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class="container "> <div class="row"> <div class="layout__region layout__region--first col-xs-12 col-md-10 col-md-offset-1 col-lg-6 col-lg-offset-3"> <div> <div class="standfirst">Will students of the future get an artificial intelligence bot to write their homework?</div> </div> </div> </div> </div> </div> <div class="layout layout--tg-one-col authored-on margin-xs-vertical-32 magazine-grid"> <div class="container "> <div class="row"> <div class="layout__region layout__region--first col-xs-12 col-md-10 col-md-offset-1 col-lg-6 col-lg-offset-3"> <div class="article-publish-date"> <span>18th May 2018, 3:07pm</span> </div> </div> </div> </div> </div> <div class="layout layout--tg-two-col article-header inline margin-xs-vertical-32 magazine-grid"> <div class="container "> <div class="row"> <div class="layout__region layout__region--first col-xs-6 col-md-6 col-md-offset-1 col-lg-4 col-lg-offset-3 bordered"> <div> <div class="o-author__wrapper"> <div class="o-author flex-xs middle-xs" data-size="small"> <div class="o-author__labels-wrapper"> <div class="o-author__title"><a href="/web/20230321123657/https://www.tes.com/magazine/author/martin-hamilton"> <span>Martin Hamilton</span> </a></div> </div> </div> </div> </div> </div> <div class="layout__region layout__region--second col-xs-6 col-md-4 col-lg-2 bordered"> <div class="o-share flex-xs middle-xs end-xs"> <div class="preview-options"> <a class="icon gift" href="#" target="_blank"> <img src="data:image/gif;base64, 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" 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48rem) and (max-width: 61.99rem)" type="image/webp" width="1180" height="638"/> <source srcset="http://web.archive.org/web/20230321123657im_/https://assets.tes.com/magazine-attachments/s3fs-public/styles/article_image_tablet_portrait/public/media/image/archived/istock-459345691.jpg.webp?itok=wfJBFPIc 1x, http://web.archive.org/web/20230321123657im_/https://assets.tes.com/magazine-attachments/s3fs-public/styles/article_image_tablet_portrait_retina/public/media/image/archived/istock-459345691.jpg.webp?itok=lRimzyM0 2x" media="all and (min-width: 37.5rem) and (max-width: 47.99rem)" type="image/webp" width="768" height="356"/> <source srcset="http://web.archive.org/web/20230321123657im_/https://assets.tes.com/magazine-attachments/s3fs-public/styles/article_image_mobile/public/media/image/archived/istock-459345691.jpg.webp?itok=FiSw3fbs 1x, http://web.archive.org/web/20230321123657im_/https://assets.tes.com/magazine-attachments/s3fs-public/styles/article_image_mobile_retina/public/media/image/archived/istock-459345691.jpg.webp?itok=Hm2Sg17J 2x" type="image/webp" width="599" height="278"/> <img loading="lazy" src="http://web.archive.org/web/20230321123657im_/https://assets.tes.com/magazine-attachments/s3fs-public/styles/article_image_mobile/public/media/image/archived/istock-459345691.jpg.webp?itok=FiSw3fbs" alt="Thumbnail"/> </picture> </div> </div> </div> </div> </div> </div> </div> </div> </div> </div> <div class="layout layout--tg-one-col body margin-xs-vertical-32 magazine-grid"> <div class="container "> <div class="row"> <div class="layout__region layout__region--first col-xs-12 col-md-10 col-md-offset-1 col-lg-6 col-lg-offset-3"> <div> <div class="tg-paywall-body-overlay js-paywall"> <div class="a-wysiwyg-content"> <div class="b-container-content__extended"> <p>As a contributor to <em>The Fourth Education Revolution</em>, Sir Anthony Seldon’s new book on artificial intelligence (AI) in education, I’ve been thinking a lot recently about how AI could help in teaching and learning. Perhaps a few years from now we’ll see widespread use of <a href="/web/20230321123657/https://www.tes.com/magazine/humans-will-always-be-better-teachers-robots-say-pupils" data-migration-original-href="/node/730921">“digital tutors” </a>that help reduce teacher workload by coaching and mentoring learners, building on the likes of Siri and Alexa. But there’s also a darker side that we need to be wary of. Picture the scene not long from now, in a school near you…</p> <p><em>It emerges that a pupil has been cheating by submitting homework assignments generated by an artificial intelligence. Another pupil has pranked the school’s IT systems by feeding them false data, resulting in the heating being turned up to full blast on the hottest day of the year. A third has smuggled a near-invisible digital-assistant earbud into their GCSE exams and is found to have been communicating with it by tapping morse code with their foot.</em></p> <p><em>Meanwhile, cyberbullying at the school is on the rise, with realistic faked images, audio and video increasingly being shared of staff and students “saying” or “doing” things that will get them into trouble or bring the school into disrepute. Added to that, digital truancy has become a massive problem with the advent of autonomous agents that can use mum or dad’s voice to ring school and phone in sick…</em></p> <p>Technologists tend to assume their ideas and inventions will be used for the public good to make the world a better place. This could be by creating a shop that stocks every product made (Amazon), a jukebox with every song ever recorded (Spotify), or helping everyone in the world to share their thoughts and ideas (Facebook). However well-intentioned they were to begin with, these efforts can sometimes go awry; sometimes people come along who simply have nefarious intentions - just consider the unfolding scandals around the microtargeting of adverts during political campaigns.</p> <p>It also used to be the case that new technologies took some time to come to market. On 9 December 1968, computing pioneer Douglas Engelbart carried out what has come to be known as the “mother of all demos”, showing conference delegates a computer with a mouse, windows, hypertext and much more. However, it took over a decade for anything like this to become widely available with the launch of the Apple Macintosh in 1984. Nowadays the pace of change is more rapid.</p> <h2>Turing test</h2> <p>Just last week at Google’s I/O conference for developers, there was a moment that I think we’ll come to look back on as another mother of all demos: an AI-based project called Google Duplex. Duplex is straight out of science fiction - a digital assistant that can help with everyday tasks, such as booking a haircut or a table at a restaurant. And when I say help, I mean literally place a phone call to the restaurant and speak to the staff in conversational English. Google-search “Turing test” and you’ll see why this is significant</p> <p>We’ve recently seen AIs that can produce realistic simulations of people’s voices, putting words into other people’s mouths. We’ve seen AIs that can edit video footage to replace one person’s face with another’s. And Microsoft has built an AI that creates a picture based on your description, eg, “a blackbird sat on a branch”. At its most basic, this means that we can no longer rely on the evidence of our eyes and ears. We’ve also seen AIs trained with the complete works of William Shakespeare that can produce pseudo-Shakespearean text.