{"id":540,"date":"2025-03-17T15:32:49","date_gmt":"2025-03-17T15:32:49","guid":{"rendered":"https:\/\/www.homecarers.co.za\/?p=540"},"modified":"2025-07-30T05:52:55","modified_gmt":"2025-07-30T05:52:55","slug":"the-definition-of-natural-language-processing-nlp","status":"publish","type":"post","link":"https:\/\/www.homecarers.co.za\/?p=540","title":{"rendered":"The Definition of Natural Language Processing NLP"},"content":{"rendered":"<p><h1>Four Natural Language Processing Techniques To Increase Your Understanding<\/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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\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width=\"300px\" alt=\"examples of natural language processing\"\/><\/p>\n<p><p>However, with the advent of the World Wide Web, XML, and the World Wide Web Consortium\u2018s (W3C) RDF, NLP could become a pervasive reality. With powerful Web crawlers needing to index an exponentially growing collection of resources, it\u2019s no surprise that information management and data querying is an area that might benefit immensely from NLP. Read below to discover other controversies and concerns regarding natural language processing.<\/p>\n<\/p>\n<p><img decoding=\"async\" class='aligncenter' style='display: block;margin-left:auto;margin-right:auto;' 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width=\"302px\" alt=\"examples of natural language processing\"\/><\/p>\n<p><h2>Former CIA officer reveals what would be &#8216;pretty effective&#8217; against Russia&#8217;s war effort<\/h2>\n<\/p>\n<ul>\n<li>Concerns about natural language processing are heavily centered on the accuracy of models and ensuring that bias doesn\u2019t occur.<\/li>\n<li>Now that we\u2019ve outlined how RDF can affect NLP and knowledge management in general, let\u2019s take a closer look at a practical example.<\/li>\n<li>Natural language processing (or NLP for short) refers to technology that allows computers to understand human language.<\/li>\n<\/ul>\n<p><p>The impact that the semantic Web will have on search engine technology and knowledge management is evident. A complete natural-language processor extracts meaning from language on at least seven levels. As organizations shift to virtual meetings on Zoom and Microsoft Teams, there\u2019s often a need for a transcript of the conversation. Services such as Otter and Rev deliver highly accurate transcripts\u2014and they\u2019re often able to understand foreign accents better than humans. In addition, journalists, attorneys, medical professionals and others require transcripts of audio recordings. NLP can deliver results from dictation and recordings within seconds or minutes.<\/p>\n<\/p>\n<p><h2>Samsung producing washing machines in South Carolina factory<\/h2>\n<\/p>\n<p><p>There are various knowledge bases, some commercial and some academic. The Cyc Knowledge Server is a monstrous inference engine and knowledge base. Even natural-language modules that perform specific, limited, linguistic services aren\u2019t financially feasible for use by the average developer.<\/p>\n<\/p>\n<p><p>Google offers an elaborate suite of APIs for decoding websites, spoken words and printed documents. Some tools are built to translate spoken or printed words into digital form, and others focus on finding some understanding of the digitized text. One cloud APIs, for instance, will perform optical character recognition while another will convert speech to text.<\/p>\n<\/p>\n<p><h2>What Role Will NLP Play in the Future?