP+RT1BWnTRgkRME/DMOqBiYaRcJSGp7wut36/N+AvICYahlFPahQNEZksIltEZHGMbbyIrBeRBd4yImbbOBHJFJHlInJqjH24Z8sUkVti7PuJyJciskJEZohIsmdP8T5nett7xOukjcQmGp6KjggP+JWIRggkYaJhGPWkNp7GM8DwSuwTVLW/t7wNICJ9gVHAwV6df4qIX0T8wBPAaUBf4EKvLMBD3r56A9uAKzz7FcA2Ve0FTPDKGUaNlI7TKM1pKIqap2EYcaBG0VDVj4HcWu5vJDBdVYtVdTWQCRzlLZmqukpVS4DpwEgREeBk4CWv/lTg7Jh9TfXWXwKGeOUNo1pKJywsFQ132fgDnqdhiXDDqDP1yWlcKyILvfBVG8/WFVgXUybLs1VlbwfkqWqogr3cvrzt273yuyEiY0RknojMy87OrscpGYlAxQkL/X5vZHjAEuGGUV/qKhoTgf2B/sBG4G+evTJPQOtgr25fuxtVn1LVgao6MCMjo7p2Gz8DSicsrMrTMNEwjDpTJ9FQ1c2qGlbVCPA0LvwEzlPoHlO0G7ChGvtWoLWIBCrYy+3L296K2ofJjJ8xFcNTgYAnHgElRJKJhmHUgzqJhoh0jvn4SyDas+oNYJTX82k/oDfwFfA10NvrKZWMS5a/oaoKzAHO8+qPBl6P2ddob/084H9eecOolt3DU3h/lZCYp2EY9SFQUwEReQE4CWgvIlnAXcBJItIfFy5aA1wFoKpLRGQm8D0QAsaqatjbz7XAu4AfmKyqS7xD3AxMF5H7gPnAJM8+CXhWRDJxHsaoep+t8bOg4jQifu/RyB/NaVgi3DDqTI2ioaoXVmKeVIktWv5+4P5K7G8Db1diX0VZeCvWXgScX1P7DKMiYa0wTiPJ2f1+S4QbRn2xEeFGwlE6TiNcITxlvacMo96YaBgJRzgSTYS7zwHPnzZPwzDqj4mGkXBUDE+VS4SbaBhGvTDRMBKOitOIBALRcRpKSC0Rbhj1wUTDSChU3eSEfvETKg1PeaLhjxDCb56GYdQDEw0joYioN2WIL1DqUERFw2fhKcOoNyYaRkIRijj3ovJpRJQwATRsomEYdcVEw0gowm4safnwlDdOw+dNXBgVE8Mw9hwTDSOhCEecaMSO0wgE3GXu97vPobDNsG8YdcVEw0goyoennC06TiPqaUQ9EMMw9hwTDSOhqDQ85XkavoAnGuZpGEadMdEwEoqop1FZ7ykLTxlG/THRMBKKaE7D7yvzNJKSol1uLTxlGPXFRMNIKKLhqfKehpcIDzRR0fjrX+GNNxq7FYZRK0w0jISiNBEu/rJZbj3REJ9TkSYXnnrsMXj++cZuhWHUChMNo97k50NOTmO3wlE+PCX4CeH3uk+VhqeammgUFkJxcWO3wjBqhYmGUW/+9Cc45ZTGboWjYnjKTxi/r4JoRJrYZV9U5BbD2AtoYr8eY29k1Sq3NAViw1OhsBAghM+bG73JJsLN0zD2Ikw0jHqTkwPbt8MpU09jZ/HORm1LbHgqHFb8hPH5yotGMNyELvtg0E3VbqJh7CXU+OsRkckiskVEFsfY2orIbBFZ4f1t49lFRB4TkUwRWSgiA2LqjPbKrxCR0TH2I0RkkVfnMRGR6o5hND2i+Yz3F3/D4i2Lqy/8E1N+nIY40fA34ZxGYaH7a+EpYy+hNo9czwDDK9huAT5Q1d7AB95ngNOA3t4yBpgITgCAu4CjgaOAu2JEYKJXNlpveA3HMJoYpUnwwnZkF2Q3altCkTDk9iwfnvI8DfF7vaciTVA0zNMw9hJqFA1V/RjIrWAeCUz11qcCZ8fYp6ljLtBaRDoDpwKzVTVXVbcBs4Hh3rZ0Vf1CVRWYVmFflR3DaEKEQi40BUBBO7LzG1c0vvioBTy2gi1ZLUoT4b5oItwX9TSaUHjKPA1jL6Ouv56OqroRwPvbwbN3BdbFlMvybNXZsyqxV3eM3RCRMSIyT0TmZWc37k3r50Zu7ONEE/A0Nm0IAD5yNzcnHKacp9Gkw1PmaRh7CfF+5Krs16h1sO8RqvqUqg5U1YEZGRl7Wt2oB+VEo6AdW/K3NFpbAHbtcpfUrrwUQqU5jQrhKRMNw6gzdRWNzV5oCe9v9E6RBXSPKdcN2FCDvVsl9uqOYTQhyg3qawKeRv5Od0kX7EghHKkiEd6UxmlEw1IWnjL2Eur663kDiPaAGg28HmO/1OtFNQjY7oWW3gWGiUgbLwE+DHjX27ZTRAZ5vaYurbCvyo5hNCHKiUYTyGnk73KX9E7P03DhKScapdOINCXRME/D2MsI1FRARF4ATgLai0gWrhfUg8BMEbkCWAuc7xV/GxgBZAIFwOUAqporIvcCX3vl7lHVaGDjalwPrTRglrdQzTGMJkST8zTyPdHYnkQ4XLj3hKdKSiASAV8TEjTDqIQaRUNVL6xi05BKyiowtor9TAYmV2KfB/SrxJ5T2TGMpkWpaKSvbRKeRkGpp5GMP+Lmnir1NJpyl1twwpGa2nhtMYxaYI81Rr3IyYFAQKH1GpJLOpNdkI17dmgcCnY5r2JnXiBmGpG9oMstWIjK2CtoQr8eY28kNxdatg5Cs60kFXeiKFREfjC/0dpTkO9EY/u2QEwivOLgviZ02ceKhiXDjb2AJvTrMfZGcnKgeXoRNMtBC9oCNGqIKpoI37U9mfySAGkUlnoaTToRDuZpGA3KJ5/Av/+95/Wa0K/H2BvJyYHU9HxIy6F4ZwtQGnWsRlQ0tm8LsDK3DT1ZhU/M0zCMijz2GNx2257Xa0K/HmNvJCcHAs13QLMcwiE/lLRo1B5UhfnOq9i6VVi3ozW9ZGXZ3FNN0dOIFQrzNIwGZO3amCmA9oAm9Osx9kZyckCabSMt3XtibuQeVMUFyQCEQq6HVG9ZiU+81702dU/DRMNoQNaudZfcnl52TejXY+yN5OWBpuaS3srdkClq3WiehiqUFKbgS99cauvlW1UmGj43bXpIm9Blb+EpoxEoLoZNm9z6nnobTejXY+xtRCJQUAAk7yS1mScawebklzRO76n8fEB9pLbbWGrr5V9dKhqUhqf8jdC6KjBPw2gE1q8vW9+xY8/qmmgYdSZ6v4sE8klr5sZAJEfaUBAsaJT27PReGtgsYysA7VLzaRPYufeEp8zTMBqItWvL1s3TMBqMfM+hiAR2kpbmBvQlR9pQGCqsptZPR1Q0WnXaBkDvNtng88WEp5q4aJinYTQQJhpGo1AqGkk7aNbcE41wawqDjSsabTu5lV7p5UVDxRMNbWLhqZYt3bp5GkYDsS7m7UYmGkaDERWNUGAHzZu79UCodaN7Gh27FpKWBv3abignGhHCBCTU9DyNNt6bj83TMBoI8zSMRqFUNPzbS0XDH05vtJzGjh3O28loL8yfD384ZA74/WWioRECvkjT8zRat3brJhpGA7F2LfTs6dZNNIwGo8DThqA/j5Yt3KXkD6Y3mqexNc/ddNu1SebAAyHNV1ze04iKRlPyNIqzQ71zAAAgAElEQVSKyjwNC08ZDcTatXDwwW7dRMNoMKKeRokvj+apySQlgS/UskFzGsEgPPOMu99m57rjZrTxphcPhysXjabmabRq5dbN0zAagDffhKVL4bDDoFkzEw2jASkTjW2kBlJp3hwk2KJBw1Nz5sDll8PFF0O252l0bNvMbfReahTw3qcRDAcJSBMUjWh4yjwN4ydmzRoYNQoGDIBbbnHPK3sqGjW+hMkwqiIqGsW+XNICaZ5oNG/Q8NSuXe7vyy/DycXucu7Q2kuwRCLg99Mq1T3J7yjeQcAXJhRuYqLRvDkEAuZpGD8506a5sPJLL7nLri6iYZ6GUWdiu9ymJTnR0JLmDRqeih3N+r8324OvhLbNvCd3z9NIDaSS4k8hryiPgE+bnqeRlube2GeiYQAPPAB//Wv896sKL7wAJ5wAPXo4W4OLhoisEZFFIrJAROZ5trYiMltEVnh/23h2EZHHRCRTRBaKyICY/Yz2yq8QkdEx9iO8/Wd6dZvQezqNqGiQlF8antKSZg3qaURFY9IkzxBJptWjE92rU72cBkDr1NaeaESaztxTqmWikZJi4SmDL75w05XfdBPMmhXffS9cCMuWufBUlMbyNH6hqv1VdaD3+RbgA1XtDXzgfQY4DejtLWOAieBEBrgLOBo4CrgrKjRemTEx9YbHob1GnCgoABGFpMLS8FSkJLVBcxrRsRm//jWcdfWXcOQTtH5yKnzzTamnAZ5oFEdFo4lEZUtKnHBERcM8jZ8twSBMmQJXXgldu0K/fi5Xt6WaV9MUFsI//gHnnAOzZ9d8jKlTwe+H884rszWV8NRIYKq3PhU4O8Y+TR1zgdYi0hk4FZitqrmqug2YDQz3tqWr6hfqXjo9LWZfRhMgPx/SmikIpeGpSHFqg4enUlLcMviiOXD6tbQqArKySnMa4ERje9F2Av4mlAiPTiESDU+Zp/Gz5cEH4Te/cV1hJ06E5593M0j/9rfuuaIi+flwxhnwhz84j+TXv65eYHJz4amnnJfRvn2ZvVWrhp+wUIH3ROQbERnj2Tqq6kYA728Hz94ViBm8TpZnq86eVYl9N0RkjIjME5F52dmN9y6Hnxv5+ZCa5iYqjHoaoeIUgpEg4Ui4QdqwY0fZLBx5RXkk4yc1hJsnoaKnURqeaiKiERUJ8zT2ekIhd6OPer57QjgMTz8NQ4c6oTjzTDjkECck//0v7LcfPPts+TrXXAMffui8h3nz3O/gD3+o+hj/+If7vd5yS3l7Y3gax6rqAFzoaayInFBN2cryEVoH++5G1adUdaCqDszIyKipzUaccKLhxCGa0wgVpwA0WF5jxw5IT3fr24u200pT3IWTlVVFTkMJ0UREI+pppKaaaDQ2Cxe6cGEdKCqCc891T/tPPrnn9WfNcs84v/td6eUKOBGYMgUyMpzHMXs2/POf8NlnTkT+7//g0kvdIL3rroMXXyw/5XkUVedlnH66C3vF0qqVCzMHg7Vvb71EQ1U3eH+3AK/ichKbvdAS3t+o05QFdI+p3g3YUIO9WyV2o4mQnw8pnmikJaXRrBkEC92b8xoqr7FzZ5lobCvaRuuIO35peKqiaPgjhAhU7vM3NNGeBBaealxyctzAheeeq1P1Z5+FN94A8Yf45NtqYkRVMGUKdOwIZ51V3u7zwWWXwdtvu5v7sGEwdiwcd5zrLvunP5WVvfJKd7lPncpuLF0KGzbAL3+5+7bouNI9CVHVWTREpLmItIyuA8OAxcAbQLQH1GjgdW/9DeBSrxfVIGC7F756FxgmIm28BPgw4F1v204RGeT1mro0Zl9GE6CgAFLS3CNKNDxVUpQE0GB5jVhPI6cwh3Yhd/zS8FRMTqPM0wi4bY3N99+7v717m6fRmGzc6LzSDXV7Jl24EJq3iKBd5rJo6Z79D0tK4L333A09KanyMhkZzou4/nonTkceCffeWz430asXnHQSTJ68+6X9/vvu79Chu+87Khp7EqKqTzeSjsCrXi/YAPC8qr4jIl8DM0XkCmAtcL5X/m1gBJAJFACXA6hqrojcC3ztlbtHVXO99auBZ4A0YJa3GE2E/HxITnWiEQ1PlRQFQBs2PNWli1vfWrCVbiXeJZ2V5X5tMZ5GcbgYX8ATjWXLyibfaSy+/hqSk10AOzUVtm1r3Pb8XNnqXtpFXl6dqn//PfTonc8S/YEtaw+tVZ3iYnj1VXfj37ULhtfQL/TEE90CLudRGVdfDb/6FUyY4EJXUWbPdqKy776712lQ0VDVVcBhldhzgCGV2BUYW8W+JgOTK7HPA/rtXsNoCuTnQ1K652lEB/epQDCtwTyN2PBUTkEOhxV6qbCNG50oxIgGAJ3aEMpKgyuucMFhfyPmN77+Gvr3d8JhnkbjEe08Uw/R6HfMNpZs/4H8BeksWuQurauugqpGlk2bBmPGQPfubjKAk0+uY9tjOP98mDEDxo1zIayjj3Zpsw8/hEsuqbzOMcfAu+/C/vvX/jhNZJSTsTeSnw+BFHeji4anAAg2b7CcRsXwVPvoYcNh92tOSwPKRENThNB+veHLL+GttxqkjZUSDruxJEce6T6baDQeUU+jksftbdtgwYKqq+bmwqZN0HafzdDuBwBGj3ZP/W++WXW96MC9devcDT7aA7A+iLheWF27uvzIv/4FAwc6T6ayfAZAhw4uVxL9DdUGEw2jzuTng98TjWh4CoCShpt/KioahcFCCoIFtNsVdjdgcL9IL7tYKhoSJNiyrdu+bFmDtLFSli93v+aoaFgivPGoJjx1ySUweHD5RHEkAvPnu74US5c6W/OuP5aKxvz5znbzza4rbkVKSlye4eyznadx4YXxO5W2bZ0gBYNOuAoK3OdTTonfMZrI0Fhjb8R5Gu5GFw1PARBsmPmngkF3n23Z0nkZAO23B+Ggg+C771zoyfPLo6IRkRI3TiMjA1au/MnbCMDmze6R9aCD3OcpU9wC5mk0BaoQjTlzypzRt94qu7k//7y7rJ58siz8lNRxBeStBImA+rjsMjdl/69+5Xo5bdoEn37qIpJduriw6ujR8MorVYew6spBB7mxG9u3u+nPfXF2DUw0jDpTUAC+FCcO5cJTJQ0TnooOpEpPd0lwgHZ5JdC3rxON00+HTp2ACqIRwr22bNWqn7yNgOtk/+abcOyxrqP9737npkMfPhwOPNCVqe/cUwUFLjienByfNv+cqEI0br/deQKhkJtFOVY0wI2NOOoo906K4hYrIKmIQOtNpIW6MHGiuwxvvdUJA7h/Ta9e8NFHZXmMn2o2vehb+X4KTDSMOhEKOTdbkp1olAtPNdD06NGQQXq6S4IDtMstdN1E7r67XCC3TDSKy0Tjyy9/8jYCLl7Rr597zBw82MU1vvqqfHeWNm3co2EwuHvfyxUrYJ99ysJu4GIPzZrB3/7mXL5DD3Xhrttuq35ocB1YvW01D376IEn+JIbtP4zTe5+O39dEBkjGg0pyGpmZ8PnnbrbZVaucY5if73R99mznJXz6KXz8sZs1NqfIJdNTjpjBjcffQGqqm3TwrLPcvtq0cUNBUlLgP/8pn4vb27CchlEnouPSJLmAJF8Sfp+/fE6jAcJT5UQjGp7aEXaGO+90XVk9oqIRIkY0fvxxz4bC1pJ129cxf+P8skauXw8XXQSPPOI8gt/+dvf+jz17umD52rXl7Xl57jxi53/IznYZz0cfdbmR++93d7b99nOPv3PmxO1cthVuY8TzI5i2cBrTvpvGyOkjOe/F82quuDcR23vKG/Q5c6YzXXCBm6+psBBuuMHNphwKOV1escL9a996C7Lz3T7CJ93KnXeW7frAA53De8wxLm0l4kJbYyvtR9rwrN62mkfnPsqmXZtqXcdEw6gTUdHQpHzSklwPpT3xNJ6c9yQnPXNSvdoQFY2WLWPCU4VU2hUl+k6NMEVONPbf3/VgWrdut7L1ZdxbN3Dq1CGoalmyvU8fN2HQrFnw8MO7V4r2eayYZ5kzx+U6Jk1y2154AV58kfuODTNhEO6u9te/uvkk5sxxwnHllS70FR0eHIm4YcXffLPbSPjZK2dz5gtnEgxXLp43vj6Wldk/8O7MFHIGvcr1R1/Pa8teY03emrp/QU2NqKdRUlIaIpwxw93ou3eH4493Yaann3bJ7YED4fDDnQB06QItWpRdf0WhIopCe0+Hhq+/eJEb3r2B7OXza13HwlNGnSgTjV2kBSqKRrMacxqzMmfx0Y8fURgsLBWdPSU2p1Eaniqgyv6LrVNbE4yKRjTou2rVngWAp0xxXVRGjqyySOa375PdcjvL35/OQeu95HafPu4uU8Uorryu7VifAQdH8yzvvecEZ9kyFwDfudN5HIWF7ExP4f4/CH6/nyseXEj6mee4EV1pafD442760y1bygRn6lQXa8H7bnr0cO/H3bWLZyIv8mbSMt5b9ian9z0bvv4a/eQTFq6bR8+PvmPGiKWMXgwnbE6Fc87jundn8CiP8tzC57jthNtq/701YXRrNs8fmcKJy4vplpfHqo1pLFzoHLko990HnTs7gfjVr3bPRWQXZJPiT6E4XExeUR6dWnRq2JOoI+tXLwSga1LbWtcx0TDqRKxopAZSgTLRkGDLGsNTy3OWA5C1I4ve7XrXqQ2x4amtP24lPdCCpMiuKoPFTjQKy4vGypWVz69QGTNnuvmr27WDU0918YYoWVkuzzBuHD/iYuOfPnAVzXufRseUAMk1jJ66Y/lEplwJm1ctozm4gPjChWUJ87w8tq9YzHuXH03JJx9SFAAI8uxr9zB2+B1lOxoxwg0eCIfdwMGrrnKd8f/9b7d90SKXW7n5ZtQnfHy9QhJMemgUf09SjlsZ5OAtcN6vYNDJrchPhkv/bxr0OBEGDaLHuVdwwu1HM23hNG469iaS/WWJ953FO7ntf7exIncF3dO7c3inw3lu0XMM7TmUu068CxEhv8R5pj6pPshREi4htzB395tvURHMneviPp07u3OdMMElC048EY47jgha4/5LKSjg9X2LuPh06H4cvLf2W+avOh1w03JEEYFrr929+l1z7mLTrk3sKN5B34y+fJ/9/V4lGll5a0kLQpv9+ta6jomGUScKPEciEti5W3gqqaQ9haGqR9cGw0FW5rowzNrta+MiGjmFObQLtAR2VelptGvWjjWRXU40unZ13Vlq24Pq66/dW3H23dflQmbMcNnQKBMmwJtvUvTJHDbd4EzP9tjJ2I4zGX9GB8YFqv+pfbruM/KT4f0NXzJy2TInGMBazSNjyAmkXT6GG969hilLn6fVr1rQJTWdTi078c9V07lGb2dH8Q5SAilOwFt7o9/ffx++/56SU4dy/PNDueqIq/jNFe7xefmCD/C3a0/W5P60CbTk1f2d2/bJvkkcktEPtsxnbvp2erTuwbHH/xrE50JcJ5zA757bxUVD8uj32EEc2/NEOvta4duyhedyPmRt0Wb6d+rP52s+5elvn6a9NOezdZ8xZ80cAr4AH675kAPaHcCog0fRKrUV6SnpnLzfyfRo3QOAcCTM84ue5445d/Dj9h85oN0B/PWUv3Jm66PcXOGTJjmvKykJBg1yWebNm/m4e4R/LIQ57/jJTY6wf9v9ue7o67j2qEru9FE++YTw4kXcfjL0KGlGfqCA/u+dQ/9FH5CScix9+1bftSk7P5uHPnuI4rDzJnu37V0qGnsL6/M30bXAh+zB6EITDaNOrFjh/kr6ptLwVFqa6yS0fMVwCoNTqqy7Om81wYiLoa/bUfecQmxOI6cwh/b+lsDGKkXjwHYHsqBkKykhXOf1fv3gnXfczai6vo+rVsFpp7mpSD/7DIYMgccecxlNn8/1Wpo0CTp2ZG1oMwBJviQ+7uHO8f39lHHVnEd+ST4LNzuR+C8/UDzjTnp2gf9eO4x7St7Dv2McF7w/nxnLZtC5RWc27trIZQdfwQHtDmDs22NZtnUZ58w8h4FdBvLsL2NevHDggXDggcz+4S2+Wv8V32d/zyk9T2H9zvUMfn1o6Y36oeF/Y8ybYzi3z7m8vPRlvt4yn5uPvZnP133OxYdeXPbU3r8/fPABF95wA62e+4x7T1jN+xt+ZFNahIjA4CyY9lkax29aSfGuXSxrDwdn5/OXoak8n7Iaf3orrjv6OuasmcP4j8aX+w4O73AY+2wNsjRvBT+kBxmwozlXtxjCc0WrOWv6WRydncKRa0rY99L+fNOrOYdvgpMX7WTj8R355MxT+OvKZ2nva8HIBQV0Sm7PJ79oz+9n/Z7NuzYz7vhxNEtqVv5LD4fhkkt4tMuPLBka4LhX3uLWNX/kuQdb89xXIdp2z+STrHX079SftmmVh26e/ObJUsEA6NW2F+A6D+wtZIVy6VaSWnPBGEw0jDrx1lsuOhDotJTUUNlFd9FFcOutR7Flw4wq6y7furx0fd32uotGNKcRTUS2x8uNVBGe6tO+DwXhHfhD3utarrvOeQtvveXyAFXx+OPuYHPnupO++WY3Z/VvfgPp6XyzbA5fHrCda/72X36c/gDwDiN6j+D15a/TqgjmtsgjGA5SFCri9v/dzm8H/JZDOpb17Jq3YR4RjdAx0oxnu+UyiRfxXQmRkvc474Bf0r5lR/71zb9IT0nnmzHf8MLiF7jokItKQ4CPfPEIy7YuY03eGp4Y8QTpKeXPf+b3M0lPSScUCXHRKxcR0QiCsCZvDW1S23DFgCv4xX6/oGebnpzx/Bm8t/I9/nD0H3hw6IO7fxdHHgmffMKIxYsZ8f778N13hDLaUXTKL2ixqwRS3gdVUo48ksOGD4ft27n1ggu4ddxi8G+AHoVw1lkEL59C/n7d2Lx6ES++O4GPv32PzORiuie14Z6th3H+V/n45s3heonw8LEwu3eQKYNSyQ/Pp2OoI9PTNrsXMQCsXMClh13KxNMn0uyjz+GMMwh9nsVv7jiN+z65j8e/fpzBLfvSf3UBJxV24pS/vkp49rtM7PgjN54KJ346gI+WnMQ0buK5tsJL2YPJ7TuJIdPG0iK5BTcfezPjjhuH3+cnHAnzRdYXvL7sdZ7+9mmG9hzKgk0L2Fqwld5tnce8V3kasovjpPb5DDDRMOpAMOjytOeeC8vDReUS2aNGuZ4mKz4a4N7u7rFypcvFXnyxl8/I2Z+UbYezbkDdRWPJEjdLp9/vEuEHRbyXRFbhafTJ6AO+pZQEI4Dfjda66y43puO00yqfvFDVjc465RQ3Mguc0CxdCg89BKmp3HJFEh+0h4uPPJQ1zc6BN99h3HHj2LfVvhwWbMsV88czb8M87vn4Ht7JfIdZmbP49qpvaZHcAoC5WXMBuLXZqVxX9CpnLIdug4eR27k1z/7yWZL9yVx86MUAdG7ZmT8O/mNp83q17cWk+ZMA13Pn1aWvMrp/WdisKFTEa8te49w+53JKz1O47PXLKAmX8MiwR3jx+xfp3a43PvGVPiU/deZT/JDzA11adqn6ixdxSXmvS3MAaBHdds455ct26eJCe3PmOC9t0SJ47DGSJkygNdAauB3giCPc6+UGDy6rm5dHykcfcfvHH3P7GWcQPvEEthZspUPzDizasoiVuSvplt6N7q26l+UQhg6Fzz4jcO65TB37Pr8dcyZT8j/l25TPmZ0Bf24BPe5uQ6GE2TwChm1ry6n/O4qPgNcZyYLFb1NckMJ9F5/D0WcewMR5E7ljzh18tf4rRvQewRNfP8HiLYtJ8iVx8n4n8+jwR3nos4d4ZsEzpWHWvUU0IhphfUoxXYPt9qyiqibUcsQRR6jx0/Lhh6qg+vLLqgOeHKCnP3d6ue3Ne87XlDZbdeNG93nuXNV27VydsWNVf/PaFZq038eKBPXkf523x8cvChbp5Q++pqB6+e836COfP6L+u/16ywMnu4Pk5VVaLzMnUznuAfUHQmXG//zH1fnTn1SLinavNG+e2z55cnl7JKI6Z45uzlquvrt9ynj0g1Uf6G0f3Kb+u/0aDAdVVXX9jvXKeLT7I92V8eg1b16jMl70opcv0kgkoqqqv5z+S+31WC8Nvv6qvtAP3TXq3Fp/F9e8eY0yHh341EDt+feeetIzJ2k4ElZV1Q9Xf6hHPX2UMh59Z8U7qqo6d91cHff+OC0OFWsoHCptQ4Oydq3qlCmqd9yh+sQTqgsXuu8znmRnqw4frhoIqB57rOrEiVq4dZNOm3CZjrxQ9JJfog9ddbu+/+QKvbjHJxoIRBRUf9FzjYLqggVlu/r73L9r4J6AMh7t+feeOm3BNN1etL10+xfrvtDjJx+vuQW5ynj0gY8fUFVtnO92D9i8fYMyHv3HHcNUVRWYp7W4xzb6TT7ei4nGT8uGDarHHaealKS6Y4dqn8f76Lkzyt/k+o8frb7kAj3qKNXZs1XTW4W1R8+QXnWVu+JaD3hX3SO8apeL/69Wxy0OFeuy7GX69DdPa79/HK60XKd0+la5PUkZj57+3Omac9ef3E5DoUr3EQqH1H/SA4qEy28YM0ZLG9Sunep556lmZal+9JHqueeq+v2qW7dWus8nvnpCGY8yHr3/4/v14lcu1n0n7FuuTM+/91TGo+PeH6eqqvd/fL8yHr3pvZt0/Y712uKBFnr5a5er5uer3nmnak5Orb4TVdXXl72ujEfv+fAe/cunf1HGo6f95zR9ccmL2uKBFtrj0R76+JePN/kb2E9GMLi7rahIdeNG7dcvounpqvvso3rmmRHtwSoF1cMOUy0pKV9lR9EOzczJ1OJQcbWHS7k3RW967yZdsmWJdn+ku7629LU4nkx8+ea7d5Tx6CsTrlLV2ouGhacakcWL3bt777jDxeUjEddz8Omn3fQDXbs2QqNWrXJ9+/v0Adzo1wfuCzN7VogBg1KYNs1tnjzZRYGKQkW7jbPI6LmBfX5zKwufmcApp4C/ZTadRo5gzLDfM/kbP3nzLiHFvx2/v5At3x5TZVNyCnKYPH8yU7+byrKtywire7Vs57W/h53d+NdEHx0GzKBD8w4c0/0Y5MYbXReuKt6R4ff5ad+8NZvVF/smWBcWGTTIvYNj9Wo3z8NLL5VV/O1vXTfbCkQ0wtTvptI3oy+hSIgv139JbmFuaYI5yvVHX8/qvNXcd/J9AIw7bhwbdm7g4c8fZuaSmQTDQW47/jY3Lcjdd1f339mNU/c/lT8d8yfGHDGGDs070CK5Bf/33v8xK3MWXVp24dPLP6VremNcSE2EynqtpaSQuasTixe7jzt2wFVXCfd/ehnZx/2SE1+9frdLqGVKS1qm1NzDqHVqa7YVbuO6d65j3Y51jH17LEN6DqGFpFT9ar5GYv3aJQB063TAnlWsjbLsTUtDexpLl6oWFJR9zs9XHTpU9fTTVXNznS07W/Wii1T79VP94gvVzZtVp09XbdPGPdweeKBqx46qXbq4B1tQPeAALQ3vRCIuxLNhQy0atGyZ6oMPqhYWlrVpzQp98PeH67rP3ylX9K0f3tK1eWvLDEVFqvvuq9qqlUbWZelbb6n2P8y57QewXEH11FPdIXTRIl194Wna8cH2euUbV5Y1dMoUffi5scp49D9z5uqQs5coVx2mjEdbjkMzxmfoKYO/139wjR7d6UkleYdu9sJJCzct1BvfvVHv+fAePW/meZp6X6oyHj1u8nF6+we367QF03TBxgV60kkR3XffShyKK69U7dSp2q/niCsmKbiISJUsWuTCVS+/7P55Mdw8+2a9efbNGolE9K45dynj0X9/82+95JVLtMPDHbTjwx310lcvrbYNqqrhSFivfvNqZTx6x//uqLH8npBbkKtPzXtKv9/yfVz3m0j85S/ud9anj/v7/vuq2ru36qhR9drvQY8fpBl/yVDGo5e+eqkyHr1q3CEa6dpFddOm+DQ+Tvzz6auU8ej6z9x9AQtP1Y5Vq1SXLy9vW7dO9cUXy4dZZ81yF9gbb5TZnn1WVUT10ENdGObFF1WHDXO2pCTV5s1VU1PdtxwIuPtZNAoCqj32L9Zf3fKmpqaFdcDAkHbuVqygus9RH2hySlBFItqzp+r++7vy3boU69qYe/zqmV/pigdmOqX68EPViRN1Vfph+hjX6oIjfqPhaf/RyIwZeuFvWinj0X3+6NOJT1yuk5+7Uf/456HKxcO09++O1qKifFVVzbpvit6S8if9VfIkHdRikYJqz9QsfZFzVVu31h2dejulO+AAfWRoi9KwzO+fPNt9ATfcoApaGEC735KiBz+8nx5wZ1s9aCw65LEjnCvcP9XFt5o313HnjFNQ7T74Ez3pn+ep/26/+u/2K+PRrn/rqte8eY0u3FT+7v7vf7vv4s9/rvCP3LFDtWtX1eOPr/b/fffbjyuBAu0x5F39fO3nexS2WZu3tjR/MWTqEGU8etlrl2kkEtHHv3xcGY/KeKl1SCISiegX677QULjycJrx0xAOqx51lOqAAe5nM3iw6s6dqnr00arp6arXXONCk4WF7iawB9fIsGeHqe9un456aZSWhEr0xn9foIxHrz0NDZ5zdvxzN/XgtodOVf+daGijexqtrWiIK5s4DBw4UOfNm1fptpISF7nw+10PoLfecl3tS0pcV/3Bg50Hed55sGYN/PrX7pWJ69a5CEYo5G73gwe7HpiLFrlOH8uXl40ZCARc2UMOgWefdSGcNm1gxCkldErfyn/e6sDKbSvY1vJ//HfnjRQEiqCoJSTvgoL28OMJtOz5Mju3H0qLpefjy+5DJNiMXft8BJ+Owx9KJTW1iJZpeWza2h1EOan9kxxWtJpIqBn/Dl1PYbANAKm+HaS1XcS2lkUEso7B3+s1irvOh237w9rjIPtgIELb9gugqAO5u7q5k2ixgZbs5Kx2E7h439nMPm0fvkrL5YRZ35O2z/6sCWYzed9chqf2o/fHS7jkO2XgBu9Lvvpq6NOHV56/nV8P2UFxAJ5fP4ghj77Blwvf5ozf/8PNgTRyJJm/v5gB4+ex89MHAB+pLfM5pLdw4MHJtGntp/9Q8q4AAAvUSURBVF07oVcv6NUzwr77+fjzn93wiGHD4JXnCmneKuD+Yfn5bgT1xImui1ZsD5wKFIeKOfbs7/nmvQPhhu6kpReW9r4JR8IM7DKQCw6+gF5te5HRLAOJGb9x15y7uPfjezmxx4l8uOZDrj3yWh4e9jCpgVRWb1vN2TPO5s4T7uTcvufW7yI24kpJiZvwuGtXd+38+c/w7bdu/sgbbogp+MUXbu6Q//7XzVAYvVm0aOFuFEce6UbXJyW5nQaDbiBlfr4b8Nm7N9v270Lxpx/R6d3PYMcO9J1Z3HRmKn/rm8fxP8KlfS/ksAtvoF+HfnWePicerN2+ll88cij+bdv54dEw+HyIyDeqOrCmuk1eNERkOPB3wA/8W1Ur6TxeRmWisW4dPPNskPvuhVbtiuhxQAHzP2tDqCSZ5M5LSGq5jfwfjist37xFiJOGr+Gtl1w3RDf4VHnsqTye+FtrVq4UmjVzr6C+4w43o/Lixe566t2zmHkv309J4S4OOHI4eds3s/77udz3wyTmdigmOQwlfkgKw/BMuKvkGN7P+QoJhtg3Dw7YmcSho65j8g8z+NK/iW1pQgElDO0wmJe2NGdu5ggIpsGuzrRuvwR/sCc5X40qO9nO35BxwV1kr8mADUcQyB5AO3pwyvGdefUVyM8X2rYqonv3XfzxxrY8/sx0vl6bAWk5ZHRYzK/PbY6/dw5TFkwhtzAXAL/4OaTjIXy36TsUpW1aW36x70k8e85/SFuW6eY58vncD234cLe+cyf6yiuEFn9H0rXXlc3qqurGO/To4cY8TJzI19dM5lPfiSyXg1ge3p8VgT7sogU7Qs3QCnNqXtdlJg+3e4ik772XLHXo4N5wEwq5KTP+9a8ar6nFi+Gww5T+J63lxBv/QdautWzOd4Py5mbNpSRcAlA6ICw9JZ3+nfrz1fqvOLrr0bw+6nV+3P5jaTdVo2nz0ENukmCfz+UNe/RwEwOPGlXFC4p27XJ9yufPd+KwejW8+mrlr+Grig4d3BPj0KFw4408u/MzrnvlSrYF3IBPH0KPlI5IIImghmmelEb3Zl1QlKAfQqIk+5Pp1bYXLZNbkvT/7Z1fbBxXFYe/M7uzmzhNWichaf41iYslCKAkVimNqCK1FNLmJaRPQUhUoqIvVAIJHlLlJVIfUJFAFRICBRGpIEReCiJAA6WolApoSYvi1GmU/1FrEmqS1K69Wdu7nsPDnbHHm11nFMY7293zWaO5e33nzrm/Obtn5s6dubkCfs7H93z8nM9EdYJSpcTY5BilSom85FlUWMSC/AKE8ERHFaoVmKxAJQxyk5NcHfkPz199Fa1UOPLmx9n24tsA7RE0RCQHnAY+DwwCR4EvqerbjbbJ5bZo36f+wMkzS1m4sMr1cY/rpfDhs97fwXg3jK7C/+jvqaz/G/cu+i1Xl5Q5V9kMY3dCaQWsfQ2Wn8YfXs3tQHHhMGP5CiO5CksCnzunulhMAV893tVhuvBZoDlKOsFVb4KR4o2arhzP89UF2xi/cpnP0cOD3X0svP8Bd+pTLs+8zKmryy1xqtXpG3oT4yVG/ztIqVpmzV2fwPNy/OP8MS6+/w4Vuc6mlb18es09DAwNkPfy9HT3UMy7eRhKJfcgbO2zb6MTowyVhujp7pk+s1ZVLgxf4OLwRXq6e9hwxwbKlTI5LzfrfUOp8Morbnb7ctmN63/pJRgZYXzK5wIbObt6O2fPC5u1nwdXDLhHzzdvdo0ZGnLbPPSQm9igwU3wWp591p1lbtni4llUVUCFoPg+QWGE8eADcvmAiaDEcOUKU0yw/a4HWNm1mmrVHZapKfesyPLlMx2P4B5liBbPm/05ngfulSxjY26AQaHgBkMUCrOXiNkdnDP7q5cnMnOy7Hmz00HgbA+CmaVYdK7n++73pVp1a1WX5/vOFt93dY+Nzd5HfN/1CAL3GxwtExOz05WKKxPVE09HL6Atl2evo8kOIy0jfePp/n73GM7TT7sLgh076t8fn5PxcTdI5No1Z0yx6Cq5ds2lN2xwrzQZGHBzn+zefYMvBqUxLjz+KP2nX6X/9nFOLwNPwQ9gpAiXFkNOIR+4pZyHM8vcupJzS5yFFbhtErqqUPWEkq/hO8mAOY5DYQp2vlNg37ov88lvPeNmsaR9gsY2YL+q7gg/PwWgqt9puI23VfH+Dn4ZEEAhNwn+dfJe9MpiwatpdhAF53ArVKbzputm5lhomBPPi8qIzi4r4d9cBzIJqkmm+Uo6FViCcgn2p0n3l5rtCWxKtC/