</p> <p>But using <a href="/web/20230321123657/https://www.tes.com/magazine/teachers-dont-fall-ai-its-just-spin" data-migration-original-href="/node/731172">AI to create things is still novel </a>- most of the AI that is in use right now exists to recognise patterns or objects. For instance, a driverless car needs to be able to recognise road cones, speed-limit signs, cyclists, pedestrians, and so on. Already a whole branch of AI research has sprung up looking at how someone might trick an AI into making the wrong classification and hence the wrong or inappropriate decision. Students from MIT recently reported that they had managed to create 3D-printed objects designed to fool an AI into thinking they were something else entirely. They’ve made a turtle that their AI thinks is a rifle, a tabby cat that the AI thinks is guacamole, and a baseball that it thinks is an espresso.</p> <h2>‘Indistinguishable from magic’</h2> <p>The author Arthur C Clarke once wrote that “any sufficiently advanced technology is indistinguishable from magic”, and it’s easy to see how some of these applications of AI might come across as magical, or at least unfathomable. We need to avoid this black-box mentality if we are to reap the benefits of AI; instead, we need to <a href="/web/20230321123657/https://www.tes.com/magazine/artificial-intelligence-can-be-transformational-education-if-teachers-are-involved" data-migration-original-href="/node/731022">understand how it works</a>, and more importantly, what its limitations are. This would help us to see beyond the black box and, yes, the <a href="/web/20230321123657/https://www.tes.com/magazine/artificial-intelligence-risks-school-apartheid" data-migration-original-href="/node/730965">Pandora’s Box</a> to AI’s potential in helping reduce teacher workload and improving learning outcomes.</p> <p>Going back to those examples of AI behaving badly in education, I think it’s crucial that we take an informed approach to ethics around use of personal data. This is why we at Jisc have co-created a <a href="http://web.archive.org/web/20230321123657/https://www.jisc.ac.uk/analytics">code of conduct for learning analytics</a> in partnership with institutions and edtech companies. It’s also why we’ve built security into the heart of the <a href="http://web.archive.org/web/20230321123657/https://www.jisc.ac.uk/janet">Janet Network</a>, which connects more than 18 million people in research and education to the internet. If we keep our eyes open, AI doesn’t have to be either a black box or a Pandora’s Box, and we can make the most of it to enhance teaching and learning.</p> <p>Imagine asking a classroom version of Alexa to help with a burning question you have about space travel. Students at Georgia Tech in the US got a taste of this recently after it emerged that one of their teaching assistants, Jill Watson, was actually an AI programmed to support their learning. After all, there was a time when your smartphone didn’t even exist; can you imagine life without it now? The same will happen with AI, there’s no doubt about it. It’s all rather exciting indeed.</p> <p><em>Martin Hamilton is Jisc’s resident futurist. 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<div class="o-author flex-xs middle-xs" data-size=""> <div class="o-author__labels-wrapper"> <div class="o-author__title"><a href="/web/20230321123657/https://www.tes.com/magazine/author/martin-hamilton"> <span>Martin Hamilton</span> </a></div> </div> </div> </div> </div> </div> <div class="layout__region layout__region--second col-xs-6 col-md-4 col-lg-2"> <div class="o-share flex-xs middle-xs end-xs"> <div class="preview-options"> <a class="icon gift" href="#" target="_blank"> <img src="data:image/gif;base64, R0lGODlhbABpAPEAAGtze87v1mu1hAAAACH/C05FVFNDQVBFMi4wAwEAAAAh+QQJBAADACH+J0dJRiByZXNpemVkIG9uIGh0dHBzOi8vZXpnaWYuY29tL3Jlc2l6ZQAsAAAAAGwAaQAAAv+cj6nL7Q+jnLTai7PevPsPhuJIluaJpurKtu4Lx/JM1/aN5/rO9/4PDAqHxKLxiPQBlkwmqQndQadND/V6u2qXmS2W5t1awuIYdVGOaNHn1xTydcQbb1d00mbk1dXWnVLH1gfo5Fc49oeQSHiYssjIlfAIyTKIkThJuWJ5OZiJ14jCeXH3CRqpYioRNUoaKvrqutcZa9KKGKhxa7sLWevr1ruqOvzLKwxHnGx8kiuL+gwdPFsMEK1sRaa9zd090g0eLo5dPW5+7pWNvs5OLueOa30sHd3M3IG8LD8PSx/fv69EvgcDdd3jUJDOwQ0JaQV0CDAiw4UG/YVoKOjhN4rpXTjq8fhMYkWNIjD+m2gRhMkKKxWBPMkPJcmLL1nWdJnyQ8tTM4HFFLjzADybOREOzdgu6TmdSpuKo+k0KpknUqs621gUprqeULmGVHmTqFet+MJqYppVbCqzCoK2ZVutq1xHcHGOVUs37dmta/XynCuSL1i/MgELDlyWMB/FHRkTrCsU8mPH7ygrtIwX7d29Pw977px489+8ouMOLj3ScOi+qPWpBoo542uqsd/WliS5cuvJu3Wznp2aNPDGvckavW339+nhzL9qVv58OenisqVPjx4a+WKrTQ1xTzrtOzoZ4pcmOY8+RAEAIfkECQQAAwAsBAAOAGAAWQAAAv+cj6nL7Q+jnLTai7PevPsPhuJIluaJpur6AO4LA2JMz3JD5y+n6+C96AmBlWHvZBwWkz5SDteEHBnPUUxSdUS1MGuXUoNeJ+PfzhJWpMFnswuzPpSX7c6c/k7c8W7iZb7H9/GlMRYo6HHIlqdIVsdDmCFk9wiZtzFVGEl5qRkHV2nZKfmJtpl4apqqOoq66viK1YhZCttqG9rHxJVLNTnIFCw8nPRHfIyMjJfM3Pwb4RwtndXS6+oXUoswK4oUa/DNiW1zq2d9jRIe3u1dvn0ung6/TusObA8Oz26irl8/PmhAP3zxSmiT488TwGsE6SmUh4/bPoPnJP6DuBBhQlCvBP9lzLfRWEeFH0FOOxlMY0KULJktagmz2LKYNC36qllzYsF7JWWNtJUtpJieL4P+rHYUmlCkRKUs5dXUZ1SoRqc6TTq0qtad6Pp05blVp9iLXMuOFWmVaViyYL2aZfsV7tuHc0lhVVuXY1qqedGupds2sNyzdveqeZrVLWG9fws3HsxYcVzAkxcXldwXKGbLmgVnlvqYMsnNoxl6Jmn4ME6WVVdH8+LaGb/YyigUAAAh+QQJBAADACwEAA4AYABZAAAC/5yPqcvtD6MEstqLK6C5+/9w4Eh6Yommocq2yebGKgxt9n3Od5wv+L8jAX+gIQ5hTJqSwCXRxzRmosNSz9BUKCfMwbbYezqqtWxDvNQGI2ZGe3z8hNeaOJTOxmNoBz3Xj1bH1zHoZeNUaOiXd2iilmhhp9hISCm0KMgnOWV5CRkZtMn5iThyhAlKWqmaKbqHOsrK6PoqW2tbRnsBu4oLxzt7Zar71xkr7Al8puwWqEOWihwCnUxlfY0tBZbN3e197B0u/lU8bn7OTDzsi8SdKTMpo95n/Cy9jsvcK6+sH8tf7849fABtzds2UA6wgwrZ3UrIsBSPhf5uFYRYcVfAh9dUmm208jGaNY8OLU6s16XgRYHaWmRsFSyhRBcH0aF6GZPNJJs8w03A0jOou5/0hBpNqfPF0aURvTxiatRQpKcyi9nDgvBqCpxKS07z+qvqV7GztBLcGtLkWRRcBYIEuwwuybdkc9UdS9ds3mR6+fplm1aj3HaDn/aduRdwYaCLCd8Nmzjy36xoGxd9bLgy5rmTO6+lrHizW8+gJSMm3VD05cOlU7N2jfr0Z9ihX6s13RqRase2BVuOp5nu7tXBcctOPXxn7VZIq0G1ae/5OZfSp5+sng1DAQAh+QQJBAADACwEAA4AYABZAAAC/5yPqcvtD6MEQNqL86y6+/9Q4Eh+Yomm0LlSrqvGbfjWdWqzqp7k/gv63UywAe8gTHaSOc/QcPMphBfmb1k8ZYGtJ63ZAwc5CG+36BA3bKMjt2ousy1xDK9+PkLx6zc2rLeBJjcIF0hHtncYYcaXRwSYqPHkyFhoJ+mHxVJ5tnOZEaU5CUpUajhnurgpSarG2to2GpqqKtOZt2p5OjaL6Iupq8r7JZyGO1z7CGuMavUMTUmFE11t/fx5rb2t5MT9Da7826wYbh7rKWNEvHBNSx6MLsseqV5uD8yQPy/PH2+/Dh6qf/josaITsJ8/dfuQVGhoi6FBERC9CRy3ISHAivauFDrUWPBiO1HGKBo8yA8GkFfrQEoUGUmlzDgmT77zKGgmuiEckN0MuZPLw3PYbgHb4pCoUmsZky59yqRpTKhUJ+LsWHXajClZoSqS6rSr0q+WuIpdSpaR2arUtFztYzNdCY7L5sYt1vbtLr1ySdDtu9AuzJGD1+Y9jOIv3sR3jxWux/gxIb6LBVN2fBluZn2NNSO2/NlvZ86SnYYOLLr0vcibCatWjDlva8igWc+efLrX69GuZbPOPey38OGoixu3eBs3cJS1ietejtz5c+g/pU9Pndw0dYLNsWdP+B02adXlbp/Ndjac0fTfgLKvBrD8ufgOCgAAIfkECQQAAwAsBAAOAGEAWQAAAv+cj6nL7Q+jHADMi7Nu1e4Phks3daSIhqdjtmYKX+vo1rNqx8eN2D5f+rV0FUZu98MIj5sXxThk1YLLqSaKJGEfVmk38ZWdPJTiNuLynmlOnKIthvfS1CKIJ6+T53k0MP7253dDl9EHyGfXBLemd6eYtXe10hgnqQRpcOhYaekGJlhXFiqx+Zg5GZaKitKpx2pIegr7ermqk0g7KLtrC6PqiMMrDKzm+4rLVrV8DFFMzBwtXZU8bX3NFIO9zW1qCdkdvizivSqeNJs82qzM/FG+qPvuqqYObx6vvm5/H8ieXq0fqH/z5BU0CIVgPIWxhpXR5LAhQ0wOtUSkOPEblX31/BDiK2XmIqKAFUN6TPXrhcAxIkFm5IBuHSuW9BqmEBJp5p5zMwRy8WHMH89u346dGYrUmheILpM63agvp9OaWaKmjFnyZauhVV32mrqt6yChYLlCZIin7NNRQdqVJcdy67Om2lrWu6oV5km6eOvu3eU3b0LBgwMbPnzTbmHEcgkLJaJYGePGk4lB/vsT892+nBNr3ky5s2fHA0knumw6UmXLouF+1pv6bGyOrVmPRr36IO7aAHnr9v37NvCFsX1mni1zuERcxmHn7u16dvPjeItHXiw89PNbjZHT1l60UHVzar3LLs9NH/pwVte7swpbKXwMBQAAIfkECQQAAwAsBAAOAGAAWQAAAv+cf4DL7Q+jnBAoOqzGvHu2RdpIXt+JgpZYtmEKe6/q1uZprzEy867/k+VGO0MvQay0OMNgTLcgYUqTpu1zpN2qUiX18WUmgeFpt7HkZllb42rcKSPhaiiuTRcf5ZS8XptyliGo1/YXtWYGxadoF+c4CPkYQigk2QdZOamguYmS5VfYKRpoOIrJ6BnocFqXWFiE1uoVShqr9UpraLl7e9XYC3wLZlVcWntcrGyMmDa8DB39+yxdbT08p2O9rRyLzMYdvfN9txhOLoHOW54Do67quxEMjh05z36Znsten6p/zw+bPzb1IhUc6OVgPnezWC08plCduYefKOIDaNBev337F1FlE8gRS8OMGqlZ5HWSZDd4T5x5zHbuTch/fCr1iFkNlRxGvXD6nEZM0kyYP5eRbIbnnciiFxK9wFiQ5hA3J4dGLSIx5dWKH9Vs1SmNKkarupjWEPuSjNmfaL0iXetzDiZZcBEGNaHVobi7UGma7OsXK1l63gbrBRxYcF5af+Mtvtu48OPDkRUjhuz4MuZxhjdznkxXs+eWoAFVJi3adGbJqZGCLO3a8uvWZFbb/ky79m3Uu3Gz7s1b9m/gFWHHHu4bufDky5szNK5beXDmzp/nbivdenbt2wN29279etfqS6G/7X5t9qa6ncGxTx/x/d6t8s3PtvI1RQEAIfkECQQAAwAsBAAMAGEAWwAAAv+cj6kJ7b6inLTaO57euPtvANVGauCJMs1UtlAamrD0LqRdgm49HzzCodwwu2Avs8L9WDJhMddbxpLEZqSlGs6oQOnoQdOGwUelSEfOpr9e55nJ9ViR68uc/e6u6vLf3d42drUXiPf2BxhXRpeHloSY2IhmJtnhAsPXV8mIKXaSaak4JVplhAJaOkZq4flZyKb6OohaupoIZ8pKWxtlWDRrG7lZRvVkPCy8qHbMvIMr69osPQ2lzEiNLW2tt5ntvRsV/Pz9uw0dSt7aKf5Bi70I3n6u4HwUr6l8r8uOnz+Pa+3fvjPIBgbkh06EQG7+ENbSp+SgQ2ELfUw02JDTqYr/qiRqjHYRYEZ9ip44KujoI6xl08x4pJOKXjp1Kcg4LDTzmCaUs9blrHeNZ8Rto37m4lYpJDxyz4g6tVgu0tCnVPG4rOq0DUesPi1x5UpS6VdBUIXCHOvL5KiYVI02CWuWkltjZdkinevtY1hgeKthjGEvp8qu5tRKDSzWTVyR4RIzJtx4MS/ExLY+hox5qWOGkYlCVIxY8uHOpCWKBlb5tNXQqVVfrmmZc0PXaloX3lyX9W3buk333hIbdWnguK8Spy179u/MvBs3V055+XPmID0HXztcM/Lcx60XH7zxe23p1W9vx+7zvMzv93R6L473afu+WOTT/wb2fn20sZjyB498yX8fFAAAIfkECQQAAwAsBAAJAGEAXgAAAv+cj6nL7Q+jnAbYiwHdvMsMZt5IbuGJleqaoK7Fxo/WgE7ovfJx1Slkm7yCrN5CJPzNhrgi7GikIH3Mpirawia1CCuDSOJWxJFp17wkm2gK5ZqLLqudz445Lp9/2Wk+R4n3oddGZuT2lxIoWLe1R6OYB2Y3WHL4JonImON3RukIucj5dgNK5dlXqUlYunpqeqXa6mUqmlkrFStb1ZmL6+oIVSVs6dtrojucfEJrnKr8DE0cIxJdzbST1TxgXY3dGsaN4v0tE76MLT0i3b2TvnlLqlOunTlP74t+vwVf364fas/fv0jTfgExiKqCM362BD4amI3hJYfbEPKyJxFfRYj/EWdpDLgxY7xhB0U2CrnC3BOL8cboa6bS46SVpyzGxPRqzEc6NzWxAjYOmTlwJoOyU8cxqFCcF5U6DQaT5VOkRdUknUrnE1ajLbd6dfk17MgkYlP6rHlVKUkeaIuaVdk0j8Oe51yKdEX3GUq2L2vl3UXwDM+ePI3qzQkrbR+pexO73Vc46zh3xQo+Bij57eWSm1dZ7jw2smPDoOMuJF3aruh8ivmmbsz6NWXIkxm7Xk1RM26Mu9+9htp75m9yozPHDj4TteXPtVvzZd4cenFvtm/rbi67Ouzc009jRz7x+/WFwyOCX6xd6/il8sQ7jum01F8XWOcfDmv/Z9mhZTHKBOwPQQEAIfkECQQAAwAsBAAGAGEAYQAAAv+cj6kK7b6inLTaa57WuPuPbeIDliY4ptDJtgv3iu7cwtOGprRnV72vIu2ADZ6QEpTtALdV55dIqmZORjV0jOIkStYVkX1+B1tisXaOpY1XKDKcY0bg2LXb7Fpr9eLVHT9kxdfH9GdBN4R4OOI19kYoF6dYF3nhSKZn2KS5OPg4x9dlyQkYCMpo5klouilViXlJ+Voy6GpL+qbat3fbi3tQdtLmSxwk+JsLJlTMbEtTFQvbPJ2orMs17cpqPWuSHb0Ezlb4vT0Z13prKs72IRXIvouG3JkY39ktfO1+X//cX4rKvlXhBsr7l8+bwYMCF/pDmJDWFIkRJYHJ0+thw0j/AE8x42bvzDlJ2ULKGbmRmkKOHSGqJAKspblvs46gzFBxJs1KDmWazKgv5zZ8qIIOZSV0VNKj6LwwRQru5tONAacy7XfJodWC2JZu/fc1LBmxZE89KdvoWB20uSbGXOhz3keQSo/uLIoTrlY1d6eEkaq3r462VlwK9qp2aLm3iLvafae0sVnFcfNKVvN4L1+qOi/z4gxVM2aMoiM3BL2ucl7U8FRLI+0ZH2uKsTUGrW0582yKumGfplyarlzguF/77nx8OHLSuyH+Vh66uPFGwauuLC7VYvLbvaFzB958XGbsqrNrp46bHr/quYkOJp685FWZh12nSlffPqT8wdhaDO7r3zhABWgYe2EVAAAh+QQJBAADACwEAAMAYQBkAAAC/5yPqcvtD6OcCNiLqd584g924riBZkamqmIep7XG5Oe08k3RUKi9AO655FARHxHYOBaVC6MN2YSVhEnnCcqi9piGZ5Tb+VWlU61LtwNvxV922T1AS9RDeIJeI8qDZJE527cmtsdnV5YXWPdDWKhiePeniJf2iMO4dFmHBTkJ2IlYmcfxMpfZuDbGYFVpWpq4JMoTt4ryCYpFm2uruiuo+2vbmsMJXOxzJptiFols7Nz7oLX7DHwjzSxJDY3ZbE2NW4Ht1/eNJD4eOqsLdB72Gu1k+Y6e7ro9Vi8oc8877+4/CqC+fe0OxeDXT14+RQQXamqYLKBDewrjUYTIrlq/if+YOPrSiLBNhU3qjDUM51HZM3TdSFIy+bKly2waUbIJObPkSpk5D9bsIvBMT4mkWDwcOiKoK6RMUzV9ihJqUqVSzRXEWZVYzKwnj2bhCkVcQbAByZo9Ow6tOU9B1DbzApTq2E0wbfKZqS1iybs+81phW4qoX71aIfUdTPhi2LxxUwJenAse1Vu44DJUOZmoo7mSHZ+awZkyZM92N5NeanpF6H+qMzutfJonPbqrN5qO3fm2bti4sWIVPdW1SN67QQu/bLx37YHJW+OW7Dw67efLv5Cs/jj4c3zFtU9Xfrzw6O6ziWMGv932+fPphzf/9xt4eXx/r4cnxtjlNsTCMG4T5I+dcwAmxhVibr20yoHJ3fdUAQAh+QQJBAADACwEAAEAYQBmAAAC/5yPqTvgz6KctFr6cr68e6+F20eWpIhC5soyoYK2cqtN4ox/I1Z3cc7pVYS8lApoO1qILuMNGdldmAinEdp06JTVV1aKNYCn3AZ14Q2Ly0tluq2lJeNb+nlOL7G7+aDqXgTAsncwRvZUJ7hCuMYo8XPi2BbYN/SWqJaAaAkIp5hZeIX3qSe52GdVZuhjikb6lRq76lfJGSWLmxJZO3mb+6s7+ooDBmwsizXLd8wcpuzLHAtk1yocPSxzVH3YDKXNa6J6PPO3DUeZmh0KvottfTloHkgDHy6PR3zvO62/T96fhZ+7djkABsz3zJPAgk4wIRxYCtm8h97GaTIIA6Mni/8UQWU09g+ix3Ug62gaiS4XJ1IaK5a8SI0dypXdGomcyerXMpzOGu7k6XGVzItAi340itTMzaQ9lzKt+HRLVJ4JlU6lN9Tq1XggwGXdSssfWHpjy5p9dDZTta9GRf20lfQlyUMor1Gp2kigXZ9vedjbuwkmNrbcAHcSm8ww3jlqgUHD2hgSLaf41Ghc/KhlZsqbOT+2TPjzqdAOR2P1XPrv6cioXbX++Hry6nixuc02DZq069rrWN/+yxvu6OBKiTOmTRwzweG/XSbXDds37eZIlH+BnPs5dJjSmU/PTt1k5PBdjR/3DhzUZXlum2qHJk39esAjlSuu537wfeuJ9/MNx7lXWikFI+ByBSJQAAAh+QQJBAADACwEAAAAYQBnAAAC/5yPqQvtv6KctNo7nta4+99tIgSW5iceI3C2bsRJ6Uu3JLXVOupg8bVq7Dw3y28SPA6RvVBRkRwtcU2nkLFSSaewqpWVmMmUXMMT6M2Qx9cy4oxur6ltt7r+NcMre5Qx7bMFAjiIh0XIJ1ZoyANGh8jWF+doAhmWEyj5R3nC2CUYydkounMUBTiXSUpz2prVqVnpOqtIZInzSKuLmbua6Au3K1wHyhO5OZxcdhuaHOXGjOycWhM7umt3ZW1LOTzUtG3FRMuq7Ql7fvhsY+4rm/5bO6jlXhIeX59XGq3vch/3jR+yfflGVeOFriA3hZOKTQrIUNW6eBCnCPsEMeI7Xf96NA60A+Wijn8WRb4DeY2cOJQJVR57w7LlrEvE4MWUyJGex5vSJt7ZyXMhGZJBuQgsirRL0qUdmSY96pRg1KlUE1W9aQ3q1ZA272xlZwzJ14PAuo61ejat2rUozbKliUig1mUz4WbiOQ2VXLdC88oLx1ed37+EAjccTI0r0L5+/c1N2erTYp0ggxh0PFkV5sxNsz1+8xk054/sRhNd+CI0ZWiqO5ce/Si1YXWVZyveXNt069PcZNsWDTv2a9+5OfMWXRw35uTLldP9jdy50dZepZeETs938HHarV/vPtyzbuw/mSf0vuR4x8yJy5H/Z9n8RsGu2u5GHBMwYnny9zsQfOqfevk581Yv/BWI4AkFAAAh+QQJBAADACwEAAAAYQBmAAAC/5yPqQvtv6KctNprnoa4+49tIgeWpiciI3C2bqRJ6Uu3MbXVOkhWt7Vq7D4OVNEX7A0nSuARlswtcc9QcxA8rKayqlWYmHW9XBWYWJUiyWUse83KXJnzaZ0a/3Xue+cbr2Z0dvJnVggViBZnM0h3yKDH01jyqJXoWDm2aCM4grkpOakj5hY1GKkIOmrK6kmYGdoqe+kneqFqCDa7i6rQe2tbiivMW+xqEgxrvDxMw/fJvFX2/BUdvHpNudyGZZkdGla8cwS7l837Qv6d2pnFyELd+U6LIrcuX/PLPl5e69zvZ0g8OM20FTR40Bw9hQn3/XOHD1tDhqb88bvXThYkjP9fuNnbVWoJwHTiJHokqPEVx5PEUlZjqRIkJhUwkZX0tmlkTV/McO4U6FLYzzYQPw5l+Wbl0aXhmDrV6fRh1KNKp1plWvXqvIBat67p6kLpObDYxpD9dzat2rVDJ7LFgcgKWVY8MUKNuS2c3ayArEnLJTeWX7pCeUocnAQYX4qDw96tRhiRW0ceSUVUWflx4XeZF3sjOdmmZ3ugQ8cCXbozasejuXqNqZq16bqzFaV+PU3zQE2dawPGzWW35NVEdWsOyU34Rt+GehPHnPy49ONfWd8uzvyz7NjAT0fPbrS7SOOjlXuHLR5oeZ2Wg5NvJvM7eMStFTekX/Qk/llT9+sJ09rTW7X811UBACH5BAkEAAMALAQAAABhAGYAAAL/nI+pe+DAopy02vpyvrx7r4XbR5akiD7mykbhIrayPLraqc5rPd1WmtN1eD0iDOgT/oIYYwMZUzYhQyYiqnhJi9SqI5u0WbeJ8bRrCHO/5CPb21VTnG36Om2XmE/LNyeF41eyV5bHgDJI+CcoxrimOAd54ehmWCjJ1fYod0nZh7ZlBMVjeUcGhTeK9VGaqPqKtIjpogdrCwvGOekpeuurykJZ+kvc6gq6W4yqOWAcqczcqaSsFepp0ktMQzULdwaM/eWcfIzo2twtq6M7mYocnP7ZMn42HX94//y+k5+7H34t0D9ZAUEUZNXPHzty9g5+ipVs4Ll1vxpJSbjp1hOH+l6ioYMmhN4MahL1eXxYMeJJgSnxvSm5spG2JBhjXgEp0uY3iB9h6pxXbePPoVmIGsVx1GjNpACZ/uToNOpRqFKB+lwqdRbWrD5v9qgacuBWsOjImj2LNq1afkPWbnTUbazBYv4Y8iNpq+6SjHjxHqHYt6U0TYFzDq5jbq7Vrk3hMbbIDKtkuWIWO34cyPJdzAg56wXouePl0ZGpugz9Nprh1JtVL13tzrXpz8dko47t2Dbpu7pb