<\/h2>\n<\/p>\n<p><p>Natural language processing is a field in machine learning where a computer processes human language through vast amounts of data to understand, translate, extract, and organize information. One of the biggest rising concerns regarding natural language processing is artificial intelligence programs&#8217; ability to have implicit bias and perpetuate stereotypes. One of the most essential tasks of natural language learning models is to study and learn patterns from data sets in order to understand how humans communicate with one another. Sometimes, these data sets can have implicit bias thinking that may affect how an AI learns the language and communicates its findings.<\/p>\n<\/p>\n<p><img decoding=\"async\" class='aligncenter' style='display: block;margin-left:auto;margin-right:auto;' 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uMbdD2yse2zgLkC246l44ZlN02E1WJbRzZIS99PTbMnuimpdiMQn2n3uyNTTkDpAl\/BVpT5oqWUj6K0L6d1H3FpfGS4RisNcyQODgRM2Ykh28WNiCvWizniEMcEEc2mlgp6ml7ku\/uWeKr2\/dPdUAdpne\/uh9yeplraQq2qW7fYUTp3L2s5P62KRkbpqEudUOpZC2oc4U04pu62xz2jvqdCHFojDyS0ttq3K7xHk6qoaOR50urIZqlz4mvOiaihoaGuZLTNcwPfIYqzaFrg06WOuAWkK0oeUPEIp5p29zl09Q6ola6J2lz30b6FwBa8PY0wyO9y4G++\/QshhfKXU93U9ZWNa8Ucj6iGKnjYwSTjDosNjimMhP82MMEQeLEkB34W6186txcua4lnNyd1sIL5n0mllYaMsbUkPkljmghnZFJsiwPa+cNs4hx0vLWvDbq0zDkyppIJKqR0EcInmijhM5fOWxVUtK4tOzEcul8TgQ12uw1aA03VcKzzXU0MsTBTufPKZZqh8RM8pdURVLhIWvDJfbYgQ57S9oc4NcAV8YhnSrnpqmlcylayrldLUSRwuZJK41Jq+cNeguEpFpNO00tDdWkWVy5y+wtfNmtKdnsMXE5TpQSSG1le1o6h3S91h1C7ifjUEyp1+wv\/wBlKf8ATa\/94KiZU+6XX8yXkv719R2dVCoqrnjfnNeWTN8lI1tFSvLJpW65pG7nRxG7Q1h+9e6x38QB51xYk7+m5uT\/AK862blTlL8Yrrm+mRjB5mtijsFbZZo4pmOZKNzq2hYXCzXCN7KvWGvI5t9Lf+kdSuKGCRbdh0FM2CVzWmLummpQXmW7oBJXup5i11hdpYxriOq44FeeI4PTQxzSuhljdGyXTTvm3uDKqmginvpvoc2Z5sNx2VwbFVuUNUIRbiMFoi\/ZiOQHuuWl17e9g2mE7ZdOmxcHbrcLHrVxh+Xqdncb5IjI6SWOJzDI8tlM9HNM1wds2h1nxtA0XHOtckJcGjXS63CmwWKRtPqZLKXR0bHsbJpNNFM+oEk5On3EegDnbhvvxCx+JYdTMgl0BxkigpZhLru2QzSbNw2enmixDhY\/1IDX1ULcKyjc6GhayCV8ckFHtGx00DGPLyA\/+ee7bITYb9116DA6Qa4WsdM3unDWirEgu+CoMjJZmNbubGXjRv4EC+\/cgNKBVVtdBgNPNTTTFroRad0b9o+QMEBYNL7RhtzzzYnURvAAG\/7kwmCM1jDRygtpaowOkm1bTYzQBtREGtB9w57id7SAbdKXBqCqtwxLBILzOtI\/7qL6jaDTTOp4GPhZI0Ns4yONt9idQA3grGZkw+nia\/Yte0xVclMS6TaCRrY2va+2kaXXvw6wgOicjGcJJ74fVPL3sYXU0rjdzmNA1ROJ90WjeCd9rjoC6kAo08nspZitAW7iamNu7qfdjh8YcVJVWsuKoFRVVAUSyKqAIiIAiIgNP5ZfePEPzTPpWKLSlLyy+8eIfmmfSsUWlyOX\/vo+r8Wen8hvwlT1\/giqyOFYYJWPnmmbTU8bmxmUsdI58jgSI4YmkGR9hc7wALXIuFjVmMR97cP6hUYgD+V\/MyL+fSAf\/stNTS0t7F8l8TrsRKSzYxdrytfcrN7dGwdzYb45V9hj\/ik7mw3xyr7Cz+JWWyxG80sHMhMJr3ipdKyEtFNsodep7xqa0c+1jx4b160mC0DxEXEtidsXRzmcA1Ekhk2lKWndHps0arAjpvcKVGjnJNKPtXxNXPF5knGU6mh20Zj\/APld2nRp3mE7lw3xyr7Cz+JTubDfHKvsMf8AFL3gw1j66KN8Qpo2sbNUxmXbbNkbS+UX3uBLW2DDd13BeWboYzKyoh2eyqoxKBE0sYyRh2czWscAWN1sLgCODx0LHKNouTjHQ7be\/XczxnnVFDPnpV\/4O66ja9k3r2Hz3LhvjlX2Fn8SncuG+OVfYWfxSw6LFzi9Fe35kzwef5k\/6f2mY7lw3xyr7DH\/ABSr3LhvjlX2Fn8SsMipzi9Fe35lPB5\/mT\/o\/abHR4NQyNL+7Z2Rg6dpLSwxs1WvpBdVc51rbgDxF7LyrcLoIXaJKuqaS0OFqKJzXNd7lzHNqyHNPWD0K0Y1s9PDGJY45IHS3bK\/Zte2VwdrY883UCC0gkGzW2usjXYRrpqRsMzJ5Gtm3MB0SOdI5xhhkNtUrAL6CATrJbqupCUXFtRWre+1a\/rtIMpShNKdWSTbWqOhK9nfNts6tPBmOxLC2sibUQTCpp3P2ZfoMUkUhGoRzROJ0ktuQ4Eg2O\/csYszhYIoMSuLC9CP+fbuNt\/31g\/5CsMo9RLQ0rXX+PgT8POTzoyd7StffoT2aNoUp+Rz3iw780\/6aRRYUpuR33jw780\/6aRbnk\/99L1fijk+XH4SH\/k+DNvC1jlY94cZ\/Vld+7yLZwtY5WPeHGf1ZXfu8i7CHnLrPLZ+a+o\/NNvD\/XUio3gPg\/8AJVXYHIC\/\/fzIV0nKOYazCsty1NFO+nklzDTxuLQC2oiiw+WSSCRrgRLDqfFqYd3PHWsByu4dDSY5ikEDWxwsqS9kbdzYxNHHOWMH3rAZSAOgALHGpeTVvpWv7zNKnaN+r2mCwGgNVVUtKHBhqaiCnDyLhm2kbHqtffbVe3mV7JVYODzabECw30udXUzXFvQXNFGQ02tuBNusr65P\/ffCv1lQ\/vMS332OuLS0sNZs8Vyxhus0925gi1yS2Y7fTO3WYL7xfiRu67a081XRdRhnOxz81WEjjS14\/wDWFN\/BIKrCTwpa8\/BiFMf\/APEuwR47Pl1n8yxvJmKfZPFA6dsdOKl1GagHaVLtNtjQs0Dmi+nVu4lePLpjk1ThYZJjWT8QaKmJ2wwOEMrgQHjXqubQj77hxHwLCqzckraHtu\/kZnRSi3fSuC+Zx7MVBHTzlkTnuifFBPEZLbQR1EMczWyadxe3XpJFgdN7C9ljmgngL\/AtudhvduL4TRm+mqbgdO+xI5k0NLG\/hw5rjvWQzNyl4w2sqoqHEaiioYaieKipaJ\/c1PBSxSujp42RxAA2jay7jck3JO9Z1N6EtxHzFpbNBLT1H5Cvkvb1j5Qtu75uYvLeJ9sl\/wA1tubOUTF24dgM8dU2OaqpKt1XK2lpC+plhxGop2TTufCdc2zjY0u6dISU5prQtPHt3cBGEHfS+7\/JyS6nX7C7\/ZSn\/Ta\/94coh8tELI8w4yxjWsY2vnDWMaGtaNV7NaNwHFS89heP\/ClP+m1\/7w5QcpSzqCfFE7JytWa4HaLolkWgN6Rw5Tffiv8Azw+ijWuLY+U734r\/AM8Poo1rivKBD\/r+5Fe4S1t5nuY1+ygfI1r97C7UxgLhfeAHE26wEKFlZP8AX\/mtt+xLgWajh7I3RtftnUdaI2ucWtEROwuZDfdYWPXwVpjFEIttE8Uzy2mE7JIIZ4C123ijt7cxhIs53QRvG9Aa7b\/X+vgREQFLBVWRwTDBUbZ8koggp2CSaXSZCA94jY1kYI1yOe4AC4HE33JjmGtpzE6OUTw1EZlik0mMkB7o3sfGTzJGuaQd5G8HpQGO\/rT\/ACsi+oo3PcGsaXOcbNa0EucTwAA4lAfKL1qqaSJxZLG+N44skaWO38Oa4XXkgM1kT30w\/wDS4P8AGFJgqM+RPfSg\/S4P8YUmSrWVRS6IhVCoul0RAVREQBERAafyy+8eIfmmfSsUWlKXll948Q\/NM+lYotLkcv8A30fV+LPT+Q34Wp6\/wQWRwrFDA18Too6inlLXSQS6g0uZfTIx7CHRSDURqad4NjdY5Fo4ycXdHZVKcZq0l9LaZfu+g8m\/26f6id30Hk3+3T\/UTLroQJ9qYASIdBqG6hYTNMunmnfs9XDfvCvH0+Gnex\/EFzGvlkaLHZfbSGExuaHTAAXvobxvvlRcmrpx7l1bjWzjThJxtV61KbWq\/pFmK+g8m\/B\/Pp\/qJ3fQeTT26f6i+IdhsqQv0XFVJtwL6zT+06dduI3TWtvXWxNkb8CL5K7\/AMis+Hourfyqa1a0lr7CHjsTDDW+zryvfzZTdrO2nytutcDk\/d9D5NPbp\/qJ3fQ+TT26f6i6xtsjfgRfJXf5ptsjfgRfJXf5qR4E\/wAyl7PkQOl4\/wAviv6v3HJ+76Hyae3T\/UTu+h8mnt0\/1F1jbZG\/Ai+Su\/zTbZG\/Ai+Su\/zTwJ\/mUvZ8h0vH+XxX9X7jlHd9D5OPbp\/qK6w7H6aAkx4fbVYua6rkexxabtJY+MguB4G1xvXTdtkb8CL5K7\/NDNkb8CL5K7\/NVWDkndVaXs+RbLKtOStLDYl\/q\/cckxjGHVDRGyJkEDZHS7KPUdcztzpZZHkukltuvwAO4C6xayeazSmuqu4rCk2p7ntqts7bra+d18VjFqKrbk7u\/u7OB1eFUVSi4xaTV7PWr6dPHeFKfkc948O\/NP8AppFFhSm5HfePDvzT\/ppFueT\/AN9L1fijkuXH4SH\/AJPgzblrPKx7w4z+rK793kWzXWs8rHvDjP6srv3eRdhDzl1nls\/NfUfmrA3U5jTexLQbcd5A3X6V2B2G5fGKY1h5wN+zwmkxipbK3F60SznCoZJWsc0tLY9ps7Ei9rmy5DR+7j\/Lj\/xBdYlBdmbOLWguccLzaA1oJc4mkqNwA4neuor9ezfbcc1QXv8AmaBm3M0mIGCPYwUlHSNcyjoaUOEFM2Qh0jg5xL5Z3uAc6V5LnG3AAAZWflNxiRxfJLRSvNtUkuE4VJI4taGgve+lLnGwG8noWm3T4N56BxuegWWV042tYwqpK+s6ZiEUZxnK1W2CGmmxCLCq2rip2CKA1D8Sli20cQ5sO0jhjeWNsAXGwF1e+x2FXsqzuVuU3b6fX\/KR7WyjmO09y9Ji46ui9laZjGzzTg9He\/2N\/k5hx8z6aGj2wPU4TPluOvUrv2O2ESVcVZs8Gy9iug093Y1V9zSQ6mPs2nbY6mOtvNhvHHoUWp91p3L3kqmr1dG\/4Ge5JBXFmJ7BmRXf+k59p9l5GtIfZtxQ6Qb4f+B0e6Xny6Nrhhbe6WZJbH3TFY4A9rq\/VZ9gBa+wtfVbzL1bgE2YmfzDL+VMO+xmKBlSW4gIzVGnB2lMeOujfrHPHHSLcF48umAzU2FtkkwDK+GtNTE3unCK7b1dy152ezsLxG2877WHDisMWudT234X95mlF8092\/f7DW8gt\/8AEeGOA1PiwyOeGMbzLPBgb5YImDpkdI1gA67Ll75ACQ9wDwSHBxs4OvzgQd4N77lsGaJ3xVVNJG98ckdDhj45I3Fj2PbRwFr2PabtcCAQR1LP4NyoY+6pp2yYrUOY6eBr9YhN2GRgdqcY7m4vckqYlKPlK2r3EO8ZeS9\/vNFp4nyOayNrpHvcGsYxpe97nGzWsa0Xc4noC6lmrk+xt+G4BCzDKt8tNS1raiNjA58D5cSqJ445mtJ2Uhjex2l1iA4XAX3UPfh9XnWvgGxrqSuNJSygWfSNr8Unimlgv9rm2MehrxvaJHWsuUucSSS4kk3JJJJJ4kk8SetLuo7rRbt1r\/ISVPXt+D\/wbby1yNfmLGnNc1zTiFRYtIcDzrbiOO8KXfsLv9lIP02v\/eHKChU6\/YX\/AOylP+m1\/wC8FQ8pRzaCXFEzJzvWb4HaCiICtAb0jhyne\/Ff+eH0UawtLh88o1RwySNvbUxjnC43kXA47ws1ym+\/Ff8Anh9FGvHCYYpO4WThhiLqq4kqG0rN2i153Ahm+3RvVxQsPsPV+LT\/ADbv8lcUlBPEypdJFJG00zmhz2OaL7SI2uRx3H5FnI8Kw6OQMkZSSiZ8hidHjcOzgja0ODJ5BHYHjZxtc7uhW2zgjOJwxOhjjkigZGRUtqYQ4uD7GpY0BwJa4XtuJAS5Q2B7JLxGYP7l7njuZGY5sNsZI9le7rmS9raebwtvsrHG6fXWSMlDrGgu4Hu5jiG1MTrA19379Nrjd8d1jhibtTS5uGuY2MM2TqioMbi0gtkc3a\/bAW9G7zL1p60SVD5XmlYX0z4GR08ksl3amyXO1c4jmtd023DrQHjBgOsRnueNolY1zHPqKoNcX3IjBFNvksCbC+5YnHKNkWnSzQ7aTxPbrc9t4THZzS9jXC+s8R0BbphMW6lJ54dTwgRiPW6NxDjtnNMe5lubrFzc2WDxiuih1CSjp6kmrrCHTbdhaBsNwET2bvhCAxWAy1MDKieGJs0AY2OqZI3aRGN5u3asBDg3WxpDhaxA3q8\/lK2YNhrKaJ1KwWhZTNbDLSDrp5Pvt9yWyFwcT0HesnlPHqSF76p9JRwNhbp2cUlUaip2gI2TInzlroz9854LR1E2C1WSN9TLK6np3AOc54hgY+RsTSSQwaQTpAsLlVBsdVlelMs1JDVS91QwCpL6iOOGkMRayQgyB5MbgyRp1HmkgjqVcDZR03dEceIs7snp3xQ1DGPZSwOLmucO6n2cHPaCzWGWGrj0r0xXH6qhZR0QcHuhp292RysZI2TbXe2klLhq2TIiwabixcbcBbHS4GKsCfDGOkaSBLRkh09I49NyfbKbqk3W3B1jvNAMyzAUlLTyVMdXURyTvMkUu3bDC8R6IdvwkJc1z7AkNvbpK11XmKYXUUpaKiJ0esEsJsWvA46HtJa