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Continue with email address
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Continue with phone number
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Continue with email address
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Continue with phone number
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<i class="fasocial fa fa-envelope"></i>
Continue with email address
</a>
<a class="btn btn-primary btn-md btn-block btnblockstyle left-icon" href="https://bhcustomer.b2clogin.com/bhcustomer.onmicrosoft.com/oauth2/v2.0/authorize?p=B2C_1A_WEBSITE_PHONESUSI&client_id=f69ed5ba-0572-474a-81ca-85a78c63c117&nonce=defaultNonce&redirect_uri=https%3A%2F%2Fwww.bumrungrad.com%2Faccount%2FloadingProfile&scope=openid&response_type=id_token&prompt=login" onclick="setRedirectUrl()">
<i class="fasocial fa fa-phone fa-rotate-90"></i>
Continue with phone number
</a>
</div>
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<div class="line">
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<div class="btn-social-group">
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<h1 class="blog__pageTitle mb-0">Artificial Intelligence diagnoses abnormalities in the lungs and detecting breast cancer </h1>
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<span class="blog__date">May 23, 2022</span>
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<div class="center mt-2 mb-2"></div> Nowadays, Artificial Intelligence is used extensively in the field of medical science to aid doctors to work more efficient and accurately. Bumrungrad is the first private hospital in Thailand which
introduces AI technology approved by FDA in 2021 to assist radiologists in analyzing abnormalities in the lungs and detecting <a href="https://www.bumrungrad.com/en/conditions/breast-cancer">breast cancer</a>.<br>
<br> <div style="text-align: center;"><img alt="Lunit-system-2022.jpg" src="/getattachment/1cdd3cf6-3071-4db9-b69c-e37192cddc1f/Lunit-system-2022.jpg" style="width:70%; height:auto;" title="Lunit-system-2022.jpg"></div> <h5>
<strong>What is AI?</strong></h5> AI is Artificial Intelligence that assists radiologists in screening, analyzing, and locating abnormalities in the lungs and detecting early stages of breast cancer by analyzing data from chest x-ray or
mammogram images.<br>
<br> <h5><strong>What kind of diseases can AI assist in diagnosis?</strong><br> </h5> AI can assist in diagnosing lung diseases and breast cancer. It accurately detects 10 of the most common findings in chest x-ray such as
lung nodule, lung infection, pneumothorax, and determines TB analysis score.<br>
<br> <h5><strong>What are the advantages of using AI?</strong><br> </h5>
<ul>
<li>Assists in early detection of <a href="https://www.bumrungrad.com/en/conditions/breast-cancer">breast cancer</a> and<a href="https://www.bumrungrad.com/en/conditions/lung-cancer"> lung cancer</a>. Therefore, patients have a
better chance of successful treatment. Based on statistics, cancer patients have up to a 73% chance of survival for five years if cancer is identified at an early stage. However, if lung cancer is diagnosed at a later stage, a chance
of survival decreases to 18%.<sup>1</sup> Whereas breast cancer patients have up to 99% chance of survival for five years if cancer is identified at an early stage, and a survival rate decreases to 86% to 29% if it is diagnosed at a
later stage (the survival rate depends <em>on the stage</em> of the cancer at diagnosis)<sup>2</sup></li>
<li>Reduces missed lung cancer on chest x-ray in difficult locations.</li>
<li>Diagnoses the emergency conditions faster such as pneumothorax and pleural effusion.</li>
<li>Improves accuracy in diagnosing diseases and provides a data driven second opinion. AI provides insights to support doctors for clinical decision making.</li>
<li>Reduces time to diagnosis diseases.</li>
</ul>
<h5><br>
<strong>What are limitations of AI?</strong><br>
</h5> AI cannot diagnose patients less than 14 years of age and some conditions such as a bone fracture.<br>
<br>
<br> Bumrungrad hospital has a team of experienced physicians in the diagnosis and treatment of lung diseases and breast cancer, including pulmonologists, oncologists, breast surgical oncologists, pathologists and radiologists working
closely with a multidisciplinary team of specialists to deliver the best treatment outcome.<br>
<br>
<br>
<br> Reference<br>
<br> ¹ CXR: Jang, Sowon, et al. “Deep Learning–Based Automatic Detection Algorithm for Reducing Overlooked Lung Cancers on Chest Radiographs.” Radiology, vol. 296, no. 3, 2020, pp. 652–661.,
<a href="https://doi.org/10.1148/radiol.2020200165">https://doi.org/10.1148/radiol.2020200165</a>.<br>
<br> ² MMG: The American Cancer Society medical and editorial content team. “Survival Rates for Breast Cancer”, 2022,
<a href="https://www.cancer.org/cancer/breast-cancer/understanding-a-breast-cancer-diagnosis/breast-cancer-survival-rates.html">https://www.cancer.org/cancer/breast-cancer/understanding-a-breast-cancer-diagnosis/breast-cancer-survival-rates.html</a><br>
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<h3 class="carouselItem__text__header">The latest technology that treats eliminates breast tumors without needs for surgery</h3>
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LCHEZFEVRdI8w/b6lZAgdblula5ppYYkZDXcpERlJRwlSp8taaJfPFCWxhELW3/fxD/emeVHCeUuW9rYVYO3xo5jDed3ddVLs31p2DsxaIaVfg8t5CTQS5n/V7hbvoNk7acRxXNvJ1dHWfRFqlhdqSC1kElLbWJKhnwHNBFBFu+er7kywqURa1eVV5kPjhv5ElP1XjJD7H+SRMMXpKmL+BmSxJj7hvya8RrD84wxmwrC0n+ttxv+RfDzwsCKsyROrJ7Bw3zYbTuyLnG0y7R7oekPmmP6e8gj17jvVY6y4OKGsfpIUJQFPvOnBcVCy8tOVlT2olmRqv5bN0iejQ+oCqSekbCScxFmOKqmJc6xnhV/D3jdHSt6gjPa6ahRjccef7eHKTbhK7Km0uwQ/pI/RZE5W13mxC1ysbbHrx+nEJAcSA8YlvNj0LhwfKLjQvQhv+pvo2Z3ZW8Xjkj1YcwVjNhfsKFxEmdgxErYE0KidYp2GqWqsk6z+e5zYVaiauHYPl1MPxs/AN5UH6ey7k96i4HZw1u26QH3JMaY46Lks4W32JI5JiB6n0rYBrZkE1aPBCKv9tiyi4wnIkS/ftcH7oC6zdA2dneJZyt5FvZMT+t7pPxLDTwSE7pQ8SLKaz0CcSo186dt9X//YzJ1d2oOqSLV84jNPpVOfcGR94VUiUGXwkWjKltxdEcfRdtQJe7hAl9UF7lrB60dKH4yk+SWoo1Lz5o5qtKEDI8MYhgH1hYaZZWWD6JrRzy0g3BOi/qj2FDthmJdWSqo1LAeRykfFp0IEa1moojQtnrhwJfPvqVqm1CRIFVXZbHCDAzqftLuPpc+civNoq5xE/UaRHx/MrZg8GQhpPiavNYJFLZ4k6oI+H73I8gUeM02CwmRAFDqPMljlrfITAOQzaPa24CVyQb2Zcrm0RwV456CmjeHdaUWD2KteOh+rpFJ+mGAVC43pxbZlxnEDQx3fJ2xa1PzzH1J03pf7mLOlg0KGcOZupj4gwm1XW8kgjqoVLAjXjQmwv/xWZkjQ4QqkiZa7oxFxBDx50vI1VIhhKTvi/6GUxHTf9RhVYc51xiy3b4vnC7FoN/2AN/pLT6k/MW82GOzrey1XUmwIshdh2BAGOXaXd5oh2C04yqBfzmEKV0KtuJPQ/nKJ8murARU2IpRrEpC+OxzV3AMqLc9K9tpHG5z1o/ytLg9eZewpewt8ZgPEV1Q3kOfVEh7pypcmy87IjMn73RwZI34TAhOh/Q2aUA5ioWPqK+jF+Wlzj632wrjnpH211QJWOI02hfeSFdT3eEMvIL+LsQgRxBmfoBv7SCGDPXM1nPD4Rp+nOFvsUttc8sbQW4c5TgwwrkM9twb8DGoXuTEA/K8QNfAMkM+mSchqZ1pRiHd/6qm2kXKvwone1f8VNRZoX5SP2rDAYoWkuzLQRL1UE+FJb43Ue4pTGU+eD8AHL1nSDenkZkylU7gDrD2Y5r20K2Tgu5Xpe9nHhDPDkbNXQXR8fvCVjYwM7h1ufJ11ejBzs3zIsvqsFCwr/Zv52TsbbP1hwiQxbnHO733hHmN2s6IB+EEbkXXgXMWR1O0T3TwbWgSJ/ZDG4AoL