Skip to content

Instantly share code, notes, and snippets.

@snippsat
Created February 18, 2015 16:52
Show Gist options
  • Star 0 You must be signed in to star a gist
  • Fork 0 You must be signed in to fork a gist
  • Save snippsat/940a13a3fa0acf9a4ee0 to your computer and use it in GitHub Desktop.
Save snippsat/940a13a3fa0acf9a4ee0 to your computer and use it in GitHub Desktop.
{
"metadata": {
"name": "hello_world_on_the_wall"
},
"nbformat": 3,
"nbformat_minor": 0,
"worksheets": [
{
"cells": [
{
"cell_type": "code",
"collapsed": false,
"input": "from urllib import FancyURLopener\nimport urllib2\nimport json\nimport random\nfrom IPython.core.display import Image\nfrom IPython.display import display\n\nclass MyOpener(FancyURLopener):\n version = 'Mozilla/5.0 (Windows; U; Windows NT 5.1;\\\n it; rv:1.8.1.11) Gecko/20071127 Firefox/2.0.0.11'\n\ndef find_hello_images(search_term,myopener,hello_count=50): \n count = 0\n search_term = search_term.replace(' ','%20')\n for beer in range(1, hello_count):\n url = 'https://ajax.googleapis.com/ajax/services/search/images?{}{}&start={}&userip=MyIP&imgsz=large'.\\\n format('v=1.0&q=',search_term, random.sample(range(60),1)[0]) \n request = urllib2.Request(url, None, {'Referer': 'testing'})\n response = urllib2.urlopen(request)\n results = json.load(response)\n data = results['responseData']\n try:\n data_info = data['results']\n except:\n pass\n for myUrl in data_info:\n count += 1\n yield myUrl['unescapedUrl']\n myopener.retrieve(myUrl['unescapedUrl'])\n\ndef collect_images(hello_images, number_of_hello):\n hello_lst = []\n for number,image in enumerate(hello_images, 1):\n hello_lst.append(image)\n if number == number_of_hello:\n return hello_lst\n\ndef hello_text(hello_lst, number_of_hello): \n for hello_count in range(number_of_hello-1, 0, -1):\n if hello_count > 1:\n print \"{0} Hello World on the wall, {0} Hello world\".format(hello_count)\n print '---'\n hello_lst.pop() \n for n,img in enumerate(hello_lst, 1): \n try:\n image = Image(img)\n display(image) \n except:\n pass \n if hello_count > 2: \n hello_text = \"{} Hello World on the wall.\".format(hello_count - 1)\n else:\n hello_text = \"1 Hello World on the wall.\"\n elif hello_count == 1:\n print \"1 Hello World on the wall, 1 Hello World\"\n image = Image(hello_lst[-1])\n display(image) \n hello_text = \"No more Hello World on the wall!\"\n print '---'\n print \"Take one down, pass it around,\", hello_text\n\nif __name__ == '__main__':\n myopener = MyOpener()\n search_term = \"hello world Python\"\n number_of_hello = 6\n hello_img = find_hello_images(search_term, myopener)\n hello_lst = collect_images(hello_img, number_of_hello)\n hello_text(hello_lst, number_of_hello)",
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "stream",
"stream": "stdout",
"text": "5 Hello World on the wall, 5 Hello world\n---\n"
},
{
"metadata": {},
"output_type": "display_data",
"png": "iVBORw0KGgoAAAANSUhEUgAAAgsAAAF/CAYAAADHBIqEAAAAAXNSR0IArs4c6QAAAAZiS0dEAP8A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\n",
"text": "<IPython.core.display.Image at 0x9547ed0>"
},
{
"metadata": {},
"output_type": "display_data",
"png": "iVBORw0KGgoAAAANSUhEUgAAApkAAADSCAIAAACOzUyDAAAAAXNSR0IArs4c6QAAAARnQU1BAACx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\nX/jxU6/d92Sf+3818MH/Hy8dedfogjQoAAAAAElFTkSuQmCC\n",
"text": "<IPython.core.display.Image at 0x9572c30>"
},
{
"metadata": {},
"output_type": "display_data",
"png": "iVBORw0KGgoAAAANSUhEUgAAAlQAAAGBCAMAAACXXd8aAAAC+lBMVEVAQEAAAADY1c7a1tDd2dPg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\nYII=\n",
"text": "<IPython.core.display.Image at 0x9547ed0>"
},
{
"metadata": {},
"output_type": "display_data",
"png": "iVBORw0KGgoAAAANSUhEUgAAAq8AAAGBCAIAAADHTc8RAAAAAXNSR0IArs4c6QAAAARnQU1BAACx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\njRo1anS8dbqzOH3+dmfhfvfaw0uLy/8AGDE6nEu5VbcAAAAASUVORK5CYII=\n",
"text": "<IPython.core.display.Image at 0x9572c30>"
},
{
"metadata": {},
"output_type": "display_data",
"png": "iVBORw0KGgoAAAANSUhEUgAAAlgAAAEqCAIAAABGBrncAAAACXBIWXMAAA7EAAAOxAGVKw4bAAAK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\nYII=\n",
"text": "<IPython.core.display.Image at 0x3b0d8d0>"
},
{
"output_type": "stream",
"stream": "stdout",
"text": "---\nTake one down, pass it around, 4 Hello World on the wall.\n4 Hello World on the wall, 4 Hello world\n---\n"
},
{
"metadata": {},
"output_type": "display_data",
"png": "iVBORw0KGgoAAAANSUhEUgAAAgsAAAF/CAYAAADHBIqEAAAAAXNSR0IArs4c6QAAAAZiS0dEAP8A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\n",
"text": "<IPython.core.display.Image at 0x395b0b0>"
},
{
"metadata": {},
"output_type": "display_data",
"png": "iVBORw0KGgoAAAANSUhEUgAAApkAAADSCAIAAACOzUyDAAAAAXNSR0IArs4c6QAAAARnQU1BAACx\njwv8YQUAAAAJcEhZcwAADsMAAA7DAcdvqGQAAAAZdEVYdFNvZnR3YXJlAFBhaW50Lk5FVCB2My41\nLjg3O4BdAACS+klEQVR4Xu29d3wUR7rvPf7jfd977zlng72Oa6/X6ex6vbtnHYjGgME2NsYE22QQ\nWQSRg4RyQBFloYiyyJIQSQgkhMggkbNtwIDBRMf15r3n3n2f56nQ1T09o9EIbMkufX6fcU1PdXXP\nM42//XuqusoxIeDpkX6/HOjz896DHuza5/77HvmZk+677xEp50/v4pafPfIz1M9bIWrB7ku1cqMa\nE4/K9z5yX9uR8oM2f/Jt57Q9OpOH77sXda/UTx++t33pJy05YajM5Oo7ygpuCsq+9/30YWdh4y53\nf+jen3isHz90r9BPf/yQRfIjDwvK7g/+9MdCP3rwp64k62DBdHQ3R6SaSvvNlI0v6OG3uPdHD4Jc\nnvPd+Og/HvipoQd/+h82R2dn5Sx35wntcKnte1P+yb8/QLr/zuvf7v+JjX72439zKV7f9mR4Uz/7\nyb+hLI3QRjqcmy9ifz7sJMXuruo8/OJPHut27y9fu//pd+7/9eBHHEOm/uLtkY+88f4jwLzHnngs\nKT3ps68+80yff/aVRR7u+C1Vu/3VZ651+/ZXQl/evu1Wt768bdatW1/a6Ytbt764dZPr5s0vDN34\n4qahz2/ccNL1z28IXb/++fXrn6GumXTt2mcmfXr7mqJPP73NdfX2p6hboKtSV25dddKVK7euXLlJ\nr6xA+sSkTz65ibrMdEPq8uUbdrp++fId1aXrl+117fIlj3Tp0jUh1hTtdfHaJaaPr130VrCvrTxv\nkO3uef07UPPCtYtSyqFdfRd3X1BtyqPypxcvKDr/6UUPJfdqrv7H5z8lXXUtVsHjQ3td88Knly5c\nsxf86K4+st3+8bXLhq5f/hgkt7Ay23j9E9BFW9345NKNK650+cZV1E3UJ6hPUbe4rtz6lHTNoqu3\nr5l1/eptqz69fd2sG59+ZtVf/vbXkT6j/vtO/6VlpN/ZJrNnTryzDbamtZF9ev/173+LTU548Bc/\nh7uERzre+0Tv+5/se7+j76iHeg184Ef3/igtM+3sxQ/W7dhQsL6oYH1hvgvBR6Sigg2KNhYVkAo3\nFoOKNpYU4SuqeGNJ8cbS4k2lJdVlhjaXlTCpG12WS3lluZcoFFeXqiqqLjFEZ0KCs7KqYENhPtP6\nAtDS9flSeevySUuZcqvypHLW5uZU5cJrNqgyhymrMhuUWQHKWlKRmVGemVGRmV6+BJS2Jh2UujqN\nKWVlasoqfE1emZK0IiVxRXLiiqTFy5MSlicmLEPFL1scW5YQWxYfWxoXXRILWlQcgyqB1+io4ujI\nokWg8KKoCFBhZHhhZFhBRFhBeGh+eEh+WMjS0OC8EKagnODAnOCF2cEB2UEBWYEg/6yFTAsyA0Dz\nlwTMzwyYl+k/b8mCuUwZ8+dmzJuTjpqVPndW2tyZabNRqbNmpM6anjrLL2WmX/KMaVzTpyb6TU6c\nxrV42mTUVFTCFBQrC/kmTJGapJbjJ08CJUyGT+GVK37KpDjQZKaJpAmxvuMVjYuZZKuxMZNcaVzs\nJNBY0piYiWNiJvhEjx+1aNyoqHEjo8aChkf6DI/wGRYxGjQ0fBQJCqOHhI1ChRti223Fq4WNGswU\nOpJLbqECNMgriML7oSNdaNT7oaPeDxOCsqL3QkcxqRtlWX76XuhI0LshXMZeYaPfDxs9GBTuAxoC\nihijanD4GPYRVAO9BwplwoO+yxSCGhQyEhVsaGDwSKERA4NHDAhC9Q8czvQOaKFZbCNJVIP6XO8E\njpC79Fs4vN/CYf0Chr2tyn9oX9JbC4Y4q+8C/mlfvsvwtwOGv43tcEEZt5hE7cN29SP2Vmzpt3DE\n20L9Fo58JxA0qn8QaPSA4NEDQ3xAg0LHgt4NM4RvYWMIbh8IryFjBwaDxgwMGTMoeOwgLPDt74aO\ney90PCoM9X7YhMHhE98PA0EBy0PCJ4GGRoB8h0ZOBg2LnDw8asrwqKkjFqFGRfuNWuSHr9F+o2Om\n+0RP94mZ4RM7c0zszHFxs8bFzx6fMGfi4rkTE+f5Js2fnLxgcrL/lBT/aakLp6UF+qUF+aUHTk8P\nmp4eDJqRETIjPXhWRuisJag5meGkMNDcrAim+dmR87OjQAtyFsFrQG40Vx4WFubFSgXmxZ64cPb5\n7h0/+uTjnUf3S+06un/X0QMkWaC3x7h2HzuAOt7Idaxxt6KzF88tDA++euu6utFVec+xRpD8lL21\n6Oylc0sm+1w4uPv48jzQqRVLT69EfbBy6YeovAukiyvzLqNyrqzMuboy51PXsnwKb2EX2BF2v0Tt\nQGvnV+ZBy9D+WToWCI57fPnSc7vrhr3W/czFjwo2rTr84cnF6cn/68f//uCLP360+08dvd998Gc/\nvx9AvvvYHqK4KoZt5LpAuAnkBrk3lRRtKgFgF1eXAFwZpEs3LyurWQ5aVrNi2ZYVy1Erl2/lWgEF\n5S1s51tgI5Oo6bLA28SWl21ZLsUOWlYDR0fBaZRuhpMxVAJnSML7ADxtpuIisyx3AAUbC0F0B1DA\nxPCfx8TAv25pTlUe8D67KjerKidrLWIetAQxn7WkPBOUAZhfA8pIW5ORuiY9BRhPAsAnglYkEeAT\nQYzu8WUJccsWx8ErMj4+hkgfo8AeGB9VvCgSVBQFAsYj5gsI8/kM8+EhS4H0YcF5CPug3NCgPBAU\ngheSAnICA7JR/tkLUcD7rACuTP/5mf4c9sT7ORnzZyPs58xMI6WiZqTORqXMmglKBfzTW9riRtOT\nZ06H+4MUfFVEuyTPms6UBJrplzRzWtIM0NREQ1MSpztrcuJ0V5qSOINpMtyFLJ42afG0iQlTJ8RP\nGRfnS4CfODp6wqhF40dGjRsRCVwfMzxizLAIn6HAdSGJcyvFZR0AP0O+gWrJ8pGDw0BWhKtbXLJc\nglwtOPObfSq2W0HuxHK6PwCKI8hVig+NGAsyE53hnBOdQ51z3SA6xzmDupBKdMK55LQguoJwVyBn\nRG+G5cBdgfO+ZpwbIPcX+FcobsK5iegKy21Ij+DvK8SI/g7ifFR/xPlowrkPaGDoGCYJdVYYiDhH\nfgO5B8Ar4XwAgDyYER0+HcfEiU44J014P5wEBYI6I/oQO6ID1EcumgY4h9eR0VgYDTiPng4sB41V\ncD4pcf4kA+cBU1MWEtEZ1AOnpwHREeqA85kZIYLoAHKOcyxkRcwTOF+Qw4kOUGc49+dcjwnIiw3I\niwGon7hw5g+vAMsvqCw3Q92Mc0F0jnNJdJXll84FhAV5yHJGcfc4B5ZnTBx9oXHn8ZJMppMlWadL\nQUs+KF3yYemSc6VLLpShLpUtuUy60kKxvUDQArRzvgzbhJbPli6Bo5wqyYIjHid92LBl8KvI8ujS\nDNCmffWL01PAnT/04k8cL3S/F1Lr4MhNPhs8t5XrYgvZcU5xA+GlhEyC95blDNsrtq5aWbt6Vd2a\n1ajyNfWgClA5iZXl2/L6SssW+dZFgbcGn67eVi61atsaVB0THN2klbWrVtXCWa1aYRLeRizbuoKL\nbgvkrQC/IagpKwVthq/JXsWtAL8hwMQDuxUo3FRUgCrM31gAWrqBO/689UtBOeuQ9KCstUR6UmZl\n1hISWXl086mrifGrwMeDUuA1eVVKklDiyuTElUmLVyQlrEgETx+PWgyKWwbUj+fIL42NKY2NLo1F\nT18Sw3gfVRQNUqgfFV4IAuqjQgsiQvMjEPzM5eeHgoKXkssXCkTwB5EC/UGG3Q/wz2Li7p8Klrfs\no4D5Wf7yXgHKTAuUjcankD9gWgL3E0wL5mTYaDbeYXgk2B1qzkybBzci01Pn+KXMmpo8E+hOaJ8y\nnrgOrn00WvaxI6LGjACoRwqzHoGoln4dia6QHsvMx5twLljODDrivBmiA90NF+51Wfh1IjqZciaw\n5vh21HsE8vcZyCPQjg/lQpCrYlDn7hyILjy6QnSBc/Log6RHtxJ9xABy5/0B52aiG07d4sixshBj\nObl57svBmju78wDhvxnXFwxhZp2J+3gryEe4wTl8ZLXm5N0lxS047xc4EmRiObpzE87RizOco/8m\nnAP1CeoM554RnTt16dHBpg8OnwSyevTIqSOipoBHR5wT18Ggo0ePmQEsR5wnoDufkDh3UuI8wLlv\nEnPnAZNT8BWJjgpUoC6ITgZ91hK05kLh87IiGdEB56RFTMBy/xwT1I+fN7P8yD4L1Mmau3LngGFh\n0A2WHzh78aN5wQFXb12jT02W3cO3zr48beywc/sbDi9NAR1bmnp8aerJgtRTBamnC1I/KEj9sDDl\nXGHKBdKlopTLqOQrrgWffqJ8Cm9hF9jxIrVwvjAFGgRBy9A+HOUkHRGOe3hp6od1m97v0VWyHHAO\n7vzBXzxy33/+u+PBx/5HUkbyup3rrSxXU+jmsgQ5GXGkOJrvLSuAiAjLutWrt60Bcpdvr6xoWFvZ\nULV2x7qqnevgEOt3bWBaJwr0dqPp7e6N63fjFk+1cz20LARHwWNxwXF3rIOjC8GZoCp3rK1gahDa\nXlGxnd9k4H3GtnIp+C4gfosgCivrVjGt2sYLdHOg3BPA3cCWZUwlW8pKasqKN7OkBfQCAO8R+Yz6\niHyw+BuYvwdnnwfKWYe8z16bA8qEBD68MuRXZMJrZiWm8ZnSK5akV2SklYPSQalrKJm/Oi1pVSpn\n/8rkpJXo9SGlD/hH00+im4DF6PvB9LM7gGVCZXExZXFwH8AlUv10QwC3ApDqR2GeX6QBKBkAKQEp\n81tWswjvGyBhgDmDwggp3Ci246fsLduSjwpDwU0GE7vVgEyDVcFLw4PzIPfgQvApU154UF5YYG5I\nQE6wf3bQ/KyFc5YsmJU+b0baHIR60nSAOjPrCtHRpoNHJ4nUupniuJ0JWU445xac8/v9MEqhc5Y3\nj/PWE93iyyXOCe3sdkGk1s0UHxY5FuQK52jQFaJj1p3n3hWii9y7ynUy6BznBtHtoI5oVynOypLl\ngTIxTixXJFLuwGwz0SXFA6C+2D1wRD9VCznRObmNLLqV5QTvYXZCwGPeHjLtQaBRkGZn1nwAw7kg\nOi/jW85y8uWsJgc5JzpuJ5suPPqgULDp3KBDgcrgzo2sO8M5eHS06SzrHjF5OCTeI6egoqYwoo+M\n9vOJhWT7DHTn8Zhsn4CZdky2M5wT0TnUgehTU8GpA9eFR0ebjon3mRmhILDpsw2ih89FnBtEp5R7\n1HziOuAcoU4enVjeAchU17TTrF30Fl5R25gOouoP7rbTnvqDTLtPnj87a+G8i9c+YdW2H9wjFR6b\n+N4QXzeCCkb9Q3u2H9oLggZTRw36cHddY2bswczYw6CsuGNZccez4k5mx51GxX6YHQc6nx13ITv2\nYnbspezYy6TkOXPl4aBsuwU2wi6w44XsuHPUzge8WWwfjnI0Kw6OeDgz7mBm3Omade9266SyfOmm\nVdB3/u8P/X8OGPL28acfQ4Zc9i6znm9XaMfucGHHIZdeWrMMXCykwVcCwuvWrNkGUKxc21AFEAW+\nbti9cePuTZv2VFfv3bx5X03Nvi2bSVBg2sIK+7m2QEH51LnMdheqgTYVwSG4qvdt5tq7eRPTnmqm\njXs2WbRhz0YQ3FKwu4p1u9aj+P2B+eaA7hLW7qxiqsTbgqpKvF9hqoTvDirfDvmG8jXbIXOwZnU9\n3gdI9nPk17I0ACUAtiwv3bIMwlhaU4q8J2GvP4M9/BDIe+7yudffmI/sZwL8r89DsTuAdbnZoKps\nEOJ/bTZz/KRMpgzE/5I0yAHAHQCm+ukOQNwEYLYf0wCpyatJlAxIXJXMhSkBvCdAUUcA7w6AHgEn\nLV6RKKV+SokEG9nXwVsNlnKAkQRS8TiqgASdDijofWiJFpXERRbHhBdEwf0BoH1hTjCD+sz0eX6p\nsycnzZi0eOr4+Cng0X1iJo6KHj9y0bgRUUA4hnNT4p31r3PMGzjHTDvlzxWWA85JFncuU/eDYRcm\nt6l4u0+pz5u6tFVPD+Zb+nLpzqUp59l1bsoR3sNACPJxJAPn3JoLd27gPFx0ogui8x502ZUeOmoQ\niAz6QCaGc9l9bmvT0bgrjtzZmpNBN6hsduqmTnTZoY7IlxSH3cHlm8S5TnXMOOfYZl3pLigu0c72\nHcFY/k7wqP4KzoHoTKwfnTSG7DhKUJyILqy5QXTelS6gHjoOoE7pd8S5gDp1qFOfuiQ6evSIyfTq\ni13pRHTej4496DPGxJHiZ41n7pz6ziHfPjEJU+5Q4FAHj56MOIfcO6TcmRjOGdFZJzr1o1PiHbvP\nEefk0THfbigninl0xvIT589s3F27aU+dquo9daRtXHu3Ve/dthlVb2hf/eZ99TWgvfC6HbW3/uiH\nJ6fPn3Xh6iXcyMQ+2rcdsPovt39QYcu+7RYd+/BUypB+HzRs3p8cdiA5rJF0OAUUfiwl/HhK+KmU\n8NMpYWdTwj9MCTuXEnY+JexCSiiTekQoJ82YadkiauKOsPsHKWGnsbXwk9Ty0ZRwOMqh5PBG0oHk\n8FMbywd0fkFleUzZktMXP4JB7w544uvzrz9n49QEzo0hY5zrcmgbGkpkOY5l21yG6fStK8CLA8XL\nt1VUbq+saqhChO/aSPxGeG/ZX1vbWFfXtG1bU/22g1Lb6w+iaAsv01s3UneH8jbZGjTurNrGbXBc\nITgH1Fazthyo3XJgK0jeTLCCca8AtyB4F8LvDDbtrbYIbgs27TVuDuDeZcPuDetJ63avr9q1XrK/\ncufayh2VoIoGgD3yniF/NQit/+pV21avBNWRv69duRy1YjnwfivyXmhZ6ZYyKbT7/A6gpHhzcdHm\n4kJUUWE1Jvkxz09aCql+lu2XdwAbluaCIOe/Pg9FaX/q5s+Rol4A7Ahg9wSYHoCOf/NtgXJ/YKQK\nIHkgt4sCv5/IgDsJVSK7INMMakHccLDbDrzzSMURBrZKT8GRB0x8/IG5ID/lBbhZgZuSuOWJcB8Q\nBVAvXARGPyBXED1t7rSUWdDvDh3q4+MmC4MO/ehjGM7BfwuES5AL1+4Bzk0sV4bUWaGuEl1i3iiw\nrm6rXOOcj5Kj7Poop+w6o7iJ5QrO+YC4wRE+KDYazpCw5pLoYaNVqCPOVaJLg85T7iLrznLvXAbL\nycQ7ZdqdetmR7lbAM9fOEU4peoXfQUBcIdoubLqCc+S34LS/rRe3bOQsfxtbM3BuJTrrRyecE93B\ni3OuE7wZzhnROdcx6y49Otn0geDUnYguh8i9H0q96TLrHs6JPizClzw6DovDfHsMDYjDjnPuzgHn\n4xejIOUOUJ8Inegy8U65d8I59aanQdYduc770TOCZy2BfvQQwDl5dBwZBzhnY+IQ6mJYnIQ6Y/nB\nM0dXba2y1eradarW1K5fU7sBVF4ntG1DOZPYsv/EoYkzp5z5+EOjTt2Gim0bQZ6wnNUU2lRRv+nA\nycMJ/Xuf2rquIWLuzoi5uyLm7o6Yuy9q7v6oOY1Rcw9GzTkSNedo1JwTi2afXDTnzKI5Z1GzPyQt\nnjrVAm95LwHb4VOo88Gi2bAL7Ai7g44vwtYOR82BlqH9/VFz90XM2x0xb1fEvJ0R845WlPV74TmV\n5ZBmv/75LZXlMPJcygJ14y11CXOQkx0HkGNGHfLSYEwhv71h1wagOHhlACRwdFvTtu0Htzcc2rHj\n8M6dR3buPLqLtHvX0d2yAGVPJPZlLSiCZhXtOLLT0OGdDYd3MG03qWH74Ybth1D1h7aDtqHqUeJu\nw+nmoK62SRHdJfA7gwO1Ww9sBdVwwd1ADaiaaR/D/6aNiHxMAKAE7JH3okdAGH1I+1eWMwHswdxL\ngcsH6nOvj+xH/EOqf9uqFXAHULcCtLxuxTJQLWnrsjImTPVTf38NZvuFSuk+oKSIqbqYiSX/pajv\nv4jdE1B6wCq4S2DZAqs2sS1UH3cvMCQq85sMdqvBbzjgnoOLJx425OeuZ2I3HzDmwFaQlkBlS1Xl\nZTPRFvYpr1OVl1mVk1GZBfcH0BmRsCI5dllCVHFsWEFUYF6of07Q3Ex/NOgps6YkSZxPGo3D4sZi\n93mEHO7ObbpIv5ssO8+0O7lz6dTRXhOYCeEsM89lMug2FBf2nX/khHO0y7zTHa25WQLko6mbHO5L\nsKdcOHInlgt3blhzz3DOEu/vKlCXRBcGfSQ36PZE5/Bmo99NOBdcfyfIGPcuB8C7KBDCTV4furRZ\nJhxERLdlOWbaJcuHvgWd7vbZdasvJ5YjzvsFjQSQSymc5sAWOOdv+wuEQwHLQSRWll3pSuIdiC4G\nvRseXRL9PTPRjaw7jXU3BrrHTh8dO30M4By7z2dCvh160KkTfe4EgDo49cUAdRjovmAyar6vGO5O\nREcJogfhsDggOuF8Nh/ozjw6KROJLqF+7Pzp/+rWAehbumm1WWtKN3GVbVqzrLpc1fLNFVbV4JYV\nmyvhdffRA+On+546/4GsA9uZJFad0+wMsbB9Rc1a0EpFe481xvftcbKmsj5oOqghaPrOoOm7Q6bv\nDZkGagzxOxjqdzjU72jYtONh006FTTsd5gc6K5QwebLzPQRsge2sDqt/KszvOOkwKBTbhJb3hvjt\nCfHbHTRjZ9CMhqAZ9UEzDq8u7vtfv1ZZvkhh+f3oyyltbkh5qMww6wRySP+WbC6FEWEwug1BDo6c\ngxwy6puq91aDrwUHDBQHnw0Q3XlkF6AaBsnvOb53z/F9e0mywN66F1Smfe2EzVoFxxLavesYyXy7\nADcTcFYkBfxHbMCPNwGE/O2HtjMh+zGRUA8y0gxN9XUoSD8I3gvSk+lnqtkMwk6BzZsA8MR4me0H\nQw+jBJibR5GhJ09PKf0d4OkNVZC5J5G5R4sPyCfw18NIBcb71avqyeiLHn10/HUrpdD0I++ZyP1L\n9ht3AJD5L2P9/XYqpY3wqsq5JqvmRnx3vLfggjSDuMnYXFJYzVRsI0oUMRUYYsMP+XOSvKxUyN9U\nlLehIHdDPvRHANFT1iDR41ckRpfGc4OeE8xwPi1lNox7n8TcefRENspdDnFXEa6U6ZE2kslnK/l2\nw5cbptwFy5sD+fsucW4MoGMsN3LvzMoTyMWQN9WUm8pDOculLx/DrTkRXbXmYPSNvnPZic5wHsa7\n0q04V1PuwQzepuw6Ulzm5Klgn3u3TchbNyK8+webBVtscI7+Xkmzm1gOOEei23v04X15fn6EynJM\ntsNTaozoISiZbGdo59gGg04Jef5W/QiJDrubiS5GvA8IHstEj7epREdrDji3J3qUwHn0tJHkzgHn\n+KwaEn0mpNzHAtHxiTWA+hyRe8cOdepNn++bCA+wQdYdBURng97JoKNooDsQneEcXmlkXFbEnEwU\n2nTy6MDy33d7CeibX7WMqUC8FlQtL1jHVbhuOWr9Cqmi9SuLN9hrx6G9PlMnnPjodMmGVYpWl2xY\nDQT9mv6gULJxNZd5e+nGNSD4iBVAOw/vj32j64lNa2rn+4K2zffdPt93h7/vLv+Ju/0n7vef2Bgw\n6WDApMMLJx1dOPHEwoknUZNOK4qfOEkemh0dtsgKUBl0AndHHQQFTII29/tP2u0/aaf/pB3zJ2+f\nP3nb/Mm18ycfXJH/5m+fIZangxaBStKlL7djueD6vxwOZ8FgNxrphsPcIEsMFYA9AHLolgaQg1ut\nO1i//VC+3z0Ov9W7AKt7j+/de2Lf/pP7D5xqdNLmlD6OXtnVB07JgnOdxuqc3o43UjadOrAfVZ3c\nx+F4I1m8LZt1j2NmJftI6OT+faS9oBP7uMpnQsWSE3Aye/eA6OZgN26cUXR8z26mY3DbwQU3ATtB\npjTAzh1HheA+AMpHdjQwoftvANWj12d2n4z+iikO9tc7ZlUTs/KU1T+whWnzpqhujlciN2VO4vXw\nPxNK0MdzE49WfgOISM8EsF9XVTjO4RiXsquqSvTfi178tZDPp8F9lRU7KsqB96Q1skBGf3Wejzzg\n6Dzq1N+2Ok6crMPR2X8Nc/wM/3GjHI5RuezVuCFQbw5WblsJoi3Z/t0dnWKyjQLfbtoxK7qTo4d/\nFm8/e0F3B3uLeYW6uJGOe0bmyATDirKtILjbcFI2VBwVTSMNcdgBUxbuvYiPQlC2iwrFm8vglrSg\nujhvYwFY9iVrs1PLMxJXpcQtX7yoJBZwDkPkYGTc3CUBM9Pm+iXPmrzYD0bDwWPrPvDQGj6xNmZE\nhHTnNtacP6HOcC6ITr3gsqecCoYpV3w51gfWWpy3zVuguMQz1Te5cyArVlDqMDtOqXULyMGXe85y\nyrErEjjHlm1Zzt25IDrHeajoPqdOdAuwnd5CBYuI6+6EzHbaCwajMeFHJq4Ld05mmufqBc6NLDoD\nOce51aAjyDnLAxnL0ZSDGMuh75yJ4dxzojOEk0fH59yciQ7GnUa/2xIdn2fD8XHMoIusOz6PDmPi\noiYPWzR5ODyGDjiHx9UE0UfDmDjAORNCnT+GztLvOD5uMYx4R5yDU2c4Z0QHnEuDzh9dox50YDnZ\ndJ54Z0QHnDOWg+eeGDFrUsRsVPhs38g5vhGo4eMwQe1GI8b7+S3ynx7t78dE5fzKslcH9qndu316\ndIBJMQHQ1E36g8KMmIAZsQuZTNtjF86KC5wZywXlwrXLFz7+oz05SfkvP1v08rPF3Z4t6/brFd1+\nvarbr8q7/2pt9//c0P3pzT2erun5TF3PZxp6PrOz5zO7zYp8p688BDs6bFHr7KId66kFaGdjj2fW\nd39mbXdoH47y62Xdni3thseFo9dFBnS5939ABzlSnEBuZbky4wpNt0IstwU52whPnUE3OQM5CIaj\ny9Q6ZKeBZA2HC6bf45i+ZjfwUoK86XSTk2pS+zh6Z9c0nd4iCgebzjipas49jt4pO5oaTzc17kzt\nTWzkb9fKjxobTzceAPE7BhXtB/afPLC/YjawvJQz3gp4pLsiQvtew+I7YX7XUcg3GKl+4rpEO+Xw\nDzdUZPSAE526EqG+Og1g1T1mCzPurPN+K2hl6iuOWVk1B7KA5ZPK0LsvT+7mcHSL2AhD9pT8PPXK\nb9gQ/rLj5bANG9cD2ovHOxzjU5mPJ1UB4Hevw9ddVWulaNw+9dZzEeMr8+ODE3dgJn/xNDjHMYsb\nytdUBnbuEZgLmN9enjAVyBqYyy3+GgR/j8Cc+sWjHQ6fPDT9aP23K5I1cWPewh6OznF5vBCbx/oF\nrMKbiS4Ly2l7+cLO+Jt2CSindAJ95F++egXcTPAeBNaPYNLyulXLc0c77vGJ5cMLcJABdi7kjHLc\nMzpGZh2ox4HGHzCtgsEHkCeA6xwMOnPn6ZWZyavTF69Mhu5zGBMXmh+5MDdkQVbg7IwFM1LnTKGh\ncONifdGam1nO8u00w4xFpsfVmEEn4gLCpWSCndLsESDOfvcst4M0a9w52U445xKfckfOs+uYYDd6\nyp1MudWXe8NyFzjHMXE83+6O6MhdGAPvBGbTFgZmUx24RQgZBRroJLadQV0S3ZxpbznOrSAfYYBc\nUNwJ5z79Q0DCpjt5dLLyPpLfrPwOIzpBXWbdsYCpeCvR2bPpXDTVDIx4ZyPjcKB75KShMKvMIhR2\nnwuij4qdzoQD3WFYHJp1enQNoJ4wBzQhAXEOiXcL0XGgu0y5w0B3GusOKXew6TPp0TVy6sh16k2P\nOHruFLAc3POYEL8xwX7sdWyw37jQ6eNCpnvSvY3sD6c7AMK/b/ic3DXFr/R7rWb3Nng7OXKuonnQ\n4FX6c74/kNunRs6fGmXS0ooy/5//z92ZCbkdnszv8FRBx6eKOz5V1vHJ5R2fWN35iYrOv1zX+Reb\nuvyiuusvtnZ9vL7r4w1dH9+pKOLtN+Vx2VHYCcB2WW0H7VjX9XFoobrr4+u7PF7V+fGKztA+HOXJ\nko5PFXXE48LRt4bN6/Tj/4eznEAuWP5jGPuGvtwygRo9OmWwnM/gRuPdYMQ1wBvGY4OTYyCn8eqQ\nXWemvA4yz5CU3nGkEFg+oxxNOfjjA6cOAIabTh80BMDGtxLhVMipAZAfdGb56RXAYUA+shzhjX+z\n1iLalwXc4+iTWn0aQY4sN6y/2amDZa9AA89YznVi/z5u1gXa0cRzqCPLUSa/zpP2PHVv4Fx00u9A\np8566GvjgeRTV26vP4xD/OoObmMClitD8HJ8HQ7fMuhiN1hevS9zosMxsVTk4VlfO2qjYDkNryua\nAAY+DWw6G3gPaXkUY/k6ZLni15HlBs5pCJ5UwViHY2wi9tCTfWfd80vHIOB5V/1SYvPS1dsXA2N9\nlipd+HAHYPToV8BNAEnWlwW1Gi+v3p6IxMZmy1fj4eDvHp+la1ZtXxOPdxILc4xuAtZZYOkvIK4T\ny+Mk4xmtieUq4GEjPkEgqsHb0i3L4XkBSNpDXz70wcPgvhS05qkwZj6qJDasMCpoaZjoOIdxcDN9\nE/3Gx/NBcNhrLny5ZLktzo1kO0Ja4txksnkeHkHONTjC1pQbZt1zllvpHiEduQB55BjIojfHcvsE\nO3Pn7/NMO/nylllzGhCHMhGd0R2tuZn0KvWxAtZxEttOFOcIDx01EDXaEH3EcR4CqW+Oc9lxboyA\nI4Muk+2yp1x157wHXQ59547cCnK1y9xURpZzqYl37sUR2FyIcGbQCecq0SXU+wfBpxLwLOs+BiaV\nM491Zw+wTRwcMXEIThWHwvHtjOjR3KND1n1UzHRw6vCKNh0fXcOH0QHq2JseT1l3M9HZhHEgNiyO\nTy9DOEeW45xx8IpE5zZ9SRix/MXi9SsJ4dNRIfQaPANeAXhfuv2DCpPC54B8w+dOCp/rGzEPlLum\nBFm+p35yxDzQlMj5UlD/ots/qDB1kT8qagEvLPJHlj/6v/ZkLV7a8emCjk8Xdnq6pPMzyzo/s7zz\n06u7PF3Z5cl1XZ+ofvmJzd1+Wdvtl/Xdnmjo9sROoYh+b6kHtZThU1ZzR7cnYMdt3Z7Y2u2J6m5P\nrH/5iaouT1R0eRLah6OUdn6muPMzhZ2eKej4TG34vE4/+X+R5QLkUTzHLlgup0Ljs6HhFCjIcrUT\nnU3ohqYchrzVrWIgh0e34TkuYnnNlv003u3gdrCkO44Sy+dDBpv+/JcDuQ+ePbQl7zWR2n0tdeeh\ng2e2pr0JCN9y8CwVcrccOnvo4O50WcnRJ60Gtpw9tAKZnVZz5uByKASkpb7pcASsaDqzRRTAylNZ\nZLSZa6/Oec3RZ/YsyMk7ZpWthfuBWWWUhy/z5+fV641eDhPg923M7uV4Y+aMN3hDr2Zu3HO8ZIYD\n7ktYWn5P8XyHY34xWXbMxosuee7RmUFvAK0CwzttKQ6yo152PrZuW+5sh2N2Lh9Jt3yKo3f0qkYY\nTp8NUJ+EUN+yeT/m2yeVMaLzzvUMOINXu70sv9+M9A3FyPIJsJ3+xhez8fMloa/KSi+HrEOuFy3u\n6ug5blxPtr0rbDRc+66qZD+Hwy+Z0vIEeOqJz4/v4ugRnM8AXxnUxTEmsaGioiERCT+NcRe+XBJW\nRovfRRyyS9Ba2FIQ1MPRJb6gokEWKisqoBHx1xNbhn0TIUI9g5Y2VEDhHr+gwB7wmrimAe8AqADU\nR4svG19YDsP+1+TGdHb08BkN2+8ZEw8OHl7puf940UHQqXtnBDzHP94EZMMu3X1GQ2aE/jrH5Cyv\njRvhuGf4Em7NA8c57hm7MGl1avzypOjSuIiiRcByGNY+NzOADYKD585hTDvNDSdGwNGEr1xQVmXy\n6KLvXOBcGHRl4JsCciA6spyJWXnp14HEIveuuG203dyUk60f7EJspJs63m0oDst3CXIcxM4kZnW1\nZNfNLIe+c2K5s9TB7dBxTn3nguIGzm2JbuG3Dc4NeEuKw60AgZwoPih0tEUc6hLnztachsIpj56r\nRHc3lP1tAD8b8sZS68EguFcwkuoyu24UeCe6SnR4OA0Ht6vkJqJDot6guFpWPXr/oDHvBDKiy5Hw\nbEYa6koPG89E49tJkeDOfYdGgSDfPhXy7cyjQ9adJ95h8lciOn8YHRPv9kTHTnTT8+g0LA6fR+cT\nxgmcC6Ijy0/+7uUXSzasGRc6c3zYrHGhsyaEzRaaBeT71O0fVJgStWBKJAkKUYjhvIplPQb02bK3\nAd76LQrgil7oF4259HNu/6DC9JhAphlCBWtXLIAce15KQffnCnr+prjnb0p6/mb5q8+t6vVcea/n\nKns9t77Xc9W9nqvp9dzW156rf+3Zhtef3SmkHhG9+IB+li2s5o7Xf1P/+m/qXsMWoKmNvZ5bRy2v\n7vXcyl7PwbFKej5X3BOO/ty2mIBO9/5PyXIAuTuWM5yzic0lzhHk1aXwlvWUw9PkUK7YvpYRHR4i\nr8ax65A6hiFv9Tjk7WjhDMTlTGDngUo01am7Dh1aN/cex9yVZw8fOnt4a97rjj7pW87Wpr/peC13\n6yGjsBIq0Raohp86AlYC4OkmYM6KsysxpZ67pYbeLt+VBv+ZXYU5eWR8n9TNaPebagDhjtnLTjdt\nxgIY+mq07HgayHLsfYcCZN1PbsKud7NZ35gFdHf0ytoIXQNU7pW0fe/GrFcdrydtQJYD119NrDf6\n16VTZz3rO0DUg16Z0dPxWnwFJdtVlufNhlPLo1Fyqxf1drySuhpsumT5ZuhBL0OUL9m/eRkk23tF\nLMOBcksmYtZ908aNES87uoVv3LQBPDqyHG4x0qErPQ1JH1YMhelUoJR78WJA//jUXeuKgeXA8MXF\nVbuKQ4Dofqnk3VOhvx3//FIMB8/y8GuDuzi6Bq3lne5IXMA2kj6ZMD42Eeqgm+8aDHWYrYfu+Z1r\n8+PhpiE4f0dhUE9geWGFUcAdu+IWaLMgsCegOhnKS+Em4B7YNwk+BfbnsbeVgfCfMfmYJGCwz8PO\n/vLcWNycsJ0KUD92KSbnGcvr1+QArTnUcwOA2VReKeb2wU8B4ZjtL8+Ngd27+K9elR7VyfHK/BTs\nNQ9/z/Hi5HxIs6clrEiCNHtEUTRMRwOz287LDJidMW86PnEOc8hMhQlkaD44eNYcJ4NzL/kwutWd\nS3LzvLrhyKU1VwqUdVfk0rWbq6nktqE4jF1vDuSC5TjKXQxitybYPcU5+XUaBEfj4KToMXSF6yPt\nic69NeEZOc19vLDgBsXJyjuBPGz0IFXco0tr7pRmV59VM6CuEN15KPvCYayznECOLFdBPgCz6IZs\niA7d5zgsziA6Jt55Nzmm07kRR5wzje4XaKBd9ejvBPm8EziaSUwiS4l3wDnNGovTwbKJYGEK2Ah0\n54MjJg2O9B0Cs8oAzqOmDCODTh4dcU65d4ZzP2bQ0aOrROePpMthcQtgtjhItuP0MjjDzEKQ6tHB\nnUuDfgRZ/sKK6irfyAUTIxZMivSfFLlgcqQ/Ksp/+ITm+ssnTvOLCfaLDcbXmODpsaCQgqqVvQb1\nrd23c0ZsKGhmnFB8mI8f3h+40Ri/2bMTIuYIQRlUvG7Ngifv3VuUUfxWx5K+ncr6dlzet+Oqvh1X\n9+1Y2bfjunc6rO//YnX/F7f0f3HbwBfrB77YMPDFnQNf2ImvL0a8P1AeDsq2W2DjDtoRtLX/izX9\nX9zU/8X177xY1a9DBR1lZd9Oy/G4neDo9YvDu/zsP9yyHCYlleILlijrlFAPOsM2YzkUYGY05suR\n5XtUltPw9aNFwPIZ5fvABB84tQwAPGfdoZWB3A0LpwVcd2K5wnvEOX976BCZ9dkB0NJrcFtwELc7\nevchomNOfgV8gFDnXfLL4S0k4ZHlfWDQHOXeOctx6FyvrE3Qg46ZdqfEO/ny5I18xFwpd+T1Sa8C\nwrfv3VM+w/F64nrsPmfavWsN8JP99YzfZvSaV0JnObIcc+zclB+iTHsTptmxy7wm+hXH5GwYCoej\n4bKVsW8wFI6eaN8Y2Q0RXr2pdKLj1YhSSLMjy7G/HIfFkS9Pg45z7DvHcuruNOhCH1cketCJ1uMK\nmS8PLaLcuyhX8Tw88+VA5XViAhwEuWNMgZgaD/ktuZ6M3C5A3jOujy1cm4S7q3/AZieWA+/vGYe8\nZ+JvKyvQ8d8zZhreFoChL8fbAkeXngzwwHJIA3Cow8C9NQ2Qk79nzFJiOfblo0dfxVmO/O4ck8en\n51PMOtuCLOfd/7BXIuTlR+euKls5v4Oj0+xlxXlpQxwvT1+EXeaC5cXA8giV5fBwmonlNLFrs0Kc\n8+lllEndmUF3KSu8LSy3dd6ijuG8hf+GXDqTmKIVk+pgx82OHKbBsYhN/YYyllox+3IY0G6MacdM\nu0i227tzkYG34tytU7fYd2a1W8ZyE8h9GNTJmnvKctaPjoTmj5kpQ9zVWWVYGdLyziAPHT0g1EcR\nH/tmhXrw6HdIrBMdhThHzAsXPgoQThTnshC9H1AfKtCc8ArRxcwz6M7HDQpDgTV/L5xwDtacZoij\n7nNJdPDoCHXiOj6JzsbHGUQXnejYjy470em5NXx0Dd35Al+aBZay7pLoQejRKetOOA8Blv+hZ8dV\nm9fPjA/3iw3xiw2F1+mxoaAZsWEz4rhmxUcYSoicnRA5Z3HkHHyNElo0ZzFqbuKikg0Vvd/rX39g\n77zEaKn5STGo5FiTkoy3C5JjQf4psQEpcVL+KXGgsk1Vgf/50P7lucuG9Fo+pNfKIb1XD+ldOaxX\n5fBe64f33jiiV/WIXltG9Kob3at+9Ks7R/fY6dNjt0/3vagettpj3g5vYRcQ7A7aOqpXDbW5fkSv\ndcN7Vw7vXTGs96ohveG4K0f0achK6PbAfR6x3LnjHPvOxVA4nB+mZjl0NzKuQ5oU+8t3b0CWKzl2\n6cuB5ftO7D9wGlk+u+rQioWQHl8JCXMQWG3SVvLlRo6dIA3+G+ug2NszPBuP0OiTCpn2gwRv9ha9\nuGT5GTa8jrMcc+w0AB467AXL0YsDy3mXOWf5vn0n9+0FoRd/1fEGs+DMhWOv/57jGxJfd7yaWbwY\nXzcYveb8QXlw5CK1TqYcx77VxvH+cnpsXfSX87FvW5tqV6bAqLdsMaYd+8sho86mq2NPrG3aWxbx\nquPlpIxwfC1FfrOxb+uN/nI+9q2IxsEJeIte8xRieVUhsjykkHrQWbkAJq2D3nQ2Pm5nChK6ELas\nraxiIDf3pqPVZlvQQI8trKzYCcLymELKk3PXLvcqIF9egMl2VkB4A55FBfYWu+eXQl6d7oIw007w\ntrxFlhPIId+OLIfeesqxw0C8Nas4y33it+XCyPnOMbm8Wx1ZbuTYJcvZLsBy6E6H0fhlWzNnd3N0\niIj0e9nxQkhCegWxfCXz5YuCwZfnhczLCpiVMZ89aA5Ppllz7DY4B8aPGY6unQl5L4lumbzdGdKt\n2CKZrRYQ24LcjN8Kwp35rW7hLMfd5SIrbljOO84Z0Q2u2yXeDYMunTo3606Jd+dUPMucu/flIzny\nWYLdNctFr7niy4OV2WOc+tHNRDfP/0rd5CLBPgJMOaXWMbs+wApyhLqzNWcUF8Id3wHhFhr9Lqw5\nULwfSCG68hbMOvr1txeOBJwbROed6GK+d5pehlg+ARWBQoOOyXaU8Oi+MModRsYxorMn0flscbIT\nHSeMwxlmJM5plDtNL0NrtADOkeuEc0Z0nnIXRD/y0cnOb/Wo2FIdmpU8Nyl6blIMvM5Ljpmfwim7\nICUOlYoKSEvgSk8ISE9YmL4YFJieCAriSgpKT1q+ecObQ9/beagxOCMZtYQrZEkKKtOq0MwUprCs\nNKZwRfB21ZbqwOd+ebC8pHziuxUT362cBHpvve+7G33frfZ9t2bKoLppg+qnDdoxbcDO6QP2zBiw\nd0b/vTP7H+AacGCmVfvNW+DtXtAM3B3UQK1Bm9AytA8HAsERQetmjqkvynn76ceA5ZBaZ13mTjl2\nZsrVBcTEcqIy2Q7YhtG/8MwPA7noL6+CAh/7dkCMfZP95eVIx/0nyyC7PXtt00Ecjo7uGUa3CW2h\n/nIY8oa93VQgSGNfuOgC52XKosNfwIrGM2LUm8yfn24sw09nldFQdp5FP3VgEz7Mlrzp5H54Ik6M\nfdtXsgBqwsNp+/ZuT8Z8umNGMYx3A8NND6etz8QOZxiBD557HZanF1Kn+M7VzIH6FR6FSW9Q7Jk0\n+VgaG7tOs9DQzDMH67FrHMau1+AMdJBIz57VfdHmrVmz4DTlwPXN1fsZvCGLzh9Fw6fRIIXOZpbF\nAW7wB56b3Pb6sK7U4Y2ump5JS2YD3AoRx0k7mUuGAo5uK8BubCQo9mcLHlM5SLCZ4IpuGPq5Wb+4\nY0x+eXmDFLK2S3y+eLCN+ssp+824i+V85K/YyD7KF3vJAlZmXeCrG/ICqDt8NZTZgHn6CN82lCfg\noHo44lLjU8iWb4cBcaspi+4TV0+d3z0CstlANj72bSU+TQfj3epWLl/l3wlbpHIuUBtHxmVFQ479\nntF58JQd7X6PT0ztcnhuvnDJcDr8kMCqHJhaDuasjYOnzMviIoqB5dhfTiyHWV2xv3xCAnssTekv\nN1jOEY5rsShCqHOuG0Q3Zm43z+juDHIz+21p7bTRFt4usD0clnk1y+TOhS+XOXbw+gznCt2ZO3cy\n6CrUxWPotn5dJN7NuXc1Dx82ahATZeM9YrnaWd6cL+8fwlgOADZkeQydEubmiWVEHp4y6lbhMDra\nBYhux3LVlxvPqslR7qyAkBZPsvWjt4Y7NxOdVnNBwCPFqSDK+FYMmhvTn80ch2u6cHcuDPpEC9FZ\n1p060WkdVZ54F53owHLZiR5HA90J50T0ueMT504AnCfNx4lgAecwrzt1ogPXac44TLlLotc0bh82\nY9yE2VNWbt0YU5QdnJ0SlJnElZUSTArNSg3NkUoLy00PNykjPDcjIm9JRB57XVKxreadkcP3HD0c\nmbckammWqkX5WVwF2YsURRfkMMUU5DLFFhqqaqgLfeGZw+tXrp89dv2csRvn+FTP9amZ67N1/pht\n88fULxiz03/Mbn+fvQt99gf6NAaNbgwadShoxGFDIw8HNaPGoJGw4/7A0XsDffb4++xEYcvQ/ta5\nY6pBCyZsCZkBffa5CTH+g95iLJc4p+fLf+y4n8axC5CzBcXlkqC4Fogc0w7jfnEcux3LYZ4T8JGb\n92/ZQg+X4zNpfBw7PpC27yQ+Ag4Z76azB5eDNZd/AOmzEuGycLCJesH5H9rupiYmuhWYVdXEWM76\nwmetpefQUPiEuvjrldyAY9wYyzeegnT6vr0V8vnyjYliaNuM+dgVACzfrbL89VfFALJXF9fLR8wL\nETTzCvkj5pziDQ1HBMJZOt0YtY5Tx6xOFQOu8Fyz4YHyTGR5JnaK94pcJuaN2bg3A7PkxfCwmRAO\nZAN+p2Gv9vQ0+aQZpcSxk7uS8Zv1cFOnNZSZFRZ/XQKB0A0V2C3dA3qdywGlVA5cuiMfOq3ln08+\nfkQPp6l/YxZXBHZmj6s1rCHhyHNWWS2bdpyGg9eA5Z3jlyqF8tUV7Kkz+usJT76J59mWQpM4fJ09\n4ZYbi9CVb1dvzwXwy6+DT6nVE5h7BGTBA2mc1jBkHR45y5rPI33PyMliHDuyHKC+KhN26d4ZGY9/\nneevXlG6dTnMS1NYHTkYjjc+lGaMSU9cTY+Yl8aGFbFx7IE0Y8xcWLLdN3EajGOH6dlx7NsiXOzc\ngm3TW1hgja2xJmQlusi9W5dZs6y6xtPjLige6TNUSHhuab6FBXeitYD3uOEw6Q3TIiG+ReTbJcvB\nmivu3LLAuTIfnAdcD/d5D2UdIvduuOrRqQxbzBsZzjnLXVtznoHnA9/gJsBizS05djGI3S3LjbHu\nDOrOMqaQI+TzCmzgG+BcTbBDWbLcHuSM3CT+hDpuYWKAR5tuGPS3aWU2EK27Cq+IcNj4tmHf6QE2\nnPIdO84HAM5xMfXx74ZzkUEHoqOYR0ecI9FpZBzKSnQcGUed6PjoWtxMfB49fvZYmFgG5n9NJKKL\nlDtO6s4WayGcUz86J3rCqszNu+ue79Fx1LRx6+o21x/av2X/ri0Hdm3l2r21kau2aQ9THWov10Es\nbDu4z6LBE3wuXrtaf3A/0/ZDFh3YfujA9sNWNRxuZNohdaRxBym2y3PnDu87vKbw6JrCY2sKj5cX\ngE6WF5wqLzxdifqwKh90rir/POlC1VJF8LZ5wV6wO2vng7X52Gx5IbR/nKlqWf3KwiWLQt9+7pnt\njbtLaiqYI2c453PFcJYjwkmw9DhJTbYzCw68hxU/YcY3KOMzaXX8mTToMocR1Jv2bMLVU2Dq1iZ6\nLO3wDmAe2Fl4aBsmbIGENpCVPTYmJRgsYGyaSYay4maZZoPh08JAs/v3SbFnx+m5MlVsbjj+dBk9\nKW4MWGOzwRwj0eC1tThmLWEtTQnHJ4HBtDkAOx885NSVMJANblZoHhgx7auY8JVP+sYeOaOZ3mlC\nGJrxDc03PS9OT5eVYdo8EdPmbPJ2wHYVe0AcDLdcuwWfIsMuapn0LscnwlnOWU7vuoY9FYYsND3D\nDY+A47PaNPsb+lEQeyu1sn6V0GqjjJW50OxOiaNJYIyNoiyfE2Pt20p5low9KY5a2VLBxLRMND3t\nchSbNIYtS+NS8CmfWyZjUSdH9wWZbN9aAPkyBPlmGMQe8b7jnvdSstMq0ZTj8+XLEiJLomH5V5jM\ndX72wtlL5k9Pmz01efqkRJj6zXcMG8fuiuWw3UkIdcF1btPFuDmee5dJeACzK3gTs831Ldh2eqtS\nHAbrSWArBdioSoW6NOisyxwz7SrRLW/F4DhcGtUkY6yckXsXGXiCug3XXZGeqNw8zpHlQHoxXM6G\n5aaxb25NOVh2KcvcMvwt0RqF7ZgZz0EuMu0S55h1Fzl2K8sFsAXCJcv5wHhBdGHTWYIdmM0Q3pfW\nUEcFQpmgjsinPng220zoGBAbBMc7zgXOgesK0THr/j7DOaGdDLoLj84fRqfpZdhscZLoOK87TuoO\nTp0tjs5WU6XBcThVHHj0RaWptY07RsyZ2OXtV5/r+jzot11fAMGYOKEX4bk10ktS/9XtJZjIXVFH\nWAf9D935a5fe3bv07sHU9TVb9Xz5dVu9+vLrZr3x6stvvDrmmYf6P8k14KmHBjz98KCnHxn0zM/f\n/c+fv/erR9979hfvP/v44N88Pvi5J4b89olhv31y2O+eIj09/HdPwyvX73lhyO+eHgoblbewZfDv\nnnr/t0+999yT7/7miUHPPj7w2ccH/OoX/f/zsX7PPPr204+Axv3XUzFD3tpzrCl/4wo5S4wyjv0n\njvsfZb7coLgF5AB1gDd7IA1X766Byb1xYTT2iHl5fTnMxA5PNgOWNu6t5qPZYSUVmPEUcH6EcH58\nD5t5zXiwW33Im3qppfYpZXW7ZDN2Y/OJ20yztwpUGxO3MWYLTrOUOM+K89w4n6SdG2sapLa9PB3G\nrMWV41ytfJZW6uquw8leeseshjFrTeoaLThyrQbEJnHjE7VCzpyRmy+7YszPCrRWJmcVj33zJ8HY\nhKzqbKzoU2nQFgJY8FKdbQ3KyDkwpgx4bCZ2lHVO1mW1y0AwUSsvQNki0xyuZWVbpcS87pZJXj15\n63wUOgegaenWMvcq2VrGBZPIboHpXUuYiki0igzJeW5X+RHM/0pzwaZGdHC8MjdVtAB7FVQXwQzw\n8WEvOrr6wag3MOWLVyXHLk+Ah8vDi6Igwe6fC7Oyw7JpsMA5LITqBwl2XAU1doJPzPhR0WP50ubM\ndjvxe1T0ONBIkPKRCnUcBi/F1kf3VILZUWOGgXgXuDuQW4BtvI0eP8JZi8ZLoptxzonOuG6iux3X\nzUQ3/LqV6BE+7zFxrouCSNGLj7hHN+OcOs6Z1CfR+Ub5TJrVmrOBb2Lsm4nlYiI52qiCHMus/9sq\neE7d1Ufm7cBvlm8f3d8Fy8l221NcbBdmXfHoAudIbsR5AGc5IzpgnjrdfUA0pI5WYwsdOyAMrbmC\n8wnvRqBHB5y/q/SjvxduEJ09ukY2nY+MYwPiaEycmFtGTBXHPTpMLMNxDol35tRp4TVIuSfxlPuU\nlIUJK7PqDu06/OGJwx9xQT866txJeGiNdIrp2LnTMFWcFCzNYujCmeOKTlw4a9HJjz+w1amPPzj1\n8YenLlp1+uKHQh9BTlu+ZTVt31o+cmqBtWPWpY9Ou5FT/bKtldhNrkz6xn35/c4s5wl2YdOlX2fb\nEee4WjngHFcrr1sFD/nAql+wKHgVLE9OmXZYUAQsKc7kyieAI6IfhclcEeqGTuzZAzIGhMuR4cYQ\ncXVGVdPD3NxYCz8tLDUbgCbFZ1fFyVvowTCUkQan2dRhsTWcv4Ve69hELpgVp2e+ub3Gceb48LfD\n8UpUtaA1+Ww5Tm3jPnTbxpSrykyrfEJ1Nk8LXzQF8t5sThUciS3ds7CtcpUUmMcU/jpBQhgZzET4\nNNZJ21IKkCvZUkKvbFZzATxYNq3GrM1FsJBaUU2RkFMFqM+WWXNSEe4rhdXciY5bWFMEspxDodjO\nPlUPVLC5yEaw4Ft1ISi/ugC1qWApaGN+HpNY9g3mbgPJt1iQdWB92I0FiWEvObrNShIruOBcb+tD\n38XwvuC7FFPrMBk7zfgWHV4UGUQgn5fpjz3labOnJE/3TZw6IQES7BN9YiawZ9JAzhYctjCKO0vl\nOoe68OsG1Dmbnblu8FutLMsIdZXreJcgOsKl844eJ8k9ElILXBNGRk8YGSMEZUZ3QfRhUeMMokeJ\nx83lc+dKYUjkWJNxtxp0k193JrrdljFso4Q9S7lznBsGXcm6S7Srz7BBLzt2t/NMuwS5wXLRX04g\nVyZ2JZazKWVcURw/JTwbM894gnaD5TDAzbDmbkFucuTA77eB+uTOoUA5dkqqozXnjhw3Unc7+HJu\nzUPGAMv7oy8nax42DjQonAQj29GgA8iR6IPoGXQ+Mg7Rzh5dY7l3xDlxXQyLY0+ix2Kync8Wx1Pu\n1IlO07mjaI0WEhKd1kfnRIelVIHo0Ik+jV5prHswaCafW0auusYXaIGV0WEpdLYaOgjWQafV0GNQ\neTEL82KZApfGgYKWxoOCYZ5LVEJIweKQQq7QwsSwoiRQeHEyU0RJiqrI0lRFaVguAVGdYhS8NZVp\nI9uuKC2yJC1KVWlaFFd6FFC5LIOUHiUkt8BGju1SrMmT6gRyzK4zopdSjl2w/Atw27j6hdmdO7/F\nZbbRmuNqp7AmB1hzyNziOmnbK+BZI3CcMJkrLQOKS6WxudlZyh387vbD27dDptoi2CgkQWsq8IlW\n2FJmJHVRE14WU6oBjKX4PKkSybX06BdLekskb968HyUT4DSAHJcxZSubmZc128DT4GIJcxgKzlYy\nhRFktLIZrnFCy5zQ41J8DVOchJwtYMqXMGGrlqHXpBVLwWUKNMJapUzKiqV8ebGlm/JBBLCloNwN\neaAcKbZ06XpYvDzHoqyq7KyqHHxdJ5WTvZ6kVFY+FdVwR4ugHdI6LnMLbCPsToX1bsVbUM9KKcPi\n61VZTEuY1mZmgCqXpJMgJY6qyEDBKuxSuAW2o1hNs/iKq7CaampFevKaNEiqI8WXxS8qjUE7XhC+\ncGnIguzAeVn+szPmYnY9ZcbkxGkTwZTH+46Ng7XMx4+OGTcaaT12JIjZbrDpXPYgV9GOUEfxfYVZ\nB/QqTp2xWeDZ/BFCGvYaDuLA5jvyXXBHCXKoSVl0PKLkNxViJowyaeIoWKadQT16AqM+M+gqzqHl\noRY549xlvt2Cc45qJ4rDdhQ4e1YwiB7uIzvRJdFlLt1NAVguPuWOnPtyfCwNn023LrgiTLkktMsC\nA7lF+Ci5O7OO/CaE02B1z1gu+8sNRz6SURwlCn1hLD25c0Z3lmAXA+jQnYM1pzQ7dpmDBoaNHRg+\nHsRwjminx9UGIc7ZW4A6DXdnD7BB4h2cOqJdEF08ujYiZhqIzxaHUMeUOwyL84mfxRLvJJgtbi5k\n3RnOOdETEerUj05Zd5KfIDpO6k5Ex+ncaeZXsYIqLs0iiY6roXuOc8FyBnVGdGeQR5RyrpuJbsW5\nZDmjuCrCuRPIGdSR5YRn4DcVTDgXb5HlCs4R4SrFEecZdixvDuSYe4fhb7R0JnRSssXLcXZMcOfb\nYHkumBdsLRh0cKK41Aql3CHVDDYd2Imdx+h0YTi3KiNZjaB11gHYESVXIrEsNG5QeR+uMi7FFiJD\nu0yOWSxHRsPK5Hqju+A8ecYblieRK5TwuU7hsSuam0zkvYHQ0DNNz0GJyUThi8PwK0I1xIF34grT\njC6ZlhOFhUTZsl2w+id6SrSVYBzXL81bn5fLAQwMzgYBCDMRY9lL1gK9YM1vthD4EhBgjCmtkgBW\nkc5VnpZKSlmTKpW8JhW1OiV5DVMySb5lBaqDYp8qWp2czJWCjRjtuGqBtePi0/LUZCnjoJbK/G3S\nmmSpxNXJXKuSFq9KBCWsTIxHLY5fwZQQB1rOFb98MRd+lAiC+raCfWGvmLI4QHhkySLw4iEF4YFL\nQ2CwG1B8zpL5M9Jns25yyK5PXDxlfILvuPhJY+Mm+MSOB1+O1pybb0ZxM8IB9k4aFWPFvAp16dRt\nbTdtpE53JylER34DzhVHLkAOKQQLywXFR0P3v1mS6CacOxHdCnUiurM1txsWZ+lQ59h2kZOXOEei\nmwy6O48uyT1qIB8DPxoKKLNfN1lza0adO3JOcaC+lJwwDrfYsZw7dUyqu5KKcFnuF+wiwW4BOR8B\nRwgnivdFjTDQTo5c9pTzgljQBa25SLMjyynTTgWGczalDD63xow7lrlNZ4+kT8TEO00Yh0+vQdYd\nutIXTcU542j+VxQNiGNzy4wGnMfiyDgfmi0OcE7Lr9Gk7pLohHMQM+jwaotzsSw6W2ktcl5WFGh+\nziIiOrwuMoiehx5ddefcoJM1R3eu4BxYHoosT7KYcnxbmsrk7M555eKUcIXfapmgnmqy4xZ3rhhx\nRnTAubTmAvBWlltxjr6c1i8nX/7A51+jL+fW3M3alBz2pWwlbJZphyFItIo5DoUjooMxxbXMAeqw\nnDlAHdgJ63azGcXFYiGG95U9ynL1T3UZUFgJVCwGypcEFSPF2KJhclmRdet2c/FHq2m1UPTNNMyb\nT1EiFg3DDul6WB60HMGM/dBMOHoLXnFkFic0PEkPhF6GC4HTACuWxy7eXMwkV/vmK3NvzM8n30wr\nbefl4mrZucwTZ1ZmLanIBGWAX2Ruck166po0UMqaNBh1BbxMWpUslJS4ErUYZdBIMCwBGIZaFh9L\nilkWZ1ZsdFmMUHR0GSgmeplQWWwMaBnK2Mg+NfZyX4b2SdiC2hTfwrbLj+hY7AytFWRNKqgnGbOo\nLBoUVYoC3EaAiqMiiiPDSWFFEVKhhRFMYaCiCAAzE9W3V1hRJNQHfgfnhwbmBQfkBS3IWUgUnzcr\nYw7Z8elTkv18k6ZykMdNglFvAHLw5dyaE61dUxzsu71GQXc77MjEPTqm613j3IJwqMzYzIatCY9u\n2HSy7LhdjGtTQY5H546cUdwHkg2KYMsoEBl0Fedo0JmUrLuJ6K5Z7jQgzopzVyBn24U75x7dQnSR\nPDceWkMXLh9jMw9iHwizxDgRHSFtnQhWTCOjIty+7JrlrGscCWpDdBPLlZVXaOybQnQoKyDHhLkx\noF2wXBCdQZ0BHvmNzaIXZwl2ZRYa6jgPpWQ7sRwE3eeAcG7WoRAytj8Nd8fF0QHqJDnDDCTh1Qnj\nBkdOHkJPog/lHh2gPg0Es8WBTSenPgNsOs0ZBzhny7SgTafF0dGjg3wB50R0xDkRfWpKIObb0aDj\nxDIzcHWWMBAsokrrqEbMzY5kRLfFuT/m2ynZvjQOFLg0HhSUj2I4DxbJdmQ5WPPiJJCdO3fGOVpz\nleWAcEZxVlCIjjVdZNdFml0luopzZsFL0yy+nCXVEfyKbFgucc5orcqSb2c1GdFhJjjItzODjoOl\nt0EfMC6nDWlncOpEU2AqLMIN3leuyc1W5l6HPp5kXp9b0Jev0s2X/YC7BEWYymY5bSk5kJvP/0WQ\nZv3Q+PwSGmh0zzLXzb4gX357M6zLztbMps5glu7eVCj8dAE56aW563JBAOnsqhxQ5tosWJYDXjEJ\nXEmoLs8ApZanI6TBhq4iSAOVVyQlLE8EgXeMWx4ftywulvCGhEM0Ij4RXSUooFckcQheWYGRjCkc\niYXcCi0MFwoLLUQBnJiC8kO4CkKCQfmg0JACLtyiCj/ldYILQt1LNgIFo2ZhaAhXWEihUFFYiK1E\nheDCUKsKQoMKQlB4/sGBS4NAC/OCALcBuYH+uQtBC1ABC3KEsgMWSOFGrOCPlVGwFwl2NwTbsVpO\nwLxs/7lZC+Zkzp+VMRe8uF/aLEZxGLUOgj7y8fGTxsVPHBs3cUzcBBj4BhKQtjHfZMddUtzyEYe6\nxHm0vfOWjBc+noPcgnOedXeiuCm77g7kvj7xvj5xoEmjYycRzie6xTnvRzdS7s4sV8bEuad1s5+a\ncY5QZ2Pi3mVZdwPY4kl0pYPceRw7EZ0kbLrhuZuHt2LQ3fty0zC3ZnAuES5oDQhnUuDNHjo3PZxm\nxjmDOmM5VqPZZkgAbzb8DYUgR8lkO2M5kLs/UhwYDyAH7z62fzAKJ3+1ITpLvOOccTjcPdKXeXT2\n6BpCHZdfY7PF+Qmog1OfQaukz6RV0tmk7ph1txCdlkUnnKcGgqD73C89eDrDeUYo4Fwsi044z5YG\nnaXcoQcd8+085Z4Xi0R3hXMy6IzlYM05zll3uEiwc2aDO6ftYNB5Ul3pNZcIVwtqrznHudFNLvvL\nqWDGOX8rWI44N5Pb2ZqbWA5PmjExg64K+9FVoTvHQXBszTQmZtCB6GxxSYS64DpzvYyyrCOZl50X\nwYSbAFpFm4s1wte2Mi19TX3POFQb2EzCrmi+uDUm/9lzStQnjR3S4KRLUNXopJmZRkKTYGAUCgdP\nkZlWO57BUq/NzsJcN6a7AdXp5UvS1khLDWaa/DQqOXEVc9KJCZDdhWTvsoQ4cMxlcTGlsdElMYuK\no6OKo4nKkRFgGQsjwwoiUADjglAQp+/SkMClwUGgvKBA0kJOssCFeaiA3IVM/jkBXNkB/tkB87P8\nmeZlzXehBfOzFoiPsDw/m16bEW+WGmeVxZZs/3nQgiH/+dmoBTlSCm4ld7HgP98i2hEEDaKyFszN\nmg+akzVvNihz7qzMObOWzJm5ZPaMDNCsGemgmdNBaYpSsTwjjX0Kmg2amTHHXvTp9LRZIL/UmdNS\nZzCET06aBsPcJiZOmZDgCxQfnwAgnzQWWB47kYEcrbnQaMi3s+5zC7+VOtb6fBfOe+nRJadtE+ng\nsG1BznHODbrp6TJAOFFc6SaPgT5yYcrhjgRMubDjY+J9pVziXHafmw06Z7mtKZcsp0KzwMYKzVVT\nof6emei2z5EPoofU4dX+KXNOdFMnutGV7orrphy72zS7gXMXLFc6y4nTbEUWE78tvtzNpxbwC5wj\nvEGEdl5mA9op086FNp2GxcHrO1Dg4IeCDdFZJ7roR4dH0hHn5NSxE50mmcGp3cGsY+I9iq3XArl3\nhDp6dFp4DYjOcM4MOnaiI9TZIqqiB52S7eTOcdpXud4a7z5XDDrl2/mAOMQ5sRxxDsl2hnMaCsfG\nwTF3zg06ufPQImQ5SlpzYDmTHA2ndJ8zCy57yg2EF8EAOsOdm0bAlaaK8W5mkDPAS5yTFzd601mZ\nkvMq0Xlfuxj+prD8j18A/6TMLDe7c+fxcYR59Rlfg+sC7XzdaPDuLgWJepQ0zcvE+ZifHoYDMTYT\nnmnMNo7c5n4aJpAnVNsNH6Neap79pmFieTBuCxPgSGvsn85ci53TrE8a0uDp0CG9BpSWujo1BZiN\n9jolcUXy4uXgsLm9jseeWspyl8Whty6Ngf5XdNXF5Koh0wu53wKgNSgseGkIKCgvODA3iCkgJzAg\nZ6F/1sIFWQFMCMvM+fMyBc8y58/JnDeXBAWm2UvmojLmMEFOeCZAC+EEJFPxNsOEujR4i1ugDqvp\npFkAwpnpzQt355LgnDUzgwnwyTVryWxVQGJDSjVks1T6LCQ0Qdovbca0tOmgqal+U0Ap0yanTJ2c\nDJoC8k0CTZ4EShRaPNk3ETRlchJoKgorT0OlTIPdp6RAI4qS/RDe8GnSVMylJ06ZmDgZEZ4wCSiO\n/I6fMDZ2AjhybsrBl5NUPJu4biAc6thqPOJfFcKVp9wNnKsG3XDtBGbMzLNdUDSczcA847dAuHmw\nmzPIRXZdAflkVrbDOebbh1twTsl2xnKjp1yBMR/WLojujtOwF9fYwZFjXVMfPmIVxkqos5Q7N+hs\nehmT2EeoZoguzbrh2nHaduoRt3aWs7S5MSDOTa85ewJNGbhunr2VBsGpw9+UHLtlGjj1rR220Yhz\nhYzuJxw59+WhQHHm0TnFGcsl0dGpI8WZcR+DmXnDx5NHd8q6I9HZ02vsMTY2LA6hDjjHB9NhsRbM\nvUdOAZwPA+EUsOTRo9GgE9HJoMPIuDjWg85xPnExPbeWiE+iG0Pc+Xprwao7Nxl0zLdj1p31nc/P\niSaix7BkO3PnaqY9qCABBJl2SrYTy4tRmGkvSQZxdy4cuWl8O+XY3eNcDoLjRC+FYfAuKC75zcfB\nCX6z7Uovu2lMuzIIziXLAerHPjp29tLZM3dCZy9/QDorCqxs1qWzcDi7I545c+nM6YuqTp++ePqU\nqo9Pn/r4lEUnL5winQSdUHT8/Amh48fPHz92jukY6OhHoKOgIx8dYTr8IerQh4cPfXD44AeHUDhF\nPKzcykWzzJJgVXWUXD1dLp3OFkpnT8/j9DX4ZDzN9C6fhuez1hyHR+F3MfEH4p0KfL45NnesIuPR\nO5rTxmPhvPG22nEU5vkx1HB0B0pWZm/tpOxlPUlxwtisq93FUWgqPaH6I+IxQphQ77AyRc+hbXVM\nYmF4esJQrYBPPdg/HMGaUkXT/kBrtSD1aQjnLcandbUHLTLvq7bDy3VbD5oFi9kLbWmqcyNZzVJw\nvxd8Kupv29q0betBQ7UH61GHXOhg/VYU1t/SxFRXY1FjbQ1ps6oDtZuZLNvZW/mpm2rio+oDtSCX\nrdGnqjYdqPVAWzcdENq/dZMH2rh/K9e+rRtdSdZptmDXwoZ9W520ZcM+JuePPN9Su2GfFOxVu2E/\n18b9tYaozkajprqXUYYKXPtrN+2vU7Rt04E61P5t1Qek6qsP1G9urN/MXhvrYbpWVFPDFtLWgzu2\nNu3A14M7ag/u5Dq0Ex403wY6vLue6cge0HbQ0b0NR/eBdhyT2r/j2P6doOMHQLtQjbuZTjShTqL2\ncB3ccxK1F3Vo3ylFpw/vO314P+iM1JEDZ6SOHjgDUre4LZ8+coBJ2aXxzFGrzh5rVHXmGK8AG2XZ\nea8zR5vOHNtxdL/05ezJNFuW43A2wFviksRub7/SSr3y9iuoft2bE9RR5NFxu738divUt9vLJr38\ncl+ruvZ9+c6pa9e+Xbu+ZVWXt7p6Lufd5RYXjXTp8pYq67FwdzirZsSC4KqaEqK3X+5q1stvv6zK\n8qn1LY82HqgLEwWn81tdmDqB3uws1Knjm5069rHTm52Uap07vQXCfWU7rgqsmknG4eRxO3d801PB\naVgr9+ncEdWpg1u99EYnk5qr77a1zh36uBCeXhdD+N27gjqClO0d3uzCWniJSZzbi290UvXC651e\neL1jKwS7S/F2nn+9o5RoWa1mlHm11zo+75n+8FpHj9S74x96d2D6r29Fv+/dgatXh997KLlLCwod\nf9/bIuNwv+vV4Xe9Xvrdq1b99tWXXKrnS79V9FzPl0gvGurx4nOu9ZseL/ymu6FnX3neRt1feFYR\n1DfevvKC/S627dhshN1NjVPLLzqJ6uCxDP36leet6vb8r21lrfnCr19xlmit2/O/sujl53+lKGxx\ndIMZ5xaWi/7mrcvPXvoAKP5//++/tHQEdAR0BHQEdAR0BNpOBIDrYOK5NachcmaWG2PHOMv/z//9\nv//9f7R0BHQEdAR0BHQEdATaRASAy4zlOJccH+tuy3IYjr6Fs/yf//v//PXv/62lI6AjoCOgI6Aj\noCPQFiIAXJYslzh3yrETyCXL//7P//7mL//U0hHQEdAR0BHQEdARaAsRAC7zHDuNb2dzxLpguegv\n/9vf//urb/6hpSOgI6AjoCOgI6Aj0BYiAFyGkXHYX648q2bHcuo1Z2Pf/vSXf978/K9OWjcaV5fi\nfy8uOnmzKeFFR8fIJqgJH7FCa2Rqf/RqS1PiEMZBvTuW07do1Tl7dw6u9nIfgTt7rL/eXD3e9Gt6\nGIfWxr8F32Klj0O5DMzXGJy8zzrlCmy22TtyiTZ7FLWC8xHdnMO3f3ot+i66so6AjsB3HAHgMme5\nfFqdfPm/8/nYca4YGscucuyvvN39mz//89rtvzhp3UhHx4hG5+2wxc1HtvW9aMT5EN4d1Lu9PP8W\nrKZ3R1H2WgWgHb/M5ldo6Zm4qI/ty1/zZMSLjheiTtr96K35Oq0+VTjJ0ev4WTUmvADLlIqT3BvV\n0e0Jt+jqbfV52v9MLbpivbtg7tKZ62Z1BHQE2lwEgMuM5XwFNiK6meUC5Ky/HJ4Iv/X5X0+f/8JJ\nawY7XvLf5rwdtrj5yLa+F404H8K7g3q3l+ffgtX07ijqXt614OF5HvL/g2NwgVJ5W/TvHWNybH70\n1nwdD0/GdTU4qz9Eb6az2hz00uCg6N8PXUPhhfN3dSm6au2uxtPD6/lu/wtqdcBdXgC6ZR0BHYHv\nOALAZenLBc5xHDv68gcee+Bz5suVsW+C5V+ePm8R+z+RulFuUT7aFvN7nroFNjg34maLc/tfnhat\n/T4oRhydVYNX8Yf/f/f8QO6OAi0OLmBNYbXBQ19yIOFolwL+vaACcIUd+/dBh9mhc4aqJ3Mnzq1g\njOMPMZvFmYiwmwMeNMZyGp7GAaNq+XUOEx35F5dflr6g5evY/tamuPlbTwwa5/ER4fXw95JnxQpw\naHbaakE5beeA2Fw/xkUlf274+dTfnUcb9sVLy+uTd/PvRT0H+Y1cxd/DWOlqOgI6At/nCAiWH1Nn\ndzdY/sUfv8ClSoRgslVg+e0v/nb246+cVD5E6S8fUggVYMtLC7fbFr46WzjmDyFH7NpxbpltUdsf\nkye20IG+2hoC+HR9LJuz9eQoDvEtWOGrs9tj/mAcxSHOn07s+ZitUKEQ8cm3Y5mdp5RzQFydhu12\nJQLDykWzsk1LnB0OVsfmNJo7KHxN9nUMHVn4vBEN/mVN0WDBt56DbdysJwZnaHyd5s7N/FPmDRNn\nRSecN4xOw2hQDbhzQDCedteP088tG4SL9vmX2O8LlxwWvD95078X8U/Hcg3LfybmL8J+HSP+LQta\nS/7R6ZZ1BHQE2kcEgMsw2RzM/7poWQasd44ropaRL3+AfLmJ5bUrOMu//NsHF792UsUQR4eFDep2\nuUUUGmKFAaP/dw2vsGvHuWW2xal9aO352K38TJyO5Vzf5pw9+BZ4zmPzxL55wx1Diiwno56Yi3LR\nWPE/axYi51i5+tZ28TSdku0RXZ2SJ0f5+gPzV6bgH134vM2Zu4uG53Gjq+IPIUdbcjGILwKBhauI\nvV78emtIB2iHvZqvGbuA2F4/tqctauYN77CwiF11IiDen7zrfy82/0ycL2+MgIi/Zz+rR9e/bkpH\nQEegXUbg9pfA8heazh6LLsuIXraEycRyWMpsGVvhu27lB5c/BF/+2Zd/++jS106qGOroELhD3S63\niMIO5GK+zb7OrXnQPrT2fGwtb83pWJecz8fboyjnnD/cMbQI2lEbb65sfOujgc+zELX23GpDO/wh\n9Cj9BLZHd3VKnkQA6sB5sq8pZHwFtWVZze5w5t+6ubh9Dd8IbndMB/XkOqFrID+0A98R3g6PFUFW\ng+PiDJ2vH/vTZj9cxVCsD+Wx+aZrz7uTd/3vxeafifPlbfczeRIxXUdHQEfg+xgB4DKy/IPjMcsz\nUcuWwOuNL27/+wM/5b4cEL5CiLH886/+fu7yH52E/7sJ2qlul1vUggMgZLe7c4OWLbbtO4YWY7U6\nJAE7uvNBm23Z9pzlRmiQH+XcTroXwe+unkxz5eKxjudj62Av3N1ykl6fmzzo0SDgLgXhHBzIpn3n\nuHlwUGyKfVP2ZeWvppSbiUaL4sZ/xJZfG/j1xbfmp2o+c+eAm65Gu+vH+efGC+wPz+P9E7vYhg4f\nazlVrNCyC9v9vxfLPxO7f0FG/D34QW3+weq9dAR0BL4/EQAuc5avyIwRUln+5cptq6U+/ARZ/sXX\n/7hw5U9OWjvM0SF4l7pdblE+2hWP/+9lfyPW2rXj3DLbAo0Yf8+HH8eNpePYpufD48XRjWMVjvDu\nKJZv8acLxjnLj9Qv22z5eDA8LwV/L4wb9gJvofXnVh/ewfFCfL0SBMeIcc5BoLg5fSObn88p7CK2\ncOLDSuWn2NqwEeih1e3K17H9rd3GzTjQuEJPTsxcx4gDbcczMa4ruytQDYjN9WP7c7ON4luoZe9P\n3s2/F/Uc2NcxfRHn+Lfk35Grf196u46AjkA7jgBwGVh+8MMTcSuz41ZmMSks/+bLVfVrpD785KNX\n+vX48o//uHj1T1o/yAisHe7oELJb//rfVQR0/L+ryOvj6gi06QgAl4Hlhz48Gb8ql5QDMlj+5Tdf\nrt5eLvXRlXOM5Zc+/bNFimfmRec6rdlyt9t3dW7Ox4UtrfkiXu/7rZ2J7YHYxkufVgHLQ/dYf32v\nv1RrdnRznuJs28R52n5Ht0F2c9ptKP6t+e30vjoCOgJ3NgKM5Yc/PLl4dZ5Q7s0vRX85sHxNQwVT\neUMlY/lX3/zz8rW/aP0gI7BuuKNj6F79639XEdDx/64ir4+rI9CmIwBcRpZ/dCppTb7Q0ptffsbG\nvj345TdfVexcW0mq2LH23JXz3d/p8fU3//zk+l+1dAR0BHQEdAR0BHQE2kIEgMvA8iPnTiVX5KdU\nFJDyDZZ/9aev1u5ah9pZtXZX1fmryPKa+sNaOgI6AjoCOgI6AjoCbScCwPKj50+nri0CpZFuffU5\n9+XA8nW7N1TtXr+OdP7TC+jL9Z+OgI6AjoCOgI6AjkBbigCw/Nj5MxlVJRlVxaAlVSUqy7/esHej\n0KYL1z4GlufpPx0BHQEdAR0BHQEdgbsTgevXr19t4d/UqVOB5ccvnMnaUJa1oZTptvTlX//56+r9\nm6v3V9NrzcVrFxnL/6X/dAR0BHQEdAR0BHQE7kIEGMs9b7ikpISx/OTHH+RuXI7ahLr99Rc8x/71\nn/9Y07il5gDXpeuXur/TU7Pc8xDrmjoCOgI6AjoCOgItioBkuYcpfMnyUxc/zN+8Kr+a6zPJ8j/+\n+Y9bm2q3NtUxXbpxWbO8RT+JrqwjoCOgI6AjoCPQogh4x/JnX3nh9KWPiraUgwpJn//xS+7L//iX\nb7Ydqpf65OYnmuUt+kl0ZR0BHQEdAR0BHYEWRcBLlnd/4czl86V1lWW1a0tJn//xK87yb/7yTcOR\nhu1HGuAVdOXmFc3yFv0kurKOgI6AjoCOgI5AiyLgNcs/+OTCivr1oOX0+sU3Bsv/tPPYzp3HdpF2\nX7396Z1l+XnftGVpX7ToS3pROa1r17TzYr+rvo5yh6Ox5vyZrlDoeoY+YBvLHb4w2kAtuz4Y291o\nQdR0td2L03bapcaXjugo75r2jXGe8F28aNyD86TD1aapjdc0YuhMh7ONJ9Q4j1H34sT0LjoCOgI6\nAj/wCLhhOXSNO3eis/7yZ7u/8OGVj1fv2IRqQH35zdfcl//pr3/afWLvnhN7SHs//exa9/7f2di3\npq41ksgt+KVrfB2+Cn6+SevKEE4QQnjTH7BNlvEjzwAJe/G7AfMJudregtO2rXrV13K4tFriurd/\nzZ1nja+Z5XgHYImMi3jCGVkC7+056v10BHQEdAR+WBFwxXJgNvuz4Fyy/NzVS5W7ayp31VSQvvyT\nwfI/7zu1fz/qwP7TB659dr2HHcubuqalOZY1pdWkOaBAZUFd+gjN9xfwgh9xHou3Jl/ONtb4ynYE\nvM83LeMts/bTajz2omldTSj/F7FH+G8DhC5ZTvWZBbeYVHYH4DnL02pFO+XqzUVLrlE4GUIpNMWO\nm1ZrNGXbPtsIlYURNx3a5vyV7+t71Ybl1u/rIp50f6SteUt+XF1XR0BHQEeAImDLcglyZ5xLll+4\ndnn93lrQOtJXf/oj9+V//tufG882NaEOwuuNz2/YshyOTcxW0at46Bpic9cmPMca+DN+LoC3JcdO\nODd4r37qlS93NoeQOiaEI4QMsMmcsyVzrhpfrOPkUz1kuaQvfnnw/eZ2PL2A4ZxxR0BsV3LMBmvd\ntc/S4OyIV32N9IPNvYgIDv1Uzjl2u3sX+3jSN4LgK70bnn5JXU9HQEdAR+AHHQFnlltAbsG5ZPnF\n61eqD2yvbiQd2P71n7/hLP/L3/5y5KMjRz46Sq9Hbn550w3LLZA23tbUuOoUt2W5qx29YTlYQ7Mt\nd3WBWHw5J7Rqyrk7b87X0gGszBN+Wh69ptG73DjBmzLtdJMhWO6+fafMvDwN63laavJbByNmzeXk\nrdH1NPo/6H+2+svrCOgI6AiYImDry21jxJLtguUvXr75ae2h3bWHdtUd3g3641/+RCz/xYN//ftf\nj184IXX7q9uuWW7k1eGQAOnvA8sV42sbR09z7HeM5ZhU923EPgI8dKMvS7ljjsHcjW26V7hzLG/p\nPzjN8pZGTNfXEdAR0BHwdhz7i1duXdtxbH8DCQrf/OXPBstPXTwt9dnXn7nLsbMsOv2ZPPQd8+Xi\ndgGT9h6Og/N0AJa9L4c0caMY6253fXnKcuzYVo24uR9aDAX35AqGdrqyPnI56Ix2c9++bUcA7OV0\n/pAwNxIPOGrdu74A/k10jt2Tn1TX0RHQEdARaN6Xu5kDTvryTz+7sefkwT2nuP70178gyx/8xYN/\n+8ffzl7+QOrzP37hxpfX+LLRbXywG53a+Rr7MWvW7YzNckAcenrWy07j5gQanMbEeXABeGINZWe5\n+kya5J8ypgzGkTHUycfDLMPZXG3n6OVj6JTx89gWIJN14Xvwpz4VZuojN3cHiE5x6/m42i6+l/Ko\nGz6552vpMsdQeE53PfbNgx9UV9ER0BHQEbBEwGtffv3zWwfOHj1wBtV49uif//aXf3+QWP73f/z9\n3NVzXFfOffnHLz3Msbeh38ZTZ/6dnbIJyd/ZWdz5A7f5wN/5r6xb1BHQEdARaH0EvGR5jxdvfvnZ\n4Y9OSv3lb38VLP/n3z++dlHqqz997fqZNHLkSpq99d/nTrVgmivmTjV6p9oxD6e/U61+9+1oU/7d\n/wb6DHQEdATaZQQYy23HrrvaiHPF9HgRFjk9fuEs6MTHqL/+/W//wXz5P/75j8s3LkvBUiuufHm7\nDJg+aR0BHQEdAR0BHYE2FgFgObC5pX/A8s+//vL0pXOwwgrozOVzf/vH3wXL//c/rty6KgVLrWiW\nt7EfXZ+OjoCOgI6AjsD3KgLAcvg+MNitRa/P9njpiz9+9eGVCx8IGSz/5//+J8zbKgVLrWiWf68u\nGf1ldAR0BHQEdATaWASA5S0FOdR/tudLMAH7+U8vSf39n//gvhxYfv3z61IwPXuPAd/ZfOxtLNr6\ndHQEdAR0BHQEdATufAS88+W/6fkSTNr68fVPLlz/BF5BxPJ7sb8cWH7jixsghnPN8jv/o+kWdQR0\nBHQEdAR0BJQIeOfLGcsv3rjy8Y0rDOcGyyGpDouXg+pJV25d6Tng1by8PB12HQEdAR0BHQEdAR2B\nuxEBr3059JQvr1+H2r4eBOuXM1/+0Bd//GJ53cpldSuW162AV5g05nvMcngeGv6cFwPBOd3Zn7fL\nm92NH1u3qSOgI6AjoCPwvYyA174cJoqJXJYWtZwp4/oXtzjLYaK3stplZbXLS7cuK61dduby2e+Q\n5Wld7yJL+SIsNb5WltM8pOxy0ZOffC//2egvpSOgI6Aj0KYi4LUvP3DmSFhpCii8LBUE08ApLK9b\nDhRnOuuW5czXMm+rTs8iba00tszpitlQDTfMt/vKhgS8DWvskUN2qm5vuG1+PCeWmzZAu3fxdqJN\nXUv6ZHQEdAR0BHQEvpsItMaXh5chyxnOr6ksZxRn7txNjh1BbiIv97dAbcPpKh7XhEUFmIRh3hBN\nHQbTtPO/bwOkzbJcePTv5hfWR9UR0BHQEdAR+L5HwGtfvv/sEXLkKWFEdBPLGcXL6pYLlveyG/uG\nDLQJr5ORlax0w3JloS5Txttzlt9FX65Z/n3/V6S/n46AjoCOwHcbAe98+XM9OwDLgeIswQ6Fa5/f\nVPvLOcjbEcu9/xlsfLky4k3n2L2PrN5TR0BHQEdAR8CjCHjny597lbEcKc5wjr78IRrHTmPf0JEz\na45j3wba+nIcF6bkw42MuzlNbth3I39OJlru68qvQwCMptSEvkeR8biS89i382m+Is+vx755HEdd\nUUdAR0BHQEfAywh46cuB5TD2jUCOOXbw5TCOHVn+uMJyGgEH/eWvumA5sVaMfVOf3jLnu438ubEd\nRsrhYDfAudyG1cRQOlN3u0dD37wJnzFwTwzfk60Y30sPfPMmtHofHQEdAR0BHYEWRKA1vjwUBr4R\nyBVfLlmOIEdrDr7cDctbcKa6qo6AjoCOgI6AjoCOgF0EWunLQ9nYN+nLH2IsFyAvrYPny8GX99bz\nvunLT0dAR0BHQEdAR+AuRcB7X37miPTl0HHO+8s5y8mRA8hLsb9cs/wu/Xa6WR0BHQEdAR0BHQGM\ngNe+fB+wvCwFffkyFO8vZyzH58sB5IBzlmMfpH25vtp0BHQEdAR0BHQE7lYEvPTlvToCy0NKk0GM\n6Ne+uPkjGPvGWS5AznPsmuV36+fT7eoI6AjoCOgI6Ah468sNlqcwnMPz5QrLyZEDyEtoPvZemuX6\nStMR0BHQEdAR0BG4axFojS8PLkFfHlKKOJcsfxhz7NhTjiBna6tolt+1n083rCOgI6AjoCOgI9Aa\nX34YWC5wjizH58sfepyznIaya5brK0xHQEdAR0BHQEfgrkegFb78cFBJkj3LJchLasvuuC83zxbn\nTYDk9DLO645705zzPld9HeUOR2PN+TNdodD1jLHWyx1pP63W4SjvmvbNHWnMrpG7fP537bx1wzoC\nOgI6Aj/QCHg5jh37yw8HFScCzoNKElmOXfHl5MgB5DzH/m5bHMduWVHtTv7+36R1ZQgnKPpevZNt\ns7bSau8my+/++d/5iOgWdQR0BHQEfsAR8NqX72UsR5yjrCwHkDOhL3/3Nfu5YpRJUNXJ1XGdcuf1\nyP/1Lxs/zTZ17Uqrl/vW8AbFvKl27cvf2kOWe7N+GrEQEY4sJ+jSFkdtV194LfetYcYXCuJsyGoz\nicVbydP7NrKapsqS5cz3G5+yozDVijXo+EbOfr6L+NQ4bm3XruZdTOf/A/4Xor+6joCOgI5A24+A\n174cWB5YnAhiOP9U8eWfw6g3zvKt7lleY8Csq7G2mJv1yCGgVgbL2mL1FGOplRr79tmv4iHLvfoJ\na3wNhAtgmwCPGwGrzLIDUI08PGBeMJW4a6BdzdUzX65WsJh1/Eiy+aqveV+bNmsaFfzDvPbO5+9V\nIPROOgI6AjoCOgLfQgS89uV7Th9aWLQ4sHjxwmJ4NbH8CwT5VlRxbemZS659uYs1VNyse2bPcrZA\nuFiSzNjd1RotLWG5N77c9ncDljO4Aq0b8R6Gsxy201v5V9NoeGgjP2/lsdl8w86qKXey8mm14pbC\n1A4w25oP+BauOX0IHQEdAR0BHYE7GwGvffme04cDihIWFiXga/Fisy9nIN9aCiw/felMb/scu2kQ\nm8rvO8Ryl+2zCN5NX273G91pllP6XV2FrcZXGnHn4wuEG1C31FHyAXf2CtOt6QjoCOgI6Ajc7Qi0\nypcXI8iZTCwHhDMVbXXNcmIp/3pqVp0oazDKaXVwmxy7rS933X7bYrl1IJuBZJmEZ27eOcdO/fFK\nqBrdjZlHits2wsIhsgV3+4LT7esI6AjoCOgI3PEItMKXHwoojFdYfoPGsf8Sni//XIC8xB3LlbFs\nMHrN1xcHsQGXXK9Hbl0uHKurtelzuaK52pTavrHIud3K6Xc8vrxBmQCHdDoNfAMws2FomEU3p8dZ\nXl2OaxNj0DAZznAun0nDTm5KkkvMK2PorMPlLOAX7egc+936zXW7OgI6AjoC31oEWuPL/QvjQQHk\nzj/93MTyMqB40daSoi1ucuzf2nfUB+LO+44/6a4jqyOgI6AjoCPQFiLgpS9/tcPuUwcXFCDL/Qvj\nAorizSzfWgYUL9pSUril5JTL/vK28PV/EOcg7ftdetj9BxFE/SV1BHQEdATacAS89OXE8vkFcQtI\ngPNPP1N8OYG8tHBLcUFNsWZ5G/719anpCOgI6AjoCHwfItAKX940Lz9mfkEsw7mV5QByzfLvwwWi\nv4OOgI6AjoCOQJuPgNe+fNdJYnl+LMP5VdWXQ2qdQF6UX1N06tJpF8+ktfnY6BPUEdAR0BHQEdAR\naA8R8NqXA8vnLI2WODdY/tkfPweWQ3Y9v6YQWH7yomZ5e7gQ9DnqCOgI6AjoCLTbCHjty3eebASW\nS5ybWE4gL8rfjNIsb7fXhj5xHQEdAR0BHYH2EQGvfTmyPG8Ritw5Z/nDv3wYfDmynEC+tLrw5MVT\nOsfePq4FfZY6AjoCOgI6Au0zAt778hONs3KjGM7nLo02sRxNeU1RXnVB3uaCO87y875py9K+uNvR\nxknp5LLjdut5K2uUyelW5Hond2Wd07v9lY329frlHsTaNEWwB/Wdq9is+8cqqVMWetWy3klHQEfg\nhxYBL315rw7gy4Hls3IiGc6vfnYd531DX/715wDypZsLQYDzO87yFv1CTV1rJJFbsKNYpoXvYree\nN7CcTb0CT2+L5c7s1kRpwVHbTNX2s365Ottvmwlfy07Edl0AywXYshZ1bR0BHYEfXgS89OW9Ou44\ncWBWbqTEuWT5I8ByCfLc6nxi+evO65c3dU1LcyxrSqtJc0CByoK69BGa7y/gBT/iPBZvTb6cbazx\nle0IeJ9vWsZbZu2nGQugNvczw6Lo6qIlbI5VV+t5S5bLVnEe9TNyKXGlJdv1xfmcrMasrsYU6y7q\nuzx9viy6aVZXqMwmdpWzxjbfvtvv21zwTJ8b8+7Cb6qkOmjZefYnFmClTewN24slRph5tVnP3mkB\nO9NP5uVZ8oO6O64y97CRumEn07UrnbhvDf/a4oyU2YeVbA8/Rfs1frQ1b9EvqCvrCPzgI+CtLweW\nN87IiZiZAzhHoqss/wxGsC/dXAAgz92Uf/Ljk7Ysh8gTs1X0Kh66htjctYn+166sQ/6vfwG8LTl2\nwrnBe/VTr3y5sylyt563LcsdbP1vmlZdmSydb2TbjfXF4T3DsFgU1WL0berbXrhXlfXaa815/pa1\nf2fWLxcLylMcEHYcZFA0kEapavZtXK2p42Y9+zvjy12sc+/muOxsTWCWtcXXNr6Oi/blt3YGPN3P\n2G3+wf8PSwdAR0BHwDYCXvvyhhMHpmeHI85zIyDTfuU2z7GDL/8MQJ5XnQ/K3bTUPctVrwxINt7W\n1LjqFLdluasdvWE5/k+5BR7P3pfT+ij4J5cmc7u+uGUZNNzRfX3bH9NujRbracgdvWi/Zf+GcIU7\nmz1MxMbP5Up4bljuat28O8NyF+vc35n1+sSNjDURIULjau3dll2FLftpdG0dAR2B71sEWuHLD/hl\nhQHOQTNzIkws5yCvXpqzKe+EO19u5NUhrt9zlgOzPFhfXLm+3Na3uQ6FmaaPTOulqrcUxo4tbb+l\nl357YbnLde7vEMtdts8Cqlne0gtL19cR0BFwjoD3vvz4/mlZoX7EcpDZl6MpR5BnN8NykUWn8zJ5\n6Dvmy8XtAibtPRwH17KBR576chol53KlMvPK4ux3clff+ZcEny3vFWSHt6zW+vb5OfEeYU/+LZnT\nxEbG3ZycNpBvUE3NyLtdz95oSk3oY+w8Pk/X69zfGZa7bt8ty3WO3ZNLTNfREdAR4BHw2pdvP75v\namboVMA5uXOzL9+cD53lwPKcjbnufXmNLxvdxge7MaNSYz9mzbqdsVkOiMM0O+tlp3Fz/PuJLR6D\nHPfzML1pfixNjOGiVcn5imRiMJrb9cXBT8un2sSO4vp0tx650zWsnE9X30axODpg7Q61LxDZgn5c\nZYyb0m/hIqdtrF0PXcVpptXo+bA4MYjM1N1uHkOn3HJ4ep7K6XT19eVD8ORG/F1Nx1VGsslDq7Xp\nczg2H7VXo3wth9G+0ahMvqs9O3rsm/5ftI6AjkBLIuClL+/dcfsxYHkI4HxaJuL8yu1r7Jk07C8n\nkJMv35h7HHLs79mMYycjbsqxt+S073Ldljnzu3wybal507C1tnRilnNpL+fpKoT6AmzDF5c+NR2B\nthgBL3157471x/ZNXhI8JTN46pIQwPknkuW3v/4MQA7ZdVAWsPzCCVuWswfPjMHqbSw4lkHKbezs\nvqPTaeGowO/oLNmg+RaMXvzOztPVgbUpb3M/iT4hHYG2HgGvfTmyPCMIcD45A3FuYTk6cgB55oYc\nYPlr773h/Hx5Ww+MPj8dAR0BHQEdAR2BdhIBL315r47bju2dlB7omwEKmrIk+JNbIscOvpyBPGtj\nTuaG7OMXjmuWt5OLQZ+mjoCOgI6AjkC7jICXvhxYfnTvxLSFiHMkepDK8tsS5EvWZx3TvrxdXhj6\npHUEdAR0BHQE2k0EvPbldUf3TEgNmJgWwHB++danfOzb7a+B5ejIAeQZyHLty9vN1aBPVEdAR0BH\nQEegPUbAa18OLB+f6g9iOFdY/tVtCfKMdZnHzmuWt8cLQ5+zjoCOgI6AjkC7iYDXvrz2yO5xKf7j\nBM5NLF+yPhscefq6zPR1S46dP6b7y9vN5aBPVEdAR0BHQEegHUbAa19ee3j32OQFY1PmA9Eh2W6w\n/NZXtyXI06oyjmqWt8PLQp+yjoCOgI6AjkA7ioC3vrwDsNwnae6YpPljkxHnZpaTI0+rWpKqWd6O\nrgV9qjoCOgI6AjoC7TMC3vryDlsP7xqdNNcnaR7gfFzygku3rvKxb+DLJchT16ZrX94+Lwx91joC\nOgI6AjoC7SYCXvvyLYd2jlo8Z3Qix/mlmwbLbzFHDiAHHTl/VPeXt5vLQZ+ojoCOgI6AjkA7jICX\nvvzVDjWHdo5MmC1xrrKc+XJkeQqw/Nyx197X8761w0tDn7KOgI6AjoCOQDuJgJe+HFm+Y0TCLIZz\nn8S5Tr6cQJ5cmXbk3FHN8nZyMejT1BHQEdAR0BFolxHw3pcf3DE8fibDOWTaTSxPXZuRUpWBLF+b\ndlizvF1eGPqkdQR0BHQEdATaTQS89uWbD+4YFjdD4vwi7y9/4pFbX92CznIAOSipMhVY/rrOsbeb\n60GfqI6AjoCOgI5A+4uAl768V4eagw1D4qYDy4fHozW/ePMKjWMnlqeAL1+bkVyZnkS+/PX3++h1\n0trfpaHPWEdAR0BHQEegnUTAS1/eq8PmJmC539B4tOaA84s3iOWPPPHITWB5VUYymPK1aYncl2uW\nt5PLQZ+mjoCOgI6AjkA7jIDXvhxZHjsdrDnDuWT5z4HlDOTEcvLlgzXL2+GloU9ZR0BHQEdAR6Cd\nRMBbX96xuqlhcIwfWHOGcxPLk7gpT1uMvvyIZnk7uRj0aeoI6AjoCOgItMsIeOnLeyPL34+ZJnFu\n8eXMlKcurkzRLG+X14U+aR0BHQEdAR2B9hMB73z5b5Hl24Hl78dynH8s+ssxxy5BDiw/pH15+7ka\n9JnqCOgI6AjoCLTHCHjny4Hlm8CXx057L2Yq4jzWz8pyyK4DyBMqNMvb41Whz1lHQEdAR0BHoD1F\nwFtf3gl8+bsEcsC5leWJawHkqQByxvI39Ni39nRJ6HPVEdAR0BHQEWhnEfDWl3fa1LQdKM5w/n4M\n+PJPfkTPpGGOHVgOneUJlSnxFcnE8jf18+Xt7LrQp6sjoCOgI6Aj0H4i4LUvB5a/GzMFWM7S7GaW\n8wR7coJmefu5FPSZ6gjoCOgI6Ai00wi0xpcPQpZznCPLH76PfPmXt6izHHPs2pe308tCn7aOgI6A\njoCOQDuKgJe+/DXIsdcPjJkyKBpZDlJY/tWtxWs5yInlh3WOvR1dEPpUdQR0BHQEdATaXQS88+W/\nQ5ZvHxQ9GXAO1hzS7BcMXw4sxxHsyQDy+IqkQx/p/vJ2d1XoE9YR0BHQEdARaE8R8M6XA8s3oi+f\nPBBxPvnd2Clqjv0mgJwpvlyzvD1dDfpcdQR0BHQEdATaYwRa4cvrB0RPHgQ4j5kCUnz5l5zlAHLQ\nwY90jr09Xhj6nHUEdAR0BHQE2k0EWunLOc5jFZbfIJZDdh1AHleeqFnebq4FfaI6AjoCOgI6Au0z\nAl77csixA8gHkC8Hd274cmC5BLlmefu8KvRZ6wjoCOgI6Ai0pwh46ctfx/5yZDn1l5ty7Mhyyq4D\nyGPXLNa+vD1dDvpcdQR0BHQEdATaYQS89OXE8v6LfAdEQ2c5unOzLxcg1yxvh5eEPmUdAR0BHQEd\ngXYWgVb58kW+EucmloMjZ6Y8dg31lw95S8/h2s6uC326OgI6AjoCOgLtJwKt8eUDwJejNcdMu4Xl\nSUBxJs3y9nMx6DPVEdAR0BHQEWiXEfDelzdSjp1b88kXros5XKG/XII8tpz6y7Uvb5fXhj5pHQEd\nAR0BHYH2EQGvffmGxm39oyYBzpkuXL9M87E/+XNgOc+xl+sce/u4CPRZ6gjoCOgI6Ai06wh47cuB\n5e9ETXwnatI7yPJJ580sh0HsSbHYZY459j7al7fra0SfvI6AjoCOgI5A245Aa3x5PzcsZyBnz5dr\nlrfta0CfnY6AjoCOgI5A+45Aa3w5sJxwPrGfxZcDyCnNju4cWT5Uj2Nv31eJPnsdAR0BHQEdgbYc\nAS99+Wud1jduI5ZPIE20ybGzNPvBc5rlbfkC0OemI6AjoCOgI9DuI+ClLyeWvx2JIIfXtyPHc5b/\n/MlHaewbOnJkeYVmebu/RPQX0BHQEdAR0BFo4xFohS+v64sUR5DbsxxAHleRRL68r54rpo1fB/r0\ndAR0BHQEdATabwS89uXrDiDL+xLI+0Y4+XIGcmL5kTc1y9vvBaLPXEdAR0BHQEegzUfAO1/+29c6\nAcvfihgHLH8rwonlsURxwfLDmuVt/jLQJ6gjoCOgI6Aj0I4j4J0vlyx/M3wcsBygbu4vFyAHqEOO\nXbO8HV8g+tR1BHQEdAR0BNp8BFrpy4HlhHNg+SWc942PfeMsT+Y59mG6v7zNXwj6BHUEdAR0BHQE\n2m0EWunLgeKE87HOLEeQC5a/rce+tdsrRJ+4joCOgI6AjkBbj0ArfTmwnOHcwnIO8riK5EMw9m2Y\nZnlbvw70+ekI6AjoCOgItN8ItN6XI8sjxp27ZpNjB1+uWd5+rw195joCOgI6AjoC7SMCrfPlOOqN\n6Zx9f3mlZnn7uA70WeoI6AjoCOgItN8IeOfLf8efScMH0hjLnXPskGZPjtMsb7+Xhj5zHQEdAR0B\nHYF2EgHvfDmwfD0+X85Yzp5JM+XYOcjjNcvbyXWgT1NHQEdAR0BHoP1GAFh+tYV/U6dOZSyH6d5c\ns7wSTblmefu9MvSZ6wjoCOgI6Ai0lwgwlnt+tiUlJXYshzlcVV8uQK5Z7nlkdU0dAR0BHQEdAR0B\n7yIgWf61Z38qy5Ucu5nlgHAp/Uyadz+M3ktHQEdAR0BHQEfAwwh4zXKaj91Fjl2z3MPo62o6AjoC\nOgI6AjoCrY9Aa1gOj5Xbj2OPr0wROE/Rvrz1P5JuQUdAR0BHQEdAR8BNBFrNcrvny4nlXJrl+vrT\nEdAR0BHQEdARuKsRaCXLYSZ2lGWuGBPLzx95S8/held/Q924joCOgI6AjsAPOwLOLIfRbc5/cmCc\nHPsG/eWAcAB5H8ZydQ5XZPlaVMLalEPnj2qW/7CvMf3tdQR0BHQEdATubgRsfbmF5ewMGM5tWQ44\nFyx/6tEbX90EhJNSQZrld/cH1K3rCOgI6AjoCPzgI+Aqxy5xroLcieWYYAeQ9wkbI1n+2I2vbjGK\na5b/4K8uHQAdAR0BHQEdgW8jAm76ywHnFpBbWU6d5Z6wvJ9ev/zb+DH1MXQEdAR0BHQEfpARcD/2\nTabW7fvLBcjd+fLD2F+uWf6DvLj0l9YR0BHQEdAR+FYi0Ipx7LXSlFtZvnhtKqoKpVn+rfyO+iA6\nAjoCOgI6Aj/cCHjH8t/imqe1LLsOekP2lz/61GM3v7q1uCpNSrP8h3tx6W+uI6AjoCOgI/CtRKBV\nLBcgfyPUh4990yz/Vn41fRAdAR0BHQEdAR0BIwKM5bbPlLvaCOukgS+v2l+LjjwU5NM8y+Ew+k9H\nQEdAR0BHQEdAR+AuRQDY3NK/3/aWLEeQ27I8fXEV6vD5Y28N7+fZImy6lo6AjoCOgI6AjkDbjUCL\njK+HlcFce1jzzlaD4zKWM4rbsDyxKj1xHZdmedu9KvWZ6QjoCOgI6Ai0JAJA05ZU96guY7lHVe9o\nJQ9YLkAORNcsv6PB143pCOgI6AjoCHxnEbgb0G0LLH89ZLSdLzdYnqFZ/p1ddPrAOgI6AjoCOgJ3\nNALfV5YDyAnnYg5XNo49cV2GFLC8r+4vv6MXk25MR0BHQEdAR+A7icD3jeU0jl12lhtzxVhYnrQu\n4/AFzfLv5JLTB9UR0BHQEdARuMMRECyvGOvoGHfUq8ZhV/O+Tjn2o3EdHfzP3UHcnIPRwtgKOkk8\nKP/jW77+GvvLzSy3jmMHUw4UR61nLH/Hq2+sd9IR0BHQEdAR0BFoQxFoHcsJsWPHWu4DTCxnVRiA\n4e9oXJwsW8PgmuUVcfw+AxGOjR09Ku47xBZorHmWA8KlNMvb0GWoT0VHQEdAR0BHoBURaB3L2YGt\nDFZYjiQ3QN7MeXqSG3CuA1v4EZofx560fgkJiL5Es7wVl43eVUdAR0BHQEegDUXANcuJmnE8lc1T\n4/a0dc1yNyhX8u4C9qId97l2c5ZePQKxvKPb58sxu85wvuQI5NhH6Bx7G7oW9anoCOgI6AjoCHgX\nAbcsF8lxmcf2guX2HeRKZhxpzCo1y3IV3OJeQHH9LWB5MrL8uGa5dxeN3ktHQEdAR0BHoE1FoBlf\nznul3We/W+7LzX5dZMmbybEr/FdCaOkvB1++z828b/RMWvKGJSDN8jZ1IeqT0RHQEdAR0BHwOgJ3\nl+Uw1M22v7zlLHedrTfuAMCXP4cs3wpPlr8e4vM6PGJuWSdNDHwDlmdqlnt90egddQR0BHQEdATa\nVARaxvKW5thZ4txmHLslx84S5a5z7G4cu/KRmeWAc5RpzVM26k30lx9/W/eXt6mLUZ+MjoCOgI6A\njoBXEVBYLh/YZt3XKj9dUVYZwAZ7i65x6/Plai3ZfW5slJs8OwreGagtGh3mxPIOwpfbs5yDHMe+\nfQws7+9V0PROOgI6AjoCOgI6Am0oAt+zed+A5Wv3bX0teNRrwaNJo85du/ijh+91sHnfpCmn/vJj\nmuVt6ErUp6IjoCOgI6Aj4G0Evr8sB5yjkOUPWVguxr5plnt72ej9dAR0BHQEdATaUAS+tywPGvUa\n6aNPL/4HsfwXhi/XLG9DV6A+FR0BHQEdAR2B1kbg+8byXpRjDxrZW8iG5fRMGo5j1768tZeP3l9H\nQEdAR0BHoA1EAMaLfZ/+qL98iwQ5FJxYTqYcWL73g8ao9BjAOWqkVf1G9icNcCubHUVT77w9kjSC\nxMqGLDuaK494Byax6Tuin3u9NbyfWW+/NdyN+r413DMN6/uWWW8O62vWW28OM9Rn2FtCb/YZ+uYb\nQlA2NOzNPl5JtvbG0D7Na9ibb5C8O5ZXe/V5YxhXn2F9nCU/NRfeeGPYG28MRb1u6PXXh77++hDU\nax7ptdeG2Kv3kNdQg12LVZDCmr0t6jW4t5N69RpMeh/1qlWvvvq+ST3ff7Xne1I9e75nUo93ezqp\nR/d3XarHuz3sdsFGuqNwx1dAg7obGqiUaXs30EDQK25FdXg70CA1qwq2GOKHwJal8BCol12LVeAa\n1KMbSWmWl9n2bgN7qE11HdAd9LKU+SjsU9IrriXrmKp1GfCKSf1f6SLUuf8rquR2LPC9uncZYBHu\nbtnR1dtO77wi1K1Tv24dPVOHft069HvZI7398ktcXV/qi3rxjuitri8oev6tLqg3zWIbVVkquH77\nhze7oPp09lz/1acz6g1Vnf7rDVXwUaffO+v1Tr9X9LvXOzWv1zr9jqvjb18j9WbqACRupSYGzyza\nVu7Kl99OIoozle9bBzgHdw46+jHTCZMunjjqiUx7yaa8KcDQetIxQxeOwRg9mDreSUcPX2hO548e\nPn+E6ZCnOnzovKc6eP4w17lDTbb66GAT0zmL1PrOn5q3yEY+amr6qKnRheCjpnOg5lqTFc4fbPJC\nNu2z49oeWn5kFBrPNXF91Nj4UeMBQwcOfHTgwIeeav+HB+y0f/+HJu0zv7V8Kt9CNUX79n3opA/2\n7RPa+8E+ob17PzC054O9e85atGfP2T27pc7s2X1mt7N2ndndeu08s3vn6V2gHaBToJ0equHUTlU7\nTu5E4e7Yzs7T0KxVO07tZp+6UsPJXQ0nd5oFW4RMO0JTQqd377BIfnRqd8Mpvvt22Y6LAlQQ2rn9\npCq5nRfqT+5EnWhe207sVGW3y676E87Cli37Wt8e31mH2oE6tqPWY2091rD1qKfacrQBdQS0vUbq\n8PaaVmvz4e2kelD1oZZp06F61EEh9tayET/dhmqyE/tIVdO2jVbVbWyyakNTHVdj3QZF6xvrUAdA\ntWaxjXXrDtTaa3/tOtTWKqZ9rRJk14u2VcwvjMVRb5Yc+zPP/jRzaVbZjlWS5UZhY2bKxszUTdlS\naZuy06pzpNKrc9Krc5nU7aKcnVpN4i1kpW7yWpkpm/BkUjYuASWjYJY6VNKGdDulJa63KDVxfepi\nqXUpixUlrEtJWJfsVkkJVWatS0pgou3xXInxVYlxa0GLY0GVCaAYVDyqglQZH10R5yz5Ka/MdqmM\ni7GrHF0Ry7SoHBQDikJFR61BRZLwLX20qAIUC+J7VcZGC2H7UmvjYlDxTLFC9JZ95EqxMWtjY5Rm\nZfuuCzHRlTGLuKIXVURHoRaBIsujQBHlkRFrUOFrIlCrQeHNa1V4mJNCV4WFriZBARUa4iTYKD4V\n1ai+WjN4VWjwyhAnBQetJK1ABa4I4loetHB5oFTA8sCA5QsDlnH5L1voXxYAWoDyn1/KtIBpXgnT\n/LmgYtC8OW41t2Qe1rQT7DgbVDRvVtHcWYVzZxbOmVEw25WmF8yeng+axeRn1vSls1H5c2bkz5lZ\nAK3NY5pdNJ9pViEIt8wEFUjNnVFAyp8L+05fOscPNXtaHhe9FYIKWA01o2Ce0PyZhSbNKJgPml4w\nb3r+PL/8uaBpS0FzpuahpjEtBeF2PxIrswpMU3LdaXLubFTObF+TZvnmkLJnTVI0MXuWKvpoNhPt\nPsdZk3LmsAoTXWtC1qzxoMyZ40BLZoxdMmNMxnQpn/TpLuQ3Og01CjVtVKpZfDv71G9Uqt/I1Gmg\nESmgqcOTQVOGgZJMGpo0BWTZqLydOizJqqFJU2GXIYmgyYMXg3zfTwBNei+ehGWpye8nSPnCR+/F\no96Nn4SKo1eLYGPcpEGg2IkDQTGgCaABJCrTdotiJg5ATRgQPaE/06LxZuGWd1RFjX8nanw/pshx\noLcNjX07YmzfiHGq3gofI/Vm+BiST58w0Og+oaPfAIWMel0qeNTrrqRWwzJ7jtzYlw1fZ/JdEpiQ\nnvyjR/+Ho+/Ap5/69dPHLp40sXxjZjKCMwvUDMg356ZL2RAd2I+6E0QnnCPRFZwT0e1ZvsGG5a5w\n7hHLBbYR3hLkAuduWK4QXUDdCecAbIZ5F7JhP2e5wDmyXAG5Lc7NLLehuOS3c8ETnLsk99rYaCmO\n/Bay3DOch622spwT2i3IJbBNRCf8O1E/JHiVe5wLlq8wsRygjjhXWb7MM5YTzt2zHD61xfmcEr4j\n4Xwu4BxYPrOgWZzbsJzoPhtgDyCfUcBZPlsBuZnoVqgznBOkBcudcQ4fuWX5jEJEuBCCnLOcQC5Z\nzokuWW7A3opzFe0WwJtBbiAcKM5wrrKclRnOxfZmWA50d4/zCVmzkeWZnOUAcgvLVa5DWXBdATlR\nnKFaCtGu4HykE8sR5E4s59jGj6aaBAi3bEmeNowLWC5wjiwHWqv8VkBOn1IFJiecO7OcGK+wnPHb\nzHITzicx5EuWKzgHflv1zqIJJMF1M9EVnHO0941kRAe0j2UsFyAf8yaCHFmOIFdZjhQfaScBeIPc\nfEIYQXT5dtRrIcjyDY3bHnnisft+/W+OIT6/eezpX2Tn59Qea2DwdhbDudmRkx1XQc7KLgw6J7ph\n8d0YdMb+LC7DykOGwAXObYielvitsdww5eDODV+uWnOGc1Vg1lVr7sKUq2g30KvsaFhzxnKG8Mg1\ni0hk08myM2uOLOcodQvyqvhYKcOdN2/NEdjO7lwFOStjHcWUVxqmXPpyG2vOcd6MQVd9eeiqcGT5\nShKZcmdHbtli4Nye5eDprTjnvpxbc3uWq74cTbkCcuHLhSlXfLnn1pzDHuCtuHNiOeJcWvOZ3Joj\njxWZnLqtNaeNnOVgyqEd1ZHPKVoAkjgXHh2Jzjy6as2ZL2eaJoiOG80sR/Ab1lx6dCwwRw4V0JTb\ngVzFuerL0Zoz5UmPzsp8yxTh1wXLbYw44tzsy525zn059/SKL8+dMzl3ji+IzPqkHMWaZ82emDWL\nEM4EZYPl45bMJJabrLkJ52TTR6czRy4onjJ1JFMqiBPdwLkAOfnyqcPRlxPIbVnuDHJBcXLz00xK\nYUQnnKM1nyJobbbjguKDF0MFrPM+J7qBczLoqoRHd81ysuZk1g1fTiyPtWO59Oho0w0JnCtQlwY9\narwF58KaO7Pch7OcgVyynCj+mlSQURZ0J6JznBO8Q51EZj2pKj8pM/VHD9/3yEs/dvgt6DBw6K/u\ne/BngHNw58t3ldvi3COQE87tku2Qlm/WoFMqXlTjVp4RXcE5t+bO7nwjuHPDoDcPcki2tzTHrvpy\nZs1F1l2YcmR5HM+xizQ7S7ajElAK0Tm/WeLdMOXcu8fae3TO4OhK6dQxec5z7E4sNzLtJpbHwe7m\n1LqRUUdHDiBXcuxQ9jTN7sxyFyB3x/IKzLFzllsy7Szf7jbrLq25CeQrw0JWhqJkdl0tKyl3znKW\nk/fAmrsCOWTabRPsBHITy60JdoPlapq9+Uy78O7Eb4I6A7lzmh3duSrOdU5050y7YcqhJk+wGyyf\nUzQfWV7McG4QnVLuhHPKtzun2TnLiegM5LY4l0RHhDcD8tlT80Ai2S6sOUuwNysGeJZ7N7Hcidxe\nspxAPjl3LkiwHDPtLM3O4G0R5dhnUY4dWT7WNcvJl1tBDoRWJYkOqXVw55LuI9yznAOeW3AiN5Pg\nd8q04XZCnKM1n2pk2oU1Z2gXYql4jnNp0GWyXaTcJdF57t2VL/ee5e5wzm06z7dHqcl2w5QzXy6z\n6yLB7mNKsJMjR5ADwoNGKKItAvA8/S5xLu8GqABon5IVDI4cQP5vP/3Rw8//+FdvPehYGPHylFkv\nDhr668eefvzpXz+zJC/r5te3Lbr19W3X+sztp2529PIj5dxu3fzarK9uwbPyHuvmza+4bnx181vU\njRtf3bjxZWt1/csbTrp+/UtbWWsaR4czudO6/tUNFJweK1hkOm1XJ2yz/dqX113o2rUvFX1x7Vor\npbbGyi4a/PSLa0KffvpFS/T5p1dNunr187uoK59fNfTZ1SvudOXKZ26k7CvatJy5Jwf65LOrn3x2\nxSzYwuX29PgJyMpKwWWDdpWNw9l8evvqJ7evgC7fGV29fJvrE2wZJbd4eIhLt69cutWsPrl065OL\nTDddSFawFFzVb/X2j29+4o1ufPIx6rLUhRuX76SuX77gsc5fv2ynS+ev2wtWOnGhizBBG9enF8+R\n4HEyECtzyTpGwabB+PQkSK3/+JH7HvqvHz3e46e/7veQIyqx54LQLlNmvzhwyK9f7/sk5Ntbosfh\nDkCoRTu2qvKjT/9C6LFHn1b01GMwJa1nevTRp7h+/tSj35F+/vOnpNycg1rNqfzkzx+x0SOPPAmy\nfqQczm2bxlndrWqPPPVzLn6S7IS91MNPPqLo4YefJD3hldi+Ftk19dATD5Meapl++dBDv3zoQase\nfPCXd1EP/PJBQ48/+EAzeuCBx22l7CgadD5t07FYNafD3f/4g/c//oALwUceylULlu0etiarPXD/\nLx742d3Sgz/7BVMLDnHfLx5APeas++97zNC9j91v6NH777WVWsep/k8fvd+VbFpz1RTbTkc3t/az\nnz5qkcvDYc2f/+wnd0+P/Ownj/zsxy3WfcBO94J0t2vdC7Omox7igsnapORGXofVNMna8v2/+Y+H\nX/jxU6/d92Sf+3818MH/Hy8dedfogjQoAAAAAElFTkSuQmCC\n",
"text": "<IPython.core.display.Image at 0x3b0d8d0>"
},
{
"metadata": {},
"output_type": "display_data",
"png": "iVBORw0KGgoAAAANSUhEUgAAAlQAAAGBCAMAAACXXd8aAAAC+lBMVEVAQEAAAADY1c7a1tDd2dPg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\nYII=\n",
"text": "<IPython.core.display.Image at 0x395b0b0>"
},
{
"metadata": {},
"output_type": "display_data",
"png": "iVBORw0KGgoAAAANSUhEUgAAAq8AAAGBCAIAAADHTc8RAAAAAXNSR0IArs4c6QAAAARnQU1BAACx\njwv8YQUAAAAJcEhZcwAADsMAAA7DAcdvqGQAAHHBSURBVHja7L0JlC1HfeZZjOfMTM/MmZnu6XHP\nHLfb3R4MuLEFCEmWy1i9GAsQICSBVjCLGpeNMcYSDMiyARmt0Bxcks1xIwQIsUiWhCSQVFrfXvXq\n1b6vt+reqrp1l9r3t0nizT+WjIzMjMjl1q2qW/d+3/neO7fy5s2MjMyM+OU/IiPqfukDD/337/mH\nX/rPd77u4s+97q2feNObz4NhGIZhuLp9/nl/+I7fueo97/wvH3jPp6++/HN1/927//51/+G21/3u\nzb/55vPe/Ntv+e73f3DqzFmrT5dquYVXTiufVX71zJ76dNnMD4cf3Sndp8+eDPoU+czWDnjT55OO\nfX/urjdO7tmud+JYtmn/NuXJOiu8VQk+XfNW+RAvxzZDbj2DTwtvBL1l8ynh9YR2fsg34uxXXHW8\nxGDHqBVNr9h9VvtQFp/hJeGZON6yLH/llVdv/C+ffLXc+ta3vlXeDf7jX/zxqxWjD7/rD1599TWq\n66nGp3r/d97+3nde8pHL3/Wputf9p9tfd/FN/8+v/OvvP/jQ8tpmJrc4kimEeJiczns8Sc6RR8hp\ncl6arz/KPUaeKo5PzaVm5idm5idnF9Pk3FImt5zJL08VVpiLq+Tp4lq4pzxeLdEFvzOO09IrrvMr\nk34vT+S8niUvpcjZpfHs0tjM4ujMwuj0/MjU3HBmbihdGJzMD0zk+lO5vnHybO9YltzDPNM96nEX\neWS6m5k+cA+TpzvJI9Pyg/QUuWNIup08mGkfnGIemmobVM6cGMyoP0+4ZstPDGRaNZ8YmGIf+jWz\n5VPM/T5njg+Qp1z3G9zimP2przyQ8Zs26Gz8eGWbH1HG775Ms930rVhHfBC50To4fWJohtw2lG0b\nzrYPz7aPSHeM5DpGc52j+c6xxO4qxQW/x8PcXRsWmaM+CHey88LcwU6TdDs7fczsVLITynyCzu/g\ndOvAtLiD+D3CrnN27/SlyS29ky19zM3k3oljvZPHeiaEj3anyEe6xl13jgkfZh5VPkT/d2imJR0j\n5MPcRzpHhY92jR3rTjX3TNDujvenqSjoGJ7pHMl2jc32jOd6U/m+iUL/ZJF7TnhAOO14ssjNPvfz\nz/3sJwX5gZzK9084TjH3UYmXyqkPVPSx0k/8T2XgeFb8KcpD16MzvWMzPaPMvdw97M9psviTvhWm\nOutD196wsraZm1vKk+fJywXu4sIKeW5xdW6JeX5pjXlZeJ28YPH65sm/a7yPSGVhZT25N5QXHa9v\nnvrWpz6xMjqc/flPyfmnf1p4hnn+mZ8uMD++wr32zOMbzI9uPfPoyWcePWX3Se8KJ/lPNpgfX+fb\noa0tP/P4AvNP556Ru6P90t6Xertu+MP/SDiYW1xf2zxN9T7V/hedf9kf/seP1hEKEB1878GHCgtr\no6EcYKOBEa9HyRlCAfq/ODpVJAgYm5ZOzcylsvMTswuTHAXSueWpPOOA6eLqjPCc8FrW5Bm/V0u0\ns7tprxUrZISDcJAnBzhAogCjgQlJA4vjM4tj00QDCyPT88NTRAPFIbpn2E1Ct8SsSwMmDvBYcYDw\n0HSHlQMECjD7OEBU+W0DERzQyurjNNmDAv2iknbrackBwooG7BDQ4gcCIwRIt1Q8B0QwQSQQ9KmV\nRW5Mtw5SncFMtcie0kAeNBCTBnQg0JlAAQFnApcGHCbgQKAudUIBBQTcRAPckzoNMCBwmOCw5ICx\nwx3cOhDI6l8CwaEOuURhgQYE4809KdpdKweC9qFpBgSjBAR5AQQhTCCWCyBQnyUH6OZM0JfiHs85\nHMDcq1BAeSzb56EByQGqyldMIGjABwREAx90aMAPBJwGLEAQQQPfLJ0GPECw4NDAPzR8fGV4MPvE\nI8K5Jx4pPEn+yfyTP1l48idLT/5k5Snm9ad+ssG9ldAbjtf5dpafYtukLc89+RPaS57vUex6obP9\nmj9gNEA1b6awsrC6RbU/McDFb39v3et+61oKFyyvbbHKmzkODUggGMnk1fJRVv3nKQYwOkVhAO7p\n4rggAPL03ER2bnJ2Pj27wJxbzOSXpgrL08UVAQHZeenZ+TXu9SivbcfZoDlhTGv2wAEnAxEVYDYB\nQUraoYGZBQKCkan5kQyFB4oUHhhg94lLx5wGskYUoBiA9vTvcIAwX2jnAO6BqbYBhwN4re946gRf\n3hrkAAcFdBpw6+m+jPtMY3A0B6iKU8OIIApkXGjYpzTgPP3HBQJWQ0yzCMEgjxCI8MCwQwMjor6p\nUCDoqiUgiEUDngiBEx5wIwRTOhC0BICAntoFEBzrSXFrQOCEB1wgYEwgIwFWIGjXgICvowPB8T4C\ngoyKEHSP5TgQFMh9E0UHCPxMoAEBcYCzjsMBfeJ/zgEuEDiBAc4BOY0DXCBQlnX/mAgGCBqYFgt7\nNCCQTBCgATMQEA0sJggPrG2e/MY3GxkNLK+XBQiIBu678cNLg/2ZRx4izzzyUPaRh3KPPpR/9KHC\now/NP/rQwmM/WHrsByvc64//YIP5wS276dtN75/0E/rhGt/C8mM/WOCe59unveT4Hmf43hdOHL/6\nP71D0IAAAooQEAO88fUX1tX9X/+e2g8y+UV6jo8JBMzpgkKBUUEAGQEBjAAUBDACyM5PZhfSWQEB\nC9QSMZVbms4vTReWZggF5layc6uzcwwCcuSFNQpfkPOLG7pzHq+X6IUwz3JnyfPMM/MuHFCTRMbf\narDsayxI6TTAgWAsy4CANxbM88aC4iALD3gaCwQN6MGATg0FOngAgDjARQGHALxNAzoHMJ8YSHNL\nCHCqfKrm0yf6wzhAswMBmlv60y1BFOhzmSCcA5RNPOFbYR/RQOImg+Y+75H6gECLELA6plQaQHtB\n+YEgSXuBBwgs4QEVIXDDAwQEsqVAAIGiAQ0IFBOICIG3dUCLB3AaUHaA4LADBC29EwQELGoogGB0\n1gWCiSIDggmtvteYoF9nBb5On84BGhA4HJAXgQE/EEgCcB+N/ECgIED/7AUCQQNLq+sz+Xnd2cIC\neba4KJzzIoIKGwhW8Jmqx69/4++os0Xwq3v/4XsfvKYhxLSCYYPrm/d99OqF3u7UQ/dPPnR/hvzD\n+2d+eH/2h/fnfnR/gXuBe/lH96/86NtrP/r2+o++vcH9rS/eqjZOn41LNvhPVpjvX+LbmXc2S9un\nvUz/kO0xw/deaD76wUt+V6cBqhyJAf7VL//bOupYSN2aqBaPTwN8haLLAbwtYJxzQIpzgIQAEQmQ\nBLA4lV8UEMA4oLCULRIHrMyyYMAqQUB+Ya2wuM68RN7g3iwubRb83tgh6+ShkwFhwbQbIfB1I2BB\ngpTwrGbedUCEB3jvAYoQzA1l5gbTxYEJcXvM9ohOAyIwoFBA6xDQITzksewTMBjJAVTr6xV/WqCA\nfO73tgvoblFmjywaB4gyy0cDHlDIxOEAVVkaIWDf0UBIhKA5QR8C0V7gjRBo7QWsyhnbzfBAAibo\nrsEmA40JkrYXqPCAGyEQd1ZfupnMaEACQbMDBEe7x7nd9gIVITjEbewx4LrdYxkh6BojU3ig2QGC\ndhZ0pPDkrC9C0OcBAocJtIV9MioggcCFAOdzr9NY0Ku1FLhRAcEBY2556H7Q3D2qRQhGppkdIGA0\ncM0NC0urkzN54bTjTLZAnpotTuWK07k5HygwVigsMhf9XlrduPvr36D2ghxhhNdUAZ8LFa3g/ckS\neXl1497rrpjvbBv7zn3j37kvxZ15gHnmgfuyD9yXf+C+wgP3zT1w38ID9y49cO/yA/euPNAorO+R\nPv/9577gW+KsyX5IP59/4N4C31qOb3ma7yXt7JT2nj984MrfvVDRgDAxAJEAowHq7T8qaMAFAisT\n8F6BzjoqGCCaA6hPAOeA9Ox8hkHAAhEAgwBW/S9ni8szRfb/LEEA44CVnMMB+cU1goAi8wbz8sbc\nyqbjLc2bJXpZuhhpDhz5JRmHYEzgBAlkq0HBwwQTeS8KZGUvQqcj4SLvOrAgwgODMjyQF+0Fvfwe\n4LEB0VXQwAHtAQ5QHQJcFDBwAKv7ebSfcYDh0b8vjAMi3O8DBRX6joIAVf9xH+/LWFfbVx0IQqAn\nGgi87QXcBASeHoXb6UCACEEl0IBqL2gNtBcoIJA0oEcIulPMBAScCY50jxvbC3gXARcI9NYB8sH2\nYbIHCDpEk8EYbZM2LnoUntA6EBAQCBpQQCCxQGOCPo0JnGAAt48JBBAwCPCZuilIJuhRbQRWDpCP\nTKL67/YCgaCBfHFxaCzDPM48LJyaGuEenZgenZwem5wZS2fHM9lUZjY1JT0xlWOe9ri4sHz7nfcs\nr67T50mv49DApP9XedrgN668NN96rO+bdw18867Bv7tr6O/uGm28a6zxzlTjnZONd0w13jHdeMfs\nvXfk7r2jeO8dc8y3L3Df99mbfNW//pm+pXXm7719jv8wx529947pe+/I3HsHbZm2T3sZ5Xuk/dLe\np1989vK3n+ejAXq3LoIGRu00MJbh3QOn5san55xGAQoGLLB4gMMB04XFGdYcsCQIIEeel84vrHKv\nUdfFouSA9bmljfmVTWXq3cB90vFWKV6Rno9nBQ2SCUSQgIBgnrcaeIFA0IDWTOCiADfFBkRjgQQC\nFh5waKCXLGiA7kD+pkAXbxrQOYA7o2IADAUGMsonwjhAePI4v9U9tT5vp9RpwMIBvJMz6+2sLezl\n5mGDFqNDandttUB1aAWCln3egSAWDYhXDDQgCLQXVAANjKG9wNyHIGYHghMx2gsUEIhehC4QdLtB\nAv5Y720vcIDgkKIBrXVAAYGLBXw18W7C0S4vEAzPdIxkO2WPQj8N+EIF6k8XAnQmcAIDzOMKCGbl\nB8EBDAXkQxHnAC8QOB+6nahAtxYS6HaAQNBANj/XN5zS3T8yITwwMjE4Ojk4lh4aT7uIMDFN5pQw\nIzymOT+3+Ld33L24vKaWjDtWlXGwjUAtH0/P+Ewb/Mb7/3Ou+XDPPbeR++65beCe24a+ftvI179M\nTn39y5P/9cuZ//rl6W98OfuNL+e/8eUC95zjez/z2SCFsFaJz3xWrCDWz/OfkzPfYFujbab49oe/\n/uUhvsc+vvdM08/f99Y3cxpwX6mz0ICXCWyBAfm6IEeBiRnRLsAgICODAQ4HzBEHLLsQML8qvbBa\nIC+SiQbW5ggFljfmhYkDGAowL65ulcVxuWGVAwFnAtV8QG0qswt6TwIGBPSWwSTRQG5lgll0IeTd\nBWZdGuAosChbCtibBTI8MDDJ+tz2jee8sQEnMKBzwJDTCqDFANpUl8D+KA6Q9qCAeJ1Jvt1kDgZI\nDvDQQK/rZlFsmWkgHc4BLdbn4yqIECTrTtjspajjxvaCIBCM7lF3QoQHYrxwaIwQtA0HXzicskYI\nBA2YgIBqbocGhHUaELYygQ4E5MMeIODvHLJXDFgv4/YhBgRdY7nu8XyPBQgkBOgOAAGHCS0wkNKB\ngL3Q6HDAbIADsqJUVIEBwQHdjABmuFWQgAGBoIGZXLF7YLS7f5T9zzxG7hnkHhrvHRpXiDAwMjkg\n4IDxgSeQoDxbmL/tq3dS64O+UIQZqA5e5aIPI87CkOXCtMGvv+eS7NEDnbffSu6+/dbe22/tv/PW\nwTtvGbrzlrE7b0nddcvkXbdk7r5l+u5bZu++Jcdd0Nz46T9XuxB7oSXqW7H+LP85efJutjXa5hjf\n/sCdt/TzPXbzvU8+/eR7z3uTlwY8sYFXbDRwrq4uaIECKipAS2RIIC87B/BuAcMPXV6n9P6HRyUB\nsJDAivhQpMDAIkcBRgPr8yM/vbzuyodHNxgNrMhKWtboa8k89PhVzp6/dphtJ/3wFXUfeCwdyQSH\n7qqru6uVaODgnXV1dxzPe4BARghEHwLZe0DSgIMCswoFHBoQ7xlOSRoYSou+uHnRoUbEBsS4Aqzb\n4NC0kQNO6AEAwQFOK4BAAZ0DvCjArCBA2f/Qb+IAaRm95Bygm62v6rO01rEgHQkBSYCgltoLvEDQ\nZmsvwAgEFfjCYaBTYUR3wuArBt7wQLN34IFj4uUCNeoAB4LDXVp7gRYhIB9s9/cY8AcJxNsHIjxA\ngxD0sicE/ooBFUH0isFs12iueyzfM17ocToVGoBg0gsEnpaCQu+4ig0wDugJtBT0KBpg1b/DBBwI\nup3WAfeDsPNZ0AB9WOI00D0w8tNnXnr86Rd/+vRL9OGJZ15mfvblT3/2S+Gd/j5z01eeO9Dy/EHu\nQ8df4O4dHPuLm784OTX7grNEmX5S5KIPLxw+rmxbLkwb/NKv/4vhHz/40/e846n3vONnl73jmcve\n8dxl73jhst878L7fO/y++ub3XXzi/Re3XX5x1+UX911+8cDlFw9efvGQ5q998Cq1C7GXez54lfp2\nkP+EftjDt0DbaXn/xcfedzFtmbZPe3n2snc8fRnbL+29s/Frv/cv/5ckNMBtRAFh6jNIHQYnOAqQ\n0zwwQF0FHRSg/gEjRAMMAigkcIiq1rq/PSxpQKKA6G+51PLVurqvHuGxAUkDIjAgOWBJeC2Jm79W\nV3fVP43xLTR/jSBgcTX9CKeBqPjBJqOBO09QfILRwJ2tTh8C2alQ0sAcH4cgz4FAvFCQ86KApAHJ\nBKPTjAkcGhB9CdmrhpwGZuk2ECjAaUA2DWgcICFA9AQUfQP16p/fw8F4gOIA0Vd5gnuyRavjRcxf\ngYIRAjSnm800YO5YEIcDYocHMtXfXuAbkkgMQuAdkkjQQMfoLncqBBDEYoLO6CGJAsMPOKMSGZoM\nFBBwJlDvGcoIgR8IxJsCnvCAAAJhBQQH24aZHRpw3jJg26Et81cMqKihPknUZJnVgaA3VWQOAEGv\nGxUoypYFGRjIO4EBZp0DxGeHAxyPukDQ7fYVyKq6v0vRgM+jjAauuuaGzt6hR3/2vNcvkOM08z/z\n0tFnXz6m3HSgubt/5DM3/X8TmSx99pnWz3IFwUItf+5As88EK3/9a//b0EPffewPLnriDy568p0X\n/fydFz37zouee+eFL1164cFLLzh66fnH33V+67vP73j3+T3vPr/v3ecPaL7nyivU9pUYEFx5hVqn\nn/+wi2+BtnPsXecfufR82jJtn/by9Dsv+tk72X5p7x3fuKv+n/9PIS0FETTgthQ4y1lgYFqhwDyn\ngUUPDcyNChrgDQSjP/pA3fsfGQu8ekGxAUkD825sQLQRbKqQwNLaycW1k0uxPUyBgSufHOK/cpx+\n5Mq6DzyeXvQs1C2B4BCHAGovEDRQ5DSQF90JFQ3QGIhiYCL+nmFK0YDgAI0GRkVHwpnFkSmigYXh\nDO86QEN6MbKmGyan04B4gVAMHuCLB4g3AtSjP/ugmv+ZIzmAmZUv3mpeIEI4BxxzbASCZh8HOB0L\n4nBA9bUXlB4e6DO8cNhqaS/oAA1U/JBEHYEmAxUeMEYI/C8cBpoM9KEJj1oGJeQQ4ALBQQ0IBBMc\nVEAgmEAfh4CAgA1JRMMUpn2vGLAmA4oQjBetTOBEBXo1JhCBAYcDXCbg1X+OWwUGZnnFL4GAecQZ\nkG1kpisQFXBaDaQlDfQN/dNTLwgC0E1V5nKoGA28ePSZl46Rn325mdx0oIVaHD5z0xc4DbT4TOun\nQ8VpoMVnarz461/734d++N3H33nxE++8+Kk/vPjnl1787Lsufu5dv/PSu37n4LsuPPqeC45fdsGJ\nyy7ofO8FPe+9oO+9Fww4vueqK/Sd+j7Tt2K1fv7Drvde0HHZBa2XXXDsPRccefcFB9994Uvv/h3a\nyzPvYnt86lK2985v3lX/L/5nRgNFKw3McftpwPd+gUKBcScqIN8kFK8RymYC8eLA6A8VDSyM/pjR\nQDP9f7nDBP3saf0KtzHhiscHR376gborb79TBvnFozw96x+5221xuKOFV/kt9PT/tTvu9i503XYH\nLb27TVuS/ieigbu/9gHxgyufHF5T23E20sxo4LBDA4dkbIB1IGAvFyzyrgNiBAI+InKmoL9ToHGA\nY4kCLDCw6LxWMC/fM+TjdRA7013h0oCMDUy1WTjguLKXA8RDv40DmpV7+PtLsprng5w4Y58FQeFY\nwCYamGz2cYCnb0Emvqu8O2F/Ah4KCQ/s0ZBEAILtDUmU5BWDliAQ9ASGJvSOUnxEvGToGYPIECE4\n6KMBbhUhIBoQrxiwdw55j8I2DgRqEALVr9DIBG5gYEK+jNDDCYABgWQCVtb18NiA4IBu53+dA5zY\nQFZ0EeiSBOAyQZeKFgxPSRpYFbGB4Ud/9pLwYz93TfXlbKh4bKCZ/OzLLeSml4+TuwZGP3PzF+ld\ng+cOHPeZdRIMFa3w/MHjPhMN3Pr//p/DDz/05PsuefLyS35++SVPX37Jcx+45MUrLjlwxSWHrrjk\n2BWXtF5xSdsVl3RcdUnPVb/f98HfH/jgO4T1PbLq/+oP+ZaI1fo/+Ps9H/z9rqvYFmhTLVdccpRv\n+aUrLnnhCravp/l+ae/df//1+n/5v0oaKMamAR8QkFmnATa4kOwuQDMOyPCAeIkgzzoPZjkN5Bwa\noJaCwtBj76+74sdDq0VWsd99gIUExokMvnqEOg04LQVLFBt4nMHBFT8dWtkcepSY4GtH1rbYgz77\