<?xml version="1.0" encoding="UTF-8"?>
<rss version="2.0"
	xmlns:content="http://purl.org/rss/1.0/modules/content/"
	xmlns:wfw="http://wellformedweb.org/CommentAPI/"
	xmlns:dc="http://purl.org/dc/elements/1.1/"
	xmlns:atom="http://www.w3.org/2005/Atom"
	xmlns:sy="http://purl.org/rss/1.0/modules/syndication/"
	xmlns:slash="http://purl.org/rss/1.0/modules/slash/"
	>

<channel>
	<title>PMean &#187; Bootstrap</title>
	<atom:link href="http://blog.pmean.com/tag/bootstrap/feed/" rel="self" type="application/rss+xml" />
	<link>http://blog.pmean.com</link>
	<description>A blog about statistics, evidence-based medicine, and research ethics</description>
	<lastBuildDate>Sat, 22 Jun 2024 17:10:26 +0000</lastBuildDate>
	<language>en-US</language>
		<sy:updatePeriod>hourly</sy:updatePeriod>
		<sy:updateFrequency>1</sy:updateFrequency>
	<generator>https://wordpress.org/?v=3.7.41</generator>
	<item>
		<title>Recommended: What Teachers Should Know about the Bootstrap: Resampling in the Undergraduate Statistics Curriculum</title>
		<link>http://blog.pmean.com/teaching-bootstrap/</link>
		<comments>http://blog.pmean.com/teaching-bootstrap/#comments</comments>
		<pubDate>Mon, 24 Nov 2014 16:38:07 +0000</pubDate>
		<dc:creator><![CDATA[pmean]]></dc:creator>
				<category><![CDATA[Recommended]]></category>
		<category><![CDATA[Bootstrap]]></category>

		<guid isPermaLink="false">http://blog.pmean.com/?p=372</guid>
		<description><![CDATA[Tim Hesterberg has been a long time advocate of the use of the bootstrap. In this article, he provides a nice general overview of the bootstrap with examples of how it works in several common settings that might be covered in an introductory level statistics class. Hesterberg, Tim (2014) What Teachers Should Know about the [&#8230;]]]></description>
				<content:encoded><![CDATA[<p>Tim Hesterberg has been a long time advocate of the use of the bootstrap. In this article, he provides a nice general overview of the bootstrap with examples of how it works in several common settings that might be covered in an introductory level statistics class.<span id="more-372"></span></p>
<p>Hesterberg, Tim (2014) What Teachers Should Know about the Bootstrap: Resampling in the Undergraduate Statistics Curriculum. Available at <a href="http://arxiv.org/abs/1411.5279">http://arxiv.org/abs/1411.5279</a>.</p>
<p><img alt="" src="data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAAsYAAAKBCAIAAADbV/o2AAAgAElEQVR4nOy9T2xkx3kv2osAWiSA44WAIIPgLoKLLKyAvri9CO5d2Yv74o3h3BsnC5sbtRHQCQzMjaIIsoKbQWRBoG0mCKCFR4HzAkdBpLw8u/36kQI1nIzeSFcjjSnPjMiRx+3hDE1NxOkhh+SQbf5nn7eoc6q+qvrqnDp/uvuc5u+HDzPs03Wqvqo6Xd/vfPVVVW3iK1+CQCAQCAQCySm1oWsAgUAgEAhkBASUAgKBQCAQSAECSgGBQCAQCKQAGSal+PY3X2j98Pvz8/Pz8/MrK8sBwframrje+uH3z58/P/RmgkAgEAgEEi+DphTPPnP2tVdfmZ+fpwRCsgcp4sr62ppMs7Ky3Prh95995uzQmwwCgUAgEIgtg6MU3/7mC5JJrK+tzb3x+vnz5wVFeP7ccyKBdEi89uorkj2cP39+7o3XpRtjfn4efgsIBAKBQMomg6AUlEzMz88LAkFlfn5e8In5+XlxRaQU7gpx5flzzz37zNm5N16XpATEAgKBQCCQ8kh/KcWzz5yVZKL1w+/LK0YyQSkE8xBpxC1zb7wu7jp//vzKyrL46tlnzp4/f17MiaysLNsEBQKBQCAQyOClj5Ti/PnzkhnQ60EQGCER8/PzYh5EUArBLQQXEa6I+fn51159ReQpGUnrh9+nZAUCgUAgEMgQpV+UQhAC4UX49jdfoKxCzGjQxJJ8iOuCUoiL3/7mCxNf+VIQBMIb0frh9+feeP35c88JXiK9IMKHAYFAIBAIZFjSF0ohQimlO0FMZAhyMBERiPW1NeF4mIgCM+mKj9defUVGaz5/7rn1tTWR0vBeTEQrUQUjwSQIBAKBQCDDkuIpheAT58+f//Y3X5BUoPXD7wuPhaACr736irGOwwWxQYUkEAafEB9FbmAVEAikavIXc50gCK59T3z8xkwnCIJgde4b4tuXF4Ig6My82D8FvjHT+eDlmATf+yAcihf+gUvwD9fCr+QfRWkVBJ03/qIvVfZW9XsfkK6pkHB9mtCPxUnBlILyCfGHnONYX1sTyzRee/UVueGE2G3i/PnzBhUQ0yVixYekFyKl5BPCOSGjK8RsCFgFBAKpkHzvA8Ih/uFa0Lm20ImsqWAYsSY/n7y8kJB/EqcBpSidsH3af24aSZGUQvIJ+rH1w+8LGy82uZK+Bznr4SOCNxjxFsI/QaMoJKsofEcs4VOZJ2j98PtyKmcoQimX0OTZZ84aV4wqiOkkIcK1QxMIxiYnofzbUKzvHW5TDLF0CCSXEAv34hurwQcvf++DyCRQ4xc6MKgPQ8mLb6yKrzrK5yGsyKp0e0RpgiC01sJBIj7PvMgUQRIE1773D9eiG4mtNSnFX8x1pOl6ecGiBZYORtU0LkXKWp37RnTxg2sd5+1EbaJD1CDR9aRWjZS8tkAoBdfCnp0SqOLcbWjWi73Il0g7mkARCL0frQeDyVMvPejMfC+qSyLPK4xSyCmJ1159RfoJgiAQm2DKrSny7CdBM/n2N19YWVmmu1YE0aYXQaHRmjJQQ+4OTn0nQ1xsQoNIKKUQHiCWUsj0QeTyMWoqY139KYWcchpWOwid7ZXJEEg1RJnPv5jrROa5M/NiaJOINTVMEZMDtaD0b5EmNBgkB/JGyxdB3m69KIXQWf9K0zNWB3mLVOYbMx3D/HdmXtRmi9TtsrmMdjPb0C6F6sM2ZsLF+E4hrMjdhqTHVXuaF7nKmh2d7KVwpld5WqWLBD5um2IohXA/iGFdzkdMfOVLz597Tq7dKMoAy9zkJIjwWAjuIi4WZWOMOFMqzz5ztgzbbVFKIcTlpaDfxjROzL3x3TGsFrBrJJ66VG4wCGR48hdzHTFkv7ygjN+174kR3OAWX2FMNf2WN9VShKlQ76OsiaJFpKYUkgQobmGIoQM7DRHa45fnOuYLuqGAprZNRKKJpEhDrUS2ymxjJl508CfLAMd4KQz3DHeRr6zZ0X6UIkrA50lLN7xonD+GSgGUQjoGnj/3nPAcyKjJCWJyCgxxePaZs9LYS/8ENa5GFGc2SbS+YoeuoiqVTdJSCkH4YrhdWkoxUb6Jj0J6HwIZmITUIWISEbeQVENzoQtQ/zMd6Ikh100LsXAkesOgFHYR6SlFxJDU9I0UTgfyCm6nFNBmGeIoharOXwguIiaSXnxjNfybVCRiD2aV2cZ0X3R2ysRXKHli2APThrQK3EVHZYujFHrpQ6MUYgR//txzYrVnEB0DJv0T4m1ezuIXIjK6QrAKURzVSmiSuVKSCcUYS3lGyRClDJSibBLfAhBI6eQfrgXBtbk3VuVA/70Pgs4bMwt+Q7mPlyIxjaOIDJQizKrTMU0sr4PbSyHjHhwBFm4vRcjSiH+ic22hY06vsFXO6KWIFWM6A16KOBGml5oocVK5/GplZVma52Ih5/7FH/IEMrkXZ7ztjJeYKY+YppBcyvC6P3/uOaHSRLS1hpwYMq67PPY0c+rv6SulkKtpXKVPfOVLYn90mYxuLiJ6RMR8CDFyFqCqGrnRXdHEAbZ2Ez1/7rnXXn3F2EuN1kKEmEihK4ak5PwVQCC5JHoplzb4xTdWg85qhzOWzLAeE0uhWQ4yl2F5KRxFEFPElsKu+Ajfzllr7adDQpSDedE1d2OEH1L1jFgKLmwlRSwF0ymsVXa3oTnDxV7kK5uLUvB5DpFSiKWhYtSWxmbujddFfIPYl0KuzijQSyHtIl1m8vy55wS9WFlZlrGc2RwJkrX4JBbuGUGe6BlpYims5EB0Hw55/pm8LnIQV4zIALk5B40joXoWTimMtbsBmVqiTUovClVFFUT8rEgjng2Rw7PPnDWqQ7vPLlTeJf6QB8EEZFtV2mL0TBmqLc1NPqXypBhMkUCGLWFMvnpZJxZFuxLoySLhFikYpkWF/S98oIxEtF0BsW1aEdriQ5l4IdZL4V6yyOugTXNY/CaBZ2i3U2vnjlRl2I/WqrErPrSL8Z1Cv5Vk0dWGeVd8EA6h9elX7B6xOIdrxcfgKYWwcPKNc2VlWfCGicjSy1PLg8gG0EUHBmjOickCYhfFdbGzlnzxffaZs5R5pBWRp2eInz3JMh+tTBEfJYGY1zcal9elVTNCT4Q1lfnIxqTtEPTNSyF1NmpqH9oi9THUk5USVUisjlwGLPiZ6E2hM6WGgjLSFpOUQtIUSWFps9iaI4oTMkoiIzqHqkbidhcVluJbmNrv+ItVkFyUQozd8iUyiKIoxAIQut+2QSmoz1nOX9CcabKVlWVxJClNRu2iXPFBw0KF2Dl7ijBsPnSErnaxcxBcQb6mi6+kdTSu01alnMNQg9KIAVAK+i27msZIJmiH0QviY2J15EfZRGImy7iLRrHI3o9vAXtliiQ6EEi1RQtm9Jrd75/It/mq7RA1vBYGpRAiXijpkeVyZA/0nSEyU4oJ/T1eXpzQKcUECRGlOciIigyebVGoTyyFbfDs6y5Dzl6nFlG2Km0uuvPEgCmFbb/tZDImV3wUjJPqFlMdtlC6Q5q4l3osPCnFhE7yJrjj6yAQCASSR7JTCmHs6eAuAuWE0aIDeuaJDxkjKTfwdlEK6SmRL7UyBNKTGRgiwxoSUw6eUtA4x2yUIqZB8lOKCd14Cw8T1S2mOmxu7GNj+6gSW0A8sYLsCkKc9qmAQCAQSIxkpxQinFAu4KQBg8bmlTalMLKyL0oTIrOV7gpZCmuJxc7ZlOhkm/vw356LumeoUCd/TkoR71QokFIYhjYzpRB1ly4rI5wzvkljmJxYPGKwPX9KIXhnEATsqmMIBAKB5JSMlEKMzmJ8b/3w+8I1LZckGBMNNqUwFiIKC0SvtMgWnFJcsRRC6ESMvCLDITPMfUjTFX+vUNWelacBqjkpRcyUf1pKIScR2G+FQ8jI3O7KREohjbeY1TJ0i49gsHNrWcep0HhYf0oxQfif/RBCIBAIJKdkpBRy2YIc2V1RERM6pZAh/Yb7wbBS0iYZ55jLZKyFXllZlm5tsY2BUCawQv19RGy5LdQwPB+yyuK6SGNslkC1zUwp5IIIo33s1S7G7S4aJLUVHiZbGXpjZkoh1Qj0qTFXdWjTsZTCaCIRVOFSiUbpGu0gnU9wUUAgFRZ5fnfmM0vt9Z/FHqaaUofCi04+j0O2YaEVz0gppF9BEgLJMOzBmlIK8VGYanYbBilyL042WYyFlqsSxDml39YPGEsr0jQKTeYjiCvCKktDJTbkMJY1ygjE9bU1+cItrsuq0ZDDeXJ2F81cLpENok0a6NpUkbOcMJK322LsPDY/P2+3MD36lc5qSU4ga8omkynt89to6bQ6dqFGBIYIthVrRNfX1qT7h7ahHa9j9zv2ooBAKi78Dl0pRD+qbWjrU/pJYpIoRb8W+makFHQqWqzFEFtBBNxCf4NSCJHzBS4XPU1G9yEQwlIKURC1FsJOZwunoJkYh5u3rGM8n33mrEwgzC2919ini70uKYW8LosQm2zKzIU1FftoSbFLibGa4qD5eYIW2amM6mBkJXb7cIl9tCnbuUZbyXJduQnyJFWlpbBtO/GVL4kwYXbPibk3XsfaUQiksqKfyS7IQcc6ejv22HGeiOjbdiUc7W3n7zh7nTni3C7R0k3Lmd3GO6E4dp8umVJvw/jT3l1nyjskI6UQb8zGXADdxImK9F7Ya0eNK6ywyVhKMcFRDbl54rB/CZBSyDwOKYVAqi2ml8I88Tz+2HGZg2EgdUoRe7Q3dzaKlybMpt06pXAeNc7vRO4sztg43O9Mef96uSUjpQiiyDu5P+Z8tMuhnVh6y4uFi1JQX7d4u3VxHchpE7pJBgQCqabwEx++x44LUa/j1kbdSdtRx5yozht+lxmmsRT2KfbcIV7xJ544DoczyrJOBmHPUUvcB90heSmFsNPCix5PKXwsurFAIFEB+7rwjYuoAulK8VcAMtqCtaMQSPXFh1JocLnro5TKGZCaUkhlXKbXPuJcikV3Eo8a96cU6pj7pHPtHUezJtXLIbkohTxrVBjsbJSCTs/PRyd+CYlZ5udDKWTkPyjFKRcaVDv08+ghEEg+SeOlSBT75LMCvRREyEGsVtFamoK9FInn2pfISzEREQIxTPtTigxTIQaBiKcU8qOIQwSlOOUinyIs9IBAqi8JlCLh2HHduhshCz6Ugj8QnNXEkVUo9pWEnPmj1bmKq5TJZ8rrZ6971csteSkFFU9KITaNCKKATRm0L3amEvslyJh/VzCmJ6VgFYCcNhHEd+hqQCCQQkSd3+0x3cCu0oxyCBiT73O0t2tlRKwmzjUm9CK3VoU5Et1RHLfiI+lce58VH2WmFHLvATulK5ZCpE/cl2JC3wRJyoDDM7EtIwQCgUBOoWSnFP6W26AUc2+8LsMv5H4DS0s/E6s9RUCl+EPu8eBPKVJxnRixl6265uBfe/UVOe8zr2/xCYFAIBDI6ZECtrqSInah9tnqiu7kTSXGS+Ez8WFvdSW1TUsp5H7egb6TI5uz2DpJhJeCUkAgEAjkdEp2SkGN9PPnnhPbL7IG1aAUct9l6qUQboAYL4UPpZAbcsvQUaltNjMvKEXMjIlxsKdrS3IIBAKBQEZeMlIKEV8pAiqF3V1ZWRb8wPYHGBt154+lcHkjxOkPYjNmcZSDOC0syHRs2IQHpZjQIydAKSAQCARyaiUjpZBzHGK9xvramvA9uE4Sp1GT2bwU62trkhYIQmMENwjiImnNysqyKMjFP3zEh1JQAaWAQCAQyKmVjJRiQmcJ9E2dtanizExJAnLGUqyvrdlHXNIinn3mrFiqKs4fTxtIQcuNpxSCFUmuQymFZEVyj1GRQERpyASUJ8n0tLLigDGx97n4Q1C3+ejoE6qAvDgf7ZUOgUAgp0R8VjkWI3ShaY4cUh9Dyp5ILi+muqs/kp1S0DkOMQMiTJ0w4YYZFi4EYUrlxEcqL8V8dASlyxESRAeaG6aU5R+eEk8paPymuPLt6ERvsaRlnhyMLlpGTMcIb4q899lnzgp+JteMyJkacZa3uCJ8MwJybw+RAz3ME4d3QyCQ0ylVohRZhD2RPPGY8n6dY85KdkohzKeIkJAmX8yAsI4KYSxp+IWdp08sxframn04teQxQiX5ok+VzCCJXgqjsnK9K3UzCE4gdRYJxL7jglEZPhuZidF0giiIEul1o8XAJyAQyAiIdSR3uhO9Q8l2UnniXXqC2EPVX14IgqCz2tEumntWepyKzp5IzlzUt6Uq4BzzuPPZLclOKSYi6/78ueekvRSWUqyDMAy5cFQIh4FcA0K3yBR8Yn1tTX6UG2sG0bu4MKKGyaQrTUS1xRv8RKblo1REbvETHwHnpbDVC4JA+BLE33IOSFw0PCsijfwoaiFpCvVJGCkp4YBAIJCqCnskt/+J3lISTyp3b6Qdd5eVQJEDc6NJTquvWNtge52KnnAiOX8aSM5zzOPPZ7ckF6WQcxArK8tinkLaM+F+NyIo5Tt9tjM+5DbehhrCDSDKEvxG2HU625JNslEKu0Saj0ECaOPI2FKWUrBqiMrS1TSuLTQgEAikYmIcyZ32RO+vJO+uzZ+EnrgnN00QaeU4VN0x72B4KbxORS+MUhR2PrsluSjFxFe+FEQufWHyxUXhXQis9/UJ4quXx41SSym8FPIjTSM8H64MxWSHjFIU9GI+98mTRVEKSnpsSiFp0NwbrwsPhOFciaEUgmaJRhPukJwdCoFAIMMX9khu/xO9pXhRCg3G4Z8xlCKaBQhttuNQ9UyU4iuUTsWRgwIoRZ7z2S3JSymE44HOcUhDLo8+N25hIwCEuGIphOGMyUq+38tYxULWc8ZQCpGzv5fCiKWwa0Fnc/wphcxQLgbJ2aEQCAQydOF9D/32UnjfleylUJKVUmhNwbOHQXgpeE2ckpdSTOiv4GKxw7PPnBWUQkRN+rMKllLIfSZiMpEv69Ksivf+nFVzUQqxsGLCj1IYS1RsSpF4JZ5SyHYIonANCAQCqbTwR3J7n+itsvI7qdw8Cd2PUpBYCndW2SgFr0ASpeCbIt855vHns1tSAKWgdlQYQnpFsgpjAkJcX19bo5bSoBTPn3tOrsY0CpV2VCyCEBdFhq+9+orIPPNCDyEiFIO15cIpMmFxCMEeKIEQCejenS4CITIRq2ZSUQoZ/gkXBQQCGRXhjuROcaJ3JD4nldsnoXt6KewVH8yh6gVMfMj82RPJ1UX2GPT855jHnM9uSQGUYiI66kIQAkEChE0VuzNJQ2vYeHldWlxKKUSe9l1y6wVxF501EDtcuVaxphKxV4RsRxF/GhAId4hMI8iN1JlCUoHWD78vN5kQGYrrco+KgESVyjSyXOGDYf0QtM0hEAgEAhmKFEMpJohV+/Y3X5BbWAYkclBY33mylaQQuumCoBSSNKysLFML+uwzZ2licVFSFkliAhK4kEdocKgtzz5z1r7y/Lnnnj/3nJj0EYtgaYbPn3vOuIWWRdPHlMuqKs40GfrDBIFAIJDTLIVRiokofEGSAHGIl4idFB4F+RIvt8IUQr39EtQ5Ic8Nd7kfxEJWYweI0yNi29ChqwGBQCCQ0yxFUgpq0YWTX7r6hY0Xu2VTP7/gFuLlWxILsbOCPNKCTi7ImRS29NO5F7XwBg1dDQgEAoGccimSUkwQViFemmlcoXDOi902J8h5pImQr+AySCKwDiuX5Z42PiEaGYGZEAgEAhm6FEwpJoi3QGx+RZdjyFMtJiInhPxDbsJt7MZNcxav4yIiIQgCEUE5QcI8T9V8x3yEIN92XhAIBAKBFCLFUwohcpGnsHZyKYd8pRbHcopFpOLoUXEYqZGJ8f4trsgjPOSpH0Yg52kQOR90Ch0zEAgEAimh9ItSTJBgTOGuEIeMS1+CWCEpzKFY4iFiLCirCKJ9Jmi24qLwbchVJENvRwgEAoFATrn0kVJMkL2qxKHndCIjiI7qnogWdEzoKxfkoV9BtL23iJ8QEx/iush26I0IgUAgEAikv5RCiHQniIPLxf4Nwmkh13rMR8eTStohXBfy6AqxDwRdboojNyEQCAQCKY8MglIIEVtHCDawsrJMIzclb6AsQfownj/3nDhoVNwreMnQGw4CgUAgEAiVwVEKIWJfCrqxlSQThtC9qOkmFkNvMggEAoFAILYMmlJIkeERdDMre0cKEV1x2lZzQCAQCARSORkapYBAIBAIBDJKAkoBgUAgEAikAAGlgEAgEAgEUoCAUkAgEAgEAilAQCkgEAgEAoEUIKAUEAgEAoFAChBQCggEAoFAIAUIKAUEAoFAIJACpNY6cwYCgUAgEAgkp4BSQCAQCAQCKUBAKSAQCAQCgRQgoBQQCAQCgUAKEFAKCAQCgUAgBQgoBQQCgUAgkAIElAICgUAgEEgBAkoBgUBKLE9dDCJ0niooz8+93L3z8uUisrp+Mei+/DnHt091RCmu4nzUMNN8bulOce0wQnL55Tvdlz+nNVdM8ya1/OWX77CN7O7uQfbLQMpimih6nmMFlAICgZRVPvdyN7h4Xf19Z+lzBWVbCKX43Mvdiy8v3Yk0TFtKFjVAKVwd8ZTZpIVTirjuPg2U4kzrqYtuAh0KKAUEAimruIZ+6boQhuTMmcsv39GufO7l7p2LnTtBIBjJ517uRl9f175VOUiRWYWjp5EVkesXg85TuvlRie90RTZ3Xr4sa8Go8fJlrjp2C4Ra3bnYAaWw5PrFiGu6KIXRwuIr92PAUgqmu61+CZ0l0Vfib+bhvHixY/S48WxwT4X7GfjcUlSCMvl9+Y18zkmgIwGlgEAg5ZXrF/Vx9oxmKsQoT6481VHjo3RpPNWJ/r788p3g4lPk2yg9zTy8Et3l9I6QsqgZCyzzFv7BqUEJh6yOoY9IQ8Z9UAq+I85QuxjxuZgHRnWW+d7PUQpXd+v9or793NKd6PlhHk75jOkPm/FsGDq7noGnLkZWn1Gy2N+Ia0pICigFBAIpvzzVkcSCRFdovoTIjOjjOOfqsMd9+ZUane2xWBP6PqqoAFuuRR00Ndjq6Gmus2VB7P5l/7Zb2OoR2pstznCy3c1eDF0mci7mTMzDadMO8hzqOvPPm5G/LLFvvxGjoWwBpYBAINWQcDgjVj+Upy4Gtmuhv5TiqU6gw47E9KcUenWuS3MQva2CUsSJD6UwHpjUlILvbt7MP3UxuPiU9tH5cMZSCmsuJuEZiBhD5ymuygX9RkApIBBIZUWNg2eUd9r2V8sB9KmLzBsYceq2nrqoBTfYlIKd+ODi1PQhm7MN7okPTQ23+11lomkFSmGIPvHBtr/RwmknPmK6m+mXpzp3LnbukJAI58MpHz/u2bB1djwD4VTFmTMtuSalb7+RREYLSgGBQMorKqYsLvQseom8eLFjTmmfaZ1xx0XalIKUyMxlhMIFqYkh2xymiw7PDO50EZ5pSZ/DM93d7eiX6xdphjEPJ3n8/MMzuWdAebZcVS7mN4LwTAgEAoGMttDAhVR3OZaSJgYhnlIpzSLSl7YE+1l4SV782UJ46WdnzrSenN0PgiDo3H9y2E1WoDw5u9+Z/ZFv+yz8bHC6PXlf8FWi3o9mw0v3n1T9tfVS5iJEDnylwq4nD4NqMV2rhOtmcQQq86iyeo2ix0+HLCJ8IIMgCPZnnxzoYwOBQNKLmOPnftUpQHOjlCJntqOBcm11pVusM62XwhE9HOJHj1KICvpQirDug6QUrvaX5jMvpdD4Il9fm1IwRCf2OpenRJi5RTWiSsVRipes72z2A4FAIBBLBjbxQQ2Dh5EYnvxsoYgX02IoxUtbfaNZ1OrHMYDUQq24nSHxGVA7TTkBbTTXdba1bcMfkoNQjbCaTD6UQkUaitxGj+xCIBBI3yQXpdBe9UyncWdrQfdMmK+SZJimA7dljJ1+cl0BwgNCq7C/sKC9fCsFOvefdL6Iqzw93k0j74vWAtpF69Vfu2i8EJslqlt8HAZ6udKcRzVd0D0T1hs8KYI0Tnx3GBZXtnCnw/IkTUNZ2agR9jsdrSzXdcdjYBNB88lx8Dw9mflguDKHQCAQiCHZKQXjOtbMjG3bXAzAsExiTJeEw2X7tTly3UqZX229dIb1gXPZnmk5iEJCMpKYoxQOD3wCpTDrEmPYXMpYRSsmxxt4s81ju4OhFJ37T7pcL2GAxRZj6Rd+dsYy+a7rsU0U00o8N9U9GS5KgbkPCAQCSZTMlEKLvwuNkxj0nZPlZ4h5042Nbpm090KHOTGDM6JCNd81KSVKrysc//av2XvG9a3paRhXxjqajEe/MWHSgXcIKRF5GqEqIs+ozZ132bXTzKpPd5jCVUrks/WS20i7Mk8olKFrDKswwkfYTqRtYkRjgFJAIBBIkuSOpbBnu2Omn4mR1kZ2tz12uJ11q3zmTEt7m3R+S654RyC6q0Pf8k0NE5hQakqh3e679kGjFExNnesa9FuSu8OVM6kUIVUFUwq9LIM7mg+eUSjbuXZ4JigFBAKBeEhmSsHNOyRQCuNtkgz65i3S2W543c3SqZkMbQlPKZxXvL0UrMm3GyFKZlhBe0lCHi9FUliJroznzBFtZOOWxO6wxKyU5kQp2kvBPmZESdmPLobnjOsMVEgQKAUEAqmOPP/kk88888zZ4vDMM888/2RySFlWSqG7kbmJD9PwqGUF5pJF5pbwbVjEV7o99t5eCvtKnJfCM5aCqx0/QaAvqUg18eEXS2E0KTfxYdSUzBzZvn1HiKKzO1z6RJXiGFVAE9CHKiWlsDw3OqWIm4ZjniJXzyI8EwKBVEX+8k/+5G//9m/v379/XBzu37//t3/7t3/5J38SX3RGSqGP4/qiUJZS6DbPEQlhrwFxjuY+sRT0Rv9YCu8VH2Yp2su3ZtRZDuEIwtDEe8UHu1oyjlLoNMKMM7BuSbv10wAphd71RkfHxJGcYfwZdj860kAGI83//vsXLl7+v/7vFmQk5cLFy83//vt4Egpvw6effvrBgweHh4fbxeHw8PDBgwdPP/10fE/l9VJocFIKeyOKRBZiRw4aU7CJryMAACAASURBVBXcCg42/vEMlz5c5chTCt9XUq4RtPiDSCt2YyVraatt+bz3peBttpNS2BtRJLEQRyCniw/Ful7yT3wYExZ28+r0Qoc5G2UpaXUrXBTDkpWPHnTW2aVawCigs771s7sf40nIA7YNz549e3x8XCCfEDg+Pj579mx8T2UPz1TjdWf2R/RlzjIzpkdBiNx1YPZJ1jJZDm0m+iFhXwrDEii7u/CzAvac1mphV1D3dqj5i/3ZJw0bqbdkfk0Wfqa1lVVTdu2DNkHANA4fGVoOSmE8CZHaXLgPzcdcPsp3K/jEEGXlowdcFwKjA39KMWxNywuWUhwdHT0qGkdHR32kFNWS5KkWCARSMoEhGXmAUuSHi1JsFQ1QCiLs1EApdwSHQCBCYEhGHnkoRXuqXqvVGtP02nSjVp9q0z9GHy5KsWniX8ZrCv/pG/NWAh3z3/hPtfF/IRdAKXQxWAX4BARSbgGlGHnkoBTtqXq90ajrnAKU4kzrzJmzZ88eHh4+pPjR85+u1T79/I+0z19+9WEMfvT8p/UUh4eHoBQQCKSqAkox8shOKdpT9fpUuz2lcwpQijOtiFKsE7z65dqn/+rq+nrSNYqrf/Xp2pdfJRdAKSAQSIUFlGLkkZlSRJShPVWn3CGGUkw3avVGox45/gkRETMo5hfu9PQGdVmmb0yLT9yd/YCLUqwp/POXap/+q/fW3Hjvrz4dqasS/vOXal/6Z5IIlAICgVRYQClGHlkpBWEMGnmIpxQ1eY0wkemGQQzCT670WtbESzLdkMmp70TPvh9gKcXu7u6SxMWv/3btD7675MR3/6Amvyd/f/cP9Lt2d3dBKSAQSFUFlGLkkZFS8DQiSPRSkCuOmRHFBlzp9et8ekIvcqPGgSZISykufv23o2x+++sXBXUQfxiJQSkgEMgICSjFyCMbpSCzCsbsQjZKoc98xFMKI21NujLs9NrXeRDDJ9g2FJTiZwp/98Xabz974Wc6oosXnv3t2hf/jkn8d1/Urv8MlAICgVRYQClGHpkohUUXtNmKtJRCn5lI66WI0UplWIDDwsUnAjelaBP83RdrTzz7RrvNXtO/fOPZJ2pf/Dvx1xe1e0ApIBBIhQWUYuSRgVJwNlpONCTEUnAzE1rK9lSdxlKwMxkaB2HYjDPaIidYPhE4KMUvfvGLWxSzzzxRqz3xzGz0+fzv12rywvnfr9V+/7z6IvrbwC9+8QtQCggEUlUBpRh5pKcUfJhCRAUSvBT1OjcbQeZRyE4X7vTa5AclFwY1MVP0CS5K8aGJ7/wPMnvyP77z+p8/8cSfvy6+ev3Pn4i+0K79j++Q+0EpIBBIhQWUYuQxwA250+5UUZmdLVhK0e12F4tGt9sFpYBAIFUVUIqRByhFfrgoxQdFA5QCAoFUWHCk9WhjsIebjyalcB1uvrOzc6No7OzsgFJAIJCqyv/+o69+1NmEjLD87z/6Kp6Ewtvw6aefXllZWV9fv1Yc1tfXV1ZWnn766fieAqWAQCAQCGR05C+/+tW/+Zu/uXfv3k5xuHfv3t/8zd/85VcTKCAoBQQCgUAgIyX/64//+Omnnz5bHJ5++un/9cd/nFguKAUEAoFAIJACBJQCAoFAIBBIAVKbBwAAAAAAyA1QCgAAAAAACkBtAwAAACgZlnQMe/sDAPACKAUAAEDpAEoBVBGgFAAAAKUDKAVQRYBSAAAAlA6gFEAVAUoBAABQOoBSAFUEKAUAAEDpAEoBVBGgFAAAAKUDKAVQReSlFO+ce6Im8Yev6F++8ofWJXc2T5x7h+YYfYwHKeGVP2R1GBi0luD0J3Xss7KxnULVSMwmk8Il6hQAqCpAKYAqIhelMKyoZjzC73yMibA7qSmFUcIwrRfTEIYyeh37qWxcp5hqxCCjwiXqFACoMkApgCoiD6UI7UVodvRP2SmFN1KUkB7vnHvCO+ew5rQG0q7rtnUAlCK2U7JTCl/0tVMA4PQAlAKoIgqgFJH5INYkMrL6W7L+/iwu2tMFlpdCy8x4/SWXbStN86a2USvTYTRVmiSrGqVkJhj0GtESlbKqIloG9B71RZTnH/7hEy7d3J3Cz8z4dYrVuoV3Cp8jAJxWgFIAVUQeSkGsg2HbGErB+OOfOPdOIqUwcpLmJtF62TeKHB16cPAzck6Hg6zIK04L7VDEpbulPKOUu1MYouDdKXotC+8UZ44AcFoBSgFUEfnCM02TZLv+9bdlw2aGX8bEUui56LfFTdsbrgPynVaYT9wG9xpvf81lQYviJz7MBnni3DuOlhMfrfmUlJ3CNrVPp2hfFt8pcTkCwKkEKAVQRRSwiDR2lsOyCzR1MqXgkkeIs17uSACn492vlsVSCjOY1eE5kLf6r4bhO8XVLomd4vZSFNIpcTkCwKkEKAVQRRS3L4U0hZx/gXVt+1AK5kZHACjzHs2bXttmxxqxpMiL5ImPQigFfZv3p0JGp7icJYmdkjiDkbdT3DkCwKkEKAVQReSgFLYtpWZIty2RadN9D16UQkLZWs2PnvaF2K6BK6FfLEVyeCajUDKlYFVKphTxncJO+/h0SpKTpsBOMXMEgFMJUAqgishBKQyLZHxm5y/0yfLY2Xj6cm/GFXAlxE7bW6svUpjK5LdlST2spRmuQIU4ShETcuBBKeI7hZ2/8OkU7WPhnRKbIwCcSuSmFIuTYzUOv/z4f/idL0+2ftIt3pzkR3M81HJscnFwpcqmGmipo4lcEx/sugVmxai16EFPqk+k6/aEmwZgvnri3DuJiwvcyxUcsxb+b8m+W13Jq3GUInnFR6ytjesUXY1z/p3CcwO3htEl306JyREATiX6RikiPP7fvnNjv3iTkg+gFFVHoRty61bAeNHXNmDg/eM1m1JYRVA7r5UQvwWCdp9m2YqyXPy2D1yhiZTCUNFqCv+5Azu1poZ3p7gULrBTElbWAMDpQt8pRa1We7wxvVG8UckDUIqqA8eGAQAAlA7FUQpqJ/c3br/z9xO//csRqfjNv5wv0JzkByhF1QFKAQAAUDr0h1II7F/82uOh6f7k1y5qX3V/8tr/+vzvPC44xy8//qnP/ulrJOpi4x8/L277ja9fkRdXvvMZhgdc+fpviIuf/8cNyRTGJhe7P3ntTz/7Hz/xmMj/dyZe04I6XJRi/6M3X/qj6LbHPnHmd7780psfmdM2ItGnHo8I0y8//h+4dPsfvTn5BZHVY5/4j1+YfPOjG0xTKSfPeNOjtYEQoBQAAAClQz8pBTWYn3rhRnRx/8Z3/ltENbT5ERV1ITmFylReqtVqn/nOilnAZ76zopjCb9T/y5nHjNwfq/+10o+lFPff+NpvmXfVarXHfutrb9xXVbrfHOeUr9UeH2+qZPs3/vq//LKZ4Ld+65OgFAUBlAIAAKB06C+lCKYbjxkWc//K138zMvJff/Oj/WB/Y+Hvfy+00jLqQrokIvaw3xwn5v4P/3VfT/ZfX1oKCFOo1R7/b5NvfrQf7H/05tORzSYuD4ZS3P/Hz4cFPP57f/+TbhB07