4S81QX8RymVrHlvH5gN7oG0Nib28Lug5jrA4DvO4MJzUesgmDnvEiEigp6cTyKZ//JR15I34LRkEUw8T+IQPMpHksvrGbYVA0VI4BQ2lUFuYDSyTgFErOsmaCWNgufOfIRUOgSxa+y5RxvLEF22vo3b0M4egR1YgVdGH2PigWJ+ZZYFOQP+1VQDwHamc/L6mszfqHSpBQ4d4H/QCCNXRs14V9m5vm++A2w+8PIYW562ocOOluuJKgJ2EInyGz0YnFhMClAiShjJP0YeBMtLnM57HSFBIH1HYwL62GbpxuMF8Iak10Ar5Tj4/4gK6+QDfvgaIt2n+UycOIJkiMXCWmGk9/wbIaLjhT9BvIkjpj5JubD13pWMGVrAw28Kk3i5ScNcx9e5xwiHCI4UrUpKNlqRWl50BBE1filHm0Iu6LdA951XtFx33vwcd/DmufoTJf3aNmwE51u5cMp4tygEbEDGamzDLskpU4Q+eTiKNqAk6NGTccJZHc5UQrOA9IxT610dvxONQbDI25C0BsZ3G8jHsEgpzqB5KBwTGAy6RIPN1nWeAgPMauQdSJ1tsrtCPaeIveLGbtpLPt5DeOEbp6zdyPwxDYE598KscUMukAOr0aAmi56tsv212mKZrG+OX9eGQqYtyXlVBXcPB4i8o7TosIfOz+TPr9NYh4DBNsBa8odSjUcw9jokXCNdusF7bYWNPPZ+0wDFkWgnTrHX5v6+hXhyCg3pccgabYkom2L2a0t/VDL1K578YoqIrh9DTuLLMUNqMI11s1IwEgSFOYrJBqSyRhvUegRrJwljF1mhpxRZ48pIMHkS9NKlVONJhm2HQKBF1P9J84fr7s6diM0MUmMpo8PWIR24dlRskiTXzF6EozGHU62gwbvNVYCwr+mcwUKeugcmnBH3g5ubSwIZAuYKM2GxmweEwQbEjObkwwYyXA44VSHFyGRImzyvN+AbdBcXxH1VPRaJkSXCeC9oPXK2qDXuPcadeKJM0DvPjJ70Q2/TqIAOP1GsbhnorIlbkfF81m6nyoDEnjrlGXPcvQ81rs1raq9lHMrkd/eRvnu2Pxbmt/A8uavMs7SJehExVSHAit2LzWxXKTmn/0x+ZEt4lyW3FZV0rMxz5kfIvPP7332zYWpUlRdazzoj5REgg+KXF3EYzdq21kN9aQLBv7MZSIXpI1cTHQ/tfhC30PV0yxlvtwbqbhkXbLSiU1eeMDbPe77up3bmOLBPoBOwy60x0FIEFNtVHVNyeMKmIpcXSnLRrRFcIHmlPKw9/BIdXcErMX25Tm6YrsKZyevKo8kyld3/oKP+Az3fQqS6Dgb8kaeGwQAy7ZSw4r4DZ+d3AMbk7uYd96zfp5m5uGkyGtpKcq3kQkwPRSX3fMQD0g4s2/Gs/U27iI5XHdHqg/YHqfoCdhcTldCELNLEVPeh9wrjGrvE0c3NJG1i1nStfT7jYujkFqolIDguHNJnl/dFrELWx2/lsX7VyyDI20Ku8hpmnYsqrE0hE4uZWT7qch+4eM+X4dR2ZjZg4Jck0H0HlS1FyOV0zz3fafHoOqgo4oBJSqVkNkuJfydXoV/eKoB1Ci2EWuno8z3Uf3ks3IzT28TDgy7ugTRxyuD11Y/QSbjAJGdwL4O5/6fo4HzVvbLmVSuWyeTkJRQxpTraNrg8NbiE9B9PWDXhVkktkI+n95/ovHnGGykknl020H6s519un2FSfnkLtXyYgTXaof3cu/GVLZ4xx5BBWGzsB9WU+dj4IuWwNgnawKcbKsJd0B+3cC6Nc1lcKwOXGRWFJGPbtR85cT0JJG1K/yQtxse3+2kjwS/CFLiFbDrPrErHePymcYSliaGj9l4rCyn48RXr7I2lC0/pll86eKUbWkjw2ujmYoelNUyzG0wq9FtwK1PKLCl9USg0u60n8cCoRkU49v9tnfi6adYmIbFB4nEquFw/J3mko+S2V/fvhhYgoW7+OOdeK/5Ck9uVeFB85A/pRLnOtsAHhVow0Gk44GrfQ5SGHzNg0vdOazHNTK5WnBzoIzM/0wQxq6BMqGFG+P/7pou4XrUEbBt2PELPtFlswbFqGW0lhtLX91/DtMoJxu15s3IIK9+FKmgXrXehxAuOdM8mI6K7vvaXCZQYFinYqOWNmpbX1K0XmXeuQI9QX7LlA4+MT6DE0XjuxypshGyptyB4/B9ljzYg8zWV6qoIo2yWk2Iw3i89m8BqjQ8IJ6LP/YpGtw9WzKssGcSgovfwFWFeHvPjSGRT0gF+yMlj8tiE4zzMH3GlHVoEtbrzWGzQq1yTa4dMkVm9FYak+OXIi0TYh91lfB3k3m5msDWoGXpLqMMjjUzgvS9n5IGhPry1M0ZYLueSu1MzhPa6a4rgqxoj99V8LsPQyd/R6pcDfHKHc3tYE+3+35nA8A36KpNdKir7PY21gmE9sEg1En+LPuLhQlze6WBCBfcjdF6iR8/KS21+Vb+GDCVCLMEtUHeAOq6nLFQP9LsURkdBHfEx4nJFFmEkE/YELwAR5AXn6gB3eJEqxgZ2dQo+1N5drLUfFSnMgevUV8SnVOXAJce7NJbFrD3b3y+/U+vpMBUtIuTgGj3cny6ObXZbt0eSy5qDrQUNn3/12aXTRQ2/PSEJyTkGpgXFvfKTDGFWxOvAJC7MfWpYuFcpW8xWiI0gAcxcyPo6k54MuNeDpwD6qHNoYFTXpXHYEqft0RYkViYrwFlPaaLgSzCJ+JgyBZHXFGI3PEbbSWGsSK5tsAQbbmjwGzzGXbpCHbOtwcJhVwsgMkty7MSmU+mo7Y6zjg98WNRh4VlFkbA1z/pr8bGpiigcOnJ1LKpvuYPeskKCm25SQpTK9LTrj7Io1DheEZoIcgy2U9a3hwg1K5Pav8YRbMJckEabOpZRL1GXq9TX6uKurestj3KRMJWCLdUx80xzKLK/lhFKiB8rRtAt0McmjHoIFzisk1j62SmEFexc/ccOphqPQZOaaojtLcTVHoRFScZfXv/VOWneKKXK8Er1BW1Ejgc5112teYrZJhCUISagknxkGCiHULbKyMqGByjLHjB7iA5Z76IYWdEMA4BiU6+FDR2uilKEDMJXE9CkSy3oYAfvgPknnaSGPvUxAj1x+FrsWX5US9mdM1kNLUU4lj1O8wmtQfwvB65Hlf3h5GBFtBKbF1vFyCh5hORxH6Aglo6NKugsBXPXCRt7bnFj0TaTB8UWPXD++67TX4c5L4fCFd3vJHCckLnls2Y2iKQI+C/NY/7TaByi0hPQgZasKLe5Q/i6IEmf7SvdyxTccxT+onvuckTlQAbtS6F/REEv3mTS5BOFx+kD+g8C0Pu77fUrBGEbCuuUbU+Fltq9K/t2worU3qMZwlUVggkp6rOxQZgKuPzT1kPJbinf3LL00N918bptWdANpPtpBVHogsjcfL1LSWIc4E//v/ZJjh3oj/W4VOl5iWNndJPate5ENkE/bevrTYPPPMwqFirG7i3Cx0agQ+icv6/naOc/1mcNSbF19i4R3s0BrVK6jtYOtvRjNd1A13UMGNCRXDPrNrcSnFw9x5CzuRt1vSfes2xdJQZzp55f4JBGZnwdxBhr+tDJyj5S+b/CF6EgSQyiqqVw0b/T72mfzTahfJc7dbOF/iZQF23OhHckumfgoTeXyRGMEbZgJiOW+rbhL/yI6+31guDUuOniXA4LAPltEg7DOUUfUC2UqKCSL4tepR84EYwXT8VKtGVrRSItTkR8vj1CHl2nEY5nBRmO+XShvK8WhpeySr32W/C+LaEZSc5es1aCHSkJSEwfeNbqEKoijrYiOPP93vQMC9bK0Ur+tdLPbe+IM9c1AXePgTj+JADOXIZbOS/OwMRIal+pTdqdqsL75xRoHhCbmMI4JlOuj0MK6KcBLGqdkDdW9LNU63jydenxFrOqFjMokqneVqbUys+MEp6gWyRVn4Xm4FIggmSQveabFFy9S3usH7M5u3WP5qUngQVb/EmL5Fba0V9zndL0oDOaS4PFqhI30YiU4j66OmvYX2YWUWFWC4VRFeXACNlVM8Wk6WnQnMGIYykiTq2TOzaAXQS5MtZ48ijaTQoH3G9isTTg/6gHibgnMVLs9F9v9+1I7bDQn8SCRBpF0V16ZsDrhOdzPoBCHSA12Wy9hefxlGZIeYOAdyUh5P+Z0ZhqATFjWd+hJgvQpZtml9aOMcoLtCDhg6SAJJyNXnL2CxjqzuacvWISqSE5RHqcR1E4aJbX3jI+XAcrQsbuIPM7c0K3zFRWOYoveRdo/jVjnVJIHU2xx4KTr9P00++grFpNrNXMvSEGk1LOLb4EWnJg7GYczVxz2+KiMI/iZI0mBDg88SRbKnTQ+zNs15/rYcA5uOQsv+4iRjAWMHUhhfCpcRI1MS9DL7mJfmxulS2aQdsYzCevcILf958ayv0l00GNW9dP//7psJsgoEKJ/p4Z+MGaMvVGznRYfGGYpCAnC0JIQhphDnfRYFChTdUVk9Hl1Q4NQRI6mrXXfdVGT+I9bJT/8WppmSqrMbPb0sigEuYcKHmOkFt7Ti9RonaBCrB+uddHiNfVDVX6KsYeDs4xYmMi6aTujyJvraxXxipmYX2SAEBGZk19s9s376H8Y5yUVjeqIP/urw/Inck+9kZQvHcW03NbmpCGI8TRUKVGM1u9G1idSpBnf0bqp2GEulmmb2TYYNri6ODSZpII74wvFIruxohb6MlnvhLkTfUfykVpoKUAjGPb0ANQOvlaKroSoF0OcHYQvZpvqTHyyzC8AogeGX8c5bHH0MD5EWqtsgRhKl+fzfOrI5E7Z6hFnzvV0/GH5vYxpSCRnB2YPQYZsFEnmNpLe6fwE7CY8Ep8VFd7aLGsahXvOI8WiUv5ZBVDAYirs5x6Z+Qyv5vNGwaLMcqGJph8b9tnetiGTf/KMCF7tD3csFQfgkKVHciOqVac3bgyrUcALzGlbJaQJZiQK30KUawRDJYTq1DtjDFRFfsFxcrWvLmnJkBfGMbip3qz/2wc2QPZvWPWokDZ2l58doHH81JPd3VMRfP3cUO7LZU+uBRobtMV7xTBHADujGcCLGcy4IpNWQ2zAayMjuatM/zv/4GycBtLQnkWBxlGq0tB0PnL0pijhdRzl30RPHlDw//fZITtgAXUUmEaUzObS+PO5PY9Vxzfqb5j3T+HjnnnCL9S+GzmNkPt6L/ZGshyu+ZxCVCnYRoi2p69mPrRVvnQ3qSvne5IeLNYeHy5fXg/R0vZIdCNuWBKPtCUMtXf14+xkUdmRRm9zuDKGh50ZD+xc2IKiOrRep71PqBbRLxxccFptaKrUNRnK1BOEW6ZW4RsMRuArv3kylAQOSFvJcHzv95V3c6E0eXAlNbTl0AcL1+mdqdPGSOHyX7FlnyyKMqY1QhOdhcmNFKw4kssmj2ov/PV03+IoMn/npAwZXz6kOKCg/wcdyHybMUZLJORpq7k1P0IwMnCk32SGh9FngWgo1nmvbHk+inUdgBeFUtFwcHz5aGm2XvYoZVKiKDDsQmgzYh9CuFpC1FXXcg8tVmeJS7XWGi1DCk4fjK1OmKZshFO2K1EU1ZAuGaP768bpRoMtc/qnSv7EoDOEDNsY5oADfjy9+zBHTwco3kdsLtMx4DbYg+2e+cQqd4uMSaCrG1WE1eEZJR/PYHeiNAR+e8Rg9euBWxc13s1IDvtJKkJTfyrTwWkJe7swAdiTB0TP/AXDlajMVlQfMQjE8qksheALe+Gz4DIVT8Mt6lw5CkIKl316sDHOLEieCW8ipRhSdEjHrBF/EFcRYbeX86/xsaTnNbzqfZuu2LBl6T5M8kBPed43nT5SyNl+fgnHkKKmh5CpjTzIYFftWGt1NyShi0RXts0t1YtPw1AEqwkRWOSFFYkSX2aczYfvoqxFKjhEJ9nyQNrUSdCHJoE4e2SzfYYPtGgd/lnWJNPL5qaK9mMkQEVc+ZPgOPGlsC95ksMYpuQMSzihsWZx2pWK7zThu4aas83CHLUI/jJ642h6ukG0iPgbTJaBhMptRPvdr4duuavM2ilVRDV7I+mTYGCJjXyi3QeaY9L7YHKAuWasF9S54EKJQr0r1Baoedw0/jqtOtlNp9ABW4PX0M77REUK31oFtvySOhtK/I4lGpg3fG5d2K8pnqz3mUyuTCXcl0rpf0W1ipNcuzoSO+z3w40JvLuEeNAhzstwW10y7PiRDTrK+bU+ohjuYPuFt1jIh+Vzu4rplt/vsLMuVQH/Un9Ng4ujMvxDMWUbcDXcnE4zQkOAqmvp0FmT7fa69dYugFf0QZW/gwkt1ceXBZXTRQunMO7V4wX9otn1eJf1za7f/m3I70+4eu1k8vJGMgYL5qrWkdgbqGtCWYF0Xz1JYRh3ciEvEqXxzyxeWuEy29gYrum5hDlcaOtb6uu3OJoUjJd/WqC96aon8ofvqn+iGtPLu6ejBYRKTxP/xhzLOUeAYhD4OLObMuZY5BxIr9ZygaQ8m3udu07/AMufFIYc+9hwNr9H2VAc8q/oLBLwo2A1L7B4L/Oei6ZP5iVaT1cV7cD3fVCUNzNWDRS6BRCbLJM/cN+0EImXhcMkKQsIBrn3PP9XWjA7MLRSAbuufqIGrMBHMaszK+mx2Olb5cpWAJo3NC3CVlLmeQjuyM6PNULPUj9r7nRVEvHCJPRI28fSvk2x3VPVXqLrZ5bMUbV2m5fXooi6uqGNdfjP8+RXeF6vNk0MhhNfBTpKhWg9b5KUHqzvnc8RglkCVowodAWD9lsKMX0J0ARaT4pA2yDvfn9uJ7LKpUTRJRRxc2cFjKA+ERtZEp6P7M/CkvKU8jworx7kZKMZElKb7ETJ0oV92IeLiSWkgBOqdlQcTxeJG4zP4xrJzWdKut9GhZAwBlpZdPrConhMB1wpk/8PqBgCWI0QGi0b6gZWOnY6Mia9XjpbSG6kOzgR6IXy1xk7sRHTAxTABWHsNCvcuU6/3C1pZXMj+yDLeez2C9RfWhQTzscBhvGWi7K89nXBFDE0zlB/uumLFmk4tlvQaNiecS/gck4bu0/yhw9AfUrkc4ppDatf9ySGw4IPPrV9sMi0Tt5sjgCjRk+HAz7q178wKctBNlkKm2j/9IDvhmt5qlIqEs/7Bf6lYRxYpZbuCnzBSFTeroVx5jvm8i8XLUmdTXcvJYGcSqneAx/CXDUulCq3ccaPP2CrHh1NFwYQnYmDidHzLCcDyxf+LMrcyZcDRmuDklk89xlUW7nUM/Gl6axCAszuQBfFHy74hZyhBziqqNxdKX7jZA4UNh8nbl6EgW5Kh/W6EvwcPLPNZTUUMqWYm7I21F0sydos+qseUcOPPz22HPf7HR+S/9HHFrpYzZZgMESeUUkjW16Ma48JGUM2Z6wEn/RVD6IYH6eUWZaov4kLbNd8TumRj0Vx0ylFvO7Mr/GySgWskheFPvm4DyBzUCPy8esMr+Gnzqmdk2qkG2gKTuqCM/LmouAdRZNVcCYeSzBfVlXdnlMM7f0ngSziWg/dNQGSSE3wnpJcxaB+GVL2VpfsG3JsVKLy0wHUs7KG9Bcu3zIk4TZ4Ff1KEU8AWZrfI+dp/ZtqIa9G87g66C6VUXrsktxksEoCSGJNRXW/A1LBS5i+QlQk/ilb77IaUNk+ajRfu6RwVFf8YKL8q01fLpqO0IBDGulyTJjx8foWZkVDg8mMgHoSr533H9vvSJgZAK5BHH6nXDbKwCHUBUzJ+amrDdJgraSyQ8NhjDB6udBUJi12VVR/UWopnOjZqcqHptTdGZ5KI1DOP7pnEiLBOhr4ef3iHEjxJbFI+gF8VlB7wJIsrpegBIAHU7Hx00Aw3DcZgv8mlHtgUxEr539y7FmsBt4DttslhpWosILRVbPwvH1EhtKgGToZyOTVcdi7UU0YZiUOrVcGjcpO/84bhoAQ5CBkQ3hWV13mYSeXB3ijmztr1Ilu/jcQDcOENs9iuc8NVXGy1uGirMlpF0qKKTgzKLPaLxpEty+sJ5IR2JtJmOCUbH+vokFGSszMLXmNPrK1G/VgXDGpTpDTJwXPfQZT4y2hQstxhEplwqbK40aJ54ghKMTFACEQwktLGwalNRkG031qoKZQ0p7sL2xuYyiZkWhOHfNpijwNe1xfxvgcd2nPbKhR9tdudn6Pul4HFeSdRm4j+CYRtc17DwRefqeM1j04AhHehMg/sge+3sMtZLyMCGgw+aStr27c582+yTl+Tp2DsJJTiEuj5fPjrkRFTdSe7uKBwFHaIBIoJjHYELFRSI9ffDM6by4ouQEpecAlKvt2BxfPU5+3LHa6COunN/tjDZcosjBOGLLoK3aWWNGHhtxP+CsA1Ilq92UfZgBefx2YVTzBPSt7LJL/NoISemoHHZYzUEHOFmDgxiQbHEpdjH8H+0XYxHVXlLtfsq/VP1M/FjG/YZnE7HJMae0uxdTSswilNK9ZZYTw4mUUjb2aCzhbDvm2aTWDs0oB37R+OoIizOyL/ft2G7EifKcIxD6jeotKBp5ziRURIoJgB8iz2SSN/iPBnHr3AJS2YDiESL34/C8MuM6in7tSmD3ddduszrSLGkk0UqS+zyQBUz+zFsPO3y5NrfkFCJSpTPqNIsIopXKgixV+r/OLSbvePCa/6m0JWoCk2H8bbu43Eh3Uv++2RRINRxq2SprgM/zdqtggIZZQ2NjxWBPuSuwK+FsfmkdKqB2afr8vwMJ4tyBcCTSKi8jRjesjN0+RIoSEmRyS2Btrlbu5PI64Lcpk2oCZo/7LvJQOFNvOYAuDXtU++oJH7tLJQKA7unkDOOdF+w9K1lhs/aQeCn9QikNrsprtzv3dAzPcYxL6+Q8f5h0pKOBoVPcrGrjjb8Xn+i/AWCrgGCPYBgDxz65H+dyxFcQ9i8fhefgs8xoAyaCwd3f0lWwKoO13rgBoYnxeg68pWb5ZPnSmIliN3301ufqqulm62N5BtAZizBkAw9j9iIH3dGAaFSyvFHGcLhVOkePPdjtWDLyRF2ei9WBz2/uqUL+A2D8RFy7NvKTxKL02Q3PjV9jeC5Ue+zseI/Jq3z3J8KLwsoXGqGh5gZIQ4Kd/GMyGsT83lRd/Z53dJaLG0UA60tGLNPboXu5r5F6WLhfU3uuHOopO1a8kbO0bNmbQmBNBr5JVEYuN0qPgHhJeA2p1oSMuxGov6zWcLMDWJy0lhL78WHi7s1qA7WvXkPLVFxQ7D7RK1LZp+0oTEBFMIXLyO3pFI16pHZxUmJQW+hHap9BARhO03hYn56VS0G4vvOs/FgXjCZXmkt9GgrLtxBdwsQkkbu2JqhjoK2ySf5wrZpTKKJqkqBC1qbw1p+zWty3tNMkMW75zTJFBy33zriUIGHDE4zmcljxvSDSyE358fKTWxkKsyM2rKA/f7ynFvI/U0P7PBChyG1vTOqaozo9/qfAiZqbiwNRQ0zFCTI3FdOPU0WBQy4pxlZUDeccQZQbVoN8YQu4p+Mn20/TqTkPEJJ2tXTQ7JS4UfSzfwiHb5i6Z1Ta10mxDB+IVa5qEqMBhDmVQaWvd6Iv+G2tfuKl3UP6em76kjoxoP5gXgL8GysWuaAfG0PdBWZYaiFW/yDG5ZMObIkGOluqupdtH9a0AXkW4aCh9in2GfY1+5gRZ9580LtShAjAtAOIQLGgf1Jr4cwpgMySwmIqTN/Kh+00xk6DkL3MsW+ccTnVN8q8u6SgImSamIimZ4h0aKooLMghy+IGcewlj4IGGSrbOgI4JUx64Joba1ZeGCX1N5xerHaCm/Ju5UuBJF7lzI2s0DkjLB78keXh7oq4uMissQkl9sULx/aA9uBuHO/ebupbVwkSzXE5MQfuF4JkJXc0slk+P5OPwlCtkDjon+78GNM9SFgbZ9UIqG77z1Djin18Zey6NmiMUoMAYB+8ALn+PNChBg8cS7u9d594MA6AkvwNAHIaqHlpF3cOk48HdKm/TdORObJgm/JwM9D6VwQ9yf5cwSg8drau+Yse+3F+r7xaHiAZw7HUoNHk7SEM71VyI3O+40h9z/ug83BZbxrItw3gk5pDrejpfixPfbsxlgNCgVmbZ4uBX3QbVL1NoY+YA61JWtev1ulEATPHTQLbiCwFRg4LnXMZf+aanw0B5gxdkIiojXixR4P3iMYiFgyByxo+8NUa69gIY635GaIp5VYZjxR35xVzVEMXelqiUBlAQBxdbPoDZtyBlFwgOkPMX6eIgiGcRJYm9RVkmFSjqZRHM48i/oPQ0FZj7kuC4OQg2GtybHEXdPHQRrvgfzE4XBMro8CVplxtEKtkUxUh3YykBhQzojPmS4HUWtXcIKgNZhbrbtNoTrhcteDi+oGudqgWpcxcBeubgHB0y+yUWvO05g2zo0VJnI974KN11D/bwCwP26Lv3VUwL+T1RMMrW7X93mz/CqNe5dwQQHYDX4bsjL/D+Qm6wdnlylPGCNCSxVMNnWEsUyCM+bsA2cCVjsUbx+uqonj2FuTwcEtZG0MUe5i0Wxmd2CfKhNL1dRBUqaIORJ7HPg2pYS/0g/KcPDdy+E7/mOXwjIPUuBtsUubBC1p3x8qaZhaB0zlrBp68KEDIJEz+93TBUWY5O4bbkE9gqCZGRYPQ7k8G8fWqr2TncMW7w9I4TRkjEkp5+cOCk001GK2A6gg+7rpRxTO9gsq0mvh3p2rzIpFFX24rCD+pnWOXZDcia5FXl8RNdaYfcEDxj2Rc6blMzs3BAQAqQZJDDzVVp+AVaLhpbhbgGYxR3tAqIVzX/ZStRHtleQBAZj5SzCpP/cpCCP67emseZgT/xSjMP1ozcRK4d1xcPgQwT5u1yGwar6nrYRloSf8zieR86H7Ptp2c+6L0NJSG3kzIUBE8+78JthdZHzofkBv1lUrf3zq7XBOWPFvmbotoTf2oLtQ3XJaLX9goY4oPmWNo7xVzvSuzyofeRJ6nSLEK67TooHdb8ER2G1q3JREvN2cqE5V+EIINtrIf48+VOmVck+UJ7fPh4L/xWFpryTHoXlMgUxWPbFJDyfEfl4n8kCAP8EvJUDc6UxlV6YVoifhHb7+jr9WSrT+CChKAs1bVKqiIJtF823aToMJjUBYx6RkpbkX7Ncj4KJH0nQNZ0qDywbyoLhW3L4vddDqFaOY8myAf4SVyxbpHGr2DvynmZTdjVtnfqhZFZowbGzs0+o52/LTjvuFonD0EuZGb4EacRznGL1ZCuuwDJf7nhkZlcZJPEYrvZlAoXPIrqPqCxxRW7/nH2vhscsyzGTHcTFObS0e6oxEfsI0qaf//72stcmQ1vW2PBnpNhoVgQuajqXYCZTze3btWWX9AGJ8kH0LKpdvjpYc2ssEWIfEq79H+t0kdCTwj97BJQGJGvvmidTaF0P9YFbltTx9TN+0ne+t30JT+HcJdMebPBPpIfNBstz9E2UKlY6pef4Kc5uS9EwT7QPW7e96+MSVSrj96+2YZRiFzqr9ZKhhj67aGhDXO3v6YOOB1eogCfLgYJ9u3njcn/DZTrcSNj6VbHp8u9umSgykge8AVXQIbHaTRg6fi9DdQ8Z5XuPxDewz77l+lZFRedJ2IszlnyCqzfu0Q/bktyrGraJJF8nm8eMzuorsxfnUtbDXlpbaQuF8eVE7cRNFbg/Bn39hyiDaIV01/u35wPceD2hooGZoQ+jypNRZzseqIa/1dDaKazAJns8wCZ32Jj+zGFtUkR0WcQIcdrLV3btk3or7rbkq/5T2/i5U5/KNlj2yi8Plq3aeCdWACxMd2QZNVTS3v9v6mQtgmz9JsvrbXDOKdFmxflxsjebRGBgYJhr54wnZ8jTx8QVFFg46K/EiFUHIHUTIPJKuSXT4M9mJLN5BfIJwTkO+bK2n7GmDh2lgkvElZVwuMGOX5KKYoPH8XgQXmTitXP+I3L7cw7puq0cpi/0lQ+/DjHZqV4NGe54MyU9J/ijQMD2dexUOQjYCrqmjEhHJ9BA+TE/aFq1Z5HpKccg0NZ6vrJsgwV7kVnhPBe6GSmZKYWEKKs5sA9o3YCjKn37loVAdKRrXkhGy1zI5VYp1hnCguTNKKhjcgQxEGaZ9HDi+2RTuA9Z8xXcvmQ6g+E0zbAFaHM9iJuVKMFWeRFZQDUSnQBLWw2eYF+uXYRbwvTwMA7kIwmHFYrB3xIfYP47FO1RF6cowgH+X2yXELeXU68DyRVxqJeGoXnlHFzszixTdRoU6btaTFvWqv3LfHfVoWoA14LpGFe8xOKx/O7nHmFyBWfSHEcI1mtZOq/TT6XeV0vZUEUmNaBqkabh3rtvSob1FQfJy97iigtanSmcVgzhDxoBraoaL+8ArCuO+WyaEa/bWFwEKlc2Hg3vPzjKY6ik5qA54q5uj11DDAykCcQrr3DK21ANZYb8B26QGzKJB9jI2nCxyHOuOClaSELZpfDkULQypsuKp0AREVubxy2gaonyiCbnQOn+iTgxIE/JJmP7OXrEMmWVEA87pAsKFlAvSs97ENmILSO+6Ln0ABfiY3DXbCoE2U9QqDA7fImMb6/KSOH5Q7nTEAndM6OucKbr0Vl4mPm/X+t8Jiltr0GmamrRzgQpJgm2Ui37Ve0Sxf8xSa+gRKglzH3+puXE+j8eUcCswSFtSpJSYp/wz4xfksiF65wMR7CmQOezbCmHTZp1dcJU3nm0zkwqcHKAcQ4DYUSK7sFZ1d+14B/3fUyCt4NwlD18O9UbUZjydRyteJ178bniMB2+RrqDBej4LiiPV9LbbFnzjkoVKcGFX4KfFz7GVOSsZ6jdr9piVYX2gGPCsFpqMQK0/a/BB3yvV5yvjP2YPdfaOrZcSNItxH3cIpW5hONviBsiksQlD23Nt4g7kuauhiI5nJsISBWA13xAHGrWUnWh7VuqkInswHE+OFQK8/VwKlmgdbkxtE7kXSqkKkssd4iKFDTgzuVh7aE1Btzn1h6ticHkNB1unLqJm9OTyVEJnH2VKI7IrgmEQ/ZnW21ral2EdnE8BzXJWDz0qU1o7xuLXQzgfVdlhwdm79NxpCzFNlAMffyhfLQ8UNol8w7ACHg61TQ+otDgC2AKGbHQ43/QJWIUZjYDYvsuIG9CUB+WEo0o0nu9z6N13N4ZpsC/qDVhbqqh8wmxh5cdbC8WZjymEIAs5V33v0Vt3ydFMeO76JX6EVEPcvkSsMaFcJJTuQ7fzR9MNqi7I6xP+Ofe0bz+TOMtJPS+l9s4CVlUjMBd7+3XtmhjfhkyJWuVUNUjktfmQDEsduxqIObiRPMYsHLLabqZos8dhukF/t8/k+WFBTnrI+1zqj8FTg5v9V63S8hWUV+5CjyU7X0rK5hAz6V4BO24JsKcannnVRLY7QQxnatZ7miaYyzYEq4eEkS1H55XsrQBlhgEcLciVpXCSYm5ailgpSgQKlk7xGnW0W5yH12t9il6J6NDwT4icIgzrT4CyteIguXSkUWZSygY1FEsh0Bs9PhLIZxwYCEglxz7Cll9XtMgmP7dp/GKzBlmJUGhVxxU13zNPxCjbr6HhcQOCahSae75k7Uw6uzlsKEuhOBjTmvzJ5RndVpls+71APXxirLj7LfepRG1My/S78+YFP+OzUpdf/yAAy5oNNTrfgZavHa4+MSLCHW6mGe0cQ4aktkeDOh9He06z5MVMTUSBUlsIs9vPqU8FA3oZDamhBIK2c0OVt22x3Xc7UJVGtnedC0GUAflrZ0GGAHMgNozXRaffLLz/pUw7kbfSp75pHZvitPs4uYFgt6++TVTo5Mxz4pLYPbivmgxazQBuYHnpUcsiotCfMDj7p6fxd0zUcjSyNd6RGttBqbsa/HaoCUYwJblQgsSfHWECq/YQOcs6qL5y55UbnRKxsy/AuwwCuIKbNETMVXn1Jsc4u5GvWkgZ1ZUwMX8O0LtdWFO7GgLmlRVKQMjjHJOJxPmHYg54nTCKUmmFiPBgNGlJ2zMuCRwnSPgpZp/3QAUmEkP3A0fR1o1zQXtr3BaxZAXlkPatRoWHJWYyQXuowJGMtxfBMkV0gSjWTueebRkISScl2LfWxt5blDtU6Ob416bvhDWAGPcWjbG+11mB7RWVIz7WelhUDNWfs6obA6j8ZKC3C+dJkoWg5M3aKFfOq7jtzEp38CWvKSJbggF5Yyb1QYpasIcqyheji0IZNVe6GEE+LL478TG8E8millpF3ayWEo0PO6t8umCITCd7eWE6r5p4VGJH49keMQMdGN+tj0BSMdnMPOHBMoMiAFZbYmnBPFWBmzptqL9gsBvW1yuWsHNsqj3hcmaLTVqojipYmx0l1rSTkIR5zoftO5ZAs+q7SDEzjKaZo1FjnPMCbnNDpAgPCQNTDZPnVy/nYCBcYFb3XXEuGXPL4AXyu3U1hke/uqqqKjrbAfAI51E5jVgGrMemjV9koN+BR+mWxt74P5FR9zmPzROMSjCkFQxiq/Tq1NAGMSWccyya7DBm62J5sem1YIPI4fVzdM7R/f2QJGtZTwzBnpFDBzy+iVwPUzunHdE4q0rzMiMbXSdj109WshsDnALZ5V9g/TPseGiyOJYJIM083pe+xjFGTniEig4biCJ+6IJ9GW2+GhdDmAkAMmxrMeZFCl/S6e3XwVKaHXV20Jm5NAQAuWhGqHS7YWjqPiUqc58qNq0M3yc9+IXN8MmbUV5fyMOd5yBVviFfY7cPvZdqNfn1xxjGV1U8m1nhUGdkvNpMowqopQRKR9/MLofH2xParY6NLpeIe18MiaVq59dNk98kPRSjCoX19VuaEWaWMxgguS0Thdg/GC3xC0xkzXTbTfqPF0mMKX2uBuxO+GNQIQa/3s2A/LLONn7+5gFdTN5m7fU3paPgdiLBaYMFfbmoKdI8Lib/Kh7sWAS1fliPxADG6rm/Wt9Mb96aIISB+6Q/aHt5o09j7F/UY/YK2WAPK8PTLf2vqdtwiKwLLNyk3T5/NP3UyOVgld5ptAee7qVOVeQrA0VUINxNbx6oY06scCeW7tJsPlGotFRBR1SHDMWo/6yT7BAYMjop3Mu71rFmgPENAls7CxFA9UMbCpIypKQU/FMM18fjgeLEUlwTpeG2LPUbBoGcdmt/LZVksEbbZWUyAmiBSFto27Lq8R9RqDDCKWNuzQzNUJaav4NXn0lpOAPq1o1NxTAiNTQinyyPKjF4X8qU3pV4kMo1H8lAwiRD5YMblEuL7hgZviMhx73SX7Grb8ZqWiU1XCRVOyvPKKUb4rJiInZ21q4U4nQQmDtWk4WBMEZ/UL/gPsGGg3FKDsWAbouRfNGU7H0Khn3Toal2lWD5R/yvWzWBDzFP0j6c11tCj2Mp+b8v8g36CMSjKLQv48piBOWJIMxdEUSkPqTTI8NkiGuu8cNSoqZFEnggoBHsnEGmdQKESBODaVhP1YMmje2C/oyDcVNwk8cJBJyLQjj19/x2GQ4TF3AobJoiKbjHrrRIjeUhhSJoYQ+0SA4x4gyqm9LkijHCLgvgA2WTaHxcKKyl4vuq2ytZzCdCQPKZgp8O33t73OXPKTBFEcgroxzD4Ujg8ZK8ba/xqarts6DzMM/sugWrZ9IDICoZFyD3euRASHVygHpzPEOuOBy+Y+LU+/NLw6jmhkHKL7PXP3Ffog1YgXJINwRz6lOLVYPwAg7Bk+b2+c0672H1KTqX2/W3yxGyLbWchDhwywrxkVeRMIh9aS1GYqRe7HmImNUwc+eNFO/bUfQE3QBO6U3a/pk8GjNd4Jky7BKohdwKNofZno77ZVGJZIva5KV16Bj4HepdfXNWyIg/5BfZLuBdVSy3jLfe3h89E1dJeVo0/MbEODhBeJs8e9cEIQyfKRWUs6et2b/OrCOHS8hdcTBl1NaePfmSXaL5St6h8zJwFPYEN/JGw6BbXCrlWNEt7fNHyR4xH6pPYgDfSRbW1pkYmz2ARVqCAqMuFYx3XotMGskNc0hlyNLhOWIUpfej5CMDo1CRBGZp6z0SBe4ThIDuxR3CoGuLUyzL4Bi+7FdhK9I0WVC7y65OuG6+MCQbnKXNN7f0NlATpgzMKUuyPzNJvpU/cRwrRvSMndZ1Z/11RPOEUFl0C5M7XnmXY10ZFppQ0jD6fTiX1qf4PsphykJFM2cBH30nxB0zGFLEA5Pn+7X0lm1wkTBr4KEsCm/HLTSqxVjYzFmC645LgdCE4IszYZdbRWZu54Avlu2L2srTmpDROHbZIENIspHKnbLQYz3Emd2PfSfvmLplKW4UC+HA6T8RjNbAapG3e8c6XJAXm8R1IT4nQwkDhrmvltD2gyjcNFQqhCTFsJy+QBbgm9amlsGeizvv1b8CSsfljQCbW9RZbx2WOMbVU2SwPFRRGdp1P9cvzcoiYTXKvKAcSb96Fk5UMt+052DZodcni9B1e2MWPADv0h6Xa73dF6hCbNS4CV2MEwQxdGcdBC2aH1I5NkUmGiHkE0wrNUZlInnJNfDfvVEQc9THr7X9quZL1oKO8IPxseOpDWtsRF81exofB/tguaut9JvDDsem4egRqemS7JWroWI6rjNh5/gq+8FBp+OdMbLY57SyD7LB4QztTAj6MH4d6id9d9G3g1I7b3FA8UKBIZjPslgdUHSh2S8zpZTEYhtgwYju/Uz7ZgoSQLjwUCNJ9CA9xjJEx8cWLNndAP0dPefRh40rQtOBLVLpV1wB8/ql8RYA7jCFVs8fYrX9QvWtKhMWXrjZV86I8ISsm3jvmVqD1D9DQ/McKU9k7D1zLRKY+KBi1V7H5922GXsVTUPhwZSFj5UKmVLVinmYOlAvjPPc19ZMcivDUIos8jL42HYPTiw+SNxTPK5arXW8NQ5zVIMPZH/CTBiYB5PUHvsoJgbV4SbT6w/eKFypSytg6UcjFzYx6xtaUfaQ7lOVJZ3jcbdIMIoVmNkD0e1XTQuO240kNXdTNHBLj1738IeljcQaaAcuELS8/l/+KJam3AR8VOSNy1/xwaRmZHDmvjjwjrnERvTYm8I7Xztr3IwZGybtHNJlOAX9M1hgh+FSQOWL5gbRjCGPXVUBqoS0WB3C1biYhr1FJ7PZJmB7Ukst+/wtqe/s6wfXpHEercbkhsrumcQEzbHzvtGAt5ug5WT2iC5gsWz5qFfQD+vBV5SDfeoyERtBgdp6NkY1U756+yPOs0T3yTOGC+stChPQo8GfDqfyRVdWGlVv/J7dSWZaSBHo5w3IroFD0cEvlcSuoZOSbjrZ18i5bDM3gAJnaY/5nFlQqvWJV/jiAHtIPl3z2RC0J4Jn+yKqhpN/otUWYFylAYRQxbX+ghokfXc72NWBWCVCBS6lIzndcunw8q9a9THy4JVekpL6b2Zg3kKOngMKEU4mjtwyI6K8Gokw9zcE26WTMGv/WD4eL/4EZIhv3a8RMwZYY/ENOO70SuRb9worzwX6ocSLh7yCCG9az1mRnMvcevqNuO7xuvp4xv8gn/9difN7+YT+mtzHr9BUd2QxmjkXxlmZRbo5nIc9YWEZlC/0FtvxREZE/yw87zehsVHr8abkSYrlR8H9ni8yI43py4Pu9nGVrERF/z/2bcalOfH281wH1j/M/9Ifjg2iBtiyM50/aSt3Rie2VrCFTbQQ0baLJqX7oS73mzm9Qgy8CKU6R+YV0CKz0aCoISBmL3j0tqaSJemEQfvJUJ98Wcq5tYu0fu0sIEIC2FKYo+G/8LFda5iWHebCVul3GpuqeeA4nD6ooqup2ZevqO7Q5x8FMcgH+vC59cNC3Dhhb8dDBrTaqyiJrpwiatqBiVN6FmjPK9XUapYqCsawQWjSbKYHVd1Z8WTkqA8HrJZN3k6SkO+FJelVTmfK8fGWZBskC8RLI8sZ7qfNENxu/xQq7V1+74eP1gvb1W4YuX3fpD3SjQAUH+3ULuoMY5y5PTh/E9ltiQsv1532UcVBmTd+jAaq8VzrmqbDXSqLmdjj4f5wYIGdwgid3KOW5lj2bh7VrwWy8LYO/JGNvxbEd4FyrpAKr28t59FQAaJu46uJBYqivpZFEZJG8Joeo9d82Ofo9t+XSGQ5RK3RhTZEsBBULkgVBDKaOL5xNuanrqWTxChzqmZHH+hhZhgu+vATDAjFp6Cm1SLz9iLCwq01zYMUhuOhPsGOZ3+jBEHHsH4U4pqGsrON3r2cTJgSU3jt49LJlsdpOEOFK/hWwvwMVi0GWHnso+QozwRxRArkToZG42vbmoDRicBPbQ1ngdnjWbh31KD56XhajeXfc/vNft7cMVwgJyc0JT2WPHagpqHcS9jF3W1DQoF9/5tpmCu5xGC01XSXdf+CkLZUsyzu/xxFbv8DpbhGWDeORcTrEK0r3hzl5tdML0ziKlEc9pxwrnZUrpW7bLKp8GbIS1cfOuG3Edq52nKVd1o28doT2URBiLMYmd2n3ouZTdznZzlF10WjePht3tOq88+DFRcfooctxLVW935OzWCkuOentPPFqJH6+vi7faMnsLBrCDCv1akU+zio6M/qslb0ad8wnEqmRHVQBfa5HuJo6MwAPVVn13tVZ10Oylo6Bued7igB58kgOMFqipRAnYGKuO4CJUJPC6Gqcv4MY7voREzRJMfu1ptRGJteRZ0BGDB4NNMSFXxM/sVuUmZCVV0PDrnkfMcl2eneCDh2wi86LP6D72prEQYBiqXaED6fn7KDxCywdLECYQKPg3E52szOboaThv+kZ4teQXFPXud9CRthWecNe5AagP1i3YnQ0nUEWLtZb0cRVOLUIFBwm5Ytb+IAaNKyLx/X7JAxXNezZy4J7HijUWwSffIryziumAJ5VTuOa8gn45Q9qGkcPfFicD+QY5ue2hl2qqtBadB7POhlorIbLf/vbScTLZjQ2PF5V5BO9drJQLrIb53bEAzEDf3rJ+fkE0O+GjsjSqNN/MhvI7EUT7duevJMmkjMjDQF7CihXWTumU5glW3Y6PVuDdllqrPsNYUcpxPHQ4uUR6iHUp9fHVfXNJouY1Y5oZfeKUCoy5TjCFNxDs66JtCWG4fi9hRGS5Hb0DzUVWPPt6Nv9VMf8aJWlkmSsNDWeez8qe0svkyhObUWjcCE+7isoqY58Q65zEjMDddjJ0s2OJtLARuCxKXBcSM/MZo+mghl1LXZp8qG1P3AbjBVyD/itmmC/Bw6MSteRKO6wOrB0mwIge8AsTBfFu/MyAyYlGw9sR6ZGVer0kIj3jxvFX82kx/AFEBbzB+KgRw4o7Gk7ddQdrGsdqAJ97vieLXjFsS0qS48fNYgpFeupmsJmNtoXW79Vco71qDmdwHZ1666S+OVi15TrLne7xnHfVq0H0RQL4hZuh21+Vjy6qdEvyVgxv2ZJhoZm6tyZih+OyCOd66agUUaMT2b0qahieyKmhRV2EKlSibC1GpfqUt3nJ/2uX22XrEwEStE8Ggrk18xjqhaYpRvZNtIMkgz36t1cF38BLkxP+qGvejcLXRH5yJuKrERrYwZH5/VsL0FyZ9bqf2s4ovNVEX5OqjfbBftd1ldxT41Pa7CK+Ld7Xb7ssokCPu0WXd4CuxygazXuKhy/03g3YRcpiOphMDqOoHNnsUZSSauhE3F4RBCGSxYQqeWzRaKki3PhWYPC3jznQ3oZPYqsOHBzYt0imGsCNHw3mmA3P8U4mjrP0sxgJlpdt+/2W2duco+3Ek9qFtmcwC+zLi07YRFj1oWizTXIH/qvLIUfxzpAgOaEiG5CsNIC60AvycM6dujJkf0rwCAILXTt2MxmcAzpZJPrGBPE1Y6siB91DZ3TDrjrGIWrIOxNmNOVShO8ftDGtlbn9OskPv95AylJ1fd7vwErfz1NbUxVoeg7lWfN0DBnKifnS5Uq+YMLSU8f5+txVdLuh0P81q/7zppluk9q8U1vE4Mmo9g5CSZ3zXWDVqVbZb+Wn5MrbEfqtlczh91OgrZLzu8MRLHmnyILntRvd3CIDMg8sHS4BY8ax0t/xaOSC4FqjO6/jRlQPngFpIPLEibywr4eGeFJxVAowDqaZqjONIhRXRitxH3VG6mYcVeJavTE9/mBuTMsFLaovSyJfRzoFkOn38z/yt4EV3xw43jRopyWIQqfLSqByW2fFGWCiREJx1JbQD1aXqgwYbdbVCEK79rikKRtvU8iQutBQaSBhbluboPpHvMBKMT229f2AN0QANNKUfWOu+g3bx/bb9jddTbZZbmhs1G9wYS3mxs6E0NiVU4gZndMzM1OrE+GT0pJpxQZB1c8Ee6CqUo4WGUmRtoRdzfeJ6pItaQ7zJ7in2FpXAlI6ZSL/3UIXlGFjYqPd+uxmMiLyR6l6LY4mOAo3QMzbOfVrGvT+kvOwPjjhhiF9piHh/q3KWxQoogeNEL6FnsUn9i1u92b5vXx/9A/6m80wfaF260zgSgeRvhBoXjjLsvg197IdxagUtoZCh2CSmvQl9yRmUjPuJVIEGuwjSPOqXMSYdQaab8Ic+gmPm0cpmJkURCoM0hGfJLtqDJFkd0vrFp4i/dj4yQY58vH17AGpnW0aG/+TrXQlpJyCRcPR/6L8wC9pnuak+yQnUU6BN19ACpgSVYhmmv+hvrAgRDjguFGowxuUIdtDMtJcyrFpraEiM3G1jWsdh1ajB2bkL+fVSBD5w6Z4GC2TlhE5aSwNHi20NII/kjvaWW1la9CVxl7g481Zy48qXzUiADxsEE/foRo05ERyslpxL+BV6XGMU/jFYQ2aGxslSsm0DgsUGql3RY9kRvS5GPHb8w2f9CQGQ//fuhRTlXyByJoFdtufauS0ByIBToHJ/1PMGbjVpoVHBwgYovBKthFB6N12tSLiFnMIPeykuydWPWbEQZcavqvOC00polURfesisTOQJjgnbUejrrzjvNmChaq8T2hJG06HzJveRJnj82u7RBCAtUCUuj+uuedMGsDAYy5hCKWXt+gH3WHdOFhROps/DGKKw231EEhqJBDA8Dxl+6ekRrVLNsSDeIm3Q5t1iUr3PcAbiKmTT+5PCeVoHL4orJWh7Ldi10KtkjWKF/MWewMFeTFExZumAuLYN6KJf9gnC6JVzO574LQUirxRl4eCrTnFclBcWn2iKjC9c7wPR59/JjHQmtcJQfn1KqhsRHpmbHWH8ktvJGj6GsJN/g3Op0o2e45plkpwcVY7DLfsxgF2edlwFbSOx4rXD7m4iEj38+AiJgT6Ig0OFDKWxrzpYaXC7l16t/h05+/lxn0lxuXbBowZ71u9zdi3KnwHRfAraVXTXuQonVBMeo5YGX57QgET4QMBw2ad1KA/B7XBgMbh6UIyoETfSr0n+96p4VrUE7OeSpj3id5TMhO921V2HrSHorGDjHT4AJaCQGC/UoAR6i3T3IgJo7Tx/SSbKoTsVJ/IGsWMQC/p6M6nBWAx6W8GuS8sLYWcoOxhUj04gLQZ35K6WVfauT/5hJhX/jPkbOzl9YZekMHNzomdp1+BHxgMyeDSfQ1fgW8g3Fz1HrJTcjiDWAxYG7Whl4tTYC/QrpFfddrwaXlh6K+Y/qJLUig0EP6n54LHLPosPBu0SxcmK16iC48rlvW96Bii44nlr5O5Ec7HjMTuMDVB1ZHtSKV94/+cdBvvGbhhHX3PUc9fbwYL+PCJsNez6YhKGE7uAYwU3NO2tIn6kiKJnVzwh5mwf1eHAhlR2L9Z5lcvzt8wv3cUrPUA2FxzOPvqGnZUnMeDytHHcbIxZ4t0EZhitNkGfLk9RRJalnmpP/F3UYwddX1CDPu+1WUedMmPNYyk8jXAM9a+dVaM7qQvRelbKSO31ZjTb+LMNYjZSueXxSk5hXfFe5skB6+70BGAYp/T65BMg1AcWJ2ljP1YQ78ZHbFpgEpVEO3+046RPtSC2g5aqrBEnAzsxmEsWSGKYxZSiI563r4QEMqnmvBvFddvUqE91PmkzMcZjMCI5uIkISkSnBdN+ZkHwyboSb90vCQfczO7n6usq5ERzlWCBbNW67ETzTrVadUmDETRoMKyar7TAT80jpWVstcrCm3e6WmQqKscoJeXJO1kgf+qx/7o9s1yApinWZFqkwMGFmE9En4sAkEJP4TtaFLefr956b+9++GjL8INeFRr667NBb4mc9T6psxBlk508HjU10yYV8tgy9PNpOXxe+8uSzVe1C+7XT6XAvTDfPe0/NJpUhXQPSUguT71fYVxYO2pBroQ1c6qviVDNGlLkGUOX2PaLOSf5nFV5aQWAqGVp/nE5XODlltfAhn3YIeKYUAAhcl7oz9U+FxCjZqtp24kYx87h+Q+ZQTtnncNabquy0T6z0QeQTF3s2qVLCPtMpb2Qy8Yp/XibFbyCbCoAF1zE7zf07hTFESFCzQYm503gs2xG8zit+/0Ci2oQ8ksfupPJyTK+h9eqeo/KxwTm8jcrhnI7JFQyn4t5XxRXX4cd+mbigxMxQugzA/eVxv1h+Da8ssau6LIybHCa9vLi2f85IaXUOeSXXE6po5UMhJjg6qN6K3oqodTh7ObP/jKkffuZ5msTlaEOBtTO3JaDOqVTOn/3cigFmyib8dPDwF1csiJhEvpFp/f0UOsQdkPkhBaB9dGI/oeaRb9u8kIxykpDetp9BMUnxAXlCQyGB2oee5lpoPbf6LAZ5mGRgzpvInwAUc6wgzUeKoA9CV7w5R5JSQ/IZADGpFEaYLhLycodwM2jHw18hrZqr3e11r2eYDY/3GKpbyebS9U21ZDwSlxGnH88b5L0J9FEKHOVeFC+uQXm8TG89JvCVjPOOpEyztU4XEbX2AQrsisf6UnHIHofkKCGBW2a++6cHYxVLQJgAi4jujTa9cRWm4i05rWAv4ZR9SK1WVrmghgC2jXrf69CCn/fYHOLV6oQ1NjhCLTLR+kjsS8RWIhdrsRvAX1VflkuHJSFP78k8RFX+ILVNwcaFJInmUqwk4p3ifVzGXUOs1HmJ+woK1ugQTrmrtVs+H15wg9wGij4fseWJnU0P7yla08pAHGDUXWwWf514j03watLmFJ7OAa6uqXazreYqQgNEYxpLt2e/j1I8mHh0WcdW5+eLFndKRx0ZgNtUYgcFFL267mbpoLzVdx+sTVUFIAcpeXa+CjrbCon/uKlcZNtwMxceXdhqd8pH7JHnaytEalOJEVd/NNZzTcrTMjB2MXYE0/hEVMWLNq1GvN9iSpyH8foQxOp8VjmSJRD4al08HtnE200h6qiKTfhTtsLt8ob1htKUskh/CcqkVV/l3YhIpIxf/LwS2l4DAaeVqHeaq4G7LDm4kLMiQ621h8zFyd1ifvFMTfj/AV9f2A0ZMZ+ul4K5CvZMQVm99uzR9eKhgx2TuRH5Ub7mxou0glF1j3CUHU8Gc26H8Af/M6+tWgZ2J2dxrR6WO9sUXWPobd7yGx761XlBpsvD09u9Jo1vZPrhkoo/IDMKiVl3aH47qNzWVkl04TgXTtDWlleQhhJcdgJSkTlnRSLCQeldESoOdI4RGdguNPJ58Ubz3Dzo/rnXgcOahDRDZgID0r0rNgd6vfrSllM1sRWctXn1KhrWa8z2bFEUmE/Vf/zYSUUsedtj1LoM5/dlP2A9zPr1MZwCvLiH1mkODyCtovHHr25zV3TTRbn4d+ilzGJnXKYh5PvfZUTq8L9T9uB5k7732DDyywOV4n7BGrkLTSeuR8E1vuffaKO4QyyEYdzzj4oF5mKQ4r05rYnfNgClOiSAkOkyYiIINNzcikmwioPaohi7KTUOpib9QD/z2b5wklQmE35oVatFOvTxiP3EH1LD0w7htT1Hbemzu5DakixRqOa/hpcIweOdwKfI3D5yM1Trt8A5UZFjTW4cwWeh4kayWFT2IpSCHT+92qxeUyfihHx5qOQPX2++nLFHiGSiBIRhbEHOeoOHOapBcu3xSICNfWFuQQcgrJ/xNtqNXY2CF4gw6Tf6mPY03MOkRdCYu70iCbw8JjN8noTem5RCVmrLK+ryht/x4EWLuiQsRD/mDPau+/5mX/SnMtwJgVRNCTCONakGESMGA2698p4Hjx+y73huY2EgFIhBu5CknBtPmhtJVNreXsoisu5sp2O7tjDl7S0fpX8aA9P/SYwXXy5rfrgAbUVo6aqs4Tj4x9zVqi2ZjyDGRLLqx1N1PMGm6xub3TSQCSJ16mpkN+VvNDWRG5/mnOSe1zgCWLxW/FXFTXIr8nhOWjdjASj5y6L9OC7Pm/qdDQMkwPaF8BJPAtPQcky2f3AOMNitnJW+HBv1b983VTbeSmA9bmuclm3dSVjCvm3fr/cRO/vrkDAOuH7R8Rl4nWl9KVXRSLZQyhyIi6snEkxZ1K21rT7H/JVLdcDY2gTQQxCQDCBKgCbyO4fsX4dGxhefCRIFFKkvVlXvixn2Jet4VV9XXQegXja3Q9g9y9+sxr2eCID+t1jU4iIuDzvYP6BPMJTwrZksN/siYQJfYypiVc5NusjkphEsk72teMpZyLzZ+0GDMJbtR0QDsgHi8PppVkL7iH5vUkOj0UaPheNyosB3U6HF0tVA5qrWZYr/sjYRxuBrdnNu9zNTILADTZL9VVDvN2k5SqhNsyqZ14OK3Igfw3vQ2B0GbuBKJgI2oynVsZFZ6MZWVE305xzOxb7eCqPPOSrWAButqVi5Q3TlIMZB4niQ6jXEULo/S+u62T9T/j+Ho/9SWEnlTT2PTvFCtkNS7jSG9HZH60Cg+z5rMgXNDkvI0NcFAT2ZY+FflXB8j5S0w1AG5JynaABi79EaPFCu0US3wQB+6l8+bf34KvEZdqTESRYxer2ARAf7hUMinQ/HGnFjsO+Nm1baZtg1iRqlytaGbUOcqtQ89jUVaubUh8b2mvLe2UdU1bNNHKD7MEReeH8+fWrh22Nee5/NkJziBl+BKlof8BTM3mtoUwIyC2lki+1uL4oruYTNThxt0MaMtwlOiQ2o1Y+sE6t5EOkoZxFz6/fnMZDquClBPfXthZKrD96P480rNenJsOS7AQye0MNhlFSr31n8lqnWFZD6x5RlJAt3y5PUiYPSxCHIY5/p/ptcsRthf2UteOXCf1ZTsneljtNu5yN9ysGW4ZJ8P+TzlTIJwsRcS33tV5/NsaUDWUto377rsl1UoY3xz2KcMp+fGM4Ca1FaVsrNZV19rZFECoCi0PFpYQ2p6/MQDw8l1nrfYNti/L7lMvbVdg7/IUDhKOOqqc+0861W/CsECIeA+kKJu9hcFyfs767HMnVtBKi8HF4t3Th1oKjbT2O5wI+khY63PzQM+/ZHa8izCrvvJztZsAR8a7UCPzHLtUuA6lG/cBg/EI9wucLp5I9II8YcFvnoZ0spCVmXCIQEy9RBMuwTIyDB3in8rd3R/EjBwOTjOpUoMrGKu5Thznf73jj6EZQt5XmKKg9BfaJ+VYcCVxpJMK59eS6sGvtmnEizk1OA/1xEFRgYB5I8XP91AoahMKJ86MfbbArATtItFW7tSlngql+Tm//1o8Iq5WnzVQlKLNoq8MmFJ/ilMATdRFO4lo+N4Q2Tm3BFVBL/EgvZbv2ArCM4IHLVOZSm/pRoXGzqdG+2ZsdWFDZ4JAmaB+gqL3UpkgtPBNuH7v4jqkQmYmuMOZxgzCreBgBM+W7sKOZjryRftwNKvfVVoP/b3L4yau2q3Z6a0eqKYvBhGCyL6Inpds1FaF0mhU7lxt/2yHg65up03s6Y278ulbt2ZqacZyvy5P6yoxQqqNhU97LbMaLzmM5a/KNVkdoDJKzerabkA4Jg6G1QOWmn94M2I4rDSfQdyf3MLoaU7+isDOpmNjGaNfuheWC2JKBQ+TXKkvURtpq8ULtLKJ3f2G6Yy7LSno11GnfXwEvb2l4kSeXYDT6PQiWcnBptkYs7ovfuTz20ooFZXmaBq7SYhC6ugu1eqIaYTB/IWPwBmVQOMDKMUMIl9wPoVTFzMyjdyKPLk/kELyz/2n8wMe/kiRzK1nUXmmDD1o8qfESomaRtwerky6Em/40Hq5VClpbRpat5w7XVAD6xQOwYLCf2DdUC0p180Ss17Juj5z43wx14WAceM6CgGLPYuvAFX2tSeC43v2B0Hz5T3L2zMf0cbkHUeaZC0GMlZBtoiKTxIjd33xDI55AZ69ZRCRjA1jvFVFv4pF1SVhrNY3NrkV8NZObveqywYGimFg+IsbYLpIUWTABfs/SEB/p+nAlCqG9XGX+JXLQTzUzrpWdTDnivtlOYKJhW1VZdaoI8kIRMAL6RTvrGMjef8RCw128HaYsUC+MP6TlROLNbLlv2aOqMR3kxJJfmG2Xca7ZZyXya428FM4hxo467UYuNu6mgHSAvMnoICc7MOLEp05MPi+mNQ+HQ1MviyaV+cWb8QNrkweiGSziobwPaPNRFMzm3Siafd9M7ksyYHrY2DWvWb6+TfW/YtiHkleH2C5VKahEtQ5hp/wC+HclvV4incojao0XiKPK/2q19R/GSNssAN70M4fxx1b//i189jC4WqxliUdn90BMWTFWjkxL9FLjja3v6CzZ0Kx8r6ERbQ7lYAY9asD34Swti9fjmHN1QzuBSKjTQ7YsMHnBf1oV2/QCn0Gu8UeoKjvMrxC8UVg3gNUph9eL7qprDtpVzNxvHJqdKwmsbcw/iy4VRpyd9xChLDW84mbiJSRTjSwBLwSW/bArWdQZ55LbGxY3Zd9aLm69Qwp1Mb/HGA3bFP4INzK/UCphM8bw0dU0KjL1w2KtMr2e0ZDw7Q4vRHxXb/nTFB4YgTCRcsrItqVGHn/m0Ubu1GYePDSUBYKA3N34pjiJiLTl1yc3xNmJ9tiISOwUw1A3j/aRcEz9lTuXDC8QuwbCiq3eaGRFVp9YaBuKhIyYAd0BiXCHK/sT8r3pC/lTLNKrZqMGs7MyDJAits2YMBGXgczGE6cRoiMV5aXbY1DtuD9IJqg6YX52I+KtdzP7Do2/0fBYxh4CCzmCtfDGpUfmlKIUMaWE81OIrCWaFB0BcZ0vXiqyv4+7BON5TLYBJvAfq3jykLdA27nrJPw/xeoUjQ4T+C3zaAGeNCgvsGNhnRbv2Ztqun7ub/BDl2smfE091F9QA7x0Wu75sjSwNjUE9uDJmGYOed7VH9KMcNnI6rPQ4T2Bw4VyL0fLb19hzCVcOr0ayU5NPWOIJRT0gqbMfi/amDKhtGxOvWmUau42dKKkKCYDIL/wEMsvQMUktrbGA8Mh2wIv/HINEmIWOHBY6n2aD+doMcXjDAQRB0LpB2UW8WI/CgY7r1qRXcKOt+ZlgaXsF5q9k6tf1wBx48YayovQUTsIHPuopvjJjiK+Hu9rg2wxQ9uC46sEnF+KhGvGXTLrhW44Sjim3vdduQzVMuecz7ni8lXKchNfla4hdvtPh4haoQXYYX8/319UA8ESjr6Jh7lCzPT5T+xlC7zGQ0wDRVBdVBN3E0BD1ZygHC7sAD1z2MlpYWer6tF6wGz/AZNPfEtytSQKC5LTpjSv17oG1wItGmIKesWgY8ggSF9YSeUtBmrML7I9DEz27Wpn2K8a1f0n5XVhQOscEBBGRupas1h1wO/wsHzxfBh0mb4HZ9URuU49wtVf/r7ml0wMiQ6cdfUXEaRS5Zp1I8lFNDuDHZ7ebLT5QK8TcVJaCZQApCyDpekKCDZSDAepLp64lUZ/EL7EtAt3ZV/UOVwbP1ka57SOc8ozBjLTZifAWSjna4cFXhm8JckZpoY+jyOQCOikB2Kl8j3wKXfFyU7aA4862HQJVDH6IAi5gGvAVod+FaH0rKIq2KzDRXgHjOBMHZ7lXv3jveZoZyJmsx5Q0KjbnIMF9bCdDJlIOvV3+OyP4EaatgV3oB7gEf1Kt8WKK3QAKIfipkSlncByGLMBO3msFDr9SKUJ5kB4Q0ndaBwPnCrv5QD5F40zWHSXVSq0eLlHKvhslaSzqhKSxqh9rCZX9UoHPnYVjE4Vv0S3TG542591NLhCV09wQjnpMz5V0Lw4f/g6mYU6u5De