5y49+3Bjwq8n35b3mzfw4x+t9lbuG3HwS5qlMzfO/Jnz3dK3R+/OvXN27eH5UoYM2q/HMIV9xWxPUid8QGbdu73PogAAIfkECQQAAwAsBAABAGEAZAAAAv+cj6lr4A+YnLTaO6GGuPvvbeIDlmY5ptHJtowmbZ/qsjB1V2peh6TFe+1kvQ4Hc1ykEKMi0uH7JYixpBMHjWYPwYz0Wl1pmVbdF6zcjgddsxo9PV84bbe4dQ/nn5Eyf4/yJiQIRDUjFwioUOfFaNdDmOaHhcgHZzcpGVm4eck1dJY5V1nUBkoD4uhyytqqyKYK1OhKWxtLqWery1oTmbkL3FlKOhjc5BknbGR8fEVscsT8HAUm2mBr0zeduq25lAirzC2+TC4Z/npinZiOc21eXt09K9/Ojjf/V2//6LR+nw3eKIED+VEieLBer2bQ8lla5UqfM4S5dCUzWA7jH2nvFOkhQ8ex4z9PIWON/Lio5Dc2KCFyfNcSDTZ0MWOupFkzZyOdPHv6lPczqMOg/joSXXU0qdJCS2t2G9o02cCo2Q65o7pwJ1Z8W7t6/Qo2LJYQYjk95Bns4llvKtOSMSes7cs4ReUa+whMbUCNDfkWw2d0bV+/KQNPBUxYL0nDONVBPZRY8WC8jE96XBz5beZPmw/vdUm5c2PHovuRFv14zWnQyCzrYY25s+swoWWnflsbMexLszXthtO7MGrGpicDzv35eOvb74YTv0zaZWnofaUvr4z9+WvlAZF3T359c1uUdt2SLz/TJvpWPod8LQAAIfkECQQAAwAsBAACAGEAYwAAAv+cj6k74O+YnLTaO6GGuPvfbSIHjgCIUuYark8KJ5q0XW4dp6S6M+YxyqFetp5sRkMKMcZKs/FcRJc+ItOotEypx4inl9VauZnx1RsWe8nl9RdtPnNPTncL99m+6W3+Xp9kBxOnAFhleOiXIyiFiICXx8iWKEmpQzhJGZQ4hJmpeeOi5vhpEHqKSkpTl9rqqhoY+DqLSlZJi1tbCtSU6ytKBVv4mxpcOYj5u+SJfHwG+Qbl3DkdWd14IsyquMwcq81z/Tdk6k3NLQReLn6Hvmge7h6jLjsPby3fnD86SX/4zu5Zv4DY9p0baHBUwjuZ7sUrpqYhQVDE/A2bSLGiK37lEjV6tNjt4ylTu9hoXFcypawdIFXacugyJsaYNGvafHcz50WdPKX1/Ak0qNA6Q2neg1kUW5GFSZNEUtHUWJuo6ZhSvYo1q1asVrcyLPKQlktHzER+fOTQmVmPR16uJVYSKSeAXUvMRHuXV96IdKvuZeW3bsG4fy22jNU3cSm5gxV/YnxRcGTCkrtUxnt5aeDNuyBb5ry4sGfMlEHrK+340t9wplVn5mtP9OqpqQ92lv1aWm7Wte3ORhw79+F/vfGhDt4aYXLfu2kjLz4Ht9+U/qqPfnaXXpqOb8WO7e79O3iIXoUWAAAh+QQJBAADACwEAAIAYQBkAAAC/5yPqcvtDsCbtNrbot4Re8+F3xCW3YgupmmtawobLjuVKhejokIze7bJfYKPXwJHIQpbmopRpkyels4m0wrFVqfUIncrOUTB3Zr2Gh6Ty5AzWKKWfmPhdh3Tw89h7uP+/ecVONKHECdXaDZIqHinl2jnyAa0SFnpdzjJk2nZaKOJOCM6mgcaSoo60yX5mOr6eik2eAlbm8oUaau7yzrE+2ubA/xKx3n6SRgLAonIxqzzrJLVW6x8YXwDF+1rjbas3e1dhi1Nsv1NnULe6Xx+7b4ZvrYKj5muXt8MLa8/zj89ad03Pv8E3UtW0NxBhAvREWzokMqTiPSGvXhoMaMoIecaO17k6HFYEZC/TGUziZJhypWPWLqU8jKmzJkmE9IkefOmzZw8e/p0ufNnSzlCq20pWmzZSKRLZgVl+pSp1KlUq1ptuvHnuUUhowI8aqkrMR9b74kVKatiw7Ol/O2Mo8uUwEjC8r2DaLCu13g49dYMapevXMCE8SLsa3SwYUqIAwbGpHdxq8iUQc1lh1Gx5Hib7WmunNnyY1lvRzcCjW+v52qdDZnOyxp1u9K0W/dLbfurpstka3+ODXz3a97ZcsMOjdyx7+DKjRPnrDn3a4Uod0FmLpqtMSTVtcOK6Z3UVdcWx5NMWAAAIfkECQQAAwAsBAABAGEAZgAAAv+cj6nL7Q3im7TaC6PeAPsPOtyoheZpkaqEtsPKpuPCuSZcU3lW2h5OeuxEPZ9sQ5sxhsKiselcMl/IY+c5qWaHU+gVy/tWtNSYFUw0j3vkM1oqviDba3Urroha6fWnHsGno4QReGMH+FeXmIbn0oh4qPgYFvl2ULhVCTloCafJaADE2Uk5uSmKc9rlh9rq2poS8jpLG5RJxFirC7uF67X76sUK7HqCuUdsO2wqSOwJdvyb+rNoXL10GU39KXudJ7FqzQ2iDVnG3D3+UQ4Y6k3+vh6fpL6Nnp5+L1+/nY82bw8fNIByCJobyM8NvIQKbYRrpi+gvWn+sBRKJi4ioWT/MO4YTMCRl8NjIUWSKjnLEQqUoywy/KaLVBhHK2QutIlTTs6dPHvifOnTpcagA4kaPYo0KTWlO+N9ZApS3VOoiJaKoOpD01SsUbl6/Qo2LMStYmGm7DnvE8uWGY/kWmsS1BphUeGedWeEnVm7lvTOrFurL1Cz+fz28zh4k+Chf9v+I5stcWTGBSVPRky5oaHMhB9bdscZ8BvDcGh+bizOdOhMq0G3dj0a8jnVsT+Tprf49W2YuTGb7r1S9u4+voOf5kHb+Os0yR0jXD78smfowmWj3txcKPXty58hzq5dOfhlD69XrB1YuvhOdj9Gr9xe1OTuheOrKHsOJX5kHfcrAi0AACH5BAkEAAMALAQAAABhAGcAAAL/nI+py+0KogSv2osznDzqD4ZNR0riiV7lSqXua3QMB9cn/Uz2XWJ4btppWL+ZTuUR+ojFRBOYVEKPh94misRKF09nk7rUbhHgaSsWzJTH1bQFt36L2YO4ue7Onm37a19v59CVkkdWCDgnGIhyiJYot+gVyaj4CGmJR8Ilo9QIKEnkGCo0Wcl0ykRa6ofayqLq2eY6ezj5d6lDqxsrCqW4ubsLEmmZGIzqsspzjBmiPMzcLPJcwQwqRQ1MO7XFC2HYOuS9fGt0lkqOPe4ouh5Wnuxe194pLy7tp44PvQ8OT2hPTcBM/xgNxMWvoMF+pgZVO6hnGjpnEB/u25au3qNj//EYCoxijU9FM7rYZCM5i46khcJUjpAXEoZCiwU56mO5J+aYk6CCubwCMOXPHDJfDT3qDykdj0pvNn2KBqrUqVSrfmBqdWGWrEG3cjV4tebXGsWwjt1wNq3apSPXNhzlNmy0mS/6YZqLrO7Fsknwlry0xBcuv6cMkW3bjjDdhHqN+dS4mJtcK7Aim2ps+WNmc5u16eucryNomphLQzYddLTk1Kh38ATauJtZ2Kyd1r7tGjHB1iJnJxX9mbdE35eBG68snCLxl8t3H8/d/PW1088zIq8+XHb05pm0F1UtC3yl5IyD47ZeGbz035A13RPv/DNG9ixNKm67/t19ysy5KxDfH45aADoU11xxkeMeCAUAACH5BAkEAAMALBAAAABPAGgAAAL/nI+py20Ao3S02ruk1rh7vIXTR5ZHqGzm2nHOyMaNS8FyFnl0nd+IaGPsKj0fEDUrXpSxIxAH+TBXKmhwcCVGZUMhLcvbNqfJEfhFlqbRuXUZcDuzu2Exy13H/+gPe5jKl4B08qQFZ1KVcoTlJNfnp8PUOClSB0iJaebICLmUSfmWB/LZ6NkpeEY6qXaKqkp6p/f4uujDeWhIu4kou6drq9jqm+mKCzz7hhl6TKgEa2p8rLlKsssbVRorPIadGNdbUigNzuo9vh0+YZ2ODq2yXk1eXAtfHqmMzNwcHUzcr59vGL45AG/NAtVC3r1P1/hx88dFoRWE5xxaUFUwYK6Byxn35aHW0YukZyE3kiyZkCNKduJWRqznMqbMmTRr2ryJM6fOnTx7+vwJNGjGQULnUASqq+XMpBg7BmFK66XFZFBB5vpWlShBqUYhWuLKMtA/sA9Htbso0YrZqQuxsnVlJO3Yq27roj179+1aaHHxfqX7sq9ejZcG881rl+xfbYYROy6Lda/iwpIhWzYkODFmzZQfX+4M+HPDw4E5LxM92jNo1Gonrzbq+lpKraQZL/Q6zLRJqLp3Z6V9+uHvVeYADneiM2vRfciXMysAACH5BAkEAAMALBAAAABQAGgAAAL/nI+pyw0PI2y02kullrj7P2wAooHmSXKMirYY60zunEWvTMePB1d2nhD9arvOECjc6EYfXC4pXBwvU1dJej1ULdtTb8XqEpmz77LovBVp4nMbm27F1eYzeA4ng5RUGFR/B8hTpyUS8vf25rOF2KiIZ4Tj+JcCaaA4Npm0tLjWpLnJZXk5WgmaNeiZp2p6ijkm6uqIVHooGwVUyOomm5uXOkm6m/uqqfCK0mYM62t6HEzXHCSJ6FUrJwNVdp08YUjLveeNLD5sxUFeLtjNl/5p3kdpuw4Ov6qtS18f3/grnc8rFKd/wgAti0bwljV752ZtY6iuGrFwmeT9c1ewH0Fn1JGgbXzG8OBHOyA1jqTDROTJjipXRsTl8sm3mBf10byJM6fOnTx7+vwJNKjQoUSLGt0I82hFh0Zv4dPp1CnSOFGjYoM4rarHWDaBaSUEcl+nrczYULzXFaBMrPwQmmXL1e3DtCzlNqSrpu5avHHtXuU7Vu9bwGX7zhXbdjBiw3cXd3L81y87woUrR94reSHlgYwbY06seK3gw6FBkz7d+TLqwKI/m1a92rJmyJw9l+Z6NuvmQF4l1raN8ivtsV+TvjZR3FW+3b2TG8fpnHlMUEo7figAACH5BAkEAAMALA8AAABSAGgAAAL/nI+py60AoZu0Whtzvrz7o4XRR5aPiALm+omLxsYV7Gzy/dqTjuM0xeuBXLPgTiI0pH4M41ElXKKao07VJ52ekJyrLFQDD7ldMosZ1jmf0K8XSHsX5aU1Gw2n1/V5fNo8oDXX5kHUx5UFmKN44YeQCElIxYjhFHkpuZhpdYWZskU5tuIpxdZHQmo4eNiY6njK2uD6WhY6NluKZXuLyxdjB9qb9Og7GXk7zDsIqZmMbJy46hyEybk76sWMWnzWufTLjY2k6ha+PULbfV0IBgy+vhxnvgev+a00f14feEm83xLOkz1n/ChVg5WMh8Bam3SRotfwxkJx/w5lSeKuUr9p1vkSTCRYMCK0aCBBxctV8o89kinjhdTW0trBmPpQ0nwn5ibGijp7+vwJNKjQoUSLGj2KNClEckplCUva69jNqFR5OlVUNSvDpVkFScPp76lGkTLZ2USojuzWVlZNllMbVmJHlWzhjpULL+NasHfx2v2KNq3fuoMLA6bokPDbxH35Lm4s+DFkxJIPm9A72VRlypkhGrbsebNmx5FBhyY9GvXleZg761OsenXeuVf/mh4Y+/Sy3K/rftpb2rerZ7z/dM1ZtubxjcqiLP849TntmMObMrQ9oAAAIfkECQQAAwAsDgACAFMAZgAAAv+cj6nLrQAjcLTaa6WOuPt/bCIHlmYyptPJfhujtfIVU9KMw3e15/5Qy5B+BhWE1xMeicbgIqlc5Zqj5xADbYmsL9SV9mV1HWNgODo9N4JZ5HLWtu3U8rcsXi+D7Q8Xv1OF5WS2tXdS6HZD9acjVaLntdiEZjJIKImZKEaCacTl2Ajq15miaepBWipIF4KHkBr4yNraBou4yfhpq+rjGrnrqzX7YHtJ9Lua+TosnEsrScaMK5q65wx3pTwq2js3OX28vBSLfX2nGFyZrj4uzc59ju4uaw6oun44r0uOTw8fDU3cv3L1Li0KFe5ZqIAABxIUeNCevm2k8hV8FzGeQ4rVGdNczMPwWD+IHRMqtBbSJLFr1VRGAdXSpURYMi1qqzmNF85ulnb6/Ak0qNChRIsaPYo0KU5PSlEBGynzKc2oUquSo7jPKrBkzbTqzOMR3lOuOKBmJfuQ4MaTaTXODFt2ntk1E+l+NBb3Lli0bttS0rjW2lu/XQf3Jbz3sOJThfMGLlIXoeNkjxk3/rsYnODJnDFfzmy3smXNnkl/Hm2zc+nUiBvCbR36NejYqk2j9if7JWzcMyOznR16qsDcKL32RAnC+Nhnohcq37Xz+VelW5vyxlAAACH5BAkEAAMALA0ABQBUAGMAAAL/nI+py80Ao5u02huzvrx7pIXZR5aLiErm+qHnyMZVOG3y/aoUjCspxptBeqCUzREUDnvG30MHXN6axpw0CsDRGiIfFKv9co+GpMVcQiN56t2V1R6r4vKsjF7PipVvEz6/V4NG5tbH0YUlRXUWmGi3RrWotLKVEHlJ+GR4CIN5eZBpRen5qblp2QhJ6sTH96i6iujxNyBbG1sFl4qKG0kUatpLmzZc1nt7OrWLvCpKxPsKilsY/ZzUzJl8B1VKAqw8xxpT7C1R+busO0Q+mz667k6srW5rzc7YGS9fvY943/HPmC+B/JjoiwXtWUJYpKwUBPdGWCuF0oTN83LRz7R32A/7eTKYURBCit8YYqLojFpDlKoAnWSJz9wxmC0k0uTY7SbEejrtdewJNKjQoUSLGj1qUh9SlxaVomwKlafGqFQHxixSNevPheO0nqMWJmTFJtm2lg1rlmDaqxAToX0bc+3EbSEDOoQ7t6vTlmzpys0r8m9gtGvtYhQMC0zbxX31Iq5zlrHjyH7xAuZoGaxkepQnbx78eapcw1w9N+YcGnLqcmJJY31sqjPqyopp274sOjPo27Nx79OdmDdmR7lc7QTo9WtNsWOTZ/Xo3KLC6NiWqpVuXVmHAgAh+QQJBAADACwNAAcAVABhAAAC/5yPqcvtD6OcE9iLAd28jwxe3kgm4SmW6oYi4QpDoJPF9lLL2G2impSL7Hi+2SMoTNmKJ5