859vf6YSUf+vz99PCQQr93tBkGwv/HuuagAxXSWXvqvNVdmoBRFAJQCAACgdOgzpVAWs/7Xt4IgCDb++fdCM/35fyQv9W989ZOUGxCj/Pl/3AgCMsFRq9XkPIrpzFCU4v/4e5m5cm9ERISjFPN/GRKd3/z6FTWDIbX45FffcC5bufHCp1yZabfJq4ilyA9QCgAAgNJhYJRCfL3/r9EKr5AqRLj4tU/qr/rRnY+NN/fVp9/8TWGWf+PrV4jnIor+lEyBTLOwLgnrkqQFNHojIG4QMxgk6D74yTv/7/85+T8//58/8ZiRmSIxuudB0iJQitwApQAAACgdBjzxIVMbplt9IW139FL/ya9dlJb9Uy/8a5juM99ZkTRE5sVHXfpQCnnBYDrqCzmrcf+tl76saARFlJmsi8ZssOKjSIBSAAAAlA79pRRqlUZo9lNQCvlS/xtffyv0bXzyaxfl1c//4wX5fZRV/ynF/o3JKCTisU/858//z8l/eef2uy8YLeCqJChFcQClAAAAKB36uoj0RmRsZVCB/8RHoDjF2Gc+88laLZoDCVM+Vq+PGRwkB6XwnPhQQaJjL8g9Qa1YClVJFb1B6wNKkR+gFAAAAKVDnyhF98FP5ibVUlEV8yhtdEJ4ZhAEhGdQFqKv/dAiILNTClVUbHgmtz5DRU7IzJTLhSinlrqAUuQHKAUAAEDpUBylcEPfsUHuf8UtIv3aRfpar5gGNcRqNqUWeS5C5KAUwdJ3PuNeRPqZ74iWUXTmk59/+SfdYP+jNwlxUqETTGb/D9n0AotIcwOUAgAAoHToO6Wwjw3z2OpKJiUeCTUlQYp87Pf+mcyf5KEUfltdkVgKleATnwh3tSKTOcyOWI/X6/bEByhFNtTmAQAAgJKhX5TisU+c+dRn/+ilubv84ebdn7Qmv/w7Z6INs40NuRXkNhbaKk61SYUekZGPUgRBsP/R1b//02ivbceG3PffeunL4VbikeKRPvpkjtqQ+5cf/xQ25C4WtWErAAAAAJjITSkAYAgApQAAACgdQCmAKgKUAgAAoHQApQCqCFAKAACA0gGUAqgiQCkAAABKB1AKoIoApQAAACgdQCmAKgKUAgAAoHQApQCqCFAKAACA0gGUAqgiQCkAAABKB1AKoIoApQAAACgdQCmAKgKUAgAAoHQApQCqCFAKAACA0gGUAqgiMlKKJgAAQHVQ7Lg5AIBSAFUEKAUAAKOPYsfNAQCUAqgiQCkAABh9FDtuDgCDphQ/+Kcv/vq3TPls60b49a3vfjbmW3cOv/6tF37Qd92B8gCUAgCA0Uex4+YAMAxK8Z3vahzh1nc/K3nDre9+9ltfnHiLfj098a0v/vo/TcflAJw6gFIAADD6KHbcHABKQCmC4Ebra+FFhlKYF0EpgMyU4sFh9Nej2y3tl/vu6p5M1dtq61+2bj+KvuuuvNlsNttb0eetdrEjSOvSwurO2q34RFTZOOytvlusdp7oX/P0CzNXfrq60d0/PO6Fip8cHe5ud5Z/fKllpCxD3dLooJ6VhKchLtO5Dx/uRy0TBEfdlatms1Qd3s3Uf+hDgNcPvUwoilJsbm5eu3Ztby9pqHNSCjFzwVIK/S5QCiAzpbi1GQ2Mhw+u0Z/xmytdkuz44aL2I198eBx+s3//arPZJ7vSurSwunPY88gUlKJItK6udI9cTdg73GzP0dRlqNtgKUXr6ureaPOJZlkoBTMEeP3Qy4RCKMW5c+d+6Zd+qVar/eqv/uoPfhAb1MASAnXRQSkU5wClAIIgM6WYvbsT/SncDSHI9SAITMLxzsfRcBNxjb7YFf9MQSmKQ2vxoZNPCPT2PibNWIa6DZBS6HziZPfjUeQTzbJQCqYPvH7oZUJ+SvH666/XCH7lV35lbW3NmZohBG+98OtxsRQyDSgFIJE1lkKNHL1NNbvQam/19IR0XCHTHjt3Z10//b6MJ34ox3BIUAaz6wnS9Ufb966/PSss5syF+eVtSTWo16oMdRsUpWi9fVc1QtDbWx1RPtEsy28IlCIIguDs2bM1HXGOCna9huIQnpTCzOFrU7cyaA5UF5nDM605jGaTXDw8OAgNDHFiXJMRGHsfv8P89FuXFu5t7R6dBEHQOz7c3Vi6MmMOFTNXlta7+0cn4U2948Pd7Q5Jp/Kj8LVZscOh0C4MErAK5pMFQXBytN/duLdghRJYlTk52u+uGzEHaZtHz5ItWtVxqz334frecS8IgpOj3a3b7wj1f7y8TmIhTo4Od7dWf/J2oglU+ZLnIWySDzeiZ4W0a+q6NVuz7y11tkkX7HfX7YQumsBdd1KKmStL692D414QBL3jg+760pWZ7JRirr2VwCfkLXur79IHqHd8uLuxPD9nlZHcFspfqHkKycSk/BE2m+S32du+M+usWtLPr2n8hlpv31bN6KpKwf3qGgK4q6VGfkrxrW99y6AUP/rRj5ypE3wMmPgAvJCZUliRlnRcOn7YliNa5JAg0x5qkFO//0f/Tl/kBIzhVxua+XT9ohRzNx7s9ZicjQlx3butJdzSIwlaVz/ePeESai7xVM2jvwqTZPsPP1RlkzruEV1723dm3Up5vFiTKa/e/uaydFM4kapuZmCj1mCdG3NsvlkpBfec9Q539yQhTkMpNL1dzShvOex2mVoebd7SzLxXW6gOIfpqE5Pyl0mfCnLRgMfPT8vpcGfb/jEcbd99u7/9Ckohsbm5+Wu/9muST/zu7/5uXOpslOIH/6TWkYJSAHkWkSqGEE19yNGkt9VuycErWvahOAhZCML//gnUCKfm6vfWFi61ms2Zy0tyjIuy7A+lmLv96JjLNwiCIDh6uBjV5q2Vrhgdj3dWrsw0m63Za/flqEqznL21GRN3cPDgWit981y9744L6XVX3rLqSHByuLbYas7e2Q7Vf3RHMALaxAed92Mbb7a9pTdS7/hwd3t9dfnm/AXG5ZCmbs3mux87qJooiQZp5KUUshOd8KcUt/UAiq2fcg3h0xY0YMm3LZRDQt2twqoD+jtUSZ2Mwuvn1/QIT9I6qw/9CkpBsbq6+md/9mdf+MIXXnzxxYRFH1koBRaRAiZy7Euh5jGEq9sYl+THcAJdJSfDFv39H3VXb16eaTZblxaUS0BGasi5eroy9er9/TAdHeaLjqV4v3MQqbi9/F5oa29KHaWrWN5O7ibOHGK17u0GRo40Q1VF/+aRdCDo7T24eXmm2Wy2Zt9TYQySEGiLfPce0GkR5X7vvC9tn8rYXL5jwfnCGfSO97bMGRj/uhEdgt7+5tJ7sy3hLd+UxRF3fU5KoTpbaqV3TgpK0evpzUGYnesWVerM5faGVEXpl6ItbKKgfoNBEChvofJdaLHWFN4/P+35ihScuXxztWtH1PStXxFLkQHpKQW2ugJs5KAUJCBv5+4s+RiOS3JwOXxwjY5vvPUPusvKzckaYmace78zAEqhBk59Dw55nQaomphZsmuimuJ440OVY+vDh4cH3Y3VJTVp4N086ooeyaCuRzPnZMjXSm/S8Jgg6B3vbXfu3bp+hfUwONG6tHBva+/YQSw0t79/1yuL19u5q00fzd3diYqSxjAfpSCLkrba9IWd0EBvSsE0AU8q1C1an5BpikxtobkNm4wHQdRE/XJ37/GUhwf78yNl6LmRiJrwGe1fv4JSZIAPpUjekBuU4rQjz+6ZxDQ+XFQGSQ4v8p1ob/VdZSm0l13109fHaTcrmLkwf/P2vc7GNgmBDPpKKRK90oburdm3r99aXl3fIoFsmjLK+2zuE2bCu3k8VsPaKc3SHctATw6tsNEkzFy4cv3Wvc5WGJqnQGaJ/LtetZfllidWKeJ1+SgFifBw7uGWjlL09h4s3FYNa1pP4xbdTZC3LaTOxw8Xye+12+l0SXH2L9eNxJ+fO0zXIov961dQCgAYEnJtyK3e3/fvL0f8gQSYS07RXWlLl6s2VLtGcG6cmHn/51v7fPRgSShF69Ktzi8OXZPDUhl//bybJxOlsEtvXV3ZcehvbVXli5nL15eJJ1t6dPy7Pq69/FOnpRRWWXRZRlyF6fPS23twY66pvXYHx49umw3pr3O6tlDTOIcPrkmTvrf6bvQU9LbaLcr8Y6rl+fOLYV7uqIei+xWUAgCGhHxnfChX+cFBOHZpTgj1/iMjg5Jew1zX6aAcnByJwL/2gwFMfMjsEoIJWtceqLnv3vFBd6tz79b1j+yJj5i3MwPezaM0d86Gx9aRYuby9eXO9u6RZT7MiRIC8lZpbsLebDa19cNRqf5dr56yHG+z7FxaGi+AmhLxphQHG2qpDY36tEhFv9pC8xSuhLcePrimrh8/XIkeiNj4W++fH1nxoe+ra/dA//oVlAIAhoR8lMLcLNO0KPbWV8Y44z2WkjnuR0uX7PDyPlIKZQ7VUgwOyhrR8EZGGVIXzUjP3t0+1oMpvJvHPS3tV0cWYvpiQ72axtxBtj5jwgXIapAMc+Nqgi3dnDvdeIHM5HvGUhgbNGSJpdBtH2WcxprifrVFky7sPhYNENroyJ5Hly0GoMH/50e8YPrPhe5OIjqmf/0KSgEAQ0LOk0jVUBPCeN8wOYcZyZjhNZyUQBgLTym6y3PN5swF3xBDh7klYYvRAg1tNUUYhqY2FyCDMzvPwKz40DJM3K88ztSoJR90oYIkL25KIatpGFM/DwipU+9wZ/VmGNfZmv23eRLBT16FUziy3/y5fMNPXhmgZuOCo62lyzNm2/qv+DjZ7dwM76dVyH7GB41V0faa6FdbNJt60G0QyN8PebsPgiDJBef/89Om4ORKntlr99SKD/kM9K1fuSEgqBpAKYAqIu/h5sayNMvoGJzC9HB6j6XkjUasfNRHKc2Ma4vvg8B/a2CXuY3dqkBGHKqx+2h7+YpYBkhXVZK6x+9LoZbjpzA1sUdssPtSWK2iNgk42l4Wm0m0Zt+WtMS5BDJUgL6Fu9qKvJynmRt3byFma2Z7xkzE70sRuwlJEAR5TiLVpg/YUNVi26LZbJqcQv5C4w/4M+D/80vel4J4JPrVr9wQEH9vCQFKAVQReSmF/kNnBltt5NL2AE43lrYW15nAwZOTyCtPDbZa7u5Ui0XM7pntTTZsUdvr8q2fd+3wtd7JSXij5ll2b1RJ9xdMFZLmylIPrIyd+HBVM7C3/2TQunTbeXtg7TSaqm6xuyyuvq95oXg7dbS1FT2I8ZTCUVRvb+vRvrPhPCogoO3tJElF39qi2dTnBqju1PjHhMmEmfj+/MjztWs/jnaQb1/6lRsCuDJKDVAKoIrISyk0ysBOx5KRy/4+1Vg6dyM6B0JEiHWWrsyo4ukqeJKyd3wYnV+RCJ8zPsLye8eHu9buTU1ypkHQOz4QJ2zIt0Rz3DbP+Djc3Vr9qXa2QUpTE2UZre87ObJPS0iKpWhdWri3QZa/cmrFoHXpx8udbdlMYQbbneXrl40cUtfNPgvCccyKdkSHagSZcRKlaOodeXK0u925/XaL28mMQ3woj+7MCcMN+tkWGu3XnBHKw8jH1Brw+/nRM2T040oOuJM70tXFt1+bzBAQVA2gFEAVkZtSAAAAlB7FjpsDwLAoRXN8o1aTsmU2XHNrbFKwxr3JsY3o78KwOLkpih4fcI+pegG5AEoBAMDoo9hxcwAYBqXojtc2amPbi9FnYeCJde+O1zb6SCkWt8cGTyaCQK8XkAugFAAAjD6KHTcHgIFTir3JsY3aeNe83Nyq1TYnQ5YBSgEkAJQCAIDRR7Hj5gBQFKXY3Ny8du1awjGkgUEdKCKqsbg9JidExrYXQ0rRnRyjF0l+agKFZLu4PVbbmgxnN/RZleZWrWZktacyp5k0t2pj25PjUcrmVq221SS3jzdpbrQUmmHEn8x6BaG3xi4X8AAoBQAAo49ix80BoBBKce7cuV/6pV+q1Wq/+qu/+oMf/CAm5eLkpsEJuK9ML4WaFlncHiMv+s1xYsubW0YyV0G6l0KbhVmc3FTWXdAF6VARHw0WQj/Sv+VdmsK0XprHYnFykwkoAdwApQAAYPRR7Lg5AOSnFK+//nqN4Fd+5VfW1tZciZvjTktPzKpFKchEicrBmr+I+UovSX1r2XJSnOFQoZTFIB80n8XtMc3lQPUn9Rra5MuIICOlAAAAAPqH/JTi7NmzNR0xjopslILGH8gcmDd7MTcR2HbdKEmZc1sfla3MTWVuMAz1LaMMnemwKYX0c9hhJYAH4KUAAKC8KHa8qxDyU4pvfetbBqX40Y9+5EqcbeLDTSk2LElPKXSjnptSkECK8a7TSyHrEmmOsM1UAKUAAKC8KHa8qxDyU4rNzc1f+7Vfk3zid3/3d+NSJ4ZnBkF2L4VETi+FuJKNUpgVjKMUWqUwD5IGoBQAAJQXxY53FUIh4Zmrq6t/9md/9oUvfOHFF19MWvSRdxGpIgEWO1FswJtSJMVSpKYUphtGTH8kUYo+7eg1wgClAACgvCh2vKsQKrfVFfUraCs+aMCjN6VIWvGRzUshMzcWhrjDM53OG4AHKAUAAOVFseNdhTAMShEESRtyL6otJeIohZGPstApKEWgbyNhcIgs4Zk0yGNsco/ynkW6VQaN38SsR0rkphStSwurO2u3yBgQf2xSgVAF2egdH+5315d/fCn5OKTiYLfFYO8fMOLa/+TocF+cmjZsLQcO7mC2pMPahqFTQZi5srSxdY9kWnBZ2QaoEcCwKAUA5EEeStG6tLC6c9gLDO5QCkoRQTt9vI9wtMXA7h8GfNq/t7c6kPYvEU4PpZi5srSxf2JmCkpRDEApgCoiD6VwcIdSUYpgQIN43koPrNEKhGf7H3TeH7amA8WpoRSOTEEpigEoBVBFjAalMAuauTC/vH0Ufbt//2pf9YjXZTD3DwMx7X/55v3ucfTt8cPF4Sg4HAybPgwMoBR9BSgFUEVkpBT8C6qwLJqlaV1auLe1e3QSBEHv+HB3Y+nKjDVozFxZWu/uH50EQRAEJ0fec/DxZnj27o7r69bse0ud7d3D414QRGEXnGJ+aePaotlsXfrx8np3P7w/CE6ODne3Vn/ydsvnfjU6b7XnPlzfO+4FQXBytLt1+x2m6UQTb3eMqsj8t9qkN4Le8QFX6xTcJj7p1fv7jq+9+ju53VTKhXtbuzIhlyNtR9oGJ0e7G7dFlq1LC6vbB2ED72+v6hrJDPZW3525srTeFSmDk6PdLVN5Xy8FVUprk5Oj/e0OU1NT86UrM3ombhRSPpsfhchbL4u0FtOudgdajzBTzukAKAVQRfSVUjz697vKVxDCmFxvvW0nCYIg6O0//HAuZkzTC4qnFHsfv0Ouz334cL/HlBic7HZuGEV6pY1pi9bVj3dPuG9pM3hRir29PaVIb/vObLPZnGtvcU1ntrHMv7tlp+8dbra1ShdGKa49OGS+9utvr3YLU67usT0UHG2pipF23LUyPtpqX7q60jW1Otq8qfgSjwAAIABJREFUNdu0Mth/tGWXpwfspKcUe12r9CDo7X1M3/G5Juntrd6+XwCl8CnflR+FRSnWlh9YrUX7pdlszt2wkwRBEBx1V0SbMt+dDoBSAFVEXymFAzt3o7G6dfU+NzQJ9Lorb8WMkjEmrTX79s3VaJTs7dwlQ9i7HzsskEirDaOead1tMXtnW2Rw/OjO27OtZrM5c3lJmvUoxsCLUhCcHK4ttprN1uLDMKe9tYVLLT3v3lZb2rik/tDbuQhKMXPhyk1iKHbvRfl79rdfuzWbzeZbK90w5c7KlZlmszV77b4smLOeLI6PjriO7q682fTLIAiOHi62rLS+lMKllpowUp1toNeLNM9BKZLLd+dHYVIKBw4fXIvymbv96NiZTrRpfF4jDFAKoIroayxFEBx1V29enmk2W5cWlI3pbd4yTEfQ23tw8/JMs9lszb6noiASAvs8wgMNz4MqMOjtby69N9sSMxub0hcROgBSpnW0hby413l/xtaBDtl8W9LRubf3gDqNW+0tkQ1lD2qygUxja/2xvfzebKvZnLmsOFfmAEq/8Ezytu/b397tRucjZMPcfmQ1pdGONy/PNJsz79+njPFoe/nKTLM5c2Vl59i6n83A9TBkoRTRE9aavfbvKghFpuWexZnLNzvUb5GLUiSU75+pI9/mzBUS3CTdhu93DlTzvxeSR8VGe9t3ZkEpQCmAKqG/lKK7TJzZ1lCvrugBlOq6PmVhItGkHe2uiwEthJoL0V0Xzebc3Z1ozA7fTdOkdbXF4kP1CtY73tvu3Lt1/coFNmYjkVIcb3yYGF7Ser8TSykOHlyjc04fbhzbqVMgmVL0Dh/dVXPy3v2dot1szCzFUgrlMmm+uSI3H6aty3WFysB4Gt66t2umzkApiFJ0xkimvbVpe16aTY1q5KIUSeX7Z6rne7h2Qz1wNt9VVx7dpg+3vN7bvAVKAUoBVAl9pRT6kGQlT/SQJoyTfm/JZKJbjcxq7iUEYRDCh5ImrastHO7qk0N7E65ESqEPugozF+Zv3r7X2dgmAYoBTylMRzb3Pp8GsVtddTvt65d1FuDd3ynaTVRk9u3rt5ZX17dIpKpWK1Wy1gYk6uc2E3vCUgoyG9JsNjlDmZ5S6B1jp33n4+iKuXjJtwvzlZ8iU+2yrpOdPPkHvLf6blKSkQUoBVBF9JVS6Gawj5TCiqX4tyvUK2xHLdj5mt+lSetO3rq6IjawsqEHRiZSCluLmfd/vrXPBzHylMKyEDlXrpq3z1yYX350qDz0ZoBtiv72bbfWpVudXzgSspRCawO+/vGUwmwpO+sM4Zlax/jlGFsFC/nKT5GpdlknQKAU6QBKAVQRA9yXIoZSmK9+fkgYTolPOhzDlEM92fOQJm2CLjOXry93tnePLPNP3O1JlMIa3cn0SxCcHO1ur68u32w/iJv4UNoKFOelILfTZSjG8oy0/Z3Ybq1rDw7kxd7xQXerc+/W9Y/iJj5yUwpzLq4IL0WSSVdeChLZ2Gw2i/JS9ItSJOXr9J9RmJ1/agBKAVQRw6QU7nAFPyRQCjJVHo5h6kpyfESatMm6CMxcuHL91r0N5VpQY25aSqGszPGjpUtxiw1I1no8Bo2liI1ZccFRZ21tK12Kmbm/Xe1GQgxIHCejVoGUQo87ILxVErbiKQWpqB5JS3llBSmFitrQo3w0BKcVSwBQQRRDKbrLc83mzAURQedNKajRl0sAaMR3QkhijBmfuXz9Htn/IHI0vPnzrvcqjjRp+baQjg6asMm/rfNt6R7d1TfEiSJXgbhXfEQrcOhCi/wrPsyJJxoLQZZXeva3d7tJBejLOzdZVCSl0NZckGVMOVZ8JJp0x4oPbUeHYVKKw7UbrWZr9sJsK12+JA43WvKhPZm7994CpQCAKiEPpVDvTiHEUOFPKdzL7YMg1b4U8TjeaquNMFw7I9lFpknLt4Xa2OJoe3n+glg0+ba0BDQHvi3doztxoojFpa3Za/fIhkXEyCbuS6G5DIrZ6mr21qbSRb2Ceva3b7spixQtAb3cpnuTSbZVKKVgQV6z+0Ap9Cke2ma9IXoplKdM0yFNvnJfEQ7YlwIAKoc8lIIuYQuCIAOlcO+TaO3qyMCLUlgZxeyIufq+sVDRP62jLebam67gQX0XQf7+mNG9tbjO5HxyEjWmcl6QFTj2Lol92z1TIxV796OYCs/+9my3t37etTPrnZyEt0peVSClOOx2rUci9+6ZHiadI7gnux/fH2IsBdlWguqQLl9XT8s2Zb47HTBG6mGrAwBeyEMpms25G+TIiMPw6IlUlKLZjM58iNZAnhzFnLihIZZS9I4PD3e3Vn/KZWSd22EfjJE+LdsWTXGCwQZZ3SgOq7D14u6PH93JHcHJkdBLeS/knL/W7nM37m2Jo0L6fcaHEahJtiX162+/dmu9fVseuNE7PhCHe0jvRTRzVmR45uq7rbdvr3cPo6M2Cjjjw9Okty4trG7vh+flHIjjMpyxtzr6Qym01j852u+ufvB6tnrd29o9DHu6d3yotWlwWgFKAVQR+SgFUAHkXCoKNFOZ2YFCMchy6VUg8o1vFQYoBVBFgFKMPEAp8mPYlII45A4e/kS8weshtq6t0CqPbAPUCACUAqgiQClGHqAU+TFsSmFFLRgw1saMErINUCMAUAqgigClGHmAUuTHsClFc3ZxnQ8UDgLrvPDRQrYBagQASgFUEaAUIw9QivwYOqVoNpszl2/e2+juH6rdRF2RviOFXMNblQFKAVQRoBQAAJQXxY53FQIoBVBFZKQUAAAAQP+Qk1IsTo7VFMaHS80WJ8dYDZrjtdrY5OLA9Rk2XO0xqPv7CXgpAAAAeBQ72qZCDkrRHK9pplrQi6EZocXJMUfpp5NSuNtjMPf3F6AUAAAAPIodbVMhM6Vg7XRzfHikApRCBygFg2H/0gEAAPqOYkfbVMhIKVz2hlSmOa6lIHcsTo7VxifDKZPxpvVZJrfnUxYnx2pjk031ZUgVmuMx0y+CUkyOG/dwqphFR0kNVqJ/VDXV5oE0PRz1sRuQ09JdwzTtwapguJoiT5N1vyioPLQMlAIAAIBHsaNtKmSkFAZf8EhiUArbjplTKNFn+4Nu/LWvnF6KuJtMssAVrdVGZEhN9djkoqEAZR3u+ugw20gnA9En6grybo+EJiWFJrdnGQBKAQAAwKPY0TYVslEKH3OTQCn4r+Sd1ObG3EqSJlAKL1WsPOQF+k1zvDY2NkbLHZtcjJlfialPbDrndXXBtz1iVQg/GFxnZClFwn4HfdsOoQx7BPQTg61f69LC6s5a3JFT6TFz5aerG+pgMLGBwnZn+ceX+E2jc+swc2VpY+seaawC2rAfeeaF2bC948P97sbqT9+bHcJu3INqj6G2e7bhsRAMi1KY9s05q6AnMG/1phTWLASbH1+05BTyHjHXMDa5qOUQekNMVhBXn8C4ylWAuS6z9GyPJBWieQ4f4lMOgFKUDgOrX+vSwurOYa/YHmpdXbFOUJewj6zPrcPMlaWN/ROzsfK1YT/yzIvW27eFTo6G3Vm5OmBaAUrRXwxr4iOBUtgYGKXQs1C5kvmNaJpjvClcFuaqFz1gIa4+ZlGck4K5noVSxKrArNYBpQClSIWB1a8PPdRafOjkEwLaMef5dXA0Vq427Eee+dC6+vGuk05EGPS23KAU/UXB4ZnkeoFeisCVNCOl0CcOPB0kUTbNcZGZ+OjiViRIw3fBSUovBRs16e2lYJTVAz9BKUAp0qHClKLV3ormOo62711/O/THz1yYJ2dmHj9cLE6HfjRW6R4wpVAQnOxvLEcNO3Nh/qcd4eMRLbvx4QgeRwpKUfQiUmaRhB+lsG2ZvqQiE6WIic2IK9oKSBgfH6e3jsWY3UjruPrE6um87qRErvaIVUHGUOgxJ6AU5Gt5cW/13dalhXtbu2JeuHd8uLuxPG+/Zc1cWVrvHoRpDrrrS1dmnEPMzJWl9e5+eATCydF+d+Pegj57r27das99uL533AuC4ORod+v2O2x526sLl1qa0p75aKqI6m13lpjDGDzr52pr1/Wk8slh2QQkj+S25KBU379/Vf+q9eHGsV6tJB2S6kANrYLI3PGMzFz56erWrjwlo3d8uN9dp49dhjybzSZ9koWizMkbiWW7MHtnOyINvb1Ve3pj7u720UF3Y3VJUji3rrHP1t7q1asr24cngXgWVz94Pfa7PO2RRj/fa47r9LcqFBNdcHK0u3H77Vao7+r2Qfgj3hc/+hDM0zAo9G+rKy3aT1t0kUApzEUR5tqJTJQiZlmEZa2dizNERvzqE9PyWxadrY8Ol2MhfsWHV3u4VTD/dtOQMmFYlOKw22VOVjzavEXPaJ5rb1lu9N7h7t5h+DcZTlpv393mXO69/YcfchZjb29PFR8dDT3X3jw0lTraai/HUAouH05t8b1hEfzrl4pSeJQfa8792pLD7N0dlXhzmdi42AeE0cGjDmnNP9e7AmrKIAOlcGWrxY34lJ3cpodrNzy9EJkoxeHeHmnzg8778d/laY+hUIq9XWv26GirfYkJ/lHjEFORQSEHpQgCc5LeNEDaJgtuVwMXRECDEgza4jChzvBIMkXBevfjimYCK4ygRuvdn4+WcNTHAsnBnuvI1x6cClYMBaVU9H5XoMewMCxK4UJ35c0o7VsrXedxzgJy2Ghdvc+ZAoFed+Uta8QhODlcW2zFlNfrRZeZYcrOR4UT7K0tXGo1mzOXl6R57G21Wxnql4ZSeJUfY85925LFbHvrWL/h+HB3e311+eb8BdNFE6eDTx1Smv/3Owfhlc6NCzPNZrM1e+1+xAcjUpmaUrz78Z67E3s7d+f8y3Zg8WHUor1N70UxmSgF1fx45+dvJXyXoz2GQylYHB8dcQpH41DcrX1GTkoBAEPBECnFUXf15uWZZnPmcnvjILASy2FYpWzOXL75gAxZ0bChXMO9vQciZWv2PTV9f9B53x5eensPNFc+U15r9r3lR4d2eXH5yHACyh6u3t83s0hTvzSUwrt8R6bebenA3IcPGfdTEARB73hvy5o9YXVIUQfvUEp55fjRktJBdQLhsv7hmWQ2J2otrbFMMpJctoXW7Uf245CIrJTiaHtZm6CI+y57ewyNUkRKzbx/nzKfsGYzV1Z2JCEOH8dgeAClAKqIoVEKLZSMOHejxO98HI0Ex1tt+hb31r3dKG04bKhRV5/BV9f3Pn7HHF7MUDZnecT0c8OUT0hc6/2OZQ5T1M/VmDHXk8t33OzfljHFXVq4t7V37CAW+uSPd3imow7e5v/Nla5S4uSwu7G6fHP+39iJGX9KoTwIu/eI9+ate92j3e3Ovcg1k6LsGGUGQCm0WiR9l709hkUpiFKkS+gv2Hocg+EBlAKoInJQChr3xIxqCZRCfzOzE6srj27rY681bCS4NkmuJKWZ663NnuMb5vU4Jp8IMxfmb96+19nY3j2kxlVmkaJ+rsaMuZ5cvuNm/7ZMxMyFK9dv3etshdGnCkcPF91jeMo6+Jt/fp6pd7xnhVJ656looRWNqsO/bAuEbfedUti1iPsuR3sMh1I4lhrR3x8oBQDkQyGUgnXcJlCKJNMYY2vMFRiZKIWZq7u8+Dcf2xLOvP/zLeemRAylSKxfqnbzLd9xc4GUQmuTy9eXN+WECAkKcFTMuw5p9pCY+3DdlefJ7sfKd5J+MiXZ2vuWbUNx3b7HUti1iPsuT3sMJzyTJuUfPFAKAMiHQigFN4AozyJ9Y/E3jWok3bmrR6+pdyGLUsRNSieo7C4v1kth5TN3d0e9kJ4cidjE9gMrixT1c7cbmWiPrvuW78jUvy1tqBdqGgOhcO2B51KWFHVIQymazWazNfveT1c3LMdJQL3iGbwUhw+uJbePT9lxrZpi3wlX/bmAlDhHUdx3edojjX5pKIX/bxWUAgD6gRyUggaO3Tffs0joP51896cUangyIuLtWANiymRIebqRLKa81rUHcbEUZj4kRIKE4jHpU9RPax/amiQaLmo37/LZRk/TlgxUMdzKEPJIKLrC6ZCmDmkphURr9t/mby7TjaKkAv55Kl6ok4JrD/aN4AHfshkk7kvR3jo0SyM9QV0bqeJ0kr7L0x5p9IunFIn3g1IAwACR5yRS8gMOjrqrN8NdCFqz7/10Xa0A115YUjjwSVjkyW4nih5f2ty3V0SQWCu5TIEunpBvd3GWxrHig+7Q4EEp1DfE+UA2lWRXfCTVj759BUdbS5xu1tROUvlaYMvyXLM5c+HCTIq25ECeiN7hzurNK8KCtGb/bZ5WjKwa4XRIUweV9nDtRqvZmr0w2+I6SFXLWLIiFVAz7b55siscjFU73ZU3U5XNgbLa4GR/YykyzObumYoFErrf27t/bbaVYTVR0neZ2yOlftyPLcX9oBQAMEDkOtx89tZmwokO5utqmpiAuduPjvlMI6ihLO5oCXZfCublVXO30/vj9qUw81HmI1xc2pq9do9spUMIVor6UYPqQNhuKcon75S0PN+2ZKFZPwe0zZ04HdLUQXk0tIawO0g9q729ByH7pRuFk5hR7zybCfswRFsmpSjb0aw+Z3xop6ckxsT0hVJ4tkc6/fhyvO8HpQCAASIXpUg4d5LZbjHdygV2j4Pe3taj8JWdjBGuQVc/+zLBH85s2dg73Fxd8w35ajabzdbiOrN54MlJpByNnEhVv1VmrD7a2oqsr9yXwr984lHXyvNrSwdal267NooMgiA46uonZrI6pGlD4uwhDcG+2brtsjGh4J9nM2ZjzN7egxtzqct2tuvbdx+527V3uHPvfW2Ohd1+lH22CqUUnu2RRj++HO/7QSkAYIDISSmaTXF4wUZ3n6zzOzk63N3uLP/YPhQi9WLI1tu3ozMwgpOj3e3O7bdbcpAw7Lk4FCLS4+Rov7u+5LU8UM9jI1yyeHK0u7F0hfrhZRxDfD5zN+RBAkLnpSsz6s1bn2VOUT9yHIiqnGw4Gt3oXT5J2Ts+JEedeLRlDFqXfrzc2VbnWcgn4vplOwteB/866C2431394HV3B81cWeqQJanhQRvWg5oqT+ZMCzZTz7Lj2lXEd2rnnux3N1aX2EzogRa948PdrXsLl7hnq2BK4d0evvq5yvG8H5QCAAaIAijFqEPt31PwkaoAAJQbhQ206QFKAVQRoBQRyOxsr/vv4Ru5FvOVtH8PAACjhQKG2KwoEaVoT9XVmVv1qXZ4ebpRY9CYHqaqwLABShHBmtU3kXS6BQAAI4Zsw2MhKJJStKfqiZbelWa6QXmEYBd6wvZUnTIN4FQDlELh3Z+7Q009g+gAABghZB1XC0BhlIJjAd5pdELBJwWlABRAKShas+8tdbZ3D1WoaYYgOgAARgSFDbTpkZVSkFmK+lRbm7RoTAfsLIaVRsJmFAynAKUAFEApAAAAeBQ72qZCNkoh7b0y/BoFmG4Yf1NSYXkp+MsmzwClABQyUgoAAACgf8hDKex5CZ0XOFwXoBRAboBSAAAAlA4FTHy4vBQhARB/x1EKTHwAaQFKAQAAUDrkDc+UhIFSADrv4THxgfBMIC1AKQAAAEqHbJRCeR6UoSc8wnJMcFxDJw3kFus7cg2UAgiCAJQCAACghChoxUcQqD2p6lNtuj9VY4pwAZKGn9kwMzVKBKUAgiAApQAAACghitzqCgAGBVAKAACA0gGUAqgiQCkAAABKB1AKoIoApQAAACgdQCmAKgKUAgAAoHQApQCqCFAKAACA0gGUAqgiQCkAAABKB1AKoIoApQAAACgdQCmAKgKUAgAAoHQApQCqCFAKAACA0qHClKI9VcdumqcVoBQAAAClAyiFO//deuOgb7kDuQBKAQAAUDoUQynau/Xajn3AaH/RV0rR3q3XNmo2pRhKTQELGSlFc3yjVuNlbHKvOb5RG+9mV2pxe6y2Md7kCh3bXsyeb3c8w+3NrVptczJHqQAAAGmRk1K0px5FY7JtaA8atY1afadRDwft6Igwcf1RXd110JBje303OoSM5nnQsA08TylE5rtTDaNQvpSQOoQFHU/VN2q1R1Nt8QdXrzC9SJa2tYDCkN9LsTc5lo9A2OgPpch4OygFAAADR1ZKQY3uRoN/bQ9NeGM6INZaXpcmOSQBbePv6R2VM/1bIoZS0ILsnLW/Q1ZUnzoWf0RHrzu8FEKdhqp7ferYu9GAwgBKkXgbKAUAAINGRkoxveNhTTXLTWgBc11m1Z56pBGCxkFgeiwixHop2kEQ8Zid6bhSAo0eSQ4RSylUM7CKAf1HXyiFmvhobtVqW83mlmSO401xUXzcsmhDEAS+lGJxclPLVr9dL2JvckxekfygOy6TGdmOb4fpx7shpZjcsm6PyyRobtXGtifH6XWig8i/WB4GAMAIoRAvhYNbuKgD4yQwRLgKphsi2UGDLSINpYgpJQjkdAaZy4CXotwYAKWwbCr9yLoNPCjF4uSmsu6L22O1jbHJPfteeovOSLrjNaV2c1zxG8FUwtxkFbRvdVLCZRLepZqFttKe4isAAAAc+h9Lkc5Loee+W689mprerbOBCzm8FNwtNLYjPjwTsRTDxyAohTTwuj0WHzlHheZm0CXkBN1xavVpVu55CouR0KJVhuZXehVofWMyMdUQ3hqjgqAUAAA40M8VH3YsBQnGlJTCRQLUR5qYFpqGUrhLmW5E/GB6h8x9cAGhoqasMsBgMQBK4bSs8ZQizkth84bF7bHwSjgTQQmHeXuszouTm+YUhq5klMBjxocpWqAPASgAAIwQ+rkvhbH4go3HJFc4b4eMnWSyT0cpHKVoNCKc0VDTLvBGlBXVpRS2D0MWRCMn2EkQLYGSDJTCkQkoBQAAeTAAStEvi4zdM08xqkspfFZhCKsfpoz3UqjCkyhFlE8sLQClAAAgB0ApgCqimpTCTmAZ/gjd8SilO1QzrIWKpTApBaUvqr4xmZj6IJYCAIA0qDClAE4xqkkpuJUXbFwkLSJmxQdNxlEKrxUfWnVMisOs+LCjPQAAAAT6SSkAoF+oKqWIbg8jGDTzrEVakNKjhSRRzmRLCUMre+LDuZcGnwnnNVGxF2OTXeXPAAAAsABKAVQRODZsKFDTMQAAADZAKYAqApRiEPDdkAMAACAIAlAKoJoApRgQ9LNbwScAAIgDKAVQRYBSAAAAlA6loRTTjZrjQNMhIFYZdqtQz4v8NqNAaoBSAAAAlA6nmlI4DXyMMmILTvMu7khSOyV/L5ABoBQAAAClAyiFP6UIdwdv7Jh3Te/U6o/oRTul814gE0ApAAAASoeMlKK9W6/tTEXHkJIzOOQ5GsJwHk/VozPE27t1eZ749I61BRZnxdu79fpOwzj6y3jRV0eDksPK7ZSMwjKNfYqHg1JMH7QDm4gcT9V3pvWLdkrHvUBGgFIAAACUDjkoRcQkpndsAtGeeiRIQ3vqUXgo1/ROvf5I3NKeemSdBOagFIooMJkLWkAoi1MNXuEsEx/mXWFdEEsxWIBSAAAAlA45KEX0ci/NpGYvDxoiQXQa+HTj0dT0br1xoLkuFFyUwiqFZs54O9xqJCicpIwrf0VZQCkGB1AKAACA0iHPxMe08TeZgyATCsKoH0/Vd6aDg0ZN/mvARSloKWbmxF1h3GWp4VQ4F6WYbtg+Eof+ritAJoBSAAAAlA5FUwrGXk43NhpTxFcxtRNOhRipkimFlXmylyKLwt6UQkZjKNFuA6XoG0ApAAAASociKYUZjBklMKIo6nYgRZBMKfjMjVgK4RfhUjophR2b6VCG1yrlRVCKggBKAQAAUDoUSikCfhmFsdbD34qbBtiZuXvFBxeKoXMg07XgUsapVZqLoBQFAZQCAACgdDjV+1I4USplAAagFAAAAKUDKAWHUikDMAClAAAAKB1KQykAIAVAKQAAAEoHUAqgishNKaYbtXoUZzNVr0kkeafaU/U6FwvkU2CU93RDlUL/TkDmomOzJMXLhnAUM90wv8rlzlPtruUx3XApoWtLsxFp4VwEgGEDlAKoInJSCmV8lEGKPsWbpfxmi5AZ7e8ktKfqxVrM9lSdGu7pRlR1h1btqXq9rrEa3sb7Fx7tcau6QClhVtfQVrusbimacwEAkAqgFEAVkYtSGB4KfS+ReMOdw4gyBaRiCWnoh5cWmoNAU4Utqj1Vr09NU6udw4RrTE6W7VLC0jZQaRpTqksKbSIAANIDlAKoInJQCt2OO/0S1B2h/p5u1KemQs+8/obfmI489o1p2waGOVBfv+n3j27X1JEXG1M8/VB3UdeHyp1lLKEvwKhiAlcQqelX2lyOoYbmzUlw7USuCeWi0DRitNUranMTAACGA1AKoIrITilss0OogJaMWiplKDWaQJz0GjMw7arKweGkIGEKWmxAjRZsmXka3CC1EcqIy7F+BO1LSin0ySAjtVJa3s+pQTJPcGbIu42eMVwOVi5h41KmAUoBAEMGKAVQRWSmFE6rExILYhptJ4Vh1uh7NPfqrsqibg4+X2o+pT+AjXRwVSVSwqEMW2POW0P5EZdaFks8L7waZt15HWqkaUgjmB2lZyN7QpuJAqUAgCEDlAKoIjJTivjpdmnGjZd26SvQ7o0S8R4NlorwsZlq2oDMfeiaMnobl8KP1MbG+gcsUy+9NQ2mjXSvQ0h5ImbB8SxFOJwq6CtI7AkpJ6PQnD7xjQQAwCABSgFUEYVQCsbcKbvMT3s4nBRsltqN9jIGfdrDfrk2oxHY2ETLO2DOZjhf2p22np32YOYXolqzakT5OzVgFnDETWFo2mqrfsmcFZwUADBsgFIAVUQeSqEbaoMkmE4K4pnXrCAJ6+QDOXUiwfj2jRUNNBhBhhbERlKwdxl22ddJQZkA96avZyWWkzrWgJK/63XH+hhXtIZTCQc1cVQCAIAhAZQCqCIKm/jQ5xy0t2S50oJOe8j0CY4Jfbqfmtya9G0YsRvWeg9NCZdJ1e9yKWOBi3ZkolTJtzGbRLCLVRzkRKtiI710AAAgAElEQVQYs1hFv+DSlrucsK4EAID+A5QCqCLyhGfiTXYUgY4FgBIAlAKoIrIvIsW77EgC3QoAZQAoBVBF5NjqCsZn5AAPBQCUBKAUQBWBk0gBAABKB1AKoIoApQAAACgdQCmAKgKUAgAAoHTISSkWJ8fIWrDxJvmqOW5cKAOa42OTi6nuWJwcK2E9bFRFz4IASgEAAFA65KAUzfFarUYstKAX0qqVkFI0xzWFvVAVU10VPQsCKAUAAEDpkJlSsOa5Oa5IBSjFQFEVPQsCKAUAAEDpkJFSuAxYsymvCUrRHHdPi0goM784OVYbm2yq6RSNAZBplvFJXQM6A8MaVppAZkq1cJhjUdNJUrJK1xyvjU1Ojmt5MlkuMqrKj6LGi+atOvMh37gokVNPm0epKyWkfZ4ApQAAACgdMlIKD1skzKBmaXkrR78KDT/9FCWkljjiB850vOHVytXnaTT9KMKinPWweY2dJaENUSKN1Yw3Od1Y1TLoaXKKLL6a0gGUAgAAoHTIRil8vOyG5SK3mHyEpDQzdr5QU+tt2kindjShZVgdltZiKCSdcYs7S6OGY2Nj5vSQU2fri/R66lmMBKMApQAAACgf+kspTA5g3GL787X3+YA3ymZ+to00c7FyY9Xhba2dl6qYXsW4LLV7xHSQ1F1cNxwvCZnabR+nJ81kNBgFKAUAAED50N+JDwelUFSCfYfPQClseFAKI0kRlMKZJZnfCP8bm1wMFifHaBsxwRT6Kt2YwI84PWP5VzUBSgEAAFA6FBye6Z7eUN/EufKL8VK4kOyl8DDVzirGZhlmszg5Nja5SMNQWc1VkIb3Qo44PVXVR4VRgFIAAACUDwNbRKpTAJNRJFKKmFgK2+q6fCiZYykcBMgoJzbLxcmx2tj4+BgNwxhzMAraECyXSqmn/Dg+7i6xWgClAAAAKB0GttWV4aWw1nFqL/NaGYxfwVjeYOc4uBUf9J7YLPXFLMaCGJMRmORHfhUfxum4iRQ4IowClAIAAKB8yEEpgsCMY4hzFdjrIuVNhBHEUIpAms1azZ40YLedsGDGQHru90B3yjC1M827O0vdyttrXRM2N3eHUSTq6SoR+1IAAAAAxSEnpRgeqmsNh4WRiaMIAlAKAACAEqIqlMJ4xT5l208XgdHiYKAUAAAApUNVKEUQO8kCxMEIsxgJgFIAAACUDhWiFAAgAUoBAABQOoBSAFXEKaUU7XZ72CqUCENpDXRBUUBLjiRAKYAqYhiUoj1VrzWmzavTjRpztU/F16fagy00P6YbUuvCUgZ+rZEqwwyFxmSet+jphlEj4+Fz5t+eqtc4ZH1a+vSkVfRhBpIBSgFUEaAUVRmFC7frAkNpDVpoPHLV2nrQQp5gXosvwV/ZOIBSAOkASgFUESWjFFPy3ZAM4voLo7jTGD7JR5KaMQTk28a0u9D2VL0+NdUgF13ZxhentAtTTFG9Hfdy9aXGNalImXK6UatPTXNNmq41/It2KU/b0/iakAZ5r8qbUgq+cDfp0DwU4c31RsN6+BJoi0kpUrUBbUPH480kJ7+Q9lQ9akaL23h2n5fOjjQxjxCbXv/hTE/Va6TfG9Pqp2D1jFUuSeL98x4lgFIAVUS5KIUcOKYbcsTQBpfpRpTGutyYDoxR1/F6ab7YcYW2p+rGQMlm61OcmSs1EJQvJNRXGj76Pf9eSikFW7u0rZGqaFb5mPbUtLU6UX7r09RWxYiC7ampaeayXogzI53WML3maAP1d+yTZmWotJxu1Ot1whCN0nwf5jQ/CvohndpmR4sH3m4AVYDXr0B9Sn4CRwegFEAVUS5Kwb6XOFKRFOyI4yzJ7StWn/SB15WtT3G6HVAjqJnWUWGtvpZd52Eb6ZgSfFrDv2iX8oYh40hDPD3y6llXvczr1o2xnILm5NNrHmRLp09chpFG7al6oyG8LVkfZs+nlE+TUm2j2S3CYP7tzMezLqMMUAqgiqgKpZAOU/2dSR9n2JC6xBc7F6Xg5ie0bH2KixszLSe27s436qu9r5vOY7Ml+0Mpkot2KW+5DCxK4fbxRN8m96ypA6ek0zA7axQXS8pqzbaS20byGYazNtON+tS0iPaYNiNNGeWYInyfUj5NWrX1ltSah95jMieu+s4fpscTOAoApQCqiPJTimka0cC96jjfhWOKT00pXC+8Kd3vfraEra95Q2S3Wc97nyiFT9Gs8kVQinRT5y7HQ+K7PntHKkqhNCCNkcE2C9YqnvDGdJsNI/WjFD5PKZ+mbJSCXEhklRUHKAVQRZSeUhiDjpZqulET8WicbzW2+FSUwpmtT3FpJz6c9WVtJGsL+k4pnEU7lU+mFCknPhLRHy+F53QVc3PaGYSgPVVvTAka0RYxj0m0NsdkgTNNlomPFJQi7cSHs+4jCFAKoIqoAqWQl0OvpzFXWzPGMH3gireFfpTCmW2W4jQXLuVCNg3Q6ssZV35Q7RulSCzaqbwHpeBbX37r09SuepnXrVZwuTTsnBy9FtcI8X3hznC6Qfq+XudJj+/D7POUcmnSqp2SUsTmE10XTxI7GowwowClACqJ0lMK5eSsGdMcUVZGXnRemB9xCBHxpBQx2SYXR2pQn5qixovcS2511FeNyCSBy3niTyl8WsO/aJfyZnvqhVIfgJE3tUN8U6ea4XAGJ8bYJtN08b3maASHA0375MrQYcBt7RK6L/B7Stk0adVOSykSqh9endY4ZvwTODIoklK0d+u1nVhvWlICAPDDKd2Qe2iIt15AkfBta/QJUEKAUgBVBChFn6H5mUfdV1syxIZIkEToEqB8yE4ppndqtY1abaNWezTVDoLgoKF9pAk2ao0DJgEAZAUoRd/h43QG+oNEUgEPBVBSZKUUBw1KHeq77cBwQhw0ahvRNNJOSCPgpQAKAigFAABA6ZCDUmyYNNrJGCL+AUoBFARQCgAAgNIhRyyFnMiIuIXBGNq7dTnxAUoBFApQCgAAgNKhgPDM6Z2aIAqUMbR36ypmAl4KoGCAUgAAAJQOGSkFZQwapbAuBsF0g3opEJsJFABQCgAAgNKhuBUfQRAcT9XlPEj4d622UZ86mKprF0d7qw9gAAClAAAAKB2K3JcCAAYFUAoAAIDSAZQCqCIqQyna7ewTfXnuHS4SNa9u1aoLnzYvvF8yZ5jqRjxO5QEoBVBFVIJS5Nl0Mu5oagspNz6KzhvQ70l9aKYDibUewF6cJdgJqqjmLAZpjwovpAEzd3SqG9OWkrZjSvAsVQqgFEAVcaooRSLSjXqOMXWUKEUJUG1KMbBC898ISlEugFIAVcRQKMV0Izxd0D5Q0D6WkFzRDjvmDqRUeZITsdW97KGXxnGRzlMtjRL1IzeN2tUaU5618621lcJI0J6q16emGipBTAWZlo+93rYTUO31c1adR3AnKpMqz1SPUGC2z/RUvSY/yjNTaU7sCZzWo8jUy/3IpXhuHW0X9/wnPiHxJ6j6lqJ3AX3OEw9rdT1L5eGL5QIoBVBFDItSGEMXc4YzOW+Lvj9p71Lkg5an417+1O/phryRpRQureK8FGlrl1BrWpJ+5LVGkbTh21VBVreY66rFuOY16+Ew/8nKuLvMmaerkbnHQ28foaqthboh7tR7tv9JvdhHztXLrkag8Hj+E58QPkFcKewz7+oCR/cZGjDPUsy57acc1aYU4QadxvZZYltPuVXGRs0UbLdVeQyNUpBRJPponvEkkzlGxiAg93jaAO6FSyXmEji18pz4SKpdllorzVhLE1tBTre467EmVm8wL/PgUiZRF0cu2kfn46G3j2Uxrb99HieXRtwj5+xlV0EUHs9/6httGASMf+bZCsdUSP+Fcs9SyWa2yoNSUIrMp6K3d+u1R/W6vtHF9E6t/qhub+gJjBCGN/Ghu0nrU23LoMsxTg12uqeZ+lYzUAoydxFDKZxaxVCKNLXzqDWtNynQTMAO+rEVlDkkXueb18v0xCnjyNPUhaUUjMLux0PPRSuDZpWBUtj14h45Zy+noxTxFUx8QmJnGjiHAtdevK60+5y/UDLxwTxsgIbqU4qdqalH9aljeW26sdGY2gWlGG1UkFIkvSTqn5wTHzXN91xySkGqpRSPoRSeFRwMpYhRpg+Ugn88+kEpXPXqM6WINb/uJ4RNwJeSl1I4f6GgFCkwBEphbrspjx+jm3lHkxSNAyaBhGAM7d26OF09ELntTLdBKUYcVZ/4cOSZanyPpxRlmPiwFGLdGFr1nRUc+MSHpzKJupiZ+kx8aI1WMKVw1muQEx8s4lipXX/mYpETHzQ9Jj5SYOCUIjpCLAiC6Z2aoAKa4SfHpk/vJBxhGl4/nqqTPBsHgUYprFiKxkH/qwn0F8MPz5xupAlUNOLsVKKUlEKmDR217PsTScFoFUcp0tYuodamwkleirgKsrrFXE/VvJxbPVYZV55UF7fnw9HIzOORllJQHYTSHKXg68U6xly9nJJSuCqY+ITwCWJL4Z55owuc3cf/QuMfQkDDMCiFdcaH05eQdIRpdL0dzX1MNzYa00EAL8WoY3heikY0B225WO3r4VVtiDcSOYdmcq8yHpH7V3zheOlO0spNKcgaOY/a+dSaKKzKJAm490q+gmzLx1yPN/+0qPrUlDv+1aUMn2dbNZ9zEanHI6S+SEsp9HpNq7sdnULrxT9yjl72oRQ+z3/iE8In8CrFOZGR2H21GtPOMX0HKAwjlkJOZETcwjD8mmvBi1IE4dzHQcNgEqAUI4oyTHwAA4Or5QvqERclKx54hKoL9J0XhhmeqZ2KHhl+7QB0Xy9FmHI6CqoApRh1gFKcKhRNKTS39SDj7PAIVRfoOy8MmlJQxqBRCutiEEw3qJfCis0MNMYw3RAHqR9r10EpRhSgFKcKxXspeC9834FHqLpA33mhBCs+giA4nqrLeZDw71ptoz51MFXXLkYR1xZ1CEgsZxAkhGfawRxA1VCJMz4AAABOF0qxLwUApAQoBQAAQOkASgFUEaAUAAAApQMoBVBFgFIAAACUDqAUQBUBSgEAAFA6gFIAVQQoBQAAQOkASgFUEeWiFO324HbSG2RZhWAoCvsU6q9Y5do8LUa+gsDAAEoBVBHloRTpN0rKt5lCpbZ5LE7hFPr4FMqeZ5EzpQuD25szE1L10UBaQPV1yZuOgu7bXRWd+wJQCqCKAKXoM04RpcifWzxKbmMG8FBlphQVQsl7eXAApQCqiOFQCutIInLBPqM65pAq9qQi49QreYIXX1bi+UguZdjMMyjZnqqLZOHVpMbRd6zUjrlKq49/j7CF2r1GzwON71/tzEtT35gKMlv/+p/Q5m6i7JlYreP7UJF3cV+V0p/iZnopin1I3J0l+NVUQ12dbugp2Ga0VM2tc3UBSgFUEcOgFOZxj/wx2WmO0tZeEI0TnV1HYDOHPvNvdTGUIilzLyXtw6BTNM50o5ZVn+w9QgpNOjvemZthGj0raJtnNoe4k8S5JnJmkvhQkZLSPlTxJ327WiaeUrj62qs4nQ96PiSOzqIHwvM/AlczspQiq85VBigFUEUMm1IoeFAK40bXdXWStcfIm+wcjqMURSipO8yTG8elXUp93FVMU2gSpeBzi08ZU0FLHTYH7qT3uOfBq00cDxVr+70eqlhy4EFE0vS1x42m38HzIXGksUid9XfM74ShFBl1rjJAKYAqYigTH8pVSsaAZEphmrhokNc9r9Q96vMyxypDkY5SpFfSMICJjaPK053N6fRJ2SOuQtl3aJ/+jaZ4nPPmbAXN1HwOZkKZyq+JjBZhHiqzQWU/pnmo4uylo2VS3qX62uNGloM5moSlG1pnaarQFnMwAq2PvCiFn84VBigFUEUMMzwzGoeUHcpOKZLepvVPzB26Mj6ZFKUkb+TjG6dmO8hzUYrMhbKUwie3GEoRU8HBUgrnQ5VIKdgWYDOpEKVgK+XoLFCK3FgCgApi6Cs+2BE5pV/XOZqkoBSB83o6SpFeyRgjzzWOMRRn1seJVIXGUQpnbjIlq0xcBYc48eH6greiXAuwlUyjUtq7mKZz35huEiGqlKuzvCgFJj7iMGzTAABZMOxYCjX0uMLraKAXvS5ej8h1bdSKHYxc0968UXApE5d5GiV1A5jYOGaCmk9lOX3S9Iiz0CSiwPcvYy20N2pnBeN8SKQdrZl8pho8GzMzcTxUWoOGaVI9VEn2kldJ3pX2B5JYnO2R8ntIXJ3lRym4ZvSmFD46VxnDNg0AkAXD8VJEvlNtGAhHJG1ArNVqYv2YmSpufSYzfpmfaFmsMg59qTLOzFMqyb1TxzYOSdCYTnwFj9Mnf6E0jbIcSbkRG8NN0Lsr6PIC2L1Hmlrd5G6ixEyMh6rRsDJP9VAl2ktWJdM2W89k4Ohrj+JohlN8S7OV4jvL00vBNKM/pfDSubowRuphqwMAXhj6xAcAVAvOGZHRgYO8FV3G/9/euYbbUZT5vuc58+F8GAjbc5uLM6jjBQKSEJpLQKLDGQdB8RJBx0hGpB31MXEcJ8CM7hkmntleImnQYYNsCQiETXYSI+GyABMDI4EEiAkQc2PFBCUmGwQSQ2AnIQl9PvRa3XV536rqtXqt7t77/3t4HrJ7VVe99VZ11b+ruvvN1Y3dsLmrQFKAKgJJAUAmRqOkEDYeTE+m5l1kW24swOauAkkBqggkBQCZGI2Sgtnj6SQ5uLHrNncVSApQRSApAACgdEBSgCoCSQEAAKUDkgJUEUgKAAAoHZAUoIpAUgAAQOmApABVBJICAABKR4uSYsOcCR7B9KVZz3c+o6SkjpgwZ4ND+qXTBXdJpyydLnhj6XS37DbMmdA8Rzp/1ANJAQAApaMdSaFMYBvmTHCcWKmzK8nS6c0aO1QpVh9CmqXTGSWSZmtm1PgxOxWTFPV6/q+KdSLPFiiJGQCgK5aBHCWF+xQ3WqZCceq3yQCyzowKg6SwUgJJQQQ3IjF8zYb5dq8da9Sr7pDfh3rafNu/7N9c4Owr5acTm1+LNn7gusvetjqq09+M6k5L6V/1