QycXoVBE0B6ibqhNAvdDeqJ7IOcKjOl29zpSfviLS2dskJoil4/vuBLRBugbRmjLaWCaF6X+KQm48tv0NFScwMcXvXlp1pWjToR//hT1fezhR0Gj1IbdrgPgjw4PAZ2oLicgThM8f5wt3s2T9kWmpcir4KojETu1IOs3izX/lpaEj1pRLVCjB/pJUk9SmFtQgWV1JbEpQDSCp1TVXPbGgEzubiAKu503V7E9BQfHQwEPVm1XNjN1ax77oMkMRJAygEl4BeK5eFbcPAQjwwjOdIMihQQ5VD5EAJIgdDwltkdAewfOqzmfVm6lzDi0EEC/A86YQCdziTdX1iyR+0PTvQko2Jd1fehrcvEzvx7YmqMnR6kGjXnNvUFJVDwAHILqn8egNGxmGYRj/P60+c98gsC72eS1wqUFZwzAMY55p9aBxFOgVkY0iUgD2AIcztskwDKNjaenuKVWtisiTwB9xQ24PquqJjM0yDMPoWFo6aACo6gvAC1nbYRiGYbR+95RhGIbRQljQMAzDMBJjQcMwDMNIjAUNwzAMIzEt/RqRW0FERoFTWduRMcuBK1kb0QKYDqZBhOlwcw3Wq+pHblZJy4+eugVOJXl/SjsjIm90ugZgOoBpEGE6pKeBdU8ZhmEYibGgYRiGYSSmHYPGgawNaAFMA4fpYBpEmA4padB2N8INwzCM+aMdrzQMwzCMecKChmEYhpGYtgkaIvKwiJwSkbMisjdre5qJiFwUkbdE5JiIvBHmLRWRP4nImXDdnbWdaSIiB0VkSEQGYnl12yyOH4S+cVxE+rKzPF0a6LBfRP4d+sMxEdkZ+99ToQ6nRGRHNlani4isE5GXReSkiJwQkW+E+R3jD3NokL4vqOqHfsG9Nv0c0AMUgH5gU9Z2NbH9F4HlNXnfBfaG6b3AM1nbmXKbtwN9wMDN2gzsBI7gZoK8D3g9a/vnWYf9wLfrlN0UfjeKwMbwO5PLug0paLAK6AvTi4HTYVs7xh/m0CB1X2iXK417gbOqel5VJ4FDwK6MbcqaXcBzYfo54IsZ2pI6qvpX4FpNdqM27wJ+po7XgDtEZFVzLJ1fGujQiF3AIVWdUNULwFncd+dDjapeVtV/helR4CSwhg7yhzk0aMQt+0K7BI01wLuxz4PMLVi7ocCLIvKmiDwR5q1U1cvgHApYkZl1zaNRmzvRP54Mu14Oxrom214HEdkAbAVep0P9oUYDSNkX2iVoSJ28ThpL/FlV7QMeAb4uItuzNqjF6DT/+BFwN7AFuAx8L8xvax1E5DbgeeCbqvrBXEXr5LWFDnU0SN0X2iVoDALrYp/XApcysqXpqOqlcD0E/Bp3mfledMkdroeys7BpNGpzR/mHqr6nqlOqGgA/YabboW11EBEf92P5C1X9VZjdUf5QT4P58IV2CRpHgV4R2SgiBWAPcDhjm5qCiCwSkcVRGvgCMIBr/2NhsceA32RjYVNp1ObDwFfCUTP3ASNRt0U7UtM/vxvnD+B02CMiRRHZCPQC/2y2fWkjIgL8FDipqt+P/atj/KGRBvPiC1nf9U9x9MBO3IiBc8C+rO1pYrt7cKMg+oETUduBZcCfgTPhemnWtqbc7l/iLrcruLOmxxu1GXcp/sPQN94C7sna/nnW4edhO4+HPw6rYuX3hTqcAh7J2v6UNLgf17VyHDgWLjs7yR/m0CB1X7DXiBiGYRiJaZfuKcMwDKMJWNAwDMMwEmNBwzAMw0iMBQ3DMAwjMRY0DMMwjMRY0DAMwzASY0HDMAzDSMz/AOLypzaRFJ+1AAAAAElFTkSuQmCC\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x15c793118d0>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"get_rgb_image_hist_fig(img)"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.image.AxesImage at 0x15c04dd9f98>"
]
},
"execution_count": 12,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x15c79883be0>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"slic_img = slic(img)\n",
"plt.imshow(slic_img)"
]
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.6.2"
}
},
"nbformat": 4,
"nbformat_minor": 1
}
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