{"id":1286,"date":"2025-04-30T15:40:02","date_gmt":"2025-04-30T13:40:02","guid":{"rendered":"https:\/\/bahianica.com\/?p=1286"},"modified":"2025-07-25T15:21:14","modified_gmt":"2025-07-25T13:21:14","slug":"beyond-nlp-8-challenges-to-building-a-chatbot","status":"publish","type":"post","link":"http:\/\/bahianica.com\/es\/beyond-nlp-8-challenges-to-building-a-chatbot\/","title":{"rendered":"Beyond NLP: 8 challenges to building a chatbot"},"content":{"rendered":"<p><h1>Beyond NLP: 8 challenges to building a chatbot<\/h1>\n<\/p>\n<p><img decoding=\"async\" class='wp-post-image' style='display: block;margin-left:auto;margin-right:auto;' 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\" width=\"305px\" alt=\"challenge of nlp\"\/><\/p>\n<p><p>Likewise, Ivelize Rocha Bernardo, head of data and applied science at enterprise VR platform Mesmerise, believes that such implementations have made data analytics more transparent, and aided in democratizing organizations\u2019 data. This convenience plays a significant role in promoting an organization\u2019s analytics culture. By applying NLP to BI tools, even non-technical personnel can independently analyze data rather than rely on IT specialists to generate complex reports. That means users can obtain actionable insights through a conversational interface without having to access the BI application every time.<\/p>\n<\/p>\n<p><h2>NLP And Banking: A Winning Combination For Fraud Detection<\/h2>\n<\/p>\n<p><p>So as we develop NLP for the legal domain, there\u2019s some game theory involved. \u201cThere are many successful use cases of NLP being used to optimize workflows, and one of them is to analyze social media to identify trends or brand engagement. Another successful case is the chatbots that improve customer service by automating the process of answering frequently asked questions, unblocking employees to focus on tasks that require human interaction,\u201d Bernardo said.<\/p>\n<\/p>\n<p><h2>How CodeRabbit brings AI to code reviews<\/h2>\n<\/p>\n<p><p>It fundamentally changes the way work is done in the legal profession, where knowledge is a commodity. Historically, law firms have been judged on their collective partners\u2019 experience, which is essentially a form of intellectual property (IP). Explore the future of AI on August 5 in San Francisco\u2014join Block, GSK, and SAP at Autonomous Workforces to discover how enterprises are scaling multi-agent systems with real-world results. We give you the inside scoop on what companies are doing with generative AI, from regulatory shifts to practical deployments, so you can share insights for maximum ROI. Such generative AI can help out with software programming languages, not just the language of business, noted Doug Henschen. For his part, Yaniv Makover, CEO and co-founder of AI copywriting platform Anyword, said that his company is observing an increasing need for \u201ccopy intelligence,\u201d a BI approach to managing communications with the market across channels.<\/p>\n<\/p>\n<p><img decoding=\"async\" class='aligncenter' style='display: block;margin-left:auto;margin-right:auto;' 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6ADxJPgB9pnav09032IsZCFtSvdnpckDg67depC7ruA26777b5jTMHufAkXb8XsUcu6JJrFNGzAtYbOSGwEbtW9KOjspblqV4xVzSFCUpW2HVw9JCne\/qwI5UqSBWuzsWvsXcghKrn7pN3IpcbqRscxVhsw4bBAviiBEoqc86+RQng7LZ3rBrGYk6eux2yFBm62nEStrPVP1qaEPJmCFCr8vVIr511sG9VnOPU57t2sD67qOq3XjhuKqQAqUVeqiooAVDxA5DZV6bBd1B2HTbz71Kzv0ejzfHnOucqWHVnt3dPn+PIjYrsvEoYc7a90asiqlWbjxtSwVM6\/U4Li4NZ3XwxdvFzx+GZreP5vQFptsUVW4\/44gH8VW1Y3NTKSTXluSRt1sO3hNVJA9oG\/8A5\/0D2zO6TaEx6eFD35F9t7Y5VVL0VoKq7HRLanU2u6bBipKCliNiwIidCMLXu3wMIY6c20koq26\/SuL6F5ejafc9p6nbk2Ou\/NLCVdydxZVazAGzYHvKKiP6u3tM72ZqeG1nd2d8gSuqpgyhkAWi6t60WvqOSZdycmOykJ7BufhqGQMdeGbbbluT+Owbc+jLsq5bjbn3Zsxcjj626BQPVBY7lDgdfITLylLb\/j7GVttgyWN3lTdeg3rdDtv032mUacJO2a899wq4qrTjdtSzV042tteaXtvlmllfcqqedXe1sl72sqh6W7pvFcm1QwPKtnyQ43Qnh5\/bvt3W8xGVgpbtyBdjxAvRFS5uXFVZ6xxS4sbMX1SFcHLC8ia3IxWeLKmrZCRWla0121tvXYT+MuAdCVO9rOeJ67BQR0mW0vV\/OGFWQAbGAVbgB63FbARcNxtWa7L1LbjZbX2aoFmmepKHhRd16fj4sPnVKq+9zVns7H8PY\/SjHY+K9RLFkfEZQ9lmxeiysbEAqdmF55KFX1XBcbEA8pjH2JJAKgk8QTyIXfoC2w3IG3XYf2Td9VrG3doO8Q7ciwG2a53fk3hsf3Th0VqyLD+Krpbnqmp4XdEMhZqnOyMw9ZSVDhLOm3LgysGHR1ZWHQkDahX1tu349Jx43DOkss0vR5Oz4zyZ0tpG05SJ1ax5yZEbSZG0smWTIkTlIImiZpGRx2iTIM0TNUyCJHhOUgiapmkWCJxnLacZomaI+cRE6TsEREAREQBERAEREAREQBERAEREAREQBERAEREAREQBERBDEREECSYEGQwROUgSZVlZCBEkSsjNkzt4R7pDf\/DB7ujw\/ddgWt6\/yalSP9qyo+AM6ky9WCcqyiul0ata1QgHa1Bt3uTYaWAZyGa07oGGyqN+k5qsklns6SaabeW3oPt2dpNQF4PG0qzVtuAaaNyluSS3qjkd61Z+KD1yzJ6rTYch66qxYlQW48kpxBuldzgCsvWG9cAIvE1\/WbjtyuC0k9fEr3b1wafq2Gtmep6KkVq6goYc6nVOKCxUr3Ynjc4bgdY1XLbKvLKCVJFdFajYBNwtaon8Hfpsvs6DrtPKa79Pdv8AYehKosNS3t7PW\/jsvdH2FYcrkZXfX3ZLkUY9LKlt3F+6Ls5RhTSLAalRUYsa3A4hdz2vwWllteO1V+n33cO6Nrd9VaGbYKFetHRjuFDBmUtsCE3LL3hnrVfhZbHv66KTg5N6l2KZIa8NyPL1l42hlb\/4n47xKnj2O0OrVanZiUYwsVabGyMi91KCms\/XYqqqDwDD1ttz3aKu5O7xKpLK10s8+iNuzZxObvULO7TeWTteV7Xz29L2OytnfM1sZmPT0xqe9b23ZG5BPt2Ujl49Qw4sNgDvO7i6lbbwZshasuh3bHtcqlb1uE3x7LG9VWVk5K1nqt3tgZh6u+Rt0eiovl6m7Y4yLbrqcOvZsl1ssZwpUeG3LY+AG2xZT0n2xtRfjz0\/SKa6xsRfk7sWA6795yrUH7RzfbfxmUqkWrpXe\/K3F8MinepxlaUlFeKk3JranaOa3ptrzmI1PGpe97nTHwMdjyanHy8fLtdySbPNqqTuGfcbbgVqdyWA6D45OuXWu7W1V2VM7MlPTeisndaqmYcd1XZeZHLZZsp1DU9wtmBguD\/AKjkwHEeqBkkkdF67H2eO86bnTshu6vofSsj+MP3Hc+HeAqvdjf8AjKB9riUVS\/7Svbc729f5mdWnm+9y1XJ5qacNZ+Wyh5stpjcJMZEbKrsvqrDrTZiKoY5FjqzLSvehqwgClizh9hsdt2RTkM7FSqkmzTr8Kuw93dfVkecNUGIZK3qs6hG3XdSaifVAbqQ05OlX4YoLJ3hw8tswcOq347pjFrE9uyeapy8dlyA3VQWHZ1LW6LsezGxGy8rJy1WiuphYeIK0BrLeS8WsHcsdkLesdyQN9qOV81d+f48udy0YKKcaloStkmlm+m18+y0Lb+lGO0zLNDvh5LA19FWxSroocI9TobBxah07pxzHEjgGAHVO9nY+xsWxWIYEWjd92rU94bl5blnUv3gsbf8AdG721S4pXXtXtR7iEZXWqrHx+andXfHx6qbGVv4Sc1YK3tUIZntEyhdj8W\/dMcp6xY7GsElG2Kkc1PIhtgV\/GMHrLlhE1ZKa8\/tMsPXUpSoS6L6vTkujty+NhrWVjmt2QkNttsy\/VdGAZLE\/2GUhh\/TPiRM\/qeMLBXsQpV0VXPIq1N7bA8yWDrXc3ir2DbJX12IMg9mbf5Sv7m\/6TojXVszhng6mu1BXRgI3me\/0Zt\/lK\/ub\/pH+jNn8pX9zf9JosRDeFgq\/iv0GAidzUdPsx22cdD9Vx1Vvb0PsP5jOnOiMk1dGbTi7SVmiDInKcTNosvGRESZE0TNkyN5xYTkRIabRZqmfKIidh3CIiAIiIAiIgCIiAIiIAiIgCIiAIiIAiIgCIiAIiIAiIghiIiCCZEkyJUEiTAiQZsTlOM5TORmxMtoKALdYxAB4Ugkqq7OTbbuz21gfi6GQnmu3fDruROng8QlzsiWFUQKr8uPJ7UBb1GU9EDjx\/hTY+ztid3URjsOT5Dnzd8vcbdxWjepVc6\/\/ABRvyT2+t7JxYqraLSXxtOjDU05pt24+Q7Os6o1eG4PG0XWCpA27Du2Ad+L1JWFVl3G6F9yg9d+vHV\/Oaq1eysWpbwKVKeNiK7kJ3gsHFhxQuQOJ2PE8ukznbI0749bvkIUR2bkvfH1yrrz768WKwDN1bckHwG3Xpvp1WLbR3rX32jjkdxj0qOCq5ATJexvVs3BDVqrbeBYHdRw0dWNPpvK+W\/1G2M151bZNRsr3WV8\/L5PyPjk5VuGKsSixq2QF8gjY82bp3dikFbV8fEFWUV7jdd5m9GymxsM5+SVdefDCxFrqx6Lbxv8AjrKsdUV+OzHkRuoVtiCyzA5mELWe+l2flatb12V93djFzwpV1DMHp3HAODvuAGCll5bJrSJZqOPiqFajTsVWCH6r2vWtq77ePLfDQ\/mVpjV1Wkntd29+XR57peQpSc1JyTyVowV8ryyTyydkm32rMxmR+J\/1rNIyM7IUWLW+xNaHdULVkcU2AIVWBRAAOLEbDG5eq5FrcmtZdt9lrZ1A5AA9eXIjYbbEkAdBsOk++biZWRXdqQqY4nfGvvAVIr9YFQyci6jexSXI2LWHruZ9NP7M5+RTXfTjl6rXNdb97jrycMyEcXsDAclYbkAdJK1Iq8mr7OjLsW486vKtOWpSUrPPJNuX1n0u76dhjq7nXfjZYOTFm2dtmZvrM432Yn2k+MymFqq2caMuuuykkDvACltO+wD1lfVRV9qqoB9u\/XfHajiWY1tlFy93bUQLE5I\/EsiuPWrJU+qynoT4zO\/6DartuMPptv8AlGJv4fxe+33\/ADbStR02rtpX2O9uBy0fnCbUIylbJqzfmkuO072jZBpdcDIbfHu64WQrMr0W8tl7uwP+KPeDYgHZWIb6rHlidT1DJossouLMUYCwLY9QuHRh3hT1rFYEHZyevj4QK3sw78exCtuEz2HmpV69giNW\/Tffglo9bw7qoeHh2O2D9\/TgZvi99DV3HwJsqZlLEfazpef7ROVRWvn05efan50d9WtN0HqNrVSkvs31ZRd9urK1r9DsdOvUcEHk+miwt4\/69kV9ft6Kev5528TXMGtt00cKSOJP4VyuqkjcEd11G4H3Ta+z\/Z\/Tbb9JQhFyPwXXmZGNaoNOdXdVlor1fbk12VKzKduS7MOqtMdp\/ZbErqS2yrPtFONpeW2ZzqXAyzmXYy2VVA0N6irc3ixJ4NuOkyliKWx63F+Tf8cTsp6NxqSnHvTv06lNtZKXit3ze3d2xvirtawSSPwSvrbqSNTyQWDbDk5NXJ26D1jy\/pnz\/wBI8X+bbf8AjWd\/lzYs\/slXkZb91jZ1St2gfCuQKCtWG3Ow5VSJjgUY5I9Rm3UKF6nxnTPZjT++qxwNQsvOBfqb11vQTfXS2XWmHiKK+XnTvQp6hhxVtgSehVaNv5uL9peeDx6k7Kla9r6lNXztleNzEf6R4v8ANtv\/ABrO\/wAuR\/pHi\/zZb\/xvO\/y5k+0WjUYunZrV0XVO+NoWUFzAj5OM2Vm6lTbUripCilMevfoCfb7AMjd2Wxr7Ec4+XaLLNJw+508VV+bLfp2PfbnZH4p90Luw32A3V9zuRLKrR2+Fu2vs7e0ssJjr6t6d7J21IbG5rxfq7unyms26\/hsCraXYynxVtazSDt4bg17GfD8K6d\/Mo\/4tlf5Mzmf2awK0vTfL79cTW8qu1rae4QaVl5VNa2VrTzbmlA5EHpudh16ZZOwOGbjUyajXWmXhYqZdluOKM5MlHZ7sUCnYAFVA9Zvrr7d5osRQits+MvJvJjo\/H1Ha1JvL+Sn0rWt+xuz3dt8jTPwrp38yj\/i2V\/kyDq2nfzL\/APVsv\/JmZ0vsgowaMnKx9QOUcTJyLdNqUV5djV5tOMndJZUXSpUt5uSGO3Ej7DlKuwuL35rFOp3g5mFitXU9C3YNWThY+VZlZm9B9UPc6ABVH4ptzvttr85oK+c8vrS6Mt4p6PxsknqUlez\/AHdPpV1\/J6Nq6VbM1E6rp38y\/wD1fL\/yYzdPxcjHtysAXVNjqr5eDe63PVUzKnnGNeqqb8dXZVYMoZeQJ6TYdV7GYlGDfkC3IsdMfNyK7EF1lYbFyLaq8WxasM1DcV8Xsa9CrkHhxmu9izvfev8ABs0zVUcfxkOnZDcT+bkqn+wTop1oShKdNy8He207fab9pWeHqwqRo14w8PZqxgmr5J3glsyyd016MHIYSK\/BfzqD94nKevFnkxPhERO49EREQBERAEREAREQBERAEREAREQBERAEREAREQBERAEREFRJEiSIAMiJIlQTERKmbAnKcROUzZkzsUD8Td\/WpJ\/o3cf8yszeliruqO9FRHC7bvRiEb9\/7POxx38PDrMLh2IFtSwuFsVQDWiuwZLUcbqzqOJUOPH2joZsXZ62jggUZR2ttT1b2oYm2uqxQVx7Fcj\/AFazYBmPQ+qf4Pn4t2T8vqOvC2cls2W\/+1zq9onrTKxXIDUrViMVRa+LVqtbMF7r8W6lNh6vT2DptNl7OZmLi5LrncDayZFgyLFqKWJZnXWK62WHqLAwsHsIYEeMw3a271aLe4r33src2nJsZWJ3rUpkcG5d2nIlk\/hD+lsPTrDk0JkLRbQjKm1mPUO5qZyWFT0hHQbsx478d2J23nFqOpSXZdP9DWdZUa8u2zWWWxbenhe35ZwZmPZqGVkUIK8QMtJ2StVtvtzgU48G4vyZBcDvvxx2P8GfXKDjVdTCtxsbE2rJ5dWejDNYJG5478ftGwO+43mt63db37VMQiUsWoqrRKq6u8AO4SsANcNgGsO7HiOpAE2bWspRdg6oBypyKvN8kDrs4V0cNt4t3ZIHt3xD\/TMZQas96aXoa42M+\/KSknlqSUn0ZO8W12K6\/PLYs55P9SpxdFstvBalb7e8UIH3S1sKhuVbfuiAXElfaAR1mxYNVFFFFWMfxC2C6v1ua8bbrLh3b\/w6vxnQnrtsCSRuap1qzJx0bEFpXDvPfCtUr4OGetzwsKlxXzqrI2bqoTfqWE7HZ2\/K8wyxXmPTZ5xcungtX3NNlGNVcedb1t3ivfaS6ElShXiFclzyYmCUdfxn7f1PQ0TKVassPFWcIZt9lll2Pwd3b2drttombbnZ2QmLc9T9062KhZWVcPHViCPHYqw\/sMsDWstK78W+3U\/M66DkA4rX11VZu4qHrq9y94E6eCOfxnQqZU+P2p1C6pW86YLbXuR5vhq2zr1G60bqdieoO8+Op6jfksjZFrWmsMK90qXj3nDn+5oOTHu06nc9JrKhKSSdrI8ZaSoUZVJwU3KbTs7JXTvtWds9me55XM9l6imZl6xlVE+bviuqEh0NjV4Hm6WcehCsyXMA4Hiu4DbbfDVP3o0\/7TkXEf1RZlg+3w3\/ADT520NTiVUqrHKzmHFQRuabDUUAXbfdmCoN9utlwHQEt9e27LW+LhIwZcLHVHKn1TbYAXYD8+3P+i2USV0lv\/JWMas33upOe1xz8s5KVvMlc6Fmi54pGW2NlCgInDI4WcBWf3MpZ\/Br3bpt09b88+47N6qdsXzTO6IXGPwu4LXzILd1vxCF0+zqV6bzJ5vaPFSqvuarrst9Eq0q2xreGLVW5s74Clqeb3qpGxDFN2U+KzjldqKsmzUfO8fIejOy6ctVoyhXfU2OGFVZsetlerZvq7DiRuOvUV75Vf8AKvh+Xyl\/muBhZOtK7S2PLNNu7UXldRjazte7v0dCjA1Kxb7Ur1BxX6mTYvfkq1G\/4u5t+W9fX1T9T7BPg+iagpx7fNcwG9lTEs7u7k59axFpbxHQuwA23HIjpuZme0HalNQRjl4lotWzNbGGLlmilRnKqMmTypJuK8R6y7ctyCACRO1n9vTZaLUqvx3tuouy2x202sE49LVJ3LtgG6zckN+Pd9hunVWMKdXogvj49Rd0MC7qWIk0rWyeeeeTWXku7\/tXsrGAt7OaozXI2JnO9YRrgy3OQu7vWW3JDDc2MPHqWP2z7Ds9qJsPmiZuRzoxnstorya\/3WhbVqcnYsqqQAfqnYbfZMona7CDWj8Gs2My1HzPfTxj5N9ddiHKyKxh7Y955gc8cp0QdN51Mrtb3iYa9ww81zNKymItH4wabiHHZAAvQu5DDx22Esp13\/IvjzmnedHxV+\/Sb8rvk3sytn23zvZJbcRVomoWUveuNmNjqtyPdwt4KgLtkqzHwTl3nL2b8t+u846jrmTfWlTNVXStiXFMbGx8XvLawwqstehFaxl5sRudt238diNryO0+Dbj35N+wz20\/U8LHpqfLLKuZdkmmuyrzbzffa5S1wtG4A3UkADQkGw2+wCb0G6jevG1tnx6znxsY4aMfm9VyU14Vn5NqWzp8F38p9GybeYs7642Dfaw3WmwcvrcXLcl32G+x6zu6TrmTicjQae8LK4uuxqMq+t0Cqj1W5KMyFQq7ewcR0mOMidzpwkrNKxx0sTVg9aMmnvuwXcoazZayM\/eOjWOVssJ5GyxN+Lvy68iN95mexf5Tb\/u\/Vf8A+NyphTM52TXguflt0qxdOzVZj0Vr8vHsxMWgH+UssuGw\/wBlpNdJUpdqtxyR2YCUpYiDedmn5lm\/RdmGyK+Ip\/2sel\/1l3\/jH\/2\/oE+U+l97P3fLYd3TVSOII9WpeIJ3J3b7fAfmE+c7Kd7Zmba1sj4RET0j0BERAEREAREQBERAEREAREQBERAEREAREQBERAEREAREQVEmRJkAiSJEkSCGTERKMzkBOQkCcllGZskGZXs2GY3UqpdmrFoAUN1oPJgQyOoBoa9dyrDdh0PgcQsyeTl2KMeytuKAIRWuy1LkUcQ\/JE2DlvUsJO52u236TmrptWXT\/ktSajLWfR68jZsrCrsxrai6E1EPWtCizgyBQ9QsrbuK7HHEBdqyAXJqXYsNXpNV29C1LX3q8a7GcvaLdw1XJzsgDMAnRF+vufCbDhXqpR69uHBe55F+lLsFGMX8VCuGq4I4B4jjRax3GH13TCtwNK8672PdhB1Wzdg9LIoHdsGR\/V2AHBwPqMF8yg7Nxb7V8fHSdmNWtFVIpZZPpuuj2ZdhD0LkY9ORbamO1NjY1htW0mwgc2SqutC1jjkGJ\/jW7sUBTfM9mbMfu7sR71yMW0M7oUsovpKAOcitX3VlXgGPFmK8OTLwDmdHXGpIoa1i7DTLDUU3OO+Z5xkd4S9QLMxtDkkDZmFe54HecMZqu+xVxtzlplYVdTVhu7faqk3WXF\/VH+slgvHfcc+QACmZyWtBrP1LPftMU+91U0ovJJ5u7us1a9s10NZ77tDtBW2Cnc5jq2MOmPlcglezHkApY8VP+wTuOTbEqwJz3Y\/kdB1Vq7lONaNUd71S9hWj6Zh1hq3qQpx4U2nkT0azYHo22M7FXvfqdGNjPzpWzUGx0YnZU8yzaKfW8akAyEbc7gbeA33m4aT2Ssqry8cBqKb8y6wo\/fv3jZOMmRcaq1Tgv425tgjbbI22\/rCeZjKruoPos\/Q+joPqu5vAwzxUW804WedknF5PpWTtfO1vPXOf2eysLExb7LaL3t82S7BxarrMvDfJQmpAK2ds48wtbcK0KvYoAcdZwwrlrsYMlnfVvwah0tptrs2UhbK7FFlT7MpA25EOpG24MvbS9MxKr7citkuCJYiBXrtNJ2CvZVYN3dhWXGxG45EdfGaR2o023Mut1bTrscPXiebFLsPJL3X4RtsIN6t\/qgavLoTvWFgAr6qQDtnSx0tk81v\/AMGWk+5SlJd8wq1ZK3g7U+3wunz27DH6XhviizUMxq\/PDWWrS5iteKh2QWXBd2B9YKK1BYbkAM7bLgaUx7bDtfRbdY5Zzk1ZOOljMd24Wi3Ybnw7zuxt7R0E62PqAvxcfJY98jZwsyd9izKKKmxEZT024fhAKvgN3m4dq9Q0i7Tr2pSgWo6JWUpFdnfMrlFHdruUPF9yfU2Ruv1d+vVazfTll0fHmPlrQqw1Y6qUFrWm3eTd23uvlZ3Ts8rWNZOrUI7IdKwW7tjWRY2oqwdTxcEecjYggjYgHp12PSd3TdSqtZttH08BByJU6ix3\/ggbZO\/M7HYDqSNhMRr25yNjubO4whaDuW77zOjmDv17zf62\/Xlz3mfxcYY9Hc7gvYeV56sORQOtIXYhvU2YrxtJAVu6cMwRNRUU87vtftObDzqutKPg6sf\/AB0\/Mv2dp8sjVKF5MdK008ASTzztwwYKFPHKOx5svQkMOu6idE67j\/zPpv6+ofMz469kfVqHieNtnVvVQKRjU7MTx2V3sKjZR3y7Ku3EYkmXp0U1d34v2mGJx1SM9WOpl\/46fumc\/D2P\/M+m\/r6h8zI\/D1H8z6b+vqHzMwkTZUI9vGXtMlpCt9T8On7pm\/w9R\/M+m\/E1D5mR+H8f+Z9N\/X1D5mYQziZdUI9v3pe00WkK31Pw6fumz6dnV5HIV6RpIK8Nw92oLsrtwD\/lG3AOUUn2d4pOw3I+xsG37zaV4D1e81LluQ2y8e\/3D867a+J686XXx48te0vNSguWq70uvdnd+AFTgi9B6p62LtWW6EI1gHVgy92ztE7Hkahz35ci4O7llvLFeHgclVsKjYbUUJ4KeUOg75Xt9qXtO+jjU4eE4p\/Yh7p3b8+tQT+B9KYAE7rbqDAgANuv+sdQUZXH2qd\/YdsLrGsX5S11OKacapi9WHiVdxirYRxNzIWZ7rtunOxmI3O22535ZGqMwIVePTZSX5EABlXc8d2YK9p39rXO32AY0Tqo0Es5LNb23+bZWrjJSWrFqz22jGN\/LqpXXYyDERO6Jzo+ERE9E9MREQBERAEREAREQBERAEREAREQBERAEREAREQBERAEREFRJkSZAIkiRJEghkxESjM5CclnGSJRlGTO5hOpDUuQqWbFXPQV3Lv3bk+xDyZGPsDk\/wAETpzkJlNXRnezuZrQGcNZQ+1fAse8tJRMaw\/i3W5lYFabNhWyg9SE6HYg7G11T1ti7OtTfirGYDvu8I48CqAClNqtu7UAEVcgiVUhzpORlWWKquxKptsNgASFCBm2HruEAUM25AAHgJldGzjYUpc+vt3ddjAMjJsv4q8H+AO7Q8j6u1YWwNWNh5mJoN+F8eU7sNilHwN+WfTfo+P0PquI9B7q5a7cLrf3jh+KKwUd7RZWwZLnArUKDxc93uGABX5JqFex8yrrwb9+j3O2QzptsUW+38XjlhuG3QBgzDmFJQ5+7ITi2O6g0KS1q2E7szBnbIaxvW22S1xZsd1qyLSC11KjDZfZ5j1xiXOxLUvst1ZBsVlOxIOzVWjxIBrdeTEdeeNSMv28vyflWziRXoThnRtK3kcl9l7bLos770ZDye1u+oZt1tYxbsTBoFZaxaar31CzLDNztdQSo09QH3Yt545JA23tDDRNyjpWeFanvmVXFgvLZDrXZv6yrZYwJ8dlG\/jKn7N6jZp+bi1BeJtofkrKAXtIbMXhzHVVx6rB6pB5GwAjdjLAw7mszDUjB671JcEjZGA5JYATsj82C7b9eRHXpPFxkX3xn3egJxeDgkrNXTXbfO5k7b7UtVglJQE9NiOQPTYjbp08Qdx1M5td3WGqJy2OQ4tL8nsVLE3st\/EqoRErB2PAj1G33BaYu6q9T9Ugbe1QqqPtDPt935h\/ZpPaLUe5XJyLLNxTRbb3m9qITUjWj1qxurbp0ABG+2w67jljG7Pak7I1bsfmXDAxCVpoxLMermtyF0yQEU7JWNrLeuxDpsQQhLAqrDK1ZVDE+a4ddeQp5UNa1uQW235d3S7lBeOjKrd4OhHrMFJ62k6Hk31YrhSOePUtllu6gWUqKXJ36kMVV+g23u2mc03DpxwGrJtuIVhd6gCluBUUhiVD7W0bM2675NBPOt24+1JxS7dy9Z+P97qzqOytC+TaTdtq1Lq63q3TtZ8tG040\/j7t3yX2atHBtZXuY7XWqSDZczctgSNz6o5WMAkahmKqtYxFi+Gxbn5zZvz7osuwekMRY\/QISy\/i6rGcTtaplVvWcgn6yk3BAd8jnxrNtCWeFTrwV2sBC8kQhnqrI1XNynufm\/2bKoJ4ou+\/Fd+viSST1JJJ3JlacHN3ZGJqww0NSGd8997\/AMz7f8bD52WM7M7sWd2LOx8WZjuSf7ZxiJ2pHhbXdiIkGWRZImcWgzjNImiEiBE2RqiBIkiRNYm0SIgRNYm0T4RET0T0xESLDsCfsBP\/AJQQTEvvTPI5pNtFNjWZvKyqt22vQDd0DHYd10G5nY9C2kfymd\/4iv8Ayp4L7osKnbwuH6nvrubxbV\/B4\/oefImc8oXZ5tJ1O\/CPJqSq34lj9WfHs3ADEAAurrYh+3gD05TBz2aNaNWCnHY8zxa1GVGbhPJrIRLp7DeSvTM7TsPLufMFuRStjiu5FQMSd+INZIHT7Zrflq7D4Wi42HdiNkM9+Z3D99YrqE7i6z1QEGzcq1\/855tPTOHnW7ytbWvbZll5z0qmhcRCj356urZPbnn5iuomT7K4CZWfh41pYV5GTTS5QgPxdgG4kg7Hb80vD0LaR\/KZ3\/iK\/wDKmuN0pRwklGpe7V8lczwOiq2Li5U7WTtm7HnyJt\/lh7M4+kZ2LjYrXNXdjNc\/fOHbmLWToVUbDYTUJ1YbERr01Uhse85MThp4eo6c7XW4RE3jyP8AZPF1fIyqsprlWmmuxO5dUPJnZTyLKdxsJOJxEaFN1J7Fu4DDYeWIqKnDa\/Zc0eJ6D9C2kfymd\/4iv\/KkN5FdI9luePzi+r\/3pInj848L9bh+p7HNrF\/V4\/oefYlya\/5DtkLafnuzgHarNVCHPsHf46L3f9PdtKj1TBvxb7MXKqajIqID1vtvseqsrD1XQjqGUkGejhNI0MT+7ld7tj+PIedi9G18L+8jZb9q9B14iJ3HCIiIAiIgqJMiJAEkSJIkEMmIiVKMSRAgSjM2SslZCzl7ZmzNkzt4Lpwsr5d29vFRafq8OvKltutaseO79fq7HZSxnUgTCcboonZ3Mnj5luOy12oWVOLIpbZkHIOrUWjcd2XRW29atuIOx8ZndDyK7XQK4KIObK5KXKtSqV3Vm4WjlRhjdWJPCzdd7mmr0ZTKOBC2V7k93YCVBPiUIIapj9qEb+3efSy6ru3WtbFa0oHDlXC1o3MqrgAtycVHqo27vxbecVahreXeb0sS6b23S6Ht8l93R6jbL80WuVvDAu6uUt5UWoPOK3LBwy3bpXlDqG2306zbox3z\/ZTUrchh51Utr4ZxV7zH4YlAveq8MtlaIeORV3JYlGAHKo8UDAGs8bNurHFLHCfyZPKv4b7pv\/ZLE8nF1S4FHNUItN11xRKk5pkPdYqmukgKFNiBWXbbh7Ou3jaQoKml2n1nczjJ16sld2Su12vZ6zZ9are9B3bV2VoOLE210sSLEUFxa3Fm2JPqkj1SPHpNB13JNNgq4APW1V17ckHBVofNprSxW4l2bzFdgT6uSCdtws3f8DYvFrNrG3Qkd43NULHkpA23bj6vieoQb9CRKu7X5V+PqChbRtbjlRaiUq7HFZPB1BsCgZIAIbbp09s4sLFSmonv6ZxEqGEnUj0et29ZsAt50uj7sle7pY+2PUwrU4+Qam6KA9Hnd29YO3f0EAmvYYHM1dT9Xa5z4sVZMYMe8LFaiedoJuv2D8VAcKVYKu2LpvZbUuJLurAk2MWLAHqrM25KkEg\/1jPqb6k37msnx42ZHFyB7ONI\/Fg+HV+f9AnsLDqLzzPyytj5VFl4Ppb8nbt29mZ9qDYHGTfYQG39ZxzfIXYq1ddRI51FSVJ6IASN99lPRcgkkLxUsSq8ixVSfVUsfrEDYb+3aLHZmLuxZ28WYlmPsHU9fCRNlE82ctbLz57X8fFxESCZaxSxMSN5xJlkiyRLSJBMmapF0jjEGBNEaogyDETVI1SIiJE1ibI+MRE9A9ITjd9Vv6p\/5TlON31W\/qn\/AJQiGewtB\/JMX9Hp\/u1ndnS0H8kxf0en+7WYLK7S9xr1OmWttXm6d32LvsB5zjXXd\/Xv4kvQyt+bzZvtn5TqOUnbou+G0\/WtdQir9Nlx2GufSG7M+d6cM6pd8jTC13QdXxGA86T\/ALqqtv8A+yQPGefkbcAj2z2bYgYFWAKkEEEbgg9CCD4gieSu3HZ46TqeTgbEUgi\/EJ39bEuJNQ3PUlCHqJ9ppJ9s+r7m8ZdOhLozXrXrPk+6bBWaxEenJ+p+rzHo3ySfvHpn6Kn\/ADM0f6U\/5Dpv+8h\/hMmbx5JP3j0z9FT\/AJmaP9Kf8h03\/eQ\/wmTPIwn+4r7b\/NnrYv8A23\/hH1FYeT3999M\/Tsf+8E9YTyf5Pf330z9Ox\/7wT1hO3un\/AH0Ps+tnH3L\/ALif2vUjz59Jf99sD9Bb\/EPK1llfSX\/fbA\/QW\/xDytZ7+hP4OHn\/ADZ89pz+Mn5vyQlr\/Rp\/Lc\/9Fp\/vXlUS1\/o0\/luf+i0\/3rydNfwdTzf1IroT+Np+V\/0svaaLleVrQqsq3EtyrK7aL7Me0ti5XdJbU5rcG0VlQoZT62+3t32m9Tx\/2r2\/C2sdN99V1AAbbkk5doAA9pP2T5HRGAhi5yjNtWV8v1ufZaY0hUwdOMoJO7tnf1NHr6mxXVXRgysAyspDKykbhlI6EEddxKn+kvoaPgU6moAuwrq6rH26vjZNi08G28dr3pYb+G9n8YzfPJ5hW42ladj3ArbVh0I6HxrYVj8WfsK\/V\/7swH0gbVTs7qHL+F5oij7WbNxgu39BO\/8AZOfBSdLFx1He0rX3q9vSjoxsVWwctdWvG9tztf0M83gxONX1R\/ROU\/Sj8xEREkCIiCoiIgCSJEkSpDJiIlSjJESJIMqykiQZyBnAyQZmyjJE5SJMyaMmiYkSZm0ZSRyEy+h9qMfHx6arPOe8pqSp\/wARe4DL0PEqrc0OxP2DkOp8ThxJnFisKqySfQehovStTASk4RT1rLPs8huFHlAwgu2+YgIG6jEySGbYhvZ1G+\/jsDv7PCavr+rVZuXVZSLCldNoJtqtqZTZZWAhWzp0WkHdT1DICBxnXkgzlpaPjTlrJnZj+6Sti6EqMoRSl0q\/Q0+nyE7xI3kzrcT5dokGTynGJXVK2OXKcd4iSkTYREiWSLKIgmREukXSEgwZE0SLxQkGTImiNooSJMTSKNInwiIneeiJxu+q39U\/8pynG76rf1T\/AMoRDPYWg\/kmL+j0\/wB2spT6SOTZj6rouTS3G6mq+2pvYHpvodOQHiu52I9oJHtl16D+SYv6PT\/drKQ+lB+X6R+j5n95jT880OlLGxT2PW\/Jn6NpltYGTW1av5ounstrNeoYePmVfUyKw\/Hfco\/VbKmI\/hJYGQ\/nUyv\/AKRnZrznATUal3v00s9m3i+FZxGQD\/UKpbufBa7NvrTBfRz7R8Lb9Ksb1beWVibnwsUAZFS7\/aoWwAfxLT7Zdt9SurI6hkdSrKw3VlYbMpB8QQSJSvCWj8Z4P8ruu1P9MmXoThpHB+F\/MrPsa\/XNGr+SBw2h6YR4ebAfczD\/ANppP0p\/yHTf95D\/AAmTLG7C6H+DcCnBDckx2vSo7knuDk3PjhifFxS1YJ+0GVz9Kf8AIdN\/3kP8Jky2Bmp49SWxyb\/Mrj4OGj3F7VFLhYrDye\/vvpn6dj\/3gnrCeT\/J7+++mfp2P\/eCesJ390\/76H2fWzg7l\/3E\/tepHnz6S\/77YH6C3+IeVrLK+kv++2B+gv8A4h5Ws9\/Qn8HDz\/mz57Tv8ZPzfkhLX+jT+W5\/6LT\/AHryqJa\/0afy3P8A0Wn+9eTpr+Dqeb+pFdCfxtPyv+ll7TEYvZjTar2yq8DDTJd2tbIXGpF7WOxZ7DaE5c2Ykk77kmZeU5rvlwONl5mKmlNacTJyMbmcxa1sNFr1c9u4YqDx3267bz4TC4etWbjRTb6bO2XoPv8AFYihRSlWaW66vn6S45RP0lO1SXNRo1DhmrtXJzyp3CFVPm+O3s5kv3pHiOFX8aYTtL5YtZzENeNXRpqMCGetmyMkA+xLrFVE6b9RXy+wgyv6KeO5JZmZizuxLO7MSWZmbqzEkkk9SSZ9HorQdSFRVa2Vti259p83pbTtOpTdKhnfa9mXZ08T6ARET60+QEREAREQVYiIgCIiQwcokCTKlBERKsoyYECJRlGclM5ThOQlGijRMAxEykjNomTOMmZtGbRO8mcZO8o4mTRMCIlLFbE7xIiRYixMbyIiwsN4iJaxNhI3jeRLJFkhESCZdI1UQYiJokXSE4kySZxmkUapHziInYdwnG76rf1T\/wApykWDcEfaCPvEEM9g6D+SYv6PT\/drKQ+lB+X6T+j5v95jTLYPlywaaqqjp+osaqq6yyjE4kogUkb5G+3SaD5V+2dOuZOFdRj5OOuLVfW4yO63Y2vUwK91Y3QCs+O3iJ8TorR+IpYuM5waSvn5mfcaV0jh6uDlCE03ll50a9pmfbi305VB2ux7Uur9gJQ7lG\/2GXdT+ZjPW\/Z\/VKs3Foy6TvVkVLau\/ivIdUYex1O6kewqZ5AlheTHymro2NbiZOPkZNRt73H837otV3m5uRha6gJz2cbb9bLPzT1tPaPliIKdNXlHLyp+x+s8jQGkY4ao4VHaMs\/I17V6j0XKe+lP+Q6b\/vIf4TJnL094P826n92H8xNI8rvlEo13HxKKMTLoajL84ZsgUcSvc21cV7q1jy3sB6jwBnh6O0diaeJhKUGkme9pPSWGqYacITTbXbvML5Pf330z9Ox\/7wT1hPIXZvUVw83Ey3V3TGyKrmROPNlrYMVXkQOXT2kS3j5e8H+bdT+7D+Yno90GCrV6sXTi5JK3pZ53c9jqFClKNSSi3K\/oRv8A2l7GaZqVqXZuKL7a07tHNtyFULFiu1bgeJJ6zGei3Qf5vX4+V\/nTU\/T3g\/zbqf3YfzEenvB\/m3U\/uw\/mJ5EMJpGC1YqoluTa9Z688Zo2b1pODe9xv6jG+Xbsdpum6bVkYWKKLWzaKi4tvfet67iy7WWEeKr7PZPl9Gj8tz\/0Wn+9eYbyseUzH1vCrxKMPModMuq8vkCjhxrS1So7q1m5buPZt0M6Hkt7Z06Jdk3XUZGQL6a6lXH7rkpRyxLd7Yo26+ye3Tw+Jlo6cKik5t5Ju72reeHUxGGhpGnUpuKglm0rLY93mPT08gdqf321j\/euof4u2XB6e8H+bdT+7D+YlLalljJzM7KVWRMrMyclEfbmqX3PaqvxJHIBgDsSOky0Bgq1CrJ1IuKaNe6DG0K9KKpyUmmfKIifWHyQiIgCIiAIiIIYiIggRESASJM4zlKsqxERIKsSZEkSrRRoTkpnGTKMo0c4nEGcpRoq0IiJm0ZtE7xIiUaKNExG8StiuqJO8iIsV1Sd43kRI1Rqk7yI3kbyVElQJkbxEtYukIiJdIukJBMbziTLpF0gYiJoi6PnEROk7BBMTffI1Sj35YdVcCqrbkobb138NxPF7odMLRGj6uNlDXVNJ6t9W95KO2ztt3HZo7BvF4iNBPV1r57bWTfZuNB5D7R98ch9o++WDg+VzQru0B7NJiZX4QGTfil2xMUYosx6rLnbvRfz4FamAPDfcjoOpHT8pPlu7PaBqFmm52JmNkVV1WM2Nh4tlRW5BYnFnvVt9j13Uf2z84j8qteVRUlo+o5OOul3xZxva\/7Gy59TzNdr9\/W79l+8aVyH2j745D7R98uzQu0Gm52k16zjIlmFZiPmDaqrvQlSO1tTKDxF6NXZWy8tgyEb+2YbyS+ULSO09WVdp2NciYllVdvneNj1EtarOvAVWvuNkO++3s8ZzP5YWoTn8xnam9WT74vBd7Wfgbb5FuZcsl35Z\/V\/uKs5D7R98ch9o++eihhU\/wAjV8NP+kqLt55feyukZluDYt2ZfRutx0\/Fxr6qrR9ahrbbq1a0eBC7hTuCQQQGD+WCWMlqUMBUm1m7VE7eXwBLuLcdtZL\/AI\/3Gpch9o++OQ+0ffL07WatpmlYV2oZ5ox8WhQz2NUGO7EKiIiqWexmIAUAncyqOzf0kuyeZlpitTlYQscV15WZiYyYvJmCr3j03O1Kkkes6hQNyxUTXC\/K1VxMJVKOj6k4x2tVE\/8A8ZvsWZEu4xxdnXX3f7jBch9o++OQ+0ffPRXmVP8AI1fDT\/pKz8qvlg0Hs1m1YGo4uU91uLXmI2LiYttXdWXX0BS1l6MLA2O+4222K9T1Awwnyx\/Oqne6OBnOW2yqL3CZdxcoq7rL7r940HkPtH3xyH2j75dvk\/1\/Ttc07H1PBqHm2T3nBbqakuRqrXpdLEUsFYPW3gTuNj7ZWPaL6R3ZXBzMrCtxc+y3EyLsax6cHEaprKLGqc1M2SpZOSnYkDcTow\/ys1a9SdKno+pKUMpJVFeOds\/A3kPuMaV3WWf1X7xgOQ+0ffHIfaPvlneV7ylaN2XOGNSxb38+857k4mNj2hTieb94LO9tQrv5ym22\/wBVt9um8dsvKVo2k6Np2u5WLkHC1PzPuEpxsZ8hPPcOzNp76trVRdqqmB4s2zEbbjqK0\/lbqVIwnHAVGqjai++Lwmr3S8DsYfcY1f8A1ll9V+8VlyH2j745D7R98svyS+U\/Qu07ZSadVYlmIK3sqy8aiqxq7Syi2sV2OHQMvEncbFl\/jCcMzyo6JV2iXsw2LkHUWspr5ri4xxAbsRMxCbTcH27p1B9Tx+0dZL+Vqoqs6T0fU14R15Lviuoq2b8DZmhzMdr9+Wf1f7it+Q+0ffHIfaPvm\/8AabyvaFp+uV9nr8TKbPtvwcdWqxMVsbnn9yaSbGvVwgF6cjw3GzbA9N875Vu22ldmsOrN1DGtem7KXEUYmPRa4sem64FltsQBONDjcEncr08SI+luprU4\/MKl6qvBd8XhLbdeAOZjz\/1ll9V+8VHyH2j745D7R983rXfLNoGHo+m63diZZw9Ve6vGVMTFbIVqHsR++rN4VQTU23Fm8R4TVv8A8UPZL3PU\/wDwGF81Oml8p+KqpuGjqrSbj+8W1OzX7HQ00Q+463\/fX3X7xjuQ+0ffHIfaPvm9Z\/ll0CjQsTtE+Jl+YZma+BUq4mKclbkGUS1lZv4Co+aWdQ5PrJ0HXbV0+lB2SJAGHqe5IA\/1DC8T097il8p+KqXcNHVXZuL\/ANRZNZNfsdBD7jrf99fdfvGN5D7R98ch9o++Wf5V\/Kb2f7Nd2mokNk2obKsPFx67sl6gxTvSrFa6qywYA2MvIo\/Hfi22seT\/AMv\/AGZ1nMpwKcXNx8nIsWqhcjAqdLbH32UNiWWlANtyzhVUdSdgSMqXyrV6tHv8NHVXDbrd8VrLa14Ga7US+4xp27+r\/Z\/uNYBiWH5aaUQ4HBFTcZe\/FQu+3mu2+w6+J++V5P0Tua05HTOjqeOjB01U1vBb1ras5Q22W3VvsPltJYJ4PESoN62rbO1r3Slsz3iSJET3WcLOUQIlSgiIkFSYkSZRoq0TAMRKtFWjkDJnCAZRxKNHOJAMmVsUaERErYiw3k7yIkapFhvG8RFhYRESbE2ESN5G8sokpEkyN5ES6RdIRESxYSDEiSWOMRE6DqEsDyK\/u+Z\/8mr\/ANbyv5YHkV\/d8z\/5NX\/refEfKP8A9O4r7Mf\/AGQPb7nP9xpeV\/0yKD7Lf9rVv+9tU\/wOXI8v\/ZxNX8oi6Y9hq89x8ShLdtxXa2nt3Dsv8JFtFZI6bgEbjfeZHszomaPKnZlHDyhjfhXU284OPcKOLYeUqt3xXhxLEAHf2iZnt1pGW3lS0\/KXFyGxls07lkLRaaF2xNjytC8BsSB4z8beI73jI1ISSccE7PLJp3Xn7D9OteNvrGA+jF2wvwae0HZLUeVVq4uqW4lVjAmrMoxrkz8MHkR1WvvQF6b03Hrzmz\/QA\/INb\/S8P+5umK+mB5Ps3H1TE7R6PTkNbklacsYldllleZTXtTkFKwTwsoUoem29B337zrsP0FNKysXC1lcrGyMZnysNkXIpspLKKbgSosUchv8AZOLStTD4jQ9fGUmk6\/e3KO6cZJS+Onb0lqaaqKL6Ll1+U7QcrU9JzsHCzbMDKvpZacipuOzjqKrHALpTZtwZk2YByRv4HwZ5dvJyOzGXp+ntf5zkXaXXm5dqjjSL7crMpNWOpAbuUTHQcm6sSzbKCFX9F546+nDoWdldoMKzGw8vIrXRcdGejHuuRXGfqTFS1akBtmU7fYw+2eV3CaSqQxXza6VN3k8lm0rLPbbsNMVBaut0m3fT4zXXS9Fxhvwuzb72Hs542MqJ\/btlWffK78vXZLT8Tsf2NzcbFopyb8arzi6qtEtyTl4VWW5vdRyuIs5bFt+IdgNgdpen0uOwWVrehVNgVNfmadeMpcescrb6GqNeRXSvi9o\/FuFG5YVMACxAPnDXM7tH2mwdB7NV6Lko+kKcfvO5vQWHilNNmSbUC4iVUpsSW2JLHp0A9vuZqKeDwzpzUVRqVHVvJKyanZtPas0v8O2VdeE7ralY9leRrPsyuzuiZFzF7bNLwjY7dWd1oRGdj7WYruT+eeavpg6cmX210HEsJFeVg6Zj2EeIS\/V8+pyPz8WM9V9jNEXTdNwNPVuYwcPGxefh3hopStrNvZyZS3\/enm36Tmj5d\/bjs5fTi5N1NdGkCy6qi2yqvjrOa7c7EUquykE7noCDPm+5ivDlapUg7K1Rro7UbV1\/ppPsI+i520fRtC7VYWX0v7PvkZqVswPrtW+O9Cb+AGXi1j7N8n85nnHtFojUadpefazPdqrahfyYkk00ZCYqsxY7s5vqyyT7dx9ktT6TXY7U8PtLrB07Ey7MTWaqb7fNcW21LFuuoyb6rGrQgN+EMPvenXov2nfK\/Sq7D5WLX2Y0\/DxMnJGBooxrXx8e21e+Wwd6zGpSFZ7Ob7f7U+70dXoU8RCvCSTxbVRrxVGlmn267ucs02rP+XL0my\/\/APQr\/wDTv9bWf\/8AKj6SX\/Zx2S\/o7Pf\/ANfy53fp66Rl5f4A81xcjJ7ttX5+b0W3cOf4M48+7U8d+Lbb+PE\/ZH0htIy7vJ72Vx6cXItvr\/AHeU102PdX3eg5SPzrVSycXIU7joTtPn9F1IrCaNzWVSd+zOZrU\/an5F6io+ztmR2K1Xs5rid5Zp+qabi5NoHjbRfVUmqYvsDWV2kWoD0HLH38DN61PIru8reNfS62032abdTah5JbVZ2fxmrsRh9ZGUggywu0fk6fXPJ7peIKWXUsDTMXKw0dSloyKaNrcUq2xBtr518TsOfdk\/VlD\/R80jV\/9KtBuzMPPWuiwUi2\/FvRK6a8a5Kkax0ACKCFG56DiPACenSxVHG0sRiW0qtOnWoS+sr60HwVvLfsKNOLUehtM2Py0f8Aajh\/707Nf+nT5Z\/08\/8A8u4P++6P8DqM1T6WHk\/1irXcXtPpOLblqgw7Le4ra+3GzMBl7myyhAXahkrp9YAgGtw3HdeWoeU3tt2n7c14Wl09n7aRTeL3FFWQVfI7t6ley\/IC14tCrZb9c7Dn1boJzYOh86eAxdOUO90Yas25JajirZp9vt2FpPV14va9hff0eezmn6l2M0BNQwcTOSqvLetMvHqyFrZs\/LBZFtUhWI6biefvJL2fwL\/KNmYF+Fi3YKaj2grXDsoqfGVKPPe5RaGXgFTgnEbdOI28J6+8lvZn8DaNpullldsPGSu1134Pcxa29k368DdZZtv122nmTyP6Jm1+UvMybMPKrx21LtEy3vj3LSy2DO4MLSvAhtxsd+u4+2eVorH98ekpwm9VxqShm1tcmmtz8mZpUjbU8xuX01tJxcHspgY2FjUYmOmu45SjHqSmpS+FqjOVrrAUEsSTsOpMqLyNeUrQ8ejS9GzOx+l6jktkDHs1TJOKbrPO812R3SzAdm7tLkQA2HcUjqPAXp9N7TcjK7O4deNRdkWDWsZylFT3OEGDqQLFawSFBZRv\/tCVh5K\/LH2h0HSMPSK+zGTfVid+BfZVn1s4yMu\/KJZEpIGxvI6fxZ6GhdatoWKUO+zdSTt310mtvhOV7v7L23v0GdXKpuy3XPr9MzspqOPrtHaBcTz3ThViBzZU1+NVbiueWPmVr9XHs2U9SA3euN95uvkG8o\/ZPWtRxdtDwtF1+tbfNWoopSm8tTZXYtF9CJvYaOfqWr0B2VmM73lg8r3aHs\/reXjJoZ1HRymOca7uMqvkXxqu\/QZdSvVYouNoKlCRvtvttKn8k\/Y\/U+0Pa+jXa9GOiabRn42o2KlL0YtfmvduKMcuiC626yndgg2HfOSFGwkUaUsRolLGWpxhS8CrCpa6ayhKCebtk0075pWe2W7VPBzu81Y9GeW7x0\/+jM\/+0lcSx\/Ld46f\/AEZn\/wBpK4n7R8l\/\/TeG\/wDk\/wDdUPzDun\/3Kr\/x\/oiIiJ9+eCTJnGTKtENExESpRiIiCCd4kRKtFWjlEjeJUrYmIiRYixPKTvOMStitiQZO84xGqhqo5byN5ERZCyJ3gyIiwsIiRJJsTEiJNibEyN43kSxYRESyRZI4xETU6BNk7B9o69Osueyp7RaiKAhUEFWJ68vZ1\/8AKa3E8\/SmjKGksLPC4la1Odk1dq9mntVntS2G+FxNTDVVVpu0o7Onot0lpelDH91yP1qv2o9KGP7rkfrVftSrYnxH0UdzvUy\/Eqe8e3zr0j46+7H2FpDyoY\/uuR+tV+1B8qGP7rkfrVftSrYj6KO53qZfiVPeHOvSPjr7sfYWl6T8f3XI\/Wq\/ageVDH91yP1qv2pVsR9FHc71MvxKnvDnXpHx192PsLS9J+P7rkfrVftSfSjj+65H69X7UqyI+ijud6mX4lT3hzr0j46+7H2Fpek\/H91yP1qv2oHlQx\/dcj9ar9qVbEfRR3O9TL8Sp7w516R8dfdj7C0h5Ucf3XI\/Wq\/ageVDH91yP1qv2pVsR9FHc71MvxKnvDnXpHx192PsLSHlQx\/dcj9ar9qPShj+65H61X7Uq2I+ijud6mX4lT3hzr0j46+7H2FpelDH91yP1qv2pPpRx\/dcj9er9qVZEfRR3O9TL8Sp7w516R8dfdj7C0vShj+65H61X7Uk+VHHPji5H69f7UqyI+ijud6mX4lT3hzr0j46+7H2Fpek\/H91yP1qv2o9KGP7rkfrVftSrYj6KO53qZfiVPeHOvSPjr7sfYWkPKhj+65H61X7Un0o0e65H69f7UqyI+ijud6mX4lT3hzr0j46+7H2FpDyoY\/uuR+tV+1B8qGP7rkfrV\/9ZVsR9FHc71MvxKnvDnVpDx192PsNo7fdp69SON3dVlXcd\/vzKnl3vc7bcT7O6P3iavET7XRGicPovCwwmFTjTheybcra0nJ5u72tniYvFVMVVdWq7yla\/RsSXR2JCIiekcwiIgCct5xiVaIaOUSN5Mgq0IiJBURESGiLE7xIiVsRY5ROO8neRYixMSN4ixFiYkRFhYREbxYWERvIkk2J3kREmxNhERLJFrCIkbySbERES5sIiIAiIgCIiAIiIAiIgCIiAIiIAiIgCIiAIiIAiIgCIiAIiIAiIggREQQIiIAiIgCIiRYE7yZxiRYq4nKJG8mRYrYRESCBERFgIiJFiLCIiLCwiIiwsIiJJIiIkk2ESN4ixZIbyIiSWESgPTVqvu+n\/CyfmI9NWq+76f8ACyfmJ4vOHCb5cD3+bmM3R4l\/xKA9NWq+76f8LJ+Yj01ar7vp\/wALJ+YjnDhN8uA5uYzdHiX\/ABKA9NWq+76f8LJ+Yj01ar7vp\/wsn5iOcOE3y4Dm5jN0eJf8SgPTVqvu+n\/CyfmI9NWq+76f8LJ+YjnDhN8uA5uYzdHiX\/EoD01ar7vp\/wALJ+Yj01ar7vp\/wsn5iOcOE3y4Dm5jN0eJf8SgPTVqvu+n\/CyfmI9NWq+76f8ACyfmI5w4TfLgObmM3R4l\/wASgPTVqvu+n\/CyfmI9NWq+76f8LJ+YjnDhN8uA5uYzdHiX\/EoD01ar7vp\/wsn5iPTVqvu+n\/CyfmI5w4TfLgObmM3R4l\/xKA9NWq+76f8ACyfmI9NWq+76f8LJ+YjnDhN8uA5uYzdHiX\/EoD01ar7vp\/wsn5iPTVqvu+n\/AAsn5iOcOE3y4Dm5jN0eJf8AEoD01ar7vp\/wsn5iPTVqvu+n\/CyfmI5w4TfLgObmM3R4l\/xKA9NWq+76f8LJ+Yj01ar7vp\/wsn5iOcOE3y4Dm5jN0eJf8SgPTVqvu+n\/AAsn5iPTVqvu+n\/CyfmI5w4TfLgObmM3R4l\/xKA9NWq+76f8LJ+Yj01ar7vp\/wALJ+YjnDhN8uA5uYzdHiX\/ABKA9NWq+76f8LJ+Yj01ar7vp\/wsn5iOcOE3y4Dm5jN0eJf8SgPTVqvu+n\/CyfmI9NWq+76f8LJ+YjnDhN8uBHNzGbo8S\/4lAemrVfd9P+Fk\/MR6atV930\/4WT8xHOHCb5cBzcxm6PEv+JQHpq1X3fT\/AIWT8xHpq1X3fT\/hZPzEc4cJvlwHNzGbo8S\/4lAemrVfd9P+Fk\/MR6atV930\/wCFk\/MRzhwm+XAc3MZujxL\/AIlAemrVfd9P+Fk\/MR6atV930\/4WT8xI5w4TfLgObmM3R4l\/xKA9NWq+76f8LJ+Yj01ar7vp\/wALJ+YjnBhN8uA5uYzdHiegN43nn\/01ar7vp\/wsn5iPTVqvu+n\/AAsn5iRzgwm+XAjm3i90eJ6BiefvTVqvu+n\/AAsn5iT6a9V930\/4WT8xHODCb5cCObWM3R4noCJ5\/wDTXqvu+n\/CyfmI9Neq+76f8LJ+YjnBhN8uA5tYzdHiegInn\/016r7vp\/wsn5iPTXqvu+n\/AAsn5iOcGE3y4Dm1jN0eJ6Aief8A016r7vp\/wsn5iPTVqvu+n\/CyfmI5wYTfLgObWM3R4noCRvPP\/pq1X3fT\/hZPzEemrVfd9P8AhZPzEc4MJvlwJ5tYzdHiegN5EoD01ar7vp\/wsn5iPTVqvu+n\/CyfmI5w4TfLgTzbxm6PEv8AiUB6atV930\/4WT8xHpq1X3fT\/hZPzEnnBhN8uA5uYzdHiX\/EoD01ar7vp\/wsn5iPTVqvu+n\/AAsn5iTzhwm+XAc3MZujxKziInwJ+hCIiAIiIAiIgCIiAIiIAiIgCIiAIiIAiIgCIiAIiIAiIgCIiAIiIAiIgCIiAIiIAiIgCIiAIiIAiIgCIiAIiIAiIgCIiAIiIAiIgCIiAIiIAiIgCIiAIiIAiIgCIiAIiIAiIgCIiAIiIAiIgCIiAIiIAiIgCIiAIiIAiIgCIiAIiIAiIgCIiAIiIAiIgCIiAIiIAiIgCIiAIiIAiIgCIiAIiIAiIgCIiAIiIAiIgCIiAIiIAiIgCIiAIiIAiIgCIiAIiIAiIgCIiAIiIAiIgCIiAIiIAiIgCIiAIiIAiIgCIiAIiIAiIgCIiAIiIAiIgCIiAIiIB\/\/Z\" width=\"303px\" alt=\"challenge of nlp\"\/><\/p>\n<p><p>Previously Sweis was the chief technical officer at Telerik, which was acquired by Progress in 2014, and prior to that he spent 10 years at Microsoft. Faris Sweis is senior vice president and general manager of the developer tools business at&nbsp;Progress.<\/p>\n<\/p>\n<ul>\n<li>To facilitate cross-border e-commerce, Si said Alibaba has built a translation platform to overcome the language barrier.<\/li>\n<li>But Choi notes that truly robust models shouldn\u2019t need perfect grammar to understand a sentence.<\/li>\n<li>Previously Sweis was the chief technical officer at Telerik, which was acquired by Progress in 2014, and prior to that he spent 10 years at Microsoft.<\/li>\n<li>One major challenge to implementing NLP in BI is that bias against certain groups or demographics may be found in NLP models.<\/li>\n<\/ul>\n<p><h2>A quarter of SMEs unsure whether employees would discuss mental health issues, global survey finds<\/h2>\n<\/p>\n<p><img decoding=\"async\" class='aligncenter' style='display: block;margin-left:auto;margin-right:auto;' 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width=\"307px\" alt=\"challenge of nlp\"\/><\/p>\n<p><p>Mapping the context, specificity, and personalization of NLP to the industry it serves is challenging. We\u2019re unlikely to encounter sarcasm, for example, in a legal contract. \u201cComputer systems would need to be able to parse and interpret the many ways people ask questions about data, including domain-specific terms (e.g., the medical industry).<\/p>\n<\/p>\n<p><h2>AI Impact Series Returns to SF \u2013 Aug 5<\/h2>\n<\/p>\n<ul>\n<li>People who speak English as a second language sometimes mix up their grammar but still convey their meaning.<\/li>\n<li>\u201cStakeholders and executives can query the data through questions, and their BI platform could respond by providing relevant graphs.<\/li>\n<li>Until pretty recently, computers were hopeless at producing sentences that actually made sense.<\/li>\n<li>When NLP enhancement originally came to BI systems, \u201cit was kind of clunky,\u201d Henschen said.<\/li>\n<li>The selection is subjective, based on our pick of the technologies we believe to be important and of greatest interest to InfoWorld readers.<\/li>\n<li>We give you the inside scoop on what companies are doing with generative AI, from regulatory shifts to practical deployments, so you can share insights for maximum ROI.<\/li>\n<\/ul>\n<p><p>Before storing any data, organizations need to consider the user benefits, why the data need to be stored, and act according to regulations and best practices to protect user data,\u201d said Bernardo. \u201cWith NLP-enabled chatbots and question-answering interfaces, visual analytical workflows are no longer tied to the traditional dashboard experience. People can ask questions in Slack to quickly get data insights,\u201d Setlur told VentureBeat. \u201cNatural language querying and natural language explanation are pretty much routinely found in most every BI analytics product today,\u201d Doug Henschen, analyst at Constellation Research, told VentureBeat. Systems such as Domo, Google Looker, Microsoft Power BI, Qlik Insight Advisor Chat, Tableau, SiSense Fusion and ThoughtSpot Everywhere have seen NLP updates. These have made data consumption considerably more convenient as business users retrieve data through natural language queries.<\/p>\n<\/p>\n<p><img decoding=\"async\" class='aligncenter' style='display: block;margin-left:auto;margin-right:auto;' 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gU9n0oriIH27V6otXbZiQ3\/k\/8arhL2JvojquHrEfO2xlrojJ7yN661wzg5e3VWju2IG63KQIxxtrCtIYe36xJ76550e4e0MojUwumcuVnhEiZ5FozNIf18nPhv23g2gQgjQ3P8YY7Z18NzIoOB453rzdrxGqouGupVLPo7HC2VhvkJwNVva8PYH84opJHP8AjepMokgbWdBGxa4tGjfwy6zqPcPVVgMinOmQb7ARdXBv35S5IPb9WsXV7o5tJNyGIobmUjPIsYjy7ycY768bxJS1e50UUikT9ELItqka3cHkctqDbclZ3kbJA2DeHrkbnoghjfqo4ShXBR7bTleeMpF1nPvkzt31Y7bhTktIZHCnBCGK8Vl7wTLcnOe4IBVc6Q9ILJNcUzXEZJx1jQ3Iwc80zEysNjyOCKKUpvRtl2WqOJcW6PfjWj+cQQcx1UbT6VAwMEPpIz3HxpK1sraBtJlfV9Zkkj0nHIDVGRud8Zzg0347eAyHRPNoLeaWWTDbnzvp61GMbac+FNxYKPpJBIfTeW4i1H85zHHk88Zr7ii61Zwse9IrmOYYRpGA7JJ7dVBHIhSqFxz5N7aY8OtpQoIt9a7kt8014Azusg2I7mDY76Xg4dFkMUCbZzFfWrqp8Y5POYZIyvWDuzUZNA+sGNwMbdYgjjYE89oHkZuX1cnf36VbIhJJApBc28r53LlRgHuAJIAA333ztTvo1BrVurVSMg4eSIcwPpJoI1Ds58hypCTo7cSadc0jgnPnxXrhWHLnAR4ZGaleCdD5QCFIkbO40XrLnH1o0tS2x23IPqztmUo1v8SmZ+DpoHXPbIF\/sUSNmxkjLKmvPfgrnb1VL9Er2PXF1Vsr+dtLJLEPaDIxb3777VBcQ6ISKyCRrSEk6grJLAzAD+yuYFDKDv5wxVi6L8AiMiAS27nOxMVqqA8wetjGvO1cMVrK3fxNR3OycLlVxrZZVYZyofrBjwEaMTnfAXfxJpa7jifYIuO+WJ0Pb2y2z5rTo\/w+TBEvVnT9Fo5JHJ8CqRjGBjfUxPhmpJJwhxmTnuPmt3KPYxTA76\/NS3dH0FsUubgcWorFMiHOSkcgjYHOc4hMBI9lPbTh0qHVrD59G0uJH2\/1pZhv4jvqcm4hls6UI7dUFwjDvxmI+8UW925yqquBk\/TfPhkSMn2V2bm1qY0Qle2s2B+Luzt9JBpQ7fWBjkkG+PorkZ8KrslhqwSZo2zgqk1wQ2\/aubd87eht7atF5w9nUZ6xTtvHLapy7Msj5zy3BrJ60rpWGJwAN5Lks+rtz1Nqcbb5U7n31mNx1+Zp67EHw3h8anCKNXMmW4lVjz2xKrDJ5\/S9tK3CxkgMjF8gYQWzgZx2+efdT29SRtpJhHsD1YdHUHb+3sGfG2c5JNTdiJAoUCJT2HOvV4lFSADPPaknzYRYAo\/KP979320orDOMEZ7QMD3\/ALK3pLWfE+sDHwAry5DvmFlWlM0khNb5qcMZzcGqP0g1iZwJZ4cnOqOG0bOfRMmqTwyyVdtdQPGJpC2FPVKDgvNGrofEHr0bH6NdsFZWc8V2itwcNYsXVr59jkyyDSe86NaRD2KK0iXfeRUPc7KD7kkFTsXDN8vJqzuPm9syg+Or8cPcRWeIcHV8DVcDBzlJZIh7dBjcjwr0ZtfscMpBzXhGQJEb9AY9rPPgDx0moJi+sENCgzuY7qwOPFVNmWO\/e\/bzqzt0ZAOTK5HcWv5T7vnOPhUnZ6kGmMTMDzxHNHjHc0xcgfm1tTS21MuL5kn0RuSYxmRZMDBIZXbP5WhVjB8FUDep0P4VHWDSDGVGD2mRnYewoPtFP1avDiRuVnrhLzRQVmtQazmsZDeYgeOWGDr1SsTtjOpB6k0n4VUeL8Cg1avmzSOx3ZbOAtkAbtJMEX1ZJq\/cWUac6Ax7jp951MuffUPFwx37EhHeIo2J98ki49lerClS1PLiK2Vl+jMuhRHbh1ydXzu4jsyOWNK2ULqynf6RBGO3Oz\/h986sIpGtYtIxoi4nPJIuwwOreOIYxjmR2VLr0exurB\/HRarv6xbMfjWs6Mi\/jGRFzgMZmyT3aFhjX3V0zp6fUxlrkJ3VnKy51kKR9eVWUjH55zt35qLt7R+YuEUZziO3MmR4SKFAPcfOHrpWDiNmjE9Zbaz9Y9WHz36mQNn31IXV9A48+5U+C3JT4xBG91NVo\/HxJS8MrvHTESzXMhePkFuVsRCuABnLxNLvjPnMfZtjTht1CcLBe2qIu3VpDHKBt9HMJiAxkbAVZoZ4AOYwB9JWuJDgd7kEn1k1sstu2CC7nxlulH90DB9oraemzBEPwVW84zpINvNS3t0B9ZlkJx+aQfGnljwmJd9Vsi9qgDX71uNA7NsfbUk0oxgQqBzzpmc+wtbNj1b04t+KsowIWP6Eoz6z83RR68VzlKTX6FSj4sh34bbOdITrCNxpUyaewn6RArn3Sq4RCV+b3MijbzFgQYHLJkVSfZkfE118yyyL5ytCP9U7NJ7R1ICjxBqmdNeGnUjiGa6dcqB1qxFVOfOYzNGGPs27K69mn51MziR00OQQ2lu8muPhl2XB+mZerjUnnqMEDscZ7A2PjVttuBSEY6uyTUdhPHxG6I8Pxkcan2DFXSwgkKamt+IRY+pHd2rA+rROD7BUNLZ\/OH6v+TZ5AMsH4nLJLCG5bI00ihiDzVeVeyWNf6\/VnLJRAHozcRvmO1klzuZLZIrSPnyARIp2Xtw7Nt2mrbYTzqmqSOeLfGiNgzYHaTJeLgnuCms3nQi2jj6y5tYgR9WyikYgnsEaiV37BkKPECt+FrHsIILyID6zQyxgDwSWzkB9WkeuuUsTMtPHvNKNG6zqzf8AvE6DGCkktnGT45XXN7esH71Lro5NLjRIwTYhtdw\/LfeSC6iYgnuwCNqmxdSY5zIBzJtxn9a2RfsrENxJJyF1InLML20Q9\/Xq\/wABXmcmtVodFFcyFvLV4R+Muo078pxNvbgX5qKvIBNFrza36asdX1chbPbhb3iAjBXO+TnwPKrw1gR9S9PZhrnUv6SrcaSPD4U0nlmGSOrhUelw2aZj+lFcHPd9EcqRxGufj1alcUVfhvCFGStilocbyKvDoxj\/AMF5pMDuz21UOn3FpYwui7RVO+ocNkmxvnaUxNHk92kHHbvXQLeZs6VV5pMFsx211bLv4TXkSqfDUPZVZ43K0T4lfiFvgamZbl5FOwOkRrxO4k7eYAHmneu+FPz9fZ+ts5yWhXOj8t2wDrxEEYGCnzSyOe3nG7HsGCoNKXfDZDkyXMLOzfTma0vXwANiE6ggbcz8eydsuNQvuLoE5wDd3NxA2fUzyA+venqsrMVabXtyt+MIm3aQulHHrLe6vRnp7e5fY58ilScGhBBcwNgglorVYW2OQQ6cRh5eOQa6f0enURgL15yM5+dQL7kN9Jj1Goa1SEsFSWcOm5X+VTOwB7WjDy6gezUh8MVeej3E03GLmRhjVrUBQfyWKQqw8a44+Ja2ZcNa7icJ1Ah4pDy+nIsmfECK5P2VH8Q4dbn6QdO38XLexHwz1Mun31P3kayNnTdjbGmO5WNf7qXK5J76YycGkzlDcp\/tJpZd\/UOIBeXeteWL5t149J1avbUa2log2RmO3MyyO3rOsF\/fTPpXEhiIlwUAP0mRANtznSD+tVlseHSlvPmkwPqojxE+Bbr3B9eO7eorprwF5ImWJGjf6Qkacycs+aQSzYO30akZeetSuOh5s6S21qzjSYerBOkG7jiKjIIAKxyFj25yDyrW94PZzYSIyMRklIJVnxtjVmW5jyB3ADnUpf8ARO\/XnOqnVv1cbTkHP0cRI5AB7Sgx2mlL3o9fKoeTiUEY23nDQ7cgN4QR3bkV99SWlS+P0PHqYs+EWUESJJdXSZ28yJPpAEnZZ5NPbzOKTTiUC+ZFJc3IIB0z2qE4J5D+b3JB91NWvpIy2q8ilyMZtr7SNhzIkvYWBP5Cj2bU7l6XXpUCOKOeLbJlxKfZi9kLbb\/S3+NRxb5\/L5EH8fBLZ1LG0ugTk7w2sI25E5hQDPqBqOueDW6YHUSjUdI0LG7jt\/qrWTfA5gHka34HwCWbUyW0IYEl1txejB5+eILsqHI\/JJ9eKe3PRJwclb2IaSCsbcQA37RrtpSCOwEkbnOal09ymvBOjVuqnEchy2SbmEu3M9r2kLAeHICpK366Mkxo7Y5Fbe4YDvz55Q8tsL7arT+T1CxKPcqW+k\/45nwcZyDbxFs7jBNK9H+hlnFPEmJpptaNGsqNAGJYDzAVEbsDvp1EnHZjbM0qdu\/UWLOzdEXLx65pWJz9H6AHrUwBh6pD9tSt9YRY2mWPJ1EPHA4bHpZVSfWCDtU9BbOIwxR4eWR1gOOwbF3GD3ZplcrLnJZgvjC7nkORjbPf76\/Nzdu4n0o6LUhuoXVgyBuX9HcTQ7fmCfTgnuFTScOxgrHk4562f3lpd6jnnDHK3saKowUeA6gf\/EcEerHtp3aAMfOnikX8hXibbvbrWB9iit5ZVv6tSZ1YtdxYwerQZ5nQxPj9ESe6tFjO+GUZ\/wBWVPxRSfjT\/KnIyuOWOtJHuIqONnAzFB83LDfSZQSB+YQ2PdUha0ZZU9UPILNiB5hPexGfcAc0zvrCFtpopHA5fzWSX3aoWHxpP+QIRn8VDjtx1G\/6qk1twrhaREtFEkZOxMUceT62U1px56kUuRISXQH1htzpyGpv1dbqf4xTIMwqHrOqtA1Z1UyFzCi1oXA5keGrAA8B\/nmsg0nLkkYOO84Bz4A5291MgchtNEHyPNYHmOscqfYPNIqMuuAMGBjS0QdpMGW9jagPaQamZ1Y\/WAB\/JJPv1DHuqJ4jw5VAPnse3XdTxL\/xMPZiusEcpG9rKyA50HHM6HjXu5iE4\/vVobpWO7HH+rmuD8FUUysuLFWA\/myjO+bx5Hx4K0W5\/Sqx2xQnIyfE6iPicVXGtyJtivC2QA6deOf4wyE+wyb+6nnWitM0EVxcb\/X7HZOv0+4oHrYH+N6TB\/jNGf4zUy+NGLG97EDzd1\/N2Hvx+2mDLGv0ppCO0M4IPhjTipZ0B57+vek47RM\/QX16RXSKpfYw9Rkl05H4mOMr3vJ1YPiAkcmfbiluqmx9IKe4MCPeYAaduD2afbW0RI549mf86ChlGk\/pofzsn7FWscSlbsieQjnhwieOAX7+8VIrLy\/j7d\/hWZGPYAfWcfsNLd+PoK0Im3GR51rj1mF\/tcViW3H1bVc97CBQP7rMT6sCn3WFd2Ix4sMD1eYpNJSTB\/ozMv5uj\/GjZpZKMSJpwX6hFHLK8vUWZVBx4UvFfxt5izIW5AI6E9+wHh4Vi1s2ByZZH8GEQH6sat7iKfCo0ipsRhtiObsfd8dqgOM8PBbLwWz93zmUDI79JgcVY3lA7QKpvSHiRRvPuURDv+OltIwN+ShoHYgd5J9dbwotszOSSI++6MWrHLWPDGJOTpcFiR4LaZbs2rd7t48Qx8MlMQGQbSWOFB2aQsotmHsGPHnSizxuMx8Rlx3wRWcg9WVs3z7KWS\/kQALc3E3jLBoP\/lcOI91enK+ev\/sck\/Ggy\/kmFT1hsJI5D9eW4tWcHwZ7l8d2BtU1wtJJMAgiPkWMlvJy\/IVXTPLkaa3fHXO\/zZHPeyXf2mwOPdStjxOVhjqVjAO4UXinxxi1izWJRlWqKpInB0XttiYIGYfXaGLVnvzoAB9QFOn4UpGnbT6ASMr7mQ03tLuMcut356lnf\/jU49lLdWjcmkX1GSP7QK8rUuZ1tDMcOhg86OKBW9IqsJPgWjiPwWkpL+U76lA\/Jcn2b2Z+2nx4XyxNMMHOzg+\/UrAjwNLizb+2k90P\/o1dPSHrsMrW\/dhjJ9Y1H272wXPuptxbikyNgJIy6c5QMSd8ecFtH0nn5qnOMHG9O+JxOBga3J+sVjfHsJi399UnjNlcaiQbhRn6tlaSA+pjJnH529dMLDUnyMSk0SHF+M3OBiIgHYmWa6jAHbgLYqWPbjWvrFQ\/HeG28q6bhoWPPE0VxKAccwZZT2fW29lOIuFAjL2tzMTuSbXhoBPfht\/jWkvC7POX4WzMO0wWOR\/ckXFelJLb3fdnJ3zGVhYWyAsnWOvfHcTxpnlhVXWMbfRXlv66tHCIUXcaELAEMXmuh6mXXHgj1c88qa8N4gsQ\/m3DbmPJ\/qorZVye0j50i\/Grjw4SsoLsyH0Qkat7fPnX3EVyxW+fx\/U1FFeNujnz7gZ7BELiE+75wxPhsKcwRImyzzZxtrE8i+4nHx+ypW\/kKY\/ppM5+iRt7FC\/AE0yh42OWmf8ASSXH97QSffWNWvH0LohnFFKWOqcFewAyxN7S\/WD4Uh0ksMxnE84bYjqboIdt92EYwPUGzT9uPyj+z\/SSZf2GmPFek77EdRyOczzpg9mEWA6gd+0H11pRnmTSI3Gjl0\/SONXZJLtjg4IHFlRxjmDqQAHsxtTK26OrcsJ1sLm6IyUeXisM6FTtqHWq8ZBG+nB7Ntqe9MPKIYADN82JLY8y6v3Pfyazxkdxeq3cdLbC8VetVSQx0JK8oJPLmL6EDI7GwOVfVjGVXXj1M87Ju+8nrvpSXhsUKH68d1ZiQYGcDq7e3ZvEBxkZ50wg6A3cerqcsmfxaGaSHSMjbrBcSLgDPJd+8DaobjfA+FyJv1cJG+q2ltXbb6uh+Kz6s+CE92M0\/wCAwxQIBFb8SkHMN\/JMe4P5QkTI8efOt+dl0fqp\/VmdBl+CwR5Gu7iGKVjkLPedYuNt9KPbyMOzBJ5c9zUtb8b4ZbqPxts8jDDPam+ycZ3IEz6effirhPLIoBXb\/aw3sf8Ay1cCo2wnuNR\/n7DJJCLLgKO4LNwySTA5DJJ8TWHiZv3n8vqVdxVZOIi5xoE08AIIH8nSXqkqSDiS4mjCtjzdlYjfc5xVo6MwMZEijgubaM5yx4ZapCp0k5bEjMNRGPo8yPXUs1q7De+lz4Na\/wDE3DkPtqV6I9GZus\/95eVCNxI0Tgb5yDDFCwPMb5HhXLExEouvHuNRVssnBeBBFXLdY3PU9rGoY\/oQ4AA229\/bUndO3JUIx6DSRj4QEH2eFK2HBDGwbrZnGCNGVZPXhhkY8DUro27SfysDn2eaAPfXxJ25Xue+O1FVitpHOB1innl5rlFx6zbKpPhqp+bCVBl5Gx3RtIx9rOyr8KkhZ5OWU+yR8e4ECncFsq7gY8ST+0mtOckvsIxT\/Urr34H9cVP5csOfcZRj3U2vOKIRhpUbxLWh\/wCKarVPeKDuT7AW+wGm0nFk72Hj1Tn7VxSMnvXj2kcUuZXbOKIrqVVK+knzbBI8VmxTqO60DEZVBzxiHn3n+cLmplIxIpBYsp5hkC5HdgqDikDw+3X+rQfoZ\/YaOV7mlHoRgY94rYZpATeK1urHw+NejL6PYc78WLCsl\/EUng+FZHspQsVV\/EVvSOr1UafH3Uy94scCtJkU8wD68Gkwlbfx2VMq6i+43jUDlgerArcP\/GaR\/jnWEwO4VcrZMw5DVkGktdYLePxpkLmFy1Ab1UmhFZY+FSktBZtIMjG\/sOPiDkVund9u5953NIPy7vEfvqH6QcfitYZJ5CxSNdTHdzjOBjuJYgAZG5FVQvRINlU8tHlU\/k9oI1iEryqznW+hUjUhc5wSWY5AGw29lWPod0rhvbWO5VtIbIZQxUpKMa4y2FLaTyI5gg9teRfLX01S\/vPnEaOiCJIwJCCx0ljnC5VAdX0QTvqOd8Dt3yYemMTWyWSyRxzKzEQspBkGMl421gSMQGdlAyN9sDJ+hi9lUMFNLzubOKnbOtT8Qhhw7yFFzgNNK4Uk8gA7aCfAZqZhmDAMCCCAQV3BB3BBGQQR2ivNHyvxKlxaSFsxtDIiL2K6uGds8tTh0HqjG57OlfJ2kl\/kq3DefvIynWrYjaRmRWOosDudsbDArlidnisGOInq9yxm8zT2OkXbH6o38Tp+JVvspS3kOPOAB\/JJb46R9lM7viHVozuUjRFLM7HKqo3LMToAA781Wuh3lMs7uVoIp1kkAJ0dW8esD6RTX9PA3IHZvy3rzLDnV0zdrqXSRz2HHs\/ZtWixntZvco\/ZWI7dRuFC+pQP2Utn11iuhb6kbdR6v6tz4\/if8T5+FNzYDIOiQeImCfBJBUyT66Rnt1bYgEdoIzn9lbTaMtERNbydj6R+XO+R7TrFaDh\/acy+qbKj36MVLJZRryjQepF\/YuaUjlB20nHqAHx3+FazPkTKQMdtv\/QKO7L6z68KzH31IJHIdlcR9uOqcD+82BnwBzUpp\/gUqg9dYliPmVQIO5spSMFww7urZgfZ137K2seAAb5XxxGyH\/jzU3itMDP7c1jiPYuRDduHqO1x6pJB\/ipGOJTneTbniWUn+6rlvhUgR\/G9A\/jnU16lGLoADjrSfFpz8CTTC6uGIwA47y6zb+4H4mp5WHhTa5tgSCd9\/wCM5Naj43MyKzNJLzEgA8Os+w\/uphI3axBPeYl+0qKuL8MQjbzfzTj4bikI+GYz9NvWIj7tQ+2u8cZLc5Sw2VW3uMHCuVz6KRr+yl1gPeWPikW\/t0VZYV0nH4xSdto1I9rJGVHrJxUjHHsO3xIwfdgD4VZYy6BYb6lZtpyo\/okPiWVfgqU\/suJJndVQ+DMfj1Y+2pOW0B7B7Av7QaRii5gBh7Ao92lQa5tp8vejSTX6GyXrZ284dymP9rA1HcYn31FZlPYOvCKfZ1wGPUKfmwz9LQfzoxn3hv2VDcdWRD5kaFcb9XGXc+GlQMevBqQSvRFldDK34jcEkBFIO2Hu9Xq2FtKo99MOP2T6CZ49KDHn9Zw9owScDee2QDJONwKhrnisTsU+ZssgJ0i4gvtDFc81Fq0RU89mYY7DTi+srZiAbK2kxudFjKw9v8ykAPhkGvao09jhY14VYW0jdW0aSg7YZuCsP7scYf3Cn\/EfJokqGM2FoEBOgxXckDEY2Lrb2qx53O3nDlS01tZLGFjtXTnqNvw64QZ9S2pV\/wBJT6hyqJfyf\/ODHNBPLbhS2pLiz6nUcYx+LSwucDJ+kzKdj2Ub1u69vyZUvWNeGdCuH2jnzjDLgCRVv4diPq4kMZwMnmq8+VT8XFrYjSlxKx7B88tWHuWUn4UoeGSQ4D8QtVwOUvzrkO4ScUP7q1PHQfNbiVmv5vmn3x8S1n21lzctbvv1+hMteELxxXBxoU6TyZiJAf0kgmpnxmzhB\/nDAEDUQilpB+aqWCuSe4bmnXD7CJj\/APEFkPclxOR\/dN69TnC+DMDmO4UHvEOtt+Z1PI2fXisSdc\/d4+BpEp0X4VGkS6FUoVGDpALDGxcaUbV6wPVUph+Q0Aeo\/vqN4MJQpEz+dqOllKMCv1SfxEYU\/kgN+cakkb8rP939gFeCeG71R6oyVbjJrElst1bDPIK4PvMuP1afQ2qDdQB6qVz6qC1Yq9vkb23MSd37hUZdaQSC036IkI9hRce408e2QnJVc95UE+\/GaUPrPwrSuPhkdMio7dW5NMfAvMnxYqPjW8XCx6co8Ouc\/wCI1rxHiuliuJCe9YZXX+8i6fcaYJdSsdiP07ece8mRR8K6JNq7936GNE6oSDfwAK1L+JpJWPhSmo16cpzs3V\/XW4ekdX8ZrYMfCmUtiykeFbBvVTfWfyayrHuHxpkGYcbVn+OVJgVkgVmgKhh\/ArOr1UgFFbKKZELYsGrYA+H20gQO6jT4H30yrkLFiP4JFVfpb03t7SaCKY9WJ1cpKcCMMhQFXbBKZ1jDHzeeSOZsYYjsPtaq50\/6Gw30XVzJuM9XKpHWRE4yUYg7HAypBDYGRsCOuHFX523cZb6E5JdowG487GktsrZ5aH+i+R6JNVDy+WYfhN6vICNX2A5xyxuBjYYJUA1wPpGOI8JMlsSZLRzhDInWW8gJ1bA5ETncNHkb5OD5rVSG6WyG1ltiSRJIshbWxJxzDBiwbOFOoaW2OSwOB7Ydl1UoPQ55nzK8aecC4o8E0c8Z0yROsiHuZTncdoPIjtBIpmprFe\/cySvSbpJPcvrnleVtyNbbLnnoQeYg25KAK04Bx6a3cPBLJE2RvGxXOOxgDhh4MCDUZRWaVUD2D0wupL3o48vnGSS0jmfRgAtCyvLgc9J6tjpHZtXnTyNXIh4haXD5WKOTLsOxSrKTgbkb7gA5GatM3lCuLeyteHp1ceIQ7TQyCV3SctIEJxpiYByGALH6O675pNvN3VyWDwIXJaNvbR\/BmZYjbpHuXg3FopkDxSLIu26EHGfSHNT4MAfCnok8D8K8WdDOkkltMs0RIIOGGcBl7Vbs0nluD39lei+EeWfhz4zcFDncTI6b\/nFNH62a+U8BvVaneOJe5Z+IdP7OOUwPcRrIG0lCSdLYBw7BSqHcfSIxVh69T25rwH0ru2F3dMGRg88r6kIkRwzswKsd2BB7d+\/Br2t0Hx83gDPG8qwxo5jlaQMVUAncnc4yc53JGSNz27T2OGHFNWI4km9Sca2YnPWSY7gsePjHn40jPDL2SY9cQY\/B1Htx7K5R5cfK18xdbeKJHmeNZHMoyiA5ChlXBdticagAMc84qY8hvT9r+3kYxRpLC6pII\/MjYMuUZRpZlzhgVJblz3wOPAkoZ+Rcx0iCQjmSfUukfacUvHKDuPtpoZGxvpB9ZI8ewH+OykVV+9R3gBmz4\/SXw7P8uWW9hZJg+J9\/+VbK38fwKYwk9pJ9QAH7\/jSkzd37f31lxezKmh51v8fwKOuqPEjeP6v76cRue0\/s\/bUyRRrMzdpR3457eb+7srUMPS9YBX9gyPZW7Dbc7VkIB30pciDa4iQ5BLbD6sjrj2q495pjH0dh7Q7duXklkO+\/N5GJHwqVL8\/hnfHsyDjwrSOVt9gfUfdzxjv+t661G11I6ZDPwUIcxxJkEkHOFOBtqwhKHPgwp689wUDARo4HnRsGkVjv9GVWQhSO0xk7HalppZAudCl87BZBpA7Czsitv3BGre5uHVAdOpjzRWXSD+ewUkeIXPhXS7rmZqjfhF47L+MjCMOeltan81iqPt2hkXwzzpyZt8Dbx229YJB92ajLG9kbZgiNg+aGMg8CcrET449\/bUhEh7W7c55bjHdyG3L7axOCTNRlYsrflKfZWzKPCkLnSRg4bw2qHS4CSErDJlhu6Rgg78j5+c58OzbbnIxb129xGyQ4naO2OrlMXf5ofPq1cj7x4UgsEsYLdY022yMI4\/aZFUYA58s01m44zakWC4\/OEapz9FndRVY\/A8Eksl\/5xy2riEgBz6SreBceA27MV2jFvd\/Mw2kS78cuRKNa2UUOd2a8kMmnwU26IW8NWPGrPaXMUo1KySKDjUrBwD6wSM1znh\/k6toJGkhtpjI51O0V0ysSST5+q7TJySe3matS8KLgAi4iGMZ+dPqHqCySoT6zWsSMf4WSLfNE1czqD9Env0jP7R+2nELDG2Ps+HOucXXQmZMseJ3irnYv839gJaPBPqA9VSXC+hsmpXlvrudQMiPrI7dGyNtRgSNz4eeB37ZqPDjX7xVLXYvJbuI8c77eG4x8aSv5lCkt9HbJw3btzAzVan6TvvGLW7BHm6lSJsY7QzylG9ZzmrBwvVoGovn\/AFnV6h4HqvM28PjXnlhuOr+ptST0Q4tPorpxpwNPM7Hlud\/fShb+MVr1XcTRoPeffXO1fL4G9e\/4mks2BkgADtIAHvNYtrrV9HB\/NIP2VpPaqd2GfYD+ytVQD0\/d\/wBK3Sa5e9k1T\/Qdk+v30kR4H3itNQ7m9o\/zrII7vs\/fUquvj1lu\/H2NJo27AM+P+RrSAOPpacfk5\/aKW9WPhWDn+Mfupb6il0KpqJ7qyAe9abpdL6J9uBSgl7gK9mV9DnaFTn0lrKyDtYe6kwzH6q0aG7hRLq\/gL8ai4kXv9wNbB1\/KpqIW8PfWTA\/YQPbTLH8xLfQcmPwatlTwPwpssL9pHvpQL4j30fpHqHAHs9oo37xSAUd\/wrYSeNSmBT2msqh9M\/CtQ9aysAMlgB3k4Hv5UA4ViPrZrcT9\/wBtU3iflBsozpNzG75wI4QZ3J7gsQc59dND05mfa3sLiTsD3AS0T1jWWlx+hmtcG+XyGai58aso5opIZAGSRSjKTzDDHsI5g9hwa8b+U\/ybT2UknmvJbqV0XAXzSGAwH0k6GDHR52MkbcxXpX5vxObOZbSzU8uqje6lHflpNEWfUpFQ3Tvydn5ndyS3d1cultM6oXEcJdI2ZT1EYUHzgDgk8q74Mlhum9+Rl2zygkJ7sdu+32\/srYQD0vYRv+740gTT+14u6DC6V\/KCLqPrbGa+ijAW\/C3YFghwObMQqj2nA+NJrZt2aP76fepKW6YksWJJ5knOfXnnWvWjtA9Y2Pw2+FW0NTYuc+r28qc293TMAdnxpSKEnkCfUM1rJn0k9CMsXRBRNdW0DZ0zXEEL4ODollVGwSNjpY4ODiut\/Ka6c3EM8djDK0cYt1aQoQHkZyy7uPOACqPokZLNnO2OJ8GZ4pYpgu8UkcoBIGTGwcDfluOeDTryg9LJL24NxIqK2lU0xghQq5x9Ik533Od65TwIxmmlp8yxehBK1dS8gt7bSTizureCRJFfq5GjAkWRQX0tIuGZWUMPOyQQoGxrlSmp7oFxYw3ltMqhmjmRgpZYw2+CpdvNTIONTbDOTXpxPPg0Qv3ygehKxzLNapmEx4dYy0gjZDuSWZmCsCOwAaTVa8lvTD5qXUvcxrIyEtayomAuR50ckUiSc9t1I355qd8rflVupi1tqaGPSBLEkkUmstvgzQooaPSQNGSM6tWeQ5eDWeyYKlH+19gb6HrHhvEZTGs0PFHKuoKieG2mGD2HAhdSDsQcEEEbU5n49xFEeRJ7KcJG0jAx6X0oCxwq3RwxA7RiuPeRfpFddTJawwm4RW60pz0B8KdjNEMEjOwO5O+9WziXDLh1dTwrzmVgHEIyGIIDD+e8wd98+2vDj9nUMRx0+xYyY0sflLy6\/Pt4ynLzXZWH5ROH9ekD27b3i48rksYUyQQHXjSsN5DJJg9oiYxsw9mR8a8s8I4TI8yRBGZzIE0AecWBwUwcDVkEYJG\/bXqTh0UEa6U4LdgdzW9vMBvk46yViN99q54uDhw\/h8e03bYv\/wDbfCPp296gzje3BGe\/UJNOnPo5Jz2VMcM8p9q483rR4PBMvj9Jk0Zz2aiarHSTpDHbwvcDh00BQYDS20MC+cQq6pY9YVSxAxzJ2xyrnXCPK1cag0hVlzy0qo08yFZRkDxJPec11wPJ\/GVxXv8AHvOU8bI6Z3J\/KTbDZpMHGdz5wG++nIONqm+A8dW4iEsTuUYkBtIQHSSrY1qSfOBGcYONjVLsumDSRq6w3rI65V1tJJFZTyKus2458sbcsU6XpIuBrt74gYz\/ADK4A8T9NgB\/G9eOWEuSOtsvknE1XGc57yNSjHPzwMe7fwxUBxLipbzlkOnB2iUDVvz3SaRm7PxejtPqp8nlZ4d5yKJ2kU4MaW7lxg6TlWBHm53z\/lVj6LcXinPmx3S+MsEluoz+UAik+otjvGaRw8qtp+sjbZbuB3YMYwSfB9Yb2l8v762tpW1k6i2eUfmaV7fNIRXP6TNTG44XGQA0YkwcgPmQDxBkzT+wgVRhV0DuCqoxz5Lt7K5SitfH0NJscTMe1QN85BOcj83f3nFLRuCNz7AP3E0kzrWBOvYKxk6L2fey5hwpHYv8fbWGkOcHYkE7dw57+2kSx\/g1sme8fGmStfuM1m4j9Z9uK0jQ7hsEdgA+3LNns7BWQvj7F\/aaYLxuMnSGzg4IjV5cH8oorAH1mrqyEkoA5L7hW2D2Aj2D99YXw+NV++6QuH0pbXMu+NSrBGnr\/HzxMR4hTnszSKzaImw\/h0klVZmI5gTPkewPkVmHhYDasyZzyaeVl9qs5U+rFObG6JXJUofRbST70LL8aX1Z7\/YBV1XIlGQp8K20Goqfi8IJUyqCNiNSgg+\/anFndq30Dq9v8Csu9wOzF4Z9v+dY6sej8awM9361alh21NX9v1Lt4+wp1n5PxH76z1x9XtFImdezf2Vg3P5P6tMl8vHrLm7xVn\/L+ytNY7yfaK1Fx+Sf7tKCbxI9lMrXLx6kLT8fcwrev+9W4z\/1b\/Otc\/lH+PZWNXj76m\/hl8cimaz2J9lbiPv29tNevbx+we4Y+2hSe\/4fwfjXrpmLHSxp6WfVk\/ZQVj7z9n2mkvmxPb7\/APOturYcgp9tT\/V8PoVeg26xO9vh++si8Qel8f3VD8e4zJEpfqoiB6UixnHb9PC\/GmDdKEYH+cWkZJ3\/AB0bkd43ZQPZTI+fxFrwi0\/P17m+P3abcQ47DGNUjrEvfI4Qe9gKq8vDoJPOa5DZHNZ0X14kX8av6LjFZ4Rwjh0Z1r81L8zJJIksnieskdn9ua6ZILqZTY7bp\/bE\/ievuT3WsLyr\/vNKxe962PGb6TaK0SIdj3k659fVQCVvYXU04PSy0AP87tsLsQJ4tvDGramr+UWxXb51F7JAR7xkVa6ICn4P3cn9LfGMehZ26xf+bKZX9wFYTyaWhIaXrblh9a6lebfv0MerHsUUlH5TbAnHzqPwyT8WO32VKW3TCzYZW5iYfksG+zNZeddfYUl+GcKiiGmJFjXujVVHuUCnnX+PwqBPSi2\/0hB6\/wDMU0\/De03xcK+k4bqg0mD3NoDY5Hn3Gs5G9xdFn+cjuNR\/Si1aa2nhRgjSRPGGcB1GoYOpO0EEjt58jyqsL5U+H\/6Unucf4axN5S+GkN\/Ok1YOM9YAWxtkhCcZ5kA1rJXJk1Z5W490VuIMmSGVEDFdbRuqHB285lHPmM4PhUT1DadWDpzjVg6c92eWdjtXe+nnT24SMaTZxljkYaZ3ZMbYSaFARy87l6s1zbifSS7vIupYmY6wyxxx7rjuWKPfOebsduzJzXvTtE1KTisU7mXSdJBBGQQwwQwznY7r6iOdIah3e\/f91aKJ0skZxnfHaeyshicBc5O2ANyc7YwM922+9ahtyDn1cjn21ALR2meW+42GSTnlgAZrMtmQSMMDnkRp9m+Dn2VLzdJFVOrhhSIEYdj+Mkblnz2GQM76Rt4VBvdE8\/O\/O3+PMew1rQmpt82b0T9v2U4s1dDr0sNOdxlcZBH0sbDf\/pnNM8qe8fH4bH4mjqu4g\/b7jg+6rYHrcLIg68nGZFREKtl1KuWkDY0YUqq4zkluWFpgpoY0ZrcHQo7F8kxj\/KMmDj+aSZz2\/jYNvfg1avKx5YZxLPbWuhOqd4mnK6nZl81urz5keGBUEhjtnaubeQXpJFaXjTTEqjQSRgqpfDs0bLqVctp805KgnltVQurs9YxZgxLMWYci2oksD2hic5osKE8Zyn0VHOd1oOLTpCQdRzrzq1AnJbOSeec53znnXWvI15aZRKYbp+siY+ZI+7xFmAAZubR7jOrcc84GK4lbxBi257SAO0UtYaQUydIYlXY5OF5E4AJPPl4VcT+1SWJqgoqN5dz0l8p7pMvzR7RiVkZ4nUI8ZD6WyVkVZDIExk5ZANSpvyrzFavuASQMjOnc47SBkAnHZkVbfKN5QJbyT+yhUFY4Y9gFOxMhGOsYjmTtzAABOabmuGDh8Na+46bnrfolcTXNugivAI1VEU2cccTIqqAFdXknKttuGC47AKmLXoFBpK3DSXZJyTdzSy+rCjTGB4Bdq8qeTnpbJZ3UVwpOAwEqAkCSInDoRkA7ZK55MFPZXqhfLbwv\/ST7YZx\/9OvLjwcX5t13FRcOBWUMK6Io4o19GJAg9uAMnxNLJcIxYK0Z0nDADWVPc2lhg7HYiuMeWjyvW8ljJHZ3OZXKoQscqt1ZPn6WYKqZGxO5wcDGcjiHkh6QfNr+2lMhij6xVmPnFTC2zh1XOoYOcYOCAeyucMBtNu0U9pXGofRCn9Bx+0im8N1JndM\/ofvIqvL5XeGf6VH\/ALuX7lKL5W+Gn\/8AFx+xH+5XNRl0Zmizw3DE7xjHiQMezepBZB3j+P0sfCqWPKrw\/wD0pP7rj\/BW\/wD9p\/D+fztPcw\/wVl4V8maTZcjJ4j2nH2D9tGR3r8T9pqi3nlc4aqM3zpG0jOlMsx8FGNzXPuO\/KQh3EFo8h386Z1jG3boQOSO3dlqxwZck\/HpJqd7YDtkx6sCk1WMfWyfXXlvhXlc4pdzhLeGInOerjhLLpzgGV3Y6FGRlyyD7K9SKiDs+FanhOG7fqol9yMtOnf8AGsKydhH8eylAy+j8KDIncKxfcyewyNPpVnqx6XxpMyL2KDWdQ9H3DNTXv9xdDfqvyviawbQ9595rHqU\/ZWNLd3xpbXP4DToHUkdma3BPoj2ikyW7ifbWN+0H30tvejIuJD3AVkXJ8KamVfRJo6xfQPtNZyJ7rx7TWZ8mPdeef20mxHcfYaaBV7gPbW+tR9fFTIl19\/yLmbFTMPQb4VlJyfqEesikPnCekTWDKnr9hq5E+T9\/1GaunuKgzHtetTMveTTSK6TsPwp0ky+Htr01RlM2V1P\/AF\/zpaND2D4ikDIOzBrXrz4Up8i2Q\/S\/oJb3WDMnnDGHUgNgHOnOTse3bPiKa2fk14euPxCEjtYkn7T8BVjW8PbitvnPhn1Zq+d1FoiE6B2P+iwn1qT8MVtD0Js1UqLePBOrATG+MZG4xsBUo0x9Bj7f+tQfFek0sb9WtlJKNIbrEkULuSNJ16POGMkAnmKlS7\/aWxVegVjnPzWJj3v53\/FqqTXo9EBpRFhXtEIEef0lUOPYwqlz9Jr9jiO0dN\/6ySAKPWQHY92wPs3qL4rccckUBBBFnG8ZXUeXMvqHuAxW8suvvB0\/h\/R2FBgICcklnLSyEnvkkLyEdwJwOQxSfE+LW0H9JJFH\/tJFX3AkH3VxnhPB+IFnF1b3V1vv\/PxDER2aYwVDdvI+yrNwQRREf9kyRHlrRYZyPWwYyYyPGrkfNkdEhJ0utGZjE15cHJ821+cuuT2KylIx6tWB6qgeJ9E\/nDmROGzB2OTNd3zxse4FBJM+B6OBjlmr1adK4jtidP8AaWtyijHe3VaB763uOmlsg1NOgGM5Ik5d+y1ba2+YRSeGeTG7ChBNDbLnZYEaZgM74kl0nUfTxnxpfh3kLtwdTvNKx3OpggJO5J0KGOfFjVu4T5QLSQkJcwnHPUTH\/wAwLn2VKHpLDgEzwYPI9cvw3qZ5gh+E+TK1ixpt4duRcdY2fzpNZpp0g8mcEhXEkkABlJELldppBI4XOVQFwSdjscYGBiywcfhY4WeJj3CVCfcDT6ObPLSfjWc0+ZNDg\/lg8kwVWubdp55XkGtGxITqzqcFVVsDYYwcZ7AMVVvJx5O7szayPmoVSRJPEkg1bDT1LnfIJOdJAx6q9GdK7eQxl0laHQrFtESTaht9RlLEjs0kcznPZXPJZx75w8yNK0+gAhjatbEbkEM2TGSdsIADsx37OyxPNFs4h5Uujlxb3ZuZmE6uRJ16RkIXAACOilRGQwUBQ2CuCM7rXO2NevfK90cFxbdQJeoy6sWxqVwucxtgjbJDc+ajavJvF7dUldEfrEViqyBSocDbUFOSBnlmukJZkVMZ4rLrjY7eup3obwCW4nWKGMSsBrKudKBQQCznIOkEjIByeQzmpfyr9D\/mbwo0geaRGlkCIEiUFtKCMADnpbOy9m1W9aKUmsqaMVsIj3VQbCX2+v8AjNKLcns0j2D9uaT6vxH2\/ZmtwFAzzPcdh++tKVEaRsbx\/SPsOPspGRd+ee3v5\/tqz8CtJljeRVCIygfjMFZRnOOqkyrgcw5AC9+ahJ4x2MCfABQPb9b9Grq9WRNchrASCDW0k+ojOAM9g2AJ3Pee+tnbHNT7Sa1aVcEBcHv1E\/DlUKLS9XoIAfWH+mWAQx74\/F6dStnSc6yOYx20yNbCtKMpkV618nvSFLPg1rLfBoyA0aqynrHGt+qVY\/pE9WBzwMAEkDevM\/k7P8+sv+923\/OSug\/Kj4\/1l5HAGyLePDc9pZcOw9iCPfffI5g1xnHNSIbeWLytxX1uLeO3aMCRZBI7jOVDDGhVIwQx+tse+qh5JulK2V2lw8KzLpKFTgMmvGZIycgSAZAzjIZhkZyKfmtwa9UMOGXLQs909F+mFtcxddCysg+lnYoe6RTuh7d+Y3GRvURc+Vey19XGz3MgGox2cLXBwNiQyjQez622R3157+Tt0WS6upRLGJIo4delmITrS6rGWAZS3mmXA5d\/j6a4JwJYEKQpDAhOorGAoLYA1HB3OABk91eDGwcOEqTJmZXW6XXk6u8FutpEmS8\/EwYyqKAzOsC7HAzuZQMiqXY8ftrlurvL24nViQUCC0tCM7BliImZB2GVsYGW76nPLxwCd7OeZbg6I4gXt1OEdVfLsSCSTp3wQR5vZvXmSDieBjOD2ZGR8OdevsuDgSTcn7OXtOc5T0o9p8K6C2kQ8y2txkYJEaEkHsLEEkes05i6LWo3+a2w8epi+7UN5Mnd7CzdnBZreIk5PoDGT6WMZHYcjerKtpnmw+NfPlo9WbzMVtIIo\/opHH2eYFXb9Hs8KcC5X0h\/HspqvDk8D\/HqoNjH6PwrnUX1FseCVfSX2mshR3j2Zpj80Xvx\/HrrAtF9I1cq6v2C+4elfysez95pJofyz7x+yk1hX0jW40+J9dNtvgTcTMZH1x8B+zNY64Dm+fVk\/E0o1yB9Ue2m\/wA9Gc4X1bYrXndPgTTqOVvl72PtpUXw7KZm9B+qvsBrTrV7seqpw1zQcq2JA3TdmK1Nw3bimPzhB2H4mthxJPH3Gpw0tojP3jvrB3Gsqq91Mm4inj7q1+fJV4b7xmJRVHhQzHuX21GpcKeRNLo5\/wCu9YeH1NKRS\/mA8BWvzPHIimBc+lWR+dXqSl1Ja6D7rGHaPYKz85bupogPfThM959tWkLYot6R2D3UqvEn7F+GKQIPfTd4G7\/jUyxYtokTxCX0f494oHE5PR+A\/wA6jowwpykvefjU4ceiLmfUdC9c949QFZDv3n2kCkAw8f72PsFbger3k\/x76lJchbFtTeB9uawZT3fCk+rx2j7a2W5A7T9lWiA103YP1TTe6V3GllDKfqvHqB9YIIp0LtD9f4j99bEr2OPfVuuQojo+DoRgxR47jCuPcVxWZOids27W9uc89UEZzjlnKdlLNMpbT1qavRDDPu51H8T4tbxf0tzEng8qg\/3c5PsFXUD5uiVtz6mD\/dRcu76PwqJk8ndpklI+rJ3zBJJFg94Ebqo9gqPTygW5z1IuLog4\/m1u7jP5zhU9uadrx++f+isNA7Hu50T3xIGf4ip5y5loVtOhzJ9Ca7x3G6lI9gJIFNrroTIxz86v0PPzbpyP7rArWW4bxKQefd29tvuLWAynHdqmI3x2gVhugMb7z3V5c96NN1cf9yMLj391VSFd5Aos9qxE\/EIJoypQxXuxYHtPns2oDK4GxBORXFekfBEaeX5uyyqXykduk0mlSc6cmJR5vZjNeleF9C7KLGi0iyORcdaw8dUmps+2q70e8m4t5NUF1dRrggoeqkHnc9nQx+0pkd9bjIWc78m8XErYHqLNDnzi1xEEk5EYDtIjgbnC+J76jfKbacRuJFuLi1wVQRAwoXGkFmGoB5DzZtztvXoGxsmVgWuJJF2yjxQAnBJOWjjTmDjYdgxjfKvG0Z9PVOIsE6iYut1DbAHnrpxv3525Vc2uxMx44uAykqwKkc1I0kesYB99O+H8NcjrjDLJCpBkZQwXHcZdLKme81P+VyxmF9KZguqQgqQy4aNQI0fAJ0ZVBs2O3urtnka4My8O6mUpKknWYVCrqscgw0ZkTKuSdTEgnGrGdq23Ss05UecOItEQDGsinJyrssgx2EMFQjHLBVu\/PZTKN8VfvKH5P3stb\/0kD+ZG+rQ6MWDKJUx5+ykebsdm80gCqAKprce8Q4tJIAHcsB3n7e\/20yzU30S6Ntcs6q8UZVdQ66QRh2JACLzJYjJ5Y805IyKiLqAqzI3NWKnBBGVODuCQd+0EigMJKR2+zs93Ks6x2gezb\/L4UlWc1UwLEjH7D+\/\/AKUmkRPIE+oZrFbJIRyJHqNa3IOLeJ0IcakKkMGGVKsDlSrbEEHGCNxSd7dM7M7EszMWZmJZmY7ksxJJJO+SSaSZq1o3SpAzWQa1zWaqkKLz5K+ks1s0rQtbp1gRW+dFwDpLEaShHfvnwrq3DOl\/En+j\/Jb+AnIPuabPwqleQrp9DaJNBcK3VyOsiuAGCtp0trQ+cQQFwUVjz2PZbLvphYXLmO34b87lwcFYkiB8TIDrUeJUVzm7eqMNMmeJ8V4w0ZAtLN1bzWCOHyhBDDBmC4IOM57a872livWMjYBViukkHdTgjUDhtx2Hfxq69O7Ke3MbPbrZrP1mmKOeWUkJp1dZqlkQDz1wFC9uR2VSeI24bzhz8O3+BXpwcGlnWvcc3LXLt3nRujvTe4t0EccrKg5KPOVR26Q2oKO3Ax31aOgXleu5F6pUFzLr0IGdIGYb6Tq06CSByIGSDvuBXAZZW5Et7c1YvJQc8QtFLaA1xCCRvykVlUeLMAn6XbypjYmHPeKXq1LHCcVuejW6VcU7eGZ\/\/fQ\/urC9K+Jf\/Kz\/APz4fu1fwB3N7v3ms9Z4P7hXzb7i2UROlHEO3hTey+gP+EUsOkV728MmHqurc\/tFXFpvA02vroIpdyqKObyOEUetiQBVslroVc9ILz\/5fc+ye3P+Otl6S3Q58Puv95Af\/q1Eca8rKBzFbRy3sg7LZS0WT2GUBs+tFYeNSVhHxOddTC3slYDA0tc3C57wWWFWA7CG35qMVXa3otdw7XphMNzw678SOoI9\/W1WeN+XaCMmP5tMZBuV1QnA7cvG76SOeMevHOp1fJnEzl7mW5u+XmTSFYQR2iGMIo\/NOR4Va+DcKhhGmGJYh2iONEz68Df21l5S2kUroz5QZbgK0dpcKCASXjGgg+hM8saMM9oBJ7hVyiaUgEuynu0q2P1XG3gcVJtP3k+3H7q1+eD0j8P3VPQjLeo1sjKCNTq64OcwkOe7zgwUevSc9wqQ+d+A92\/76R+c+J9\/+VZ60d5\/vGsNdUWxcXo9D4Y+2thOp+qPZTUsvh7f+tHzruxUyIWx03gAKSZW9KtFmY9h\/j3Uoqt3H2\/wabDcpPzJO\/FAsU9L41C\/NH\/61g2D9\/urvk\/7jV9xOdUnpfbWjQr6WfbUIbE9pPvpSOD+M1rL3kvuJXqF8fYa2VwO\/wBpxTW2Sn6Ivbj21lhGvzle4e0k1kTjsA9ma2KL3rWCi+kPZU0K0Hr\/AG1qz4\/yWsGEekffQu3I\/GqQFuPBvdWs0jcxGrknk7mIAd+rQ+d9sYHPwpcSydmn31hlkPavvowRXEIJ2HmpCh55NxIfYQLcVBcR4dxDAWMWXblpJZnPhsVRO\/Zlb11bv5MY\/WFH8jH0x76qklzF9xy676OcS0kSpFcg58yO5Nug7hoiMCkY9LV6xvT7gvB54VUrw6yVscxMC48CzBznlyYiuhfyQ3p5rZbIDnk+yrmT5lzPoVCbpFxAYHzIEf6u7i2HgCB7qR\/C2cH8ZZ3a+MarKP1SM+zNXgXar9U1svHQPqe8imvJGbXM5tJ5WLZTpbrgRzDRYI8CNWR7qf2\/lUsjznK+uOX9iEfGprivR2wmcyS20Zc8zqZc7k5IVgCck7kZNI2HQXhykssERJOcOzSAeAV2ZQPACtX1RaiP+GdLbdwCt1Ec98iqdu9WIYe0VK2nGI22WaJj3K6E\/A0yPArXGBDbAdwjj+wLTKTofZn+otvZFGv2AYrO40LUgPPY\/wAevA\/6d1bjT25FU2Pyf23NY41\/2bOh96sKWPQj0ZLlR2aLy4H2ysPhWaXUhB+VDocbmVWWCCQBAvWPNLFNnfYhFMZC52JDHn6qtHk44YtpapDgA5Z2AcyDUx7HKR52A5KPbzNa4n5O5jkx314jdnWTNKnqIyp9pJx4076PcOu7dNBWO67TJJdTrITyJIkSZV27EZR4Vp01Rq+hRvlE8Di2u+ul1M2gRPmSPJGcRbjqhhSSNwTyxXGrK21EgEDCliWzgBRk8gT4YArtXl44y5tlhlteqLyBo5BMkoyn0tgoYZVsZ2rkvRaSXVIkKdY0kMsZXSXOgrl2UDcMAuc+sEEHFdI7G1sdV8jcF3EjArIYTnQmY4gG1Alsyo0mltxpEW+c5B58j6TXJe4ncjBaWQkZY4yx7Xw5\/SAPgOVdq6D+UqGKCKOS1mJ85tVvCippLFvMjDbAA7nmdzXGOld6stzPKilVeV3CnJIDMTvkk5PMjJwTil6kVkXRW6ITyBPqpWGDcZ7SBgbtz5ADO\/ge2tUaG9Zqb4\/wgxkuIZ1hZsRtcJoJGM4JA0knc+aeQ7d6iOu7gB6v3nJqAzFCTyHv2HvO1KiFc4Jx6hkfx7Kba6k+B3saNqdOs2HP6pzzC8m2xz5b1q2Rm1rwoswCgAHk0rBAfVyP21jiMCxtp1lyPpdWNCg9ysRlvXpx3E0px7pC8o0\/Rj9BeRxyLH6x+HhUXHcEbZ27juPccirpyIr5ktHdwhQTbEjlq619yOe\/0c7jYDureO\/twQwhkUg5BSfBBHaCUO4ptwzjjxghThT9JR9BtsefEwaF9vSQ9ncKeyX1vIMOjQt6cG6Z23aBmwSf9W8QHonlTUUb9LOk7XBjLNK5jUoDM6vgbYC6UQDtySCT5uTtUItztjv7f3U6v+GqoJSVJV7NOpX\/AEo3UMDjtXUo7ztUdIx2Hdn4muixGopImRD2GY9jj1MKl+iBIurVtAyLmAhlOACJVwcd1VenvBXHWxhjhOsTXuVGjUNWSNx5udxU4tqmvHrsmToeub7ym2ySCL5wJJCSojt0adiRzH4sMM+Gc8+6gdKr6R8Q2wjj\/tb1wvtW3jJk8RqZc8tt6a9DOEW0aBrSKLSf6yJhIWx2GXLM2O4ttvVhXX3GvG4RMZqI+6sr2TGq86odotbeNM\/pTNO4PqIoj6F2+VeWNrmQf1t03XsT3gPmNBtnTGqr4VMRzntrcXa89VSq2GYXjuAowEIA5AAAD2DalFvz2KfcKZNxBfE0m02e341Ml7oy5Eibs\/x\/1pNrj+MH99Mg57x76VW9x9Ye7NXJQsXXf\/of31lrUHmD7B\/nSH8o97H3Vst+vpE1KkLRl7BPyq1WJB2H4Vut9H40Pcp6IPup53eNBWOdewj304SU9mKipLgdgFNXkf8AjNMljMWBp38KQfipHOoiJsc9X2U+iu4+1feay8NLkVSOefy2ez7KUjvZD2inAcD6orVuJKPqiu2nJGvWKQxMeZ+NL\/Nl7z7CajpOKg9mPVTdr4d7VcrY0JOVB3n3Gm5mHif49lNFufyjTmGYen76qjQFEuPyT7qcRyDtVhSHzxBzce6sG5B+iV9tSu4EggXvNZkA7\/ewFRhgJ+uvsNC8PPevvpS6kHch\/KHsbNYWQ+J9uKQW1PePZmlVtPEn2mmgFxOe4e1jW4vh349QJ\/ZSAhx2D4n\/ACrIkHaB7v3Y+2mgHHz\/AMX+Cj7awL0HmSfW+fsBpDrV9Ef3f35pZLjwpSIKKyHmPgx\/cKC0I7vav72rAtwfD14FKJw5fSHvrLaNIT1x9iqfYv3q3WIej8EpYWUfa60GOEfXHupmXKxRqsC9uB7F\/dSiW69m\/sH7qTZo+w5pBpR2faaakJAQN2Ae5a2Cv249w\/fUWJz2HFJ33FljGqSVUHe7hR8SM+ymViyYJ8Pt\/Ya0M3h8TVGm8pkGSsKy3TjbEETMAe8sQox4jNat0g4lL\/R28Nqp+tOxlfHeFTZT+S61aLRYulPR+O6QJLHrCnUvnMpU4wSGUg7jmOR27hVSs7Th\/D3d9UcblCjAytJJoJBICAswyQNwM7c6WbobLN\/71eTyjtjiIgiPgyqDqHjsamuCdErSHBS3TI5MRrf2M5Yj2EVoWupVD0sjllaW3sprpmjSHU6hLfRGxYYZw2CGY5LYzgd2aY8S6DXN3gyRWdovMdVHrl7NmI8xvXqHxNdZE6\/9aNKnvpZM3Q8j9JLXq55odRYRyPHnkDoYrnSMgZxyFSvFODCCKOUTIJjgyQpIDIobdSrJuuVbzlztnmeQY9L7lmupWeIRt1ja48Eb6iTqwckntYEZ5jGa7pwDoxBLw6GW5iiCiAPrBYlIcZX8aT1o0pjzdTBcYHLFVs6t0cK4zdwPEmhJlm1ee0kolQpjYL5qEEHsIO3aahalukUsQkkS3aQwFwQJDuxXUFbG3IM2ksNQDHOMmokVTRmsV1zyY+TfPU3cjJIhXrFhUagxIOlXY4A0nGRgjIxyrnnTXhxiupoygjw5YIDqCI4Doue3CMooRSTdENRRRQpkUCsUVU6BtWWYmtc0ZrVp7kFraDVtkA+NPTwZ\/wCBUdmnthxN05HI9Ftx+8ew12gocznPN\/CyR4G1xA4khkaNu9CRnwIxhh4EEV6D8kfTWd4it06sxbzJDgAjG6NgBVII1edjOrwri3RrpFCXAlGkeI1Ln1gEj2ir5b28ROuPQw5oVJZRjGwwQAee5B7NhWe0YCcU8JW\/Yc4zldYmiO3ST557dux\/jIrRilc0teLsn0SMZyUbJT1Lvqj\/AEcjflV74DMsoJRSSOYDBvaMb47NwP38MXAeF+99iRlm2HbSx+NY6qM9re+t9Q5FV9prDRr3L6s1ysAEQdp99bLGp7R7TSLADurRtH\/T99Ug9FmO8UfNI+37aYhV7AT7aUSJO1SPbU16lHY6od3vzQL2Icse6kBax94rcQRd\/urOneNRb+VF7Fz7BWDxM9x9tYjgj7Mmt2XHJc+s1PN6F1EnuQea4+NJuB2D3Vu9047FHrpE8UPaVH5orST5EbRQkhPr9tOoom9Ee2ucjpRP6f6qfdrDdJp\/7T9VPu16OHI1mR1BIm7VSlVUdqrXKB0in\/tD\/dX7tbDpDN\/afqp92pwX1GZHVJLhB9VabSMrdgFc2HSCb0\/1U+7Ww49L6f6qfdqrBouY6CbRfA1g2Y7\/AHVQF45L\/afqp92j+X5vT\/UT7tXI+pLOgpbjvpeKWMc81zU9I5\/T\/UT7tYPSKf0\/1I\/uU4b6jMdSW9i8aTk4knYTXMRx2f0\/1E+7Sqcdn9P9SP7tTgjMdFHEqWjus9lc4\/CCf0\/1I\/uVqekVx\/aH+6n3avDJZ1BLvH1a2a9z2YrlLdIJ\/wC0P91Pu1r\/AC9N6f6qfdqcEZjqTnPaPfSMlqT2\/wAe+uaLx+b+0\/VT7tKx9JpxykIPeEjPwKEH2irw2thZ0A2Dd\/20jessYy2TnkACxJ9mfjiqFH0tvd\/5yfZFGD8AKbXnGLhxhriTHLzdCHB7A6qHGfzqqjLmNC23nHpM4jiVO0GXLOR24jUj4MaRk4\/dHAS3Uk7a5s26Dx0SOJjg9gTfszXPG4ChYsS5Y82LsSfWc5NJjovF3E+tjVcelFTidPj6NXMu816IwRgx2aacHwmbzx7qd2HQOzQ6mXrm7XuGMhPrDeZ+rXKfwdi9H3M33q0bo1F6J\/vN++scJ9S50eg7MIBhNKjuQAD3DaltQ7687RcBjXcAj1Ow\/bSxsh2PKPVK\/wC+nBZLR6D0isrXCbDiM0f0LicfnSax7nDAVIr0tu\/9Jk\/uQH7YacGRLR2YnwrBkNcfj6ZXf+kMfXFB+yIVv+GV2f69f9xH+6pwZC0dH41wSKXd4Y5D3uilt+5iNQ9hFa8NgaFOrijEaZJ0qNvO3O3j3VzOXpPfdlwPbDEP\/pmo09PL8bFyfXDH+yMA1pYb7iXZfemnA0liZHZYA2Muqxpk5yAWIDEZ5qGGa4lddFCJNCT20gzgMJ0XOdhsxG\/gur21cLjprfOpQscMMHESDY899G1VVejB9EDwLH99ayHSMq3O\/dA4lito4jGsRA84RkspY83DHLHVz3JI5ZOK4z5d11XzsqnSI4gXAbc4xliVAB3VBgsMBd8nSHdlx+5t4RDH5iLnB0pJuxyxyyHBJ79vCqxdXTO7SMzFm1BiTzDLpYEct1AHLsHdU4ZIyp2VtRWCamv5NHPScd\/nVtbQhWV1GGVgynnhlOQcHIO45EEU4bOmdFs8lvk6+ca2uFkji0fi2GEZn1DcBgSVC53xjxpbpz5IpIVMsDGdB9JNP41R34GesA7dIBHdjJG\/Dunt4TpDhj3mOP3nCYHuqbj6YXv9qg9UaH\/CKjw3yOfEdnE2WsV0Pp3eNNpaURs2rdljRHOx+kyKrMPziarEnDlAU45gnme8j9lOGzosREHWQal\/mS93xP76PmS93xP76qg0M6IoGnPD754zqRmQ\/knGfWORHgaefM17vif31n5mvd8T++uisjkmWLg\/lBcYEqhx6S+a3rI+i3s01duj3S2NiDFLofsBJjfPhuM\/ok1ygWi93xP76Pma93xP767rGls9fScZYcHtoejbbpY5cGbU4xg6dIJ8Tldz2ZBXPbVp4c6S\/wBDIpPoN5sg\/RPP9EmvMHDuMyxjCu2O5vPHs1Zx7MVK2\/S2TbLEHvAX92RXOeDhy\/d81+72fSjKzLfX4+PaelltWGzFfbSghTvFcLg8ol0VAM2sDkWSIsPDWU1n1MTTmHpjOeUu\/dojHu8zHxryvAmt\/catcjss02Ow+z91N2uAew1yZemVz\/a\/qR\/cofpZcHnL+pH9yiwmQ6t5tAulHdXJG6Qz\/wBp+qn3aB0muP7T9SP7la4RDrRv+41qOJHvJrlA6U3Hp\/qR\/crcdL7n+0\/8uL7lOELZ1hOIA\/UPtpdAD9XFci\/DK5\/tP\/Li+5R+GNz\/AGv6kf3Ky8J8ilS6ujqxSWuvQvyJ+ittdScTF1bw3AjSyMYuIklCF2vNegODp1aEzjnpHdXobpFirZ5+IFY1+Fd1+WX5MEs3jvbWJYreZTE8cShI4rhEJUqqjSiyxqTgADXG53L10D5WPQOyt+ErLb2ltBJ84gXrIYY430sr6lLqoYg4BIJ3wKmZaFyPU8lCSthLXq3ysdBLKPoul1HaW0dx814Y3XpDGs2qSS1EjGUKHJcMwYk5bUc5zXnnyQ2KScT4fFIiyRvdwI6OAyOrOAVZTsykbEHY0UrVhxp0VrWa2Br3F5RLDo\/w9oEu7Ozi6\/WI2FirL5hQOWaOI9WB1i+c2NiTyBxxz5WvkpgslgvbRerill6mWEEsiyMjSRyREklVYI6lMkZ0aQN8xTsrjRwLFbaavPyeOiC8Q4lHaykiFY5LiUKSGeOIovVqwwV1PIgLDcLqxg4I9M9JD0bguf5Mngs4ZtCHU9toCiQZTVe6BoZgPpNKDyGckCjlWgUb1PFmmtTnvrsvkj4PYTdJBbwp84sM3PVrdKsiuEgc5wwOtBICY2caioQnzt67d5Q5+jlhOLe6s7RJGjWUBeHiQaGZ1B1JCy51I22c7eNM2oynivX41nrD316N+T9wPh97xrihFtBLZ9X1ltFLAvVopkQApC64j7QBpBAPZnFRPyxfJ1FaT2tzbRJDBMjQvHCixxpPESwYKoADSxseQ\/qGPM73MromV1ZwpZqUEgrvnyOPJrDdNdXdzDHPDGBbxRzIJIzK2mSR9DAqWjTq1Bxt1r078qPQ20j6VcLtY7aBLaS3tmkt0hRYZGaa\/DF4wAjFljjByDkIvdUtXQyurPPOFrUqK9F\/Kb6H2lvxPgUUFtBDHNOFmSGJI0lHzqzTEiqAHGl3XfOzEV1XyueQ+znsZ0tLS3guQvWQPBDHEzSJuImZFB0SDMZByAWDYyoqZloXI9Tw40dala9PfIz6G2lzZ3b3NrBM6XnVqbmFHdFEELFPPUlcMzZXbfOa859Ikxc3CIvK4mREUd0rKiKPcoA8K1etGWqVkZqNGTXvnon5FrBLKGCa0tpJhAqSztDGZWlK\/jHEpXWDrJKtnK4XHIV4V6UcPa3muLaT+kgkkhY4xlo2K6h4NgOPAiopWWUaGIesiTxr3JxXoxwWz4dFeXVjaCMRW4d\/maSuXlCKCQsbOxZ2GTvzyaoXlm8l3DbnhL8W4cqRdXEbhTCGjimhjJEyPCQBG6BXOyqwZCreBTRXBnloNW4FNgCdhzOw9Z2Hxr2rd9CuC8GsoWvoYZS7JC089t87eSdkZ20pok6pMI5CqAAq43JybJ0ZUbPGRFYOK6x8pyHhIMEnDWXXIjSSrbn+bJHghMp\/Uz6hgwqFwASyqSur0b0j6McFsrJLu6sbRY9MKs4s0lYvIABkLGznLHc+01HIqhZ4YOK1OK7X5U+KcJub7g6cOhiSP50Eu1S1+brIJbizWNXUoglGkTjtwGPpV3zyi8G4DYLE91ZWcayuUQrYrJ5yjUciOJmUAb5xVcqCjZ4X6ysiU16N+VJ5IrWC2j4lZKI0Z0WWNCTEySj8XNECTo30qUXCkOCACDqn+NdBrJeiiXYtLcXP8m2shuBDGJjIwhLP1unXqbJy2cnJpnQyO6PKy5rbevYPkT6KcNHAIL66tLaTq4LmeeaS2SWQpDLOWJOhncqiYAGTgADsFcz8uPTHgctiU4fDElz1sbBo7I27dWpPWDrDGmxH1c7921M1sONK7OEHNaNH3jw3FexuivQXhXDOExXt\/DFKzRwPNLND860y3GgJFDEVcKqs4QMqgnGpj3ct+UVLwVre3n4doE8rbx2o0RrCudRuLchfm76sBVCozedkFVysUrDhW5wo2y4xpGPVUYeC4cEEaQQcHnjOcdxqY66tS9bMmBEuc4we8bH4cx4GnHWCkNVGmhCH6VTjzV9ZP2D9tQ8sudPgNIx3ZJ9+TU30jtfND923rB\/cf21AUNoK3hTJA7yB7zitKdcOtizDHYQSewYOffQpauj3QWe6Z1t7aeRkAZxCokADZCk78iQccuVO5fItxbO3D7ojv6rHwzXob5CEmbniP+wt\/wDmTVZ\/Lf5f7iw4hLZxwQSIiRMGkMmo9ZGHOdLAbE1zcndIqSq2eQOP+TPiNvGZprG6jjXdpGhYog7S7LkIv5TYHjUB0f4PLcSpBBG00smrRHGMu+lWdtI7cIrMfAGvoL8nbyyPxRriGWFIpIkSQGNiyOjllIKtupUgdpDBuzG\/KeG9CYbTpvAIBojbrbgRKAEQzWFxrRQPorr1SADYBwBgAUUnsy0t0eX+lvQ+7szGLq3ltzIGMYmXTrCadenc5061z+cKg8161\/8A+jMRMnCSASAl9kjsy1njPuNeSa3GVoklTNgadwcQYc9\/X+\/9+aZ0ZrSZmies+MDt29f7x+2rvwvofdSossdtMyOoZGCEqykZDK3IgjcHbNc86LcHa5uYLZc5mlSLI+qGYB3\/AEE1P6lNfQCzt1RFjUYVFVFA7FUBVHsAr8T+MfxZLyNw4YUFKUrbu9EqS26u\/Yz6vkzyWu1ZnJtJfE8e8Z6PXEADTQyRKx0hnUqC2M4B5ZwCceBqMEwr1V5ZuDGfh1yqrqdE66MdpeLz9I8WUMn6VeOP5bQqCAc7beHfnt9Vez8J\/iF+WezSxJxUZRlTSuqq09euq9Rx8pdg\/ZcRRTtNXZPGSrCOg17\/AKLP\/uzVSSTKhhyIz769y14vxh+J8byLwuFCMs+a7vTLl2r0nTyX5Pj2vNmbVVt339DxdxXhckTmOVGjfAOlwVbB5HB7D3000V0X5Rj\/APaJ\/wBhD\/jrnBkr9J5J7ZLtnY8LtEkk5xUmlsrR4O04SwsWUFybRHh69PfICP43i3+zsP8Aivq8u667h8krykWvDnv2u3ZBOloI9Eby5MJui+dAOnHWpjPPfur6E9jnB6noU3cXGbfjXCJiBLBcT25O2VQuz2dwo\/1bLo8TCc7PvEfLVGOCr4XVuP1ZK8\/cA8p623SGficRZrae5mEowQz2szgk6DghkIWYKcHKadtRroHynPLLYX\/Dvm1tI7y\/OIpMNDLGNCB9R1OqjtG3PeueXVHTMmmXny0n\/wBj0\/7nwn\/m2deX\/Ig3\/a\/DP++2\/wDzBXo\/gPlz4K3DrWyuiZQlrbRTQy2ck0ReGOPIKmNo30yICDuMqCOw1zvp3034L\/KHB7iwijgjt7oy3ZgszbkoGhKEqI0aUqFkIABIye\/fUbWlElTd2ehPLdwfhEr2rcUeJTH1pt1muHgD5MRlGhZEEwysWVYMN8cmOfP\/AMrPyuQXywWVoTJDFL10s2kqjyBGjjjiDAMyqHdi+ACdGksM1H\/Kw8pVpxFrE2rs\/Ui5EmuJ4sdaYNGNYUtnq25cseNcP6ykI82Sc+RZfJd0rnsb2G6gXXIpKdVgkTJJ5rQ+aC2WONJUEhghw2MH1lwLpbwbpAq280IFzobTHMNE6hcljb3MZ85RgtpVwSASyAZFeYfIf06j4ffx3csAnQK6bY6yIvgddDqIUyBdSYYjKuwyua9J2\/ls6Oxyteoqi7ZTqZLCVbhtX0gZuqWMs3InrcHtJFJp9BD0lF8mXQH+TelkNoHMidRNNCzY1mGSCYKHwANasjoSAAdIbAzpHXfLH0u4LBdLHxCGOScwI6s9n84IhLyBR1mhsDWsh052yT215+4B5Z45ekacWuQ0NusUkKKqmV44hFIsQcICWdndnbSCFL4yQuo9Z6ReWHo3cuJbiKO4kChA8\/DnlcICSEDPCWCgsxC5xlj31GneppNVoVr5JFzE\/GuLSQALA6SvCoXQFha6BjATbQAhA04GOVdU8tXDl4lw7idqg1T2cmVUfS+cRQxXUar4ywy9Vn\/WN3VwfyPeUvh1lxnidzkw2cylLVYoHwF6xGCiFFzEMBiAVAHhyqT6E+XO1g49xW6Z3+Y3qwFXEchYTW8MUaN1OnWA2ZlJxnzY87cji7sikqpncfJRw5OG2XC+HsPx1w0msdvXGGa7nY96oVEIPYDGK5h5Xm\/9seED\/wDK2v8Az+I1X+P+XS1l6Q2N5rcWNpBNGr9VJqMtxE4kfqsdZgt1Mf0fqE8jmoXyieU+zn6ScO4nG7m1ggt45XMUisGjlvXbEZUOwCzxnIBzk91FFlclRfPlbf8Axbo9\/wB4H\/8Acsq7B5RenK2dzw1JMCK7nktnY\/UkZFMLk93WDqz2ASZP0a80fKB8ptne8Q4PcW7u0dpMHnLROhC\/ObWXzVYAudETnA8B20r8q\/ylWfEoLSO2d3McsjSB4njGlo9I+mozk9gqZdiZtz1J0N6IJazX0key3dyLpk7ElaJI5dI7naPrfzpH7MV478iPRX510i0kZjgu7m8k9UE5MQPrnaLKnmNXPeux+TD5SVmLKBL2SRbpE6uUiGSQSaPNWbUilcyKAzDbDatsYzz\/AOTn5SeHWMvEri4kkWW6uW6sLBLJi2DvIpyikKzvK2pSf6tKJNWG06O\/cfmvf5dsikEjWC2k8U8wZBGJbhlkDFC4djGbaBQwU4E0mNtVecvlsdFup4it0BhLyDUf9vABHJ4bxGA+J1e3fivyp+JdZL1SWYj1ydUJIJi4j1HqxIRcgF9GnUQAM5wBUt8pTyq8O4lwxI4nk+dxyRTRo0MigFh1c8ZlK9XgI7NzwxjXGdqsYtMSkmmehuMdHra64bb213vDIloMdY0WqQdWYlDoytqLhQFB3O2+cVzb5SfHoOGcJXhNvCyC5hkgiADGKOHI+cFpWJLyMJDsWLlpNbHvpfll8s1lc8GS0t5ZPnKmyZfxUkeh7eSKRmEhUKCpTIIPMDFZ6ZeV3h3E+Drb3rtFeqmtWWCR0S7jDKsqsilRHMMhlzkLKw5gGoos05Jnmsx16u8n\/wAoC1nt0s+LxBS0agzSxiS2nT6KyyoQWjLFSS4Vo8qx1J9EeU7aXBUkBsEEq2dLYIJVtJDaTyOkg4JwRzr1vYeWfgV3BCL63jjaJVVIZrRrlI8ADTA8UUgEewADLHsBlRW5nOD7yifKq8jlvZ2639nlYXcRyw6i6KZFZkliZiWCEjSUywGtNOkAivR\/T3i9nBw2OW\/RZLYC3DK8XXrrYKIz1eGzhu3G1eaPlQeWaLiEKWVordQr9Y8rro61lRljRIz5yxrqLEsFYsqYAAOrqt35deBzW6W9zmZAseqKayklj1oBglWjZCVYbHfwrDTaRtNJs5H5RukPDbjifBzw6NIlS6gE3V2\/zcMzXduY8jSusgB98HGfGvVHlI6FWV91EN4vWaWeSGMTSRFiFAkx1bozgKRkb4zmvJ3ld6V8Je94TNw6KOGO3uDLd9TafNtSrPaSRkqEQylVjnxzxqI+tVp+UD5cLeduHT8PlYz2ly8\/nxSRrgx6NLawupZAWjYLvpZuW1VxbqiKSV2SvyzenKJHFweJCpHUzykrpQQqGEMcXpeeuSwGler05J1BbXx9v\/Y2M\/8A6VZ\/8MNc0+UT5RuF8Ts4pI3kjvodLIjQyYKyaeut3l09WQPpq4ONUYwQHbLni3lfsW6NJwwSP86Fhb25TqZAvWxiIOOs06MDSfOzvTLohmVs615DLuFOjMMk4DW6Wt286lesDQrLcGUGPB1goGGjBzyxXC\/L90s4NcWaR8PhjjnFwjMyWnzc9SI5QwL6FyCzJ5uTyB7Kufka8s\/C4OEW9hdsxYRzRzxNbSSxsksspKNhGjdWjcZG4IJB7RVQ8uvSngc1i0fDoIYrkyxEPFY\/NmEYJ1jrOrTYj6ud9tqsVqST05Fk8jnl+hW0hsOJRMYhH1MdyY+tilhj\/FhZ4yCzaABGzoJMkecFOSU\/lE+R6zSx\/lawwkeIpHjjbVBJDMVVJYAc9Xguh0qQhUnABG8l0O8s\/BZ7KC1v7aOEQIqLE1q11bgqMa4NCSyIG5kOobcgs\/0jX\/lCeXK2uLP+TbBT1LdWJJDGYUEURDJDBEwVx5yJksqgKuADqypJ3oVtVqzzztWa0D1tqFdDkZ1CthJSRWtWjoBHjjZjYZxyPLOw7Ns++qsoq1On8Cm8cyk45HuYYPx51aKmN4ODAqCSQSNx\/lUlY2wUaRnv3rZc1upoTc9J\/IPT+c8R\/wBhb\/8AMmq\/eVzoLwSe9klvbxYblljDxm7ihIVUAQ9Ww1DKgHPbVA+Qef5zxH\/YW\/8AzJqpPyvJD\/Ldx\/srb\/krXGrkdLqB6e8kXQuxtLeeXhhS5aUYMjXIkWRowxSIzIrrEoLHOlCfOyQcDHnzyWcRuJulkct0ui4M10skY5RmOzmjWNeeVVFUBhsw87fVmpP5CfFCLy9gz5slskunO2qGXRkDlnE2CfAdwqZurbR05j2wJB1nr\/7MeMn3xn25ps36C7pPvE\/l4L5\/DPzbz7bavLV3wpG7MHvG3+R9tes\/lmQB73gcTbrJNLG4BwdEk9kjAEbg6WO9KeXHyI8PtOGXd1DHIJYlQoWmkYAtLGhypOD5rHnVi6SJKLbZ4uu+DuvIah4c\/dz92ajmHZ291XLr60lQNzAPrGa6UYzF9+SD0d6y9muiPNtotKHG3Wz5Gx71jV8j8sV6Y6U8cjtoHuJTpjTTqPdqdUHxYVUPk+dHBb8Ojwulpybl\/wDxABH\/AOUqbd5NUv5YvFyLW3tVyetlMsmP7OEYUHwMjq3\/AIdfwbyp\/j34j4CfmZsmn5YXma9NSa9J+y7P\/c+w5+dX63t8juxFeGPKZ0Pe2v7qBV8xZWaLkB1Un4yMDJ+qjBD4qa9beRXpD864baTE5fqxFJ\/tIT1bk+srq\/Srl3ytOHGNrW8AyraraXvDDMkLd3LrRv3LXp\/AvaZ+TfK+J2LE\/izQf80G6+DXrMeWMNY\/ZVix5U\/U\/COA2XCG+t5o57HfPZ3geuvoBXhiK7BGRuK9z19T+lP\/AKb\/AMn\/AMHl\/Dn\/ADP9PzPMfykR\/wBpH\/u8P+Oua6a6d8o1v+0j\/sIf8dc3LV+\/\/DD\/AMK7N\/lx+B8Tygv7zifzMiqNdZronkl4Oj29\/Otql\/dW4tjDaSa2UQyNKLi56iN0e6MeI16tThNeog+bj7rPIlZznXWwNWHiem7uYktLTqpZcRm2hdpEe51PqMCyEvChUAmJ3YRlX84KNnXHegk0MUk+u2nSJlWc2d1FctbM7aEFwsbFkDP5gcArq2zkilloqwrNdR6UeTtnj4bNH80tYpuFWDdZdXEVqtxdvGzTdXrIaWUhoyzAYGpckGqbF0JuzeGw6lhcqTrjJUBFCiQyPIW6pYhGRJ1urQVKkE5GViqIA1jTVzvPJrcrFNOjW1xBBG0k09pdRXEaaWRTGxRsrL54IQgagGK6tJw2k6Dzi3FwTAA0HztYGuIhdNa74uVtiwdoiAWGPOIGQppZKKsFrdVq59IOhKx8JtuI9fFqmecPGLiEsETqdAiiH41p06xjNF5xjAXUq7524x0PuZuI3NslvDBJEBJNHHIFtbWJYo2aRp5HKpHhlYsznznIHYKWWimaawRVn470AuIreW8zBNaxmMNc2txHcQs0kgjCI0ZJLqxXUhAIDKdwc1JjyQ3uvqiLdZmQSQ2z3cK3FyhjEmq2hL6pBglcnT5yuBnSalimUTTWNNP+icIe6tY2GVe5t0dTkZV5kVlPIjIJHYa6vDHaXXFbnhBsLeBRc8Rt4bm1adJoTaG46uaUNM8UyaYBrRkUecWGCAKrdBKzjWK2Ap5ccLkW3trlgBHc9f1RyCSbdkSYFea6WkUDPPfHKpWHoPdNcQ2qx6pZoI7lFDrpEEsfWiWSQkJEqx+cxcjTy5kAiFdLVqXNdS6P+Twx2vFJ5Pm1zHHw9zFPazx3UcNyLi2GkshJil6tnxqA1Lr0lgGxWeCeTyeWOKXVbQifPzZLu6ht5bnB05t45GDOpfzA7aVY8icilotFUD1trqy8A6A3MzXSBUiNoV+dG5lSBbcFmQtKzkAKpRskZ5DGcgGvXdvpd0yraHZNUbB420MV1RuNnRsZVxswII51SUJF6AaMUYNAZrIasBazigAvWDWM1jXQG4attdJh6z1goBTFamOteto10BnTWa06yshqA2JrBoFZxQGNVYMlbaaxoFAa6xWykVjq6wUoBQNRSYFbaqAVCVEy8TYNp09uO3JHqqS62jraAWIrGqketo6ygOk+QPhN\/cXbQWM72xZA1xOhYKkSHAL4xrOpiEjBBYltwAzL6F6QeRnhauH4lfyS3EiqOtu7uOBn0jSOrTzSQMYAJf1mqB8hTj0SXN7bOQss8cLw52LiAy9YintYCRX08yA5xhTU95fvk93d3ez31tNFJ12gtDOzRumiNU0RPpdGU6dQVurxqbc1yk\/O6HRLzb3NOmXkDlske+4RdTh1iYtFqBkkhOl2EE0YXVsoYRsrayFwwIAaK+Tx0Pk4r1nEp768S6tpfm8U0TxlxEYQxGqSKQ\/18g7sMe+ozgvTjjPArRbaWyXqFkYpLMGlResb+jEsMpiVS5JVWwfOO3Kuh\/IauNdnxB8BdXEGbSv0V1QQtpXmdIzgeAqO0gkrRYekPkDW4eGSfiPEJXgbVCzvbkxtqRspi3GDqRD+iKrvl78n0sPCryZuJ39wqJGTDO8JifM0Yw4WBWwM6tmG4Fc78p\/kT4rNxC9nih1RS3M0kZ+cRLlGclTpMgK5BzggGufdOvJVxGygNxcxaItaoW6+OTznPmjSrsdyOeKJd4b7iiBaleiPCPnFzBbj+tkVD4Lzc\/ooGb2VDaq7F8lrgeu4nuiNoU6pP9pL9IjxWNcf+JXzfL\/lFdg7Bi9o5qLr+Z6R97R07FgcbGjDq9fRz9x6HijAAUDAAAAHIADAA9Q2qt9KuglrdSCWeMu4UID1kigKCTgKrBebE5xmpXpRxYQW81w24iieQjv0qSF9bHC+2uFD5Q83+ixf71\/uV\/A\/IHkbyr2xy7R5PtOLpyUlB68rbT9J+17b2vs2FWHj89aqztvRHovBaRtFAhRGcyFdTP55VVJGokjIVdh3euojyz9HPnXDbqADL9WZIu\/rYvxiAfnFdHqY1zvox5eXluIYpLeNEkkSNnEjErrOkNgqBsxGcnlmu6Vnyl2Lyl5I7Zh4\/a\/9pamm5KVuL5tN+s12fGwO1YThhfu7VVVZ89+GMVbS2VyOR237P3Zr6EV458r\/AEcWG+niK+aH62P8yXz1x4KSU9aGvY1fsf6SO0w7TgdjxobSjOS9DWGz5XkGDhPFi900n6sx5h+UmP8AtI\/93h\/x1zYLXSflJn\/tI\/8Ad4f8dc1DV\/R\/wx\/wrs3+XH4HwPKP+84n8zGOqrP0J6PSTapLe4iiuoXVooXnW0mdSGzLbXEjxxa0PmmPrFbDE8sBqsBWStfePId5PSaGHiFg91Lby3ZsLy14jdRHrIFmuBLFZvPJblOtlihZI7iWBw2ljh8oDVb4qZ7W3um+acHt1mt2tOstbl55Z4Z2RXFog4jcZAwsuuaFQoTOzALXKxWKzlNZjr3TXoy15Fwlree2laLg9hbzwSXUED2xRHZnYTSIpTz8OI9ToyEMu608n4zbvcS2IuYt+AQcHW\/ZitvJdQSRzsplI820l0m069hjCIcFSDXFDWwNWhmOudEeAGztOMi4nt45Z+HGOG2S6gmkm0zxN1h6mSSNcA4jRm6xtcxCgIxrWz4f1tjm9NlJBDw5jZ3sVxEt7DMkZe24e0IkWefTITCYJoCEBYpKAATyVVo6vtqUMxeekEPWcAttBRjbXd\/16dbGJUFytqIGELMJZFcqwzGrYwc4AJF46Y3cNxe9IbRJ4Va9PDHtpnlVbeVrJY3e3M+TGhk1ZQsQpkhVSQcVw8LW+KtEzHTRwQ2vBeLwzTQC4nfhpWzjuIZ5FWC6YmRjDJJEWYPsiMzBI8uACtOekHFYz0lt5hKhiW64KetDqY1WO14eJD1mdAVGVwxzhSr5xg1yoCsVKFlniuF\/lUPqXR\/KgfXkaOr+e6terOnRp87VnGN+VdO430\/e6k43YddDA0lzetZ3MSW8C3MEU82qwuLlQoeO6g0vHMzjXIuHd1kCnhOqs66rQTo6RBwo3vCuHxwSQdbZTX6zxT3ENsyxXkkE0dwDO8atEoRkcoSwbHmnerVx3iNubqazW6hxc8AsbGK7D4t+viW3kMcsmD1MU4hMTlwCupQwFcMY0VKFnXOi\/AzZ2fGVuJreOWfh\/Vw2yXMM7y6biFusPUvJGuAcRozdY4eYhQEY1IcZuReJazW9pwu5VbK2t5xeXDwXFs9vEIXSVH4jaxm3OkyRyQoQQzZGrJbiIjrJjplLmOp8R6RmaDpE8r2\/XTNwlVFux6mb5tdrGWthIzSyoI4lkLEsTnWcZrmNJ1sHrRk3BrOuk9dGaA2LViis5oDWjFbaqCaAT0UCKt9VY10BgJW4FYD1kGgM5rU1vWKA1ANbA1jNYJoBUPWwkpvmsUA61ijXTWshqUBxrrGqkNdZ6ygFsVjRSXW1nrKA30UaK110aqA6f5HfI5dcRie4tpoYuonEf4x5EkEipHKsiGON8DzxhsghlPcDU9aeXLi9hNLayypcGCV4WW6jLn8WxUlZVMUzBsZDyFiQQcVXPID5WX4XcOxUy20wUTxKQGBXOiWLPm61BIKkgODgkYUjv3HelHRjiLC4uGiEpADNIJ7WY4GAJGTR1uBsCS4A5HFc5b6o3Gq0epd\/Il5SI+MWk\/WQBCh6meJiJYXWRCRpYgalZcgoy5HiCCYj5MfAktW41ax56uLizrHk5IQ29uyrnmdAYJk7nTvVZ4r5b+EcNtmg4ZGsrnJVIUdIesIwJJ53AaTYAEqXc4Ayo3FW+TJ5YbS1hvjf3BWe5vnuSeqmk16449T5jR1Xzww0kjGNhjFYyunRvMrVjHymeX7iUHEL23jeERw3MsUYaEMQiOQoJzucdtc96f8Aljvr63+bXDxNGXR8JEEbUmdPnZO2\/KvQfEPKR0Xkd5ZI7SSR2LPJJwx3d2PNmZrYszE7kk5NUvywdL+j0nDrmOyitVumVOpaLh7QOGEqFtMpt0CeYGGdQyMjtxWo+gy76nm3RUzwLpLcQKUhnkiVm1lUbALYC6uXPAA9gqA6yp7hVynzWdGaNTnUpwrSuw6sLHpaMsEPnESRyIUPWagwYCuXbIwlCsSCkm1o0mt96aexMJtO069wtxfpfdzRtFLcSyI2NSM3mnBDDI7cEA+yq\/1dTPRK7iHWdaF80LPHqGdcsBLLAdj5swZlYHY4XPIUdLbmImMQ6dJVpWwMaZJ2LmEnAyIUCRjsBDY51xwHDAxeBhYWVb2klHbfRb8jc7nHPKVvvdshgKtA8ol9\/pc397\/KmnHrlDbWoUpkJ+MCmPVr1Sk6kEQl+iV89pWU7YUYzS3BbiMW4DtFjVddYjIpmYtDGLYxNoLqRKGOpWUL52cg4PLtHCx4KeLgqVNpKSUmt9Vae9Ku9q3zNQzQdRk1otnXz5WRXHOMyzv1k0jSvpC6nOTpGSB6gST7TU0vlFvv9Lm\/v\/5Uy6CzoskhfRvA4TWUUdYXjxhpIpkU6Q+5jbbI7abdGbhVuY3cKUDMWDgMh81sBlxhlLY2x7quNgYElKEsGLUFcVli1qtoqtNktPkSE5qmptW9dX7xPjHF5JnMkrtI5AXU5ycLyGe4d1Mi1SHSdotUXU\/R6lSR9ZWaSVjG5+u8asqF\/raQeVRYNe3s2XhxyxyqtI1Vd1cjjiXmdu+8ZA1nNVj8IH7k9zfeo\/CF+5Pc33q6cRGuGyz4oAqs\/hE\/cnub71H4RP3L7m+9TiIcNlnxWRVW\/CF+5fc33qPwhfuX3N96nEQ4bLVRmqr+EL9y+5vvUfhC\/cvub71OIhw2WrVWNVVb8IX7l9zfeo\/CF+5Pc33qcRDhstWujrKqv4Qv6Ke5vvUfhC\/cnub71OIhw2WvVWM1VfwhfuX3N96j8In7k9zfepxEOGy1aqzqqq\/hE\/op7m+9R+Eb9ye5vvU4iHDZa9VZqp\/hE\/cnub71H4RP3J7m+9TiIcNlt2rU1VPwifuX3N96j8In7k9zfepxEOGy1GsFqq34Rv3J7m+9R+ET+inub71OIhw2WcvQHqs\/hG\/op7m+9R+Ej+inub71OKhw2WgNWwaqsOkr+inub71Z\/CZ\/RT3N96nEQ4bLUKMVVfwmf0U9zferB6TP6Ke5vvU4iHDZa8Viqr+Er+inub71Y\/CR\/RT3N96nEQ4bLVms5qqfhI\/op7m+9R+Ej+inub71OIhw2WwVkVUvwkf0U9zfeo\/CR\/RT3N96nEQ4bLdRVR\/CR\/RT3N96s\/hK\/op7m+9TiIcNlsxRpqqfhNJ3J7m+9R+E0nop7m+9TiocNlqIrXTVX\/CZ\/RT3N96sfhM\/op7m+9TiRHDZaQtbBaqv4TP6Ke5vvUfhNJ6Ke5vvU4iHDZbNNZ01Ux0ok9FPc33qyOlMnop7m+9TiIcNlr0Vgiqr+FUnop7m+9WD0ok9FPc33qcRDhstRatTJVVPSV\/RT3N96sfhI\/op7m+9TiIcNlq10Zqq\/hI\/op7m+9Wfwlf0U9zfepxEOGy1VsBVU\/CZ\/RT3N96j8J5PRT3N96nFQ4bLcKzVQPSeT0U9zferH4Sv6Ke5vvU4iHDZcM1kGqd+Er+inub71H4Sv3J7m+9TiIcNlyyKxmqb+Ej9ye5vvVn8JZO5Pc33qcRE4TLjWDVQ\/CeTuT3N96j8J5PRT3N96nEQ4UiDooorznpCiiigCiiigCiiigCiiigCiiigCiiigCiiigCiiigCiiigCiiigCiiigCiiigCiiigCi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width=\"304px\" alt=\"challenge of nlp\"\/><\/p>\n<p><p>Alibaba has since been overtaken by Ping An and Baidu in the Glue benchmark, though the performance scores of their NLP models remain close. But Choi notes that truly robust models shouldn\u2019t need perfect grammar to understand a sentence. People who speak English as a second language sometimes mix up their grammar but still convey their meaning. Ernest Davis, one of the researchers who worked on the original Winograd challenge, says that many of the example sentence pairs listed in the paper are \u201cseriously flawed,\u201d with confusing grammar. \u201cThey don&#8217;t correspond to the way that people speaking English actually use pronouns,\u201d he wrote in an email. Understanding end users\u2019 preferences and needs is a continuing imperative for NLP and business intelligence, as is the need to programmatically sort through masses of data.<\/p>\n<\/p>\n<p><h2>What are the limits of current AI approaches, and what might be next<\/h2>\n<\/p>\n<p><p>Time frames, opportunities and challenges will also be considered.Inspired Leaders need an ever increasing range of skills and attitudes to maintain control over today\u00eds business environment. It\u00eds essential to master themselves, their teams, their stakeholders and at times their industry. 2005 and ensuing years will provide greater challenges and opportunities than in previous times and many tried and tested ideas may be outdated or irrelevant. Revolutionary solutions may be essential.The Master Class is run for accomplished leaders, interested in reviewing their own skill set and objectives, as well as for those who have been thrust into a leadership role seeking a wider picture. It is continually assessing and developing frameworks for understanding attitudes, it models successful performers and provides techniques for improving thought processes and communications skills.<\/p>\n<\/p>\n<p><p>\u201cWhen you develop an algorithm, you want to show that it can benefit hundreds of thousands of customers. While he has earned several academic accolades, including a career award from the US National Science Foundation, he wanted to do something with real-world impact. It\u2019s now possible to run useful models from the safety and comfort of your own computer. While NLP has advanced, and can help solve a range of problems, language itself is still complicated and ambiguous. As a seasoned data scientist, Bernardo recommends that the best way to implement such NLP solutions is to work in phases, with small and very objective deliveries, measuring and tracking the results. Faris Sweis is senior vice president and general manager of the developer tooling business at&nbsp;Progress.<\/p><\/p>","protected":false},"excerpt":{"rendered":"<p>Beyond NLP: 8 challenges to building a chatbot Likewise, Ivelize Rocha Bernardo, head of data and applied science at enterprise VR platform Mesmerise, believes that such implementations have made data analytics more transparent, and aided in democratizing organizations\u2019 data. This convenience plays a significant role in promoting an organization\u2019s analytics culture. 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