nwCvv47wJICU+8Pp+/STbJNXu6yYgoJXHXRqQf44/+QEBEOzDVY+M8wgExwvqYXCYtRS0LqjYwLJD\nA2rsAflmgXynYJK/UOALDKiQgEABQQPDvLFA0oDoSziRF7BMV3+H6DQgAgOsq2C61YgCfZ6KX6JA\nr9YnwMwBmh0O0K1RgoEDAkCgcQNjCA0CPKyQhAaqqjthqSMW+yIEojthSAcCRAj2kAbGZXggUXtB\noiGJfB0IjgaAQLxWcEQfcqBTcYB4ocBPAwfIbcMHdCBo9wMBFSNsvhIBBPwVgy5tEAIbE7hRAR8Q\n8KiAExhgH7pFocfKPYcJAoGBLtlhUI7MpjcWuB+Gp7qc2EB3/9hjTx96/OmDj7P/Dz3+jPRnbvpy\neL+Bz37utmdebn32AHPTgRPk5w62dQ+mPvu5v5qcyj1/qN3nL331m+EbpBVeONzuc89Q6q/e8K9G\nHv/Jz6+97OnrLnv2usueu+6yF6+77KXr3nPouvcc/fC7j33k0taPXNr+kUu7P3ppz0cv7fvopQOO\n77nhOrVx+mxcQu7nPyR3fOTSto9cevwjlx778KVHbnj3weveQ3t5ge+R9kt77/lv973jl/+PODRg\nAAL1coHsQshpgD7Q6AIMCLILITSgRJ0GeEhA1P1rxSGq+AUWuDQwN/w4aykY4aM5jj7BquoxGeHn\nHQKcR3z6k9HA144QAayflJ+NrQaq4lc/1Dai9TQUuurhMUkD8zoNiCGJXBoQIxHx8QZ4F0IfDbgo\nINoIprmneGMBxQbS84N88g/xnq5AZroHOundHtmFcEo2E4huAV4OcOz0A3BHOBfP/aEcIMcz0TjA\nCUIKGjgWwy4H9ExqwYYACmivHpQJCKb225BEpQ9QKA7W88LhHncnDDABwgMcAnzDD0S2FyQeksjb\nnTA4lZE2KKE+Q4E+BpEhQiCA4IAOBHwcAgEErBgRQEAlEpVLnAb0twyMTKAW9ggOYF0HCiKooKIC\n3QIIaFMqNjAqwwMiROp8yIrAgByIRQHBsJi6ZUr7MEU0cP1Hb+zsGX7q+ZYnmo49+ZxwM/kpzT97\nruVnzzP//MXjT7/Y+vSLJ559+cSzB9qaDrQ/d7DjuUOdL5APd5FfPNLdO5T+7Of/Oj1deOlod6Rf\njuG+4fSX/v2vjv388aZPXvPcJ6954ZPXvPTJaw41XHPoT6459ifXtPzp1a1/enX7n17d9emrez79\noYFPXzXw51cN/flVI3YPc+t/DnDTz8kdf3Z1G9/msT+9+uifsL0cbLjmRb7fF/70hr4fPvAf/u9f\ndmmgmIgGpop85EEeJ+CzEI07PQYEEEzmFtyWgoKxpWBFvE9IQHDgDhaUF/9zPmiWfEDvGUoaoD4E\nigYmRe8/Pw20aATQYqcBpw/BsEYDqg8Bo4ErnhzydiT09Bu4g7cULDr9BubXp503DDN89CF6vTDl\n0ICBA4QlCixSv4EhcmZ+MOMAwURBdLil+6FzZIbCA+08PMCmGRzwxwNcDuibaO51acAzfpmOAgYO\nkIOf+3yUmwckQzjAiSL4UED8qiekY0GmrEGC/UwDpQ5JdMLWZIApDCp8hsPI9gLvDIe2Fw49EQJf\neMA7DJFxhgLnbQIDDQjrAxOJUYn4PIf8FQMOBCI8QDTQLSp7CxP06kwg+w1oZlsQHOACgYwHOEzQ\nxQZfmXH+n+n2AoEYlEV96GT/T1FLQcOfffZEZz/V4s++3M58QLhDuEmzqPifP0S1fvcLR7pfPNrz\n0tHel4/1HmjuP9gyQD50nHlwbOamL35lenbxSOtQMp8we2h85stvef3k888cuLnh4M0Nhz7HfOzz\nf9zy+T9u/fwft33hk123fLLnlk/233LjwK03Dv/1jSPkv7lx3O4xbv1PWp9+RT8n9/Gt0TZpy7T9\nY9xip0f/5uaexx+94o3/Lg4NmFBgSqKAoAHfuwY0ISHvSLio0YDoRTii9SJkIw3wVwpXi0OP8ZAB\nazgo6DSwKAIGV/5keH2eWg1GWR8Cettw6DF6gufx/FURz6fPJ400oLoEUjXvdBhkFT81KHh7ETqf\nx1jkQL1owAYbcGhgzqUBERggGmAzG4kXCqb4lIas0wAfk3h8dpmmJDCgwLQbGBgWvQidrgNy8o8J\n0d2G3Rh0A8h3CuQ8Q7yBoE9HAckBzWGP/vIdZQsHcLOeyR4OcGhgwkID/liCnwNCaKC2IwTbHpJI\nthdYpjDAkESVO4tB3CGJwmY4NA9JZJzp2PCeYfuo5d1CT3uBGyRQwxSyCMG4mPhYvWJACXaBgEcI\negxYwJigR6MBaYcJusc8gQFGAKMeIOgiGhg1c0DnsBq7fUpxgAgS0Ivrjd+6/857vtE/Mk317svN\n/S8e6yW/xNwn/HKz45Z+8gGq+KnWbx08xOrv4SNtw0fbR451jJKbO8daOsfH0vkv3Hr7bHGlpTt1\nPJ5bQz2eKfztRb+ZOfjisS9//thXPt/ylZtbb7u57babO756c/dXb+65/eaBO24euuOmkbtuGrv7\nptQ9f0lO3/MXmSROMf/l2N1/OXL3TcN33DTAzLZM2++4je2u9fYvtH/9tuGHf/D4t++/8yPXe2ig\n6KUBGlVwzIQCCgj4mwVFEw3MOzSwIGmgKMYf1N4w5HbeLRz7Ma+E+5xXDftoKADeabCfgcKVPx72\ntBrMr2ywnn1aXz/x3iAjAP7yofqsvS7I3id0OieKp3/5huGCd+wBjhrumoMrm5wGTtB4Awc4DcgJ\nkxbWxbSHYizCNJ/McCIvmwl4A4EpJMA9LHsMUDMBBQY8sYEB0ViQohssR913RXigbVD0IsyItwd5\n5wADB4h5TdhI4xoHMHe7QGDiAEkDR7s9KODSQI8JAnonAhGFyWMBGuBObzNCEDWmYZXPcBgckqg1\nzpBEYxiSqIIjBOYXDq1DEh23tRcEOhAcsUQIDqnwgP56oX8MIgMQHBQjFbJ3Dsf5O4cUm2RDElEi\n5TuHrC4PAYKCGJ+gxwsE3bKlgH3wBAYcJuhyWgpUVEC3QAE5gcuInMydMwEDAppKdzSVufaGj952\nx93tXX3TucU0DY3PnZFekJ51zV5/456hbu952bpNU+cQAczyWfS+8tWvrW+eZmPnJ3He7q///luW\nxscyz/1s+rmfzTz3VPZ55tzzT+Wff6rwIvPCy0+Ql15+Ypl7JbmX+c/FduZfeoJtlm9f7Cv7clPP\nM089/Pf3Xf7bb8rM5CjsbaeBaaKBORsNOO8Zij/nRO+BMee1AgoP8MaCxYyalaAowgNyIMK8x6M/\n0ilhQbeIFvA4wRIbsZiGJPKOUaiNR1TyWIQrfjvDEosRkeXgxOJtgvziujs4Me8/mPEFBmR3ASMH\nuCgwlFFmNEAzhYvJwsWoHew+Gc3RnUCdeKmxgLcUTMlOA6xjoIEDhJv14H+3YzsHHPXYDwSyvSCU\nA476WhbiRAj6kr9igCGJTFMYuD0KR/YKCBAe2Kn2AvWKwXH7FAaG9gIOBIeN4QH+kqFLA+KFAg0I\nDrQNRQABa3zUxihkEQJOA9w6EPT4gMBhAkUDMjDA4qCOeWCAxwNYZFQLDGQ7ORN0Sg5wgGBYn+Td\n476xaZqa6L9990ef/uznqUdhiD/o+EPXfpj5uo+Qr77+I9dc/0fX3ED+KFHFdR8mf8z53/X12/ON\nb/yVK18vfdVv/MpVb/jXH3rDr37ojf/m6jf9m2t+89euefO/u/bNv37db/36db/9+uvPe/2Hz/uN\nD7/lDdxv/Mhb3vhh5bfKD9e/5Y03eP8kX/eWN1x73huu+e3fuPq3Xv+hN//6B9/861f95r+78k3/\n9gNv/LXL3/Cr5D9++5v+4RPXFxdXaMIgHQUS04DoOsBnKmJtCowG+HuG1HUgxYcl1qcn4EDA5yjS\nRyYW8xTwp++X2JJlZY0VnHGL9UGLlwQQ6FMYyBGK4nheepN5xWqa3Gh+ecuZpMBBgUUPCvBhBsSL\nhStiKGKBAmN2DpDdBbgHM9yyI+GcjA1M0G0jwgPZjpGZdgoPDE2p2IB4TSDIAXJ+M24Z/OeWxYQ/\nGBBEASMNaH0MLRBQCg2UFiGIGpLoeO0MSRRsLxjZw/AAZji0M4HvFYNS2wtCXjHwtRcY+xB43zAU\n9g5A5GDBAS8TKBrwAAHvQEBpa9PGKJTDFI4XgkzghATYt90qPOAJDDAzCBDWmKDTjQ3Q5xk1LFun\nBwVohvcpMYi7+EAeSRcozEx9CCK8trnsemtlnXl14yR5jbx5irxO3jqtvHFS+MweerNUG7dAFZwP\nBUw0wIHA3F7gTlsgwwNsNQ0IJpgXOBO4HQhEHwJn1iLyiBir+CsHV/ifrtVEBtrMRnxao0U2zbEz\nrdHG3HKwFo85HZG5+vfNc+hMoCw5gEcF1rJzzluFDgpMOiggAgOjWXtIQEeBKcEBzDww4MQG5JsF\nedZYQGUEFRBULohJh53GAt5O74eAoz0pzyBluntCIECjARcI3G3qHQuMHBDBBOVoL4gDBMdra0gi\nfYbDGbxwuC9owBgkCNJAeHuB7YXDYB+CcBowjjegAcGQHwg4DRzlgxazicocIOjgQNAlIgTjBSMT\n9GhM0K0zgcMBoi+hCwQyMMCDBC4HCHtooMPhgA6HAwQTSDJwFnYOZZwGBeGM+KDGLKKxDnvJY9n+\n1OzARG5wMj+cLrDabXp+bHphfGaBzUY7uzTBh5ols8nrecmfjueMcqFkr+qeSmoxwZ7mqVDHpoFM\nwHy5CwSMCeZTMw4QiOmLZMPB0rTTtVD0J5gpmOz7SgYVxMTH7qzHVEnTxMcFPusxtSBwb9qszVO8\nISdK1lwIelFOSSCaBgQHzDjzFroooGYlcFBgNMgB0wEOYFEBhQK8pYBNCTrHZwBjXW+62evLVGTM\nqsYCogEnNiA6DJo5gEcL5QzorrtkFPFohMcVPejLBQ0cjeEENFD+8EA1z3DY7Jvh0PuKgXfE4lln\nxOJde+ewACAo15BEbYYXDoNTGASBINYrBsFBCUX/QR8THDgx5AABs6+94ChvL2CvGAxMEYlSmin9\nnb4IQZAJPFEBgQ551UzQ5TCBoIFOp7GgU0QFhnkzgQwMsN5UzuBsEgg4CsgPHUMZDQgyggM6xAf+\nWXAAfeY0IOwAwVi2b1wCwdBkgQEBRb6n54kGaAZaNietCQj2iglKAIJMbCAw0UAQCPwoUJBWQMDn\nNRZMkJJMME8DFKadtgMeLZCNCGRCBPFnwGxg4ykntKBeT2DvK86tZKlnxzx5jciAamvCAocM1gum\nqj0vvc686HHO5wVV/TMCEL0F3aYBhwPEHEU0V+EEv0TGGQf4UGAhGBJwOUB0F8gIFJgfmGRm04RP\nzIlXdUWLWpdDAycEDbDYgGwpEM0EQQ5QllV7F/MR4TAgGHfdFR42SAgEvbsXHmip+vcL3EzgD4vq\nhcPBwBQGiBBUVgeCxFMYRLxiEDUkkexAYOxO2OENDwQGIDoggOCEogExkcGorwMBJaOVhwcUEKjx\nl4JM0J3yhQQkE3QFWwoEEPBmAgkBJiDoUNW/lwOcD5lOyQQuB/iAwAkPSCDgEyESEMw4QJBnEQKK\nf7PqzAUClwYkECzvJyAo+IEgk4wGfEBgQgE5tfFUQWs7YEww7mECmumYYYGAAzmAMfdkNtpi7oO0\nCjAUlnlHhJWZudXsPJlV28qiRlfWq3afsybPCLNIwCpZhwDBAWmNA1LuTAQBFAg2DegckNE5YJ63\nFMzJMYhER0J2h+SoZY6AgF7zFR0JW9TcAbKfoB8CXIsBzBUKaExg5wBhrUdSt84QpQIBXjgsf3fC\nWFMYYIbDChmgMCRCEAQCb3uBedbjlthDEoXMahg+BpEEAsEEznsHqr1AAYFqLxCHo4DAzwQcC+Qb\niW6/AQkEXRoNdIqogAMEXQ4TdPCWAsEBchoXhwPaxf+DGRcIBh04kAsZB7hkMJQxAcGUEyGY6SMa\nSOUGJ/JD6QIHAmovmB8LRAgmXSbYN60GmXhAYKeBaYqWeIcf0KMCDhBQxw3ns9uCwEmCYwEfpCjF\nzRGhKKY/FqbeBuNsTMOgJVKMyzU5TPDWh3RuKZMnL9P0i9NF8qqovDkfeOt1ZvdbWcf7XJT2ZsoK\nbTzjnMVJd7RByQHO/ISLY7FDAgN6SCA93888J1FABAZkbKAg7hPWWDBCZQQfxryfNxY44wvxToJm\nDhD9io+E0cC4iQOk5Q+7/Y4JBDvXnbCamKBsMxzy0QmF9REIKuIVA7QXlPbCYXBIosGyDUlkDA8E\n3zB0aYABgTbxsRy0mAGBbC/QgECnASMTCCDo9vQb4KaybiynRQVESwGz4AABBB2ewIAcrdXMBPRh\nkE0Aq4BAOSRIQBECGR4Yd4FgJEN1nwYEWSsQ7CITbKsbQSQQmGlgVNlOAyMODUjLJUXtvQP2/5iw\njBwUdPO4Qt5kJ/DAYw98ZTEtAu+oOLs4mVukM0GTB6ps1TtN6AMv+/lId545Le2csByr+yed8y3O\nPbsOsmqe4kXmaTckwOYiCoYEMqaQgOQAjgKcBngbgWopKIqWNk4DOVFMtNFTAgsPZPj9L8cP4C0F\nHg447PURAxOodgQjBGg/KZUG7B0IMEBhDCboS/LCoQSCGa29YLaCXjEADcSY4XAbQxKlkw5JZO1O\nGKCBl8k0eo/GBGpmIzWLAQ8PEBBknPaCrACCECaQPQa4tWaCfJfMCl9LAacBBwgECrAJFXlgoF3O\n6zatOEAHgnYNBTxMMGgNEggm8APBpBkIJjgQTOreV60G4UECAw2M+mnAAAQjPjtMMBwkg3SRxQ9c\naMjrplEjhtM5n4cmmflXzGw10SQxJborUhsE9fZcnMguTs4upXPLwk4W89h+3m/PKclJ6xU/M2sI\nkE7NisGGlzkELDLPsHcIR2f8HDBiCAnMh4UEBAcoO0BA4QEWVRvj4QEqylljgXi5gIr+DGssUFMN\n9TgtBQEO8AKBwwGOQzlA+4mxvaC7JBoI6UPQhyGJtgUEhvYC1aMQIxZXbHfC+B0Igq8Y2GY4NIQH\nwl8xCA0POEDwskYDYiIDNeuxmOSwlQ1JJMcoZI/4ARrQmcDtRTgumwmcfgO8bZT3InRRYHhGfejg\ns7e4QOBwgAoScAIQ/2d0JmgfTAsgaGc0kNabD4xBAgEE7BWDcfmKgQMEc254oPKAoIytBj4amNdR\nYGFlk08NQN6UjnqVc9HgDeYV10te84Xr0suaVwK/WiVvLq+yl0Sl18knV4Q3TsXyuvQy88kwr7k2\nTX/AcmZR88JajJEPPCMdaV7eYkMpsPcg5IsS4o3KAnu7kr1MkVtYVa9fihcy+bBZiT3LHb3mnN/y\n5Y7SPM/fCimLF8K9tq9sOoS4ObAm37Jx3rWht3ALbqfadfnizPKueTOR52rDWuZoeeV5s2ndudN1\nr6kbX7fnmpHXg3wZW7vdlm3lA+90ZXula1H3dN5j7St6UXzJfSGcXv9eWONDwvCj4EcXmiEbbvkm\ns2LdajEAneOC87/fC+L/1XDTbDhyUPwFMXOesruLOTawzdo8eXl9YZlPm0dVD6vXWFHPqxtZNYTU\nOKtJvVmyT+tei231k+WNUz4g8McGdBT4wY8f+eSf/SUMwzAMw9XkHz3ymA8IrP0GiIboB7/4xTkY\nhmEYhqvJVL9ThCCaBuiNAEEDr/3iF6++BsMwDMNwlZhqdkkDhXAa4O8HLnMaOPvKaydPvwrDMAzD\ncHWYanaXBgoBGjjNexEqIBA0cPrsq+tbZ2EYhmEYrg5Tze6hAW7/OwWOJQ2cOv3qyvoZGIZhGIar\nw1SzU/2+logGNrbOFhdPBvzUH9W5evvtA8X2r7297qK/bRdfiQ/bsWf7f/RI8Fu+C3enpfqRG52d\n3PiTxfiJV6uVcLCBrIvey67YzYrwVHm9/VMQ2z/5qH4leDOHEv/Rp5IkZnfz1rzHkDTsfvJgGK4h\nU80eRQMzfhpY3zybm98K+MkP111024mthF/Fd/hGgt+WtNMTVHnc+EPn820Px9+OWq2E/eo/oc8E\nO0+WlAll9cOEAmpf/bddUPf2r/aXenZ2MpEqr9i5cxPZ/NWLQhNcCYeQ6KLdoxyGYbg2TDW7oIGp\nGDQwL2hgbvHkYGop4H+6uu6CL7y0lPCr+A7fSPDbknb6wMfq3nZHUymJV6uVsF/vT16647y6j/1j\naudyMo47v/C2uqsf0JaEpWo3E+Y1pco5X023XnD1rXecd+0/Oenf3lnYDSe6aPcoh2EYrg1Tza5o\nYCoJDSwH/CgvrYxLtK9euvM8GXumqmV5MIGD23e3dt6td3r3Rf87uvbRhHuhrXX59/uA2lGXb9fO\ngZgOtsRD6+I1sX0v/sToPzdktZY5sc1+6ztBXbx+NabBl9vG0+0ckfj21o/VeQ6BHbJ3tZhWqRIf\naOMqo0znxb9fSy4Fkv2P13rTr1Zjx1ty4kNumagLLHhBwjAMb8M+Gpgy0cACA4IZlwbml04NT64E\n/Og1WuP3Nd8VSy685aDxw8rwdz/21r/pMm3HZn37H/u2s4TvaOX5v7mwLmRfydx1y9vUITj7fdud\nz/M0a7v2Hch29uv7CUuANwP1vTiJOXjnWw171JMRzJzYpo2LvUwaU5U4Dd416+que3RYz0/6IJYk\n97evc1LFk/Tt6/he3A16EuPfr/USCiRbbZBOxNsuFJcu/YR9KD3xnlvGke1O8R6IP/9hGIa3ZarZ\nw2jgtKSBBQ8NLJ8aSa8G/BgrrQ4ZlzgfDt31Vr3cu/4x03ZsDmyftva2u16w7cuQniTmSb3me77t\nhBzIdvbr+0n3LW+L3Avz/deHptCQOYkO/+P3exY6qUqUBm0jUWvWvfVvuks5U9/7OMsZ8X969QVW\nQ3eL/y0XRlQuGZPtrHn/9Rfe8j3x2XOaSkq8/ZaJfYE5uQrDMLwtU83uo4EpAw14WwoWlk+NZVYD\nfuzaugv/6rBxifPhMCtnv2P4bRwHtn+YFcov2vZlSE8yv/ilC6kU9m4n5EC2s1/vT9TGw/ZC7v6r\nt9Vd+/1VawoNmRPfauOBVCVKg5b+71xvX1NleJ13p3HMj/Q7X7pQ/pD+vP6uv3pbcBexc8mc7G6+\nzceuZevT549/x/Pb0hJvv2XiXmCB0wTDMFySFyJpYHza329gceX0+NRawI9TIXXrYeMS/UPdW7/U\nY/p5pI3bp6KQfX6JlcXBffnWj+Hv3+X8pOfW80VS9e2EHMh29uvbhTwoy16cJbzCeMBJqvzJ9z+u\n5UMwcxJlBW1KbN+XEmMarLkkExaxpjQlNfnlwQ6/zpuB3pQHz4shhd5LKJhsnrbzZfLo87XXf9yX\n1OSJD79lQi6wYP7DMAxvy1SzR9HAzPy4lwaWVs9MzGwE/MR1dRf+9VHjEu2ro/e8TcU/b3jCtB2b\naSOu3vaVPrbwB59w/rwnuK/v3rC9vcgf6scVciCmgy3l0Ly/Ne3luhsuFAuu+4GzmpMPdTd8wt27\nIXMSWm1W35clDVpuG3PJlIfqs7ujT3x3JnE6D3zlwrrz7zkwo6XEPenG8/JERC4Zki0W6iv4t5A8\n8SG3TMQFZrgGYBiGt2Gq2cVYhAloYHntTDq7Ae8bH6N65RPfK9sGn7i+7sK/OYaM3Ssj/2EYLr+p\nZtdHJjbSwIICAkUDmdlNeL/4+zSe0fn3HC7bBqk2uuhLzcjYvTLyH4bh8ttHAxkDDWQXBRAoGlhZ\nPzuV24Ir2/1fersKNN/4/XJu+UleGyGH98rIfxiGy2+q2cNmLSIaSBENZD00sLp+djp/EoZhGIbh\n6vCqpIFTmcKKiQbOMhrgQLBIrxoKGmh6uROGYRiG4WqyRgMrsWhgFYIgCIKg6pKXBlYCNDC7pIBA\n0EAdBEEQBEGVqnw+n02oT33qUwEaWNFp4NXJ2eWJ2aWJ7OJEdkHRwLchCIIgCKo8nTt3TtDAudh6\n8MEHY9BAbnkitzQxuzgxu7C87tLAOQiCIAiCKk+KBmK2ESgaWNs8NVVYUfbRwJLwRG5xef0kaACC\nIAiCao4G0vmlNGgAgiAIgmqBBooryj4aWJ7My/DAygZoAIIgCIJqjwYm8yvcy9SBYGX9FGgAgiAI\ngvYpDVDFH0oDp6eKq8p2GtgIo4HGes8bDvWNqRKOIcW30tC0szmlkhorkSn9yOInrakh+ZE01sdK\nkTn9EelMmB6+ur6pkPMbWNez3HxItt8kulBKOS9luE5S2hfl2Y43+bbl28yziPOS/Dq3nV9b+ku6\nvwLXbYrdJaVeLyKxgYQ7C/xFWUNDg7YvN//pp431Zb/movPTe+DlyX/79uOXkzwlYWvRCqXVCJHl\npHtSdqYkUJljuF/M16FMURmPt4w08KCjUmggnV9RXt0Ijw1QLrinIk7FZryhduI2s1yX7LRF76uk\nBNEl1NCY8Iee/Eue/tB0JkoPvwH8q+o/TvluR+eu0O95thH6RVODpbTa9knWsyvemSzLdcL+cI43\nFeMqt54vb75FLpf5meBKsZ9c43lJeJ1bt2M7rpLuL+N1W8Lh+8+U97GDDqLe2Ye+pn6u9ZO3Ew8t\ntvy0XW/lyn/b9pOWkzGfZCLL/9LKyVSS3ZewX+P2Q7I3VUJ27DwNPOhVMhqgT5lSaUDe45KsZM6o\nvwLPdp5Sj93/JtLTfuPeuoLgSyPDWAVgchqQN1LCH2qlvXuwtB0nq6LIyb47e3oExgaeTKOevey7\nbWrw/dZY6yR/tossFNzbT7+0TM9SYnmiu9WWtUnveX07nozRvrAt139bhrImGQ2YrhPLdmzpD7ve\nkl63yS8hAw00NMnt6p9teZvwXlZXGtuU9kcp5yX8ekuW/6XUeTE3w37aZIgmmJ+t7eV/0nLSmHJr\nvRCyX3u5EXZVWM5pQjopc71mpIEHTTLSwHRxVbk8NODmhvd61a8rW2xApwf1W1psfB7VHzQTlpKB\nqqscLQXuM1yyW9EEmnoAs6nB8LWefks6Q9NjKp1pqxQfDYkR+rZjORfW0i1y+6VlmPOnfgmk+EVj\nebaLv+vgdeIU8MnqpCZv2NlbarvpNC/3xES3j1NGGrBe59ugAU9SLTRQynWb7Mox0oBIq7hwvOVS\nIJ9DK+noPcaPZph3ZL/ekuV/FL3YQt8xNsIzzdl1yl9lG0vmkmID5qwMbj+kXjDu11ZuhNbu1usw\nfk20A/WaNTZgXDMJDfABidLcNEpRFA2Y25UtDz4xWgrU+qlgtND0TfybtrRodYy72teOlSQ9xuo+\nVUr6tXQmTU9Kv61NpYnxUU175o6ggcjtb4sGAuzvZFI88kuYzwkqpcB2EtOAhoOpxobthiHD75Rt\n1F4l1UaJr1vjA2JiGnDau8OeTBwWT86t7sEkKMxDd2S43sqa/4btxy4nfWfEV0qUjQZS5jNvpAFb\nvWDYr7XciKjdbddh3Pq77PVaKA3Ee6cgigYycWnAGvITB+M79L2igYSPhsnDCSWE6ZLQQIz0m9IZ\nLz0+Lg5e1aFbiW4piNz+9loKbCeoFBooMZ/jbcfUrha+3NPrrfwtBaVll6mdO2Zflu1ct2WiAdph\nU1PYVe0cTaldFyVyJOm9m+y87GT+JyonbRm8P2gg6oKvORqYkz7ziokGyIlaCgwnPnBIemuCHhUx\n5oI3e92TlzTX9F4zlgd7f2cFf8+dOBHUMrUUGLuuGNMfms5zCVoKPJd44CYJPSjDMZgOwbr90OwM\n3Zn7h+153bs8umNUSD4n6rxovd60B3xfCW5cHnadJ8o3y3kp8To3tTiYj6uU++vczrYUGGom75a9\nlJbo+lG5Y+l/Fjc/I663ZPl/Lv71HFpOWloK1PpxWwqS9edO2lJgpwHDfsMvqZ1sKShPvbYjsQEf\nDagRCjNR/QY8fTDMLV+WdvFA7wn5t9uYlQoGc1STonX9kDi4tfeKtXa0tNda72pPN6LYt5OnO54x\nnaHpt6fTlh5b+q3vslmJIrC2/wAM7cf+7Ue+pxTzPHq/M7UHR5Y9YdtP0n4fM53+msm43JLRifIt\n9Lwkus5jbSc2fSa7brfZizDl7ezmeSEvrIGihFeNLY+yifLTfL2VlP9RV4SnOk/Qy09cgW53oDrP\naxkx7qQEJOvLUWNBGVEvWPZrKjdC01+WXoRlqdfKTQMzjn00sErOcK9unC599KHtxzarXtt5b6wq\n5OlQAyHfynej7PkbX1D1lZOV/4bhg0nkiw1IGtD7DdAbhxnHq5ul0ID1iQaKiBrVmFJJ24Khmsy3\nMow+BKGc3LnrsFJGH/pUcjk0sCY8U1zz04Dy2uZpjEwMQRAEQZUsooFzvJkg0f+MBrZOz8ytKXtb\nCkADEARBELSvaCApCtD/oAEIgiAIQmwglAbYS4fO+wZrm5jDEIIgCIJqLTbwyqtqFAIyrQcagCAI\ngqCqjA2sb53Ozq8p+2hgDTQAQRAEQVUfG+A0sK7soYGZuVXl7dBAosHDtj/fNgRBEAQhNpA0NjA7\nv6581kMD86vSuxUbKNd82xAEQRCE2ECi2MDswrqyhway86vMc8whNCCf2n3zj/FK3Ti/dcz5m7cz\n3zYEQRAEITaQLDZgpwHem4B3LwyLDaQiZrJNNP90WebbhiAIgiDEBuLHBja2TucW1pVNNMC9HtpS\nIHDAmcnKX2EnmmNKh4KS59uGIAiCIMQGEsUGzDRwNgkN8Aqd/cf/+UMFpdHAdubbhiAIgiDEBhLE\nBk6ezi1u5B2ffeU1lwZmF9aUw2mAKm4Sq6upBq+vD86EG5MGyjXfNgRBEAQhNhA/NiBbChY3ciYa\n4L0J5tn/ETSQUhOr6gF+8/zQofM3l2G+bQiCIAhCbCBpbCC/uM4doAG9CWEDow9BEARBULXGBk6e\nkc0ES8ygAQiCIAiqudjA5skzhcUN6SAN5B2DBiAIgiCoWmMDjAaWNpR1Gngtr3UvpBgCaACCIAiC\nqjU2UFzaUAYNQBAEQVBtxgY2i449NOAGDRY3NkEDEARBEFStsYFTZ4rLm+Q57ldeNdEAdS8EDUAQ\nBEFQ1cYGQmiAYgUFadAABEEQBFVtbGDr1Jm5lU1ljQZefU1gguhQEEIDgcGB6nZvCGExWFFDk0hD\nhQxcbJhhwSQ5l2PTXhzv7uUb35N3HMmY+VOJ592yX+NcneU83h2QZ4BQPlxoufJZH3SsmgYKS3oe\nKy0fKvM6hConNrB16uzcypayiQa4KYYQQgNqGEJx0VvmIt4BqdkL+J2374qekNmZzd+U63h3Nd9i\nTTuZbJ7qvTrvoftN7d51X46awT/vqCkbS8hnG1jUmvYoHzDfO7SN2MDZ+ZUtZZcG6BMLFzhNCFun\nolsK/AWKfGKSJaT6Sz5mNDYYAgl6nCHOvaRmNRQzGaRMYM726H6l7UAm1poeS/rVRugLJ73u7MyW\nZ0SVHLkjsQKjgUaVIifzQkZith9vCbVa/HyzHa/1fGnLG5pcGjDnT+jI0+53NAGGd7DqRPkQPO9h\nx5U8385ZZ+42xwzM16cpP2UMqaHB+JwZkj8h95E+IUhY7ZUwn/1DkWsb3G7+y+hEfYNzTRk3FXf7\nCcsZ43kMOS9lyIfw4/UM4J6KvI9CrsNgesKvN6i6YwMLK1vSq14amF/ZVC6FBs755ydU3OqJkafc\nokkvTsXUB3GjXylP+abPeKRPfqhmU1A/PReaHlv63RtSbIEmbWoKqxXcLXqnYtT/8v3Kwvjm4y09\nahgv32zHazlfgbkqoma4th2vvqZ35qpk+WA77+Hn8VzC/LfFBoLL7den+frXp/LWt2bLn6j7yBgI\nMAaSk19vJqooT/570ETOeOJch8m2n7ycCaE9w3kpTz7Yj/dcU1OTBexCYgPGcsmYnrDjgqo4NnD6\nLEGAsocGFCZQ0ICooRQa0K9Oy1yFbsDc0AGhtArPEpoOxOVViszpsaff8GfIXectF3yluW1m572I\n+IWG9IPHaztfvjUDxWJ8GihP26v9vIefx5Jiw3FowH59Wq5/+3Viyp/I+8hStW8TMK21YLnyX23Z\nKWjcciPR9kstZ5LNzL79fLAdb+AQSqQBe3rizTgPVVts4OTps4urJ5W9NKBhAlFDaTSgLib9ArNc\nlrEamHeGBuy3iSn926EB/Yf7mwZs65eTBvyPqdVMA/b8j1U6u/kTdR/VOA2UWs5UDA14oji+rYIG\noJJjA4wG1k6Sl7g9NLBYFhoQF6i/qvO1pTkBsDL1evVux43Lem8Ht1CwpceW/mQ04N2vHp0LpQF9\nkucYpbTT/Xsn8s12vJbz5bkQvBH+EBowHK9nRdvlFUO2875HNGDNZ9v1b7tObPkTdR/FbykoBw2U\nK//tz8pJt1/aoW6XBpKmM4R+gh1oYpQb4eWSnp5QGihHQQNVamxgyUEBPw3Ejw3YA1fm65KuwoaG\neuP7iN4oXunXnL4dXy+84PKQ9JjS7+8kZOjbYw/e8s5eKX2Z0zTo3XVTsl48TQ3ledXOlG+247Wf\nL08Au8HpOmDPH8vxlutisJz3sONKCFHG4wo7XvP1aTrkkOskJH/Csy5uL8JtXDzmbmwl57+eC861\n7r6jm3z7SS4t83mMfV5KyofQ49WLE1FwmXowqmWxyiW1NKJcAg1UdWxgaW3LsS82sLbFvMp8MkZs\nIH6QudI6pkSkp6yxsh3qlePpEARBkQAT5w1DCIJqKjawflLZQwMqYkANCaXRgLEPmMa1FfFeckh6\nyjh+yM4edao8bb5Q7SjW6EMQBNVMbODU6bPL6yeVXzXSAMUNthUbgCAIgiCogmMDggZWyBvs/1df\nc2iAuEDHhFOgAQiCIAiq1tjAmVdWNk4pe2hgZf0UaACCIAiCqj42cPrMK6sbp5Q1GnjtNR0TTp1+\nBTQAQRAEQVUZG2A0sHlK2UMDOiZQDAE0AEEQBEFVGxvYPL3m+NXXfqHRgGAETgOnQQMQBEEQVL2x\ngTULDfxibcv9AjQAQRAEQVUbGzj7yvrWacdnvDSwCRqAIAiCoBqIDXhoIBAboEUiQgAagCAIgqCq\njw1scHtoQMcEWg80AEEQBEFVGRs4c/aVjZOnlV9TNECfNkADEARBEFQDsQFOA2eUPTSwTot4xAA0\nAEEQBEHVHhuQKLDpowG+VAQNzpwBDUAQBEFQ9cYGNjkHbFpoQBo0AEEQBEFVHBuw0sDmqbPKZ155\nFTQAQRAEQVUZGzj7yqtbp88qv/YLjD4EQRAEQTUWG7COPnTm7KtTxVXHKwQEoAEIgiAIqsrYAD3/\nz8ytZeelqUFA0gBNWjiUmR9knhtMzy+sboEGIAiCIKgqYwNLa1sj0wvk0RlmmqpQ0sDJ068MpOcH\n0nMDk3P9k3MLK6ABCIIgCKrO2AA98w9PLQgTE/hoQKIAaACCIAiCqjg2QDQw5NAA2U8D/Q4NzIMG\nIAiCIKhaYwMrW9QrgLoHGGhAoUAfo4FN0AAEQRAEVWdsYGVzMD1HNDBkowFCgb6JiqCBVGN9QxOW\nYzmWYzmW19xyaOdjA5vUIMDDAwtDQRoQKNA3UdxjGmhqalJXSaqxoTGF5ViO5ViO5TWxHNqV2ADV\n8gOTReosKNoLPDSgUKACaKChzlW9e5FgOZZjOZZjeXUvh3YlNkC1fD+jgeIgjxAEaYChQC/RwPIe\ntxQQMNLl0Vjvv0SwHMuxHMuxvLqXQ7sQG5hb3uibKCggIAbQaMBBgd5UcW6vaUC2JaXYdYLlWI7l\nWI7ltbMc2oXYANFA73heAYFOA2cVClQCDUAQBEEQtEOxgeLSes9YrjclgcBLA5OSBnpAAxAEQRBU\nvbEBooGu0dmecQkExADelgKOAj2pAmgAgiAIgqo2NrC41jmS7XaAwEcDc05sADQAQRAEQVUbGygs\nrHUMzxAQsPaCcS8N9AoamCj0jIMGIAiCIKhqYwP5hdX2oWkCAtZeMJbz0QDrN0CBAdAABEEQBFVx\nbCC3sHpiIKOAYOvUWe87Beg3AEEQBEHVHhvIza+09qfbBqdEe4GNBvBOAQRBEARVb2xgbuV43ySF\nBwQQbJ0649JA7wTeMIQgCIKg6o8NzM4tN/dMHO9Pi/YCDw30yX4DoAEIgiAIqubYAKeBVEvv5HHe\nXrCp0YAcmZjRAHoRQhAEQVAVxwaKy8e6xxkQ9E22DmQ2T57xjjfAuxDueS9Cmsmibj9MbpVyEpoo\nhfrEXfrE3rR8l4/Ulv7SjiupbPkA7Yn46aigW01chDV4YexcOeCZMlBlbspX3DpZ7lnbPQ/+1flV\ng9tnP8YGssXlo11jDhCkPTTQm5rjkxQUKuCdAroS3euvwme4SiVKX+XNz2FLf2pH892SD3IWE2gv\nVMYTnvQ8GtdPVe/VsIdHZriv9eKWQYCbtqYGwyXh2QImHNq3sYFscemIooHeic2Tp73jDVQkDbiF\ngs6l2iUoltIF6nyvk4Rav74+8BN9Zfks0tBgeF7VMDl4c8SvNf1s7qTH9ixuPS5TPvhWkfsS35aU\n/kQ0ED+frfkQeOgQPyjhuBLlW9iTaX19g/i53JHhsclTLGoL1F8RObbt4wq7bmNciN7t1zc2qSzy\nnHzr/dLkbs975LEDP/b12Y3fqL7VNhP/PAaP2Dt/bvxyICyf7ekx7Df0eG03abLyajs04F0hlAbY\nl6iM93NsYOlw56gCgg2dBrRehBUaG/AhqefGcwok8VnFwLTL2lNxuhvigTntbnRvNm2dJh0vfLdd\nuWID5u2YjsucD4EnKfdOLin98Y8raT4niw2Udlzx8y20lmI/dJ6W3ITY9ustOyOe/8p3XNbr1np7\nmbcvCEj+OuV+E3K/lHjssWMDOmOo7Sc7j97HXX2bScsB23Jbemz7Dc+f4BlMXF5tjwb0P200gDaC\n6ogNHO4YVUCwsXU68E7BRCW8U+B5erQ9c/ge3003g6lt2l4KW0s37653mQb8C+35IJIvih0PuZeU\n/iTHlSyfk7YUlHJcSfIt4kw5haM5RuXdipt+8wW5A8cVWivHeRzXaUDfl9xsCffLTrQU6HtNdB5t\nj7DJjythesIenRPQQEn5v9M0gNhAlcQGHBoge2hAjjdANDBerKjYQMRdHfNmUEyd+O7ydOsJtmXu\nNg3Y84Gvy/7j/9wn2dLSX2K/gRj5nJQGSjmuJPmWkAZi7TdOdVim40paK1i3b66GKo0GEldCO0wD\n1vTsVxqwtRSo3aUqvCcXYgPxYgMzggY4EJA3tk4ZRh/qTVUmDYT2tjXdDJ6LVtuk92J2b1or+3sf\n2vaaBuz5QKHjBr4+/aq+Xo8hlpD++MeVNJ9DaUBjMO0JJfFxJcq3RDQQlZ9srZhFc5mOK1mtYN++\nE6UIthRY7xf9+djfBSF4HuNcQtr6tuNK2uveu767g2TlQPL02PYbnj+mloJk6dweDfj+iKYB9Pzd\np7EBooFDHSMKCCqUBjx9clK2r3x9mMyRT3M40RQpVcucpmJ399rq9VR6Oz/x7zey1LN0H7Jtx3pc\n1kNLqRZG//NfkvRv87gi8tmeD77M8G2n9OOKzreQWDqt4rx7p/rNWfZrLPYjI/bbPa6Q6zZGQ4G7\nfXGU4k//NmwtF3oDcqP3DcWmhL3bmsy99mzHFfc8ms677W258PwsLT3m/Zrzx37fJSyvovM47A1D\ne7Hkv/jxgvC+jw0QDSggWPfTQAojE0PQdgNbiKNCEFTpsYFCCA2kMGsRBG0HA/C4BEHQPokNEA20\njxxsHybTB9AABEEQBNVkbMChAbKfBnpAAxAEQRBUK7GBEQMN9Lg0gFmLIAiCIKiaYwOEAoeEO7SW\ngi2XBgqgAQiCIAiq7tgADwxIIAANQBAEQVCNxgZCaKAAGoAgCIKgGokNCCBY3/TQQGGf0oBntpWK\n187NX540Gfso06rvvOhzAFbydVIh12nV3HeRl0T82zLp+ntVPuyv8rmGYgNFlwYOWmlgfP/FBnZ6\n5OydHn1zT0b3xHDju5jVUePw18Dxll6X7PrsOHt4ZpLOArBzswaUccMoaioxNsDHIqxgGihhXnnt\natNGzXRGlrfMO66NzVpfH2eq++iRbqOLDzPLx9x+ZDot61vnobfMZy9BvrEhmNNiVW2UVuMIrJYB\nWPV55ZOfl/j5EHK8tu0Yz0vo/PHqsAIj8ia5fhgNNKpvDQPmhs1zH+96MOd/8HzZ7zvb9WDN55Dr\n2XLeQ64r+W3g3kqUD8nOb5nSH3b92MuxctGA7X4MLg+93w3lQ3j67debqXyG9jY2UIikgfG9jg2U\nMK+852rTqyjzvOPeSbpiPXlYZto1zzte0t1rfnZMlE7b+rbZTULms/cWjoGCzJnOx5n9xZwP9nnl\nk52XEvLBNutMyHaC58U+n71nMP04Zbft/Op1aHDvIUvi5IM9/03ny37f2a6HpHMY2s677brSErit\nfEh6fsuVfuv27eVYWWjAdj+GLDeeX1v5YEu/7Xqzlc/QHscGImiAo0D3ntNAKfPKBx40w+ZBTzyG\nrKF0CJ+xtxw0kDyd5vVDaMAwn719ufkgrflgn0k28XlJlg/2BIdtx1hbRMxpGbvsTjJjb8iWE+VD\nwpl87fed7XpIRgNh5z3p5A6ljAEd9/yWL/3W7dvLsTLQQMj5tZRXicsBc/rDZ3A2BAKhvY8N8JEG\nBBN4acBBgUqlgbB539mF29Dgr0LiXHzxnun3iAYSp9O4vp0GzMVIWPGyfRrY5nmJkQ+xZnoNbKc0\nGoh51stEA4nyoYw0YL4eEsYGQs97yVM9bSMmt9Ppt2w/rBzbIxpIVA7Y0h9BA4HyGdrr2ADrNzCq\ngMD7hqGDAhVKA6HzvssL1zuZrK0Xsecq90znHVKaG+Yjt807XhINRG0/Rjpt69vmobfPZ+9rFo14\nBrLlg21+96TnJWk+2I83bDvxawtfA3w8GjCc36Q0kDQfbPlvPl+hsQHj9WDLZ9vxhvXqT0IDJdy/\nyWmgDOmPpklT6LwcLQXm+9G+3Hx+zeWDPf22681WPkN7HBtQNBAci7C7EmigpHnlVfuW1rkrbN7x\npJOje2OT2vqhEb/Q8GZIxyLz5OhJJ3G3pNPt9RYynz3dutryOr1cjO5dZe1laV0eeV4Sny/T8dq3\nYz4vYfPHp3yd2FIlXD/27VuvkxKuW3P+B89X6H1nuR6s+Wy9X8yHYL+ukl7nSe67sPNbjvSHbN9S\njoWWD4nKE9v9aFluPL8h5YOtHLZdbyHlM1QRsYHg6EPdFRIbgPZaeB1oO09muB4gnF9o38QGhEED\nUNiDF7r8IJdwPeBKhqo0NpAtLntoYBM0AEEQBEE1FhsgGjjcOSZo4GDHKGgAgiAIgmoxNqBo4BBo\nAIIgCIJqNjaggAA0AEEQBEE1GhvgNMCAAL0IIQiCIKgmYwNd4xIIOsdAAxAEQRBUi7GBIw4NHK5w\nGtir+chLGQN9F2UYLr3OnR8sJMGVP7/7/rp+9nt+Jk2/b/0m+9yNIXMwQpVQdOC8IDZA9fvsHKMB\nBQTVExso23zkvlHoK/KWVoOF+QaaTe3hrOz7/bzjeEtJTMRMzqh1KvA84rwgNiBiA/uDBvZkPvJz\nwaE+1U+Szudt2W/Zn+2CI5w3NKpdG7IhbB70GPPEnwubv7zOOPJu8HyFzftuzzfDfu3nPdbxxklP\n8mes+PkZvl/D/PQh13nomfINCVtC+m3rsxPRpA1OnIqqdZLfF2U5X8b7N6o88Q5CHZ5a43HphYtM\nQMR1m6i8CssHe3kFGkBsQI8NHO1OKSCo6NjA7s9Hbo0NJJzPO2y/O0wDeikWOQtO0nni7cdrnjfd\ndr5sy235FjpvurUyiD/ve8h1lfT6TJSf9nwwpzPpM6UnhfFmaQpJvzE/3XOR8s1/GzGbTpz7omzn\ny3L/WrcTPZ9hvHIm5RyBYZa1MpRX9vSbjxc0gNiALzZANKCAYP/RwI7Pp26kgUTzeYfvd6djA8lm\nyE3URyLhDLn29FjndjPnW/hMqbFpIHk6k0dck/U5seaDfabshBFm9xoxPqgnSr+RBvSVfAk35H+i\n+6KM58syW0+s8iRy++HH5Y00lLe8sqY/dDY10ABiA05sYEWngY2t09VLA6XNp26ggaTzeced2rgC\naMB/lHtJAyXlZ4XRQKL83AUacDZmmvY3afqjZs6NooGk90XZzpft/g3djvNnjAyPKGeMVXJZyivr\nfWQ5XtAAYgPe2ICkAQYE3alqooEyzacepIHk83mH9tYWxUMZogXbp4Gk88Tbjtc2b3pCGrDmW/S8\n6ecMU6fHn/e9XDSQND9t+7WlM/x4Q6oRY/mfNP3mlgLPrRGR/0nfYijP+bLfv+HbYV/Guxhsx6Xt\nTTS8lLm8stKk5XhBA4gN+GIDx3omFBBUJg3szXzkgZWN/bdized9LmwK9jLQgDEQaM8f6zzoCeeJ\ntx+vKUG29ISfR1uSbPlsOu/J5n2PuK5iX59J8zNsvyGR3qaGpM1PgWo6afrN64s3DMXt4M0ze/4n\nveTKc77M92/0duLylvm4drq8Ctm+pbwKOy9QDcYGcvOMBhQQeGiga7zQhdGHIAiCkkSJIGg/xgYU\nDTAg6JkADUAQBFmDP3h8hqo3NrDa3Dt5jGyjgS7QAARBEARVeWyA0UAzp4FjoAEIgiAIqtnYAKeB\nSS8NnHJpoAs0AEEQBEFVHRto6Us3k3l7gZcGxgrMnAaKoAEIgiAIqtbYwIJLA+SNk6ABCIIgCKq1\n2ACnAWELDYyBBiAIgiCo2mMD/Zn9QQN7NX/8vnq/SM4yXwv73avrAaqA85XgequQ+1fOMdhUroPH\noEFQ2WMDa8eJBhwgsNDA2P6LDZRtvnDjrEUVXuruTYJj7XcP53GvqOutWvOh4q7zPbp/jec3Vdaz\nnmhE4b263nCd76PYQJ7TgHCQBvIVQgPG+dSj5iPf7nzhBgZXP7HPF+5+o48Gn3Qe90Tzr3u3L8ZS\nj35GaYgcCTXGbWzbrzF/Qs5L6PzrMa8Hf/rr6+tj0YlpfdP5KuV6i8q00BGsk44M7R/uN3g9h2/E\nsL79uk10nRvPl9oCW6j9EbbfJNd5yP0bkj/+/BRr1Nc3OPuMNdei5fwyGmhU35rv3/gBNh8N7HR5\nGLP8qTPeRAhh7IfYANFA68BUpdOAjYVD5jUvy3zh1mcLy3zh+kDmKTGFSypqv+ZiLNH863oINlYE\n1ZZvtvnjY4R+vfu1z6duflYInX890fXgSVCMfDCubztfSa+3pM9MCfM/dH3b9Rxec3rXt+VDadd5\n+PnSZ0WybCfxdR4WGzAfryk/1Vl3DjvOI74tNqBPPWGclSpW+bBH5aG93LBuB7GB/RUbUDRA3n80\nkGBG4+TzhVtLE/MsMvYZfpPODpJo/nVfymOERkuYOdcSqbXs1z7Ljrl0CJ1/PUmkNGkbsWl9+/lK\nOIN2wtoiaf6Hr590UP3g+tZ8KPE6t5wvNUOSKcCgbyf5dR5OA4bjNean2oKT2O3QgPm+K2n2oN0v\nD0tIP2hg38UGFBBsnjzjowHhqqCB5POFW0oT23zhtu0nbchPOP96xdFA2Hzq5vMSOv96EhrwbzVp\nroefr9qigcTXc3QTlbWC8UyXbNlOtdJAqR19dr88LCH9oIH9FRs4MTitgKCaaKAM84WbSxP7fOHe\n7bs7TtabOvH8676iNFaE3Jhvtvnj7fWnab+h86kbzkvU/OvxrwfPAk/qbEWVef2Q+ekTXW+xdq2t\nnzD/Q9cvAw1Y86G069xCb2zHvm8s20l8nSejAVt+lkgDhvNru35Ke9ti98vDEtJvvy/KMJM7VPbY\ngKIBso0G8ntKA+Z5uHd6vvDAysZYsj5fuP8nlt5hifqZxZt/3RPwbghvUg3bTtKIvWW/IfljPC9h\n68e+HpJmcvj65ZqfPsZBWHpjxdmQrcUqWdw5bH1bFiW5zq3nyz2IQBLN+01yndvvX/vxBvNTP+uy\nr0Iq1ruCgfMbfv0kunSNB7DT5WGJ6bfeF6CBio4NhNPABkYfgiAIgqCqjA0UFhkNMCDgTAAagCAI\ngqCaiw0QDbQNzUggAA1AEARBUG3GBhgNOEDgoYHOUdAABEEQBNVKbEABgZcGxvLCoAEIgiAIqurY\nwHrbcNZCA6N5YdAABEEQBFV1bEDSgLCPBnKMBnh4ADQAQRAEQVUcG2gnGnCAYPOUjwZEY8EoaACC\nIAiCqjk2QDSggMBDAx0juQ4WHmCuBBqwDQGG5ViO5ViO5dW9HNrp2EBxSdKAsJcGJApUQEsBn+NO\nXiWpxgZ3gC0sx3Isx3Isr+rl0K7EBqw0sMlpQAFBcWlvaaDBM0t5CsuxHMuxHMtrYzm0W7GBjpHZ\ndnKABs7Q0g5mxgR7TAPOtNnBeU+wHMuxHMuxvLqXQ7sTG+A1vgQCLw0MzzpAMLvnNCDbkgIzkmE5\nlmM5lmN5dS+HdiU2sNHh1PhkDw20DfH2A/qiAmIDEARBEATtWGxgQ7w0EKCBk2doQKI21n7AGgtA\nAxAEQRBUxbEBnQboTQKNBgZnVHiAWhRAAxAEQRBU5bEBDgR+GmDhgSE2FkEBNABBEARB1RobWJY0\nIOyhgdYBNq0hB4IZGqUINABBEARB1RkbCKGB4wNTrWyeY5rOCDQAQRAEQdUcG+gaE1MVemlgg2ig\nP0PhAQEE+cU10AAEQRAEVWtsgGiAA0GABlr6M8f7p0R7AWgAgiAIgqo7NmCkgdMtfUQDGdFekF8A\nDUAQBEFQlccGRHuBnwZ4eIC1F4AGIAiCIKjqYwMGGmjuSztAMAUagCAIgqBaiA2QgzSQFjSQAw1A\nEARBUA3EBgI00JtW4QHQAARBEATVXmxg6/Sx3kkFBLmFVdAABEEQBNVYbAA0AEEQBEGIDRzrmVRA\nkJsHDUAQBEFQlcYGluw0cLRnQgEBaACCIAiCqjY2wOcwtMcGQAMQBEEQVAOxATEKoZkGKDwgIgSz\n8yugAQiCIAiq0tjAehgNKIMGIAiCIKhaYwM0U3HHyKwCAjsNzIEGIAiCIKg6YwOFxbX24awCAjMN\nUGMBaACCIAiCqjU2QPMPtA3NtBto4CRiAxAEQRBUE7EBooETg9MiPNABGoAgCIKgGowN0BiDrQNT\nLDzAgcBLA73s9ULQAARBEARVd2yAxhE43p+h8IBoL/DPWgQagCAIgqCqjw3Qm4M0azGFB0R7gYkG\nekEDEARBEFTNsYHZueXm3kkJBEMzm6fOeGc0doAgnAaaGuo8amhiS1ON9YalvrWdhcHVSfWNkUcu\nNlbfmIqZU2on8X8id+KmFIIgCIKqKjaQLS7T+4MEBNRe0Do4baSBdCQNqOrcX8VSNaoqUValujVq\nU4OhOvZsgf8RftgMIGiTxm1ZanVnTW9qogCiobGxHjQAQRAEVWlsgNFAd+pYzwSFBwgINk/aaGB+\n2zTgXSGUBtiXCY4+Ng349hWnfpcAkQINQBAEQVUbG5gpLh3uGmdAwNsLDDQgXBYa0P+00UD8NoLt\n0UAs4JCxh/jsAEEQBEH7MDYwU1g61Dl2hAMBtRcQA+wxDexGbIBDR8zAgLcbQwqXGgRBEFSFsQGi\ngY7Rw51jor3ASgNxZjQuuaVAPXgbtlBuGuAkkHwniA1AEARBVR0bONg+ooCAZifYORrw/RFNA3Fr\nYDMNiAd7zxbYImvUwbA+aACCIAiqjdjAItEAAwLeXlAiDcR7w9Cpaf1ry68MbxhGhfP9W/LU9IHa\n3ZaeKBpQe0FLAQRBEFSlsYHFA23DKjywrdgABEEQBEH7MTYwnWc0oIBgfeuUooEzzX0Z0AAEQRAE\nVX1sgGjg5RNDCghAAxAEQRBUi7EBRQPk9U0fDfSlmUEDEARBEFTtsQEFBEEayIAGIAiCIKgWYgOg\nAQiCIAhCbEACgZEGmEEDEARBEFS1sYGCSwNk0AAEQRAE1VxsgMYbeLltGDQAQftNgVk0xGLDKF7a\nqFzulw0NYjYQ06hfYpwtbQf6uF7x94vxuiBo/8QGxOhDRho4HZsGmh6uq2s0jQ2ccDkEQQnknfjD\nrXs9I3zzP4zr1zk0oCp/MRKnZ3xw/rVv7G/jfiO2A0FQxccGGA04QFAaDTAdrK/7Yl39wdR2lxuL\nvDrTQweWY3ktLI9JA/pUGra5QMNnBfNNOOrZqhcHbPsN2Q7uayzH8t0Jmm0zNiC8LRoQ93djXd0X\ng9MCJV0OQVDC2ACVOaoOdgugwM3lFk2Br4y1uFPVe8DCtt9ENABBUAXGBmw0wIceSthvYK6x/oum\nhoCky/EMgeVYHhkbMK5piw34f+v91lCLa4v0b237RWwAy7G8SmID3jcM+axFCWmAVe2mAijpcgiC\nEsQGWC8AtwpOxWqx99fawVrcPDepfb+IDUBQdcQGDvhpQMYG0rFoAM0EELR3LQUpLWTvowE32l/n\n7R4Y0d7vDy2oH9j2CxqAoEqggVJjA0s2GjjT4gxESP9HvlNg6hKYdDkEQbGlntydOpuFJKmWNkQm\nFQ2Yo5Xen/CV9a4HKe/OGs37NW8HgqB9ExtYoqkLo2gAIxNDEARBUFXHBqJoAPMUQBAEQVAtxwaE\no1oKIAiCIAja97EBYSsNtGBkYgiCIAiq9tgAaACCIAiCEBvgNNA+AhqAIAiCoNqMDYwqIAANQBAE\nQVDtxQaKS4c6QAMQBEEQVMuxAUkDwqABCIIgCKrZ2IBwqTTAxhY0TTuUdDkEQRAEQXsWGzi0PRpg\nOlhvHmw46XIIgiAIgvYkNiCBoH10ey0FmLgIgiAIgvZhbCBbXD7UMaaAoAz9BtgkxaaGgKTLIQiC\nIAjandgA0cDhzrFDnRII1re2RwOsajc96yddDkEQBEHQbsYGiAYYEPAIwTZoAM0EEARBELSfYwPb\npAH2joCpS2DS5RAEQRAE7WVsQNhLA/0YbwCCIAiCaiM20DVuoIHNk2eO908pIAANQBAEQVAVxwaO\ngAYgCIIgqJZjA7NzjAYUEPhpQAEBaACCIAiCqjU2oGhA2EADAghyC6ABCIIgCKra2MDR7tQRcggN\nkEEDEARBEFTFsQGigaMuDZwGDUAQBEFQrcUGVnQa2LDTwBpoAIIgCIKqNDYgaUC4JBpoOldXx9zQ\n5P1sV6pRruYbitC2fK8UJz0NtEI9rkAIgiBof8cGjvVMbI8GeK3pVv8EBA1x61pjLWtbvodMEJ6e\nBtAABEEQtM9jA0QDCgjKTQOpc/V18vE6+ACdiAYa653t1J0LjTs4azppaGrw7N24HbGQdqqCAU3h\n6dGOiw4cNABBEATt69hAbr5MNKCqWD2uTrWsmqmYrVNfIg3QdtwlTVGReaqqvcEJAgKRjLDtNGnQ\n0ORp6Qimh1oH1HGhpQCCIAja77EBRQMMCHomyhMbkHWnHhioi/fMbVxur91DwgNN4omf19Py2T18\nO03W5gB/epoCyQMNQBAEQfs8NtDcO6mAwEsDA9ujgagG9Z2jAbEC7Z19aHJ+DhqAIAiCEBuwxAaI\nBhgQcCYI0MDAtmiAqtuQ/neJWgr06j+6nZ5C/WLXTayqVmkL2058GuCtA00aUqClAIIgCNrnsYFV\nQQPNJdOA6jSgv2Godx0IthQ0WFoQbMt9jQ7hry+q9UXFr7fx27bj269tuZueJm1hA7oOQBAEQfs9\nNrDa0pduJvPwgIkGuDH6EARBEARVcWxA0QB546RGA62gAQiCIAiqhdjAAqMBBQQ+GpgGDUAQBEFQ\n9ccGHBpoMdJAK2gAgiAIgmogNnC8P9PSlxFAEKSBaREhAA1AEARBUPXGBtaIBoStNEDOgwYgCIIg\nqEpjA3lGA1NmGjgxON06CBqAIAiCoCqPDVAtz/oGCBroz4AGIAiCIKgWYwOKBsjEAFpLwSBaCiAI\ngiCoVmIDwiYacMIDoAEIgiAIqu7YgJkGTjg0QB9AAxAEQRBUxbEBVulLGpgy00AraACCIAiCqjo2\noGiAbGkpAA1AEARBULXHBpy3BwKxAe4Z0AAEQRAEVX1sQAKBhwZOEQ3MnEBsAIIgCIKqPTZQWFxr\nG5qx0MCQpAH0IoQgCIKgKo4N6DRADtKA/A40AEEQBEHVHRtQQBCgAQcIQAMQBEEQVN2xgTZZ73tp\noG0o2wYagCAIgqDqjw2stw1nQ2mAAwFoAIIgCIKqNzYgaUA4SAMSCEADEARBEFTFsYH24Wy7AwTE\nABoN0FL2RRY0AEEQBEHVHRsQNCCAwEwD9EV+ETQAQRAEQdUZGyguuTRAttFAtgAagCAIgqAqjQ3E\noAHuEBpoqDtXx92YOneuSX6uawhLbqpRrlbfWP3nRhxsQ1PFJSk8/9lprd/WXpoanIthVw6/AvMZ\ngiBoH8UGOkZmyZE0sG6NDTT5K5XGek4GMYrvyqEBSnPTjm2HjrQCa6nI/G/YDg2kztXX7/b5qsx8\nhiAI2hexgW3TAJX7DbKAFrWLW1LTV87TYfBB01gbuQ+U9R6qoM/qQbNJbbleRiaamrSvovZrSH+d\nu3Hf86V/vyVth9VSje63TcafRKVTpqTBm1H1YekUCymTVTCgKTz/tfRQ4uPQgHG/elQg8tDEFhob\n3fXlSXcSI/6Uh1BfUj6b0iljCQ2xzy8EQVAtxAY4EHhooD0+DdTLR8mGes8zpV6ds8K3PoIGWC3S\noK3v1ASKM0QoQm6H1wqsJmiSRbl6NAzfb/xnTfN+S3pm1Ws1tc1k6XSoS8+usPxRf6r6uMkDOsH8\nb6hz09MQD1Cs+00SGxBVtU5yTaawk563SfPZmE6xflPlRaogCIJ2PTawIWhA2E8DymE0IKp/XnCL\n6q2h3vysHPlsan4YtdWCqr5pkgwhaSBqv3FrcXvtWwINuNWwquGSp1NsnNWdOnWFp7PJWsn589+3\nZmR1Hr7fhDTgwxT1p5ufdjKIzmdLOs3rQxAE1WJsYKNzNEcO0sDZ9mHZftAWRQOsNG9gBSurYBrc\nwjc81LxTNFBSg/ce0EDydIoE0K/YhyYneVVBA3rGGrPLl7GgAQiCoPLGBnQa2Dp1VtIAfeKNB7Nx\nYgMsElvvNuerUpWK3ZAS1thSoC9pqDNE/j3PxBYaCN9vRIXU5D6jm/ebfDu2WidxOpsYdbGfNLFj\n1x+gremMTwM8wz1t//WxDza436QtBfXWmp79GdJTNUY+29IJGoAgCLEBf2yAA0GABmSHgtlwGtDb\n+z1ttN7eW6rUbrBHyPX13ZLaG1T3NAc0yPpA9ZVTAJGopcB9N9LWyy/m22tN5t5qdVoXB/3VvmTp\n5OkRFZvexm9LZ4Olt501/7XEU8ZGdx2w7Nd3UOGvm6rYklrfXys3mXImUT6b0hl+XiAIgmorNrAs\naUDYRAM8PBBOAxC0HUW8koqndgiCoJ2ODYTQgPuywcgsaADaORSwvYi4y+MXQRAE1XJsoGss3zma\nt9KAMGgAgiAIgqo4NkA0wIEANABBEARBNRwbiEEDS6ABCIIgCKrO2MDc8qagAdFe4KUB571DchE0\nAEEQBEFVGhsIowH13iFoAIIgCIKqODagWgqE/TSggAA0AEEQBEHVGhsgGugeL3SRQQMQBEEQVLux\nAQcFAjTg9C0kh9JA08N1dY2G4WOSLocgCIIgaA9iA6rfQDdngtJogOlgfd0X6+oPpra7HIIgCIKg\nXY4NhNKANkghzWcQ3VKQamysq/ticBTZpMshCIIgCNrd2EBovwEKD/AIQSwa4JprrP+iqSEg6XII\ngiAIgnYtNkA00K1o4LRGA10CBbhj0gCr2k3P+kmXQxAEQRC0y7EBOw2IloI4NIBmAgiCIAja57EB\n3l7gbSmQYxKJ2MDyRvg7BaYugUmXQxAEQRC0l7EBYX9sQM1hEL/fAARBEARB+zc2ABqAIAiCIMQG\nLDTQFbsXIQRBEARB1RkbAA1AEARB0L6ggWxCfepTn0pCA8ugAQiCIAjaBzQQf/0HH3wwigZOgwYg\nCIIgaF/SwGo8xaKBbm06I9AABEEQBIEGQAMQBEEQVJM0oIAANABBEARBtUsDAghAAxAEQRAEGgAN\nQBAEQdA+o4EHTSqRBsigAQiCIAjaj7EBHwqINUEDEARBEFRDNKADgY4CpdAArQcagCAIgqD9SAOi\n4vehAGgAgiAIgmqLBtTEBKABCIIgCKpdGtjuOwWgAQiCIAgCDYAGIAiCIAg04NAA8hqCIAiCKpkG\nHkyiUmggD0EQBEFQBetTyZWYBlYhCIIgqMb0qd0VPeLv8u5AAxAEQRAUTQO7uTtBA7u5O9AABEEQ\nBIEGQAMQBEEQBBoADUAQBEEQaAA0AEEQBEHRNECv2W9zU74t1Hllo4HgOvF3EbkaaACCIAiCdokG\nIqtzGw0EAWL7NOCDD9AABEEQBO1ZbCCSBozrhycjJi6ABiAIgiCobDSgKlf9W1uVHGd5JA0E4w3G\nXYfvCzQAQRAEQeWkgcgKeCdowNaCEDNyABqAIAiCoDLHBrZDA76FO0cDxqSCBiAIgiCotmjA+AoD\naACCIAiC9pIGgkti9iIsraUAsQEIgiAI2mc0EL/WBw1AEARB0C7RQDDYXkJ//kQ0sGoffai0dwpA\nAxAEQRBUOg3sjjAyMQRBEASBBkADEARBEAQaAA1AEARBEGgANABBEARBFaRz1a4ENJBf3PjuQw/T\nD2AYhmEYriZT/U61vJkGNk95aGA8u0SrEjuU5uLyht9LRq8LF8iLIV4j58kLEc5FezU3v4OenV+Z\nnTN5fsWzJiVDJZsdHTtMQ/4sG71p81xZ7WzWegYLO+9iEvt/znM1T/ZcG7YTx8+d7fQxL2d1F8M8\nY/aSx4WgFwP2rlBcoo1TSig9ObqiFlbFofEbRNxK8mTNlftiSHjNlGzPlSaKBXHjOydOOxcRuc2c\n3aa9J91+bcQwu7rKVM4shHttXzmQ/piHP+8erCr/3SpjaT1eWVp2J7vg5/bOVL9TLa9X+sQAjAZe\n90v/7Lvf/8HI9IL+3XbcNZYPunM01zma75QfmDtGyLPK7eThrHKb7qGZE+RB8rRyq+4B5uMDU8z9\nVrf0Z5j7ot3cl9acCTjd3GvwMeZJ5p6AeyfZOn1psX1KTOvAVKs4lqEZOsZ2mQ+5DpE/Y3nhQE4W\nPB533V1us82OybPJT1y+Q5qdu/add4fu0Sj7f06X0yxl7ImhbOvgjLg8Wvg1YDuV+ok72jPhcTc5\ndUS5izyu+zC5U3nsUNAd5FHlg+0jug+Q24ZNdtcRP6R9UUqO9Uy09KWP92foKqLrh+4XunjEbSXO\nV/cOXA9xr5kS7F7SoqzI8/JhVpQDdICt7L5mJ4vOET8d8hRYc9vxYWnt7PCTdSTa2unm5tfAhP/C\nsDh4+3Obyg1zCWM1K0D6wx1WBlaUW1SZrDvy8N1MYAU+K/xZQcoqiLYhdsHQjd8uylJZnOZVcZrI\nXaXYWj4b3V0ZptqfGOB/+B//ed3r6v7Zm3/7LfMrm+WuSP7/ds3mNWogDOOTstKFgqIUi2y7Klak\n+IGUHgTBswfBg3jtnybiHyIURW2T2lpqTbV+ZBXx0IPY1a433/nMzGSymckmm6YGntN2d2nyPnnf\n3zzvGplAooEwQQOMCb6ZaUABgh7lgFcSDcRAkMkElkAw7Fk1A4E2VMRo0YFgCwMBtTIxcY8wEAOC\nmAZCC8+VaSzRo4MqgMB3BYIwDQh6EhBo7UYt3GYKDWhAsD4cCFKGkwQET9cSQLCaBgQ7MhDAl1Mg\neL75EWMl0MB2tFp3INB66O53cVrAreDtV/y8k9rhMm3wQjgAwXtdNjRgAIIP+YFAdAAzEHwqDghq\nTgM2QMDf+UIDAnqy2mGjJKaBsCIa2K0HDcD0BwZoT11EE6i9cPXGo8dPoh8/S6UBwQFqQqDSQDIY\nYEBAmIDQwMukkjSQzgTjpwFDPEB9TK1M4wFOtb50l6w8V6a9kvFAIGhg/AlBaCedBrDI+ZI6JMI9\nKKWaz6Tymbv86z27hMAiHvBtgSB+D/kgA4KNPQACFg+oQFDLeEBNCAIOBJTnyLMfYSCAYuECucYD\nOWjAnBCsWAOBAw24JwTHhglyxgNbcUIgd1Eq6KUCCBQmaIDAJJj7MP2BAS7fvIfQRBt5rXOdWXgJ\nGCGM9stbGQTSKVOjAWlfwOKBtSQNSEAg7wvUhOBLZkJgDQSfM/YFbxz2BbhBqEBArUzigUhQrc8z\nrkCiWnsgKC0hMAHB+PcFzisDBgRsX7DNaUBvOmOhAS0e8O3jAbxK4G8TQID3BTEQcBrwpXigwl5T\nABAwj0n7AigfJjmoFK5OHA+su+8Lgpz7gpWR4wEzE/yvNJDKBA6XL45VOALk+4IKaSDjwHZ0aOBd\ntA8TH+Y+TP/ulTvd6w8Q8s4gdBKhU0AHEBfA/gB+XliMDvOoz/Q3VX8K0IGtBlzD/2rSb5PUL1T+\nK3aB7jdtUL6y61WiRnCRaqdUA9jVzkK/Yh1aqe8u8kHZUbKFKvBG+U5jFYxrZ7ztmXd7oOmgEg1v\nGg6tKVv9mqjgK+WNdJQGUryO3rMGsx4mPsz96blbM/N355eWkeed9byZVmu2PTl3YvIC/LCwUaNG\njRo1anS8dbqzOH3+dmfhfvfaw0uLy/8AGDE6nEu5VbcAAAAASUVORK5CYII=\n",
"text": "<IPython.core.display.Image at 0x3b0d8d0>"
},
{
"output_type": "stream",
"stream": "stdout",
"text": "---\nTake one down, pass it around, 3 Hello World on the wall.\n3 Hello World on the wall, 3 Hello world\n---\n"
},
{
"metadata": {},
"output_type": "display_data",
"png": "iVBORw0KGgoAAAANSUhEUgAAAgsAAAF/CAYAAADHBIqEAAAAAXNSR0IArs4c6QAAAAZiS0dEAP8A\n/wD/oL2nkwAAAAlwSFlzAAALEwAACxMBAJqcGAAAAAd0SU1FB9gLFxQcLTAgYFEAAAAZdEVYdENv\nbW1lbnQAQ3JlYXRlZCB3aXRoIEdJTVBXgQ4XAAAgAElEQVR42u3deVyUBeLH8e9c3JcCgoIHeKAi\nHoj3kZpn5W3WWpuW5tauuR3bYbVHW/vTzY5dbVc7ti2z7FRTaz1LrbzyQPNCUVFBBZHTAYcZZn5/\ngAMoKKi4a37erxcveWaee8DnM888MxikO10CAACogpFdAAAAiAUAAEAsAAAAYgEAABALAACAWAAA\nAMQCAAAgFgAAALEAAABALAAAAGIBAAAQCwAAgFgAAADEAgAAIBYAAMCNxlz7i4jUmv3PKqJ0aO/S\nTzXqybW1usRG/fpo5T/HXna8otNHNXfBRi3853qdqoX16Nq5sTZtOVrhtpkLZ2poa19JUtqGr3Tr\nA1/xUwgA+J92Hc4sGGS2mGQp/TKbDLW/RKPBvbxLffk2iNYTT9yjld89rbZNPK/Z8tv276b3V76s\naXdFX3SfyVx+X3BiBwBALNwQfBtEa87M0Qq8BvOa+srT+nzOePVsGiiDgX0LALjxmW+GjVwy/Q09\n9f6+CreNvH+cnn26h/xLh8Pju6lf+y+0KNF2Vcvq2ClanDAAABALV8N1+VFiEuLVr1M9SZLtdKre\n/Xz3VS3DWeyU3e6ocNunb32gcwEeev3hTqW3eKhNq0gtSjxUq9vqqnQoQPc83F0BpUM//Odb7Uq5\nfLTcOuZWtQi1uId//GaDtibl1WgVr3pfAwCIhdrU775f6B/TekqS8vd+r86/WatZMyZpUPeIsmsb\nXE49+eQJTXlwjtbsyrym1bIr8bCkTu5bgry81H7EUC2YPth92zvTpuvVxakVJw2M1Kp10xRZepnD\nD+++p/Wht2ja0CiZy47daj1srPbdNkbKP6JBnV/RscoO+JPu1qtP9Jafh0nnX7V47NGh+nb+h/rV\nixsqmcJTYx4bq+cnd5WvxSxjuZc6ih8dppN7f9Kf//jZRfvqv7uvAQA3sut/wrzcwc1oMsnDw1zy\n5ReqN+c9rtt7RVa8CNJglEdIpOb+60E1Caz5MioZdGvfoUWF4TybTTuXfKdkm9m9XncM7XDRdOHx\nzRTtf34cmxYv3i2TuWRbjBVW3Vg6TlkIlF+XkIQBmvtMX/mXu1+STGaz+o+/T8+PjbpgyQF66d9P\nacaUnvK/YFkl05kU2ba95n72vKb2r1/xga6tfQ0AIBauF/+mrdW/qUmfvPiWWreeotbdXtDyrRll\nK1q3iQZ2D71GS/PUmPvH6rnJ7cvdZteepDS5nDn6ZNl+962Nuiao3QUHzkH9E9zf5+/doa8PFmrX\nmk2aO3e5UvPLxss8uE9z5y7X3Hc3KbeStfDy8lJW8j6Nu/0JtW49RaPv/1iZRecP3AaNvLtrhfGH\nPjlWd/eOdIfFhuXLdGvrKWrdeopuH/eWtqZaS/aV2VuPvD5Fvap4h8f13dcAAGLhmp1xMOg/c+br\n+fe2yWazy5ZxQr+f+ZWKyo0SE35lB7Chz/xGe/e+Ue7rNc14/lbVLffUPPWbb7Vwe6Ek6etFG8uW\n6xWugX0jKzy7Hz64mXto5eLtckra9tU6zZy5SCnlqiB9707NnLlIM2etU06la2bVHybP0ub9Z2Wz\n2ZW4/lu9vz7NfW9QVCM1cp/OiNLT4xPcobB78UJNeGSpUmx22Wx27d+8TeN++Xd3rBh9QvTMI32u\n+74GABALtWrjpn1ylhvOOpSp8pfrBfv7XdlGmk3y9LSU+zJXOO2feXCXJj+zSM7S6w2ztm/Wsr1W\n9/133derLBXaxSgmyOA+2K9csfeKt7fo8F6tOuascFv6vnLXCgT4KqT022594lXf2+A+CzL/o/Uq\nrjipio8d1byVR9zDLQcnKOY672sAALFw9VyVfivJqvTUworjZtt0rvwT4itYxqWkbtulWS+9pV5D\n5yjpTLlDp8ulxZ9scQ/WadtRfcJLvu83sKO8Sm/P37tD36S6arQe5W/Ky86V88L7nZXPr0mzcmc3\nijK0Z3thpeMl7Sz3bg6vYEU2quV9DQD42fuf+pwFl6t25rt0xj/0zAf7Lrrd6ShWkcNZ6TQbvt6o\ntOf6KsJDksFfAwa21Np5RzR0SGv3OJ99sF7Oq1ivc4WVHfArP0wbyn94g80maxX7quDCeRqu774G\nAHBm4YZU7CjWuXP2i76qCgVJcmUd07xlZaf0B4/oIIVFqX3j0osGi05rxepj120b8tLLvUjgH6SI\ngMrHCw+tV27ILlseP+QAgBstFgxVP+k11MIyrny+Li3/coP7or+gth31x/EdFFQ6nPbjNm3LctVo\nPS6+yVDtDUlMTil3e1117xdR6RQ9BpWd+cjfu1sbsmt5XwMAiIX/Kdf5CJf6w4/6Mc1eumx/3ftg\nb/d9y5duv+ylEQF1fa/ZNqZ+s13bMu3u4fFP3KO4xhXfGtlx4l0a29bfPfzVp5uu/GUSagIAUOrG\n+tsQ1/t1dleh5s/boh7TepSUlbG0rfLT9Pmayl+COJNnlVQSCZEJ3fTkg0VStK9WTVukxGots4qN\ndGbrD79fqkVzRslDkk+Dpvps+Qta8No3OiEpukNbjRrQzP1BTakb1+u1j5JvnH0NAODMQmUHIVdt\nHZ9c126+q1dsLPugpFL7Vv2gA1W8BLF2XdmFlAbvED30zGg9NLaXgit9V4KrRhuyf9UqPfDE1zr/\nuU8Wjzq675nReuaZ0Ro7qLnMpaWQvHG9xt+/QGeKXbW/rwEAxMLNznk8WUu2nq5w2+KV26scf9nf\nPtL/vbFR5T7IUZnJx5VefC0iyKmNi5eoa88X9cbbK7U9raDC3RtXrtP/PfGahk5YoBS7kwcPAHBN\nGKQ7XbW9CG8fD/dL4E6HQ+eKSo6cJrNZnh4m93NdW2GRil1VT1tst8tWjYOgwWSSt2fZKyyOoku/\n8+FyJkx/Ur8fW/qpjflH1Cd+ho47r2ybPbw83GcAXMUOFdoqVoTZYpGHxejeJ+cKiqq87sDi6SFL\nub/tUGQrkqO48oeztvY1AODn7zpcs+BSYUHlf2652OFQgcNxRdNeconFxSooKL4max/QuLkeuKOp\ne3jf6q2XCYVLr3fRuSIVXWJKh90uh71662a3Famao9bavgYAEAs3pcZtWmtA15K3Jo6aNEIRPuef\nbxfo7bc3sIMAAMTCza5h21hNm9b/ots3fr5ES5MK2EEAAGLhZpeVl19h+Exykj757HvNeu9H8So+\nAOBmcx0ucLzxGE0meXtZ3MNOh/2iCxEBALhZcGahEs7iYlmtxAEAABKfswAAAIgFAABALAAAAGIB\nAAAQCwAAgFgAAAA3GvNDD93KXgAAAFUyZGVl8aFMAACgSrwMAQAAiAUAAEAsAAAAYgEAABALAACA\nWAAAAMQCAAAgFgAAALEAAABALAAAAGIBAAAQCwAAoPaYb9QVzzu6W9t3nlGXYbfI+7+w/BO7N+nA\n4TzFDxmoAMu1m29m0nbtTkotHQq8aPsud/+NrubbZ9XWJWvUoNcQNahjqfXHBwA4s3ADWfXuy1ow\ne7rWbTtV8wPSTyv13NOzrmr5h9Yv0YLZ7ynTVv64la61S5Yo01px3JTt67R1e1K15nsuN1Mnjx7V\n4S0rtWD2J8qv4f21qcrtsGdrw5KVyrNf/TJqvn25Wj57tg6l2y7/+AAAbq5Y6DFyvPoMu0+d29ar\n8bSpO7YrM7/gqpbv5+svKVC+vuWPW0e0YPZspeZWHHf3yk+0fOXmas03svNA/eKRR3THHZ2v6P7a\ndGzj8sq3w5auxbMXKNd59cu4VttX6eMDALgi1/1liOTNq6T6CWrsn68fvkuUJLW5dZhCSv9Tz0za\nrhSrrxLiY5S8eZVS0wsVFtNFrWLC3PefP01dv3GkvC3GSucf4ZmhzZuTKsz//LRpB1KlXGntkiWl\nU3krfsiAGp2uDggJkLy9ZDFcflzXRbeUnDo/K8kzLFrdurSpchrXZeZZ6f3WdK1dU3JQr2r+V8Lf\nL0BnT1ovviM/V3nylofn5Zd/uce3ettv165V/1FWYcmZhbOVjFmTxwcA8D8WC9uWvKtUz63K2n9Y\nMV3jVHBsj5av+lG/m/GiQnyl1M0rteSAScmL0pRqqq8G/jYteftdjZrxb/WMraNzOZk6kZKiwvQD\n2rLFqVbDeld4Tfv8/M8cPqY28a105sAOLV91UH+c/YR72qwcq1QknUhJOf88VG1q+Ky4yYAH9Eov\np/xquP327GN6Y9pjMjTornpBFp1asVjrl/XU1BcfuCbXHmQmrdOcZ19XUKd+CvaRji37RKsXdtBv\nX/rdVb927+njKaer5KBcmJ6kxBS7unVpo4K8bLmCA+VbjeVf7vG9nML0JM3943OyhyYoMtRHKkhX\n9jV8fAAA/wOx4HIZlJJ0RL966a+Kja4rZ1GGXh93j9ZtSNboAc0kSRlb1yj8zql65L7B8jS75H32\nIW35Zr16xg5XZJeBGtdloDI2zdOWLZtkuMT820TVkeP0Dj09bpr2HpuqjqXTJs6bod2bpHFTp17x\ndpg8vOXvUfl9e9YsVW5Q2fDRtFwpouT7NW/PkEeniZo8YYgsJoPshSf1z0m/1vI1vTXy1mbuaQwX\n/Huhyu+36rPpL6vxXc9p3JjuMhslW/YR/X3Ko1qyrJ/uHRl/dWcWgv2Vl1tyaE5c8qHeX5Gr5gv+\nLvO5QqlOgHxl1QfVWP6lHt9Lb59dS2dNl7HtL/XbB4fK02KUnMd1cM2Wi8a81OMDAKiZ/8o1C3H9\n71Ob6LoySDJ51FOL+GidSE4uO+A37qEHxw8pORgYTIrre4daxYTXbP5RJc9SzaFhqqNiFRRcvyvd\nzqQeUdqRsq/8s6XLth/X5m8OyrP4rDZ8vUzrli7VhtVbZQzyVuqB5Kterv34Dv2UFqLed3STufSR\n9awTpZ692yp5z86rnr9vnSC5Cm2yy66kn1LVMCxP23elq6gwXwFBAXJUc/lX/PjaT2jv1jR1GjCg\nZFpJMppk4vcYAH5eZxYkyWSquFij0aRz58q9Fm6yyGIue6bYrPdwNbuK+V9vvcdPVfsGZcPLZuxX\noiTZrLIWSwVnTintXNn9wTFdVT+24VUvt8iar2L5ysen4rNsH29fFRQUXvX8Pb39pMJCWdN36bBn\nO93dQ1qy7js1j7XK09Oj+su/0sc385ROOSUfXx9+cwHg5x4LFzxdVOaJdNXr2eTnv7d966qulxQz\n4C4NSgi75rP3qVtPHkpXRrpd9cLKLlBIzzihsPBWFcY9uWezDmR56JZeHao/f/9A6UyeEr9bp6iE\nXmrZ20Pvzn9XR+pEKCAgqkbLvyJBwQqWZD1rlVRyRWzesSOlFzgCAGrLf+FlCJcKCsreW7hr0Wz9\neCpAt/RrV8O5VPz34nuqvr1eVAPp8F7tPJZznba4lCFUCbfGavW7s5Rcbtkn92zRGWt1t6/q+w2h\nrdQ51ktfzprtnt/RzYu0+ptT6j6kV4XpV7z5gj76y/Navye72tth8K+jAGe2vlu1Q3FdYmWsG6fY\nBinasClZfv7BNVr+FT2+3tFq1TZQ3y/8Wg5JZw7s0Nuv/0vyutSeAgDckGcW9i39h5785l+SpLpR\nsbr/T9PVJKR6q/Ll9If1/Y4zctrPSSrSy2PHyihpwqxPFVvNyxrqdxup0UP2652pE+XlYZIUrCn/\nnqPGtf6efIP6PjxN52bP1ZypE2X0KHm1PbR5e417qnO1tu/S9/vormm/17y/z9ZL48fKbJR86kXp\n9qf+pC7N61ZYk5j4BG3ct1GnUjOkarwLQZLkH6AAZSjD2VuxjUteCojrmKBN89erfg8fyVD95V/Z\n42vU8KnPavYLM/XM2M/kHRyhIQ8+rq0zH+M3GQBq8+iVlZV1XZ+SffzsOOU0eUDjxpRcGe/hGyAv\nz7JQcBRaVWCXAgIqP3Kfy89Rkf3i9zn6BNWV2Vhyv8vsK2/v86fBnTqblSOPgDryKPc6uZx25eXk\nu0+w+NYJkulq35NfOs/z63KezZonuyzy8y19c6TLofzsPPdz4fL7oDrbd6n7S1ajUGfzS64RMHv5\nysfH86Lxrfu+0uNT52rS25+oU5PqXgNQsi9dFi/5+5dMU2wrkNV6ThZvf/c+v9Tyr/bxPb8/bTaH\njJ7e8vP1UkFOtsx+Fzy+AIAbOxasLadq4n1d2fv/DdZ0rf/2R21d/JY8ujykhyfddvWRBAD4WTOz\nC24y9gIdT05WlwdfUaeOzQkFAMBlXfczC4WlLxP4ePOnAAEAuBFc9zML3v5B7HUAAG4gRnYBAAAg\nFgAAALEAAACIBQAAQCwAAABiAQAAEAsAAIBYAAAAxAIAAACxAAAAiAUAAEAsAAAAYgEAABALAACA\nWAAAAMQCAAAgFgAAALEAAABALAAAAGIBAAAQCwAAgFgAAADEAgAAIBYAAACxAAAAiAUAAEAsAAAA\nEAsAAIBYAAAAxAIAACAWAAAAsQAAAIgFAABALAAAAGIBAAAQCwAAAMQCAAAgFgAAALEAAACIBQAA\nQCwAAABiAQAAEAsAAIBYAAAAxAIAAACxAAAAiAUAAEAsAAAAYgEAABALAACAWAAAAMQCAAAgFgAA\nALEAAABALAAAAGIBAAAQCwAAgFgAAADEAgAAIBYAAACxAAAAiAUAAEAsAAAAEAsAAIBYAAAAxAIA\nACAWAAAAsQAAAIgFAABALAAAAGIBAAAQCwAAAMQCAAAgFgAAALEAAACIBQAAQCwAAABiAQAAEAsA\nAIBYAAAAxAIAAACxAAAAiAUAAEAsAAAAYgEAABALAACAWAAAAMQCAAAgFgAAAIgFAABALAAAAGIB\nAAAQCwAAgFgAAADEAgAAIBYAAACxAAAAiAUAAABiAQAAEAsAAIBYAAAAxAIAACAWAAAAsQAAAIgF\nAABALAAAAGIBAACAWAAAAMQCAAAgFgAAALEAAACIBQAAQCwAAABiAQAAEAsAAIBYAAAAIBYAAACx\nAAAAiAUAAEAsAAAAYgEAABALAACAWAAAAMQCAAAgFgAAAIgFAABALAAAAGIBAAAQCwAAgFgAAADE\nAgAAIBYAAACxAAAAiAUAAABiAQAAEAsAAIBYAAAAxAIAACAWAAAAsQAAAIgFAABALAAAAGIBAACA\nWAAAAMQCAAAgFgAAALEAAACIBQAAQCwAAABiAQAAEAsAAIBYAAAAIBYAAACxAAAAiAUAAEAsAAAA\nYgEAABALAACAWAAAAMQCAAAgFgAAAIgFAABALAAAAGIBAAAQCwAAgFgAAADEAgAAIBYAAACxAAAA\niAUAAABiAQAAEAsAAIBYAAAAxAIAACAWAAAAsQAAAIgFAABALAAAABALAACAWAAAAMQCAAAgFgAA\nALEAAACIBQAAQCwAAABiAQAAEAsAAADEAgAAIBYAAACxAAAAiAUAAEAsAAAAYgEAABALAACAWAAA\nAMQCAAAAsQAAAIgFAABALAAAAGIBAAAQCwAAgFgAAADEAgAAIBYAAACxAAAAQCwAAABiAQAAEAsA\nAIBYAAAAxAIAACAWAAAAsQAAAIgFAABALAAAABALAACAWAAAAMQCAAAgFgAAALEAAACIBQAAQCwA\nAABiAQAAEAsAAADEAgAAIBYAAACxAAAAiAUAAEAsAAAAYgEAABALAACAWAAAAMQCAAAAsQAAAIgF\nAABALAAAAGIBAAAQCwAAgFgAAADEAgAAIBYAAACxAAAAQCwAAABiAQAAEAsAAIBYAAAAxAIAACAW\nAAAAsQAAAIgFAABALAAAABALAACAWAAAAMQCAAAgFgAAALEAAACIBQAAQCwAAABiAQAAEAvsAgAA\nQCwAAABiAQAAEAsAAIBYAAAAxAIAACAWAAAAsQAAAIgFAAAAYgEAABALAACAWAAAALXGMGXKWy52\nAwAAqDIWpDuJBQAAUCVehgAAAMQCAAAgFgAAALEAAACIBQAAQCwAAABiAQAAEAsAAIBYkGQwGuTh\nYXJ/Wcy11xb+kWG6557Oiov2uboNMhkrrLPRwIMMAMDVMF/qzrD4WM16qruKi4vldBlkz8rQ66+v\n0c5D1mu+Ik5HsazWItkdV/eBkj2H99PDd0bJZDLIYS/QK4/P1/Z0HmgAAK6USYr9U1V3+jUI1ZAe\njfTF3EV68d8HNXhUgtoEFWrbKbNGDGkl68k0ZfsEa9yIOMmarQLfuhpzR6y8/Uy6pXeMmtYz6lCO\nSaNHtVVsQw/tT86Rb2SYxtwRq/BwX3Xt2lQtG3po/6EceQT6q02zYJ1MOSGF1NeIIa1ktjjVr2/r\nknGSc+QyGNS8fQsN7tdUTZsGKz6+sezZGcrMc7rX+ei+wzpjDFGnWG+98tgH2pYu9RveWe0ijYpo\n11J+RdnKzCtWv+Gd1C0+QnFNfbXvYJacrrLxgls1U69ODVWce1qnc4v5KQEA3NSq9bqC0WSUxcMk\no6TCPLvqNgrXiBHt1aiupLpBGjGivVo28pZfeIhGjGivfh3D5BMeqnG/GqJn7m8lzzp1dOeEARrS\n0cc9TseYQBmDgjRmwgBN7B/mvr1puNk9/4HdIuUdFuqeNrJ7e/3l2T6KDjPLL7K+e/zL6T6wvYYP\nayt/FclebNav//ILTR7WSAUFReo89Bb98y+95G8oGW/MnR0V6uFU5/7t9dRvuvATAgAgFqoz0shJ\nw/Xeq7fp7N5kzf18r9yXARgkGS6+KOCnTXu0bH2KJGn7+kTNX31IkuTj511hnPlztilTUrMWIeWm\nNrjnv3n1j/rX10nuadt1aCTprL58a4NWb0ottxKXV3D6lBYvTtR+m78Son2V9N1PWrw4UYuXH1VQ\ndJRiwkrGy009rsWLE/XD4dwK6wsAwM3KXJ2RvnhzkT5be8Y93MjmkCTVrVdH5jPVOFi7XJWerQhv\nV09BklKzCiWVHZhdFb4pm9aWXyQpSIHBnsoyVd45RqNRptKrGk0mowwGZ8UR8guVZ3MpPCpYZrNJ\n9SP95bIVKCefHwYAAGocCy6XSw5HsZwXHG+P7TqsralxGvPwKDXbn+oexz2+yyWXyr6XdNF8Rk4e\noV94e+rUziS99+VhuVq2LhvfWTpt6bjnp924cqu6xw/Wr2fcq9zcggvTQpLUc2Q/TRweKYdD+u3M\ncXr1sflyOIrlOH/hpDVLs/62Vr9+qLfmzWslWXM0929rlWxVhfGcjmI5HE5+QgAANz2DdKfrei4w\nLCFWs5/qofdf/kBfbS2s4cSRevk3rbVjX7bqN2uozs099OdHP9beLB5IAABqyyXfDVErXFJhzlnt\n3XdKWWedNZ7Y09dLLodTORk5+uDN1UomFAAA+HmdWQAAADeWy17gaDAYZCz3MYgup8t9HcJ1K5rS\ndXA6nbrcomsy7k1Zh0aDjAaDXC6XnE5X2f4qdqqq3WUyGSWXS8VOdigA3Iwu+9bJW+4doAULJmn+\n/Af04YcT9fJzfdUy0uO6rmTvX9yq+fPHqUPdy49bsr4T1LUhD25lBoy/TQsWTNL0h2IlSd1H9NWC\neWPUzLequgjUq/Mm6Q/3tWDnAQBnFioX3SJUyknVpMlfK6BZtP70Qn89/mChnn3vqPp3idCO7xKV\nlGZXt0Ed1Mi3UIl7CtWhQz2dTs9RaFiQrOkntOzbNPlFhOn2Xo1K5+rQ918lKjXfpT5DO8n/7GkV\n1Q1VHYtDP3y9U0EdYxUb5qUta7bq8GmXDPm5+ujNvdp+puStkbfc3lFhvpJ0Tqs/+UmZrgvX95R2\nHSu7zb/SZZs1aHR7eWTlSGFB8pXcyzMGBGnkbc1lOT8Da7Y+Xppcsq75aVq69oTa9IlTG/9Cfbw0\nWd0GdVDjOiW7MvvoMa3cmC4ZDIrp2lLtG/u512P35j3ak1JY7naHfvg6UcfzpYYxjdWjfagkyZ59\nWl+sSKlYdUYPDRjZTnUskqw5+nTZQTldliq3oSpNW4bI5ZKierRT3Ke71SK+vorST+igVRW2O/vo\nca3cdEq3jO+iBhYpNyxMowed0xcrjvJbAwCcWSgvUHHRvkpLSpNV0snkwzqeIwWF+KvQ7K2hozqo\ndWMfRXSM05SJCbJkpKtxjzYaNbKVouv4KSq+uX75cB+18ZPaJLRQPS+nios9NWhUJ00eEyP5h+ue\nX3ZQ/15N5RscqFGjOunpp/upeZ0ADRrVQRPuiJH8gnXn3R2U0MRf/hFhennuBI1oH6CiIoead21Z\n8imSF6xvRkqGyv/1isqXHawxd3VQ/16NZPHw1dDS5flHhGnWrLHq3TxARXYPDRrVQV1a+LrXNS7C\nW5JFw+/spJ5xQZIC1L93mIqLnWoYE6WJj/VXGz/ptgeH6IVHE+Rf5FBEiyiNGhWnAGeB7n5spJ4e\n11TFxU7F9IjTi8/1VETXdnr1z/0U5lWsoiKHuvZppvJP9A0hwXp57r26rXWAiooM6nt3X/1xYssq\nt6FKhkDFRHpq59r9spp9dWv/1mrZ0FeHdp1QSHRjzZ0zVtFBThUHBWniY8N0W8cANW0QJOmc0g7m\ny2ot4jcGAIiFivxahKqeRUral1lyrPEPVv0gKT3tjKwHTyvDLjULi9A9Ezooc/MOzf8+W23jwpST\nlKS3F+7QvgybZM3XCauPQrwdiu0fr9GjW8lX0on0fDWOC1OgpBVfbdDK0k9k3LhyuxauPypD6Tgh\nLesr1CLtOHBSvYd1USNLpv784hotXLhDLz76mbafuXh9dyeeLDs+Gi697GWL1mvhupJn8SfS89Vt\nYEfVc2VqxmtrtGhbmjxUsv1N4sIVKOnHXcekkDA1DzVrd+JJRceF6Wyht0aPjldCbFDJ9ipMI/pH\n6ocv1uvthTt0uLBYsmYqSU10R9cQ+YTW1+jR8WoV6imT2SRnoV02p0nd+zSTh4dZ//rHugqxc8vg\njmrke1ZvvLZGCxdu0fEcKSTMt8ptqPLxjKuvBhZpb2KiVu/MUafBCYr0Kdm3PUclKMgidewTr9F9\nmsjpdMlskWwGg5STqQ8X7tDy70/yGwMAxEJFLZvXl0XSkbTTMhp99eBvb1GIK1/zPtwrKU+pGQ7F\nDu+kjr6Feu29rZJfsKLqmZWSlId+hWwAAANgSURBVCnJotioQOUcT1eDAW31y1Gt9MVfP9Kr8/dL\ncmjfwQxFRYdJOqvj+wsVHR4kyaHDR7LUok24fErHadGwnqRzOp6UJ7OPWTJY5B1gkDEgUN1j615i\nfUsu3Iu71LLtOUo5bFeLqBBZJB06nqHABn6SwyZroUEJbRrKcn49YhpIsik306G28Y1K1y9LE6b2\nVUvLKY0b95FSCqSMgyd0poGfAiWdzbXJaPRV19hgZRw8oXMBnjJL2rh4lcaNe0eTf7dEf31ji2Lq\n2jR+3Dv6x2fH1HdoB00YUfH6gMAwP8luU06hQdFxbdUs1KVtm45XuQ3lRbVpprvuaq8GflLLhqGS\nzurQrjwtX75HFh8vWUr3bZC/p1RwRr+b/I7GjXtHf3tjlb7cWKgWTQJ1+liGCvlb3wBw07rkNQsR\nLUPldLp0/7Txul/S0cSD+tNzm7XvaMmHKR1Ky1WXiGAtmb1ER89IwR3DFWxyaeXh05JfXTUKNilp\n5SllHvFSvtOkB54apqNZZjnzT2v3QbuG3hss2/ET+skqDY9rIGf2Se06JnXvFyqnLVspB+3qe2+Y\nbOkntf+MlPL5RnVvNlivvDVJkkNvv/jxJddX1lN6acaBSpc95oEw2U4d10GrNKBJqJy20zrwk11G\nn4Ma9liC3vroXmWcNkjWTO0+aJdfeIaczgg9/vq9Sk9X6XwcanY4Wy3atdH0l8PV2Mulb3eclA5m\n64eUfA28f6ja3Z6r+j7SmsSTsv6UptlLGmrKiAHqOkKSNUe/f36FBt7TVw9N7itJSt9zWO8vPVxh\nu74v3e7ZH02SdE4r3lyuf6/J0K+mV74N5XUfGq+hTfK17JNE9W1b372/tf2AdqR3VjuP0yX79t1v\n1fDx/qX7Vtq5ar02fS+dzi1UizYd9NGcUE381X9k5XcGAG46V/w5C4aQYM16ZbRcu7dr6itbfya7\nw6IX/zZSuzceluStwaNaastHX2nOlydqNJe2A7tqVHuL9h0tVONW0YoLL9BTTyzTSY60AICbKRaa\nd2qhto38tHXtdh0983PZHd4aMrqVfEqHju06qB8P1vwvTDVuHa2EVkElA/azWrHkgM7yswYAuNli\nAQAA3ByM7AIAAEAsAAAAYgEAABALAACAWAAAAMQCAAC4ofw/i2QIEUJJ2w0AAAAASUVORK5CYII=\n",