qyYrk1Dy3cExqFIRkv15B1HW2d308YmF2Vk8Mx+6dao1PyObxUf2vyRz44zTH1B4h3huXHJdf1VojoNcN0RyYZ6EYViWnXSIjZadlDWOk5Cmc0SWlH6tMXamUIqrpK4WggGMu0eXiLG/OpsCvIU/v6C+yr9Wrsiip1tcso/FhKKsq8pBQZR4wsEszd2rwYTbtJTmIuJj6+raYujN5RFT0M3r4DH4+fuHpsb82aid6/b7o8SZt3qZ6yYvV6YQMGDaGxhvsGpntWzl+sd8nslm1EKFDPR5CwKE0kKRIiykGqVmoL6DKcqZg0a9q8iTPnS306T02UVfOnUIOphhp11+CoUm+Tri3tGNKpxVlQzVCsJvWQ1KlaNTmsGlHHVapgxXK1ejasv64Es3pt+/Usz4oy2a51qzYXXrN77+Y9V5bvW79wBRfeKTdw07iJx9pF/Fjvt8ZpDRO2vLPvKc2AHaOtDJBzRdCLD2+OK3pZXdSDL0s2SzqpYtme0abOV3tm59h0yS5lzPLpUA/Cj+4ujrHn757MCwAAIfkECQQAAwAsDAAKAFUAXgAAAv+cj6nL3QAjdLTae6WWuPuPbCIHlqYyptPJgiKztZZmxhQpo+qa4bef29l+kQ6wJRw5aMZibvDSDRPMJg9ZfUwNxx7g2dX6spjwxyx2QtUetPV7JpHL7JM7/b3D9LNrPPoHJ8O3N9dHWIG4sHVYB9jIwliYpAQZGUaZ6Zd26aT5yWdIB6oZEnpKmplYtwSYWhr49koZhDir8kSld5uSOynFK2i66bt2deslXMylBlqi6NKMW0vsKyc6yFpMA92mvV25zPyd2yt+0O39KJ7+Zqy83J6cRw5Wj+V5n10dPS0/30/VOHjg9L0jNYyfvU3BtP1r1FAhOoMBgz2juKrhQoLCGS2ewzbQ4zldYyKOnCfyZCBnKjfuaHlSEsyZNGlKrBkv4qyYOnu+HOUzKEhgQou6c0mS11FqHGtgfFfuqaVkUW+qa7pIKhGsAZfu4xoLaFWwV73iI2t261hrTx8mZGt1YlyqawFuhIv2YN27dpniBZp3qt++X/8SPmsY4t7Bivk67piYMeTFhek+riwYs2S1lBFb3uw5c2jQnDrbIeT2LdLDnQJ3DDw07em5ITWm1nu1qM+KujU67Z0SJnCZOIsnKAAAIfkECQQAAwAsDAANAFUAWgAAAv+cj6nL7Q+jnPSAi3PdfOcPduKYgOZHptzJYmrTAmvI0K8Vu5PtaPeQM0VQO50qyOr5ipcXbyGELpmyoxHyNEwpV9EWS8Q1O19PVxIOm6ujMtrnHp7X7Nk4Dh6351Q1PYUnl0XlpOc1KGi4p0jHmOhIxscViIB00kfip2VpibnICRr1WKcUaprTd6raAkNZuQprR9oKi/SjWWv7I3WVW6a5C2SkOil5A4dqBXnrgli4fNzs+hmsoDFNXf3ahH0I/SzTHfmt7BxNDnipLYb+Cbz7fm4uv77JLS6rLRRP7x3EXs/eLF7EAAac4usJvgoJk5UwlqohP4IDa0hMUk7RRYyx9TZyDGgxIUh/nUbCU2dypMeVE7exXBnxZcOYMn0RYtbuZqKTOd/kXFiqoj+d4HgKtQbxD86jD3vuXEq0nNGo6ZzmYepyKlSfWBkm9frza7GuY6lmEms2JNm0Q7lq7fcUblG3W+U+AEprLd24c+0Gfdv3KmCpewMT5nvY8N+6ivMOrroWr9rHjhknvou28OXFfs+GtYoZNOeregXL04uybUbUNS82ah1LFuyC7maXfFAAACH5BAkEAAMALAsAEABWAFcAAAL/nI+py+0DopSv2ovb3Dv7D3JiB2YjUBrniqYOO3kjw7k0XFtiRdoHPnvkdDEfZJgI3ooYpgupgf6cF2qpR7RimxSflUfdciPe7gf7rZpT6Sz5uJbFQ3NTrO0uv9lK+p7/5ydmF3hVJzeodni2qIj38kjY8hSpsGOkUgnZmAl0glgI6jl6OfZIikoqmsramrjkGvs6VSdrO0kZeOuJubm3i2vJadTDmxvaC/cm1TuLWaQJiJwMPawXnEyL4kxsbVM93ex93ImdrXwuvDwunZ7UFd3url0+T2+Pnm8fb7ge/sxOUAt+gtwFIcgooLJR9/ZpAfaHmzSIK94p1EYRVZRasRlbTexobB5IZvjUuSopbqRKSSozsmwJ8SXMXZKyIfRVk9pFnKZs7txoDqjPfwmDwhpqtF9Sk0ib9tRJFFTOlEuLTgUY9SqYrE+par3m1FFYrFUR3BQKtWxDsmO3qu3KFm43rmLlgk379dvPo3b10s3TlxzewPK8ElbaVsjeBWf51jUMGXDkuW/1xZ2s+K/bxDwx+63cmPFipqYqbx5c2rPSvzMpCmx9cjXsVNdmM6xQAAAh+QQJBAADACwLABMAVQBUAAAC/5yPqcvtA6Kcr9ozwb250w1CXhYm4xmVFeqVLKoy7wjSSxsjp74/uP/JiYKN3420QeaUK6aJyJEInU2ogWqx1qQuJzbLjWnB4Ws5NI6mxMEvWbM8oynu91Q+T6XVcPY6bqSyV9UHOEhY2IW3VYcoZPZnGJm3yDipeMlXSZmZtPnUM/QpE1g0c4o6qpDK2spK6hormwo6a3sbiov7yMOlm3jUydsL1/h4yEuHfCc8DKmxzAzsTCxKbdrsHHpdyx3c4b2qemwTjhHtB25+Pi5pTN6err7+Dj9PHy+Pnr7Ofm++DxO0fIIIUnrWD+GwGQr7/ULlbxqshxQTVbzYShzGjaWlNHL8mO0ZSIyeRl4saZIiSm4BgYT0x9Kgg2gtZ8rEJvFbzJeWVl6ridMnNaAThWq7WZTPzpz8lP5EqtPpUKgejS6k2k3qUZ5WbXLVepUr0ahTxWKt9tTsVztpmWYt6xZTV3tL50qrCzbZWZh56ba1awgvW7iCCRUOG5cv4b997zIevDVxz8aBHxu2jBilZMpNNS1G/DWlSk6iZekr/UoaaogPCgAAIfkECQQAAwAsCwAUAFUAUwAAAv+cj6nL7QeiBK9aMzO9VXsODt4YJuO5lQ1KluypMi98oeYXI9qKPz0/yWGCnZ3DaMkIlRykwpkkqqQg5o3alOSwWe01EuN2Uy6qtQwOe9VpkXi8XU+JbzibPG/F22h8/ny359dXV1PocxiVWMT3JzS0eBQJJEc4aDgpmflUiQm4RMM4M/oiSnqKmvrpptrqivr1KjurR2t7y2Tz+LWLqLXaC9EZrPM7TAx5iRy06Yi8wHy8LE0c3ficjM0J1tynzdsdEl5lfI09Dofu+V3MTR2srkgRL8ou7G7+TO87/967r6lfvmkDq5Ur+M/fo1wKQSFs9yoZromuIFK8SGobxo3CujRy/Djm48WQIifaMfhQXENWygIRbMnrpb6VALPJXHcTJUyIM1OS88my506VQGsGzVkPacKiK3HqPAmvqTyoS4f+tHr0qdKAQrs6jQr0Kz+vWqduXUhTatKya8FiFcv1rEOsRuumDWuW7Vi5gqjusssUb9uqftEK3isvgOLFjBs7fhxAgATIlCsrlhwYgOXNjjFr5gw68t3PoTd7Ls3Z8xgBqC2fbl050wTWsB+/ru0YmIySFC3xjvjnd8W5wmE9KAAAIfkECQQAAwAsCwAVAFQAUgAAAv+cj3nA3QqjHM7Ni6u2+O7fhcZHAmJSgqeUpmtLrtA2q5mN0HLOedpd6QR3lJ5wGPmJkK9H08iDHhlE6dQZxZ6sQOpOueBeZeKrKawlp8fEEYf5XXfP7bf8Sd/el7F2cT9RFoJTBRhoaIbYVajoI2hW9+jYyCJ5aFmDmUmZRDjImaXpBkNaago3eaq6uqrA+gp7ihZLW6tji5trguq32TsnGuf1e8lLnHVcHKw2nOyq4/zcHD27jEctbexsrQeGPZr37UnNzectDiqsnVz+eY7dnjgNn868fhwPPE9ej3f/m0/ZH10EWYEriLBUtYQMPTV8+C4URF3yJtZyFw5gv0rS+3xt29ipY7ZoAWdhJAnS46KPIhllDPnST0lwJ1nGjNQSmU2UOU3u/LmSXcqRbIT2vFYU31AUjWYO5HmT6dFuUdXVNFrV3lWlU81lBRcgrNixZMuaDSCgwdm1bMOmneqgrdyybwHMveu2qVq8c+vy7auXwV+5fgezrYvR8OG9is0ivtL4bOHIZB93oUyXMea8cDVvnrwZbWC7oTmTLm15UmnTq0V3Frwa9OfRrWVjTl2stufbowXE3k0ZkwPfoW1H/rfQYix/yl+pa94KJ3RTFwoAACH5BAkEAAMALAsAFQBUAFIAAAL/nI9pwO0KoxzuzXurtjhv3YXURwJiUpKnlKZrq64oCMVYqXzyQXvVvQFyXkNhYxIM/WTLU29W7DRFUeV0caUeiYwdtpjVdrkm72j7HXurvrJ5GXaixe73Nk5nztc2u5pex/fkF2j1J4gHuJNouIeIeKjHJucIWEhZiXmpmWlEOFkDIzpKqtNYipqamqPa6krK8yo7GzN4RosrertpxhrZG5oE3DZsBFp8i4wkrOzLq2za7CwdzFh8fM1MnbYNZT2MDa69HQ4c3Z2Mnlbey/7ZCQ2PfN7tDimf/StNT44vPr7PX7sHuV7Ns1AwocF1Chu2cOYwoi0EEis+Y2gRV6MA3Bw7evwIMmQAAQ1EmjzJkaQ+ZyhbglQJwKXMlAIdzJQJ86ZLmBt1oszp8yRPKSWDmgRqNORQI0lFIm3qcWkbqC+LUu0odRmDq1Gtcs3KwuvVp2NriqVKFq3ZrVxpsm0LNoLNtiPPQo1bjW7dt1/XxqSb9q5fvYGb4mUJ2K7hwYn5ll3pjbDipIcjN/4Ll3Fmx2ohU5xstDBlzX05C/Ycy/Ri1aNRp5HMOjTpx5hLX0xdmzbs268v7+65OXdn3rd2/ybKQIBvuuwcKLfNvHnGgmSmL6xufdW77LomFAAAIfkECQQAAwAsCwAUAFQAUwAAAv+cj6nL7Q9jA7RaKvO4VmcOVt4ShuNUlueWmivStl6svmyHclJK6qv/AEFcDuBMpDEqhB9c0tmEwi4j6hFzUt6QVW4U8FJas95d+Yo1jMnnYPuJXP/eObBtq5Z26Qz9nmnj55YWCFhIaMaXKDeHuHiXx/hnh0YZJll5KbjoWGk52cmpudlDY3pKFPOFytrqevYaK8t6MGt7y7PliMtLiwlZqwhZA1xXXGR4nEBaTKS8LDyc/Bz5Sa0bfccM7HyN5x2sRb0tLR4hgJ6uvi5gwf4OH88eIl9vn+5+rw9Pv++vnu/fv34C/QUsqI8gwnsHF9ZT6FBew4j8QFC0N/HiuhL/GuNl7NiuQyyBHzVa6YXyVriULFEtaQlTRp2YMYfQrBnBQoCdPHv6/Ak0QEgAQYsa3Tl00dGlP4cyfYo0m06oTJ1SXZo0Z4WrWLdyNZrVJoWvYL2SBRp2ENGzaM2y7ZkW2di3Pq3S5Rm3zl24bu/m7dOXrt29f0ut3Ss08NvCL+ciHuxXqmK2kAVLdkx48lnG0DBH9mw5VOPDmUEvvkz6c+rQ1gCbpqyZLOcprzfH/jp7JeKotWWj3p24N+7fuyufFt159XHlsJHTZm5bONfc1YAbb97asPXb04k/5n6V+pbt0sN7Lw3dt3PdxcFTFe+ufXmq5KoJ+D7/6a/RN3t5Deo/CxsABjjKgK08UAAAIfkECQQAAwAsCwAUAFQAUwAAAv+cj6nL7Q9jA7RaKvO9ue9fdQwIihOJmgaaqgcLi3Crfk4Z0QhucvkG4d0sNaLHNwJqjEdMD5lQykJT55P5gjatP2oRO9BWAVuyK4wVj8vnlVG9XnrPb/DXLMfTSe0st6u3Z9MHdzLnIiQYCLh4d+gISVjIdvU49leJmWe3qWhpOBMawygVJHqKmqrjptrqmur3KjvbciFwi5uru8u7a4ELcBssQMth24uczPur3KxM4hyNzCxdDfxhnU1coW0N0l1NDd78Pe4sbj6Nnf7MzZ5c/t6LLp8bX69Lj7+9se/r7u9av4AChxHkd+ygPnz3Ai6s19DfQ3kR9018V5EhQIL/0BRulEjEVbaL5nwUO4kST8qVrhSwfBlqCMyZn3bQnCnBQoCdPHv6/Ak0AL+gRIvu5JezgtGlP4cyfSq0ZhSlUJk6rWoUKSCsS69yDarVFIWvRb2S9Rn2gc6zQM2yPSrV5ti3aKnS5ZlWJoC7Pd2+zQuKL167fAEnmSvYL1vDC9YmJnyXsUvIdBWflTwVcWHKf+PGEgxXc2TPrPaCtkwWs1zTj0VXJo3GdWfZi2E73kz7sm3OtXOn3u37K2rhwFnjNj5aU2PeuoNzVf35NPPfyic7xzr8eXHQUa9XhV6ae3bs26V7hwo+NvLX55+mv518/exGyykIMC+fLafDwVrnFSc7SWY3pXTJgLM4YmBLniSIygMFAAAh+QQJBAADACwLABQAVABTAAAC/5yPqcvtD2MDtFoq891Z7491CwiKE4maBpqqBwuLcKt+ThmRDG5ekv3g3Sw1Yodz8nkqPWbTqEDKnEfqFIpQPkM/7NU60Ba5OfAWkPVuq2SXUuw2D+XflXq9bI+Brhc9idbnx9cHB3F39scWuMgoSBinCOgYKdllOWL4pbdJ2Yi5g1imOTljKjSKWnrK2upq+BorGzs4a3vbciGwy9vr+wv8a8ELsFssgOujG8zcDDzsHO1MIl3NDG2dTfyh3Y1c4a0NEp6NTR49fi5trn7N3T4NDt+cPh/Mbt9bn++Lz/+94Z8weQK3BSxo8BhCgMsW+uO3r+DDfBEFTrRX8d/Fef8ZIRJESM3hR4tEZHXbqO5NspUsa7F8+SoKzJmn5tC8KcolzpmXAAT4CTSo0KFEAwAsijTpT4A9lTodevSpVKOgLEyVGvWqUqaptDrN6rUo10MVwiYFa1bo2CBl0xJF63Zp1bZxg8KNu9ZmXbV091LllImCX6B33eYFNFiu4MSHQy0eXDht48A+GffdO1nmY7+RzWZOYNXyZsxzR9ftHPZzGtN4L58uXRmy69aANcfmPNsw7MR/b5OuDTq3ZOGed4v2/Rr4auS0metWXos3aq+qox+Xblw26+eeHDsfvh18d8rYwxeHbsd8auLr0YdhTx2+1urpi11PnDM4BQHav4cTJUXZTi91IuAtexRoyyMIzvJAAQAh+QQJBAADACwLABQAVABTAAAC/5yPqcvtD2MDtFoq891Z7491CwiKE4maBpqqBwuLcKt+ThmRDG5ekv3g3Sw1Yodz8nkqPWbTqEDKnMvQk4pQXgFH6Jab9V67Vpd2cC6WIWJ1KO0mr+Po9rgKdq10+hc292cmJBgYVPg1RyeX1wfUaMcGucioBwco+WM5Wem4xam5MyMaMwmaMIqaqsoSter6uuoHO0vLWlchkKu7y9vr22uhC5A7LFDrc/GrvPwbzPzMTAI9rexMfS38gb1tjMt9DfIN7i0OHV5uTo6+fL7Oru7u2x4vD0+/O3+Pb6/fvdEPjJ++fACtASSm7WA2CgoXJmvor1hDgv0MHqQ4UOA9jP8bNdKTNtGjO2SutlnM6OSYypV5WLp81eqlTFKhZto8FObmzEwUAvj8CTSo0KEB/BE9itSnP54AkjoVavSp1KI4T1WYKjUq1qRLLzXdyvUqWKRdI/Uce1QrWqhVc35dy/Ys3KBlDcmd+1MtXqqJRojdq/Qv4LpD7u7Vi5dwkreDBR9uK4vxY8OJIe+hPBdxZsu3JFfGDFdxTc+bQa8V7dc0Ws2hOVsAnNfxZ0qLYQdWPRZ1TNKtcYPVbdX3VtanXcsuzbt43922+SZfbVw4VuLQlwd/nvt4b9qjm1PPbt2td+3KuafG/pt8dfPMbX9PHz7yeOlTgYt3rx48++sC8NMbl4oJf7C9h5Up1+m00hQIquTGgrA84qArDxQAACH5BAkEAAMALAsAFABUAFMAAAL/nI+py+0PYwO0Wirz3Vnvj3ULCIoTiZoGmqoHC4twq35OGZEMbl6S/eDdLDVih3PyeSo9ZtOoQMqcy9CTilBeAUfolpv1XrtWl3ZwLpYhYnUo7Sav4+j2uAp2rXT6Fzb3ZyYkGBhU+DVHJ5fXB9Roxwa5yKgHByj5YzlZ6bjFqbkzIxozCZowipqqyhK16vq66gc7S8taVyGQq7vL2+vba6ELkDssUOtz8au8/BvM/MxMAj2t7Ex9LfyBvW2My30N8g3uLQ4dXm5Ojr58vs6u7u7bHi8PT787f49vr9+90Q+Mn758AK0BJKbtYDYKChcma+ivWEOC/QwepDhQ4D2M/xs10pM20aM7ZK62Wczo5JjKlXlYunzV6qVMUqFm2jwU5ubMTBQC+PwJNKjQoQH8ET2K1Kc/ngCSOhVq9KnUojhPVZgqNSrWpEsvNd3K9SpYpF0j9Rx7VCtaqFVzfl3L9izcoGUNyZ37Uy1eqolGiN2r9C/gukPu7tWLl3CSt4MFH24ri/Fjw4kh76E8F3Fmy7ckV8YMV3FNz5tBrxXt1zRazaE5WwCc1/FnSothB1Y9FnVM0q1xg9Vt1fdW1qddyy7Nu3jf3bb5Jl9tXDhW4tCXB3+e+3hv2qObU89u3a137cq5p8b+m3x188xtf08fPvJ46VOBi3evHjz76wLw0xuXigl/sL2HlSnX6bTSFAiq5MaCsDzioCsPFAAAIfkECQQAAwAsCwAUAFQAUwAAAv+cj6nL7Q9jA7RaKvPdWe+PdQsIihOJmgaaqgcLi3Crfk4ZkQxuXpL94N0sNWKHc/J5Kj1m06hAypzL0JOKUF4BR+iWm/Veu1aXdnAuliFidSjtJq/j6Pa4CnatdPoXNvdnJiQYGFT4NUcnl9cH1GjHBrnIqAcHKPljOVnpuMWpuTMjGjMJmjCKmqrKErXq+rrqBztLy1pXIZCru8vb69troQuQOyxQ63Pxq7z8G8z8zEwCPa3sTH0t/IG9bYzLfQ3yDe4tDh1ebk6Ovny+zq7u7tseLw9Pvzt/j2+v373RD4yfvnwArQEkpu1gNgoKFyZr6K9YQ4L9DB6kOFDgPYz/GzXSkzbRoztkrrZZzOjkmMqVeVi6fNXqpUxSoWbaPBTm5sxMFAL4/Ak0qNChAfwRPYrUpz+eAJI6FWr0qdSiOE9VmCo1KtakSy813cr1KlikXSP1HHtUK1qoVXN+Xcv2LNygZQ3JnftTLV6qiUaI3av0L+C6Q+7u1YuXcJK3gwUfbiuL8WPDiSHvoTwXcWbLtyRXxgxXcU3Pm0GvFe3XNFrNoTlbAJzX8WdKi2EHVj0WdUzSrXGD1W3V91bWp13LLs27eN/dtvkmX21cOFbi0JcHf577eG/ao5tTz27drXftyrmnxv6bfHXzzG1/Tx8+8njpU4GLd68ePPvrAvDTG5eKCX+wvYeVKdfptNIUCKrkxoKwPOKgKw8UAAAh+QQJBAADACwLABQAVABTAAAC/5yPqcvtD2MDtFoq891Z7491CwiKE4maBpqqBwuLcKt+ThmRDG5ekv3g3Sw1Yodz8nkqPWbTqEDKnMvQk4pQXgFH6Jab9V67Vpd2cC6WIWJ1KO0mr+Po9rgKdq10+hc292cmJBgYVPg1RyeX1wfUaMcGucioBwco+WM5Wem4xam5MyMaMwmaMIqaqsoSter6uuoHO0vLWlchkKu7y9vr22uhC5A7LFDrc/GrvPwbzPzMTAI9rexMfS38gb1tjMt9DfIN7i0OHV5uTo6+fL7Oru7u2x4vD0+/O3+Pb6/fvdEPjJ++fACtASSm7WA2CgoXJmvor1hDgv0MHqQ4UOA9jP8bNdKTNtGjO2SutlnM6OSYypV5WLp81eqlTFKhZto8FObmzEwUAvj8CTSo0KEB/BE9itSnP54AkjoVavSp1KI4T1WYKjUq1qRLLzXdyvUqWKRdI/Uce1QrWqhVc35dy/Ys3KBlDcmd+1MtXqqJRojdq/Qv4LpD7u7Vi5dwkreDBR9uK4vxY8OJIe+hPBdxZsu3JFfGDFdxTc+bQa8V7dc0Ws2hOVsAnNfxZ0qLYQdWPRZ1TNKtcYPVbdX3VtanXcsuzbt43922+SZfbVw4VuLQlwd/nvt4b9qjm1PPbt2td+3KuafG/pt8dfPMbX9PHz7yeOlTgYt3rx48++sC8NMbl4oJf7C9h5Up1+m00hQIquTGgrA84qArDxQAACH5BAkEAAMALAsAFABUAFMAAAL/nI+py+0PYwO0Wirz3Vnvj3ULCIoTiZoGmqoHC4twq35OGZEMbl6S/eDdLDVih3PyeSo9ZtOoQMqcy9CTilBeAUfolpv1XrtWl3ZwLpYhYnUo7Sav4+j2uAp2rXT6Fzb3ZyYkGBhU+DVHJ5fXB9Roxwa5yKgHByj5YzlZ6bjFqbkzIxozCZowipqqyhK16vq66gc7S8taVyGQq7vL2+vba6ELkDssUOtz8au8/BvM/MxMAj2t7Ex9LfyBvW2My30N8g3uLQ4dXm5Ojr58vs6u7u7bHi8PT787f49vr9+90Q+Mn758AK0BJKbtYDYKChcma+ivWEOC/QwepDhQ4D2M/xs10pM20aM7ZK62Wczo5JjKlXlYunzV6qVMUqFm2jwU5ubMTBQC+PwJNKjQoQH8ET2K1Kc/ngCSOhVq9KnUojhPVZgqNSrWpEsvNd3K9SpYpF0j9Rx7VCtaqFVzfl3L9izcoGUNyZ37Uy1eqolGiN2r9C/gukPu7tWLl3CSt4MFH24ri/Fjw4kh76E8F3Fmy7ckV8YMV3FNz5tBrxXt1zRazaE5WwCc1/FnSothB1Y9FnVM0q1xg9Vt1fdW1qddyy7Nu3jf3bb5Jl9tXDhW4tCXB3+e+3hv2qObU89u3a137cq5p8b+m3x188xtf08fPvJ46VOBi3evHjz76wLw0xuXigl/sL2HlSnX6bTSFAiq5MaCsDzioCsPFAAAIfkECQQAAwAsCwAUAFQAUwAAAv+cj6nL7Q9jA7RaKvPdWe+PdQsIihOJmgaaqgcLi3Crfk4ZkQxuXpL94N0sNWKHc/J5Kj1m06hAypzL0JOKUF4BR+iWm/Veu1aXdnAuliFidSjtJq/j6Pa4CnatdPoXNvdnJiQYGFT4NUcnl9cH1GjHBrnIqAcHKPljOVnpuMWpuTMjGjMJmjCKmqrKErXq+rrqBztLy1pXIZCru8vb69troQuQOyxQ63Pxq7z8G8z8zEwCPa3sTH0t/IG9bYzLfQ3yDe4tDh1ebk6Ovny+zq7u7tseLw9Pvzt/j2+v373RD4yfvnwArQEkpu1gNgoKFyZr6K9YQ4L9DB6kOFDgPYz/GzXSkzbRoztkrrZZzOjkmMqVeVi6fNXqpUxSoWbaPBTm5sxMFAL4/Ak0qNChAfwRPYrUpz+eAJI6FWr0qdSiOE9VmCo1KtakSy813cr1KlikXSP1HHtUK1qoVXN+Xcv2LNygZQ3JnftTLV6qiUaI3av0L+C6Q+7u1YuXcJK3gwUfbiuL8WPDiSHvoTwXcWbLtyRXxgxXcU3Pm0GvFe3XNFrNoTlbAJzX8WdKi2EHVj0WdUzSrXGD1W3V91bWp13LLs27eN/dtvkmX21cOFbi0JcHf577eG/ao5tTz27drXftyrmnxv6bfHXzzG1/Tx8+8njpU4GLd68ePPvrAvDTG5eKCX+wvYeVKdfptNIUCKrkxoKwPOKgKw8UAAAh+QQJBAADACwLABQAVABTAAAC/5yPqcvtD2MDtFoq891Z7491CwiKE4maBpqqBwuLcKt+ThmRDG5ekv3g3Sw1Yodz8nkqPWbTqEDKnMvQk4pQXgFH6Jab9V67Vpd2cC6WIWJ1KO0mr+Po9rgKdq10+hc292cmJBgYVPg1RyeX1wfUaMcGucioBwco+WM5Wem4xam5MyMaMwmaMIqaqsoSter6uuoHO0vLWlchkKu7y9vr22uhC5A7LFDrc/GrvPwbzPzMTAI9rexMfS38gb1tjMt9DfIN7i0OHV5uTo6+fL7Oru7u2x4vD0+/O3+Pb6/fvdEPjJ++fACtASSm7WA2CgoXJmvor1hDgv0MHqQ4UOA9jP8bNdKTNtGjO2SutlnM6OSYypV5WLp81eqlTFKhZto8FObmzEwUAvj8CTSo0KEB/BE9itSnP54AkjoVavSp1KI4T1WYKjUq1qRLLzXdyvUqWKRdI/Uce1QrWqhVc35dy/Ys3KBlDcmd+1MtXqqJRojdq/Qv4LpD7u7Vi5dwkreDBR9uK4vxY8OJIe+hPBdxZsu3JFfGDFdxTc+bQa8V7dc0Ws2hOVsAnNfxZ0qLYQdWPRZ1TNKtcYPVbdX3VtanXcsuzbt43922+SZfbVw4VuLQlwd/nvt4b9qjm1PPbt2td+3KuafG/pt8dfPMbX9PHz7yeOlTgYt3rx48++sC8NMbl4oJf7C9h5Up1+m00hQIquTGgrA84qArDxQAACH5BAkEAAMALAsAFABUAFMAAAL/nI+py+0PYwO0Wirz3Vnvj3ULCIoTiZoGmqoHC4twq35OGZEMbl6S/eDdLDVih3PyeSo9ZtOoQMqcy9CTilBeAUfolpv1XrtWl3ZwLpYhYnUo7Sav4+j2uAp2rXT6Fzb3ZyYkGBhU+DVHJ5fXB9Roxwa5yKgHByj5YzlZ6bjFqbkzIxozCZowipqqyhK16vq66gc7S8taVyGQq7vL2+vba6ELkDssUOtz8au8/BvM/MxMAj2t7Ex9LfyBvW2My30N8g3uLQ4dXm5Ojr58vs6u7u7bHi8PT787f49vr9+90Q+Mn758AK0BJKbtYDYKChcma+ivWEOC/QwepDhQ4D2M/xs10pM20aM7ZK62Wczo5JjKlXlYunzV6qVMUqFm2jwU5ubMTBQC+PwJNKjQoQH8ET2K1Kc/ngCSOhVq9KnUojhPVZgqNSrWpEsvNd3K9SpYpF0j9Rx7VCtaqFVzfl3L9izcoGUNyZ37Uy1eqolGiN2r9C/gukPu7tWLl3CSt4MFH24ri/Fjw4kh76E8F3Fmy7ckV8YMV3FNz5tBrxXt1zRazaE5WwCc1/FnSothB1Y9FnVM0q1xg9Vt1fdW1qddyy7Nu3jf3bb5Jl9tXDhW4tCXB3+e+3hv2qObU89u3a137cq5p8b+m3x188xtf08fPvJ46VOBi3evHjz76wLw0xuXigl/sL2HlSnX6bTSFAiq5MaCsDzioCsPFAAAIfkECQQAAwAsCwAUAFQAUwAAAv+cj6nL7Q9jA7RaKvPdWe+PdQsIihOJmgaaqgcLi3Crfk4ZkQxuXpL94N0sNWKHc/J5Kj1m06hAypzL0JOKUF4BR+iWm/Veu1aXdnAuliFidSjtJq/j6Pa4CnatdPoXNvdnJiQYGFT4NUcnl9cH1GjHBrnIqAcHKPljOVnpuMWpuTMjGjMJmjCKmqrKErXq+rrqBztLy1pXIZCru8vb69troQuQOyxQ63Pxq7z8G8z8zEwCPa3sTH0t/IG9bYzLfQ3yDe4tDh1ebk6Ovny+zq7u7tseLw9Pvzt/j2+v373RD4yfvnwArQEkpu1gNgoKFyZr6K9YQ4L9DB6kOFDgPYz/GzXSkzbRoztkrrZZzOjkmMqVeVi6fNXqpUxSoWbaPBTm5sxMFAL4/Ak0qNChAfwRPYrUpz+eAJI6FWr0qdSiOE9VmCo1KtakSy813cr1KlikXSP1HHtUK1qoVXN+Xcv2LNygZQ3JnftTLV6qiUaI3av0L+C6Q+7u1YuXcJK3gwUfbiuL8WPDiSHvoTwXcWbLtyRXxgxXcU3Pm0GvFe3XNFrNoTlbAJzX8WdKi2EHVj0WdUzSrXGD1W3V91bWp13LLs27eN/dtvkmX21cOFbi0JcHf577eG/ao5tTz27drXftyrmnxv6bfHXzzG1/Tx8+8njpU4GLd68ePPvrAvDTG5eKCX+wvYeVKdfptNIUCKrkxoKwPOKgKw8UAAAh+QQJBAADACwLABQAVABTAAAC