+xIBsd196s1VAzOQ\/fTD\/ANLg\/wAYUmVGfInvph\/6XB\/jCkxdWsqgiXQqhUIEugKAqiIgCoqogNP5ZPePEPzTfpWKLSlZyr0rpsGxBjBd3c5eAOJ2bhIR8jSoprkuUC+2j6vxPTuQzXg1Rbc\/4IIiLQnbmTwLDmTiYvMo2ex0iJjXkmWZsO8E8BqB89irqTLMrbkyx6W7i4CR28mPRZrGEu1CVm9twN9+CssHppZBKYphCGBmu8kkeraSCNjbxtIPOc0c6wF73Xq3D69pa0NnFg5rQHuGkCwcAdXMBJZu6dTeN1Iio5umLf19I19SU+cdqiXB20aF\/wA9opMLbJDFJqka6Sojg3xjZ2eS1zmEG508y5Nhd9uK6oOQseVP7KPTLk8NJUOgY5sl43TshbEJHDTLIX6Lt9w0ksd03G4kWIK3Lvb5l\/Bk\/aDPSqZhIQad6Llq1N\/A1WVK1SLWbioU9L1pO+rRp3fE2bvFDyp\/ZR6ZO8UPKn9lHplrXe3zL+DJ+0GelTvb5l\/Bk\/aDPSqZzdP+Wl3s1XhFb\/caf6Ymy94oeVP7KPTJ3ih5U\/so9Mta72+ZfwZP2gz0qp3t8y\/gyftBnpU5un\/LS72PCK3+40\/0xNm7xQ8qf2UemQ8hQ8qf2UemWs97fM34Mn7QZ6VO9vmX8GT9oM9KnN0\/5aXex4RW\/wBxp\/piafmjC+4a2po9e17nldHtNOnXYA303NuPWsYrzGqOenqJoKm4nieWS3eJDrFr3eCdXw3VmtFUVpPRbTq3cDtMO26cbyztC8rfx7dYUp+Rz3jw780\/6aRRYUreSulfDg2HRvFndztcR1bRzpB\/U8Ld8n19tJ\/9vxOO5cyXgtNf9\/wfzNnK1nlY94cZ\/Vlb+7yLZli824Z3bQVtGDY1VLUU4J4AzROYCfNdy6+Ds0zy+avFn5gs3WPAjpB3gjqW7x8rGPtkdKytYyZ99c7KHD2TP1e71Stp9TtXTc799+K0+vopaaWWnnY6OeCR8M0btzmSxuLHtPwEFeC65xjJaUmcmpSjqN175NZ00OBOPS52BYZcnpJtDa6N5TK9pDoqbBoJGm7JoMEw1ksbhwfG\/YnS8HeD0LSkVvNQ3Irz095k8MxeSLEIcQlLqiWOsjrZS9xL55GzieQueb89xBu49Ll7uw\/Cr83EKoNHuQ\/DWucG9AcW1di63EjcsKiuzS1SMz9j8M8o1H7M\/wDq0GH4Z5RnH\/qz\/wCrWGRVzeJXP4GSzJXR1FRqhDxDHDTwRGQASOZTwRwh72tJDXO0atIJtqtc2ucaqBVVyVi1vSbRjWfMSrKR1HUSxSRybDbS9y0zKupFN9zipq2RiWfR0F7ieu61coitjFR0ISk5ayinX7DD\/ZOn\/Ta\/94coK+fq4r9A\/YuZfmw3K2Gw1DXMmmE1Y5jhYsbVTPliaR0O2ToyR1krXZVa5pLibLJa+0b4HT0RFz5viOHKd78V\/wCeH0Ua+8ratrh+kvB1Ve+LucP4N4d1e1\/9S+uVWFzMYrdQtqex7fO10UdiP9dCsMNnAZTua+l1wun1R1bA+MiTTpdoe0teNzvOCFcUN2odrTzSMkfVh1XUTSQ7N2DO1taxpcZXOu2N9gdwIad1t91q2aL7XENReTqpPtuw18Da\/cvtfyf3pS4hJGZCBgrtq8yHXTQPDSQBpjDo+YzduaNw3qyxKcFlQ5zqXXO6DTHSNDI2iPVqOhjQ1gsR8JJSxQwy9qGoMUjZAAS08DexBBBBtv4E8F4oqgyjMXDbaYnCzQ0Wq6sWaODRaTc3zK2xGt2oYAwMawvd7t73OdJp1Oc+RxJ9wFaIgC2TG62amp6CGmkfDBLRxVDnQudGZqiRz9s6R7CC9zHNDA0ncGDcLrW1k8Nx2eCPYgQzQ6i9sNTBFURseeLo2ytOzJ81r2QF9mGV89HRVM9zUvfPEZHe7ngi2ezlkPF7g50jNZ4hvmXnlmVjoa2lMrKeWpjiEcsjtEbtlJrfTySf7tsgtvO67BdYzFMRmqX7SZ5e4NDWizWsYxvuWRsaA1jBv3AdKtUBsGKBtPQNo3TRTzOqjOGwyNmjpWCMsI2rCWl8hc0lrdw2QvxWvoiAzWRPfOg\/S4P8YUmFGzk7gdJitA1ouRUMefyY7yOPyNKkmrWVQREVCoQIiAqiIgBQoiA+JIw4FpAIIIIO8EHcQR1KM3KjkGfC5nywxukoHuvHI0X2AO\/ZS24WvudwIt0qTi+HMBBBAIO4gi4IPEEdIUHHYGGKhaWtambjI2WauTaufBXT86Ox21dq2Mhb\/rrRSurMgYNK4vfh1MXE3JazRc9dmEBePe3wPydB\/wC0+stB4v1dko+35HbR5c4a2mnP+n5kYsPxCSDWGaDtAwOEjA8XjeJGEA8CHAH4grh2O1JbpcWPBFn642O2hAZZ0lxz3DZssT+CpK97jA\/J0HyyfWTvb4H5Og+WT6yvWQ8QlZTXtMUuWGAk850pX32j8yMUOIysjbG0taGyslBDWhxfGXFmp1udYvcVtY5Vcc8bb8xD9Vdy72+B+ToPlk+sne3wPydB8sn1lfDI+Lh5tRLqbMVblTkyt95Qb64xevtOHd9bHPG2\/MQ\/VTvrY54235iH6q7j3t8D8nQfLJ9ZO9vgfk6D5ZPrLJ0bjvzf6mYPGDI\/8r\/TA4d31sc8cb8xD9RO+rjnjbfmIfqruXe4wPydB\/7T6y5XyucmRo9Vdh7CaQC81ON7qe3F7Ol0PWN5HwcMGIweOowz+cb6m79ZMwGVcjYqqqXMRi3qcoxtfdoMD31cc8bb8xD9VO+rjnjbfmIfqrSEWo8OxHpy72dV0Ngfyaf6V8i6xWvlqp5aidwdLM4vkdYN1OP\/AAjh8StV1TkDy3Q4h3d3ZTsqNl3Ps9erm69pqtpI\/BHyLrVHkHBonB7MOpg4bwXM12PmDyQFOw2SKuJgquctPXc0uP5U4fAVXh+bleNtVlHUmlr+BwvksyDNik7JpmOjoI3B0kjhbb2I9piv7oHgXDcBfpUmI2BoAAsALADgANwA8yo1gAAAsBuAG4AeYDgF9BdLgcDDCwzVpb1s8+yzlmrlGrnz0Jalu\/y9pVUKqinGnOLcuPIBRZhldXUsww\/E3BoklEeunqtO4GojbY7W27aNN7AXDrBcKn9izmYOIbJhr2jg7uqRtx16TDuU3lRTKWOq01ZPvIlXA0qju13EH\/BbzR14b2t\/oU8FvNHXhva3+hU4VRZOk63DuMXRlHj3kH\/BbzR14b2t\/oU8FvNHXhva3+hU4ETpOtw7h0ZR495B\/wAFzM\/Xhva3+hTwXMz9eG9rf6FThRV6UrcO4dGUePefmxylcnmKZeqGU+JQBm1bqgnidtKeYADWI5LDntvYtIBG42sQTqi\/TXPOVKHGaKWgxCETQSj4HxPAOiaJ\/GOVt9xHwbwSoHctvJRXZZqtMmqooJnHuOua3mvF3EQzgfa6lrQLjg7i3pA2ODxyq+TLQ\/ea7F4F0vKjpRzpxsCeoX+RdupfYw5mkYx7Thoa9rXi9XJcNcA4XGx42K4fP7l35J\/uX6kYH9y036PD9G1Mfip0c3NtpuMDhoVr519BHvkj9jBBQzx1uNVMddJE4SRUUDXCkD2m7XTvkGqoAIB02a3r1KSDRZVQLRVa86rvJm8pUYUlaKCIixGU59yu5NfXMbVUzdVTC3Q+MWBmhF3WaemVpJt13I6lw97S0lrgQ4EgtcCHAg7wQeB8ylgsNj2VaCuOqppmPfa20beOThbe9hBPx3VUwRnRd5dyWYSTubUDzCc2\/rC5Hn7CoqLEKimg1bKPZ6dbtTudG1xubb95KrcoYJERVKBFtvJ\/kmbE3iR14qRjhrltvfY744b8XefgP6l0vvV4T1VPz\/8A8qpcqcHRd471WE9VT8\/\/ANk71WE9VT8\/\/wBkuLHB0XeO9VhXVU\/P\/wDyp3qsJ6qn5\/8A7JcWODoBfcBe5sLb7k8AAOJXeW8leE39zUHzGc2PyBZzAco4dQnXT0zGyD\/evJkk+J7yS34rJcWNT5HsmyUgNdVM0TyN0wxO91FG6xc94+9kdwt0DjxsOkoitKhLIl0AREQFUXjU1DImOkke1kbAXPe9wa1rWi5c4ncAAuP5w5ZtL3RYZE14BI7qnuWu88cQsS3zuPxK+FOU9Rr8oZUw+BjnVpWvqWtvs+kdmRRin5Tcceb93FvmZDTho+AbNeffJxzyhJ81T+jUjwOe9HPvlphPQqdy\/cShQBRf75GOeUJPmqf0ad8nHPKEnzVP6NPA5b0U8dcJ6FTuX7iUF0UX++RjnlCT5qn9GnfIxzyhJ81T+jTwOW9Dx1wnoVO6P7iUCKL\/AHycc8oSfNU\/o075OOeUJPmqf0aeBy3oeOuE9Cp3R\/cSgRRf75OOeUJPmqf0ap3ycc8oSfNU\/o08DlvQ8dcJ6FTuj+4lCii\/3yMc8oSfNU\/o075GOeUJPmqf0aeBy3oeOuE9Cp3R\/cSgXw4Aix4HiDv49HwKMcfKVjgN+73n4Yacj5NktvyryzzNc1mJQtkYbAzwN0vb53RE2ePySD5lbLCTS2MkYflfgqslF50eLWj2N29xb8sHJmYNpiGHMvDvfUUzQSYul0sI6Y+JLei9xu4ciUycNroamFk0EjJopW3Y9pDmuG\/+viCOixXG+V7kwIL6\/DIi4El1RSRtJcCd5lgYONzclg+LqXIZVyQ1epSXWvivke18meVMZKNDEy9Wd9a2Jv3PvPX2MX\/4l\/8Atv8A+5dqBXI\/Y4YRU08VbNPDJC2Z8LYxLG+Nz9mHlzg14B088C\/mK66trkmLWFgnx97Oa5TTjPKNVxd1de5FEVVRbE0QCKqogCKqogCFEQBEQIASiFEAWNzLgdJiVLNRV0DKimnbokieLgi9wQeLXg2IcN4IBCySInbSijV9DIOcqXsbsao6\/ZYRTvxGgqSRBKHxtfTaiRsqzW4WDR\/vBcEDoO5Tbw6ExwxRusTHFGwkcCWNDSR5rhe6qpFfEzqpKWwwUcNGk247Ql0RRyQEREAREQBR45XPfir+GL6GNSHUe+WCJzcYqdTSBIInMuCNY2TG3b1jUCN3UqoGoroHJvyfPrS2pqw6Ok4sZva+o+DpbD\/xcT0daynJtycatFXiLLN3OipXCxPSHzgjc3qYfj6lsWf+UqiwomBg7pqwB7RG5oZFu3baTfo\/JAJ8yx18RCjHOm7IkYTCVcTPm6UW39diN3poGRMbHG1rGMaGtY0Wa0DgAB0L1UdqzlpxZzrxR0kLehmzfJb4XF4v8i8e\/LjXXR9nd6Rap5cw3HuOiXI3KFtUf1Ikeijh35ca66Ps7vSJ35ca66Ps7vSKnTuG49w8TcobofqJHoo4d+XGuuk7O70id+XGuuj7O70idOYbj3DxNyhuh+okfdFHDvy4110fZ3ekTvy4110fZ3ekTp3Dce4eJuUN0P1Ej0UcO\/LjXXR9nd6RO\/LjXXSdnd6ROnMNx7h4m5Q3Q\/USPRRw78uNddH2d3pFVnLNjIIv3GRfeNg4X+MSbk6dw3HuHiblDdD9RI5AVyDKPLTFK9sWIwCn1GwqInF0I88jHc5g84v8S61BM17WvY4OY4BzXNIc1zSLgtcNxC2GHxdKur03f3mkx+TcRgpZteNtz1p9T1HGvZDZlfriwyJxazQ2ep0n3eonZRH\/AIdxcR081cdW4cs7icdr7m9jAB5h3LAbfKT8q09dBQiowXUeE5exM62OqOWyTiuCjo+Blss4Ma580bZBG6OnkmYC24ke1zGMh4jSXOeAD12XtHlyV1HBVBw2lRUmCOAgMtGI5XbZ8rnWa28Mg323MJvvVjhGJvpjKYwNUkQjDrkFhEsUwe23SDEPlWadnB7pA91NEWtqGztiDiGsDaaSmDWXB0kbV0gdY2cAbK6WdfQYKHguYucvft2vX2L38DHMy3VueWBsfuY3NkM0LYZNtfYiOUv0yOfpdYA35p6ivery3KyKCVnPa+COaZm0jE0Wud0Djsb6tmHaBqItd6963NW35tRTbaICnIY6ofr2lNtgyR8um7w5szmubYXsLFqtY8wvBaREzm0QorBxA0CpbU6x1b2htupLzL3HBrQm333XZY+avLlS1ssgYBGw1Dg100JmMdNI6OZwjDrvDCw3LRbddW2JYNUUzWPmYGtcQ06XMe6N+kP0Ssa68UhabhrrHceo2v6jMz3v17JoOxxGHc48MQfM97uHFhmIA6dIuvLMmYpK4N2m1DtWuQOqZpYS8N03ip3nTCOJsL8bAgblVZ20sqRwuY3Fu+iy2cdm\/ZuPd+AwyMpu5Zpppqts7oY5IIoW6adzxMXymchtmxvcN3R0Kx+wVToMgbG5oP3k0T3aTLsRKGNdqMJk5uu1ivSgxx0PchEbT3JHWRt5x5\/djZ2uJ6tO2Nh\/wq7pM0uipW0rYAAI2RkiRzWP0VDagSuiAsZzp0l5J3AcLKnlFY+Cz87Ro2X12XXtzvYW02WKxjwwsZe8zXObPC6OM07dUwlka7TEWNIJ1W3FVdl6URjhtu6pIC3aRbIMZTRVO122rTo0SXve1rL3izQ4Oc4xWDquqqyY5pIpGuqmNY5scjPc6dIIJBBuQRZejc2ESF\/csQaZZJQ1jtDmOkpY6XWx2mzZxs9ptA33TibJeZco4Pe9fHVv1fW48IssTgF0mz5tTSQbJs0RklFXzo3wnUWuaW2IPA3P4JVtLgNSI3S7MaBqdpMke22bZdjtdkDqMQfzdYFrg9Cv6jNjpJDI6AF21w6Zp2zy4Pw\/UGa3EEvD2uN78Dv8y835mcWOOwaJzC+mE2t3NppJnTFmz4F\/OLdd+B4X3peYccG3ZN+3jw3W+LRY4xglRSb5msHtj4SWSxyhs0YBfG\/ZuOh4BBsegrGrLYvjTqlszTG1omrpq42cTpdMxrDGOtoDePnWJV0b7SDX5vO+zvY6ZyB5lfT1vcD3E09Xq2bSbiOoaNQLR0B4BB84C7\/ZROyE4jFcNINv5\/SDdu3GdgIv1EG3xqWQWvxcbTuelcjcTOphZQl\/DKy6npsUAVQirdRDryhQBVKogK2VEsiABaRy44rUUWCVNRSzPgmY+ANlZbU0OmY1w3g8QSFu6557Iv8A2eq\/zlN9OxAWPJFnmbEcKqoql7hiVDBI6RzhpfLE+N0lPUgW6iASOkA\/fBfHIvnBxy\/LiOL1hcIqmZr55rEhgEQYwBo5xJdYNAuS5azmXDJqDDsIzDQtu9mGU9JicbeaJ6SWBjBI63Et5oub2tGfvVhsrY5Hh+TXPko6eu2uKPhZFVxiWma\/Qx4llYfdadG4XG+29VB1jLnKvg1dUx0kUs0csxtD3RA