"text": "<IPython.core.display.Image at 0x395b0b0>"
},
{
"metadata": {},
"output_type": "display_data",
"png": "iVBORw0KGgoAAAANSUhEUgAAApkAAADSCAIAAACOzUyDAAAAAXNSR0IArs4c6QAAAARnQU1BAACx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\nX/jxU6/d92Sf+3818MH/Hy8dedfogjQoAAAAAElFTkSuQmCC\n",
"text": "<IPython.core.display.Image at 0x3b0d8d0>"
},
{
"metadata": {},
"output_type": "display_data",
"png": "iVBORw0KGgoAAAANSUhEUgAAAlQAAAGBCAMAAACXXd8aAAAC+lBMVEVAQEAAAADY1c7a1tDd2dPg\n3Nfh3tnk4dzm5ODo5uLt7Onw7uzwqZKyZlGvWkW8YUbXqp3ocErjUyfwPgroPgq5KwjGeGHd3dxM\nX3hDVnBAVG5FWnRYan+ZYlnVUyr4nYD8VB72h2S8LwbJoZShrsLo7PTK0+W6yOSvv+DTZkz6Zzf2\nl3f0e1T0OgCuTTHt8vva4/bYcVH8b0L/gVf6rZT+PwKqMg32+PvhbUv6poj8RAm3Wj+ns8fopZv+\ntJ3SPA7anIn09vrs2dvlk37UTiOwu87qnorajnzIhHaZaWNabYWzvtHAzOKElKmvpoaXimqLfmWt\np5q4xNa4rIfi15X245np2oXfyGq0nlmVjH2KmrTNyaeepKLZyH+Cc1Nkdo21qnv35ah8bE2cqsHH\nt4yol3Tt7uVVVVXP0c/IyMeMjIwICAjn59aAAAAAgAD/AAAAAP8A/////wAAAJn/yjmSmZo8UGo0\nSGPj5u2Qn7h5iaR1hJpugJhpe5Xb4OjU2eTL0d7EzNr08/H3+Pfl6e9TZ39s4mxpaWlLS0syMjK4\nuLh4eHinp6fS0tLQ1dzy8e0AAICjFRUAgIBddaRCXZM7VIU1Sndpf6zL2PO/z/B3i7Z1k8VpiLgz\nPUuSmqCLpcWZrteFntAlIRjU0b6UpLmktdT33Yj22XmNnJufteZEYJmIodNQbqn557P889b778jA\nuK7++/J9dGdYTUD80mdgPk6iM0XgY1OqnqRKXXaGHjiQGDO1Nj3HYWHLSEefIDSJEyrGMS7caFXc\nkTbdvSyCuEbeVTDTPiz8ykT6vw+0zFOLo0Zam9PpajbUX0nAfjH7vhL/wg7jwi2XymWcvEtCfL+g\norT1gETRTTGjw1VrlD5MY1g7c7mKt+H7xKTLkURadDZrlEm1v63+wllwlLOPo193pkHyxBn/2Evz\nez5ikLtPj8ypwmKSx1e5y0//0Q7xq0W+VEg/kc+lv1vtzaH1mWu9ZlfEzHX/4n3/5Ifz3rvU0Mj+\n/v6AgIAVkBY8AAAe1ElEQVR4XuzSQQ0AMBDDsPCn3E4aid4vxmCyJUG6JD1IMyRdpZKpPrtmltM8\nDEXhsizeWEefWAds4u6gT91IByi0ZSxTKMP/lyFlnscgkWLKkX0UMihUAt0jJfFtjq8r+eu1E1Vy\nkko1WqhUCpVKFdgquDE7YqBSqQJnr+TG5CCoHp+eX0TG7yfK0eBm5P3HfkdJjXl9O4VqbKhEUN3O\nX/qNu/t+++G0/FX6bDCYDhgTQpXAai7sY+/gQJs6cdaAPOiWVQpV2DZngurs/OLS96/67Znrm1YZ\n8xQDFTw5QRXAlBqqaCfOZEtHlEL1GQAqw1N4EFSHR/XJY78XMjVbOTldKw6hwsWcBqEJTARkTMQW\nEbSQEGYHFIz1FYlpclpjBVRWJwQWVHwf3SSLFCpTvnj5k/1//0V6GwOmRA66HkOFqeOLsF3ghzei\nCYEoJAk4LfcOAsdCSylIphRoZZFCZeoUQ7Xd3ZHdAVObeyIdz6OakxYqsDOMv4EKFcclESNTWoIK\nFq5EoGpkUGmlKq611j+Yqi41tupND/OVBSqnvsBk5JohEzBUnJahirZgjFFCpXsqKbWmQ6YWFpeW\nV1Y7TbHmS9JDxXOGVNmhiu4Nm0ieUClUYx8iqBI9/UlpKtxPVaUxV5tvCkEltP21IvdDWjqtpYc2\n6gyVXXSQiVdkdHFGtofFaLiReKOuUGV8TyWlSsiUSK1W//FHbhSuPyx9o85SqFTBm6WCG5MjDiqV\nqhAjcvwKqFT61xeV6p1dOygBAABAIGb/yipYw8ctxw47MTjqo9bskhy3YSCcptdarXOAvaHv/z5J\nVYCGrNawSJM2OdoJfhpSeR6/amEkpnJaHbsUF6XV8/gRFenF7o/rI1VPYrkujfgZpbTqifWYqufx\na/01FrdWWrE74+/P6XWMN6BKrRRKFOrbTP04lqjqp0gZNLWQWpjvMMWu08RSUqLaUA0xdK9BpKa8\nyRSRur0HVWIn3fIuRmRembShalNFpF6mSim0RqASVb1GtarE1FSoRBMvVCF5bqIZcr5TJYooYh1T\nw4otGXQqzU6orkdlzXUqUjXiVF/2+LuTJlUps2JTz3UqgaVLVs7VVzkV5WWnonj99ivVEFSi6ts5\nVSDlrbo3sPqDTpX2VuZPv8yopjrVi4v6lS20fB5q3Kl+O1Xfzqnu1P+RU6XspmpVwkoy7lQcvXu6\nLCouM6bGnYo5w6lmQnVj33Kjug8Y1XynQmVbF1JIdauiSkadqvDfH6Q5UXIqcJjMdiq88t8fGlRN\ncqqbnApPNvU2VvOdCh4fnooUqt9JFQwrgSWkYIKEnalLESpYfKIKMXQjqiJhQaasUYUKFrtTwfT5\nUgWPI1QocASPT06F8k6FvXFwKmRImWRMwaIDKljWAhT6VUxWe6eicHyhU0Ezx2pD6XEJUwin/cpx\nElKpHIYNu+JUyJjyBLvlVPDenYrz+ZtP6HJZ7HYpBfqcCmrFitZKhV6negrV3SVWdYzt6fOdKtQn\ngGyPskCwE37mI9/W5VSAyV65U3kzLwAlLqjsnCrsDoWYtK48yJF5FRACPgStaUoFqkABQhfrGlQA\nQulUAERVwakA8JLDxdj56ZVBJaYAhEDTObGGRUzrElzkyUV/iIHH32ynClwCK/lSTEv+nPhbshRQ\nuiBRlIQWVAhX4ogLFJyKGgwJKtScymByrB4EblA5UDWooqHHXx7YG3z4WRZ3KmxJybQFFdhw0SQ+\nUs4yVAyytf/hrceqznUqeBSc6rGkwxSlVf0BlUfasrJTGTxJUFkIqopTtaHiYw8evOmCysPUqOqG\nKqOqCtX60DVyGKoYeSBkQ4tbFfqYepuqt6DSD0lOhV0LThUCOdVHHapLqKDaSEJtp+qFisJxhXWf\nUzEWoBuq5YHVVnWnWkPPgYqDXnVzsAo5hNW4U3GKq8PvybXqVHrwecfohWqGU3lz9DmVerm+AtWS\nQ6WtquhUrNW6TFU/VNQ8SBA4TAOqrvdU7NOcSot6CvVK8OAgUqi8VNgX9TZUj/1cizovKzuV//x0\nUQe4q3OA6tc9izr4/Otc1LM9falAdVzUA6r6KwVKDhV/E1pADapNABArTuX576nakfJ9nZGxxMu3\nz1OhcZLqhfNUVy82VR9qQG18/pt/nmqlTHv5ifrHv7iyAue3cSpGFasERuULDQuM1nkqMARVmykw\nWkghgixJHCagwRQ8ShiB0XGeCnsciGKzKi8/ETEGFSKMEOIEju/sVEkqi2IprTSnnlJoO1X7ozKx\nmnvys8uoRNXkUwrtzzWcJzrV+HmqlN987Xmql09+7pJ/+/sz56lOOfpCYWl2v1I436mEVY2wrXQj\nKUeDqsGdylJOxTzhPNUwVeMflHVMjz3xlcJ8p0pSWVT9kF4m85iKaoX8KdrzWCecp2o8/Zjzj77c\nTbIaWNTP+u+PJaAqC9XAeaqJThXJyqg68TzV+TtVRtXpb9T/Y89uUhuGgSgAV5v2Ir5DN+mym0A3\nWXrThe+Q1pDStNAj9Tf9PdfTQBmj8LBlITshYMd6JNGMpF0+HMWOoJKeSVFcMvHEUKFXUuTsgKgS\nqoQqoRIvYVSyZyaHCtIrGIEbzQ5XKgmgErF7RiaBStuGErBmoBkdKqXDDvwMoaIq6UcqqSIqeEo4\n+oTGjUrAPoSqLIOoepJKqABorR2qBts5ANzIDRBuqVXDRcXLso/q9w9VVhmIyjNlNAlVFWM4tP38\nOStE5X3y+4D42yGsBo2KXRPV5ucbmnkBlK2oxCoqfSdU5GRM6KCOTqj4PbVt1wgGcjRHrUGHKxU2\nn5WqeZbNWlGJJSp9aaGtDrUpzujqtqNHwfGo0tchUbm1YagShnX4TEVVK3u3ykFUdVNEZQxrTrkt\nNESIo0dlXBpz2BMV9/rbWQ1BlXio4v/+VNXX9fll+78/sc2rjoeK662oHLvRogJNxVFpx5OVa3lQ\nJypoAgd1YTW0oPsd9Y8nO4PmgahqphyTECrWR4aKqrr//PUPjvIxzbvNLqBZEBVN7YKKHUUKxquq\n20GdSaiWtnh5fQNQEBVNeai8gzrrBiqzXZzGLQUmPVC+sQXwvM7z/L6OSmwsxkQXOcpknv0lVEtb\n6nC1vn1cgKjipur3QxOqf3bs2ARAGArCsJ2L6DTBKRxCDAnBYO8SbpkciETwQCtJ5Xt/iizw8YqL\noiNU5U6d2SX0hlEhV0sYKkVl51R+EzqaFL6ZUlSKinJu2O+dCkCuHv7ahWqLgt8bKr96Hj+fR+Vg\np25xAIRhMAzjSOgBOOkEAjvFzw2mKnoAbteSkGxkyQcCNPSpqG/eNMZomVPU1Kh+DaMqRn0ZlVP8\nvzUqKmaRkER6AtO5LA99D0SFnqNyeLhbVGHLEvPAS3eJygqsyqNyagc759OaPBCEcXt5XzdfoF+g\nxdz05rn3eil4iD2ICNLecgnSeigY6GmPFoRiKIn/W9NaP16n0B1nbYxrDqEW3izvMzpDnr3+mBlW\n4n6oDJK3aGB4gdCwZUhxWUDINSzUsaGTDgSVbe882km3ouQknlDSBSonqCNPjjOdes7VDlSIVLls\nASyX1upKf6hyqTuVnfgQQaI62YfqMyYVqi0531AxKuC6btcSTIXW9erjP1RKX7KpUkFBpO0fBVWo\nVD86/ufxysUVQcUwsFPBRoHTIpNxKgCCqe7bMgzD99XKR0+T2IEqR0oFFYFEVSZ12tEHkwJVlFSo\nsnqlwFrr8OKdSrqcKodCwTRHsz/h62LR8NHTJH7cqSKObNReqICgQqWAKstXCowU61Qek+JUAAro\nP70Egqmqz/TRIaEiIxkqMjSCKnlRl3MAd6qTZnN4U6tVKpXbDg1Avs6MgwlCz+fzy0Z1rM/4U6GS\nSj3+fgWqo6PMQsVYXsQ0qAdNEDorFoulUptcvs4MwITZ7O5x3utVx2NfOHktQoVKLlTpF/XN/FMX\ndZx5Wy/Y7K+gF1Tyz8xwpxrCYFDuoPptcjmdchgBQPm0f/Ewnkx8PNHk+8XOuawoDENh2GAvj+AT\nVJd217UP4Av0PUrEwnQK4ip0Y5tJp7VeXnMqTHKSImbhpiIY8oWe0P+Q3c8hFzj6Rh3C+y4/Tb2n\n8iVd0iWxqFNBGIaMYakSX3Hqz5embb+rK8c3h1eYypoK6aYauhfzsOaVKkgFNQbBI0Mq7qPV7mue\nU/hVaz7/815gKvtMgxDSTAUdHiF420jUKcZYvcBSIa5MzX77puXkFGS1xoAxfk9lTYUEmqnuvbVT\nfEeKRGWcn2iTFUWRUZAhGDFGn/6sqZDkwVTOM4ia3UNZVlVFKZ06RvHPzhWkQAjDQEkFv9tXePKS\n98YF00NobWw9BZc20wxjHMHLIBFK/UtlMqiXhyoDS0iUm4eYrEKRIcpkpvJQQZh52YTKQ0W8WkWq\nH6xMQuWh4gaoBVD9YPhmpopdFzEVExPvhqhC+bx2qivM77HZT0VT4x/+/uJzqE5hBhaqgR1HoEJl\ns59qbtQzleAlVBd7Z9Dbtg2G4XxAgbTuD/CwnXveH+hlh1w65LJjEKCHHRy7OwTrHCdOmi1LtiyK\n3a75u6GASVZI5hsNY7JoLRWfVxJFUjw+eMkwL8xazBwWt31XlUPVX0ojUFHgwCoUQGX7rcLx3rj8\neA2VrcTPUxmvu4WGd9ndMBuKSUEtOJWLMHh0DnW/cdJQFXJ1DZUuXO9nDaT9qLtCqOLnqVRGQzUi\nCaj843t0/4rprGJrLaiUhyk4N71QN1558lBtWT0lqGw7HlTmCUHVLOYj8gVAZYu2oTpsB6rPrUOV\nL6ShMlJKgRHS4QeuhkoNTgiqQ7Ugt5WycF9WbRHY6W/ZW1NY0aOG6fHF0/L093N5hVBVj4Kqlg8B\nlemQ6k9/lSSEyr9EVAxW/wK07nQtP8J125Z//T9qIfpifShJqJxLrYRKd+nX8uG+YWtLq93dUjBp\nO5X5u5CCSntOfajCH+l9ilC1H33Bqcy6UOmzNvygSnpw19ZUWjhVLoU8VK5SHyo1Qg0yCUKFUzmW\nVEX+bUOPW0FnMHU6h7KffWe3oQKqlrYulXF1868/oBI7/aUJlRdQxf83jZgE1NL0B1RSKUmoPFVM\nfxtJKSQM1X3RiAkVUIV6kZXaNtGEU+FUWf/Tp1e9iFSxpsKpspevXvaO51k2m83268WkSH4CVW6l\noer1rnrPDg4O5vO5g0onrLrjVCFTzaACKvV2yp5fvRhmpWalWXmOpHNQ5YHuNwMVUPV7w2z7fLvf\n3/74bJ6dK6hERBXGN0V9t+UX5lSbgQqoZv3n2fDj/GB+MBxm+/mFh8q+xHWI6/Plo2qKUAGVlDJ5\ndTmoCqOaL5DKZrezHROccB7WPFS+Q4DKCaeaF0ZVITUbDUwl8TPgqposPbwAqIBqmPUtU9djY1ZN\nf76moVJ0ARVQ7WdZvtDt7e212kXwy3MT1ux3VQAV+1QVVOPRKL++Hvy1dXNzY5oIqNhR75CAipQC\nUOFUQFX/ONvUnWo5c0AV/zhbnAqoGh9nq4VTAVWU42y1cKqTvd3Ts7dv/viqBgDSIajiH2eLU+2Z\ny8vvro7Pf/3tKPxpoGWxK0kBKtUDVHW1ay6/fVUyNZ0chzYUggRUONXKrosdY6aXvy+YuphOLqre\nME+lYzAiVa8a0QGoGhxn64VTvd57PT17YOqH08mOg0qBFJZhO6WUAvtUqstflU6mxrx9YOr7s4kz\n+hAcEdtMDiqgqq83xz+e7O5OT88+LIXKl0D1n8U+1TdfHx1NSpkVUPlPQFVfpBREJMhT6c0aUSkr\noMKpGqgGO0CFUwFVyiKlAFSkFIAKpwIqaXefCqfCqaQ+VDgVeSq3ayLqbZ+1/vdHnorpz1Lk3vqp\nDRV5qjB2IClC5Z50oMqVouWpPEPJQQVUW1px81TiSlEBI9dKFCpx9W5CZe71FTlPpdNUOpZQ3t1e\nqIvosJ4YtXTv8EJdXzHzVDr86YAqlABUgaRengqnCvNUGiodSSiUHlQiklBIT19x81R6TSoJTH9x\nhVOFkkIOLKnKqgZUoXCqjcdcgAqnAirTVDhVewIqnAqoEE4FVDgVUOFUQGWgKn6eCqhwqvbzVHqU\nABVOFSFPJeUDVDhVzDyVmMgHjAAVeSp5DKA0dSygIk+lncrCJwJUDUSeykIlvsSpmog8ldgeoIol\n8lRih9m3CNPfhkSeCqhwKqBCpBSAipQCUOFUQAVVOBVQ4VRARZ6q5Q0IoCJPVT5AFVHkqYAqvshT\nGfHfuwAVUGlttZ+ncv3V3QGogEo70Fb7eSqg4sSH+HmqakDqUHHig4mfpwIqnKphngqocKqaIvoC\nVFIpolMBFU4lpaI6FSkFpj8RibymAirWVFLzbJpR/nCPLZzNBFTsU41+shoPIkMFVJyiNTaDKFAB\nFU7loRoMBjGgAiqcyq+q3g0foJJCQIXWPu9vZPL3v7xf6J2xUBVsCFCh9c/7G5VAhVCVl92hEBHf\nrgrrZVJIYWielv5hx2x2JASBMEif9lHnZ9V19vVpkr3QaXs0graZBPYr5jAIJ1OpIMelCrFrAsed\nUXoX1aXKk+FNKpVF51HmeU12tC2VtTB0XaoU9p2ym2ukSjoWpeLfkXlWqbQ+VioJ01oqWW5VKvNA\nNvdJKpTKvgtHqcYfnl+zLdVaKplDqpYplMorlZaKR+ZpOiGV6VnzUlGWCqUif6mGzIZU9qCu/+SX\nl7qQikQqlIrIW6pvQaTahOLuc4qtS0UqFUpF5CyVsimV9KpzqWgpFUpF5CrV/aFDpPKAUqFUN4Nf\nKpypcKa6Hnz94evvcnBPhXsqB5AKN+ofA1KhVJAqGUJMHVMqVTKclQpShf/FrlPBclYqSFUPqJMK\nUh0ClKWCVH/slEEOwjAMBFFKITUP4P/vBCQcrao1DcSpVdED7I7d9D7yY13+QKofD6WKk95VsfMx\nQ6ni5AjYlRlZ0M6pK2dlLulJLmRLK1OeFDQW8apgurgs+5qAVMkpncLGCkpFo8piFSejUhe4cXUC\nrKNVXjCXbCqV9FTMYMWdkqBUCZP4C3/4sHCaYg2ostaqLqcqr0hIKnK+KsWrhlS+VURnA6kE8EWq\nAnx3vFTJXiqDLT+1UvFLBSKXis/Kqv0vFdj4UgmWoWkVKJm+dame7JlBCsMwDAT7/y9PA0UVCxFq\nKCL0YHfnsLYsHQcnJMcYY/5HKmOpjKXiGLOwsYbgjlS5VtQMuDYEYEOpDG91BGRObio+G8FXqdj7\nprJUAtUjqYiADCRSJpCn54kgs54CilzXx1LJiqFUVaSevVb0nrYaXB5LpWokVRcHVM6kOg/L2wUw\nBJSC2r0llXIolXbaxroMRt6Idk/BfanUupRK2VRb8/FnoFStA8NPCmjTpIrImjIhu+tp1Du8qBt+\n9vEzB4yxVMb//oylMpbqxc4Z7iYOA0H45mXv/f+3SCeLwnRvgl2DpRLr+66nxV7HIdF0SMw2PVF9\n/h0BEE8Cf1VUAPEk8FdFBVD18xuiAkSlxoPJjlLR08lKylaG/cCpOirR96xKCDIrt906CnuCqKT2\n06LcuIpArflF62u5GDkSlZMZzgGiukw7lfTdTuSX7vQnnOrInqh20BSicgXmnKjyM8oXPtZHfn4N\nRLWJphDVpbFAVBaAO2ZFtYemENXlytTdn1SulHT/bwnUXG19oUaLqvd7zh2GE4BTfV5ZtE613lCA\nxc83NxNgRR0QFUCtkFogKoA/lddFBRDPm39VVAD/a+oXRAU4lSRNrFNJvTH52uuj7h0jdepwJtF4\nhCIMTsFapL2car74RA5jUbkAYgrlHubf59PHpInha9A2TmVR1UoWm4vctDrufVJqSlIIImbxnu69\nUrTUSI3cBvqndt5a8pRxfCkSPRDL8BSEh3YO7JqzdftbrA2dKmtedOtx1mkPOTSXFFX7F0PkVrEI\ndZwqN2/b9uZsKI5vQlTdU5DD+wdWcw7a0KnyQC2DUIyDCR2UbErF0XLQhKhGRRVSFVWOrEgdUY1P\ngaS0bFuUW9auO1trS6fSk6LSMlF5zvS0Y9X/rHMoKueeE1VuougokxzXp21391cuS/xL65Yc44rA\nlC3y7s+zRKmNW3khYmIDh+yUqklk3U68wazGGZ8C95UNHB+1DuaWdl2nSqvJ/NySwno6+3nDfbKi\nLqnEzL4Vkt5/j6yoA/DdH+BUgFMB4FSAUwFOpV4q/gqwU0vikRWpvJCnhvNVKTj8FIWoRk9PMDEy\nZz2xqHCqToVay0iOKo3GQ1FJSlFJitKFOqlHnltUXFN1ZCVlBYzrPoL84l1ZJ2BRjWpsWms3cKpi\nPlmsEDjXmBNVpyprF7imGosqRofgXhPVnnD3pywpydIXU3L5ZJe8CMuiFcfzKgunWl/lATgVdR7A\nijpQpQA4FQBONQ/gVIBTAU61vloFcKrl1SrANdXyahXAqahWWQ1ORbXKcnCq5dUqgFOdrFoFWKcC\nVtQBcCrAqQCn+sfOHaRACANRFJy5rPffdwekcZWVYP6y6gyPjxGSHpBcqh5gqbBUWCo0dXRDuQck\n31LoAclXXxosVQS+qXD6w38qsFTvsFRYKixVHJbqFdTudxwV7Jms86hg7+drVCAqRIWoENV6BKPC\nUq3RnYsKUdXTVDAqRFXTVDQqRFVdX6MCpz9Ehaig1uY8KrjZNYMUgEEgiPn/L+8M9FSh40FkPZVs\nvhCCDI64kGrDKAEsVsRtpMqfMiqAsOJYqnyCCSCs6EqlArgklaNUQKnclMrWt1RAqeyWVJ5SlQCm\nFQ2p7LVUQKls3y4VUCrp7psKKJXUmhSWUgGlkpo7VZQKKNXrxh8XdWBRBxb1/CkjgLDiVKoRhwGg\nh3sz72oihqJ4jzhS4i4q7oiyKKAFXAqKC64oYhVwXxH9/h+A9BxzkxmeQ5hOkj4bTvNu3oTy7+/c\nd8kUi4piqMK1Z6eCcrtAPSiode01ovJcCZVR67XPafVCaZFcqgpVc2pRfdU+JVNhS5QVhO1W+7dX\nfhFUwQwVM4VuWjBURBQaVTlWCWSVUelywAmiKsGquk1ZkVihEi4lchstnCnhDVWzzQWuSqHypcqJ\nKYsrUptO1TugBK4KoHKjiqQ2A1TCiE4kq7RMi+BUzXbHXwuqelydCgpxKjpaVMV3Ki1upxJpIxVT\nRQJSHXMqYur36h8AFDL+msHjz6bKPVIRStAAUPJwqnCqYjoVPUp8ylKbVAVAtbKy9HN9fe3X8MZG\n+inRRYecso3WjJCpEjIroouYYnEqKMCpqEg8TkVY+VKF3VmnWpFSrn75+u27rNd/ZCSR/i16YKet\nyZSpvJwqIbT+X6ZCeWcq26ggLqcSkCdVEZwKUK2uvXv/4eOnhdHPlKOMLKCyxu5UeKC7UkWyqIrr\nVJZVsTuVr1FFcKolKV83Go03jbe10WWDTgXLciqtCrpueDA6ld/4g7DRiahdmakgzqAuyo0qfqZa\nklj1eq028mqZ/oGwwKkqukMADJ3JqXyuFCik78J7KhQaicepBFpIqIrhVE+3mJoae2kwqhi/Uk9V\nMC40wxMafq8+w4ZTATBup/Icf8an4t5T2ZmK9/LT45YqvlMBqvpC7dGz54uLL7Q7gSLNDU6GowpO\n2fgDYOqom4KK4Z7Kosr9r79MxFRkp+IP6iRRdcrp8TPVvKyDqcezQzPjT6b13KugqY5TChXcyfBk\nflJPfMTtVM7jr+hdDbTLMlXs8RfDqeb16Ls3K+/PzMkHD4GTDunoBiic0SmoY2Myct5TofuPP2an\n4s9UUOTxh91hpxrWcWp2ck4OyqE7d9WHBqC8U6FrntANWeXjLzRT+b37Yw7qlKnAE0Om4nAqUvj4\n6+ugUw2DqanpmRs35eDFW7e1U2FlTpUGdZyU1BmuhQ63YnKqIKqcLj/jZyquoC4gOpIYgjq/U42M\njo1duTo+ISfk5LXrOlTpZt9T0REbjTtTMVx+dmumggRt5pxOspkKefd36vSZs+fOX1A+NSQvXc6h\nRMcdX9M4jj/+TJVgF15+dmmmEqbxGxW/U2Xr6LH+/uMnTm4xpWVTRU96TcPnVCHv/pLuzlQ2Vt5U\nYaN10qlSHTh46PCRdOqVvE6GrPHHmqmiXH7Gz1RBdwpMVwr8TgWO6Fj8JYWgbynwZ6oEKrr87N5M\nJXLiH3/8TpWxtG0AMnxLgTtT2X/9UUHdmalIIsSq0Fmc6i+7ZrDCIAxEwb7//+RYqELwEahdcReL\nZAYM9TKRMrg56KiKAHhyVEBUQFQARAVEBUSllgVUZ3pYVFohKo13G1dNK4PUqus+G2wrxnpp++Ey\nApZvUfXLEJXSImuU9XmNbXnUelRnt1neP6KShlWubQY0vGSUbkpSSVTadbovqr6cbOo4KifUdVNG\nNdR11WNTwfizL7CVR+WtoqaOz1Ta6HeyfMKoOqqJytK077bx5+GnuKmjM5WG2e2oiIqo4qai8ee1\nX9NFlQ5BtVE1/SWqJu8bNXUUlSeoh+BkUa2UnFz8D4au/JPVs2+mJulkU44qRg0gbGqpjgpoyuOv\nCKCp+qiApuaMCvj0BYgK4NMOHNMAAMBACMS/5YakJn7khHMqYS55ZWZnY4F3YmYAAAAASUVORK5C\nYII=\n",
"text": "<IPython.core.display.Image at 0x395b0b0>"
},
{
"output_type": "stream",
"stream": "stdout",
"text": "---\nTake one down, pass it around, 2 Hello World on the wall.\n2 Hello World on the wall, 2 Hello world\n---\n"
},
{
"metadata": {},
"output_type": "display_data",
"png": "iVBORw0KGgoAAAANSUhEUgAAAgsAAAF/CAYAAADHBIqEAAAAAXNSR0IArs4c6QAAAAZiS0dEAP8A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\n",
"text": "<IPython.core.display.Image at 0x3b0d8d0>"
},
{
"metadata": {},
"output_type": "display_data",
"png": "iVBORw0KGgoAAAANSUhEUgAAApkAAADSCAIAAACOzUyDAAAAAXNSR0IArs4c6QAAAARnQU1BAACx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\nX/jxU6/d92Sf+3818MH/Hy8dedfogjQoAAAAAElFTkSuQmCC\n",
"text": "<IPython.core.display.Image at 0x395b0b0>"
},
{
"output_type": "stream",
"stream": "stdout",
"text": "---\nTake one down, pass it around, 1 Hello World on the wall.\n1 Hello World on the wall, 1 Hello World\n"
},
{
"metadata": {},
"output_type": "display_data",
"png": "iVBORw0KGgoAAAANSUhEUgAAApkAAADSCAIAAACOzUyDAAAAAXNSR0IArs4c6QAAAARnQU1BAACx\njwv8YQUAAAAJcEhZcwAADsMAAA7DAcdvqGQAAAAZdEVYdFNvZnR3YXJlAFBhaW50Lk5FVCB2My41\nLjg3O4BdAACS+klEQVR4Xu29d3wUR7rvPf7jfd977zlng72Oa6/X6ex6vbtnHYjGgME2NsYE22QQ\nWQSRg4RyQBFloYiyyJIQSQgkhMggkbNtwIDBRMf15r3n3n2f56nQ1T09o9EIbMkufX6fcU1PdXXP\nM42//XuqusoxIeDpkX6/HOjz896DHuza5/77HvmZk+677xEp50/v4pafPfIz1M9bIWrB7ku1cqMa\nE4/K9z5yX9uR8oM2f/Jt57Q9OpOH77sXda/UTx++t33pJy05YajM5Oo7ygpuCsq+9/30YWdh4y53\nf+jen3isHz90r9BPf/yQRfIjDwvK7g/+9MdCP3rwp64k62DBdHQ3R6SaSvvNlI0v6OG3uPdHD4Jc\nnvPd+Og/HvipoQd/+h82R2dn5Sx35wntcKnte1P+yb8/QLr/zuvf7v+JjX72439zKV7f9mR4Uz/7\nyb+hLI3QRjqcmy9ifz7sJMXuruo8/OJPHut27y9fu//pd+7/9eBHHEOm/uLtkY+88f4jwLzHnngs\nKT3ps68+80yff/aVRR7u+C1Vu/3VZ651+/ZXQl/evu1Wt768bdatW1/a6Ytbt764dZPr5s0vDN34\n4qahz2/ccNL1z28IXb/++fXrn6GumXTt2mcmfXr7mqJPP73NdfX2p6hboKtSV25dddKVK7euXLlJ\nr6xA+sSkTz65ibrMdEPq8uUbdrp++fId1aXrl+117fIlj3Tp0jUh1hTtdfHaJaaPr130VrCvrTxv\nkO3uef07UPPCtYtSyqFdfRd3X1BtyqPypxcvKDr/6UUPJfdqrv7H5z8lXXUtVsHjQ3td88Knly5c\nsxf86K4+st3+8bXLhq5f/hgkt7Ay23j9E9BFW9345NKNK650+cZV1E3UJ6hPUbe4rtz6lHTNoqu3\nr5l1/eptqz69fd2sG59+ZtVf/vbXkT6j/vtO/6VlpN/ZJrNnTryzDbamtZF9ev/173+LTU548Bc/\nh7uERzre+0Tv+5/se7+j76iHeg184Ef3/igtM+3sxQ/W7dhQsL6oYH1hvgvBR6Sigg2KNhYVkAo3\nFoOKNpYU4SuqeGNJ8cbS4k2lJdVlhjaXlTCpG12WS3lluZcoFFeXqiqqLjFEZ0KCs7KqYENhPtP6\nAtDS9flSeevySUuZcqvypHLW5uZU5cJrNqgyhymrMhuUWQHKWlKRmVGemVGRmV6+BJS2Jh2UujqN\nKWVlasoqfE1emZK0IiVxRXLiiqTFy5MSlicmLEPFL1scW5YQWxYfWxoXXRILWlQcgyqB1+io4ujI\nokWg8KKoCFBhZHhhZFhBRFhBeGh+eEh+WMjS0OC8EKagnODAnOCF2cEB2UEBWYEg/6yFTAsyA0Dz\nlwTMzwyYl+k/b8mCuUwZ8+dmzJuTjpqVPndW2tyZabNRqbNmpM6anjrLL2WmX/KMaVzTpyb6TU6c\nxrV42mTUVFTCFBQrC/kmTJGapJbjJ08CJUyGT+GVK37KpDjQZKaJpAmxvuMVjYuZZKuxMZNcaVzs\nJNBY0piYiWNiJvhEjx+1aNyoqHEjo8aChkf6DI/wGRYxGjQ0fBQJCqOHhI1ChRti223Fq4WNGswU\nOpJLbqECNMgriML7oSNdaNT7oaPeDxOCsqL3QkcxqRtlWX76XuhI0LshXMZeYaPfDxs9GBTuAxoC\nihijanD4GPYRVAO9BwplwoO+yxSCGhQyEhVsaGDwSKERA4NHDAhC9Q8czvQOaKFZbCNJVIP6XO8E\njpC79Fs4vN/CYf0Chr2tyn9oX9JbC4Y4q+8C/mlfvsvwtwOGv43tcEEZt5hE7cN29SP2Vmzpt3DE\n20L9Fo58JxA0qn8QaPSA4NEDQ3xAg0LHgt4NM4RvYWMIbh8IryFjBwaDxgwMGTMoeOwgLPDt74aO\ney90PCoM9X7YhMHhE98PA0EBy0PCJ4GGRoB8h0ZOBg2LnDw8asrwqKkjFqFGRfuNWuSHr9F+o2Om\n+0RP94mZ4RM7c0zszHFxs8bFzx6fMGfi4rkTE+f5Js2fnLxgcrL/lBT/aakLp6UF+qUF+aUHTk8P\nmp4eDJqRETIjPXhWRuisJag5meGkMNDcrAim+dmR87OjQAtyFsFrQG40Vx4WFubFSgXmxZ64cPb5\n7h0/+uTjnUf3S+06un/X0QMkWaC3x7h2HzuAOt7Idaxxt6KzF88tDA++euu6utFVec+xRpD8lL21\n6Oylc0sm+1w4uPv48jzQqRVLT69EfbBy6YeovAukiyvzLqNyrqzMuboy51PXsnwKb2EX2BF2v0Tt\nQGvnV+ZBy9D+WToWCI57fPnSc7vrhr3W/czFjwo2rTr84cnF6cn/68f//uCLP360+08dvd998Gc/\nvx9AvvvYHqK4KoZt5LpAuAnkBrk3lRRtKgFgF1eXAFwZpEs3LyurWQ5aVrNi2ZYVy1Erl2/lWgEF\n5S1s51tgI5Oo6bLA28SWl21ZLsUOWlYDR0fBaZRuhpMxVAJnSML7ADxtpuIisyx3AAUbC0F0B1DA\nxPCfx8TAv25pTlUe8D67KjerKidrLWIetAQxn7WkPBOUAZhfA8pIW5ORuiY9BRhPAsAnglYkEeAT\nQYzu8WUJccsWx8ErMj4+hkgfo8AeGB9VvCgSVBQFAsYj5gsI8/kM8+EhS4H0YcF5CPug3NCgPBAU\ngheSAnICA7JR/tkLUcD7rACuTP/5mf4c9sT7ORnzZyPs58xMI6WiZqTORqXMmglKBfzTW9riRtOT\nZ06H+4MUfFVEuyTPms6UBJrplzRzWtIM0NREQ1MSpztrcuJ0V5qSOINpMtyFLJ42afG0iQlTJ8RP\nGRfnS4CfODp6wqhF40dGjRsRCVwfMzxizLAIn6HAdSGJcyvFZR0AP0O+gWrJ8pGDw0BWhKtbXLJc\nglwtOPObfSq2W0HuxHK6PwCKI8hVig+NGAsyE53hnBOdQ51z3SA6xzmDupBKdMK55LQguoJwVyBn\nRG+G5cBdgfO+ZpwbIPcX+FcobsK5iegKy21Ij+DvK8SI/g7ifFR/xPlowrkPaGDoGCYJdVYYiDhH\nfgO5B8Ar4XwAgDyYER0+HcfEiU44J014P5wEBYI6I/oQO6ID1EcumgY4h9eR0VgYDTiPng4sB41V\ncD4pcf4kA+cBU1MWEtEZ1AOnpwHREeqA85kZIYLoAHKOcyxkRcwTOF+Qw4kOUGc49+dcjwnIiw3I\niwGon7hw5g+vAMsvqCw3Q92Mc0F0jnNJdJXll84FhAV5yHJGcfc4B5ZnTBx9oXHn8ZJMppMlWadL\nQUs+KF3yYemSc6VLLpShLpUtuUy60kKxvUDQArRzvgzbhJbPli6Bo5wqyYIjHid92LBl8KvI8ujS\nDNCmffWL01PAnT/04k8cL3S/F1Lr4MhNPhs8t5XrYgvZcU5xA+GlhEyC95blDNsrtq5aWbt6Vd2a\n1ajyNfWgClA5iZXl2/L6SssW+dZFgbcGn67eVi61atsaVB0THN2klbWrVtXCWa1aYRLeRizbuoKL\nbgvkrQC/IagpKwVthq/JXsWtAL8hwMQDuxUo3FRUgCrM31gAWrqBO/689UtBOeuQ9KCstUR6UmZl\n1hISWXl086mrifGrwMeDUuA1eVVKklDiyuTElUmLVyQlrEgETx+PWgyKWwbUj+fIL42NKY2NLo1F\nT18Sw3gfVRQNUqgfFV4IAuqjQgsiQvMjEPzM5eeHgoKXkssXCkTwB5EC/UGG3Q/wz2Li7p8Klrfs\no4D5Wf7yXgHKTAuUjcankD9gWgL3E0wL5mTYaDbeYXgk2B1qzkybBzci01Pn+KXMmpo8E+hOaJ8y\nnrgOrn00WvaxI6LGjACoRwqzHoGoln4dia6QHsvMx5twLljODDrivBmiA90NF+51Wfh1IjqZciaw\n5vh21HsE8vcZyCPQjg/lQpCrYlDn7hyILjy6QnSBc/Log6RHtxJ9xABy5/0B52aiG07d4sixshBj\nObl57svBmju78wDhvxnXFwxhZp2J+3gryEe4wTl8ZLXm5N0lxS047xc4EmRiObpzE87RizOco/8m\nnAP1CeoM554RnTt16dHBpg8OnwSyevTIqSOipoBHR5wT18Ggo0ePmQEsR5wnoDufkDh3UuI8wLlv\nEnPnAZNT8BWJjgpUoC6ITgZ91hK05kLh87IiGdEB56RFTMBy/xwT1I+fN7P8yD4L1Mmau3LngGFh\n0A2WHzh78aN5wQFXb12jT02W3cO3zr48beywc/sbDi9NAR1bmnp8aerJgtRTBamnC1I/KEj9sDDl\nXGHKBdKlopTLqOQrrgWffqJ8Cm9hF9jxIrVwvjAFGgRBy9A+HOUkHRGOe3hp6od1m97v0VWyHHAO\n7vzBXzxy33/+u+PBx/5HUkbyup3rrSxXU+jmsgQ5GXGkOJrvLSuAiAjLutWrt60Bcpdvr6xoWFvZ\nULV2x7qqnevgEOt3bWBaJwr0dqPp7e6N63fjFk+1cz20LARHwWNxwXF3rIOjC8GZoCp3rK1gahDa\nXlGxnd9k4H3GtnIp+C4gfosgCivrVjGt2sYLdHOg3BPA3cCWZUwlW8pKasqKN7OkBfQCAO8R+Yz6\niHyw+BuYvwdnnwfKWYe8z16bA8qEBD68MuRXZMJrZiWm8ZnSK5akV2SklYPSQalrKJm/Oi1pVSpn\n/8rkpJXo9SGlD/hH00+im4DF6PvB9LM7gGVCZXExZXFwH8AlUv10QwC3ApDqR2GeX6QBKBkAKQEp\n81tWswjvGyBhgDmDwggp3Ci246fsLduSjwpDwU0GE7vVgEyDVcFLw4PzIPfgQvApU154UF5YYG5I\nQE6wf3bQ/KyFc5YsmJU+b0baHIR60nSAOjPrCtHRpoNHJ4nUupniuJ0JWU445xac8/v9MEqhc5Y3\nj/PWE93iyyXOCe3sdkGk1s0UHxY5FuQK52jQFaJj1p3n3hWii9y7ynUy6BznBtHtoI5oVynOypLl\ngTIxTixXJFLuwGwz0SXFA6C+2D1wRD9VCznRObmNLLqV5QTvYXZCwGPeHjLtQaBRkGZn1nwAw7kg\nOi/jW85y8uWsJgc5JzpuJ5suPPqgULDp3KBDgcrgzo2sO8M5eHS06SzrHjF5OCTeI6egoqYwoo+M\n9vOJhWT7DHTn8Zhsn4CZdky2M5wT0TnUgehTU8GpA9eFR0ebjon3mRmhILDpsw2ih89FnBtEp5R7\n1HziOuAcoU4enVjeAchU17TTrF30Fl5R25gOouoP7rbTnvqDTLtPnj87a+G8i9c+YdW2H9wjFR6b\n+N4QXzeCCkb9Q3u2H9oLggZTRw36cHddY2bswczYw6CsuGNZccez4k5mx51GxX6YHQc6nx13ITv2\nYnbspezYy6TkOXPl4aBsuwU2wi6w44XsuHPUzge8WWwfjnI0Kw6OeDgz7mBm3Omade9266SyfOmm\nVdB3/u8P/X8OGPL28acfQ4Zc9i6znm9XaMfucGHHIZdeWrMMXCykwVcCwuvWrNkGUKxc21AFEAW+\nbti9cePuTZv2VFfv3bx5X03Nvi2bSVBg2sIK+7m2QEH51LnMdheqgTYVwSG4qvdt5tq7eRPTnmqm\njXs2WbRhz0YQ3FKwu4p1u9aj+P2B+eaA7hLW7qxiqsTbgqpKvF9hqoTvDirfDvmG8jXbIXOwZnU9\n3gdI9nPk17I0ACUAtiwv3bIMwlhaU4q8J2GvP4M9/BDIe+7yudffmI/sZwL8r89DsTuAdbnZoKps\nEOJ/bTZz/KRMpgzE/5I0yAHAHQCm+ukOQNwEYLYf0wCpyatJlAxIXJXMhSkBvCdAUUcA7w6AHgEn\nLV6RKKV+SokEG9nXwVsNlnKAkQRS8TiqgASdDijofWiJFpXERRbHhBdEwf0BoH1hTjCD+sz0eX6p\nsycnzZi0eOr4+Cng0X1iJo6KHj9y0bgRUUA4hnNT4p31r3PMGzjHTDvlzxWWA85JFncuU/eDYRcm\nt6l4u0+pz5u6tFVPD+Zb+nLpzqUp59l1bsoR3sNACPJxJAPn3JoLd27gPFx0ogui8x502ZUeOmoQ\niAz6QCaGc9l9bmvT0bgrjtzZmpNBN6hsduqmTnTZoY7IlxSH3cHlm8S5TnXMOOfYZl3pLigu0c72\nHcFY/k7wqP4KzoHoTKwfnTSG7DhKUJyILqy5QXTelS6gHjoOoE7pd8S5gDp1qFOfuiQ6evSIyfTq\ni13pRHTej4496DPGxJHiZ41n7pz6ziHfPjEJU+5Q4FAHj56MOIfcO6TcmRjOGdFZJzr1o1PiHbvP\nEefk0THfbigninl0xvIT589s3F27aU+dquo9daRtXHu3Ve/dthlVb2hf/eZ99TWgvfC6HbW3/uiH\nJ6fPn3Xh6iXcyMQ+2rcdsPovt39QYcu+7RYd+/BUypB+HzRs3p8cdiA5rJF0OAUUfiwl/HhK+KmU\n8NMpYWdTwj9MCTuXEnY+JexCSiiTekQoJ82YadkiauKOsPsHKWGnsbXwk9Ty0ZRwOMqh5PBG0oHk\n8FMbywd0fkFleUzZktMXP4JB7w544uvzrz9n49QEzo0hY5zrcmgbGkpkOY5l21yG6fStK8CLA8XL\nt1VUbq+saqhChO/aSPxGeG/ZX1vbWFfXtG1bU/22g1Lb6w+iaAsv01s3UneH8jbZGjTurNrGbXBc\nITgH1Fazthyo3XJgK0jeTLCCca8AtyB4F8LvDDbtrbYIbgs27TVuDuDeZcPuDetJ63avr9q1XrK/\ncufayh2VoIoGgD3yniF/NQit/+pV21avBNWRv69duRy1YjnwfivyXmhZ6ZYyKbT7/A6gpHhzcdHm\n4kJUUWE1Jvkxz09aCql+lu2XdwAbluaCIOe/Pg9FaX/q5s+Rol4A7Ahg9wSYHoCOf/NtgXJ/YKQK\nIHkgt4sCv5/IgDsJVSK7INMMakHccLDbDrzzSMURBrZKT8GRB0x8/IG5ID/lBbhZgZuSuOWJcB8Q\nBVAvXARGPyBXED1t7rSUWdDvDh3q4+MmC4MO/ehjGM7BfwuES5AL1+4Bzk0sV4bUWaGuEl1i3iiw\nrm6rXOOcj5Kj7Poop+w6o7iJ5QrO+YC4wRE+KDYazpCw5pLoYaNVqCPOVaJLg85T7iLrznLvXAbL\nycQ7ZdqdetmR7lbAM9fOEU4peoXfQUBcIdoubLqCc+S34LS/rRe3bOQsfxtbM3BuJTrrRyecE93B\ni3OuE7wZzhnROdcx6y49Otn0geDUnYguh8i9H0q96TLrHs6JPizClzw6DovDfHsMDYjDjnPuzgHn\n4xejIOUOUJ8Inegy8U65d8I59aanQdYduc770TOCZy2BfvQQwDl5dBwZBzhnY+IQ6mJYnIQ6Y/nB\nM0dXba2y1eradarW1K5fU7sBVF4ntG1DOZPYsv/EoYkzp5z5+EOjTt2Gim0bQZ6wnNUU2lRRv+nA\nycMJ/Xuf2rquIWLuzoi5uyLm7o6Yuy9q7v6oOY1Rcw9GzTkSNedo1JwTi2afXDTnzKI5Z1GzPyQt\nnjrVAm95LwHb4VOo88Gi2bAL7Ai7g44vwtYOR82BlqH9/VFz90XM2x0xb1fEvJ0R845WlPV74TmV\n5ZBmv/75LZXlMPJcygJ14y11CXOQkx0HkGNGHfLSYEwhv71h1wagOHhlACRwdFvTtu0Htzcc2rHj\n8M6dR3buPLqLtHvX0d2yAGVPJPZlLSiCZhXtOLLT0OGdDYd3MG03qWH74Ybth1D1h7aDtqHqUeJu\nw+nmoK62SRHdJfA7gwO1Ww9sBdVwwd1ADaiaaR/D/6aNiHxMAKAE7JH3okdAGH1I+1eWMwHswdxL\ngcsH6nOvj+xH/EOqf9uqFXAHULcCtLxuxTJQLWnrsjImTPVTf38NZvuFSuk+oKSIqbqYiSX/pajv\nv4jdE1B6wCq4S2DZAqs2sS1UH3cvMCQq85sMdqvBbzjgnoOLJx425OeuZ2I3HzDmwFaQlkBlS1Xl\nZTPRFvYpr1OVl1mVk1GZBfcH0BmRsCI5dllCVHFsWEFUYF6of07Q3Ex/NOgps6YkSZxPGo3D4sZi\n93mEHO7ObbpIv5ssO8+0O7lz6dTRXhOYCeEsM89lMug2FBf2nX/khHO0y7zTHa25WQLko6mbHO5L\nsKdcOHInlgt3blhzz3DOEu/vKlCXRBcGfSQ36PZE5/Bmo99NOBdcfyfIGPcuB8C7KBDCTV4furRZ\nJhxERLdlOWbaJcuHvgWd7vbZdasvJ5YjzvsFjQSQSymc5sAWOOdv+wuEQwHLQSRWll3pSuIdiC4G\nvRseXRL9PTPRjaw7jXU3BrrHTh8dO30M4By7z2dCvh160KkTfe4EgDo49cUAdRjovmAyar6vGO5O\nREcJogfhsDggOuF8Nh/ozjw6KROJLqF+7Pzp/+rWAehbumm1WWtKN3GVbVqzrLpc1fLNFVbV4JYV\nmyvhdffRA+On+546/4GsA9uZJFad0+wMsbB9Rc1a0EpFe481xvftcbKmsj5oOqghaPrOoOm7Q6bv\nDZkGagzxOxjqdzjU72jYtONh006FTTsd5gc6K5QwebLzPQRsge2sDqt/KszvOOkwKBTbhJb3hvjt\nCfHbHTRjZ9CMhqAZ9UEzDq8u7vtfv1ZZvkhh+f3oyyltbkh5qMww6wRySP+WbC6FEWEwug1BDo6c\ngxwy6puq91aDrwUHDBQHnw0Q3XlkF6AaBsnvOb53z/F9e0mywN66F1Smfe2EzVoFxxLavesYyXy7\nADcTcFYkBfxHbMCPNwGE/O2HtjMh+zGRUA8y0gxN9XUoSD8I3gvSk+lnqtkMwk6BzZsA8MR4me0H\nQw+jBJibR5GhJ09PKf0d4OkNVZC5J5G5R4sPyCfw18NIBcb71avqyeiLHn10/HUrpdD0I++ZyP1L\n9ht3AJD5L2P9/XYqpY3wqsq5JqvmRnx3vLfggjSDuMnYXFJYzVRsI0oUMRUYYsMP+XOSvKxUyN9U\nlLehIHdDPvRHANFT1iDR41ckRpfGc4OeE8xwPi1lNox7n8TcefRENspdDnFXEa6U6ZE2kslnK/l2\nw5cbptwFy5sD+fsucW4MoGMsN3LvzMoTyMWQN9WUm8pDOculLx/DrTkRXbXmYPSNvnPZic5wHsa7\n0q04V1PuwQzepuw6Ulzm5Klgn3u3TchbNyK8+webBVtscI7+Xkmzm1gOOEei23v04X15fn6EynJM\ntsNTaozoISiZbGdo59gGg04Jef5W/QiJDrubiS5GvA8IHstEj7epREdrDji3J3qUwHn0tJHkzgHn\n+KwaEn0mpNzHAtHxiTWA+hyRe8cOdepNn++bCA+wQdYdBURng97JoKNooDsQneEcXmlkXFbEnEwU\n2nTy6MDy33d7CeibX7WMqUC8FlQtL1jHVbhuOWr9Cqmi9SuLN9hrx6G9PlMnnPjodMmGVYpWl2xY\nDQT9mv6gULJxNZd5e+nGNSD4iBVAOw/vj32j64lNa2rn+4K2zffdPt93h7/vLv+Ju/0n7vef2Bgw\n6WDApMMLJx1dOPHEwoknUZNOK4qfOEkemh0dtsgKUBl0AndHHQQFTII29/tP2u0/aaf/pB3zJ2+f\nP3nb/Mm18ycfXJH/5m+fIZangxaBStKlL7djueD6vxwOZ8FgNxrphsPcIEsMFYA9AHLolgaQg1ut\nO1i//VC+3z0Ov9W7AKt7j+/de2Lf/pP7D5xqdNLmlD6OXtnVB07JgnOdxuqc3o43UjadOrAfVZ3c\nx+F4I1m8LZt1j2NmJftI6OT+faS9oBP7uMpnQsWSE3Aye/eA6OZgN26cUXR8z26mY3DbwQU3ATtB\npjTAzh1HheA+AMpHdjQwoftvANWj12d2n4z+iikO9tc7ZlUTs/KU1T+whWnzpqhujlciN2VO4vXw\nPxNK0MdzE49WfgOISM8EsF9XVTjO4RiXsquqSvTfi178tZDPp8F9lRU7KsqB96Q1skBGf3Wejzzg\n6Dzq1N+2Ok6crMPR2X8Nc/wM/3GjHI5RuezVuCFQbw5WblsJoi3Z/t0dnWKyjQLfbtoxK7qTo4d/\nFm8/e0F3B3uLeYW6uJGOe0bmyATDirKtILjbcFI2VBwVTSMNcdgBUxbuvYiPQlC2iwrFm8vglrSg\nujhvYwFY9iVrs1PLMxJXpcQtX7yoJBZwDkPkYGTc3CUBM9Pm+iXPmrzYD0bDwWPrPvDQGj6xNmZE\nhHTnNtacP6HOcC6ITr3gsqecCoYpV3w51gfWWpy3zVuguMQz1Te5cyArVlDqMDtOqXULyMGXe85y\nyrErEjjHlm1Zzt25IDrHeajoPqdOdAuwnd5CBYuI6+6EzHbaCwajMeFHJq4Ld05mmufqBc6NLDoD\nOce51aAjyDnLAxnL0ZSDGMuh75yJ4dxzojOEk0fH59yciQ7GnUa/2xIdn2fD8XHMoIusOz6PDmPi\noiYPWzR5ODyGDjiHx9UE0UfDmDjAORNCnT+GztLvOD5uMYx4R5yDU2c4Z0QHnEuDzh9dox50YDnZ\ndJ54Z0QHnDOWg+eeGDFrUsRsVPhs38g5vhGo4eMwQe1GI8b7+S3ynx7t78dE5fzKslcH9qndu316\ndIBJMQHQ1E36g8KMmIAZsQuZTNtjF86KC5wZywXlwrXLFz7+oz05SfkvP1v08rPF3Z4t6/brFd1+\nvarbr8q7/2pt9//c0P3pzT2erun5TF3PZxp6PrOz5zO7zYp8p688BDs6bFHr7KId66kFaGdjj2fW\nd39mbXdoH47y62Xdni3thseFo9dFBnS5939ABzlSnEBuZbky4wpNt0IstwU52whPnUE3OQM5CIaj\ny9Q6ZKeBZA2HC6bf45i+ZjfwUoK86XSTk2pS+zh6Z9c0nd4iCgebzjipas49jt4pO5oaTzc17kzt\nTWzkb9fKjxobTzceAPE7BhXtB/afPLC/YjawvJQz3gp4pLsiQvtew+I7YX7XUcg3GKl+4rpEO+Xw\nDzdUZPSAE526EqG+Og1g1T1mCzPurPN+K2hl6iuOWVk1B7KA5ZPK0LsvT+7mcHSL2AhD9pT8PPXK\nb9gQ/rLj5bANG9cD2ovHOxzjU5mPJ1UB4Hevw9ddVWulaNw+9dZzEeMr8+ODE3dgJn/xNDjHMYsb\nytdUBnbuEZgLmN9enjAVyBqYyy3+GgR/j8Cc+sWjHQ6fPDT9aP23K5I1cWPewh6OznF5vBCbx/oF\nrMKbiS4Ly2l7+cLO+Jt2CSindAJ95F++egXcTPAeBNaPYNLyulXLc0c77vGJ5cMLcJABdi7kjHLc\nMzpGZh2ox4HGHzCtgsEHkCeA6xwMOnPn6ZWZyavTF69Mhu5zGBMXmh+5MDdkQVbg7IwFM1LnTKGh\ncONifdGam1nO8u00w4xFpsfVmEEn4gLCpWSCndLsESDOfvcst4M0a9w52U445xKfckfOs+uYYDd6\nyp1MudWXe8NyFzjHMXE83+6O6MhdGAPvBGbTFgZmUx24RQgZBRroJLadQV0S3ZxpbznOrSAfYYBc\nUNwJ5z79Q0DCpjt5dLLyPpLfrPwOIzpBXWbdsYCpeCvR2bPpXDTVDIx4ZyPjcKB75KShMKvMIhR2\nnwuij4qdzoQD3WFYHJp1enQNoJ4wBzQhAXEOiXcL0XGgu0y5w0B3GusOKXew6TPp0TVy6sh16k2P\nOHruFLAc3POYEL8xwX7sdWyw37jQ6eNCpnvSvY3sD6c7AMK/b/ic3DXFr/R7rWb3Nng7OXKuonnQ\n4FX6c74/kNunRs6fGmXS0ooy/5//z92ZCbkdnszv8FRBx6eKOz5V1vHJ5R2fWN35iYrOv1zX+Reb\nuvyiuusvtnZ9vL7r4w1dH9+pKOLtN+Vx2VHYCcB2WW0H7VjX9XFoobrr4+u7PF7V+fGKztA+HOXJ\nko5PFXXE48LRt4bN6/Tj/4eznEAuWP5jGPuGvtwygRo9OmWwnM/gRuPdYMQ1wBvGY4OTYyCn8eqQ\nXWemvA4yz5CU3nGkEFg+oxxNOfjjA6cOAIabTh80BMDGtxLhVMipAZAfdGb56RXAYUA+shzhjX+z\n1iLalwXc4+iTWn0aQY4sN6y/2amDZa9AA89YznVi/z5u1gXa0cRzqCPLUSa/zpP2PHVv4Fx00u9A\np8566GvjgeRTV26vP4xD/OoObmMClitD8HJ8HQ7fMuhiN1hevS9zosMxsVTk4VlfO2qjYDkNryua\nAAY+DWw6G3gPaXkUY/k6ZLni15HlBs5pCJ5UwViHY2wi9tCTfWfd80vHIOB5V/1SYvPS1dsXA2N9\nlipd+HAHYPToV8BNAEnWlwW1Gi+v3p6IxMZmy1fj4eDvHp+la1ZtXxOPdxILc4xuAtZZYOkvIK4T\ny+Mk4xmtieUq4GEjPkEgqsHb0i3L4XkBSNpDXz70wcPgvhS05qkwZj6qJDasMCpoaZjoOIdxcDN9\nE/3Gx/NBcNhrLny5ZLktzo1kO0Ja4txksnkeHkHONTjC1pQbZt1zllvpHiEduQB55BjIojfHcvsE\nO3Pn7/NMO/nylllzGhCHMhGd0R2tuZn0KvWxAtZxEttOFOcIDx01EDXaEH3EcR4CqW+Oc9lxboyA\nI4Muk+2yp1x157wHXQ59547cCnK1y9xURpZzqYl37sUR2FyIcGbQCecq0SXU+wfBpxLwLOs+BiaV\nM491Zw+wTRwcMXEIThWHwvHtjOjR3KND1n1UzHRw6vCKNh0fXcOH0QHq2JseT1l3M9HZhHEgNiyO\nTy9DOEeW45xx8IpE5zZ9SRix/MXi9SsJ4dNRIfQaPANeAXhfuv2DCpPC54B8w+dOCp/rGzEPlLum\nBFm+p35yxDzQlMj5UlD/ots/qDB1kT8qagEvLPJHlj/6v/ZkLV7a8emCjk8Xdnq6pPMzyzo/s7zz\n06u7PF3Z5cl1XZ+ofvmJzd1+Wdvtl/Xdnmjo9sROoYh+b6kHtZThU1ZzR7cnYMdt3Z7Y2u2J6m5P\nrH/5iaouT1R0eRLah6OUdn6muPMzhZ2eKej4TG34vE4/+X+R5QLkUTzHLlgup0Ljs6HhFCjIcrUT\nnU3ohqYchrzVrWIgh0e34TkuYnnNlv003u3gdrCkO44Sy+dDBpv+/JcDuQ+ePbQl7zWR2n0tdeeh\ng2e2pr0JCN9y8CwVcrccOnvo4O50WcnRJ60Gtpw9tAKZnVZz5uByKASkpb7pcASsaDqzRRTAylNZ\nZLSZa6/Oec3RZ/YsyMk7ZpWthfuBWWWUhy/z5+fV641eDhPg923M7uV4Y+aMN3hDr2Zu3HO8ZIYD\n7ktYWn5P8XyHY34xWXbMxosuee7RmUFvAK0CwzttKQ6yo152PrZuW+5sh2N2Lh9Jt3yKo3f0qkYY\nTp8NUJ+EUN+yeT/m2yeVMaLzzvUMOINXu70sv9+M9A3FyPIJsJ3+xhez8fMloa/KSi+HrEOuFy3u\n6ug5blxPtr0rbDRc+66qZD+Hwy+Z0vIEeOqJz4/v4ugRnM8AXxnUxTEmsaGioiERCT+NcRe+XBJW\nRovfRRyyS9Ba2FIQ1MPRJb6gokEWKisqoBHx1xNbhn0TIUI9g5Y2VEDhHr+gwB7wmrimAe8AqADU\nR4svG19YDsP+1+TGdHb08BkN2+8ZEw8OHl7puf940UHQqXtnBDzHP94EZMMu3X1GQ2aE/jrH5Cyv\njRvhuGf4Em7NA8c57hm7MGl1avzypOjSuIiiRcByGNY+NzOADYKD585hTDvNDSdGwNGEr1xQVmXy\n6KLvXOBcGHRl4JsCciA6spyJWXnp14HEIveuuG203dyUk60f7EJspJs63m0oDst3CXIcxM4kZnW1\nZNfNLIe+c2K5s9TB7dBxTn3nguIGzm2JbuG3Dc4NeEuKw60AgZwoPih0tEUc6hLnztachsIpj56r\nRHc3lP1tAD8b8sZS68EguFcwkuoyu24UeCe6SnR4OA0Ht6vkJqJDot6guFpWPXr/oDHvBDKiy5Hw\nbEYa6koPG89E49tJkeDOfYdGgSDfPhXy7cyjQ9adJ95h8lciOn8YHRPv9kTHTnTT8+g0LA6fR+cT\nxgmcC6Ijy0/+7uUXSzasGRc6c3zYrHGhsyaEzRaaBeT71O0fVJgStWBKJAkKUYjhvIplPQb02bK3\nAd76LQrgil7oF4259HNu/6DC9JhAphlCBWtXLIAce15KQffnCnr+prjnb0p6/mb5q8+t6vVcea/n\nKns9t77Xc9W9nqvp9dzW156rf+3Zhtef3SmkHhG9+IB+li2s5o7Xf1P/+m/qXsMWoKmNvZ5bRy2v\n7vXcyl7PwbFKej5X3BOO/ty2mIBO9/5PyXIAuTuWM5yzic0lzhHk1aXwlvWUw9PkUK7YvpYRHR4i\nr8ax65A6hiFv9Tjk7WjhDMTlTGDngUo01am7Dh1aN/cex9yVZw8fOnt4a97rjj7pW87Wpr/peC13\n6yGjsBIq0Raohp86AlYC4OkmYM6KsysxpZ67pYbeLt+VBv+ZXYU5eWR8n9TNaPebagDhjtnLTjdt\nxgIY+mq07HgayHLsfYcCZN1PbsKud7NZ35gFdHf0ytoIXQNU7pW0fe/GrFcdrydtQJYD119NrDf6\n16VTZz3rO0DUg16Z0dPxWnwFJdtVlufNhlPLo1Fyqxf1drySuhpsumT5ZuhBL0OUL9m/eRkk23tF\nLMOBcksmYtZ908aNES87uoVv3LQBPDqyHG4x0qErPQ1JH1YMhelUoJR78WJA//jUXeuKgeXA8MXF\nVbuKQ4Dofqnk3VOhvx3//FIMB8/y8GuDuzi6Bq3lne5IXMA2kj6ZMD42Eeqgm+8aDHWYrYfu+Z1r\n8+PhpiE4f0dhUE9geWGFUcAdu+IWaLMgsCegOhnKS+Em4B7YNwk+BfbnsbeVgfCfMfmYJGCwz8PO\n/vLcWNycsJ0KUD92KSbnGcvr1+QArTnUcwOA2VReKeb2wU8B4ZjtL8+Ngd27+K9elR7VyfHK/BTs\nNQ9/z/Hi5HxIs6clrEiCNHtEUTRMRwOz287LDJidMW86PnEOc8hMhQlkaD44eNYcJ4NzL/kwutWd\nS3LzvLrhyKU1VwqUdVfk0rWbq6nktqE4jF1vDuSC5TjKXQxitybYPcU5+XUaBEfj4KToMXSF6yPt\nic69NeEZOc19vLDgBsXJyjuBPGz0IFXco0tr7pRmV59VM6CuEN15KPvCYayznECOLFdBPgCz6IZs\niA7d5zgsziA6Jt55Nzmm07kRR5wzje4XaKBd9ejvBPm8EziaSUwiS4l3wDnNGovTwbKJYGEK2Ah0\n54MjJg2O9B0Cs8oAzqOmDCODTh4dcU65d4ZzP2bQ0aOrROePpMthcQtgtjhItuP0MjjDzEKQ6tHB\nnUuDfgRZ/sKK6irfyAUTIxZMivSfFLlgcqQ/Ksp/+ITm+ssnTvOLCfaLDcbXmODpsaCQgqqVvQb1\nrd23c0ZsKGhmnFB8mI8f3h+40Ri/2bMTIuYIQRlUvG7Ngifv3VuUUfxWx5K+ncr6dlzet+Oqvh1X\n9+1Y2bfjunc6rO//YnX/F7f0f3HbwBfrB77YMPDFnQNf2ImvL0a8P1AeDsq2W2DjDtoRtLX/izX9\nX9zU/8X177xY1a9DBR1lZd9Oy/G4neDo9YvDu/zsP9yyHCYlleILlijrlFAPOsM2YzkUYGY05suR\n5XtUltPw9aNFwPIZ5fvABB84tQwAPGfdoZWB3A0LpwVcd2K5wnvEOX976BCZ9dkB0NJrcFtwELc7\nevchomNOfgV8gFDnXfLL4S0k4ZHlfWDQHOXeOctx6FyvrE3Qg46ZdqfEO/ny5I18xFwpd+T1Sa8C\nwrfv3VM+w/F64nrsPmfavWsN8JP99YzfZvSaV0JnObIcc+zclB+iTHsTptmxy7wm+hXH5GwYCoej\n4bKVsW8wFI6eaN8Y2Q0RXr2pdKLj1YhSSLMjy7G/HIfFkS9Pg45z7DvHcuruNOhCH1cketCJ1uMK\nmS8PLaLcuyhX8Tw88+VA5XViAhwEuWNMgZgaD/ktuZ6M3C5A3jOujy1cm4S7q3/AZieWA+/vGYe8\nZ+JvKyvQ8d8zZhreFoChL8fbAkeXngzwwHJIA3Cow8C9NQ2Qk79nzFJiOfblo0dfxVmO/O4ck8en\n51PMOtuCLOfd/7BXIuTlR+euKls5v4Oj0+xlxXlpQxwvT1+EXeaC5cXA8giV5fBwmonlNLFrs0Kc\n8+lllEndmUF3KSu8LSy3dd6ijuG8hf+GXDqTmKIVk+pgx82OHKbBsYhN/YYyllox+3IY0G6MacdM\nu0i227tzkYG34tytU7fYd2a1W8ZyE8h9GNTJmnvKctaPjoTmj5kpQ9zVWWVYGdLyziAPHT0g1EcR\nH/tmhXrw6HdIrBMdhThHzAsXPgoQThTnshC9H1AfKtCc8ArRxcwz6M7HDQpDgTV/L5xwDtacZoij\n7nNJdPDoCHXiOj6JzsbHGUQXnejYjy470em5NXx0Dd35Al+aBZay7pLoQejRKetOOA8Blv+hZ8dV\nm9fPjA/3iw3xiw2F1+mxoaAZsWEz4rhmxUcYSoicnRA5Z3HkHHyNElo0ZzFqbuKikg0Vvd/rX39g\n77zEaKn5STGo5FiTkoy3C5JjQf4psQEpcVL+KXGgsk1Vgf/50P7lucuG9Fo+pNfKIb1XD+ldOaxX\n5fBe64f33jiiV/WIXltG9Kob3at+9Ks7R/fY6dNjt0/3vagettpj3g5vYRcQ7A7aOqpXDbW5fkSv\ndcN7Vw7vXTGs96ohveG4K0f0achK6PbAfR6x3LnjHPvOxVA4nB+mZjl0NzKuQ5oU+8t3b0CWKzl2\n6cuB5ftO7D9wGlk+u+rQioWQHl8JCXMQWG3SVvLlRo6dIA3+G+ug2NszPBuP0OiTCpn2gwRv9ha9\nuGT5GTa8jrMcc+w0AB467AXL0YsDy3mXOWf5vn0n9+0FoRd/1fEGs+DMhWOv/57jGxJfd7yaWbwY\nXzcYveb8QXlw5CK1TqYcx77VxvH+cnpsXfSX87FvW5tqV6bAqLdsMaYd+8sho86mq2NPrG3aWxbx\nquPlpIxwfC1FfrOxb+uN/nI+9q2IxsEJeIte8xRieVUhsjykkHrQWbkAJq2D3nQ2Pm5nChK6ELas\nraxiIDf3pqPVZlvQQI8trKzYCcLymELKk3PXLvcqIF9egMl2VkB4A55FBfYWu+eXQl6d7oIw007w\ntrxFlhPIId+OLIfeesqxw0C8Nas4y33it+XCyPnOMbm8Wx1ZbuTYJcvZLsBy6E6H0fhlWzNnd3N0\niIj0e9nxQkhCegWxfCXz5YuCwZfnhczLCpiVMZ89aA5Ppllz7DY4B8aPGY6unQl5L4lumbzdGdKt\n2CKZrRYQ24LcjN8Kwp35rW7hLMfd5SIrbljOO84Z0Q2u2yXeDYMunTo3606Jd+dUPMucu/flIzny\nWYLdNctFr7niy4OV2WOc+tHNRDfP/0rd5CLBPgJMOaXWMbs+wApyhLqzNWcUF8Id3wHhFhr9Lqw5\nULwfSCG68hbMOvr1txeOBJwbROed6GK+d5pehlg+ARWBQoOOyXaU8Oi+MModRsYxorMn0flscbIT\nHSeMwxlmJM5plDtNL0NrtADOkeuEc0Z0nnIXRD/y0cnOb/Wo2FIdmpU8Nyl6blIMvM5Ljpmfwim7\nICUOlYoKSEvgSk8ISE9YmL4YFJieCAriSgpKT1q+ecObQ9/beagxOCMZtYQrZEkKKtOq0MwUprCs\nNKZwRfB21ZbqwOd+ebC8pHziuxUT362cBHpvve+7G33frfZ9t2bKoLppg+qnDdoxbcDO6QP2zBiw\nd0b/vTP7H+AacGCmVfvNW+DtXtAM3B3UQK1Bm9AytA8HAsERQetmjqkvynn76ceA5ZBaZ13mTjl2\nZsrVBcTEcqIy2Q7YhtG/8MwPA7noL6+CAh/7dkCMfZP95eVIx/0nyyC7PXtt00Ecjo7uGUa3CW2h\n/nIY8oa93VQgSGNfuOgC52XKosNfwIrGM2LUm8yfn24sw09nldFQdp5FP3VgEz7Mlrzp5H54Ik6M\nfdtXsgBqwsNp+/ZuT8Z8umNGMYx3A8NND6etz8QOZxiBD557HZanF1Kn+M7VzIH6FR6FSW9Q7Jk0\n+VgaG7tOs9DQzDMH67FrHMau1+AMdJBIz57VfdHmrVmz4DTlwPXN1fsZvCGLzh9Fw6fRIIXOZpbF\nAW7wB56b3Pb6sK7U4Y2ump5JS2YD3AoRx0k7mUuGAo5uK8BubCQo9mcLHlM5SLCZ4IpuGPq5Wb+4\nY0x+eXmDFLK2S3y+eLCN+ssp+824i+V85K/YyD7KF3vJAlZmXeCrG/ICqDt8NZTZgHn6CN82lCfg\noHo44lLjU8iWb4cBcaspi+4TV0+d3z0CstlANj72bSU+TQfj3epWLl/l3wlbpHIuUBtHxmVFQ479\nntF58JQd7X6PT0ztcnhuvnDJcDr8kMCqHJhaDuasjYOnzMviIoqB5dhfTiyHWV2xv3xCAnssTekv\nN1jOEY5rsShCqHOuG0Q3Zm43z+juDHIz+21p7bTRFt4usD0clnk1y+TOhS+XOXbw+gznCt2ZO3cy\n6CrUxWPotn5dJN7NuXc1Dx82ahATZeM9YrnaWd6cL+8fwlgOADZkeQydEubmiWVEHp4y6lbhMDra\nBYhux3LVlxvPqslR7qyAkBZPsvWjt4Y7NxOdVnNBwCPFqSDK+FYMmhvTn80ch2u6cHcuDPpEC9FZ\n1p060WkdVZ54F53owHLZiR5HA90J50T0ueMT504AnCfNx4lgAecwrzt1ogPXac44TLlLotc0bh82\nY9yE2VNWbt0YU5QdnJ0SlJnElZUSTArNSg3NkUoLy00PNykjPDcjIm9JRB57XVKxreadkcP3HD0c\nmbckammWqkX5WVwF2YsURRfkMMUU5DLFFhqqaqgLfeGZw+tXrp89dv2csRvn+FTP9amZ67N1/pht\n88fULxiz03/Mbn+fvQt99gf6NAaNbgwadShoxGFDIw8HNaPGoJGw4/7A0XsDffb4++xEYcvQ/ta5\nY6pBCyZsCZkBffa5CTH+g95iLJc4p+fLf+y4n8axC5CzBcXlkqC4Fogc0w7jfnEcux3LYZ4T8JGb\n92/ZQg+X4zNpfBw7PpC27yQ+Ag4Z76azB5eDNZd/AOmzEuGycLCJesH5H9rupiYmuhWYVdXEWM76\nwmetpefQUPiEuvjrldyAY9wYyzeegnT6vr0V8vnyjYliaNuM+dgVACzfrbL89VfFALJXF9fLR8wL\nETTzCvkj5pziDQ1HBMJZOt0YtY5Tx6xOFQOu8Fyz4YHyTGR5JnaK94pcJuaN2bg3A7PkxfCwmRAO\nZAN+p2Gv9vQ0+aQZpcSxk7uS8Zv1cFOnNZSZFRZ/XQKB0A0V2C3dA3qdywGlVA5cuiMfOq3ln08+\nfkQPp6l/YxZXBHZmj6s1rCHhyHNWWS2bdpyGg9eA5Z3jlyqF8tUV7Kkz+usJT76J59mWQpM4fJ09\n4ZYbi9CVb1dvzwXwy6+DT6nVE5h7BGTBA2mc1jBkHR45y5rPI33PyMliHDuyHKC+KhN26d4ZGY9/\nneevXlG6dTnMS1NYHTkYjjc+lGaMSU9cTY+Yl8aGFbFx7IE0Y8xcWLLdN3EajGOH6dlx7NsiXOzc\ngm3TW1hgja2xJmQlusi9W5dZs6y6xtPjLige6TNUSHhuab6FBXeitYD3uOEw6Q3TIiG+ReTbJcvB\nmivu3LLAuTIfnAdcD/d5D2UdIvduuOrRqQxbzBsZzjnLXVtznoHnA9/gJsBizS05djGI3S3LjbHu\nDOrOMqaQI+TzCmzgG+BcTbBDWbLcHuSM3CT+hDpuYWKAR5tuGPS3aWU2EK27Cq+IcNj4tmHf6QE2\nnPIdO84HAM5xMfXx74ZzkUEHoqOYR0ecI9FpZBzKSnQcGUed6PjoWtxMfB49fvZYmFgG5n9NJKKL\nlDtO6s4WayGcUz86J3rCqszNu+ue79Fx1LRx6+o21x/av2X/ri0Hdm3l2r21kau2aQ9THWov10Es\nbDu4z6LBE3wuXrtaf3A/0/ZDFh3YfujA9sNWNRxuZNohdaRxBym2y3PnDu87vKbw6JrCY2sKj5cX\ngE6WF5wqLzxdifqwKh90rir/POlC1VJF8LZ5wV6wO2vng7X52Gx5IbR/nKlqWf3KwiWLQt9+7pnt\njbtLaiqYI2c453PFcJYjwkmw9DhJTbYzCw68hxU/YcY3KOMzaXX8mTToMocR1Jv2bMLVU2Dq1iZ6\nLO3wDmAe2Fl4aBsmbIGENpCVPTYmJRgsYGyaSYay4maZZoPh08JAs/v3SbFnx+m5MlVsbjj+dBk9\nKW4MWGOzwRwj0eC1tThmLWEtTQnHJ4HBtDkAOx885NSVMJANblZoHhgx7auY8JVP+sYeOaOZ3mlC\nGJrxDc03PS9OT5eVYdo8EdPmbPJ2wHYVe0AcDLdcuwWfIsMuapn0LscnwlnOWU7vuoY9FYYsND3D\nDY+A47PaNPsb+lEQeyu1sn6V0GqjjJW50OxOiaNJYIyNoiyfE2Pt20p5low9KY5a2VLBxLRMND3t\nchSbNIYtS+NS8CmfWyZjUSdH9wWZbN9aAPkyBPlmGMQe8b7jnvdSstMq0ZTj8+XLEiJLomH5V5jM\ndX72wtlL5k9Pmz01efqkRJj6zXcMG8fuiuWw3UkIdcF1btPFuDmee5dJeACzK3gTs831Ldh2eqtS\nHAbrSWArBdioSoW6NOisyxwz7SrRLW/F4DhcGtUkY6yckXsXGXiCug3XXZGeqNw8zpHlQHoxXM6G\n5aaxb25NOVh2KcvcMvwt0RqF7ZgZz0EuMu0S55h1Fzl2K8sFsAXCJcv5wHhBdGHTWYIdmM0Q3pfW\nUEcFQpmgjsinPng220zoGBAbBMc7zgXOgesK0THr/j7DOaGdDLoLj84fRqfpZdhscZLoOK87TuoO\nTp0tjs5WU6XBcThVHHj0RaWptY07RsyZ2OXtV5/r+jzot11fAMGYOKEX4bk10ktS/9XtJZjIXVFH\nWAf9D935a5fe3bv07sHU9TVb9Xz5dVu9+vLrZr3x6stvvDrmmYf6P8k14KmHBjz98KCnHxn0zM/f\n/c+fv/erR9979hfvP/v44N88Pvi5J4b89olhv31y2O+eIj09/HdPwyvX73lhyO+eHgoblbewZfDv\nnnr/t0+999yT7/7miUHPPj7w2ccH/OoX/f/zsX7PPPr204+Axv3XUzFD3tpzrCl/4wo5S4wyjv0n\njvsfZb7coLgF5AB1gDd7IA1X766Byb1xYTT2iHl5fTnMxA5PNgOWNu6t5qPZYSUVmPEUcH6EcH58\nD5t5zXiwW33Im3qppfYpZXW7ZDN2Y/OJ20yztwpUGxO3MWYLTrOUOM+K89w4n6SdG2sapLa9PB3G\nrMWV41ytfJZW6uquw8leeseshjFrTeoaLThyrQbEJnHjE7VCzpyRmy+7YszPCrRWJmcVj33zJ8HY\nhKzqbKzoU2nQFgJY8FKdbQ3KyDkwpgx4bCZ2lHVO1mW1y0AwUSsvQNki0xyuZWVbpcS87pZJXj15\n63wUOgegaenWMvcq2VrGBZPIboHpXUuYiki0igzJeW5X+RHM/0pzwaZGdHC8MjdVtAB7FVQXwQzw\n8WEvOrr6wag3MOWLVyXHLk+Ah8vDi6Igwe6fC7Oyw7JpsMA5LITqBwl2XAU1doJPzPhR0WP50ubM\ndjvxe1T0ONBIkPKRCnUcBi/F1kf3VILZUWOGgXgXuDuQW4BtvI0eP8JZi8ZLoptxzonOuG6iux3X\nzUQ3/LqV6BE+7zFxrouCSNGLj7hHN+OcOs6Z1CfR+Ub5TJrVmrOBb2Lsm4nlYiI52qiCHMus/9sq\neE7d1Ufm7cBvlm8f3d8Fy8l221NcbBdmXfHoAudIbsR5AGc5IzpgnjrdfUA0pI5WYwsdOyAMrbmC\n8wnvRqBHB5y/q/SjvxduEJ09ukY2nY+MYwPiaEycmFtGTBXHPTpMLMNxDol35tRp4TVIuSfxlPuU\nlIUJK7PqDu06/OGJwx9xQT866txJeGiNdIrp2LnTMFWcFCzNYujCmeOKTlw4a9HJjz+w1amPPzj1\n8YenLlp1+uKHQh9BTlu+ZTVt31o+cmqBtWPWpY9Ou5FT/bKtldhNrkz6xn35/c4s5wl2YdOlX2fb\nEee4WjngHFcrr1sFD/nAql+wKHgVLE9OmXZYUAQsKc7kyieAI6IfhclcEeqGTuzZAzIGhMuR4cYQ\ncXVGVdPD3NxYCz8tLDUbgCbFZ1fFyVvowTCUkQan2dRhsTWcv4Ve69hELpgVp2e+ub3Gceb48LfD\n8UpUtaA1+Ww5Tm3jPnTbxpSrykyrfEJ1Nk8LXzQF8t5sThUciS3ds7CtcpUUmMcU/jpBQhgZzET4\nNNZJ21IKkCvZUkKvbFZzATxYNq3GrM1FsJBaUU2RkFMFqM+WWXNSEe4rhdXciY5bWFMEspxDodjO\nPlUPVLC5yEaw4Ft1ISi/ugC1qWApaGN+HpNY9g3mbgPJt1iQdWB92I0FiWEvObrNShIruOBcb+tD\n38XwvuC7FFPrMBk7zfgWHV4UGUQgn5fpjz3labOnJE/3TZw6IQES7BN9YiawZ9JAzhYctjCKO0vl\nOoe68OsG1Dmbnblu8FutLMsIdZXreJcgOsKl844eJ8k9ElILXBNGRk8YGSMEZUZ3QfRhUeMMokeJ\nx83lc+dKYUjkWJNxtxp0k193JrrdljFso4Q9S7lznBsGXcm6S7Srz7BBLzt2t/NMuwS5wXLRX04g\nVyZ2JZazKWVcURw/JTwbM894gnaD5TDAzbDmbkFucuTA77eB+uTOoUA5dkqqozXnjhw3Unc7+HJu\nzUPGAMv7oy8nax42DjQonAQj29GgA8iR6IPoGXQ+Mg7Rzh5dY7l3xDlxXQyLY0+ix2Kync8Wx1Pu\n1IlO07mjaI0WEhKd1kfnRIelVIHo0Ik+jV5prHswaCafW0auusYXaIGV0WEpdLYaOgjWQafV0GNQ\neTEL82KZApfGgYKWxoOCYZ5LVEJIweKQQq7QwsSwoiRQeHEyU0RJiqrI0lRFaVguAVGdYhS8NZVp\nI9uuKC2yJC1KVWlaFFd6FFC5LIOUHiUkt8BGju1SrMmT6gRyzK4zopdSjl2w/Atw27j6hdmdO7/F\nZbbRmuNqp7AmB1hzyNziOmnbK+BZI3CcMJkrLQOKS6WxudlZyh387vbD27dDptoi2CgkQWsq8IlW\n2FJmJHVRE14WU6oBjKX4PKkSybX06BdLekskb968HyUT4DSAHJcxZSubmZc128DT4GIJcxgKzlYy\nhRFktLIZrnFCy5zQ41J8DVOchJwtYMqXMGGrlqHXpBVLwWUKNMJapUzKiqV8ebGlm/JBBLCloNwN\neaAcKbZ06XpYvDzHoqyq7KyqHHxdJ5WTvZ6kVFY+FdVwR4ugHdI6LnMLbCPsToX1bsVbUM9KKcPi\n61VZTEuY1mZmgCqXpJMgJY6qyEDBKuxSuAW2o1hNs/iKq7CaampFevKaNEiqI8WXxS8qjUE7XhC+\ncGnIguzAeVn+szPmYnY9ZcbkxGkTwZTH+46Ng7XMx4+OGTcaaT12JIjZbrDpXPYgV9GOUEfxfYVZ\nB/QqTp2xWeDZ/BFCGvYaDuLA5jvyXXBHCXKoSVl0PKLkNxViJowyaeIoWKadQT16AqM+M+gqzqHl\noRY549xlvt2Cc45qJ4rDdhQ4e1YwiB7uIzvRJdFlLt1NAVguPuWOnPtyfCwNn023LrgiTLkktMsC\nA7lF+Ci5O7OO/CaE02B1z1gu+8sNRz6SURwlCn1hLD25c0Z3lmAXA+jQnYM1pzQ7dpmDBoaNHRg+\nHsRwjminx9UGIc7ZW4A6DXdnD7BB4h2cOqJdEF08ujYiZhqIzxaHUMeUOwyL84mfxRLvJJgtbi5k\n3RnOOdETEerUj05Zd5KfIDpO6k5Ex+ncaeZXsYIqLs0iiY6roXuOc8FyBnVGdGeQR5RyrpuJbsW5\nZDmjuCrCuRPIGdSR5YRn4DcVTDgXb5HlCs4R4SrFEecZdixvDuSYe4fhb7R0JnRSssXLcXZMcOfb\nYHkumBdsLRh0cKK41Aql3CHVDDYd2Imdx+h0YTi3KiNZjaB11gHYESVXIrEsNG5QeR+uMi7FFiJD\nu0yOWSxHRsPK5Hqju+A8ecYblieRK5TwuU7hsSuam0zkvYHQ0DNNz0GJyUThi8PwK0I1xIF34grT\njC6ZlhOFhUTZsl2w+id6SrSVYBzXL81bn5fLAQwMzgYBCDMRY9lL1gK9YM1vthD4EhBgjCmtkgBW\nkc5VnpZKSlmTKpW8JhW1OiV5DVMySb5lBaqDYp8qWp2czJWCjRjtuGqBtePi0/LUZCnjoJbK/G3S\nmmSpxNXJXKuSFq9KBCWsTIxHLY5fwZQQB1rOFb98MRd+lAiC+raCfWGvmLI4QHhkySLw4iEF4YFL\nQ2CwG1B8zpL5M9Jns25yyK5PXDxlfILvuPhJY+Mm+MSOB1+O1pybb0ZxM8IB9k4aFWPFvAp16dRt\nbTdtpE53JylER34DzhVHLkAOKQQLywXFR0P3v1mS6CacOxHdCnUiurM1txsWZ+lQ59h2kZOXOEei\nmwy6O48uyT1qIB8DPxoKKLNfN1lza0adO3JOcaC+lJwwDrfYsZw7dUyqu5KKcFnuF+wiwW4BOR8B\nRwgnivdFjTDQTo5c9pTzgljQBa25SLMjyynTTgWGczalDD63xow7lrlNZ4+kT8TEO00Yh0+vQdYd\nutIXTcU542j+VxQNiGNzy4wGnMfiyDgfmi0OcE7Lr9Gk7pLohHMQM+jwaotzsSw6W2ktcl5WFGh+\nziIiOrwuMoiehx5ddefcoJM1R3eu4BxYHoosT7KYcnxbmsrk7M555eKUcIXfapmgnmqy4xZ3rhhx\nRnTAubTmAvBWlltxjr6c1i8nX/7A51+jL+fW3M3alBz2pWwlbJZphyFItIo5DoUjooMxxbXMAeqw\nnDlAHdgJ63azGcXFYiGG95U9ynL1T3UZUFgJVCwGypcEFSPF2KJhclmRdet2c/FHq2m1UPTNNMyb\nT1EiFg3DDul6WB60HMGM/dBMOHoLXnFkFic0PEkPhF6GC4HTACuWxy7eXMwkV/vmK3NvzM8n30wr\nbefl4mrZucwTZ1ZmLanIBGWAX2Ruck166po0UMqaNBh1BbxMWpUslJS4ErUYZdBIMCwBGIZaFh9L\nilkWZ1ZsdFmMUHR0GSgmeplQWWwMaBnK2Mg+NfZyX4b2SdiC2hTfwrbLj+hY7AytFWRNKqgnGbOo\nLBoUVYoC3EaAiqMiiiPDSWFFEVKhhRFMYaCiCAAzE9W3V1hRJNQHfgfnhwbmBQfkBS3IWUgUnzcr\nYw7Z8elTkv18k6ZykMdNglFvAHLw5dyaE61dUxzsu71GQXc77MjEPTqm613j3IJwqMzYzIatCY9u\n2HSy7LhdjGtTQY5H546cUdwHkg2KYMsoEBl0Fedo0JmUrLuJ6K5Z7jQgzopzVyBn24U75x7dQnSR\nPDceWkMXLh9jMw9iHwizxDgRHSFtnQhWTCOjIty+7JrlrGscCWpDdBPLlZVXaOybQnQoKyDHhLkx\noF2wXBCdQZ0BHvmNzaIXZwl2ZRYa6jgPpWQ7sRwE3eeAcG7WoRAytj8Nd8fF0QHqJDnDDCTh1Qnj\nBkdOHkJPog/lHh2gPg0Es8WBTSenPgNsOs0ZBzhny7SgTafF0dGjg3wB50R0xDkRfWpKIObb0aDj\nxDIzcHWWMBAsokrrqEbMzY5kRLfFuT/m2ynZvjQOFLg0HhSUj2I4DxbJdmQ5WPPiJJCdO3fGOVpz\nleWAcEZxVlCIjjVdZNdFml0luopzZsFL0yy+nCXVEfyKbFgucc5orcqSb2c1GdFhJjjItzODjoOl\nt0EfMC6nDWlncOpEU2AqLMIN3leuyc1W5l6HPp5kXp9b0Jev0s2X/YC7BEWYymY5bSk5kJvP/0WQ\nZv3Q+PwSGmh0zzLXzb4gX357M6zLztbMps5glu7eVCj8dAE56aW563JBAOnsqhxQ5tosWJYDXjEJ\nXEmoLs8ApZanI6TBhq4iSAOVVyQlLE8EgXeMWx4ftywulvCGhEM0Ij4RXSUooFckcQheWYGRjCkc\niYXcCi0MFwoLLUQBnJiC8kO4CkKCQfmg0JACLtyiCj/ldYILQt1LNgIFo2ZhaAhXWEihUFFYiK1E\nheDCUKsKQoMKQlB4/sGBS4NAC/OCALcBuYH+uQtBC1ABC3KEsgMWSOFGrOCPlVGwFwl2NwTbsVpO\nwLxs/7lZC+Zkzp+VMRe8uF/aLEZxGLUOgj7y8fGTxsVPHBs3cUzcBBj4BhKQtjHfZMddUtzyEYe6\nxHm0vfOWjBc+noPcgnOedXeiuCm77g7kvj7xvj5xoEmjYycRzie6xTnvRzdS7s4sV8bEuad1s5+a\ncY5QZ2Pi3mVZdwPY4kl0pYPceRw7EZ0kbLrhuZuHt2LQ3fty0zC3ZnAuES5oDQhnUuDNHjo3PZxm\nxjmDOmM5VqPZZkgAbzb8DYUgR8lkO2M5kLs/UhwYDyAH7z62fzAKJ3+1ITpLvOOccTjcPdKXeXT2\n6BpCHZdfY7PF+Qmog1OfQaukz6RV0tmk7ph1txCdlkUnnKcGgqD73C89eDrDeUYo4Fwsi044z5YG\nnaXcoQcd8+085Z4Xi0R3hXMy6IzlYM05zll3uEiwc2aDO6ftYNB5Ul3pNZcIVwtqrznHudFNLvvL\nqWDGOX8rWI44N5Pb2ZqbWA5PmjExg64K+9FVoTvHQXBszTQmZtCB6GxxSYS64DpzvYyyrCOZl50X\nwYSbAFpFm4s1wte2Mi19TX3POFQb2EzCrmi+uDUm/9lzStQnjR3S4KRLUNXopJmZRkKTYGAUCgdP\nkZlWO57BUq/NzsJcN6a7AdXp5UvS1khLDWaa/DQqOXEVc9KJCZDdhWTvsoQ4cMxlcTGlsdElMYuK\no6OKo4nKkRFgGQsjwwoiUADjglAQp+/SkMClwUGgvKBA0kJOssCFeaiA3IVM/jkBXNkB/tkB87P8\nmeZlzXehBfOzFoiPsDw/m16bEW+WGmeVxZZs/3nQgiH/+dmoBTlSCm4ld7HgP98i2hEEDaKyFszN\nmg+akzVvNihz7qzMObOWzJm5ZPaMDNCsGemgmdNBaYpSsTwjjX0Kmg2amTHHXvTp9LRZIL/UmdNS\nZzCET06aBsPcJiZOmZDgCxQfnwAgnzQWWB47kYEcrbnQaMi3s+5zC7+VOtb6fBfOe+nRJadtE+ng\nsG1BznHODbrp6TJAOFFc6SaPgT5yYcrhjgRMubDjY+J9pVziXHafmw06Z7mtKZcsp0KzwMYKzVVT\nof6emei2z5EPoofU4dX+KXNOdFMnutGV7orrphy72zS7gXMXLFc6y4nTbEUWE78tvtzNpxbwC5wj\nvEGEdl5mA9op086FNp2GxcHrO1Dg4IeCDdFZJ7roR4dH0hHn5NSxE50mmcGp3cGsY+I9iq3XArl3\nhDp6dFp4DYjOcM4MOnaiI9TZIqqiB52S7eTOcdpXud4a7z5XDDrl2/mAOMQ5sRxxDsl2hnMaCsfG\nwTF3zg06ufPQImQ5SlpzYDmTHA2ndJ8zCy57yg2EF8EAOsOdm0bAlaaK8W5mkDPAS5yTFzd601mZ\nkvMq0Xlfuxj+prD8j18A/6TMLDe7c+fxcYR59Rlfg+sC7XzdaPDuLgWJepQ0zcvE+ZifHoYDMTYT\nnmnMNo7c5n4aJpAnVNsNH6Neap79pmFieTBuCxPgSGvsn85ci53TrE8a0uDp0CG9BpSWujo1BZiN\n9jolcUXy4uXgsLm9jseeWspyl8Whty6Ngf5XdNXF5Koh0wu53wKgNSgseGkIKCgvODA3iCkgJzAg\nZ6F/1sIFWQFMCMvM+fMyBc8y58/JnDeXBAWm2UvmojLmMEFOeCZAC+EEJFPxNsOEujR4i1ugDqvp\npFkAwpnpzQt355LgnDUzgwnwyTVryWxVQGJDSjVks1T6LCQ0Qdovbca0tOmgqal+U0Ap0yanTJ2c\nDJoC8k0CTZ4EShRaPNk3ETRlchJoKgorT0OlTIPdp6RAI4qS/RDe8GnSVMylJ06ZmDgZEZ4wCSiO\n/I6fMDZ2AjhybsrBl5NUPJu4biAc6thqPOJfFcKVp9wNnKsG3XDtBGbMzLNdUDSczcA847dAuHmw\nmzPIRXZdAflkVrbDOebbh1twTsl2xnKjp1yBMR/WLojujtOwF9fYwZFjXVMfPmIVxkqos5Q7N+hs\nehmT2EeoZoguzbrh2nHaduoRt3aWs7S5MSDOTa85ewJNGbhunr2VBsGpw9+UHLtlGjj1rR220Yhz\nhYzuJxw59+WhQHHm0TnFGcsl0dGpI8WZcR+DmXnDx5NHd8q6I9HZ02vsMTY2LA6hDjjHB9NhsRbM\nvUdOAZwPA+EUsOTRo9GgE9HJoMPIuDjWg85xPnExPbeWiE+iG0Pc+Xprwao7Nxl0zLdj1p31nc/P\niSaix7BkO3PnaqY9qCABBJl2SrYTy4tRmGkvSQZxdy4cuWl8O+XY3eNcDoLjRC+FYfAuKC75zcfB\nCX6z7Uovu2lMuzIIziXLAerHPjp29tLZM3dCZy9/QDorCqxs1qWzcDi7I545c+nM6YuqTp++ePqU\nqo9Pn/r4lEUnL5winQSdUHT8/Amh48fPHz92jukY6OhHoKOgIx8dYTr8IerQh4cPfXD44AeHUDhF\nPKzcykWzzJJgVXWUXD1dLp3OFkpnT8/j9DX4ZDzN9C6fhuez1hyHR+F3MfEH4p0KfL45NnesIuPR\nO5rTxmPhvPG22nEU5vkx1HB0B0pWZm/tpOxlPUlxwtisq93FUWgqPaH6I+IxQphQ77AyRc+hbXVM\nYmF4esJQrYBPPdg/HMGaUkXT/kBrtSD1aQjnLcandbUHLTLvq7bDy3VbD5oFi9kLbWmqcyNZzVJw\nvxd8Kupv29q0betBQ7UH61GHXOhg/VYU1t/SxFRXY1FjbQ1ps6oDtZuZLNvZW/mpm2rio+oDtSCX\nrdGnqjYdqPVAWzcdENq/dZMH2rh/K9e+rRtdSdZptmDXwoZ9W520ZcM+JuePPN9Su2GfFOxVu2E/\n18b9tYaozkajprqXUYYKXPtrN+2vU7Rt04E61P5t1Qek6qsP1G9urN/MXhvrYbpWVFPDFtLWgzu2\nNu3A14M7ag/u5Dq0Ex403wY6vLue6cge0HbQ0b0NR/eBdhyT2r/j2P6doOMHQLtQjbuZTjShTqL2\ncB3ccxK1F3Vo3ylFpw/vO314P+iM1JEDZ6SOHjgDUre4LZ8+coBJ2aXxzFGrzh5rVHXmGK8AG2XZ\nea8zR5vOHNtxdL/05ezJNFuW43A2wFviksRub7/SSr3y9iuoft2bE9RR5NFxu738divUt9vLJr38\ncl+ruvZ9+c6pa9e+Xbu+ZVWXt7p6Lufd5