/5yPqcvtD2MDtFoq891Z7491CwiKE4maBpqqBwuLcKt+ThmRDG5ekv3g3Sw1Yodz8nkqPWbTqEDKnMvQk4pQXgFH6Jab9V67Vpd2cC6WIWJ1KO0mr+Po9rgKdq10+hc292cmJBgYVPg1RyeX1wfUaMcGucioBwco+WM5Wem4xam5MyMaMwmaMIqaqsoSter6uuoHO0vLWlchkKu7y9vr22uhC5A7LFDrc/GrvPwbzPzMTAI9rexMfS38gb1tjMt9DfIN7i0OHV5uTo6+fL7Oru7u2x4vD0+/O3+Pb6/fvdEPjJ++fACtASSm7WA2CgoXJmvor1hDgv0MHqQ4UOA9jP8bNdKTNtGjO2SutlnM6OSYypV5WLp81eqlTFKhZto8FObmzEwUAvj8CTSo0KEB/BE9itSnP54AkjoVavSp1KI4T1WYKjUq1qRLLzXdyvUqWKRdI/Uce1QrWqhVc35dy/Ys3KBlDcmd+1MtXqqJRojdq/Qv4LpD7u7Vi5dwkreDBR9uK4vxY8OJIe+hPBdxZsu3JFfGDFdxTc+bQa8V7dc0Ws2hOVsAnNfxZ0qLYQdWPRZ1TNKtcYPVbdX3VtanXcsuzbt43922+SZfbVw4VuLQlwd/nvt4b9qjm1PPbt2td+3KuafG/pt8dfPMbX9PHz7yeOlTgYt3rx48++sC8NMbl4oJf7C9h5Up1+m00hQIquTGgrA84qArDxQAACH5BAkEAAMALAsAFABUAFMAAAL/nI+py+0PYwO0Wirz3Vnvj3ULCIoTiZoGmqoHC4twq35OGZEMbl6S/eDdLDVih3PyeSo9ZtOoQMqcy9CTilBeAUfolpv1XrtWl3ZwLpYhYnUo7Sav4+j2uAp2rXT6Fzb3ZyYkGBhU+DVHJ5fXB9Roxwa5yKgHByj5YzlZ6bjFqbkzIxozCZowipqqyhK16vq66gc7S8taVyGQq7vL2+vba6ELkDssUOtz8au8/BvM/MxMAj2t7Ex9LfyBvW2My30N8g3uLQ4dXm5Ojr58vs6u7u7bHi8PT787f49vr9+90Q+Mn758AK0BJKbtYDYKChcma+ivWEOC/QwepDhQ4D2M/xs10pM20aM7ZK62Wczo5JjKlXlYunzV6qVMUqFm2jwU5ubMTBQC+PwJNKjQoQH8ET2K1Kc/ngCSOhVq9KnUojhPVZgqNSrWpEsvNd3K9SpYpF0j9Rx7VCtaqFVzfl3L9izcoGUNyZ37Uy1eqolGiN2r9C/gukPu7tWLl3CSt4MFH24ri/Fjw4kh76E8F3Fmy7ckV8YMV3FNz5tBrxXt1zRazaE5WwCc1/FnSothB1Y9FnVM0q1xg9Vt1fdW1qddyy7Nu3jf3bb5Jl9tXDhW4tCXB3+e+3hv2qObU89u3a137cq5p8b+m3x188xtf08fPvJ46VOBi3evHjz76wLw0xuXigl/sL2HlSnX6bTSFAiq5MaCsDzioCsPFAAAIfkECQQAAwAsCwAUAFQAUwAAAv+cj6nL7Q9jA7RaKvPdWe+PdQsIihOJmgaaqgcLi3Crfk4ZkQxuXpL94N0sNWKHc/J5Kj1m06hAypzL0JOKUF4BR+iWm/Veu1aXdnAuliFidSjtJq/j6Pa4CnatdPoXNvdnJiQYGFT4NUcnl9cH1GjHBrnIqAcHKPljOVnpuMWpuTMjGjMJmjCKmqrKErXq+rrqBztLy1pXIZCru8vb69troQuQOyxQ63Pxq7z8G8z8zEwCPa3sTH0t/IG9bYzLfQ3yDe4tDh1ebk6Ovny+zq7u7tseLw9Pvzt/j2+v373RD4yfvnwArQEkpu1gNgoKFyZr6K9YQ4L9DB6kOFDgPYz/GzXSkzbRoztkrrZZzOjkmMqVeVi6fNXqpUxSoWbaPBTm5sxMFAL4/Ak0qNChAfwRPYrUpz+eAJI6FWr0qdSiOE9VmCo1KtakSy813cr1KlikXSP1HHtUK1qoVXN+Xcv2LNygZQ3JnftTLV6qiUaI3av0L+C6Q+7u1YuXcJK3gwUfbiuL8WPDiSHvoTwXcWbLtyRXxgxXcU3Pm0GvFe3XNFrNoTlbAJzX8WdKi2EHVj0WdUzSrXGD1W3V91bWp13LLs27eN/dtvkmX21cOFbi0JcHf577eG/ao5tTz27drXftyrmnxv6bfHXzzG1/Tx8+8njpU4GLd68ePPvrAvDTG5eKCX+wvYeVKdfptNIUCKrkxoKwPOKgKw8UAAAh+QQJBAADACwLABQAVABTAAAC/5yPqcvtD2MDtFoq891Z7491CwiKE4maBpqqBwuLcKt+ThmRDG5ekv3g3Sw1Yodz8nkqPWbTqEDKnMvQk4pQXgFH6Jab9V67Vpd2cC6WIWJ1KO0mr+Po9rgKdq10+hc292cmJBgYVPg1RyeX1wfUaMcGucioBwco+WM5Wem4xam5MyMaMwmaMIqaqsoSter6uuoHO0vLWlchkKu7y9vr22uhC5A7LFDrc/GrvPwbzPzMTAI9rexMfS38gb1tjMt9DfIN7i0OHV5uTo6+fL7Oru7u2x4vD0+/O3+Pb6/fvdEPjJ++fACtASSm7WA2CgoXJmvor1hDgv0MHqQ4UOA9jP8bNdKTNtGjO2SutlnM6OSYypV5WLp81eqlTFKhZto8FObmzEwUAvj8CTSo0KEB/BE9itSnP54AkjoVavSp1KI4T1WYKjUq1qRLLzXdyvUqWKRdI/Uce1QrWqhVc35dy/Ys3KBlDcmd+1MtXqqJRojdq/Qv4LpD7u7Vi5dwkreDBR9uK4vxY8OJIe+hPBdxZsu3JFfGDFdxTc+bQa8V7dc0Ws2hOVsAnNfxZ0qLYQdWPRZ1TNKtcYPVbdX3VtanXcsuzbt43922+SZfbVw4VuLQlwd/nvt4b9qjm1PPbt2td+3KuafG/pt8dfPMbX9PHz7yeOlTgYt3rx48++sC8NMbl4oJf7C9h5Up1+m00hQIquTGgrA84qArDxQAACH5BAkEAAMALAsAFABUAFMAAAL/nI+py+0PYwO0Wirz3Vnvj3ULCIoTiZoGmqoHC4twq35OGZEMbl6S/eDdLDVih3PyeSo9ZtOoQMqcy9CTilBeAUfolpv1XrtWl3ZwLpYhYnUo7Sav4+j2uAp2rXT6Fzb3ZyYkGBhU+DVHJ5fXB9Roxwa5yKgHByj5YzlZ6bjFqbkzIxozCZowipqqyhK16vq66gc7S8taVyGQq7vL2+vba6ELkDssUOtz8au8/BvM/MxMAj2t7Ex9LfyBvW2My30N8g3uLQ4dXm5Ojr58vs6u7u7bHi8PT787f49vr9+90Q+Mn758AK0BJKbtYDYKChcma+ivWEOC/QwepDhQ4D2M/xs10pM20aM7ZK62Wczo5JjKlXlYunzV6qVMUqFm2jwU5ubMTBQC+PwJNKjQoQH8ET2K1Kc/ngCSOhVq9KnUojhPVZgqNSrWpEsvNd3K9SpYpF0j9Rx7VCtaqFVzfl3L9izcoGUNyZ37Uy1eqolGiN2r9C/gukPu7tWLl3CSt4MFH24ri/Fjw4kh76E8F3Fmy7ckV8YMV3FNz5tBrxXt1zRazaE5WwCc1/FnSothB1Y9FnVM0q1xg9Vt1fdW1qddyy7Nu3jf3bb5Jl9tXDhW4tCXB3+e+3hv2qObU89u3a137cq5p8b+m3x188xtf08fPvJ46VOBi3evHjz76wLw0xuXigl/sL2HlSnX6bTSFAiq5MaCsDzioCsPFAAAIfkECQQAAwAsCwAUAFQAUwAAAv+cj6nL7Q9jA7RaKvPdWe+PdQsIihOJmgaaqgcLi3Crfk4ZkQxuXpL94N0sNWKHc/J5Kj1m06hAypzL0JOKUF4BR+iWm/Veu1aXdnAuliFidSjtJq/j6Pa4CnatdPoXNvdnJiQYGFT4NUcnl9cH1GjHBrnIqAcHKPljOVnpuMWpuTMjGjMJmjCKmqrKErXq+rrqBztLy1pXIZCru8vb69troQuQOyxQ63Pxq7z8G8z8zEwCPa3sTH0t/IG9bYzLfQ3yDe4tDh1ebk6Ovny+zq7u7tseLw9Pvzt/j2+v373RD4yfvnwArQEkpu1gNgoKFyZr6K9YQ4L9DB6kOFDgPYz/GzXSkzbRoztkrrZZzOjkmMqVeVi6fNXqpUxSoWbaPBTm5sxMFAL4/Ak0qNChAfwRPYrUpz+eAJI6FWr0qdSiOE9VmCo1KtakSy813cr1KlikXSP1HHtUK1qoVXN+Xcv2LNygZQ3JnftTLV6qiUaI3av0L+C6Q+7u1YuXcJK3gwUfbiuL8WPDiSHvoTwXcWbLtyRXxgxXcU3Pm0GvFe3XNFrNoTlbAJzX8WdKi2EHVj0WdUzSrXGD1W3V91bWp13LLs27eN/dtvkmX21cOFbi0JcHf577eG/ao5tTz27drXftyrmnxv6bfHXzzG1/Tx8+8njpU4GLd68ePPvrAvDTG5eKCX+wvYeVKdfptNIUCKrkxoKwPOKgKw8UAAAh+QQJBAADACwLABQAVABTAAAC/5yPqcvtD2MDtFoq891Z7491CwiKE4maBpqqBwuLcKt+ThmRDG5ekv3g3Sw1Yodz8nkqPWbTqEDKnMvQk4pQXgFH6Jab9V67Vpd2cC6WIWJ1KO0mr+Po9rgKdq10+hc292cmJBgYVPg1RyeX1wfUaMcGucioBwco+WM5Wem4xam5MyMaMwmaMIqaqsoSter6uuoHO0vLWlchkKu7y9vr22uhC5A7LFDrc/GrvPwbzPzMTAI9rexMfS38gb1tjMt9DfIN7i0OHV5uTo6+fL7Oru7u2x4vD0+/O3+Pb6/fvdEPjJ++fACtASSm7WA2CgoXJmvor1hDgv0MHqQ4UOA9jP8bNdKTNtGjO2SutlnM6OSYypV5WLp81eqlTFKhZto8FObmzEwUAvj8CTSo0KEB/BE9itSnP54AkjoVavSp1KI4T1WYKjUq1qRLLzXdyvUqWKRdI/Uce1QrWqhVc35dy/Ys3KBlDcmd+1MtXqqJRojdq/Qv4LpD7u7Vi5dwkreDBR9uK4vxY8OJIe+hPBdxZsu3JFfGDFdxTc+bQa8V7dc0Ws2hOVsAnNfxZ0qLYQdWPRZ1TNKtcYPVbdX3VtanXcsuzbt43922+SZfbVw4VuLQlwd/nvt4b9qjm1PPbt2td+3KuafG/pt8dfPMbX9PHz7yeOlTgYt3rx48++sC8NMbl4oJf7C9h5Up1+m00hQIquTGgrA84qArDxQAACH5BAkEAAMALAsAFABUAFMAAAL/nI+py+0PYwO0Wirz3Vnvj3ULCIoTiZoGmqoHC4twq35OGZEMbl6S/eDdLDVih3PyeSo9ZtOoQMqcy9CTilBeAUfolpv1XrtWl3ZwLpYhYnUo7Sav4+j2uAp2rXT6Fzb3ZyYkGBhU+DVHJ5fXB9Roxwa5yKgHByj5YzlZ6bjFqbkzIxozCZowipqqyhK16vq66gc7S8taVyGQq7vL2+vba6ELkDssUOtz8au8/BvM/MxMAj2t7Ex9LfyBvW2My30N8g3uLQ4dXm5Ojr58vs6u7u7bHi8PT787f49vr9+90Q+Mn758AK0BJKbtYDYKChcma+ivWEOC/QwepDhQ4D2M/xs10pM20aM7ZK62Wczo5JjKlXlYunzV6qVMUqFm2jwU5ubMTBQC+PwJNKjQoQH8ET2K1Kc/ngCSOhVq9KnUojhPVZgqNSrWpEsvNd3K9SpYpF0j9Rx7VCtaqFVzfl3L9izcoGUNyZ37Uy1eqolGiN2r9C/gukPu7tWLl3CSt4MFH24ri/Fjw4kh76E8F3Fmy7ckV8YMV3FNz5tBrxXt1zRazaE5WwCc1/FnSothB1Y9FnVM0q1xg9Vt1fdW1qddyy7Nu3jf3bb5Jl9tXDhW4tCXB3+e+3hv2qObU89u3a137cq5p8b+m3x188xtf08fPvJ46VOBi3evHjz76wLw0xuXigl/sL2HlSnX6bTSFAiq5MaCsDzioCsPFAAAIfkECQQAAwAsCwAUAFQAUwAAAv+cj6nL7Q9jA7RaKvPdWe+PdQsIihOJmgaaqgcLi3Crfk4ZkQxuXpL94N0sNWKHc/J5Kj1m06hAypzL0JOKUF4BR+iWm/Veu1aXdnAuliFidSjtJq/j6Pa4CnatdPoXNvdnJiQYGFT4NUcnl9cH1GjHBrnIqAcHKPljOVnpuMWpuTMjGjMJmjCKmqrKErXq+rrqBztLy1pXIZCru8vb69troQuQOyxQ63Pxq7z8G8z8zEwCPa3sTH0t/IG9bYzLfQ3yDe4tDh1ebk6Ovny+zq7u7tseLw9Pvzt/j2+v373RD4yfvnwArQEkpu1gNgoKFyZr6K9YQ4L9DB6kOFDgPYz/GzXSkzbRoztkrrZZzOjkmMqVeVi6fNXqpUxSoWbaPBTm5sxMFAL4/Ak0qNChAfwRPYrUpz+eAJI6FWr0qdSiOE9VmCo1KtakSy813cr1KlikXSP1HHtUK1qoVXN+Xcv2LNygZQ3JnftTLV6qiUaI3av0L+C6Q+7u1YuXcJK3gwUfbiuL8WPDiSHvoTwXcWbLtyRXxgxXcU3Pm0GvFe3XNFrNoTlbAJzX8WdKi2EHVj0WdUzSrXGD1W3V91bWp13LLs27eN/dtvkmX21cOFbi0JcHf577eG/ao5tTz27drXftyrmnxv6bfHXzzG1/Tx8+8njpU4GLd68ePPvrAvDTG5eKCX+wvYeVKdfptNIUCKrkxoKwPOKgKw8UAAAh+QQJBAADACwLABQAVABTAAAC/5yPqcvtD2MDtFoq891Z7491CwiKE4maBpqqBwuLcKt+ThmRDG5ekv3g3Sw1Yodz8nkqPWbTqEDKnMvQk4pQXgFH6Jab9V67Vpd2cC6WIWJ1KO0mr+Po9rgKdq10+hc292cmJBgYVPg1RyeX1wfUaMcGucioBwco+WM5Wem4xam5MyMaMwmaMIqaqsoSter6uuoHO0vLWlchkKu7y9