rh65SgptLhSW+ZPD4tK/OB/rmwEb5kzwps9p7Cw0ChN3XITyN8yZ4E2YszT9UdtTIHcn6HKVfR1+zhYUgW12Z1TChqVLNwgppi+Vim6eIG8zNUoR/Th9qbbxof7s4CeqZcpKqSSFGZfBrh1JUSCQFI6U3T4Ru61lrA0kRVno4CrF0unCbCb94ZgunkkVjSHPs8qkK54o/RT/4FaunoqfX+O9i+nTlS0N0l+WWVqQBFKZsjlc1aTz5S0W3aWUnwxllpGiJIUc70dbpdCCPgkHGlGJ4hPjBPIqRUjGW9IjDyl5iqMPF3QqDtGk/kCm5rBVTf4ooBRQky6dcSaXj+I6/nSz1URWes4uZ2XynqF99ThkUopMbSTG3qoTR+29QgumRYX74kLKOXS5LBYqDhTmWjVnrSs6tKAvBxXXAsopDWG4xg1wfjDEcYWkUI7xs5IwZ4m/GdKpP6mzOysWxKScJODLdd12SLOxp3fIk5EUqhhhfZeerxXm4NLyiwiZQiQFF5W4ef2LAwUdy1gOPC1vfMjDoTlqKLnxYQqNTYRjpq1lsFdNj7SYVsESU1t1JpmP4jqXCNHSnavwB5GV+ifhRj1ouLP3TO1L7Hyltc5eSlCLiC7n3iukcqSuRXmb8zCXOWuhLegFfaUw3cmt3TWX63Fx5W5suMZNLWL0g5LPWJcUGuqCgjxFpXOeQQuI6ZTZVJ+W0wTqxGudKk3lNjYArLIiTtfYmjFPx61LCtniBkZJwVQtcQfppyT7isiKIiSFMoLoAwE9xLCDHf8sBT3AWSQFFWzclEmm5Wt71bj0bqUbHjagZi+n09WDiYMUs+U/WTcaDbBgaF/jwwrtt1HWXkFKCrfuKRSWpcuxmSiJzBHDFT3j0u50nRnbzNc4h0E6QFLIKNOW/u6C8S1TVVIw6QhJwckYo6RgFyk4+1weppDWZJr1l/ZS1NTtbHykhthXKYiyHCSF6uGSP0xRgKRQ58906JPXCTzPk0YdVVLIYzM5giSnZJEU6ijklIlmran2xqqluXtSQrp03plcPlIK2+myxQKU+JL/ZN1InOXsPUP7kjtBXgttROu7zL2CkBSct3kPuzV6khmdCVkN+xXh3O4GqUN2Y8M1zgFJ0frGh/qGpHEh3bxKISUzrlKwSVtapeBNpYrlnoZkLOSMl3doCElh2O3JtkpByg3GrMb6S4kXLMopKRo0ByR90bhUkoK01gJftcYv2p1iVknB5dOSpKDrlIukIB1icJtZUnC1zlBKMZLCtkgl/sVKCnvXyygpnNo9OV3M09CNDde4wWxICjeIaUsRFdpkJcxm4tmGdMr8p5cpb6XQU6V9Ltft01PaX27hxQdnfSQvddCSgnyUor1nKRwkhdOySqGUcuNDQpqKHCSFw8qyWVJkX+KmrHWBqhpxv93SxgebjzbxZ974kOxnJYVx44O5MbV6z1ZbttZZSiHP6urGB2OKOT2biZKo5Y0P1heNpKFw2NSNDde4wWxICjf4CZJ5o0I6wfDmhXoTrs/a0tuo3EOMzLOg0gzKlStPs+xyhm6MeZ3C9qkrwyqFth9DVM39jQ+X1ZxMj6gWQWGPZ4oDr2mflb5rMkkKKWvxgbLG4XjFlZcUxgfxLON7prGRrJqawKOeAlXnAMKZbD7UvgPRFiL643hsVkzOalvQmsaux7j25XqOR2wguJWi6a+MvYKUFKy3OQ/bp1LVQiITpWrOksK13QVnJ0dN3bitFtGtpa5rSAryMLM5r3xFQnvbQk9H3SlTn20gkrLPCOgbAtQv/GezWWMcNnLUM/gPckvPSipV1t99jTPiv0vh6Cfy6xdlpaiXSJOdVPol0uZyqDRMCcOWceOjluZNrLA2EkjjkBfU5NFH2EdOMzFOHpq13GBmq5qYQFxMNqyRkM7k8tHnA/p0pr1Ej5glBedG++MevPe49iV7jljrbG3EbPRn7xWqpIh4b5Me5hvdaiHb+8ySQhEHLu2eJmSaVenGpmucb3eu85PX9RiWFAAUSgk+dTVaqYdBRQezMtAd76GNygZapAkkBagikBSdAmNjO0BRjE3QIgmQFKCKQFIAAEDpgKQAVQSSAgAASgckBagikBQAAFA6IClAFYGkAACA0gFJAaoIJAUAAJQOSApQRSApAACgdEBSgCoCSQEAAKUDkgJUkYpJino9/5fWO5EnACABl1gLQFKAKlICSWEJKZRgiATAfGbYDhnjo8TQ9RM/bUx8pbmNwrrnkFogBdBo5dvZbXrAtR86ZlJ98qlLpkB6+dpT7caApABVpFSSwozL2NSOpKgCvKSQjtIho1oorEu+EYJGSKZLgSPqoW82p83GzGUCqvYsJgNJUSgFSIr6iO/t9sPD8pF9ctDZfZ63V2vPw6G/2/Oa/wUH1ZzpszT0ZPUR3xNyVsyzlgu6TlGSQgj2Q4UN0wI0CQcaYcPiE+ME8ipFqEdUIsMOKXm6hA0TYlYpgbBMsZpk5Ntq4daczpzxlepMPV4XGYZSCbYmBnSkTTKGmOKqns0h6gqFEnyKCg5GolbaxQpLP3RwviENZ4BL77KGK1MuAbZ2TCDTrJ3NyQbbZZt756cjxTY7gjIa0DHbqRhopaAoSeGJGkKVFIdDf3cQ7FMm71ogTueHQ1+Z3emzNKhkqgEHA0FV2MoFBVBYcHNhu8FTh3LxoncJuyxPfh4xyLiEck4yMYWxJiJr09Zy6FEUxUiZ+q065ys2z6TqhB1a4XqMU9kk90DYwh/ZHGIc0xWVkGFnjGtE7gSqH6rtQDqfy4RxDnuc67qmfGyCzSApMnU2Nxvsl23+nT/tPLXA9309gLrlgi2voihKUuwLw73pSoAyo8d/EtO8vrRgPYsuXU1GL5PER2zlgiIoQlKwN8uUpEhRJQU11XBZZ5EUVPBtUybtLK/Ko7w983Y3PoSUnNnEIwWOFW86LptDDAvjWsBss6ZQOwjZiGRNlT+FfqguvWj1cutxvHMSQ5mM2PTZ9wFb7myONtgvW866Njq/cNUGQbzaxbiULK68iiJ/SfHQQw/NnDnz2muvPXToEJ2iMSUfDv3mxCxP0vVwb7wMUAvEDQjL8gBzllsyQiUkSgLLEmWkAElBrU8rc1i6PKqsUDIzhjj5qVkTIsUsKdRpyykTfbXaSLKc65lHVd5XXG760rGWlBZCpEkmSUE+F5mIMmeHcAKEnMGNM4DpWVtiYrP2QxdZwmXCOYd3Gt11zU62uTebpMhaF80G62Wblpdr54+llx/W4qdtaoExW/GfJVYUOUuKhx566A//8A9jp1944YV0omT+rjV3H6QZXVgVqO3z/BGhUQ8G7AMNhrMckhGS4nDo7242mqFcUAzllBQNmmNPqjNKKSlIazkaqbR93XYlBTkwSpOBVI66SM2YZJMUxro6O0RLwC7qG8ssm6TIVgFeUtDpuyspstjAX7ad6Pz10I/9FPfqoFZPHuPlL9hGVmVWFDlLiksuuURUhHv27CESpfP34dDfG9blGV0SBAcDbzfluuYcn0zwTmfxySySgi8XFEQpNz4kkoHFUVI4LN2aJUXWjQ/aWr7u4s+5rP3ykoKxIH5mTVAUrEmZNj5InISHJs24M5xXKUq38WEyxJSRUS7mKyky18VkA3XZdqTzR/XQD8JYRtTjx0XJRzfkv+qhL18F5SNfSXHZZZcleuKP/uiP6L0Pcf6uj/jBQVlkSG9emObv+ogv7k3Yz+KTmTY+DOWCwijs8UxxDZIYyqX7iUyrFJ6UtfgcWVP3hn6ShryxleYOIROHgS/TBNpYQzBO26yvuEztNIpNTjCZpDtE9Z78dJ6h+UzmpCks6UnRSebENaLmCUM/JO6waRFJZcI4hz1u7LpMPrZG5xoua2dzs8F62Xak8zd+aWbk+5JYZu8B1KugfOQrKV588cWJEyfGemL+/Pl0Inn+rgW7g7B5RJ/ak/k7fV4yobmQYDiLL1dKZng80/jd2TcAACAASURBVFAuKI6iXiJNluTpl/eaa6fSVS+MAsaNj1qaN7GL0kggDbTN+0F5QlIzYUco0lpu9hMSB8IGhOWOSvOVmmWGC0m73eZNkqYR3Xvy1orsKWeHiG1JbttLbjHoDWqhXDON8gXfD6WKh9avbfEvXnKGyQUFQUAZTKaXLgHeMWTDtdDZ7DZE9su2E51fOkHu2sZlRXrRqUR04o2PZ599dv/+/ezPxNsWjXdK5dc1GzSfozwc+rvFhyTq4d74T+NZ0hE2meklUrZcUCAl+NTVaKUeBliDc8KsFLKn6xCdLT6jLlRAZ8tKqZ+jiKLiXiIVfVIP93revhq31yCsE9QCYc+iMa/bz4qsybRPXSltRpULigSSolNgkHfHaXiv276emTvSfol9C6f9wlqe4tDZstL93pSVAiQFAG0DSQHKgFVUFLNCwW1ddID2VimAO3GjllxQQFKAagJJAQAApQOSAlQRSAoAACgdkBSgikBSAABA6YCkAFUEkgIAAEoHJAWoIpAUAABQOiApQBWBpAAAgNKxDYAKUpikqNdL/g6XRLWsHVNUq2lcrC22Rl0ovZAKVqufRJAUoJoUFuODDu1TRvKztqt17XBhmbPvhD1d7EgtZ59+ccPlY1kuNercJzo6/TkvlyI63U8qQ9FTAwCtAElhBZIil+whKfKSFJ0DkqJEKCN10eYA4ET3JYXwQcJGsK44yrAxupIaY9o1sVxsHHlIDFokBzgiMmnXWjXulBKujDZX+JSkENxIGBfJsxuRnZtHa2phTBBNLc6THHpNC0fNx3Aym53VdQYztLOyNw0RQ4qYx7j6ZjG4kbViLYljjZggeQ4tZe11soXma8rWS4nepRUhBAWTgvPR7chYawns5+L5MgJJAapIKVYpuJjORHwFcdCQAxBagjGosZ3pIZDKxNVayS7zuXQtZGObpvq+L8caN5VFDK9sxEWp4FpAesehLq5mZ2xoNr1aYA4diVYUXOac/zkDagFlCYNLjURJwSVQxKdTr5NL56oppzY2N9W7yGUYl1qrJXNNQIUexSoFAF2iFJKCGAXUIa85fJFDIZdYLZMcUJv/ZjNxsJYK8kzkydZOQ5APQRAk0kD8P2mEMG7Gx5kxmSxRkBT2FuEagjM7a0Oz04NIGx1J/IFUFFx9Wf9bDW5v40NqIEIWSYaoq3puvU4V0mQ1I+kY29xaSn12p+1xaPfMTQBJAUCXKKmkkBdNxQXO9BdqGVpJzJQpDbr68ihRon3eksprnKKOZPK2unEtthY0NIkf1uKYiY0jXFnaQCssfZvG0iSZtEpBtwhdFzezMzd0PpLC0DdYkaBlLdWX9X9ZJAUvBqy9Tp7v6WqKGJo7LVvuXcyqIGWu/ld6MFsTQFIA0CVKLCmMY0BzrPLDutuA4SIp6Ew6ISmIWmiFxhkEtXiYrofKyrJmHiEpGisldL0ahWu3jO1ICt7szA2dn6Qwbcc3Wt6ctVTfCksK4QDb6zJJCktzU70LksIVSApQRUoqKRwWaYV8XBLbJAWfSQc2PnjLxKNBGA/Q9fi5S9uKNCMpDEO3eNQmKdzqwpuduaHzkRTGvlEP/fhJQCoBV9/qbnzYjcm48WFobrZ3YePDFUgKUEXKKinikVCa97X7EPmGh0jMlUlKCjYTZ2ubPwjli8fj+zZt6OOGu1ogLNH7vi+dwJVFz/mkQ1Qb9A0BQx2FurianbGh85IUxr7RqDctObj6cv4vjaTQMnHudeJRrpoyXHOzvYuuoNB3XdvddrnFpUJSANBVivl6pjCUG0YQcR88HRCay7bKXEAnlos0Swo2k8zWaquyjaPC63xMLUQYwcKWxUsKg6hITXC526br4mZ21oZ2mVra6ki6iVz2zi+RWgwWFYy6eJ+hRlZJEQlt64dhoOgLQ6+TNRbXpUXYXsr0LrmItASXfkJYqtkmVLyWXhBG7VhSWpQUG+ZM8FQmzNnQni1Lp+eQSemKAp0AMT7AGIZ+jqJLRQfduW/mxAsoN+1IiulL1SPtzdKQFMAVSAowdkmfJiyg6I4pCmlJqpJr/iDKUVLE07RyKBuQFMAVSAowJomXwkfpZGvbBQQVoIOSYun0dFOESKr/JM3z8dbKhDkbmhkL50xfKmYh5S3mLIiGDXMmeNPnNHZrpi9liwIVAZICAABKR64bH+mBeJZu/r10uvAH/1M6zxNpmlN+8ykO8c+mGpDXHsSsVdXAFQUqAiQFAACUjhwfzxSmbG1fIT3g8JOkQCJFkagPbQjihlomEZWHkiVVlEj8JRSd2j4/PGxyTv2wtGTnmF5JRp91OPR3e95uz9tXi6LkI/xjEEgKAAAoHfltfCyd7kl3/vqvE+ZsMP0U/2OCvgmhqBBZOXBbMLLK2TBngpQpV5RALeBekjNLhIOBP5Jlom+mtyqPKKqHextpGolZG0c9kBQAAFA6cnyWIp361Qk8kiUF81NTCUyYoLw74iwpUimRShReUlBFJTSWKA6H/r5aOpcfDPyRem2fH+zzm0sFUX3E9+KVg71hPaqHez1vtxccTLNqTP8HAy9dYBDKaaZXsrWd1XzVe4wuVEBSAABA6eiYpCCWIqYvNf6knE89+CCnVyzRsrZICqqohOZcXQ/3hfWoFu4LgpF6fSQID0e1fZ4/Uk/m9eY2R3Oa11Ypavv88HAiAqLocF36OV2lkLLlz0rXKvjNmVEPJAUAAJSOvCVF+lRD689SRMrjE46SgnzjxCYp1Cc1GqRTdW2fHx4Mw4O1YF+tti+Z7KNUQyTPN+w2SAphvWFvyEgKKVv2LDn/sbpMAUnRPer1ivWwrAZXroIVBX4eC+T7LIXyXmbLb3zIP2RZpZDPT7IwSApaVKRT9cHA3xuEh+vhPt8XtyQac38t2Nv8VL5ZUjB/WiQFd1YDrFJ0l+Znc4vUcS5Ri3KjvS8OtW5U1k8nJun5YBM0WdPnQsk/DNkJP+T+6SrOyE75tpaGPxc+nyF9gpsuV/zYhshoHbhzfOND3T7QH5K0/CRLh1R6uD+eKX/vQtAYRklBvUgqzNUNrdDcmNDn/sYSRRAfPxz6xLMUjWcmtKci0vSUpKDOkiTLWF2kKEhSdG3OyW7EGJcUCZWQFCWn0pKiI4gfQBcKlitl/abp2PgiaIuSYgxQhbcpqmBjZyhAUsjxhCI+CFYcq8m4liHfuQiDVRw0SF8KkcMpcZIiJM/V7awrgYmYuIf63ZhrQCbKVOZcgyukAsw2x+kVgw0+ISuYyYduVaK9lNaODaSmHswc+M1ohNWZmfxg6Lekn50854n1FeKgSdHOCCPF4GQtX00KygqF3FJCxhYhrF5gLldT9YCkYCn9psKYXaKISrBKYYxTbGkXPfZiEqoxHUiVPImgz1qe3Lm6nemUUgt83xfGYMXwrGGjOVOl0VT4w+AKNXejzezGB+UTF4M5/wt/iLbTEbq5+1LBaj0HOluXgOBW29ydmcUPmf3cQmeI/+XSWFK8UyaBIugswzwfo01rXrOm0Optu5oqCSQFqCJFSwp1mCFHvayZMtOGMiW4bHxI5lB2Nse+eugHQXwPRo6cQnXYKrNWsFXgRmkiELb8K2uzw7MUtN8c0nPGkxk61ZSSFGwO1NHWbKNMYJyZpaysfs7aGTI5RJYUdC3UtRyzpCCv6OYCg/qDUVOossp2NVUTSApQRYqWFOrQkYwW7mGnhY0Uo6SglkuzTDm0nY213Frgh7V4D1hY3SXSG7LiDzVNJZ9QkxeMdVfoQ7PB5g5KCt749BdqE4KsaZJ1aq26yE8fzMG2LM7MVFY2P2ftDPxKTyuSIvtUbkzhKI9UHzhdTRUFkgJUkUpLipr0qIVtlaIzkiJ+lize3KsFXlCjHy7LT1KwTxVwriC35DmbOywpjIN9cw70w7rjzKDWTsyBOZiDbVrFDc7MVFZ2SZGlM5RAUlg2MxQ5yKaGpACgrBQtKYwbHxZJoYwmNknB7iYwphnNkWoQhPEsUo8fKaVGtA5tfLi4ghY4jM0dlBRua9LNfJwSc4LJ8CxLHrZpR3lnZiqrzY0P4USyMxS88WGunfK38yoFNj4AKBNFSwr26So3SZEkaawCGwdBqaz4Ts59hOWfAqsFQsG+T5utjoJ0VnJ6ytS69NRqcrLJFZTCYW3upKRwNV5Y19cTq9XgczBkK/a9Vmxzd2YWP2T2cwudQVfyrUoKrcVtU7niPvkCJ9ab+LUGKSeXq6mSQFKMQYaHh/v6+gYHB7dv375kyZJp06b19vbu2bOnaLsyULikiKRN4XQ4kEYcboBpLkfHwxlzOyb9lZRlfInUci6xsk7oDpnGydJkxiylW0wV99DTk3lXsJ6jbE7TCwa7THWO6a3Gq7eqRjel1pI5MNkmh+N3I1uzzdGZmfyQ1c8uNoudgXwypGVJIXsyDER9QbaWdpfAXwVGRUHuC9qupuoBSTEGmTt37qxZs+bNmzdr1qzJkyfv2bOnt7d3yZIlRduVgYp8kLseBqNnrABg1GEWAVkSZUg3qmlNUrzrG2vdi8iUOOaFF164+qpw7nevWr1qlfLTNe87sf+vJwy8f+KPPjBp/nmnDH3Q/8mHT7vnY6c/8PEzH/rEex755NmrL37f4587d82XLshaqIEZty/vufyOo/950TjxvysWjfvqonH/sGjclxaN+/yicZ9dNG76op5pd8y4fblLnp5H/9dp9u/fP2vWrOHh4fjPWbNm9ff3B0GwSnP1Yq9nsdezyOtZ3MZ/HapFNSQFFAUA5ULaY3B9KNLloeuIfsB5zNGOpHjXN9Za/4soSfH6669v2bx5x44dXP5LFv/4sdWP7d69u/8/+8Xj151/WjhlfDhl/LV/9e4b/u9JN71/4m0fOHnB+ZOWfMi/+8OnPfCxM1Z8fPLKi8569FNnr/rMOY/M/JiS7We/9uOzPnWD9b/Pfu3HyolHXbHw4ge2zH5yOP1v3fDsJ4Znrx6e/cjw7J8Pz14xPHvZ8JX37frkdRuP/uhCFx+2IymGZAYGBpxOi6IoijZt2jRr1qzkzz179gwODup6IoqixV7Pj73/8fNzz/mJ98eJRFjg9SyEpAAAVBTrvhR3klFUYIWiQSGS4vb581c9+uiCwTvWP70+PnL48OEHVzx4151Lf/nLX/7oppvvuevu2269bc63vz28a5d4Yiwprp4yPpwy/vvvO/EH57x73vsn3nbuyQvOm7TkQ6fe9ZHT7v/o6cunTn7owsmPfOKshy49VynXRU/E/yknHn3FwivX7pr95PB31r/wvY2/I/XE7PuHZ987/G8/2Xn0hwZdfOguKQaaJEeGhoaUBOay9u/fv2LFiv7+/r6+vmnTpk2dOrWvr6+/v3/dunWGsxZ6PW8cGnny6zN/etKERV7PAq/ndu+Y7XfeuGbGJQu8nju8niGvZ6HXE/87Xs+IDy4W/uHiihaApAAAgNLRvqQwpOEkxdDQ0Iqfrbiuv/8Xa9bERx5ZufKhBx96fvj5f/+3K1999dUoirZv337XnUrI8aj/vFOvnnLC1VNO+N77Tlh9fd8dn/3Qde878ca/mXjruScPnnvysi9Nfeb2a2ofn3zfR09fNvWMZRefo5zOCYhL/mXxi7tfFdMoJx59xcJ4cWL/4SNRFN2y+WVST8xeOjx7yW+P/sCtLj50lBSJXDh48GDy71hSvPbaay+//PLOnTtJSTE8PNzb2ztr1qze3t4ZM2bMmjVryZIl69atGx4eHh4eXrVqVfwsxaxZs/r6+oIg6O/v379/v5jDYu9NURTd86dvG/J67n3rO3c9cveuR+5e+eEPrJr2sWWTJj3/+AO/uv37j150wQtrlo08v3Wx17Nq2sd++9CPn5n33eX+KS+sWbb11muGICkAAGDsUMgqxaFDh7Zu3bp58+b+/7x2586dURT9dsdv+//z2lt/dMuKn62I0zz99NPzb73tyJEj4on9558WThk/cMHpyZHHb5xz/V+9+8a/nrBu3pzk4H3Tz7n7w6fd9bfvU8rlJEWiJyJeUvSu3fUfTzWeP7h98+7en+/qfXBX7/JdvQ/s6r13V+9du3qX7OpdtKN3wa+Pfv88Fx+6SApRT/z+979/7rnnBgYG4s2OKIpiPbF9+3bxYEJfX18sGqZNm7Z9+3bOjBUrVpxzzjmDg4Nz584dHJTWVxZ5PT+dODGKouWn+vt+88s7/+DPFno962d/9YnPf/q1Xc888YWLoyja8oNvrvzQ37y84dHaX74riqL53jFDXs++3/zyseBv4z9dXNECkBQAAFA6CpEUCa/s3fvDGwa2bN4cRdHWrVvvuevu+PjGDRtvnnfTXUuXLlksPdbQf/6p4ZTxu9Y+LB584qbvPn5Dn3jkpU1rFn7wlIUXnq0UZ97mMGx8HHXFwpmrd8xctePba5//4fqXZi7bMfP+HTPv2THzzh0zF++YObRj5u07Zt7y7MybfjVzYMvRf/UDFx+6S4pET2zevHlgYODQoUOxeoj1xKZNmwYGBrZs2aKsVfT29vb19aWPTawYjOYG0XBTW6xbEfVNi9atiKJoeHg4CIJ4K0TM4Sfe/7nnT9+28oJzty2+Ye+2J+97+3HzvWPWz/7qE1+c/tquZx4+768XeD2bvjf70Ysu2LPliVhSLPB65nvHvLpj08Mf+hs8SwEAAGOLQjY+RA4cOHDbrbc+/tjj27dte+C++6MoGhkZub7/ukVDC9c88cRtt0ibCP3nnRpOGf/rR+5Ljrxx6PUbPjz5hg+f+cah15ODw2t/Pv8Dk/717BOVstqRFBf/1697H9u1+eX9m1/aP7D2pQfqr2x+Yf8Dm1+5ZsXvfvHr1zbvHBn42fDF12y4+Kqnjj77WkN9E9wlRaInnnzyyYGBgXgHREGXFCtWrDj++OPT9Yng+OitXrRkbuPPvqnRH3vR3GnxX4ODg5MnT1YWMxZ7b9qz5fEXn3zwJ96f3P0/3/LCmmXP3HTVz88955GpH7xr3F+8tP7hX99766Of/MiKM07fePWVd/7Bnz368Q/teuTuNTMuuffP3/7S+oefW7ZgASQFAACMHYpdpYg5dOjQ4O2DfTMu/4/pX77j9sGb5930zDPPbNm8ee3atQcOHBBTxpLivitnJEeW/MO08L0nfOc942/73NTk4E+vnPmFd//FjNPepRRkfQwzYjY+jrps4QW1bV97ZGf85x1P714/PBJF0Rtysmvu3H5B7+qjzrjGXN8Yd0mR6Ilf/OIXAwMDIyMj25tsEdCfqAiCIP1DX6WYG8SrFFEUrVq1au7cucrp8fsdC+R3PRY1Xytd4PUMNf9c2Hw8c4H8K1YpAABgDFEGSRFF0bKfLpt/7CcfOjb4zle+/sYbb3DJrjv/tKunnHD/v3/5qYXzfnTRlNrXv/DCLx/75uR3zj7jHb954sFFl1/6vQtO//kt186//PNfOOktfz/p7crp5FMUyYMU8b9pSfGPC89eVP/y8sZbrzc/8dK6HSNRFO3bf+SzA9vOvvLp4d0Hoyi67/Hnz57x4FGnflc812PYxiCeGz8nISI+SPHCCy/s3LnzueeeS5IpZs+aNcv8TkdCf3//vHnqIyDJi6CLvJ5B75jF3psWCHLhDuGnBV7PYu9Ng94xyYseeIkUAADGHIVvfBw6dGj1qtXXXdv/xfM/+Z1PffnmG28yJL7zn/7uxc1rn33kp/F7H3OnjP/hx99zYO/LB37/8rUXTrnCf/tXJ73tyxPfuvFnd+94avVVl6jfpWh942PmwpNu3nzp3b+J/7x+5Ytrfv1aFEVrtr160mVrT/rKY2vqv4+iaM3ml0/69D1HnfxN8dx2JEUURfFqxMDAQLIyEUsKUU9s3bo1TqCcu2rVqmnTpsVftdq/f39/f/+qVaviNz5qtVryMOamTZuSZCKJLLjv7ccdObh3vnfMjuVDC72erfO/v+7yL+7euGqJ97+f+NJnRp7fum3RDwa9Yw689Oy+X6/fePWVCyEpSkK97vAZH4c0WVMWToVMHWVUy/OFWFstF2WlwFWKI0eObNyw8Ybrf/D4Y4/ff9/9j61+7MiRI4sXLlq3lr2xfv21fVEUvXHkyFVnvWvu2eO/deZxwxsbmQ9veuqrk942c8Jb/v6ENx95fX8URft2v6Sc3rqk+OLCY7+/4RNDz8Z/XvOzF1b/6tUoilbXXzn2cyuP/cyDqze+HEXR6l/+7tjzhvKVFDH6RylEPUHuesTMmzdv2rRp8ZesVq1aFT+wGb84GkuQwcHBqVOnkosZiSyIX9yI3whdNmnS/he3L/J6Dv5+55DX88br+5adMmnQOyZWD9d748bap65KG0LQ5cuApnDLrabk6Nq3gNo3NROl7QCZyMVRfAy2MpKftRnOHj1BzDm6LynWP/304oUL77/vvptunPez5csfW/3Y/NvmX/5Pl42MjERRdOjQoR/eMPAs89Lj4QMjURS98fqBOe85/ltnHff/zjxuy/LGtyu2/Nf9Mye85QsnHXvJ+D97/dW9URSN7HtFOb2ikkL51FUsKWI9MTQ0tGXLlo0bNxq+drVu3bogCKZNmxZ/JXPdunXr1q1btWpVf3//+eef39vby71imsiChV7P1tu+t/WWq1/f98LOh+/c+6t1t3jHHNyz407vT+MXPZ78139Y4PW8ceTg/t9t+9lpp0JSlIGskqL93MwUIim6QGk7QPeBpMhU6Oik+xsf/3zZ5QcPHLzlR7ds37YtiqLvXX3N4cOH71561zPPPBMnGBkZ+f4133vxd7/T85x30ZQ1N829+pwTv33W+P935nH/dvo7rjjlbQuv+NyCyz/3xRPf/Pl3/8WlJ/z59OPffMnJb7v7+u/+/blnKqe//9Kbv9x3r/5f/Gvy5/svvVk58ajPLRz3H0+ff9Ov4j+/XXt+5ZZXoihauWnPuAuXjbvg3pVPvxhF0cp1z497z235SgpRK8T/jiVFvD4xNDS0cePG9evXmz+gGQTB1KlTBwcH+/r65s6dG78vOjg4ePLJJ+tPZSaIyuDBKWdFUbTizDOiKNr18NJ53riDe3fd6f3Jj73/Ja5hXOcdXXvrOxeNWkkhRNkUoycGYfKNXyUMcooUhrtGpVcCJNpDiRJ2NVMIB4RYk7IxShotmCebmyAOCIcYK06G+U69IVY5dkIzazpP3YCMpuYQDVLpAGTsbeZ7zu4mxTNRGKSF1AKtQNKTnOsUD4sBPLP2T62YJKwreV0wPmdawtZAds+QmbRrLecNo7naVTkag5F2f5XijsHB22+7fd4Pbzx48GAURU88/sQtP/rR4O2D4ssde/bsCa+au/LhlYpJ/eedetWUE7511vHfOPO4K09/57+c+vbLTvnLf5z0thkT3/KFdx976Ql/Pn38m6ed9NaLTn77xyYd97EzT1bMbl1SfGahd/m6cf/89HvD+nu/Uz/2K09OuGzte7/+iwkzVnrn3Om9Z+GET9/z3uDeCZ/4iTdxXu6S4sCBA6+88sru3btFSRHvdwwNDa1fv/6pp54ySIp4a0P55kRM/GHNFStWkCfKWxhvOjTy0nzvmO133vjI1A/e6h2z77kNQ17P3m1P7t60+tk7b7zD6znw8m92b1q98+GlC0appEimCfX+RppIhLDVcjTlJPgym16Pz63c1tD3OGJRcsBq8iZMMIbaI3DKTYkf7VIWJymU8VVQQIpuY5ypGeBuqoNv7TBV0GKCa4qCNUlyvyjq9B6Unsp50tT0soeJfBz6p4jLdcH43N7rmAaye4bLxNVaojm4c+lacC7iMq823ZcUURQdOnTIWkQ4N3zuued+cL302ajvn3/at8487huT33XlGe/82qnvuNz/y6+c/NYZE479fFNPfOqkt1x08js+OuldF5wyfuoZE5Q8Ww8bdvFC7yPLvS+u8z67zvv0Y95FD3sfWe6dV4v1hHfabd7Eecl/uUsKEf2IHgFEoa+vL/44pnJ8//79fX19S5Ys4RYqlKcikpc+Fno9i7033dGM5THoHTPUTHCH8NLpqJMU9BghH+WWQNPjTHp5wmVmpoienOyDF5feJino3MwpDRU3qyHxT+P8LjqtHVNdfGuHq4Jw3KwoVNvFg81E2uyj/ZszgytU8bCuvbTsyf6pWU9vJbBN1qxwyw1k9QybiYO1XHM4tDmDImmozCtOO5KiE4kTbhz44QP3339NeLVyvO+80//1/f6/nDPpsvdN/Kf3Tph51olfnDz+82ccf+npx//d5BM/ddbET77nlAun+B8/65QWCuWYcfvy/x48/N+CJ72PLD/6A7ce/YFbjz772qNO/ib5nxLcvE1JsV1GPyL+pGPQDXv27Ont7Y2f2STPbSem+SiUFMwsZ5YUyeqofmMtpTdOJSqaFWkqZb1bTqkbQ97QW3NrpLRO+1rFmY0PeZE52ecgZxgxT8YAV1PdfGuFqwI/MWlWspklqaTUYiJmzicUA9H08qxokhRu0599kuZ9TvQ6pwayecZcol0AUc2htl3qHfLaYczl2rritCYpACiW8kuKWiCOgLZVCpOkcB5mmvOGvt7LGUNKCpfcDJLCUPGWJQWdZw6SgvKtNAkFNfOfprm8UQl68aNbksLU9MVICmN/FnudU+d3kRR0Jp2QFEQt2EIhKQAoDaXf+FDGi9w2PqxIszI9eLlJCjY3624CW/FsGx+Sl8g8c974aA3DjkM99OOH/qhSMm98WCUFZYax6d0lRcc2Pkia+bgktnqGzaQDGx+8ZcRBbHwAUBqKfTxTHA0chs7Gja1xyGYfFquH4mN0tYC49VHL0tYVWGNssy+ZGzX9pA4xVZyWFJ7oSnK4dXCmcIKzqS6+tcNVQTCWnih4k5rp09zcJAVhhrHpM0gKtn+KOEzSnM/5XmdpILtnuEycrdWbQzoueIOuBWcul3m1gaQAVaTol0jT8YcbjJLFzzgxc5sm/ZWc4YehOP+Ka+30qCOUlWYnzmeMMWKadDi25SYM3NTeMV9xZpUiAUpOrAAAHfpJREFUSOstVlm9g6PsJw1wN9XFtzZq0luXSh7M7bxWOGNSkpvjKgXhSc51WSVFxPdPzXT9Rl76i/Y52evsDWT3DJtJZmu1fYrUG8RVz6+NeET3HR16IoKkANWkPJ+66gzk/DsKGSWLvSz0cxSdoLueHCv9E2QGkgJUkVEnKaR1z1HyoJYDo1xS1EO/W+3YYU+O0f4JMgNJAarIqJMUeSzBV5DRKyni5uxeQ3bck2Oyf4LMQFKAKjIKJQUAAFQdSApQRSApAACgdEBSgCoCSQEAAKVjGwAVBJICAABKR9FTAwCtAEkBAAClo+ipAYBWgKQAAIDSUfTUAEArQFLYqdfpN/244y1nWB7KbyEokKzdo2vdSSyo6n246KkBgFaApDBjirLZ0kcFuvh1I/oLC9bvNXbawtHxwcgOfb6i/M7J2j34CCDZyNRv8Q0xAIoBksLM6JMUViApXBi93xazAEkBAGApOmwYHUBI+2Zx2Awi1AjYJEQTsibgclbiVDHRDqnIRfpxOmqRdlQ90R7sSPzUohRtkbNcDkllWqUgM3GsWj30E5/7vhzRS4ulRhlfZ7PmvKBHGFXiWzs7UkxhjWVlCjAXhGQT6Oda7RezNbSOmr1H9nHSFjmsGBMsNG3TsE4W5NrzCVuToGKuTtMdrgeuIw0LW+jDkB8A5EKxwc0dIhTHo0Ea71sbj60J2NjHpmjaTVxWKaQ06R/i0E3GtqYTkI5KzNXrqYaKtgXOlkJl2jJhqkbEudYjyhqM18Jw225f0zm5Fvi+L8y6dd5IxpF0nHG1drY4HCbv6Z3NaL+Srbl1TF1Cu6bMBwlvcMpDKMile4iwfZLpcgaHEyFeHQxz68MAgDwoQlKQ8wcVhTuoEUO0+m+nBFTOpkDMklkWSaGe2CzPmmHWZeA0PWO5kqHlWQrT1GKpmuoWIR1XKcl4TVK41L05NwdBILUrayRZuuFglgw573GdzWA/WU+nzsk3veksh3Y3FOTUPUQc1IyrwynraPtb6MMAgBwoQFKw95HayrMf1uXUYiJRMRgTcDnnJCnkVVhxeTX9RchXW5hRE+gkexn6LSnviYgZmbNICnPVHGQaZ7yavYOyqAWNxvTDWhyWtJbOzLSRIkRZ3IluGfKzI9vZaPsztg7tVbKbGtZXuHYnVYncfC7dg7OC77dODic3+AjDWuvDAID2gaQQDGhZUhhvdpqDH5tcTkD8ot1vdVFS0FXTsm6crq4SMcZLmfLVV0qMp/u4lKBWb8Q7z3SzKZblsqdlzimLpGDt17I1tw7t1Q5ICq75MvR8zQq3fktTk7eETIa12IcBAG1TiY2P9iRFtzc+SMSpxXkiI27Mit34kKyVf6gFXvxgnKAoWON1B9inlXroB2E8DdfjB+ta3D9KyrLuJpjIuPFhsF/N1tg6nFdz2viQjtPN13LPN1bKyeHNGwGrYS32YQBAuxT7eKZ4WWvPRBB3GS1JCi7nvCSF8pxXUoCYIXnXRCcg/ZQs4NrVQPOH+GauPUnBVY0ajhsGJkdNxhv8w1MLhCx835dzJ4w0eFJYFGdqZ8nQqQnkU1n7lWxtksLWJYS2sV5ocRaMpKALcukeIg6SwtXhZLdhDWuhDwMA2qTol0ili1rY90yGgBwkBZOzk6TQZkr6uLhjKxfgqfUUTyQTiAgJxG0Fg+WJJS4vkdKZOFSNGo6lydRsvKCptOqTixiKiVpRtP8ZT4pncidaM3RpAuVUg/1iGkvrMF5lrin6QkvyiN9TpSQFX5BLzxcR0rs5jXW43m1Yw1rswwCA9sCnrkDJqIeB66MRAAAASgQkBSgXUBQAAFBRICkAAAAAkAOQFAAAAADIAUgKAAAAAOQAJAUAAAAAcgCSAgAAAAA5AEkBAAAAgByApAAAAABADkBSVIB6vdsfauh+iS3jYmqFqlMS4DEAQAtAUuRN83PBfhiyn5bOAB8iQSqy/YKSTFxKLAkuoUGU6rTvqK4hfEZaaoP0OP/l8uzVrEtf5q6QmwAA5QGSImfynoS7P8GPYklRJZToHVIQLCHcR25Vg6QAALRN4WHDxHuwRtBn4QaMjsBE3YXRoRaF0ZEL5kRZJSXgQo7FIZekH7SARkkthHrVQt9L/kwiH+k3o5F2n1prBhBXrEn9Yayk2UVxJo4lurQmYYyiUBoG1a0OUbwtRYkSkukF6tWRpmalTg5dJIHuAKpbWp6Z5WmdDGSbWKEVYe4PjOVCYzC9EQAALBQc3LzxBxnjWB4+rbdO6YRZC3zflwNpu2QlBUOnbgrVwOjk3aIcM5IKli0GlBazoc1S1wyoQqm4z9T6gtFF7MaH7aaYaU3SGC34ZDOWrNkhkhm0YmRbitz4oNra5j291vblAjKOrRgU1UnByEaqAVP5YLN0jfheRHgMAAAyUIKNDzk6MRd73B6MWJAPQRAkk5UeVJnOipxFqIDP5vDinKSQlRI5d7EW0NsQ0iShTSFZXeTyLIXLNgjjISKLpGS7Q5S8KEHAthQlKUjbsm3yZPFMQ1i0ME031wxE3aRKCj1bc3+wWg5JAQBokQIlhXizlkoKatnc8W6uFjT0gx/W4jXnWjpt2rIyD85aqsySIk0slSQW0LakECrKzG+si9qWFHRr6sZIUz2hJEmHEPfm6uIT21KEpGDmTKv31PpmE1vMLoUTzfyzSQq6RpAUAIBOUdjGh0dssGuSItvAFu9d10M/3o0Pas3N7Naf4quYpBB+oQUY66I2JAXXmowxwp69sFxRBklh9Z6aqsVViswbH5G03ua+8UHXCJICANApipAUyojHSIqMC9GN84MwniMbT0Ry8xxtVSc3PropKfRixKO0i1qWFGxrcsbUQz9+5LOZzElSdH7jw8F7crUd+ir5LIULaobiMoXsCfrpFkN/gKQAAHSKgiSFNJ0k90/KeCk/1VjjHoFTck7uxXxfnrVsWZHSxvR4ZukkhepYyl2si9qQFGRr8sao86ybpKCeKGz/8UzpkVW79+hq803X+sysyWuhOoQnVNsMTQBJAQDoFMU8SyEs/cYr8Or2ehPxKYh0lOM3peWpQsqMzkqC3kwXTpRM6I6kECdg+yqFuKbOP05BukiZtcwlajkSrckbo7SN4ypFEGitoKgTsqWU6kgKRDGNNJjpbFk2PlqEro54nL8KDP3BbnnLaysAgDFOCd74aIF6GOAuqrrQTwAY6MiMDQAAIF8qKSmgKCpN9g0BSAoAAKgAlZQUoKrES+qZN+ohKQAAoAJAUgAAAAAgByApAAAAAJADkBQAAAAAyAFICgAAAADkACQFAAAAAHIAkgIAAAAAOQBJ0Qr1Oj6LAUA3wLUGQIUYU5Iil88b8CEwpIKyRIgoBCXiuxaCQ/t+RNbjLqW6ntYVxAggZbFJxunj4PmUY4pI1zXI+CwAgPICSZEVF0nRHUvaoxZQFnBRqbIe56DDuJRjrqjspNVBSVEs5ekbAAAnipIUXCwuP6yRN73ZYncJ8ZL8MJTiWAVhlptqg9lJVC0iQ/l+l6iRYGucpTqAG1wh2NLGcMsrCiFTMjqpy3EWKryHdJYx9Bd/1JP8GTd682gtkFMovtUDhFmbL2I6mFYropRGTHkhQ6Jyypze/FONqUYZkMWBqsHkJaMHWpPqYzoxw7WsH9WvNc2SbBUEAHScQiSFNBEJf5hiWGeJMK6eKofGzHBPbTOey1AKos0k8IIaES9VrIzdVDJkpBh9kh1k66Hv+/ogrGiCRABkPW70Hi8pmI4htrPcyrKETMLZUg0uZycrOmX6dGo+qoMptSJLqYe+ts2k922tcrK7uU6YyYFqu1AZSq4gvJ35WnOorxwrlw9Mr4wc5goCALpBEZJCvebFCYqSCOo0JMe81tPL85w8Z7QfkJrf+CB2oE2iJ6gZVE0WUxtDeSZ9JBfdXPBQF5qbf2c9zqNLClYipoldWkrqLeT0wnQbot/Ymo/tYKRBhH2yorD1bb1fGWrQmgO5DLl1p5avNa6+TkKHqjtpPwCgIAqQFNQTetRowQxbwkBDp2dH6ZJJCuMibQumMqO/E40CuiMpVJo14ztG+gs5mUgZSTbUlJ0Cbmml2Z2cJAXfwRTDyFLks9m+zYkLzu3JmldWB8qlyhlq9qneznytsfUlLSQkBdPFLBUEAHSHgiQFPe8UIymkgTiomf/MdZXCIAPaWKUQh32LcJGyIOzp8MaHsH7e/M1oabNm4q6EtsIxWiRFM1tlocUmKTI4kCxVylBxhe7t/CQFaaG7pLBUEADQHcqw8cH8YF0szbwuXa5VCmIZ3OoKwpaWbszUDJsGK65O6pH1OAvVlvrWhC0HP6xT98/ukoLbNujSxocsozh5Ugu8+OFfUYNl2vgwOtDFWLFE0ttZrzUnOSbJL6eND2sFAQBdobDHM+Wh3jwBM490ScfFp/IMz5qVTVJI9RFwMLXezhsf3L2y6FLRsqzH3cptniU1ot4xxOqTS1TiOo2bpKCMdpYUbAfT6kWUoniA69tCtYh2Ut0uXSmODtTahcqQmsilVbGs1xpTX9pCSlIoeemlQVEAUBwleImUGPT1v4T00nDRXOn04jfW5DX1+HgYCHNG+5JCHOjzkBT0VJyPqUYSFymlp66Wjcp2nFmwoLZGpMmX7BiirUQbSxsEjqsUQUAV4igpIqaDqbWiStE9wPVtfQFErE5yFv8Sqc2BMmSGNeni0b3NuiLztUxaKF9rko5VqsL1EIgLALrJGPjUFcYVIJG3QKM7WEdkYNkp27VWD4MymQPAqGc0Sgrprh/LoECh7cneqYONDUlR7msNigKALjMaJQW3+AtAFOUy2Tt0sLEhKXCtAQAERqekAAAAAECXgaQAAAAAQA5AUgAAAAAgByApAAAAAJADkBQAAAAAyAFICgAAAADkACRFVanXc35hL/cMCymiPIypyuaL1XXwLQDlpIKSYqy88G8gr28KSTEjOvxRATJeQ2cRP9KcucsQn1d3hw8EM2rJq5rWrli6D2oBABIgKapI1SVFN5C7CRMu1Ol8SAoXICkAAEVJCvGTe1L8oTj6l/4tPjk0ERcPOQzSHGuBdntKxiuqh35yohDm0fw5QNp+KfRSXU8sR3Fi4jTKxhAFCYf0UFvZDI4nS8cMFdv4xrLb3JiklVlI+JOukUM9xczkNEQsTa356G5GW0sFQNNyT2LLhWSvztJwTGg39XPYhkug9WvEcGHK/k2rKbqGq6Z+XO2KWgolgcv1ots/BgQeAAVRiKTQQzqm8Tm5eNCWWNJibHM12rMeD1rNXAkUaQtaYLI/GQm1m1SXqOiKMVxBYlZtGqyvUnAZErYxIcKtNlMhs2lHCX+owS/NE4NhWcLRQs1LWjhN3gK2xzK92tpwagMRPdl6CbR+jXBVUE2VJaExmrnxONGV5GtEcoX9euFsAwDkTAk2PqQVZmqi5W9mU7QBSv23OgXQE5iWuXnmMNppsNYoKdgbcDJZOwaTkoLNULHNEL3aZnNarnAa68amAZlX1oVHKQyLGvZuRllrcbODfHRpOLarUz3Z6RJo7RpxaWvGfSZrbdcjXRArf3mLXEYQAEAOFCgphBHfKCnUYYMczaVE4qJ3Mxd1IVy6d5PuPTUMcaGURVg9qcuygTLvkqpEdpRyX9miwaSk4DNUbDNPMyabxcbQZy2zAWKOzjSNkU6zNV9aXcJam3CzSwqXhqM7D9eTrZdA69eIo6RQ3dfYLiLzNF6P0iKE2nRqAofrhbENAJA3hW18eMRKeTkkhX2woe3vgKTgHCUrgFYNZiUFnaGjpLDbLDVGI4HjQo1QQNZJQd5BsTcfJSmaB61LQW6SwlaDMS8phALTFjNICms/N/kVANA+RUgK5QK3SQqnZUun8ZRdaLUv4LvYT57rskrMSQrWUdbFYTeDKUnBZ+gmKVxs1hsoFPJ2Wpa2zQpEJszEae9m4gn10JettZvn1qtda2HeSmhPUpRt40OrNrmM4XC9uIwgAIAcKEhSJFd0Y2lT26uW/hI3geMbkeySwvg4mLKsKp+tjW8O9guZkgdFY+IsGElBF6QtDrdusHuGzpLCbrM09jdSpXkxBqg5m+8z5UxEjxstpLqZ2Vq2dIukcGk4e+dR2qc9ScFeI66SQnKfcH1x1x13nCiWXkdzvF442wAAOVPMsxTNlUxPXvQ2jFzJrqrxJVLTcClmor7iIWcnbnPTYw9jv2HzVzuY5hG/3kZJCr4geWJr2eDUUQ4ZOm58uNgs305Kk4upCYSc0/TqCjpda8kxbPPR3cxkLVe6XFlrr2Ybjuk8VE/OQVIwObtKCuFFTW1Tg6olfVzsimSLCwkcr5da4HlBEFA2AADypARvfABQIbRVrQAzVNnBTgcAXQKSAoAM1ENfftIPiqL8QFIA0CUgKQBwI15wx7J59YCkAKBLQFIAAAAAIAcgKQAAAACQA5AUAAAAAMgBSAoAAAAA5AAkBQAAAAByAJICAAAAADkwpiVFvd7x9wG7UAQAoxJcOwBUjjErKciQE4aPO+tYE3c64CFpQHuv4NOxsjrJ6PlkQLc8Ziq6DDbkAh8kBQBQYiApRDo3LHYCSAoQA0kBACgFhUgKOcKQNR5S/BHkMEiP1t2jEyllCTEn08LJEZmLdSTXou5YhFPVfDl8lhZxS/EXLylCc/Qy5QchgJkWK0sZzvUYa3xMKdIthhKdXMREvXbqDHyIa6dybR3C3B9Yq9ME8TQaNn3TiHslt5alJ9DzujE8l95JzTZwF6/92uGvT8Vi/fIUu7T8PXSnDmO9lgEA+VCUpJAHMWHmpAIrKoGqpVjM8nisn2uKucxvfHC5KbUwh052MU+PcC2O0USA1lrgKbO+m2+5TNTbQTVzLXKmdr9okBQunictMbQ+V7oWn10PnE27N3vTGEJxOobSJnOLJz7dealN1p5AdQnaciYrNxuYDma8duwOFOE6CdeRDB3G5VoGAORDYZKCuF1UB5pkApPHAXI8Ys/lJjyjpGBzU4okBnq6CMeqiem4YdeyN8HfipOp2ORU7Ug3GCUFcZwr0dVFxuoqpxrKyFqufRa09gcXs8lZ19aI7pLCYLsgKYw2GNrPeO24mCGfRa8utdtwdCcGAORCcRsf8uqlH9blhVhxnVIaBcgZhj+3FUnB50bWwl6EY9Uiw4CZLkBbVykI33KZqM5MzUnzkaYb48wm/0Uf50p0d5EILTdUxxC3ysrSgEO5aULGmCySgsxNqoxYB2IWZ3oC2SUMlmtZ2W3gOpj12rE6ULXZLCkyDBd0MgBA/pRMUvD7znZJQZ/bqqSwjzoZJYVD1YTT1RvEdBy0r1JwIz6RiYukaB7kpvb8JIVj6wuTYFZJobs3Q9Mk9aBnpUySgsrNaTo39wSyS5CWM1nlIimM1w7vQBE3SdHqcAEA6BBl3vhIkAd395Vk/Qc3SeG2SJtBUrhWLUkaCoeVMdwuKRjfkplwy9jSCfXQl00ylGiTFKaFc1cX8dWlz9AW8BX3Zi6XnKdakRRSbtbp3N4TTJJCKovLyk3WZNn4MJrhlMCtI8nnZvE/ACA3in88sxZIz1vJg1h6k0/Oe8IP3LktSQo2N6UW7kU4Vi1JKuQoZt/4zTB/ML5lMxE3z8VzpcxVk3R7xVYwSwq2xAwuUupLdwZRMwh+0uriVq7qwPZWKcjcXCSFpSdQXYIsi8vKdaVEv3ht147dgSIOksK1w7hcywCAfChulSJobuNqa9Tajqc2qdDbsuS57PguTC3kiEzmptTCMoXIs5db1SJlQmxmmdaXW4IWrEre8RN+ZzIRDSNeIuVM0gpt5lATt064mZUsMYuLNHeZOoPiJKIuTuUKDiTtybZKQeTm8CyFrSfQqxSk5XRWjqsUxMVrv3Y4M8irS748rR3J3GGs1zIAIB/KsPEBSo9tWgdjhrwv3noYYJIHYLQASQHs1EMfN3cgiqLcL14oCgBGE5AUwEi8ZgxBARrg4gUAsIzZGB8AAAAAyBNICgAAAADkACQFAAAAAHIAkgIAAAAAOQBJAQAAAIAcgKQAAAAAQA5AUgAAAAAgB8aipKjX6+S/O11WdYvoAqOjFuWkir6tos0AgKpLiqwf3lFDeXXgG05S/KQOfyOKDH7WycIozHEhHTPupOnunnFI2YxU0fmvf7XToGQnzO8rVZ11Qgv9oeOdHwDgAiTFqJEUXYQotsySIk+6+PHIXKbJjkiKDjuhSv0BACBSkKSQb3iFkJhxaEpPjFNsjCBYCzwvCB1jUQpHhHOISKFSWG/FJGst4pmg3lL+chxRIia3mKVSRGMGUoZ7PTAqn7HzMM5JipCy3FKCo6N4zzh1Er0HWKPLEsXJ0Tu5/OQ2rYW+l/yZRP2UeoyxI5naQI/l3mwZshMa2ohuEI9SDg5OMNvGlaZd8lkvHD0Oapv9HACQkeJjfNQCeWySRg15nGDjNluGL+EPbpXClN6kZohakKsUjvlL1akF0lzGeUzd+NDSJvqDMEBM7H7vyUgKynKXRlQdJVkkzeat5U95hq6sFKCcKk6TaISpcpvGU5kYm1xtOmtHoknn7Vrg+74c3Zzd+CArJXuANIZLRPvfaBtTWvpvl/6gXzjE0mC7/RwAkJESbHzQQ4l+5ZMBtpl7cvZcZpp3Su9YC2p0c81fTseNfbTHpOlQmDfIRx2aBrQ2vFo3PqzlctmpvzMZZcufFFsklA8j2qO8qbJ3tDnRMrMRHclibD30gyDwgppgk8OzFC5N72Ij169Y26z5u/QH/cIhm7i9fg4AyEiBkkJYQKUGafJhQG2IVYbdxkDDn0tLCnN641Ck14IYzZ3zNw/6tMc0SUFMuGYDxBydcJYUbo0oay/p5+SndvKXWsRY2SySgjVVblPJV+I5hBpmOhJHLWhMl35Yi8PPN460LSl0Y7SfLf3KYJsI2SIu/UG/cPywnnc/BwBkpLCND49Y1NckhX19gJcU9Lm8pODT89MPWQtGUjjlzw36Jo/pkqKZgFv/4SvjuM2cSVLYs2xPUmTuJIbKFiIprB2Jox76cWeP2zqoxQekc7NKCs4YLZFlEc9gG4HcIu1Jihz7OQAgI0VICmWY4JaSndYqHTc+Ehw3PqT0tBFsLajR3DV/fnmf9xghKeIUoZC3kzOdd3la3/iwZdfuxgcJOTeTlc1t4yODpLB3JJZ66AdhPFXX48cVtc6QUVKwxqipmI0PF9sMtdGWEh2dzG58mAsCAORMQZIiuewb65Hp8Kesf8ojMHlb6UnDvTAUUecyksKYnpUUdC3I0dwxf4eJU/MYJSmaqeSZjTBAzTnnVQq3RtQcJQohUpRly5+ab+jKZpEUrKnZJYWlI/HUAiG170sSslVJQRvDpeL9z9pmKI65cKxOluubWz8HAGSkmGcpmsuPnrw+r8/f4t4oOQrUpJf9tDVS/VxxrpXnXTK96VkKphbpTJA9f+NMRpQlFiHPQNJQbHKIkHOa3jKbZZAUbLmEZbqjZDNbzT+tDVlZKqWLpOBMzfwshbUj8c2h9ASiAeUeYl8F5HoaXariBMNimkGZay3i0B84ScHaY2t6AEAOlOCNDwCAmXoY4LYaAFB6ICkAKDtQFACASgBJAQAAAIAcgKQAAAAAQA5AUgAAAAAgByApAAAAAJADkBQAAAAAyAFICgAAAADkACQFAAAAAHIAkgIAAAAAOVBBScF+I9j83X6ngEIAAAAAaI1RIyk6dRoAAAAAXChIUoiRfaRAg0IMMC0EUeNgaF2lsMWdin83BSVijgIAAACAoRBJIS0Y1AJPjshIRyqXQiabJIUtOrb0uxQmMv1DNBCrGwAAAIADJdj4kIM8E8GXlUnd/CyFGo1cyUXQGERWzZMhIwAAAICMFCgpkr0MzywppJWESBcNSWo/rOuPaSZnC1sndeE3jUSYyJsyAAAAADBR2MaHp+1IdEFSNFYgmgnUnDlD8TgFAAAAYKMISaHM+l3d+IgkIeG0wWEVHgAAAAAoSlJIz0cmywCMpJCeqGz78UzpaD30hTWI5LhqIRQFAAAAYKGYZymExyiCGrccIf2VPNyQx0uk2uskdGr1HVf757QAAACAMUsJ3vjIB0z3AAAAQJGMFkmB7QkAAACgUEaDpGhsXeB1TwAAAKA4RoOkAAAAAEDhQFIAAAAAIAcgKQAAAACQA5AUAAAAAMgBSAoAAAAA5AAkBQAAAAByAJICAAAAADkASQEAAACAHICkAAAAAEAOQFIAAAAAIAcgKQAAAACQA5AUAAAAAMgBSAoAAAAA5AAkBQAAAAByAJICAAAAADnw/wHGJpj8iVNsegAAAABJRU5ErkJggg==" /></p>
]]></content:encoded>
			<wfw:commentRss>http://blog.pmean.com/teaching-bootstrap/feed/</wfw:commentRss>
		<slash:comments>0</slash:comments>
		</item>
	</channel>
</rss>