+w01x3xYPTZ3anlLqso8YyWX9PiabybgbrLqa9KhyGB7G4wsJgLFUtnr9nQohGeH+fkcgwuc7MgFpLKYMpBuRmgCumbzY6xuoZcJMTBk5OIB4qlMQDlCDzvK7sl5D5nN1NJiZ+R5xDkWCuW6JMLuI3NVAmm0kUslMe3kcjbumN5RfyDAymYUZgXJWrkp2gt5jme7G2EC9ehsB0ajEZt2nqu+D/y/Ht/3vBPrQMd1dGvnSklsqMUL97/+VPOoQz5R0Bm2c1RfKlw871DvoreiFcHcNomL97ekDIiD5Fjdrn9mMzvTgwFHOaf7jMSkbY3x4072e10ihRLjAurbjdGAiH3UlH2+TOEfAKP+40vaBhZKQH2mNRzzKbCXRLxDs8k/QapkcbxkIzB6KP+0roPjMR4AL7+F1DydqWj71G+M1pddkWvplonIhgO68rzqcINrjACd51klKy6Tgr+iCuLHPAOc/DoEFxXHwZI1MAN8s006DTh+KLPpc82CL3nQoUrTCL8W19GC/kb7J7m89dUIXjfTLWiKeh6NAaVIF+5lSu+OoPPhG8exeNV3fVX1i/HS4Y4X/AGm4OGFC65oHnvc0kKnB2H2S00yTYGX9evvr1oAnAY5qr4t0dY9OzvgqvufkYaVLDP/g9mDjwPtkhJkCrC2ZxxfzA6L4JiNZFw1ajgEWG96m2dgKnNXnNB5SaiAg8PJT2pLged9KrfGGPswFW9xL55NjSt+dz1/I/DZRFzU5zt26sXsizaTjGBFArPCpE71G8Q/FNrvDq3H6ckCGW7bJEzmiZbdXg1tDZgNJGxSX7z905HlzBeYEHcqXmzMkBeWSTwHSC67u8OFVVwUTNiJwIYcZCG3axEX+P6hc2Lpzri1OCqgNhsRVBsi80Dd+FpvPX7zNaT2/9vaqsRPxhVfT8oYxa28XxWyK9nG307tp1EIKgZ88voIYbPssH6dSLaothvUH8vO57rCe7Y0zRTVKxLLWAV3Dg842JOjFgxngj2II7jAjp6iHpfB9DttDP0nbfmDmS4KNkV/p8cfwefjxnMh8BRNiVwpo9QS9gdAmsYmjNqWRmzlcx8bqnISyB9wSBuuTHiHflGyhzO+zLi3o4U/WMXvrXiEc/mGO8AzClUs/gaYPUc2aYbzYP6bSX1uQv5VfVU81Bt+iMtrDDWwab9q3jg/6fJImquVn8D4oOa054GwSb9W92KFD1bZHYcEcUKZAaUnMC3zzM5Pc91wNkEyUBYreGy3CeHGZ39+q+so9MSQzt6Y43kEAQTmvhF9Gf4il4krVwgPcAB8qcicsF8UDCplaRQLtt0kgR7pGaXvUmNe5ZIQAqz6Yukowur1X19XrflORXVyw1pUL6xSt3vJTBak6lO1lUdBMm+6QTHVMC8y/51VKHyyNQzyl7jECDY0vX+NgzFjEI51h2UgZDrVk4nR6y/h6Y9zldYFo2XBJ54tCMMjtTC7AF46NPTtnWVJJjnihWwBbC6Q0WRWbR/pmdv3NOSDUYsc7oDBVdMosuaVWsMygDA8Op8/m15Q+dk4cnJ5tZEup1x+JB72LHzyOJmlXemPebyhZmVDANzsDOxPmpLxqA5eRqzo84eZTZICsTuuH5jFz9+LHzbLdYexj1q4QUrOX2DXOcQz0sxt4n1qW6A8Eq0YXSwNgdEPLVteRHLuvITJm5t61aumtWUFxA52v2iF8iRlxyuzdqAUsqXtcclmLMklgwWS5t3rG2JaG92WB55MpyXja55i6o1GKJ0jvZ4SPVZQZ8bOHHby6GdQS/oAE6y0PSjfkjfgFSrFA1lNkWpAsO0uavxa52rCTsgBfM3VwiqG/pZUEOyh15GvOn5VYCjePiVHozQkGbkUMWUnpvxGaZ6INHMZ4RY3TlQ6p8QuNr2EGEZFqNyIh5kJECW+f+WuY6cGcIrPwrwfv0rM/6NTnSaCBHAP4iNL8VZ5D0bHRLN7z601FbDhOTItJ5bl+tWKnGxK/D7RsKcaKLofka3bxx9hJ7ZdALGYxDuckx5ctqVn8vQz6cxFRQ8F5CQpzaEoAWXbEDcNNiWr2SO87Z+QMav8c2qQlQRFhK15gaNYTi8wpA5cZ8dCJndbpqQOhdAWcsKKGlBOJwu7QsYt0owWAGrTp/uL3Xlmu7nbNk1hP9HEIk9p06iIEu5q76PUynnGeWLCNtaApMXFwNpgV/b4bNRLpgtSYbP3aImpFdVz5giRo0uKt6hR4hL0ZSZu91Bud7S0R4x31T7n3G4FckJvZ7h33cOuC1mp5FldsUHP9GrB8HEBpkIK+Qfu0ZZIiZZMlVd2zGHe5+qHu9LwIslGhEakBzwnVnquZ96u2G3Nv0nBAiXo+ksGzwZ7VRhX2CPIZ7FJBGvvVCIlzBo2jK8xnD4iim/K8vzBairrrtRniJdEixtPX42xVzk4nYXfPalS9iuVkxvfu2Kiy6bjO566B4v9uWEL/lAID0F4+IwwMZSizb4Mm9PKuz+tiC2ExXJzn4UdhcnzNvvgj5gBFxgWw+0NGDX7gQLSRL+4esXB71ssWccQwaiqPIMr7MiQRDpq2YDjV6bm4huAfIgtompo8a9ATzmJqgurwa2p2BrKzLrTDhbBIsLm95HlW/jHgencIp+fLi2S171emit42VMJdMVu36U0usWr2eWDUUcQ7Ab5xhLMUfj8Vu9zVzM8aBXFQ8YtOza5UU9dwbwnJpLHZTqZ3YIl/z2vUEzMA71W1K6Ar2XTTaNL8Oxs9hA6QTgq9a9IaCMWlkXLZ8PtVHjNE5caDNS72r6GHyRu9s/4Q7eKGXb0yy9xWNvwA/K+F/uBEP6kRJlqgfOpqXYWdOCzjf4HaShkwQQnfDGBqU+rdkCM/5Vkh9I4uu3whKT4rI3h/bfi11Q+J1d6BXZw8fiK2+GSdCrZ2Np99qssTfzTIQmm1Eur+GSDoEicco0YUict1Kcgvzj3lqeRCXGDbJeIpKgBsNOAR73XgOjSBhf5z4i9lqE/O+d95fbFe7dvxSxdwSrSPWjRVFdpLtk3ECJqKPxoVHtmjj39eDqs6leIYye0tM/T1I6NMFfpLztpL/79J9pUpsxuERbK82CeGKRZfEHvPVxJBcLsDNiaObLINF8fbTfWmLJ+dsJMG+J4CH1cx/xva8rmpyrb45UHwQ53xNSaXD3C0PCFl9QCRFpqX73u8+ElkdkBYwIBuZaajlpMqPHEMRZJ3DQx1+Z7R0FqwwvK4zkdBaRdCfsk6Gh8gLSUig/XZYwlhv+12CCaNK98jauyRtza8E513BYd91gw8ZUiagAa8/nbOjls8/dA8ni1FkQfToEGO/bLtIOaL9MbzA9aGDQu5cJXY7R2ponBusbh2GWeEjzGgvbxYxHjwfXXAveXuzTt4qZWydkOHEvWH+w7ZreTDjIETt6wkUkdrJAVZsqYw7+M881p1Of9ZJTpnxXqk5RfMw4uNihWBUf2/vicA539ykqv32cWdG4OmE40FYmNGedCSstjloTXLQZSR+fDVcJVmWazuvUvV9nDykcPwT3b/LuuSlWvpbgC0iy0xvnJj1lWMAWY9pCkS9b/jkY/8uWJPilEc7NnG/zqHFib6PHQyRmClFTuHZiEUEnWqb6Cm1h3dflpU3IGmkmUcmGf7BdfAIAjTBVx44wvFps1bwjUhJw4grRLZ44sBQN66SNZ7MoOQcjTUPccgdLYh2KlKwfXT0xuHcDavfpbu6ue5eDc89J0JkbzWOVK/iymDbq8ZQ2EvcQgA7m4Lj7zfRd9CDwD5oenxFfpgoQk3kpYRH6F3RfR3KfgTmw3n+rCQkPCGo6w8frzB8NriS8DJj/+dnJviFnmDwjokVIicu+6ydgGsB6fnyyvPiHc4v1YrHSkSlD/tF2xBbBDUUgi7CccuZQSPVLPlJwqItn35Y8nFFmeGmBUptokW3htJIhKCZ011n6QKtcE1imAuQ8970Chlp5VqQyPMFsVdfxoyQAVfPbU1pFONy4dBcOFWO/fuDY2nE9BakRo4gaB9kQquFFwLTrGhKEZaHQdfCprWl/+BrGO41f1lXJOM/L3sisouyiNhxv+juEcS/W9KvOc3pApOD39vXDqS5DsqOFYR6s1kdzn5YJYFAGHumv79GuULsiIt5da7odoF1QmjdTy7P9mhUvSbHMRpskXZaPVOiwVjo8f2bYAZLrjCmVVS6KnqD6Ev5f5u3qYa9qVHhTG6IR/8VUWCavfGsRAg+r7rBcr0bylU3Hnct+40RPT2J6kvHPyEIHu9H6yp/9z5dJZ7Q7zvIUxPr4zy/6RjubqpW86QlkkJKqkax2nZH0o2naoOruFctdKMZuQ7Wucjs9WyIny0mZ1Xe+tAf0IfxAXK3eRdHLGCjQuT97IvAsfsQ7zsrS8nSckYGkyViP0M780YmQVLfVDXdAvXNW8HFPoXaCSs/F7ZReLc0ajCj02nYOUl5nqRZmzHvXkzcjvFks43R0bMAdsnaVYSV+1DW8p5fAxKVanmcdIyT5vQlMcZxOUkE9VbXuAbQboQCVU/wrwd5I67eXsbDPIzWvkh+rV9lFTK4s1tATL/pIFmEcetkgfR3q9uZXmg342Fr3r6w5PD5zKj1B+W4pJRyI+DgsyCF5cFleIPtxefdbyGbsf7QpqoRH+4aXmtuZXR5PylVPNNMlYQy5edxyHsr8ubSSQxMxPMewY/8Dg9anhYjJgeFHVGXQ2n9o2d0JbxVc+Hadxoud2HC4oV5yWXMfcYUc7sdKs0+CLsJe1Oi++KUpWyI0pdGQD8QrzdzubJNzdsLLIvgZ+XbM7eAN3TOjrILn7fc8S+aYHLuNgiqlIHxHKWybSmG6WACkfKtgTq7fZyQJiPdeWFBM/AYNmqsR65r0kHdEYCLDuSLM7Dt9xtuQbZKqNipCwASvYJZcaAVOKmejeNlAbO87QxiMMoP+RUbEe527XOmPJz/BUf8b2UTuPM8DBsC7DOcQ+LnTspOswDdJMNfJ/d+yBVLG3s293K6xH06k7b6zm1pQ8sba1MN3C7wOeDBHdFl9kghtjEhpXl27qa3TNY8fU9X6iwQ7AyWcSFbg4FNT2n9kbjF4p+ZZOJ04XzP4NjDPyl5L9WJE1v3hM8g4M34lk+8MRTjUuZrtb6s3DVMVpNEuk70kFcjPtnnf8kXVVl63DAQmvgJ9Ky0yoTQR6YTLN8EtL0zFirjDDRuqV2hiUqJJRUHkqYjuG1VNI9IwiKSYWz406xpfTxRuneUGJfA4CDe44SKbHpeUb2TuYvihzl8O/pEe6PS4aT49u08Z9Azwev8rEMUett2I3Fqzg+nFYMfc1bLtQmjb7JXzaScEEA2/BQzJOFcvO+anVufZcc8YyjLbB6sxIEF9YBzHT3G5llozRDj2PlIjawuRJDcmDJwGBOAbdNjE+aLrSvDvNoG1AM5t8OrGllktqDayC9fWMMQBW6sdZHJtlFOGjLj0Hkyq/1iEVVBrXDUdZ+GR999Qf+lOQjkIxqCGmCi1wU7PQ/O65y+r6YaeFNHOVoO53d3Wd0asaPEaSgOGNVvs3qrgoiN1h3HQNEzkfqMSt3AbePI+AU0rxUQSV70dl7QKX0TubigXM4NinvI4Bsb+fpGxnYP3jsJjYicrTMhFda9kaKVc7HH5FD88Og0sWSXwqSZwu7jZApdHNYpYyNLAPJZkgegrZbR1Fy7YDTaq0Az+XnLV1kn6Qu3wEDp8Y/qM6U3A04iODsDLBVSwyRZmHG4lb8AVqDsQMfyWCutpgoyXq+eWDZwEOLSkBdsR33tWGkJbvGUrpnDb7EqczJZQxXOKgnwNYQkiJuPwijpb4reRAHWKXJhe5KpOORetOhCxgBe3oT5tgfCyp+qxqIYEyNH8FTUcvM0D7QhIlXvyt6NKfNGw4iEilPC/uhJ3DYnnCKsyTfzo0Bro7IZovTsULyPb2xkdG5KGSh+uw0SrE19DimwL0ZbltxFMCiWR0BfuTekxNK4OyKKTUgfE7ixCOYQX/1uIhHGUniKG7Cg8smPwREeEbP4Irgsse3u2dC/w4eEYLanppBWO2M+i+K8OQoeuXuVoXVLTInKZxRBEKbCtYsTl2cY/Nbn1j1BVX76sOgwdTST6E5I17H2ZMTCcJLDq6ITIGNkLbI1Bg7A76DiRztsTiiMNmRL1ATAnAbAU2P0fN6SBgeKHq051vBmUmXBjlUnI+C3u8Kh+F6fnt/dlxt8ZDz2pOy4uOvuG6qjiwlITp9EsBs8t52cqhL/o0n6W9/5kH8hSl57cqpMoVY4dIms/peprihhQ+p6EbJiqF0+Z0YEeZ7A+wlil2NBnGeQUmRZpgXSOhMtUHOFAgV+kciiLg/6z5eT6UOz09AgGWc0BO4z5jI0E21Tw1ojyISyrAsvy3DZwMOXsWPbKZNrZoP9dVHc7TMEcaPnUa3SXBCp1vYM1uoBRXkttA5HmNMy+vcL1uZ84Ye9RWxzQTGFIoAJM7ob5divU5LtZ+l1X7PDQBLdwmcNdLN6I4GCYDWXM7n0bUweQd7t7GGPYz0JUA7Z6GzgTUKBwoNo3Tuuk2oSLdYClwdWfKJK4qMQzmmfZUcDbx/tGVPW1DZjrSeXe2jxfRZQQuIgbNO/dxq03ouq+zGGTAGMSOL6jWROR6eBlCoZy8zFnkJcHtwJnFksvKZ/D79wS6/vpoJMKpI+6v7rvHCi64mPc9/39iFjW5SKdWXFkyAgSsRGDHN7DXh9YV4w08oIxCaX+ALkxSbyLgEKldmCSOF600fU01r3ldLKYdsxQUTlPK47AUSneZ4dV09nA+AoLA9Q/JruQqkb+/02bnlFtuMHAZdVa11eDvopkhgQiDq/hzqxsqV81+eITr33K4LlDBlH40JGbg0f+KIky2SupXwrLG96xVgzIHgOS9w1Z3IFwfSjVtsklIMDslHaUD3LeyMDrlFwUDS9TgKXieSBhkTHlEtWGRMmqK2swGKaYL3d3n62KcAGNEbEgx4HPF5Ty30vd8i4FrwlBdZBb5kEA7N7A2vcXNsNOsZwwGhO+9TBOjq8dRwdLZLF7JC1FQfnn/zvk86Ib0sG1xLqyj/oOcmHPSKlZU9o5ZyrTFamxikenwiHp9TlRWQESt1vka+hw2hfqPGwceXUaeLckJj5/gmLzgVN83nn/8XzC9xplgp2vBMdYoCXbCMO9bF+zxedebMMe1D0atq7uP4LLwHbMd/bEWaP+MVqYAsfhqeOiV5lBtux8Tu7CJDJ3w2mqGBcBwsbyp1LQOCpggOY0Ldm1jFlZkekDAXVIcct4ZMs94aau8ggiawkoq7CMrzAVqS0DBkmDgXym5RAwrUqvWbKbwsX0z9GT3oVG01dLQGQHnUlg3hub1kCTKjDUAXkaZYb1dwBOChbXQh4cO4/VKQctqQl9pQq2dCR/ZMOVAwtjfeAK7Wc+x3SwOknbI3iFdQqCROikhEc4ERPc2ntXFH9dQq/PdMfo8w1VHbRn72TURPAEH9LXpbfZhE3oxe8YrE6j5qeBuqRh2R5ePU6vxXs4nL79gly3eK5T2TXuhrzU5bGpEtHamBDJe9VFgyy/4PJUUctS6NbSHABOSdidUyU4sXwiV2APf3bwxi0pzV71guwOVVAXVLRv7pKCvbUbcpjrDvaCUvEvwigfztcWo5OoyUcTKEe45wQH7Sw0fuSTAVjI6tS7LlvAGnpDDM7WaZZzAwdMjtPVql/XEnL8/bA6xtWTvSVugOy/b6pPWyrtIlIQn3vb3ZGCb6EO1PH6SjKjK+kHXoduW3pTVJ05LtH8xuIQRl1m/8Bw4ru2+hd9Uud5CFPRj+oRKj2jrIjO0a3qrfopo30Jk/GS5aAj0iKpu+f63tjYZni044TrRRJCnsWKA4XZA+iy1eBxc2YXMNDEzMWqHUSoBMyhn1LPYFTe8f/UiAv0mhYyFgKuAWuWf59YxG7mEribjio93XSawi4uY1+yC0D1eZPtASKgNxzQPO1j/ul/YQsfYYRVGWhP65GeOV6cENSkm4zlH3Km1B9NtvFyXJkKvlErO44luSzGn1YkAhR/UpXBZty2YVXaRl4h35jFNjBuWuXjIyBVYXiMfr/np3f2uocTeur/hzIYHWvrVa3caNsZpHHOs0dNfeji/h2zH240nERKpp5kvDwoaoJgZgOIh266gpm3Fid+t0QD9NfI/i3ATP68TIaxvQeSYIW3xiwu3GawCkvKfDa8DLJgUXX7f/pAMLl3LL01pkKxCRZCYh/I8SKBGutm4pL0b3bXG+udh48VwwDcueVjY3gDj+9qxMUAGBFpbNCf/0vUeDd37fHJBU61L2rc2u4FKKTnVGqYHL8iSYQLGB2jpxNTN9z9tTO8osrkvzatkuNml4V2LAzbdEe1PePMFDL5CZZalMZ/Qwz4hx8m2mcc1E/a6OKeGi99i3VFooWoitMB4xp96ViTqxJf/H/vtRtsPF0n2M/rUkA+OV9jXg5Il7/bRJxCK8rxPsRCTMAi2NleebXpEH6eYHfsJ/aq2MEhBzITbivx/E8CKPi4DXTousYr6Yn3qTv1hVhVf9Jmji73eE0ki4nCJluGhC2UgYLhd5o/zJ+O/Hvu6Kc6oEhBWw7e0+kSMgpFbVKgaAe6licrnVa5Ygh0Bd35DvClz0pmj+pKjMb1CpK3DqFhL/ClplADE2CaZ5WmAw4HdaRTmBOwQCoHnUZEV1BIknFjJDuYWVjh4a1xpBvhHdRZ1jC4kf7nMHQ2uP9npS/RSfkOtNmspqTDowFtEcvGBRXWHUc36T7aLOLFkep8BWUZWNmBDDKErkvU2jJ4KhNtROq/izB9RF0SInDaiRWNJ+0ITeorzOP+sOCDxeTyJs0tgvyGI1lwBbIY4gKE/lPxSqNhNrgG215/pZPwpADzV07DeaP1xLoZ58P0XZjiUsfRwp2IUr3beKfjilixgShY+nHKi+g/quT0N/JSKV2anQE4edghAacATlwXGxR05gEza8AdVs+zxulZbbG2Cb7LRPw9yrjAvn3YWjHbZ0xCoqybyfofmjAHRlM6KPqWTv37FRsK/BszyCBNJUOp5C9Mk0viSdJxDTjPNPVE17x0vXFlZDqH2SYsjuR7b3+91tI7DxDffGxvq5n9Oj1G3eVZT4zQXTy6tc2BOP5tesHn0N52chZT6S28VPtN41vDL9D4pRVCjJ9irCV/tDDn/th+Y/+ShdJnCOK9RE1gWzbwLIv1rnfNvsgteBHIcq/HslDQXkc+vq0eSIQ9vz1v724jh+Zl8IioHmZmGumtsnytR1Ie9xtkD1b7L7ASfqd8vydG9wpLJIOmcfqptNFYOtbYyYy3BsBXeM/u+D9y+MCDfBlKWDjk93WKuhnszn8AJsI6Ea5hDn1STdYBe5mw5KdzCR293zEhp9WTY1/8vnFeuSFG3uWVgBd4ERQktutYu6H+QF8uFJWMkF6lM7P4QgdUHtiUSssCSmheM73MOljvzvKiUgAz6ednOasbn1njWUHX8wPUPCh0Q78ayg3sEF81eSP4GdzBlKJYLWaAZP9jj6XqYlUcnhYZerBC2YvTa4o8hWJ5c44fmR9jcLsPVpyQ1FovWRJ7SCFyjv8ImI0+4q9TPpOBT86wG3x/ozaNGoiWfmPbprYfrzUf5amRbqvPe5mmIF98MB0wIOHd0qVQH8S23GiJTDFZa9/8O6cupFH3plVbR6yT5AYAETPtDdK5pDycVPqx6wEigqr5SLJXFZ6hTCcf+u3htoIgkssCdIzCWzpNQLPUlY2rqu7YylqAkzAzjHdfQfJz9in3cUF0EBwFRNLkvlUfRa6mVkmxJ5fpMYhHJ/r1XhIro3WdbJmthJc+NSS3I4O7Zld56HmzU8oKSCvHdHCDUdnTf727MjWxF5snaP1NCW8La+cNOhybpBME3z1OM9z5dgndccpBCR06AATffvm0WPUkt7WfScXfCBjb6jzPdrp2n2eEx4bhC8t1qy7aCi6XOC1VY+LdWumnpSmKMUhadNsL+MpVyVLpAXp7tSu+aC7QUDepvIcSprNoZD1SYB+D1aoU7T/FXRbn2cpaXnukZj87t7Ow1QLJDXfNU72Ybtzfij0XXFLBwi4px2kzXt6F+Q7pM0xDZ/6Ct92PG88It5jA+rMvYux0Iss1m9cDqQ0PRNU9C8dVcHaUzo0f4ctQFN55u+ymDoROMG/GIPtd1n4+ghGYUhKRcZFyJGIQvARJy3kXNZIFxIG7zON3ceUTzUFS+gwvhx7RpKt0RF/IzpHnRE4/1ThMa45ZNAyUikjIZ4T1Y5bdliRgwCTPe9PGFyTo4JyuxHNUnXjP59y8zWtlUWa9b1E2fnt98xhh9MyasGiWKG6qkKGh27+Ykx8i/NrLZYBl1bwGzuce5RwxeSppemJG3dY2hDZONVijnXoCG4AjzomAaDQCMj1XuApQd1pVtaHjDRibkFnEotZMGuiUC5E98SQMEhDPrSlMRRGxKnu8Bb0MHlj1ihmHDqOdzFhVvCVrAlHfwIxum31vHErpKnaSUgJr3BrL68pPMEZWe/w8E7MqSB0dfZX5Tpmo2rszygrEH6xyvzWBMaBIKWaDfI1+F70Qiv4ggP0YysnfbHAaryX7UIKUqqCndkZ+cEtg8lp85qOK3oSg83N8R/VgNIRcUOcM07OYN9W7ELOSIiDiBem5JElvjUmVMbWyOYsoqtPX22M5euytiu3vZikVdG1ilTCdyuENLLbN/NvkBVfgS+8YRIJ4bYNAYKC4hd+FGWBQ+RZsuZhrZ9gDQOVkw8hC48Ft/jFtHFpKLUjo3OChRhDpLzdMOlNHHpl0Qo5232hLaYPAcIuIH+5BXDqbBpnIiNp+7c1FxIm+vRWUpIaPXOxpfsSiPwd8h5upnrhFDagt4GA2pvRGEsBhlYP0QK2wybBuhoG2Ktg0I8zfHsiymugW3AAcklV2BvLvxvRO0kxRfYvZiTi45VNbMNYpnmiucOmLuj+F1M0znS12tUhVSysYV/Yw+oxPvrv7mprc2N0cvmwhE5bz5r+NVzkUtT4JvSjNYu7teuSogGm2OUMmYn0knCGxLuE5MOdam9cNHwCPDeqb1wtNJB7eQHuuAzpqpJUVgcxklaf7iU9sF2yUu1AIoYiZ75YjXQNfH/FNgBfa8Oo8xzP2/Nedy4PUDszP1JhDuoZOG8z91plQesz2yqWfpM6HKJ7bPXtOAqgfZb24ta9yUw8mszDVSXhPKxX0COiM29nggfqvXXlnZNH5RHZOovfMzeEuW9Y/I9Lpvq2bytlSqxPECELHqAU68O8vSI/MXBzvZMIKhuk7vDnR4NT2d9CYZ2rp6DBcUE7e//izDmqzlkpRiMJ5hImykNlCUz35BaIV4+TD2VXyAsjifiogVY0AIQAGXP4lRuSpWtFfcEJZrw1V1u9NgSyir15mrGsUuXSZh6pMNS7sfjzag0vz7xFWVgy84kZvmL0i7DCycS0J147wFinpZZE3NRSnA3wzS8zs8Px9OElxqxzjUgiBr04zsPEx7jlhJGCiNWxG3hJ/ufQn4gdtbb94oWC+9tGUdfA2PyyNlQeruuqvILW8/x+S5bjsmQolVeHE8iiGvGGibEfS5GUqyjA3ffmxKveOUUgZjv0utkyc6tZzDxNIUST5P9ZJg9lRMriROQVcAWkU0vyDoST79+2ls5ek3o7SERRL5HxX/GhGPWc5o+evoHFmsHejuOYH8lXGfd/Q+jg6NZi+4lfGIfYmi831X2dli3Cpp6Zi4cbfneuiaSEanDLc4UgwV99QM5MEzg62Jn2RQ0sRabI9YHpdZ2+5AuE7u8UpGVjmEs7xR1WUWT/iP6SbshTr4O7rYrjs4XGh9Vi0Tvj3ANhNOCI/Ei9OGfn6Zaip59FQe01rSOewfBLfWy8/BcxdG0Eh1uKVD/Yd3yinMhIKV6uTZshcO01RsG2rtA3jkG7wkSlJtNpIt9cinxLII1FUzvOIEVgUW3TKtazqt4jUHi4tGseSJb/VmNIVWaSwkX+MBKEjGXYUPnOTVSFTrxhcUUq04ozM4tsQFUt0sQx2ZvCdJR8HBFW4vAxD2VKwxA701r1NCyHI3oRXk+FuP+zj/9RsONA6SmvHZvxDEw4y7Chi9ylCYAPZB8AKW2r/gd0X6eo2rR4EvZ91Pu2uSfhagxxJjzdQTdQ4y/lVUT5RYahIFpKoguEvvOhFAlBSPAXzWQJeEAAbmNUPAMlHeKxDoEeTXuAKEH7R3yKRqUZW2IXhBuszy39S3TK0kteEawdTfByxZjlgzZdesePE30YuZBoiBtJsjj+YDO1HdiSBrpx1V7E2pI8gu409HqzkUL9hvP8phX9BNtfD9YFjIf9fumYO/bSdIcCDviUtL/vXzNS7xOVEW+WekoiKPAl5v6BJPmSFsADssgY+ol+6xt2QdYdjXGH2mQk8UQnJjGjOIbrkhm58aOx06lxmLSA88TBChdkach6rUkOozOQBeDuEw4i4yIPAz0mNLL8SH7DOj62LUml3DwzOnXHSneT8+az0UfU5F9CEdvnwk8rUPABCcqPEOZLbz/MldW2zT8FKVqobwuGxKPYeIc4Ajbw8gDDmD6hPajYZrbpwvifzh7NWIg6g0iU2qnggpCwanAR5dz0OB1BK7u45nm1PFBpvmV84OYOKKm403CuSiln5c4E57OjgTZiqfWf/CBVnP4VWnsdvEd7FQYMzc98WqWaKpDO/Y2dkVAxlzfmMqEMA1D2zZiwm0di0SD217cUcXN23elsILbYpgWdcs51T55WcJdecJlRA4lxsSOz9bRDluPwm7w07XP6w754ITA0TirN0LcTILEnLDEZoxWOOWPjFG+wUnybote+/uoxs/RCCLNoyVOsFOBWa0T8X80haLN6DFSbP7zAlXrOTOVu+c4ytrZ81iPMvA79hZBV2Xg+LtazQO6gD9wLcLG/mPJzmxUpr4obhTNkvVBJEAF2Aa9BVLeoFdwWiRheFdurTwscLHUSnDkHjwY/LKHQAwQpY//pDph7RCiiYOF2+PF4BE5aGlqGZm+wXBjC4A0cHunsZiQWLchpnvZCeSCXd69/JzaPYkVtCkuHbd7Yr09IWkzNfU1D02+UjSJJwfvr8yHwpAsgAcm/MgW7XNfMztQFr4f2+rZFK4EukFxc6AJkUeYRuicNjA1lTHEIIeTVZZaMqOiUjR3DCNJJ4+oRlOCFzhOno6I2QFdEI42FNrozeE4oKKO/4tRSSYWwlLSre4fvtFc180eVKrIMRyorjZ6AQYWIkpMYI1x/WqSfBvQ8H1I8lHl08DSCYEzYbjBd7xSSgvP+najExlkXVsw+vJTKNjARKC+1gAE4cwUN2hDdDhgAT7e8NdB4aGOI8Mr9oHLNlxxB4sQhbBPbDLUNCp5gl6zsRBPkm0ElXWkN3IOY1Zxt+K8Uk8Fnea3YgLEEKNY1vignmk44HXEE3jXPiKqCAzrFWHSsw5DE2wXLRPQEaoVmKj3Dw+ApVaee5DNa4KEM9xvlar8D35bKi2hpksUnrf76rKs+zGaeD0oQIAYzXeiYekbyiDP+4cSh/rswkM+97qFfkFv1v96fOCcawE2TM7Blkb7g2laj8g0BH2yV7pAxwHwX3UZGlMWhgE9THxx2umumr0CVNh59pzZw5XClo59lKCyuZhx7XZmZEsCZGlkNQDYGvYCo3AIkyyk4uj0ym6Un1sypUOr3a+uHNr+vFDVvtFmWqasAwRi76QKCrtycpiRRR18uAsYsKqEzQ3YsHAJbUCz+oNunf8hG8p9U4hk1wSbigoBJUfLS2OuJV05NTcP21L2aysezGzd4B+HoaZTA2RT1zU9LwtQOQsnqpEv8xiX7tPHJO0rCF/M7hvFPjragnCalpcGUYbfqq4aPXXT4TV0XiqoVOHrrfEXnogIaO8kETAKtNbdYwatGp5BTPyuOlmnM1E6eErpvSLQsjPFtRyJ92wdg1xl1j0HC5Kckqa2z1Vf7CvMHlbBUkhAIrRUo80aKO6NQFxSkGlcjNVC8qMZB/g89zgJA8BVfWhp3n0rOQVD7vR9AmwfEX3SgApHMXeGWXXjZ/qOndim5d6f1DPlgj9qqyrnH65HbiwUcb8CNmoc6+XKlFfcQc1y5AEJIgSaqtcajlUckY5T4M/h5SiWB77rcFAPGA3L6Rw/voRDeCV8qamHcScq0vRPWia4jNmT1q9mRmGNU6n0iQqxdEa9WeTYaZJ6Z648n+PLhFHbsPx0P8rR5cRoFKOLFtfY3Xx0HDI7iBrh+tiprD4KzVE5qXY7vc4ZbeheAFYHr95QV3EpOIfMFMR9gk3nisgHg555UOYI+R14Ni+i3tVKp5V8cXKHxP/0fjfdZiNZLb+0ITpD+YcYVaQxpcN7A3uRRFmcLz+ZYs6/kUhngk3dnZ7N0act1qz2p9rMM5jQKkg40nk2p/WrqRlYGHOQyBOiEaVYa+PZhb3K0lsbABUozRkifu5YNFAhYsucZTYf8Ev2EKqyYg5Dq1jmCpltVsWnwy5O0gar5ct9c5B6q/hsWTxbv2GNoFD7Vi0dH3R0EHwgPJNUyRv1a/HZHkxJx2GHGmc1UKPPJBbUT3yDAFFAtIvIxTiAbifQV+/9cwH6fco53ntQkjmrP5ZIqKsHjoc/q52mcQlYT9y2YCBxj+OyCQ3pEU2xngvFVn4T38FwN5bByHNS0iPYasK9Jv8NLmtVdZ7ik0Ge2he+xr72Eot5GCp2QSaKBIHRWGFXwM1+Zt+ok+gdC/NHfC2/Li7keiYBBRSCnP2G4rNdQPLQAZAyttug7obTbJflTU7MjNd9P2NiHA2B+you1YmbCKLXq/tAJetD951rfCiN40TEfoU0zOe3dS+FB5UFFn0hERQ+pdjBD3yyQpLd2C64gQu2GSRCT0QVxxB04+ccBeT+T+UljzsUjzd1lm1RQYBTCFNUzSwBK9rx44wzr1DU7dSDJpo5+1DHox472POcSKR/ChFh5fHki9+03ft3Eb1Yx3+5ZEsNVn7gp0RN7fxE4sVRf62PxKN8qXDJ9GMpfxZwji76cIcF775mNiromIxfpRiQfCWEhELd2yCIehEQbx9nJGIe167UinLp85EbDY0YGSOMqQ1KD8Dva9BOly5MAnwL24Xya8NmiujsxM4S8cqak7+Uv7xH3+mqB465V7NJ8Nl6TYroty68iS5DhJQUZKG1XoJZ0pUVjjDWsWnQuJwvjTE05e4u0gP8NS6/QG8zYUOGnBcub7mSRNp5prkIdJSQXfx8PI7tzrUPJ33WKkp7t8MYZkVpxAtelu9L2wjx313YH2n9n7brb7h/is9j0EZw1RcnBljPYcevIqt8KtIl30dqpMeFetZ7LhHLdm2Dr2fRULhuU519VqInj3PUqdW8/ZUNLPiIsNi/7hCdbciADp8Ic5nppj75NXBBKoup0PC4128GFD7/kUI2FJkU84Nv2/FyZMUpZ0dAHi5NMGNCndOsFX/fw7yfDza8JcwIUYOvY0nagILuu5TuZEz+KcuaWqMCtMhdmG1o5g2K3m4eUx3667gMIRc13fcdfOXHlmasNzLIPwrOlyouQCU5Vp0qwgeGJ9cEgOEWfEj3EKiXutnv5y5coicon29/Eb6C0O+hdOlTfjzEWt1gHkQqk8vq0TjlKRLDqd+okIdUnjtOM2Jzk/JoxFaYGUBzibqg08rlOxHJBm483EmF2qNpoRfyKHHcFDNu9G4na+tv+HtRhCsPvHOVRBG+05AgmJhzNzFc1fHjjhYguh+GPmiog5BGJua0y5Oa1/B1heycO5idHPFL5gASOxX7Nwutvj7069Fp350fWOkAnuDH6nD+wJ5Hpx6CyZAsLxgUJBluV3YTDH6aY/C5IREGULqdm5IQt9Xmv0O31KplaHNVXetRWa/LYYvT8kyiOqOLwuolwbQMdkLszRamzAhXwxAllD0TOAIrWuXFnsGKokIKq1O+6gHaKlvHKTjp22Kdl6F2Gh276HGNKNE5MXwR6oZhjKZ4Tr4fAuYAizpYF7RHue4oD8ZLcyHbyYFz1PnacmfJdkY4fd33bdOKz4vOKwTNjLNmT4kG6/nmT0fDtm8G18O7qtaf1/wimx/qd6KKBt0fTPwaScWkuUkZA+h7pH3h4DdN3YyZsG2joLv6hMnTANRJVuw8qOXWrtgQ5XBrg2jrpiw3MtpFMGGGizAeBau+Z/CUKer5nvme+HprbWeVZdTmVHki5C4aQwLeStu4JUMQvI2d+mnVgS6ULBhbEpuXPXFvN0VtC70kqaIIhKsVovRIxWAY7PITukNVzUoo7JGYyjsKbapJ+CuE+yzDlk0nqELAkzEIVbAwfQ0cEz5AuRcPWjN7r6TlbNwhsrdCDEswQXR3QAHWs9l7dCyXiV2Andbfg0Y1Xi13AD16MrSG6l/G+K1AblkmioL2K9utV+Qyqo7wBa694w9Oi8WAzPz6QjPp58OrCDp/4SRUlb9NU24QvWjUb+8Icab9ZD82/qwSInFtpleOEOMXOV02C5/Hw4SC4MN13ea3mJSwIzsznGbirkwp4NQwTHEtRBRixHc+jRqLKJWiNfDcRVvWnPwpIoAF0vLNxVHFddmkbQBpzh0FANxs0c2EmiTBpB5jJQUxPMMK76dcKxadTxbN2Q4PiFMC46BTsqyMi5BO7QC5Dv5pRpXamuCXUijuC9m8EYKEJcOqyf7aff81gj0RJ4M6kFtH+u5rQVhqAn4hst6sWAGIodOO+2UJ4nxrHqJGLUQRvOVRkIRyR5ARih8kEXJTB4M6C04DSR+BQAkNDCvbro5wVvioriEEF4TBJbszeaeohL3xsgk3Cly8bCP66O3SGq1HPgsY1VUjBDz7XhTCmLbJ9+KbgFCTeqsjKnlZLr65xUh9s1j8YtluNISns6vyuvPMTzgarSQwYqMgh4vk3r1TaxjsOzEqJiWzgryWy0otit8LdnLnxv+i0iJ9Vb4gobyyUrWk7t89ykGxjMGQheygWQyOZ3qqSYM0AFdyQs+TvfHVWxDWUCTTR1AKXgr/NgFGCsiLKUgrM1vW4+SR/KFbdlUbRfkFtgNeArZ2eskuftO/oRgmYGXnKensfE6TpNLh2v/hQ+84Tqex5wKEs9HyOTBW9XcC7CCVqvnbTH3hUi76LhTO/c/iH2ukl4XNAA0L0onJGSAKPWyP3f0pl+mPAa1PpgHyIfu9HAWWKFZ00/EbM24XAK6LU6QeFGFwvHW00fQ8Z23Z9jgPUuEPsbKJ08cTAfgPQO+7nhhUg5O8GgXHHqgelVdybH6MiWfXQaWmD+nZohvceihklOSYvd16o46kQQ66woXMexALXomS5e0/5ltMS79gv8hGO2HoHVA4hGgMHhmgpFW1rqPy3eI0irGON+2/CIxYU5MOaKjdgVyzXGBNPviQS8pu+xRNPHcFOODChU2XEpGpIOU5Dp4NlrLxVFU2bv1nAIgH6Ja186n46zBsA4nQos1dPjPPaAm4vdkoxdSr/t2Wyj3HiLfRs+bt2E/zrOgUXHlXtyPwxU3ZvbPqTaolWnWql84ERzZyQ5q+zQGNV4BenLZdPHRRp7rZKnF9cTWmSrOtpPvd/WbDuCQ2ar9NSN8FNCU=">
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HomeHealth BlogMay 2022Artificial Intelligence diagnoses abnormalities in the
lungs and detecting breast cancer
ARTIFICIAL INTELLIGENCE DIAGNOSES ABNORMALITIES IN THE LUNGS AND DETECTING
BREAST CANCER
May 23, 2022 Breast-CancerLung-Cancer
Nowadays, Artificial Intelligence is used extensively in the field of medical
science to aid doctors to work more efficient and accurately. Bumrungrad is the
first private hospital in Thailand which introduces AI technology approved by
FDA in 2021 to assist radiologists in analyzing abnormalities in the lungs and
detecting breast cancer.
WHAT IS AI?
AI is Artificial Intelligence that assists radiologists in screening, analyzing,
and locating abnormalities in the lungs and detecting early stages of breast
cancer by analyzing data from chest x-ray or mammogram images.
WHAT KIND OF DISEASES CAN AI ASSIST IN DIAGNOSIS?
AI can assist in diagnosing lung diseases and breast cancer. It accurately
detects 10 of the most common findings in chest x-ray such as lung nodule, lung
infection, pneumothorax, and determines TB analysis score.
WHAT ARE THE ADVANTAGES OF USING AI?
* Assists in early detection of breast cancer and lung cancer. Therefore,
patients have a better chance of successful treatment. Based on statistics,
cancer patients have up to a 73% chance of survival for five years if cancer
is identified at an early stage. However, if lung cancer is diagnosed at a
later stage, a chance of survival decreases to 18%.1 Whereas breast cancer
patients have up to 99% chance of survival for five years if cancer is
identified at an early stage, and a survival rate decreases to 86% to 29% if
it is diagnosed at a later stage (the survival rate depends on the stage of
the cancer at diagnosis)2
* Reduces missed lung cancer on chest x-ray in difficult locations.
* Diagnoses the emergency conditions faster such as pneumothorax and pleural
effusion.
* Improves accuracy in diagnosing diseases and provides a data driven second
opinion. AI provides insights to support doctors for clinical decision
making.
* Reduces time to diagnosis diseases.
WHAT ARE LIMITATIONS OF AI?
AI cannot diagnose patients less than 14 years of age and some conditions such
as a bone fracture.
Bumrungrad hospital has a team of experienced physicians in the diagnosis and
treatment of lung diseases and breast cancer, including pulmonologists,
oncologists, breast surgical oncologists, pathologists and radiologists working
closely with a multidisciplinary team of specialists to deliver the best
treatment outcome.
Reference
¹ CXR: Jang, Sowon, et al. “Deep Learning–Based Automatic Detection Algorithm
for Reducing Overlooked Lung Cancers on Chest Radiographs.” Radiology, vol. 296,
no. 3, 2020, pp. 652–661., https://doi.org/10.1148/radiol.2020200165.
² MMG: The American Cancer Society medical and editorial content team.
“Survival Rates for Breast Cancer”, 2022,
https://www.cancer.org/cancer/breast-cancer/understanding-a-breast-cancer-diagnosis/breast-cancer-survival-rates.html
FOR MORE INFORMATION PLEASE CONTACT:
* Diagnostic Center
Tel: +66 2066 8888
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Bumrungrad International Hospital uses Google Analytics, Azure Application
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