RYXjXTp8pYq67FwdzirZsSC4KqaEqK3X+5q1stvv6zK\n8qn1LY82HqgLEwWn81tdmDqB3uws1Knjm5069rHTm52Uap07vQXCfWU7rgqsmknG4eRxO3d801PB\naVgr9+ncEdWpg1u99EYnk5qr77a1zh36uBCeXhdD+N27gjqClO0d3uzCWniJSZzbi290UvXC651e\neL1jKwS7S/F2nn+9o5RoWa1mlHm11zo+75n+8FpHj9S74x96d2D6r29Fv+/dgatXh997KLlLCwod\nf9/bIuNwv+vV4Xe9Xvrdq1b99tWXXKrnS79V9FzPl0gvGurx4nOu9ZseL/ymu6FnX3neRt1feFYR\n1DfevvKC/S627dhshN1NjVPLLzqJ6uCxDP36leet6vb8r21lrfnCr19xlmit2/O/sujl53+lKGxx\ndIMZ5xaWi/7mrcvPXvoAKP5//++/tHQEdAR0BHQEdAR0BNpOBIDrYOK5NachcmaWG2PHOMv/z//9\nv//9f7R0BHQEdAR0BHQEdATaRASAy4zlOJccH+tuy3IYjr6Fs/yf//v//PXv/62lI6AjoCOgI6Aj\noCPQFiIAXJYslzh3yrETyCXL//7P//7mL//U0hHQEdAR0BHQEdARaAsRAC7zHDuNb2dzxLpguegv\n/9vf//urb/6hpSOgI6AjoCOgI6Aj0BYiAFyGkXHYX648q2bHcuo1Z2Pf/vSXf978/K9OWjcaV5fi\nfy8uOnmzKeFFR8fIJqgJH7FCa2Rqf/RqS1PiEMZBvTuW07do1Tl7dw6u9nIfgTt7rL/eXD3e9Gt6\nGIfWxr8F32Klj0O5DMzXGJy8zzrlCmy22TtyiTZ7FLWC8xHdnMO3f3ot+i66so6AjsB3HAHgMme5\nfFqdfPm/8/nYca4YGscucuyvvN39mz//89rtvzhp3UhHx4hG5+2wxc1HtvW9aMT5EN4d1Lu9PP8W\nrKZ3R1H2WgWgHb/M5ldo6Zm4qI/ty1/zZMSLjheiTtr96K35Oq0+VTjJ0ev4WTUmvADLlIqT3BvV\n0e0Jt+jqbfV52v9MLbpivbtg7tKZ62Z1BHQE2lwEgMuM5XwFNiK6meUC5Ky/HJ4Iv/X5X0+f/8JJ\nawY7XvLf5rwdtrj5yLa+F404H8K7g3q3l+ffgtX07ijqXt614OF5HvL/g2NwgVJ5W/TvHWNybH70\n1nwdD0/GdTU4qz9Eb6az2hz00uCg6N8PXUPhhfN3dSm6au2uxtPD6/lu/wtqdcBdXgC6ZR0BHYHv\nOALAZenLBc5xHDv68gcee+Bz5suVsW+C5V+ePm8R+z+RulFuUT7aFvN7nroFNjg34maLc/tfnhat\n/T4oRhydVYNX8Yf/f/f8QO6OAi0OLmBNYbXBQ19yIOFolwL+vaACcIUd+/dBh9mhc4aqJ3Mnzq1g\njOMPMZvFmYiwmwMeNMZyGp7GAaNq+XUOEx35F5dflr6g5evY/tamuPlbTwwa5/ER4fXw95JnxQpw\naHbaakE5beeA2Fw/xkUlf274+dTfnUcb9sVLy+uTd/PvRT0H+Y1cxd/DWOlqOgI6At/nCAiWH1Nn\ndzdY/sUfv8ClSoRgslVg+e0v/nb246+cVD5E6S8fUggVYMtLC7fbFr46WzjmDyFH7NpxbpltUdsf\nkye20IG+2hoC+HR9LJuz9eQoDvEtWOGrs9tj/mAcxSHOn07s+ZitUKEQ8cm3Y5mdp5RzQFydhu12\nJQLDykWzsk1LnB0OVsfmNJo7KHxN9nUMHVn4vBEN/mVN0WDBt56DbdysJwZnaHyd5s7N/FPmDRNn\nRSecN4xOw2hQDbhzQDCedteP088tG4SL9vmX2O8LlxwWvD95078X8U/Hcg3LfybmL8J+HSP+LQta\nS/7R6ZZ1BHQE2kcEgMsw2RzM/7poWQasd44ropaRL3+AfLmJ5bUrOMu//NsHF792UsUQR4eFDep2\nuUUUGmKFAaP/dw2vsGvHuWW2xal9aO352K38TJyO5Vzf5pw9+BZ4zmPzxL55wx1Diiwno56Yi3LR\nWPE/axYi51i5+tZ28TSdku0RXZ2SJ0f5+gPzV6bgH134vM2Zu4uG53Gjq+IPIUdbcjGILwKBhauI\nvV78emtIB2iHvZqvGbuA2F4/tqctauYN77CwiF11IiDen7zrfy82/0ycL2+MgIi/Zz+rR9e/bkpH\nQEegXUbg9pfA8heazh6LLsuIXraEycRyWMpsGVvhu27lB5c/BF/+2Zd/++jS106qGOroELhD3S63\niMIO5GK+zb7OrXnQPrT2fGwtb83pWJecz8fboyjnnD/cMbQI2lEbb65sfOujgc+zELX23GpDO/wh\n9Cj9BLZHd3VKnkQA6sB5sq8pZHwFtWVZze5w5t+6ubh9Dd8IbndMB/XkOqFrID+0A98R3g6PFUFW\ng+PiDJ2vH/vTZj9cxVCsD+Wx+aZrz7uTd/3vxeafifPlbfczeRIxXUdHQEfg+xgB4DKy/IPjMcsz\nUcuWwOuNL27/+wM/5b4cEL5CiLH886/+fu7yH52E/7sJ2qlul1vUggMgZLe7c4OWLbbtO4YWY7U6\nJAE7uvNBm23Z9pzlRmiQH+XcTroXwe+unkxz5eKxjudj62Av3N1ykl6fmzzo0SDgLgXhHBzIpn3n\nuHlwUGyKfVP2ZeWvppSbiUaL4sZ/xJZfG/j1xbfmp2o+c+eAm65Gu+vH+efGC+wPz+P9E7vYhg4f\nazlVrNCyC9v9vxfLPxO7f0FG/D34QW3+weq9dAR0BL4/EQAuc5avyIwRUln+5cptq6U+/ARZ/sXX\n/7hw5U9OWjvM0SF4l7pdblE+2hWP/+9lfyPW2rXj3DLbAo0Yf8+HH8eNpePYpufD48XRjWMVjvDu\nKJZv8acLxjnLj9Qv22z5eDA8LwV/L4wb9gJvofXnVh/ewfFCfL0SBMeIcc5BoLg5fSObn88p7CK2\ncOLDSuWn2NqwEeih1e3K17H9rd3GzTjQuEJPTsxcx4gDbcczMa4ruytQDYjN9WP7c7ON4luoZe9P\n3s2/F/Uc2NcxfRHn+Lfk35Grf196u46AjkA7jgBwGVh+8MMTcSuz41ZmMSks/+bLVfVrpD785KNX\n+vX48o//uHj1T1o/yAisHe7oELJb//rfVQR0/L+ryOvj6gi06QgAl4Hlhz48Gb8ql5QDMlj+5Tdf\nrt5eLvXRlXOM5Zc+/bNFimfmRec6rdlyt9t3dW7Ox4UtrfkiXu/7rZ2J7YHYxkufVgHLQ/dYf32v\nv1RrdnRznuJs28R52n5Ht0F2c9ptKP6t+e30vjoCOgJ3NgKM5Yc/PLl4dZ5Q7s0vRX85sHxNQwVT\neUMlY/lX3/zz8rW/aP0gI7BuuKNj6F79639XEdDx/64ir4+rI9CmIwBcRpZ/dCppTb7Q0ptffsbG\nvj345TdfVexcW0mq2LH23JXz3d/p8fU3//zk+l+1dAR0BHQEdAR0BHQE2kIEgMvA8iPnTiVX5KdU\nFJDyDZZ/9aev1u5ah9pZtXZX1fmryPKa+sNaOgI6AjoCOgI6AjoCbScCwPKj50+nri0CpZFuffU5\n9+XA8nW7N1TtXr+OdP7TC+jL9Z+OgI6AjoCOgI6AjkBbigCw/Nj5MxlVJRlVxaAlVSUqy7/esHej\n0KYL1z4GlufpPx0BHQEdAR0BHQEdgbsTgevXr19t4d/UqVOB5ccvnMnaUJa1oZTptvTlX//56+r9\nm6v3V9NrzcVrFxnL/6X/dAR0BHQEdAR0BHQE7kIEGMs9b7ikpISx/OTHH+RuXI7ahLr99Rc8x/71\nn/9Y07il5gDXpeuXur/TU7Pc8xDrmjoCOgI6AjoCOgItioBkuYcpfMnyUxc/zN+8Kr+a6zPJ8j/+\n+Y9bm2q3NtUxXbpxWbO8RT+JrqwjoCOgI6AjoCPQogh4x/JnX3nh9KWPiraUgwpJn//xS+7L//iX\nb7Ydqpf65OYnmuUt+kl0ZR0BHQEdAR0BHYEWRcBLlnd/4czl86V1lWW1a0tJn//xK87yb/7yTcOR\nhu1HGuAVdOXmFc3yFv0kurKOgI6AjoCOgI5AiyLgNcs/+OTCivr1oOX0+sU3Bsv/tPPYzp3HdpF2\nX7396Z1l+XnftGVpX7ToS3pROa1r17TzYr+rvo5yh6Ox5vyZrlDoeoY+YBvLHb4w2kAtuz4Y291o\nQdR0td2L03bapcaXjugo75r2jXGe8F28aNyD86TD1aapjdc0YuhMh7ONJ9Q4j1H34sT0LjoCOgI6\nAj/wCLhhOXSNO3eis/7yZ7u/8OGVj1fv2IRqQH35zdfcl//pr3/afWLvnhN7SHs//exa9/7f2di3\npq41ksgt+KVrfB2+Cn6+SevKEE4QQnjTH7BNlvEjzwAJe/G7AfMJudregtO2rXrV13K4tFriurd/\nzZ1nja+Z5XgHYImMi3jCGVkC7+056v10BHQEdAR+WBFwxXJgNvuz4Fyy/NzVS5W7ayp31VSQvvyT\nwfI/7zu1fz/qwP7TB659dr2HHcubuqalOZY1pdWkOaBAZUFd+gjN9xfwgh9xHou3Jl/ONtb4ynYE\nvM83LeMts/bTajz2omldTSj/F7FH+G8DhC5ZTvWZBbeYVHYH4DnL02pFO+XqzUVLrlE4GUIpNMWO\nm1ZrNGXbPtsIlYURNx3a5vyV7+t71Ybl1u/rIp50f6SteUt+XF1XR0BHQEeAImDLcglyZ5xLll+4\ndnn93lrQOtJXf/oj9+V//tufG882NaEOwuuNz2/YshyOTcxW0at46Bpic9cmPMca+DN+LoC3JcdO\nODd4r37qlS93NoeQOiaEI4QMsMmcsyVzrhpfrOPkUz1kuaQvfnnw/eZ2PL2A4ZxxR0BsV3LMBmvd\ntc/S4OyIV32N9IPNvYgIDv1Uzjl2u3sX+3jSN4LgK70bnn5JXU9HQEdAR+AHHQFnlltAbsG5ZPnF\n61eqD2yvbiQd2P71n7/hLP/L3/5y5KMjRz46Sq9Hbn550w3LLZA23tbUuOoUt2W5qx29YTlYQ7Mt\nd3WBWHw5J7Rqyrk7b87X0gGszBN+Wh69ptG73DjBmzLtdJMhWO6+fafMvDwN63laavJbByNmzeXk\nrdH1NPo/6H+2+svrCOgI6AiYImDry21jxJLtguUvXr75ae2h3bWHdtUd3g3641/+RCz/xYN//ftf\nj184IXX7q9uuWW7k1eGQAOnvA8sV42sbR09z7HeM5ZhU923EPgI8dKMvS7ljjsHcjW26V7hzLG/p\nPzjN8pZGTNfXEdAR0BHwdhz7i1duXdtxbH8DCQrf/OXPBstPXTwt9dnXn7nLsbMsOv2ZPPQd8+Xi\ndgGT9h6Og/N0AJa9L4c0caMY6253fXnKcuzYVo24uR9aDAX35AqGdrqyPnI56Ix2c9++bUcA7OV0\n/pAwNxIPOGrdu74A/k10jt2Tn1TX0RHQEdARaN6Xu5kDTvryTz+7sefkwT2nuP70178gyx/8xYN/\n+8ffzl7+QOrzP37hxpfX+LLRbXywG53a+Rr7MWvW7YzNckAcenrWy07j5gQanMbEeXABeGINZWe5\n+kya5J8ypgzGkTHUycfDLMPZXG3n6OVj6JTx89gWIJN14Xvwpz4VZuojN3cHiE5x6/m42i6+l/Ko\nGz6552vpMsdQeE53PfbNgx9UV9ER0BHQEbBEwGtffv3zWwfOHj1wBtV49uif//aXf3+QWP73f/z9\n3NVzXFfOffnHLz3Msbeh38ZTZ/6dnbIJyd/ZWdz5A7f5wN/5r6xb1BHQEdARaH0EvGR5jxdvfvnZ\n4Y9OSv3lb38VLP/n3z++dlHqqz997fqZNHLkSpq99d/nTrVgmivmTjV6p9oxD6e/U61+9+1oU/7d\n/wb6DHQEdATaZQQYy23HrrvaiHPF9HgRFjk9fuEs6MTHqL/+/W//wXz5P/75j8s3LkvBUiuufHm7\nDJg+aR0BHQEdAR0BHYE2FgFgObC5pX/A8s+//vL0pXOwwgrozOVzf/vH3wXL//c/rty6KgVLrWiW\nt7EfXZ+OjoCOgI6AjsD3KgLAcvg+MNitRa/P9njpiz9+9eGVCx8IGSz/5//+J8zbKgVLrWiWf68u\nGf1ldAR0BHQEdATaWASA5S0FOdR/tudLMAH7+U8vSf39n//gvhxYfv3z61IwPXuPAd/ZfOxtLNr6\ndHQEdAR0BHQEdATufAS88+W/6fkSTNr68fVPLlz/BF5BxPJ7sb8cWH7jixsghnPN8jv/o+kWdQR0\nBHQEdAR0BJQIeOfLGcsv3rjy8Y0rDOcGyyGpDouXg+pJV25d6Tng1by8PB12HQEdAR0BHQEdAR2B\nuxEBr3059JQvr1+H2r4eBOuXM1/+0Bd//GJ53cpldSuW162AV5g05nvMcngeGv6cFwPBOd3Zn7fL\nm92NH1u3qSOgI6AjoCPwvYyA174cJoqJXJYWtZwp4/oXtzjLYaK3stplZbXLS7cuK61dduby2e+Q\n5Wld7yJL+SIsNb5WltM8pOxy0ZOffC//2egvpSOgI6Aj0KYi4LUvP3DmSFhpCii8LBUE08ApLK9b\nDhRnOuuW5czXMm+rTs8iba00tszpitlQDTfMt/vKhgS8DWvskUN2qm5vuG1+PCeWmzZAu3fxdqJN\nXUv6ZHQEdAR0BHQEvpsItMaXh5chyxnOr6ksZxRn7txNjh1BbiIv97dAbcPpKh7XhEUFmIRh3hBN\nHQbTtPO/bwOkzbJcePTv5hfWR9UR0BHQEdAR+L5HwGtfvv/sEXLkKWFEdBPLGcXL6pYLlveyG/uG\nDLQJr5ORlax0w3JloS5Txttzlt9FX65Z/n3/V6S/n46AjoCOwHcbAe98+XM9OwDLgeIswQ6Fa5/f\nVPvLOcjbEcu9/xlsfLky4k3n2L2PrN5TR0BHQEdAR8CjCHjny597lbEcKc5wjr78IRrHTmPf0JEz\na45j3wba+nIcF6bkw42MuzlNbth3I39OJlru68qvQwCMptSEvkeR8biS89i382m+Is+vx755HEdd\nUUdAR0BHQEfAywh46cuB5TD2jUCOOXbw5TCOHVn+uMJyGgEH/eWvumA5sVaMfVOf3jLnu438ubEd\nRsrhYDfAudyG1cRQOlN3u0dD37wJnzFwTwzfk60Y30sPfPMmtHofHQEdAR0BHYEWRKA1vjwUBr4R\nyBVfLlmOIEdrDr7cDctbcKa6qo6AjoCOgI6AjoCOgF0EWunLQ9nYN+nLH2IsFyAvrYPny8GX99bz\nvunLT0dAR0BHQEdAR+AuRcB7X37miPTl0HHO+8s5y8mRA8hLsb9cs/wu/Xa6WR0BHQEdAR0BHQGM\ngNe+fB+wvCwFffkyFO8vZyzH58sB5IBzlmMfpH25vtp0BHQEdAR0BHQE7lYEvPTlvToCy0NKk0GM\n6Ne+uPkjGPvGWS5AznPsmuV36+fT7eoI6AjoCOgI6Ah468sNlqcwnMPz5QrLyZEDyEtoPvZemuX6\nStMR0BHQEdAR0BG4axFojS8PLkFfHlKKOJcsfxhz7NhTjiBna6tolt+1n083rCOgI6AjoCOgI9Aa\nX34YWC5wjizH58sfepyznIaya5brK0xHQEdAR0BHQEfgrkegFb78cFBJkj3LJchLasvuuC83zxbn\nTYDk9DLO645705zzPld9HeUOR2PN+TNdodD1jLHWyx1pP63W4SjvmvbNHWnMrpG7fP537bx1wzoC\nOgI6Aj/QCHg5jh37yw8HFScCzoNKElmOXfHl5MgB5DzH/m5bHMduWVHtTv7+36R1ZQgnKPpevZNt\ns7bSau8my+/++d/5iOgWdQR0BHQEfsAR8NqX72UsR5yjrCwHkDOhL3/3Nfu5YpRJUNXJ1XGdcuf1\nyP/1Lxs/zTZ17Uqrl/vW8AbFvKl27cvf2kOWe7N+GrEQEY4sJ+jSFkdtV194LfetYcYXCuJsyGoz\nicVbydP7NrKapsqS5cz3G5+yozDVijXo+EbOfr6L+NQ4bm3XruZdTOf/A/4Xor+6joCOgI5A24+A\n174cWB5YnAhiOP9U8eWfw6g3zvKt7lleY8Csq7G2mJv1yCGgVgbL2mL1FGOplRr79tmv4iHLvfoJ\na3wNhAtgmwCPGwGrzLIDUI08PGBeMJW4a6BdzdUzX65WsJh1/Eiy+aqveV+bNmsaFfzDvPbO5+9V\nIPROOgI6AjoCOgLfQgS89uV7Th9aWLQ4sHjxwmJ4NbH8CwT5VlRxbemZS659uYs1VNyse2bPcrZA\nuFiSzNjd1RotLWG5N77c9ncDljO4Aq0b8R6Gsxy201v5V9NoeGgjP2/lsdl8w86qKXey8mm14pbC\n1A4w25oP+BauOX0IHQEdAR0BHYE7GwGvffme04cDihIWFiXga/Fisy9nIN9aCiw/felMb/scu2kQ\nm8rvO8Ryl+2zCN5NX273G91pllP6XV2FrcZXGnHn4wuEG1C31FHyAXf2CtOt6QjoCOgI6Ajc7Qi0\nypcXI8iZTCwHhDMVbXXNcmIp/3pqVp0oazDKaXVwmxy7rS933X7bYrl1IJuBZJmEZ27eOcdO/fFK\nqBrdjZlHits2wsIhsgV3+4LT7esI6AjoCOgI3PEItMKXHwoojFdYfoPGsf8Sni//XIC8xB3LlbFs\nMHrN1xcHsQGXXK9Hbl0uHKurtelzuaK52pTavrHIud3K6Xc8vrxBmQCHdDoNfAMws2FomEU3p8dZ\nXl2OaxNj0DAZznAun0nDTm5KkkvMK2PorMPlLOAX7egc+936zXW7OgI6AjoC31oEWuPL/QvjQQHk\nzj/93MTyMqB40daSoi1ucuzf2nfUB+LO+44/6a4jqyOgI6AjoCPQFiLgpS9/tcPuUwcXFCDL/Qvj\nAorizSzfWgYUL9pSUril5JTL/vK28PV/EOcg7ftdetj9BxFE/SV1BHQEdATacAS89OXE8vkFcQtI\ngPNPP1N8OYG8tHBLcUFNsWZ5G/719anpCOgI6AjoCHwfItAKX940Lz9mfkEsw7mV5QByzfLvwwWi\nv4OOgI6AjoCOQJuPgNe+fNdJYnl+LMP5VdWXQ2qdQF6UX1N06tJpF8+ktfnY6BPUEdAR0BHQEdAR\naA8R8NqXA8vnLI2WODdY/tkfPweWQ3Y9v6YQWH7yomZ5e7gQ9DnqCOgI6AjoCLTbCHjty3eebASW\nS5ybWE4gL8rfjNIsb7fXhj5xHQEdAR0BHYH2EQGvfTmyPG8Ritw5Z/nDv3wYfDmynEC+tLrw5MVT\nOsfePq4FfZY6AjoCOgI6Au0zAt778hONs3KjGM7nLo02sRxNeU1RXnVB3uaCO87y875py9K+uNvR\nxknp5LLjdut5K2uUyelW5Hond2Wd07v9lY329frlHsTaNEWwB/Wdq9is+8cqqVMWetWy3klHQEfg\nhxYBL315rw7gy4Hls3IiGc6vfnYd531DX/715wDypZsLQYDzO87yFv1CTV1rJJFbsKNYpoXvYree\nN7CcTb0CT2+L5c7s1kRpwVHbTNX2s365Ottvmwlfy07Edl0AywXYshZ1bR0BHYEfXgS89OW9Ou44\ncWBWbqTEuWT5I8ByCfLc6nxi+evO65c3dU1LcyxrSqtJc0CByoK69BGa7y/gBT/iPBZvTb6cbazx\nle0IeJ9vWsZbZu2nGQugNvczw6Lo6qIlbI5VV+t5S5bLVnEe9TNyKXGlJdv1xfmcrMasrsYU6y7q\nuzx9viy6aVZXqMwmdpWzxjbfvtvv21zwTJ8b8+7Cb6qkOmjZefYnFmClTewN24slRph5tVnP3mkB\nO9NP5uVZ8oO6O64y97CRumEn07UrnbhvDf/a4oyU2YeVbA8/Rfs1frQ1b9EvqCvrCPzgI+CtLweW\nN87IiZiZAzhHoqss/wxGsC/dXAAgz92Uf/Ljk7Ysh8gTs1X0Kh66htjctYn+166sQ/6vfwG8LTl2\nwrnBe/VTr3y5sylyt563LcsdbP1vmlZdmSydb2TbjfXF4T3DsFgU1WL0berbXrhXlfXaa815/pa1\nf2fWLxcLylMcEHYcZFA0kEapavZtXK2p42Y9+zvjy12sc+/muOxsTWCWtcXXNr6Oi/blt3YGPN3P\n2G3+wf8PSwdAR0BHwDYCXvvyhhMHpmeHI85zIyDTfuU2z7GDL/8MQJ5XnQ/K3bTUPctVrwxINt7W\n1LjqFLdluasdvWE5/k+5BR7P3pfT+ij4J5cmc7u+uGUZNNzRfX3bH9NujRbracgdvWi/Zf+GcIU7\nmz1MxMbP5Up4bljuat28O8NyF+vc35n1+sSNjDURIULjau3dll2FLftpdG0dAR2B71sEWuHLD/hl\nhQHOQTNzIkws5yCvXpqzKe+EO19u5NUhrt9zlgOzPFhfXLm+3Na3uQ6FmaaPTOulqrcUxo4tbb+l\nl357YbnLde7vEMtdts8Cqlne0gtL19cR0BFwjoD3vvz4/mlZoX7EcpDZl6MpR5BnN8NykUWn8zJ5\n6Dvmy8XtAibtPRwH17KBR576chol53KlMvPK4ux3clff+ZcEny3vFWSHt6zW+vb5OfEeYU/+LZnT\nxEbG3ZycNpBvUE3NyLtdz95oSk3oY+w8Pk/X69zfGZa7bt8ty3WO3ZNLTNfREdAR4BHw2pdvP75v\namboVMA5uXOzL9+cD53lwPKcjbnufXmNLxvdxge7MaNSYz9mzbqdsVkOiMM0O+tlp3Fz/PuJLR6D\nHPfzML1pfixNjOGiVcn5imRiMJrb9cXBT8un2sSO4vp0tx650zWsnE9X30axODpg7Q61LxDZgn5c\nZYyb0m/hIqdtrF0PXcVpptXo+bA4MYjM1N1uHkOn3HJ4ep7K6XT19eVD8ORG/F1Nx1VGsslDq7Xp\nczg2H7VXo3wth9G+0ahMvqs9O3rsm/5ftI6AjkBLIuClL+/dcfsxYHkI4HxaJuL8yu1r7Jk07C8n\nkJMv35h7HHLs79mMYycjbsqxt+S073Ldljnzu3wybal507C1tnRilnNpL+fpKoT6AmzDF5c+NR2B\nthgBL3157471x/ZNXhI8JTN46pIQwPknkuW3v/4MQA7ZdVAWsPzCCVuWswfPjMHqbSw4lkHKbezs\nvqPTaeGowO/oLNmg+RaMXvzOztPVgbUpb3M/iT4hHYG2HgGvfTmyPCMIcD45A3FuYTk6cgB55oYc\nYPlr773h/Hx5Ww+MPj8dAR0BHQEdAR2BdhIBL315r47bju2dlB7omwEKmrIk+JNbIscOvpyBPGtj\nTuaG7OMXjmuWt5OLQZ+mjoCOgI6AjkC7jICXvhxYfnTvxLSFiHMkepDK8tsS5EvWZx3TvrxdXhj6\npHUEdAR0BHQE2k0EvPbldUf3TEgNmJgWwHB++danfOzb7a+B5ejIAeQZyHLty9vN1aBPVEdAR0BH\nQEegPUbAa18OLB+f6g9iOFdY/tVtCfKMdZnHzmuWt8cLQ5+zjoCOgI6AjkC7iYDXvrz2yO5xKf7j\nBM5NLF+yPhscefq6zPR1S46dP6b7y9vN5aBPVEdAR0BHQEegHUbAa19ee3j32OQFY1PmA9Eh2W6w\n/NZXtyXI06oyjmqWt8PLQp+yjoCOgI6AjkA7ioC3vrwDsNwnae6YpPljkxHnZpaTI0+rWpKqWd6O\nrgV9qjoCOgI6AjoC7TMC3vryDlsP7xqdNNcnaR7gfFzygku3rvKxb+DLJchT16ZrX94+Lwx91joC\nOgI6AjoC7SYCXvvyLYd2jlo8Z3Qix/mlmwbLbzFHDiAHHTl/VPeXt5vLQZ+ojoCOgI6AjkA7jICX\nvvzVDjWHdo5MmC1xrrKc+XJkeQqw/Nyx197X8761w0tDn7KOgI6AjoCOQDuJgJe+HFm+Y0TCLIZz\nn8S5Tr6cQJ5cmXbk3FHN8nZyMejT1BHQEdAR0BFolxHw3pcf3DE8fibDOWTaTSxPXZuRUpWBLF+b\ndlizvF1eGPqkdQR0BHQEdATaTQS89uWbD+4YFjdD4vwi7y9/4pFbX92CznIAOSipMhVY/rrOsbeb\n60GfqI6AjoCOgI5A+4uAl768V4eagw1D4qYDy4fHozW/ePMKjWMnlqeAL1+bkVyZnkS+/PX3++h1\n0trfpaHPWEdAR0BHQEegnUTAS1/eq8PmJmC539B4tOaA84s3iOWPPPHITWB5VUYymPK1aYncl2uW\nt5PLQZ+mjoCOgI6AjkA7jIDXvhxZHjsdrDnDuWT5z4HlDOTEcvLlgzXL2+GloU9ZR0BHQEdAR6Cd\nRMBbX96xuqlhcIwfWHOGcxPLk7gpT1uMvvyIZnk7uRj0aeoI6AjoCOgItMsIeOnLeyPL34+ZJnFu\n8eXMlKcurkzRLG+X14U+aR0BHQEdAR2B9hMB73z5b5Hl24Hl78dynH8s+ssxxy5BDiw/pH15+7ka\n9JnqCOgI6AjoCLTHCHjny4Hlm8CXx057L2Yq4jzWz8pyyK4DyBMqNMvb41Whz1lHQEdAR0BHoD1F\nwFtf3gl8+bsEcsC5leWJawHkqQByxvI39Ni39nRJ6HPVEdAR0BHQEWhnEfDWl3fa1LQdKM5w/n4M\n+PJPfkTPpGGOHVgOneUJlSnxFcnE8jf18+Xt7LrQp6sjoCOgI6Aj0H4i4LUvB5a/GzMFWM7S7GaW\n8wR7coJmefu5FPSZ6gjoCOgI6Ai00wi0xpcPQpZznCPLH76PfPmXt6izHHPs2pe308tCn7aOgI6A\njoCOQDuKgJe+/DXIsdcPjJkyKBpZDlJY/tWtxWs5yInlh3WOvR1dEPpUdQR0BHQEdATaXQS88+W/\nQ5ZvHxQ9GXAO1hzS7BcMXw4sxxHsyQDy+IqkQx/p/vJ2d1XoE9YR0BHQEdARaE8R8M6XA8s3oi+f\nPBBxPvnd2Clqjv0mgJwpvlyzvD1dDfpcdQR0BHQEdATaYwRa4cvrB0RPHgQ4j5kCUnz5l5zlAHLQ\nwY90jr09Xhj6nHUEdAR0BHQE2k0EWunLOc5jFZbfIJZDdh1AHleeqFnebq4FfaI6AjoCOgI6Au0z\nAl77csixA8gHkC8Hd274cmC5BLlmefu8KvRZ6wjoCOgI6Ai0pwh46ctfx/5yZDn1l5ty7Mhyyq4D\nyGPXLNa+vD1dDvpcdQR0BHQEdATaYQS89OXE8v6LfAdEQ2c5unOzLxcg1yxvh5eEPmUdAR0BHQEd\ngXYWgVb58kW+EucmloMjZ6Y8dg31lw95S8/h2s6uC326OgI6AjoCOgLtJwKt8eUDwJejNcdMu4Xl\nSUBxJs3y9nMx6DPVEdAR0BHQEWiXEfDelzdSjp1b88kXros5XKG/XII8tpz6y7Uvb5fXhj5pHQEd\nAR0BHYH2EQGvffmGxm39oyYBzpkuXL9M87E/+XNgOc+xl+sce/u4CPRZ6gjoCOgI6Ai06wh47cuB\n5e9ETXwnatI7yPJJ580sh0HsSbHYZY459j7al7fra0SfvI6AjoCOgI5A245Aa3x5PzcsZyBnz5dr\nlrfta0CfnY6AjoCOgI5A+45Aa3w5sJxwPrGfxZcDyCnNju4cWT5Uj2Nv31eJPnsdAR0BHQEdgbYc\nAS99+Wud1jduI5ZPIE20ybGzNPvBc5rlbfkC0OemI6AjoCOgI9DuI+ClLyeWvx2JIIfXtyPHc5b/\n/MlHaewbOnJkeYVmebu/RPQX0BHQEdAR0BFo4xFohS+v64sUR5DbsxxAHleRRL68r54rpo1fB/r0\ndAR0BHQEdATabwS89uXrDiDL+xLI+0Y4+XIGcmL5kTc1y9vvBaLPXEdAR0BHQEegzUfAO1/+29c6\nAcvfihgHLH8rwonlsURxwfLDmuVt/jLQJ6gjoCOgI6Aj0I4j4J0vlyx/M3wcsBygbu4vFyAHqEOO\nXbO8HV8g+tR1BHQEdAR0BNp8BFrpy4HlhHNg+SWc942PfeMsT+Y59mG6v7zNXwj6BHUEdAR0BHQE\n2m0EWunLgeKE87HOLEeQC5a/rce+tdsrRJ+4joCOgI6AjkBbj0ArfTmwnOHcwnIO8riK5EMw9m2Y\nZnlbvw70+ekI6AjoCOgItN8ItN6XI8sjxp27ZpNjB1+uWd5+rw195joCOgI6AjoC7SMCrfPlOOqN\n6Zx9f3mlZnn7uA70WeoI6AjoCOgItN8IeOfLf8efScMH0hjLnXPskGZPjtMsb7+Xhj5zHQEdAR0B\nHYF2EgHvfDmwfD0+X85Yzp5JM+XYOcjjNcvbyXWgT1NHQEdAR0BHoP1GAFh+tYV/U6dOZSyH6d5c\ns7wSTblmefu9MvSZ6wjoCOgI6Ai0lwgwlnt+tiUlJXYshzlcVV8uQK5Z7nlkdU0dAR0BHQEdAR0B\n7yIgWf61Z38qy5Ucu5nlgHAp/Uyadz+M3ktHQEdAR0BHQEfAwwh4zXKaj91Fjl2z3MPo62o6AjoC\nOgI6AjoCrY9Aa1gOj5Xbj2OPr0wROE/Rvrz1P5JuQUdAR0BHQEdAR8BNBFrNcrvny4nlXJrl+vrT\nEdAR0BHQEdARuKsRaCXLYSZ2lGWuGBPLzx95S8/held/Q924joCOgI6AjsAPOwLOLIfRbc5/cmCc\nHPsG/eWAcAB5H8ZydQ5XZPlaVMLalEPnj2qW/7CvMf3tdQR0BHQEdATubgRsfbmF5ewMGM5tWQ44\nFyx/6tEbX90EhJNSQZrld/cH1K3rCOgI6AjoCPzgI+Aqxy5xroLcieWYYAeQ9wkbI1n+2I2vbjGK\na5b/4K8uHQAdAR0BHQEdgW8jAm76ywHnFpBbWU6d5Z6wvJ9ev/zb+DH1MXQEdAR0BHQEfpARcD/2\nTabW7fvLBcjd+fLD2F+uWf6DvLj0l9YR0BHQEdAR+FYi0Ipx7LXSlFtZvnhtKqoKpVn+rfyO+iA6\nAjoCOgI6Aj/cCHjH8t/imqe1LLsOekP2lz/61GM3v7q1uCpNSrP8h3tx6W+uI6AjoCOgI/CtRKBV\nLBcgfyPUh4990yz/Vn41fRAdAR0BHQEdAR0BIwKM5bbPlLvaCOukgS+v2l+LjjwU5NM8y+Ew+k9H\nQEdAR0BHQEdAR+AuRQDY3NK/3/aWLEeQ27I8fXEV6vD5Y28N7+fZImy6lo6AjoCOgI6AjkDbjUCL\njK+HlcFce1jzzlaD4zKWM4rbsDyxKj1xHZdmedu9KvWZ6QjoCOgI6Ai0JAJA05ZU96guY7lHVe9o\nJQ9YLkAORNcsv6PB143pCOgI6AjoCHxnEbgb0G0LLH89ZLSdLzdYnqFZ/p1ddPrAOgI6AjoCOgJ3\nNALfV5YDyAnnYg5XNo49cV2GFLC8r+4vv6MXk25MR0BHQEdAR+A7icD3jeU0jl12lhtzxVhYnrQu\n4/AFzfLv5JLTB9UR0BHQEdARuMMRECyvGOvoGHfUq8ZhV/O+Tjn2o3EdHfzP3UHcnIPRwtgKOkk8\nKP/jW77+GvvLzSy3jmMHUw4UR61nLH/Hq2+sd9IR0BHQEdAR0BFoQxFoHcsJsWPHWu4DTCxnVRiA\n4e9oXJwsW8PgmuUVcfw+AxGOjR09Ku47xBZorHmWA8KlNMvb0GWoT0VHQEdAR0BHoBURaB3L2YGt\nDFZYjiQ3QN7MeXqSG3CuA1v4EZofx560fgkJiL5Es7wVl43eVUdAR0BHQEegDUXANcuJmnE8lc1T\n4/a0dc1yNyhX8u4C9qId97l2c5ZePQKxvKPb58sxu85wvuQI5NhH6Bx7G7oW9anoCOgI6AjoCHgX\nAbcsF8lxmcf2guX2HeRKZhxpzCo1y3IV3OJeQHH9LWB5MrL8uGa5dxeN3ktHQEdAR0BHoE1FoBlf\nznul3We/W+7LzX5dZMmbybEr/FdCaOkvB1++z828b/RMWvKGJSDN8jZ1IeqT0RHQEdAR0BHwOgJ3\nl+Uw1M22v7zlLHedrTfuAMCXP4cs3wpPlr8e4vM6PGJuWSdNDHwDlmdqlnt90egddQR0BHQEdATa\nVARaxvKW5thZ4txmHLslx84S5a5z7G4cu/KRmeWAc5RpzVM26k30lx9/W/eXt6mLUZ+MjoCOgI6A\njoBXEVBYLh/YZt3XKj9dUVYZwAZ7i65x6/Plai3ZfW5slJs8OwreGagtGh3mxPIOwpfbs5yDHMe+\nfQws7+9V0PROOgI6AjoCOgI6Am0oAt+zed+A5Wv3bX0teNRrwaNJo85du/ijh+91sHnfpCmn/vJj\nmuVt6ErUp6IjoCOgI6Aj4G0Evr8sB5yjkOUPWVguxr5plnt72ej9dAR0BHQEdATaUAS+tywPGvUa\n6aNPL/4HsfwXhi/XLG9DV6A+FR0BHQEdAR2B1kbg+8byXpRjDxrZW8iG5fRMGo5j1768tZeP3l9H\nQEdAR0BHoA1EAMaLfZ/+qL98iwQ5FJxYTqYcWL73g8ao9BjAOWqkVf1G9icNcCubHUVT77w9kjSC\nxMqGLDuaK494Byax6Tuin3u9NbyfWW+/NdyN+r413DMN6/uWWW8O62vWW28OM9Rn2FtCb/YZ+uYb\nQlA2NOzNPl5JtvbG0D7Na9ibb5C8O5ZXe/V5YxhXn2F9nCU/NRfeeGPYG28MRb1u6PXXh77++hDU\nax7ptdeG2Kv3kNdQg12LVZDCmr0t6jW4t5N69RpMeh/1qlWvvvq+ST3ff7Xne1I9e75nUo93ezqp\nR/d3XarHuz3sdsFGuqNwx1dAg7obGqiUaXs30EDQK25FdXg70CA1qwq2GOKHwJal8BCol12LVeAa\n1KMbSWmWl9n2bgN7qE11HdAd9LKU+SjsU9IrriXrmKp1GfCKSf1f6SLUuf8rquR2LPC9uncZYBHu\nbtnR1dtO77wi1K1Tv24dPVOHft069HvZI7398ktcXV/qi3rxjuitri8oev6tLqg3zWIbVVkquH77\nhze7oPp09lz/1acz6g1Vnf7rDVXwUaffO+v1Tr9X9LvXOzWv1zr9jqvjb18j9WbqACRupSYGzyza\nVu7Kl99OIoozle9bBzgHdw46+jHTCZMunjjqiUx7yaa8KcDQetIxQxeOwRg9mDreSUcPX2hO548e\nPn+E6ZCnOnzovKc6eP4w17lDTbb66GAT0zmL1PrOn5q3yEY+amr6qKnRheCjpnOg5lqTFc4fbPJC\nNu2z49oeWn5kFBrPNXF91Nj4UeMBQwcOfHTgwIeeav+HB+y0f/+HJu0zv7V8Kt9CNUX79n3opA/2\n7RPa+8E+ob17PzC054O9e85atGfP2T27pc7s2X1mt7N2ndndeu08s3vn6V2gHaBToJ0equHUTlU7\nTu5E4e7Yzs7T0KxVO07tZp+6UsPJXQ0nd5oFW4RMO0JTQqd377BIfnRqd8Mpvvt22Y6LAlQQ2rn9\npCq5nRfqT+5EnWhe207sVGW3y676E87Cli37Wt8e31mH2oE6tqPWY2091rD1qKfacrQBdQS0vUbq\n8PaaVmvz4e2kelD1oZZp06F61EEh9tayET/dhmqyE/tIVdO2jVbVbWyyakNTHVdj3QZF6xvrUAdA\ntWaxjXXrDtTaa3/tOtTWKqZ9rRJk14u2VcwvjMVRb5Yc+zPP/jRzaVbZjlWS5UZhY2bKxszUTdlS\naZuy06pzpNKrc9Krc5nU7aKcnVpN4i1kpW7yWpkpm/BkUjYuASWjYJY6VNKGdDulJa63KDVxfepi\nqXUpixUlrEtJWJfsVkkJVWatS0pgou3xXInxVYlxa0GLY0GVCaAYVDyqglQZH10R5yz5Ka/MdqmM\ni7GrHF0Ry7SoHBQDikJFR61BRZLwLX20qAIUC+J7VcZGC2H7UmvjYlDxTLFC9JZ95EqxMWtjY5Rm\nZfuuCzHRlTGLuKIXVURHoRaBIsujQBHlkRFrUOFrIlCrQeHNa1V4mJNCV4WFriZBARUa4iTYKD4V\n1ai+WjN4VWjwyhAnBQetJK1ABa4I4loetHB5oFTA8sCA5QsDlnH5L1voXxYAWoDyn1/KtIBpXgnT\n/LmgYtC8OW41t2Qe1rQT7DgbVDRvVtHcWYVzZxbOmVEw25WmF8yeng+axeRn1vSls1H5c2bkz5lZ\nAK3NY5pdNJ9pViEIt8wEFUjNnVFAyp8L+05fOscPNXtaHhe9FYIKWA01o2Ce0PyZhSbNKJgPml4w\nb3r+PL/8uaBpS0FzpuahpjEtBeF2PxIrswpMU3LdaXLubFTObF+TZvnmkLJnTVI0MXuWKvpoNhPt\nPsdZk3LmsAoTXWtC1qzxoMyZ40BLZoxdMmNMxnQpn/TpLuQ3Og01CjVtVKpZfDv71G9Uqt/I1Gmg\nESmgqcOTQVOGgZJMGpo0BWTZqLydOizJqqFJU2GXIYmgyYMXg3zfTwBNei+ehGWpye8nSPnCR+/F\no96Nn4SKo1eLYGPcpEGg2IkDQTGgCaABJCrTdotiJg5ATRgQPaE/06LxZuGWd1RFjX8nanw/pshx\noLcNjX07YmzfiHGq3gofI/Vm+BiST58w0Og+oaPfAIWMel0qeNTrrqRWwzJ7jtzYlw1fZ/JdEpiQ\nnvyjR/+Ho+/Ap5/69dPHLp40sXxjZjKCMwvUDMg356ZL2RAd2I+6E0QnnCPRFZwT0e1ZvsGG5a5w\n7hHLBbYR3hLkAuduWK4QXUDdCecAbIZ5F7JhP2e5wDmyXAG5Lc7NLLehuOS3c8ETnLsk99rYaCmO\n/Bay3DOch622spwT2i3IJbBNRCf8O1E/JHiVe5wLlq8wsRygjjhXWb7MM5YTzt2zHD61xfmcEr4j\n4Xwu4BxYPrOgWZzbsJzoPhtgDyCfUcBZPlsBuZnoVqgznBOkBcudcQ4fuWX5jEJEuBCCnLOcQC5Z\nzokuWW7A3opzFe0WwJtBbiAcKM5wrrKclRnOxfZmWA50d4/zCVmzkeWZnOUAcgvLVa5DWXBdATlR\nnKFaCtGu4HykE8sR5E4s59jGj6aaBAi3bEmeNowLWC5wjiwHWqv8VkBOn1IFJiecO7OcGK+wnPHb\nzHITzicx5EuWKzgHflv1zqIJJMF1M9EVnHO0941kRAe0j2UsFyAf8yaCHFmOIFdZjhQfaScBeIPc\nfEIYQXT5dtRrIcjyDY3bHnnisft+/W+OIT6/eezpX2Tn59Qea2DwdhbDudmRkx1XQc7KLgw6J7ph\n8d0YdMb+LC7DykOGwAXObYielvitsdww5eDODV+uWnOGc1Vg1lVr7sKUq2g30KvsaFhzxnKG8Mg1\ni0hk08myM2uOLOcodQvyqvhYKcOdN2/NEdjO7lwFOStjHcWUVxqmXPpyG2vOcd6MQVd9eeiqcGT5\nShKZcmdHbtli4Nye5eDprTjnvpxbc3uWq74cTbkCcuHLhSlXfLnn1pzDHuCtuHNiOeJcWvOZ3Joj\njxWZnLqtNaeNnOVgyqEd1ZHPKVoAkjgXHh2Jzjy6as2ZL2eaJoiOG80sR/Ab1lx6dCwwRw4V0JTb\ngVzFuerL0Zoz5UmPzsp8yxTh1wXLbYw44tzsy525zn059/SKL8+dMzl3ji+IzPqkHMWaZ82emDWL\nEM4EZYPl45bMJJabrLkJ52TTR6czRy4onjJ1JFMqiBPdwLkAOfnyqcPRlxPIbVnuDHJBcXLz00xK\nYUQnnKM1nyJobbbjguKDF0MFrPM+J7qBczLoqoRHd81ysuZk1g1fTiyPtWO59Oho0w0JnCtQlwY9\narwF58KaO7Pch7OcgVyynCj+mlSQURZ0J6JznBO8Q51EZj2pKj8pM/VHD9/3yEs/dvgt6DBw6K/u\ne/BngHNw58t3ldvi3COQE87tku2Qlm/WoFMqXlTjVp4RXcE5t+bO7nwjuHPDoDcPcki2tzTHrvpy\nZs1F1l2YcmR5HM+xizQ7S7ajElAK0Tm/WeLdMOXcu8fae3TO4OhK6dQxec5z7E4sNzLtJpbHwe7m\n1LqRUUdHDiBXcuxQ9jTN7sxyFyB3x/IKzLFzllsy7Szf7jbrLq25CeQrw0JWhqJkdl0tKyl3znKW\nk/fAmrsCOWTabRPsBHITy60JdoPlapq9+Uy78O7Eb4I6A7lzmh3duSrOdU5050y7YcqhJk+wGyyf\nUzQfWV7McG4QnVLuhHPKtzun2TnLiegM5LY4l0RHhDcD8tlT80Ai2S6sOUuwNysGeJZ7N7Hcidxe\nspxAPjl3LkiwHDPtLM3O4G0R5dhnUY4dWT7WNcvJl1tBDoRWJYkOqXVw55LuI9yznAOeW3AiN5Pg\nd8q04XZCnKM1n2pk2oU1Z2gXYql4jnNp0GWyXaTcJdF57t2VL/ee5e5wzm06z7dHqcl2w5QzXy6z\n6yLB7mNKsJMjR5ADwoNGKKItAvA8/S5xLu8GqABon5IVDI4cQP5vP/3Rw8//+FdvPehYGPHylFkv\nDhr668eefvzpXz+zJC/r5te3Lbr19W3X+sztp2529PIj5dxu3fzarK9uwbPyHuvmza+4bnx181vU\njRtf3bjxZWt1/csbTrp+/UtbWWsaR4czudO6/tUNFJweK1hkOm1XJ2yz/dqX113o2rUvFX1x7Vor\npbbGyi4a/PSLa0KffvpFS/T5p1dNunr187uoK59fNfTZ1SvudOXKZ26k7CvatJy5Jwf65LOrn3x2\nxSzYwuX29PgJyMpKwWWDdpWNw9l8evvqJ7evgC7fGV29fJvrE2wZJbd4eIhLt69cutWsPrl065OL\nTDddSFawFFzVb/X2j29+4o1ufPIx6rLUhRuX76SuX77gsc5fv2ynS+ev2wtWOnGhizBBG9enF8+R\n4HEyECtzyTpGwabB+PQkSK3/+JH7HvqvHz3e46e/7veQIyqx54LQLlNmvzhwyK9f7/sk5Ntbosfh\nDkCoRTu2qvKjT/9C6LFHn1b01GMwJa1nevTRp7h+/tSj35F+/vOnpNycg1rNqfzkzx+x0SOPPAmy\nfqQczm2bxlndrWqPPPVzLn6S7IS91MNPPqLo4YefJD3hldi+Ftk19dATD5Meapl++dBDv3zoQase\nfPCXd1EP/PJBQ48/+EAzeuCBx22l7CgadD5t07FYNafD3f/4g/c//oALwUceylULlu0etiarPXD/\nLx742d3Sgz/7BVMLDnHfLx5APeas++97zNC9j91v6NH777WVWsep/k8fvd+VbFpz1RTbTkc3t/az\nnz5qkcvDYc2f/+wnd0+P/Ownj/zsxy3WfcBO94J0t2vdC7Omox7igsnapORGXofVNMna8v2/+Y+H\nX/jxU6/d92Sf+3818MH/Hy8dedfogjQoAAAAAElFTkSuQmCC\n",
"text": "<IPython.core.display.Image at 0x9572c30>"
},
{
"output_type": "stream",
"stream": "stdout",
"text": "---\nTake one down, pass it around, No more Hello World on the wall!\n"
}
],
"prompt_number": 33
}
],
"metadata": {}
}
]
}
Sign up for free to join this conversation on GitHub. Already have an account? Sign in to comment