vr22uhC5A7LFDrc/GrvPwbzPzMTAI9rexMfS38gb1tjMt9DfIN7i0OHV5uTo6+fL7Oru7u2x4vD0+/O3+Pb6/fvdEPjJ++fACtASSm7WA2CgoXJmvor1hDgv0MHqQ4UOA9jP8bNdKTNtGjO2SutlnM6OSYypV5WLp81eqlTFKhZto8FObmzEwUAvj8CTSo0KEB/BE9itSnP54AkjoVavSp1KI4T1WYKjUq1qRLLzXdyvUqWKRdI/Uce1QrWqhVc35dy/Ys3KBlDcmd+1MtXqqJRojdq/Qv4LpD7u7Vi5dwkreDBR9uK4vxY8OJIe+hPBdxZsu3JFfGDFdxTc+bQa8V7dc0Ws2hOVsAnNfxZ0qLYQdWPRZ1TNKtcYPVbdX3VtanXcsuzbt43922+SZfbVw4VuLQlwd/nvt4b9qjm1PPbt2td+3KuafG/pt8dfPMbX9PHz7yeOlTgYt3rx48++sC8NMbl4oJf7C9h5Up1+m00hQIquTGgrA84qArDxQAACH5BAkEAAMALAsAFABUAFMAAAL/nI+py+0PYwO0Wirz3Vnvj3ULCIoTiZoGmqoHC4twq35OGZEMbl6S/eDdLDVih3PyeSo9ZtOoQMqcy9CTilBeAUfolpv1XrtWl3ZwLpYhYnUo7Sav4+j2uAp2rXT6Fzb3ZyYkGBhU+DVHJ5fXB9Roxwa5yKgHByj5YzlZ6bjFqbkzIxozCZowipqqyhK16vq66gc7S8taVyGQq7vL2+vba6ELkDssUOtz8au8/BvM/MxMAj2t7Ex9LfyBvW2My30N8g3uLQ4dXm5Ojr58vs6u7u7bHi8PT787f49vr9+90Q+Mn758AK0BJKbtYDYKChcma+ivWEOC/QwepDhQ4D2M/xs10pM20aM7ZK62Wczo5JjKlXlYunzV6qVMUqFm2jwU5ubMTBQC+PwJNKjQoQH8ET2K1Kc/ngCSOhVq9KnUojhPVZgqNSrWpEsvNd3K9SpYpF0j9Rx7VCtaqFVzfl3L9izcoGUNyZ37Uy1eqolGiN2r9C/gukPu7tWLl3CSt4MFH24ri/Fjw4kh76E8F3Fmy7ckV8YMV3FNz5tBrxXt1zRazaE5WwCc1/FnSothB1Y9FnVM0q1xg9Vt1fdW1qddyy7Nu3jf3bb5Jl9tXDhW4tCXB3+e+3hv2qObU89u3a137cq5p8b+m3x188xtf08fPvJ46VOBi3evHjz76wLw0xuXigl/sL2HlSnX6bTSFAiq5MaCsDzioCsPFAAAIfkECQQAAwAsCwAUAFQAUwAAAv+cj6nL7Q9jA7RaKvPdWe+PdQsIihOJmgaaqgcLi3Crfk4ZkQxuXpL94N0sNWKHc/J5Kj1m06hAypzL0JOKUF4BR+iWm/Veu1aXdnAuliFidSjtJq/j6Pa4CnatdPoXNvdnJiQYGFT4NUcnl9cH1GjHBrnIqAcHKPljOVnpuMWpuTMjGjMJmjCKmqrKErXq+rrqBztLy1pXIZCru8vb69troQuQOyxQ63Pxq7z8G8z8zEwCPa3sTH0t/IG9bYzLfQ3yDe4tDh1ebk6Ovny+zq7u7tseLw9Pvzt/j2+v373RD4yfvnwArQEkpu1gNgoKFyZr6K9YQ4L9DB6kOFDgPYz/GzXSkzbRoztkrrZZzOjkmMqVeVi6fNXqpUxSoWbaPBTm5sxMFAL4/Ak0qNChAfwRPYrUpz+eAJI6FWr0qdSiOE9VmCo1KtakSy813cr1KlikXSP1HHtUK1qoVXN+Xcv2LNygZQ3JnftTLV6qiUaI3av0L+C6Q+7u1YuXcJK3gwUfbiuL8WPDiSHvoTwXcWbLtyRXxgxXcU3Pm0GvFe3XNFrNoTlbAJzX8WdKi2EHVj0WdUzSrXGD1W3V91bWp13LLs27eN/dtvkmX21cOFbi0JcHf577eG/ao5tTz27drXftyrmnxv6bfHXzzG1/Tx8+8njpU4GLd68ePPvrAvDTG5eKCX+wvYeVKdfptNIUCKrkxoKwPOKgKw8UAAAh+QQJBAADACwLABQAVABTAAAC/5yPqcvtD2MDtFoq891Z7491CwiKE4maBpqqBwuLcKt+ThmRDG5ekv3g3Sw1Yodz8nkqPWbTqEDKnMvQk4pQXgFH6Jab9V67Vpd2cC6WIWJ1KO0mr+Po9rgKdq10+hc292cmJBgYVPg1RyeX1wfUaMcGucioBwco+WM5Wem4xam5MyMaMwmaMIqaqsoSter6uuoHO0vLWlchkKu7y9vr22uhC5A7LFDrc/GrvPwbzPzMTAI9rexMfS38gb1tjMt9DfIN7i0OHV5uTo6+fL7Oru7u2x4vD0+/O3+Pb6/fvdEPjJ++fACtASSm7WA2CgoXJmvor1hDgv0MHqQ4UOA9jP8bNdKTNtGjO2SutlnM6OSYypV5WLp81eqlTFKhZto8FObmzEwUAvj8CTSo0KEB/BE9itSnP54AkjoVavSp1KI4T1WYKjUq1qRLLzXdyvUqWKRdI/Uce1QrWqhVc35dy/Ys3KBlDcmd+1MtXqqJRojdq/Qv4LpD7u7Vi5dwkreDBR9uK4vxY8OJIe+hPBdxZsu3JFfGDFdxTc+bQa8V7dc0Ws2hOVsAnNfxZ0qLYQdWPRZ1TNKtcYPVbdX3VtanXcsuzbt43922+SZfbVw4VuLQlwd/nvt4b9qjm1PPbt2td+3KuafG/pt8dfPMbX9PHz7yeOlTgYt3rx48++sC8NMbl4oJf7C9h5Up1+m00hQIquTGgrA84qArDxQAACH5BAkEAAMALAsAFABUAFMAAAL/nI+py+0PYwO0Wirz3Vnvj3ULCIoTiZoGmqoHC4twq35OGZEMbl6S/eDdLDVih3PyeSo9ZtOoQMqcy9CTilBeAUfolpv1XrtWl3ZwLpYhYnUo7Sav4+j2uAp2rXT6Fzb3ZyYkGBhU+DVHJ5fXB9Roxwa5yKgHByj5YzlZ6bjFqbkzIxozCZowipqqyhK16vq66gc7S8taVyGQq7vL2+vba6ELkDssUOtz8au8/BvM/MxMAj2t7Ex9LfyBvW2My30N8g3uLQ4dXm5Ojr58vs6u7u7bHi8PT787f49vr9+90Q+Mn758AK0BJKbtYDYKChcma+ivWEOC/QwepDhQ4D2M/xs10pM20aM7ZK62Wczo5JjKlXlYunzV6qVMUqFm2jwU5ubMTBQC+PwJNKjQoQH8ET2K1Kc/ngCSOhVq9KnUojhPVZgqNSrWpEsvNd3K9SpYpF0j9Rx7VCtaqFVzfl3L9izcoGUNyZ37Uy1eqolGiN2r9C/gukPu7tWLl3CSt4MFH24ri/Fjw4kh76E8F3Fmy7ckV8YMV3FNz5tBrxXt1zRazaE5WwCc1/FnSothB1Y9FnVM0q1xg9Vt1fdW1qddyy7Nu3jf3bb5Jl9tXDhW4tCXB3+e+3hv2qObU89u3a137cq5p8b+m3x188xtf08fPvJ46VOBi3evHjz76wLw0xuXigl/sL2HlSnX6bTSFAiq5MaCsDzioCsPFAAAIfkECQQAAwAsCwAUAFQAUwAAAv+cj6nL7Q9jA7RaKvPdWe+PdQsIihOJmgaaqgcLi3Crfk4ZkQxuXpL94N0sNWKHc/J5Kj1m06hAypzL0JOKUF4BR+iWm/Veu1aXdnAuliFidSjtJq/j6Pa4CnatdPoXNvdnJiQYGFT4NUcnl9cH1GjHBrnIqAcHKPljOVnpuMWpuTMjGjMJmjCKmqrKErXq+rrqBztLy1pXIZCru8vb69troQuQOyxQ63Pxq7z8G8z8zEwCPa3sTH0t/IG9bYzLfQ3yDe4tDh1ebk6Ovny+zq7u7tseLw9Pvzt/j2+v373RD4yfvnwArQEkpu1gNgoKFyZr6K9YQ4L9DB6kOFDgPYz/GzXSkzbRoztkrrZZzOjkmMqVeVi6fNXqpUxSoWbaPBTm5sxMFAL4/Ak0qNChAfwRPYrUpz+eAJI6FWr0qdSiOE9VmCo1KtakSy813cr1KlikXSP1HHtUK1qoVXN+Xcv2LNygZQ3JnftTLV6qiUaI3av0L+C6Q+7u1YuXcJK3gwUfbiuL8WPDiSHvoTwXcWbLtyRXxgxXcU3Pm0GvFe3XNFrNoTlbAJzX8WdKi2EHVj0WdUzSrXGD1W3V91bWp13LLs27eN/dtvkmX21cOFbi0JcHf577eG/ao5tTz27drXftyrmnxv6bfHXzzG1/Tx8+8njpU4GLd68ePPvrAvDTG5eKCX+wvYeVKdfptNIUCKrkxoKwPOKgKw8UAAAh+QQJBAADACwLABQAVABTAAAC/5yPqcvtD2MDtFoq891Z7491CwiKE4maBpqqBwuLcKt+ThmRDG5ekv3g3Sw1Yodz8nkqPWbTqEDKnMvQk4pQXgFH6Jab9V67Vpd2cC6WIWJ1KO0mr+Po9rgKdq10+hc292cmJBgYVPg1RyeX1wfUaMcGucioBwco+WM5Wem4xam5MyMaMwmaMIqaqsoSter6uuoHO0vLWlchkKu7y9vr22uhC5A7LFDrc/GrvPwbzPzMTAI9rexMfS38gb1tjMt9DfIN7i0OHV5uTo6+fL7Oru7u2x4vD0+/O3+Pb6/fvdEPjJ++fACtASSm7WA2CgoXJmvor1hDgv0MHqQ4UOA9jP8bNdKTNtGjO2SutlnM6OSYypV5WLp81eqlTFKhZto8FObmzEwUAvj8CTSo0KEB/BE9itSnP54AkjoVavSp1KI4T1WYKjUq1qRLLzXdyvUqWKRdI/Uce1QrWqhVc35dy/Ys3KBlDcmd+1MtXqqJRojdq/Qv4LpD7u7Vi5dwkreDBR9uK4vxY8OJIe+hPBdxZsu3JFfGDFdxTc+bQa8V7dc0Ws2hOVsAnNfxZ0qLYQdWPRZ1TNKtcYPVbdX3VtanXcsuzbt43922+SZfbVw4VuLQlwd/nvt4b9qjm1PPbt2td+3KuafG/pt8dfPMbX9PHz7yeOlTgYt3rx48++sC8NMbl4oJf7C9h5Up1+m00hQIquTGgrA84qArDxQAACH5BAkEAAMALAsAFABUAFMAAAL/nI+py+0PYwO0Wirz3Vnvj3ULCIoTiZoGmqoHC4twq35OGZEMbl6S/eDdLDVih3PyeSo9ZtOoQMqcy9CTilBeAUfolpv1XrtWl3ZwLpYhYnUo7Sav4+j2uAp2rXT6Fzb3ZyYkGBhU+DVHJ5fXB9Roxwa5yKgHByj5YzlZ6bjFqbkzIxozCZowipqqyhK16vq66gc7S8taVyGQq7vL2+vba6ELkDssUOtz8au8/BvM/MxMAj2t7Ex9LfyBvW2My30N8g3uLQ4dXm5Ojr58vs6u7u7bHi8PT787f49vr9+90Q+Mn758AK0BJKbtYDYKChcma+ivWEOC/QwepDhQ4D2M/xs10pM20aM7ZK62Wczo5JjKlXlYunzV6qVMUqFm2jwU5ubMTBQC+PwJNKjQoQH8ET2K1Kc/ngCSOhVq9KnUojhPVZgqNSrWpEsvNd3K9SpYpF0j9Rx7VCtaqFVzfl3L9izcoGUNyZ37Uy1eqolGiN2r9C/gukPu7tWLl3CSt4MFH24ri/Fjw4kh76E8F3Fmy7ckV8YMV3FNz5tBrxXt1zRazaE5WwCc1/FnSothB1Y9FnVM0q1xg9Vt1fdW1qddyy7Nu3jf3bb5Jl9tXDhW4tCXB3+e+3hv2qObU89u3a137cq5p8b+m3x188xtf08fPvJ46VOBi3evHjz76wLw0xuXigl/sL2HlSnX6bTSFAiq5MaCsDzioCsPFAAAIfkECQQAAwAsCwAUAFQAUwAAAv+cj6nL7Q9jA7RaKvPdWe+PdQsIihOJmgaaqgcLi3Crfk4ZkQxuXpL94N0sNWKHc/J5Kj1m06hAypzL0JOKUF4BR+iWm/Veu1aXdnAuliFidSjtJq/j6Pa4CnatdPoXNvdnJiQYGFT4NUcnl9cH1GjHBrnIqAcHKPljOVnpuMWpuTMjGjMJmjCKmqrKErXq+rrqBztLy1rXVpsba9onS9k7MggcnDgcJmVM/Jvsi2nsPCzMvFfMLD0NDXxtfciNPO0L3votnt27nWz+SA6u/skb3Z3eKX67jE1fLv+c374f38/bvXlMdNHi58SgwlrNFjoUNe6hRD6hJloc2PCiwUyU1QhhVGSoI0iAH8MJxCfSJMGSU1JSYykHJUx3l2BW4WgTp0ydJ3tGchnTZ8icNXcWFUqS50qjP4k2ZToUatKjS5EmcRrVakWsQ4DepIqQ61WlYaWO1bpu5r+WYreSnVr1Kdp3b7WtDSo3blmwcPfm9Qu4a1tlZt3O9Yhz8Km7X2sqVmlXnUaHbCcfRGRZVdrMqR4UAAAh+QQJBAADACwLABQAVABTAAAC/5yPqcvtD2MDtFoq891Z7491CwiKE4maBpqqBwuLcKt+ThmRDG5ekv3g3Sw1Yodz8nkqPWbTqEDKnMvQk4pQXgFH6Jab9V67Vpd2cC6WIWJ1KO0mr+Po9rgKdq10+hc292cmJBgYVPg1RyeX1wfUaMcGucioBwco+WM5Wem4xam5MyMaMwmaMIqaqsoSter6uuoHO0vLWtdWmxtr2idL2TsyCBycOBwmZUz8m+yLaew8LMy8V8wsPQ0NfG19yI087Qve+i2e3budbP5IDq7+yRvdnd4pfruMTV8u/5zfvh/fz9u9eUx00eLnxKDCWs0WOhQ17qFEPqEmWhzY8KLBTJTVCGFUZKgjSIAfwwnEJ9IkwZJTUlJjKQclTHeXYFbhaBOnTJ0ne0ZyGdNnyJw1dxYVSpLnSqM/iTZlOhRq0qNLkSZxGtVqRaxDgN6kipDrVaVhpY7Vum7mv5Zit5KdWvUp2ndvta0NKjduWbBw9+b1C7hrW2Vm3c71iHPwqbtfaypWaVedRodsJx9EZFlV2sypHhQAADs=" 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