+Jkx6BG87rm269rrWJuV8MzA+jdf7GsaYSRSymp7qB0df2rXfnabW33WjZuq6h1flzuiuwuq01FOYosMibG2kjdNS2ikc0kObus0braHbt63KtqYoM+653xwsfhwa18rgxhc6KzRqdYXJa4DzhCh0rDM3UVRiNThUT3mspGbSZpjc1gb7V7mQ7nH25nDz9SsYeUPDHtxNzZJbYTfu28L+ZZ72czd7Zvjdw6lz\/LNfBSZ3xt1VNHTtkpQGOme2NriW0LwA55AuWgn4itWwGdktLnqWNwfHI0vY9p5rmunqi1zT1EHihU7JgHKXhFdI+OnncdlSOrZpHxmOKGFhAdtXu9y8agdPUsfR8seBSztgE8zA9+zZPJTyR07nXt9scOaL9JAG8LX8r1VPh+SmVhooKn+avEsT4mllQ6WqdFaoNrvjuWk36Grm2fsSqJ8FoHSVWDNhklbLDhmH07IpqS7X3LyHHZgarOaelw3lAdJzbO\/+XWDsD36DQNJYHnQT\/wCkt5aDY8B8gXYiuI40b51wA3vfCYD\/APxxHpXblQBAiIAiWVQgKIiIAF5TU8byC9jHFvuS5rXFv5JI3L1RAalyqZlOF4dLOy23eRDTg8Nq+\/OI6dLQ53\/KFFuaRz3Oe9znvcS5z3OLnOcd5LnHeSu2+yde7Y4a2\/NMtQ4jrLWRgH5HO+VcPXG5crSlXzNiS9uk9X5G4SFPBc6vOk3d8E7Je8usJpO6KiCDVp200UWq19O0eGardNr3ssw\/BoZ4ZZqXaRdzvnZIyeQSGQQwuma9hZG3S8tY8FpBANt6wEUjmOa9pLXNcHNcDYtc03DgRwIIButyjbiL4opKh9DQxF0krH1LIYHTiePRMXU0bCZ2vFruezf0HeoGHjGSaav2fHZ8dRusoVKlOUZRkl1vXv0ab3Vlw1oxtLlGd8Rl2sbW7Nj2E3s4vpWVZa53BlmSMbc8XG3DevtmVmt1GWqAaKSeoa5kMrmOdDGySzJLaZI7PsXNN7tO4br3klFV1AcyCtw2uLg0CBoia9pZEIW9zRVUTQ14jaG+12NmjqCw1TjFbG8xyWjczaslidTxs1OlY2KV1RGWWlkcxrQS4E7gsso0oJXi+vWvY7EanUxVVtRqRvtVrNdjV9fAuX5ac5+naRxOeWRwR+2PEsvccNU5us+4GmZgud13WG4XXyMsPMkcTJmSSOqKenka1kg2RqYjMxwLhaRoja8m3DR03VkzHaoa7S736ecY2FzC2FtPrieReJ+yY1hc2xIA6l8NxmpBkIlIMoAeQGgm0L6cWIHNOye9tx1rE5UNzJCpY1Lzo6t23uvb237jLYhllrZ5Q2V0FNamfC6ojftXNq3GOMOY1tw5sjXNN7e5XkzK0ha0meIOdOacgNke1jxO6Cz5WjSx5cAQ11rhwO\/gsYMWqNm2LaEsaWuAIa4gtk2recRcgPJNvOetekmN1LmOYXt5zg5zxHGJTaY1AaZQ3UWCU6g29gUz6Dep\/XaVVLGJJKcde7YtF9Wt62ZKLJ1SXRNLo2GZsRAOolpfHPLJG7d9sjZTvLm\/8TetfTcqlksTXzROEtRTwRstI0yGYNfZ5bfY2aSDc3BbuvdYx+PVbnB5neS2eWpF9JG2naGSusRYtc0WLeFri28rzbi87XMcwxx7OZs7GxRRRsZKxoa1zWMaANwHQq59Dc+\/YW81jnrnHVsW0yEGWXyaAyeNz3dyl7C2Ruyjq2F7HueRZ2kA3A37t11jcVoRDsS2VszJotrG9rXM5u0kis5r97TeMr0pcZnje14kdzTT3DdLSW0thE0HSbWAtwPHfdfWYsVFU+MtibCyKIQsY3R7kPfISdmxjQS6R3Bo4BWzdFwvHX9fD2mWlHFRqpTacbadWu3fr1cNZjF2j2O2aXl0mFzPLmhhmpdRvoDbbSFt\/vd+oDo5y4utu5HXluOYfY2vLI0+cOglBBWXJ1aVPERa2uz6mR8v4SGIwNRSWqLkuDWn64Fzyy+\/uIflQfulOtQW38svv7iH5UH7pTrUF6tT81dR8SZV\/GVfXl72EcbA\/Aio\/gfgKyGvZuj4n008OH0NDTVVUYIpJZZ4GVEssskIne2IS82KFrHAAWudJJJVI58Uc1jhhdCWvgkqWn7GUnOgiIbJKN3uQXN3cecOtVx+ilmxWYxTNphDSU00tQ972CGMUlOwuvGC8kl7W2aN+pWLcPhAAGO04DY3RNGnEbNjebvjA2G5hO8t4FYEb+edGUkrpKTStKMVZaNunfd7+0txmmbxXDP2bTfVVf5UTeK4b+zqYf8AuJ9g6TyvRfM138On2DpPLFF8zXfw6v8AJ+kyJfFekv1x+Y\/lRL4rhv7PpfqJ\/KiXxXDf2fS\/UQ5YlM0Ecc1PLFURSzR1bXPEAig1bd0mtgews0EEFt7243T7B0nlii+Zrv4dPJH\/AOva7dbiuO3XrWq4\/lTN4rhn7Oph\/wC6qfyol8Uw39nU31VX7CUnlii+Zrv4dPsJSeWKL5mu\/h08kXxXpL9cfmXWEYxHVzw01XRURiqJGQbSmpo6aeF0zhG2WOSO1y1xBLXAggWWu1sBilliJuYpJIyesxvLCf6lnqPB+56vDJmTw1UE1dAxk0G0A1xVEBkjeyVjXMcA9p3jeCsRjv3XV\/pVT9M9I2voMWIU3T+01qWvRqavrWtbUWSIiyEEzWRPfXDP0+j\/AHhilnZRMyJ764Z+n0f7wxSzWuxutHo\/Ij7ip6y9wREIUM7cIqKqAIgVCgK2VjjeE01bC6nq4WTwPLS6N99Li06m3seggLBZezvBW4pX4UyGZktACZJX7PZPs9rOZpcXffA7wFtSAtBhdP3N3HsWGl2Pc+wIvHsSzQYyDxbp3LHQ5PwxlI+gbRQCjkcXvp9JMZfcHXvNw+7QQRvFlnECA1eDk8wRkccTcNpgyKXbs5p1Nm5vtmu+ou5reJ3WV3mPJ+GYjJHNW0cM8sQAZI4Oa8AHUG6mEFzQSTY8CSs6hQGAzFkvCsQlZPW0MFRKwBoke06i0XIa\/SRtGi53OuN6+48oYY1tW1tFA1tcA2ra1tmztbfSHgG1hc7hbis6qXQGPpcDpIqTuFlPEKPQ6Puct1RbN5Jcwtde7SXHj1rCQcnGBsilhbhlNs5nNdIC1zi4sJLBqc4kNBJ3Agb1td1VAYc5YoDUwVncsZqaWJsFPMbl8UTA9rWNJPACR\/H8IrMKgQoCqKllUoAioqhAERUQFURUQHGfZP8A2vDfy6r\/AAxLiK7d7J\/7Xhv5dV\/hiXEVw+WPxUuz3I9h5J\/6bT65f3M2HLbGU0EuJSsbI6ORtPRRvbqY6rLTIZpGn3TImAOt0ucxYaqnmqJTJI6SeaR1y52p73knh1n4AsviAJwmgI9yyrr2P80jm0zmA+csB+QrFYXUzxytNPI+OV\/tQdG7Q72whunUOF7hRKmjNhssn2vb8DZ0FnZ9XRnZzSvsUXZLgtF319R4TRPYdL2uY4b9Lmljh0jc7eFskMxxOlljm59bRQmaCY75JqSK21p5XH7YWAl7Sd9g8dS+s5yvbBTUlTO2prqaWqEz2vMxhjJja2lfMRz3tkZK6wJ06rK0yA8DEacOcGiUTQXcbN1TQSxMaT0Aue0X86vjHMqc3fQ7J9vxRiqVHVw3P2tKN2mtua9m20ku59pY4LhE9Y57YAHFmzLrngJJGxA\/AC658yuGZYrzwpybED7ZECSSWgAF+86gRuWPZJNTuey8kT2ua2Rt9JD4nhwB87Xtv5iFcHGqw6QamY6dOm7zu0HU23wHesUXTtaSlckzWJcr03DNe9P4M9p8u1sbNo+EsjsHa3yRABpLWg+763tBPRdXVDlCsmiZM3ZCORhe1zpLAgRtksd242JG\/deN+\/crCfHKyQWfVTOFi2znk7iWkg34gloPxLYMIwCukgidHXRxxuiic1jpnt0tkMwDNNujbS\/HKbcVlpwpzfkqT7URq9bEUoXnOEW3uk1\/yYabK+IMjdI+me1jWuc4l0Y3NDi6w1XcQGONgODSjcs15DT3M+zozK03YNUY4ubd28cPlWbqMOrDI2B2Il5lppJtRL9mTrfHs3PPQWSucd3NDzuVKDDcRL5IY68t2GxhtrlHMnbEA0M03ADWxAttfmcFk8Hje2bLvWsxLKFTNu509+qWrV7zBw5dq3PqI9laSmY18rC5t+dYta21wXFpLuPBjl7U2VK17g0xiMONg572Ft7Ej7WSdJsRe1rgi6zrsCxOEmfu5gc4uJtJIS\/Y+1NEjQPtWlxB1WABN1Y5kkq6W+vEJHz90ODmxn2rdGCXxuvu0textiAOduvYlUdCEVeUZd6KLG1aks2nODvbZJ6dvZc1\/E8Ompi1szCwuBc3eDcXtxaTYjduO8X3rYeSD38w78876GVa1WVksxaZZHyFrQxpe4mzR0DzLZOSH38w78876GVY8Nm8\/DN1ZyJWPzvAamfa\/NyvbVqZecsvv7iH5UH7pTrUFt\/LL7+4h+VB+6U61BetUvNXUfDuVfxlX15e9hUfwPwFVVH8D8BWQ171G+43904z+qKP\/wCGrSaJsZljEzntiL2iV0YDntjuNbmtPFwF9y3bHPunGf1RR\/34atDKxU9Rtspv7Rdcv7mdZyzk3Aa1uzilxNxnDnw1ckBijjbT\/bg12nZu3mxuDbday5xmSGjjqHNoJpp6cNb7ZMwMeX79QAHFvDfbrXSMEzpg9DRjCY5K6annZKKisA2boXTt54hjI1abudw4b+K5dikcLJ5W00jpYGvIike3Q57BwLm9BVlLOu734EvKzw\/MU+aVPO\/icdae7W7rXp07FsNzwP7hpP1Zj\/0y0IGw3\/63XW+4H9w0f6rzB9MtRy26nFXSmrJFMJmOnIGo7NpuRpG833D4CVfHb9byJjIZyoxva6XZ5MDpGH5Iw0xQYdMJRjFXQSVzJdoQyJ4ts4HRarG4LtxH+6dvG5cre0tJa4EOaS1wPEEGxB+A7l1Cv5VYTXGoZhVLIY5NMVU5xFTsmktDvcc06Cd3nWk57qaWbEaqajLjTzSCVuphZZ72NdMNJ322hf8AKrKeffyiVlaODlTTw8o3jLNsk03HY3fW7p3a3rgZHAfuXCf18P7qNa\/jv3XV\/pVT9M9bBgP3NhP69H91Gtfx37rq\/wBKqfpnrJHW\/raQsV9zHqj\/AGoskRFkNaZrInvrhn6fR\/vDFLNRMyJ764Z+n0f7wxSyWuxutHo\/Ij7ip6y9xVLpZLKGduEREAVCqqhQHGuS\/wD2wzJ+S76aFb5yqVTosMnczEY8LJLWGsex0ha0k6mRNadRmcBYad\/Gy0yp5PsdgxfEcTwzEKKn7uebiWJ0rhGS1wa4Ojc0O1N4hemZeT\/G8Ww2SlxPEqWWeOqiqaN8UOziaWRTRPjmDGNJDhNcOsbaQqg57hmOtocUwY4Zi2JVjaqpp4K4VrZmwyiWeGNzoWzN3tc2R5FrlpDd+9bPQ0VVimZsew92J11LSsaH6KaUg7tiGsaX32TbvJOi17cVkcQ5OMdrZMLqq7EaKSbDqmKRkMUJjgbFFJDJzXsYC+VxiF7gAbrdK2fK2S56THsUxZ8sLoa5mmONuvaMN4jz7i3CM8D0pcHNsn5wr8OwnM0bqiSofhNRDBSTTHaPYaiqkog4l97gFjXgG4uT0Kyx\/B6+iy1FjDcYxE1NcKd9REZ3OiLJ3a2BhPOje2zTdp37xwK3zCOTIwxZjZXVERp8Xftmvi1aqdsU1TUNfJrABLTJGd27mFcrzrNUw4JHQOx7C6+kjkibSUtEWy1UjASWmZ1tUTGA8DffYXQob5i+J1Ix7KUYqJxHNQU7poxK8MlcWy6nSNBs9xsON+CyU2IzjPIp9vKKf7H69iZH7HVsHHUY76b36V7ZqyBXVbMEr6CeOkxHDaaCPTUNJYQ1jXWOlrrOa4vBBBuHHhZfWEcnWI\/ZcYriFfDUulopqaoEMboS10kT4mtgaBYRtaW84nUSXFAc5zbXwnu+odmSvrMRie59OKCKoioIrG4hc5oLNNt2oG3NHFZzNGb8Sq8Hy3SMqXw1OLyCKpqmHRI5scrKcHUy2kuc8Oda19NulZLCuSvGqekrcKZidIzDajavGmnvUSvc0BscrnM9qjJazUWucdxta6+80ZA2GBYZDVYlS0NZhc5NNWSOLKUvllL2Rvc8AsN2sIdvsWdN0Bj8Vw6qwfMOAYfHidfUUs0glMdRMXWcXmORpLbbSM6GkNdcA361h8wZkGJ4xiTMQxHEqKko3yQUcOHxzO58b3R7SUQtN97XO37zqABACqyqrKvNGBd0YhR4rURkOe7Dg009PG10ji0yMHPeQC9xNrXaOpb5iuQMVpMTqcSwGtpoO7jeqpquNzo9Zdqc9pa11+dzhuBBc4XsbIC79j5jtZW4bIytMr5aWpdAyWZpbJJEWNkYXFwBdbURc77AceK6SsJk2jxCCmDcSq46ypMjnmWKEQsa1x5sbWtA1BvXYcVm1QqEREAREQBECFAcY9k\/9rw38uq\/wRLiK7d7J\/7Xhv5dV\/hhXEVw+WPxUuz3I9h5J\/6bT65f3M2HJ0jJy\/DJr7OukibDIBc09YCWQS2vvjOsscOp3mWEhIjlaXarRytLtBs7mP36Dbcd24\/Asnkb30w79OpfpmLH1UD9pJzH\/bH\/AHrvwj5lEd3Ti9zt2aGbWKUa847HFPt0pvtSVyuLTtlqJ5WCQMlmlkbtSHSWkeX+2OG5z9+8hfeB4c+rqI4I3NY9+oh7y5rWaGOkLiWgkbmHgOgLxhpXuc1uh41Oa2+h265Avw862qOko8JqZpDXd1T03dEDKeOnljJnLHwEySPOkRN1OO4kmyUqbnLOlqvp02KYnERpU+bp6ZZvkqzlq0K+xa1pdkYnOtZDPVmWJ4lLooRPM1pYyepbE1s00bXAEMc4X3gX3m29YRGhFiqTz5OW8l0KSpU1BakrBERWGWwsvqN5aQ5pLXDeHA2IPmPQvlEKWQsiIgsgtr5IPfzDvzzvoZVqi2vkg9\/MO\/PO+hlUjCffQ9Ze8hZU\/B1fUl7mXnLL7+4h+VB+6U61Bbfyy+\/uIflQfulOtQXrlPzV1HwzlX8ZV9eXvYVJOB+A\/wByqqP4H4Cshr2b7jf3RjP6no\/78NV5kHDqiSiY6PLlNiLS+S1VLUMje6zt7dLxezd4+JWeN\/dGM\/qij\/vw1WOVqzCGUwbV1OMRT6nFzKKVrKe1+aWtO\/UQBfzqM15PcdQpxjibyaS8vW4pec\/SjJey\/EzFZRzYnHV0lDlylp6inkbHNNFO3aQPDidIDw0OJDSNxtvXpmzCamHDpNplumowxkTXVzKlkkrCHMBfobvJcdx3\/fLCY5VYNHDI7DajGW1by0gzSsbE\/nc4ymMBzja9vOVTGq3CH0ZENTjMlWWM9rqJWOpjJduvU08W+6t8ARJ3WvufzE6tLNnnSi5ZutSp5rWmyS5vWttmm9+q19gn3DR\/qvH\/AKZV5NqCaWmldFgNPirROW7eadkTozs4yYQ1\/EAHVf8A41TBPuGk\/VeP\/TLF5Oq8KjheK6oxWKUyEtFDI1kRj0tDS8EXMlw74rKrTs7b\/n1GOlKMZ0nJpLM2tJeZDbKMl7DNtw6fCIZpsQy9TzRS1N2PlqGO2G0vogaGajoBvvsPP0LJ5iw2oFFUSHKtJSsFPI41LKqNz4G6CTM1gFyWjnW8y1TB6vCZRM3E6jF3gTE0wjlY9ux+8MokvaYXPDdvV7i9dgRp5m09VjrpTE8QsnmYYDJpOgSttvjva\/muqOLvqfc\/mZoVqXNStKNs12TlTzr6df2d3fZqfHUWmAfc2E\/r4f3Ua1\/Hfuur\/Sqn6Z62DAPubCf18P7qNa\/jv3XV\/pVT9M9ZY62ajFfcx6o\/2oskRFkNaZrInvrhn6fR\/vDFLNRMyJ764Z+n0f7wxSzWuxutHo\/Ij7ip6y9wREUM7cIiIAvlzwOJA+E2X0FyT2UriMIp7Ej+fR8Db\/dTIDrIkB4EH4CF9XUfuUTJmGYRhYxHD6+qpa9hp3Q6a4uMr3uZrYGg3uGlzt27mm+4rbMQ5VJKCHBBV0Us8+JUTJpNibSCQhjQ1kGklznucLDd7pVB1W6LmuL8p8lLSUJmwycYpiL5GwYWH+2tDZXRMdI8s5odZthb749AJV3kvlFdV1z8MxChlwvEGs2rIZJGysmYBqdokaBzg3f1EA2O4qgN9mja9rmPaHNcC1zXAFrmkWLXA7iCOha7h2Q8Hp5hPDhtJHK06mvETToPWwHcw+cBaZiPK9K6Srdh2EVFfRUDy2qrGyiNo0k6nRs0EubuJ67C9gFlsb5VaKDC6TEYo5ah1eSykpW2Ez5WnTIx9r6dDtxIvckWvcIDoKLnuUOUZ9RXnDMSw+XC60wmeJskjZWSxtBJs4AWdpDj0jmO4EWWJ77dRLHU1lFg09VhdLLspaoVEbJXWLQXMpi0uI5zT8BF7b0B1hWGOYXS1cLoqyCKeC+tzJmNe0Fu8PF+BG\/etPzPylw00OGmlppauqxaxo6UkQO3ljTtnvFoyHPDbdd+gXXplXPUlXU1eHV+HS0FZTwulMbntqIJowBqDJ2N03s4bt9wfMQgMnkXDMDYySbB4qLTqMUk1JoedQa15jdKLkGz2HTf74LaFxzK\/KLRUuAVeKUWDx0kMOJCmfSQPjjbLI+GlJnLmxgatL2N4X9qG9XlZyvSU8tG+pweqpsOrHRtirZZGgkvDSXCEN9wLk2JBIFwEB1dFz\/PPKM6ir4cLoaCTEq+Rm0fDHIIhGwjULuLTzi0F2+wAtc716ZC5RPspiFXQGhmpH0kTXyCd42gku1r4nRhu7S4nnAm4APSgN8uioFVAEQoEARFRAcZ9k\/9rw38uq\/wwriK7d7J8+14b+XVf4YlxFcPlj8VLs9yPYeSf+m0+uX9zLzA2F1TThr3xkzR2ew6XsOoWcw9DxxBWzMzPiDozM37KuhF7zCpeYhY2N5BTaQbnrWuZd+66b89H\/iW05bdG3C3PniqJoA+TWyPG20rXDWBbuC9zvtvsb8Viwl2mk7a3t2WJWVHBSTlFS81Wuk9Leq7W4+hi+L8RBjduN9rNw6\/uRaribWPYypbtQ6WWdkgmkErzIwRSGTaaWk6tuLgi92nfvXRqKnqhtjI+qfG43p2tzTGzZRaBzH2l9sN777dIC5zU\/csX6ZV9N\/91Q9PT8KyYqLUdLb61uZGyZVjKo8xRWlJ2d7ppuz0vd36j2y3gjq0yhsrYzExknPFw4Okax2+4tpaS7\/lt0rLOyLUiVjdrHs3zGMSWk16RKIy8xBp0gh2redPQXBaoHEcCR8BsvvbP\/Df\/wBTuk36+sA\/EokJ00vKjd9ZtatHEObcKiS3Zt7dpsrMk1LraJYCSWBoc8t1iQFzHNu3dzASdVvjVk3Lpa+pbLOxnc0Ykc5jdTXl0wiDGue5gJuQb\/FxusNtHfhO+U9G7+5ZHL0cEs4FZO6KDS4yOu7USbiNo0tcT7Y5rjuO5ruHFXRdOUklH26DHKGIpwk5VLrXohp9+m+oyf8AI2bU8baENYTf7Y5w5r3Nu0MsSbN4H78KlLlMywQyRTtdJLCJnMc1zQwFzRpuLlxDTwANzwuk1FRh9K1lS0l+kTXqDoc8Bup5lA9oZcvIuC6zbWG5zriogw+Gz6aokEjY6h0X84aXMmj51Pq0N0g6gGjfvvfoWdUqenQv1EKWJr2Vpyvs+z3XWnSWuM5SkpopJXTxu2TW62AP1bQyRscwbraRtWG5\/qWvTRlri0kEg2Ja5rm\/E5pIK9Kt8uuQSPc9+twe4yF+p2rnHUCQ+5F79K8VDquLfkq3abbDwqRj9pLO42tuKLbOSD38w78876GVamts5IPfzDvzzvoZVkwn30PWXvMWVPwdX1Je5mT5caR0WN1LncJ2QSs\/J2LIj\/XEVpCkZyx5KdidOyenA7spgdAuBtojvdDc8HXsR57jpUdp43Mc5j2uY9hLXscC1zXDiHA8CvWMPUUorgfFPKPJ9TDYuUmvJk3JPZp0tdaPhUcLg\/AqopBz5v1W2pfN3bTUZxCjrqKCnnijD3FpZFC2SF5h50M7JIGuvaxFuN1afY5v9G67tFZ6JafDK9l9D3svx0Ocy\/w6TvXr3dP+Pn+ek+sseYbV4+EtMk9d9UZK712zotq+65tf2Ob\/AEbru0Vnok+xzf6N13aKz0S1Tu6f8fP89J9ZO7p\/x8\/z0n1lTMf1ct8Mpej\/AE0\/2G3B+JMlgMWDzx01PDPTtpDDUva+Kp1d0bSUjUZHl19QtYtbu3b\/AIGHD+jdd2is9EtU7un\/AB8\/z0n1k7un\/Hz\/AD0n1lXM+tJV42D13fWoPctF46NS0LQbZ9jh\/Rut7RWeiT7HD+jdb2is9EtT7un\/AB8\/z0n1k7un\/Hz\/AD0n1kzH9XHhlL0f6af7DdKSkqnzUQ+x7sMoKGpFZLJOZdIIfG+WSSacDW8tia1rGjifOtLxKYSzzytvpkmlkbfcbPkc8X89iviaokeLPkkeAbgPe5wB6wHHivJVjGxHxOJVRJJPfptuskkkkkkgiIOgcSdwA3kk9AA4nzK8hmw8m1K6bF8OYzi2rhlPmZC8SuPyMPyhSsC5XyIZGko2nEKtmiolZohid7qGJ29znjokdYbugDzldTC1eKmpT0bD1jkrk+phcJeorOTvbctnaVVCqlAox04KBCqICq5H7KYXwin\/AE+P6KVdcC+ZGNduIB8xAP8AegOfYByR5fiEM4oGvfoY+0skkrC4tBu6NztLhc3sRZa5yui2Z8rjo2reG4C1TH0dC7KFRzGkgkAkcCQLj4OpVBxvlh14fj+D45LHJJQQt2E72N17B2qXnEfky6h1lhHGyscPrWZhzXT1+HtkdRUFG6OWqfG6Npe6OoaGjXvuTMAAd9mk8F3J7QQQQCCLEEXBHUQeISKNrBpa1rW9TQAPkCXKEeuTfN9NlmlxPC8UhlFYyqlkhh2Ti2rDo2xtaHgEaHGO+o7iH9PBenK7T1NVQ4HjHcM9BBA+Q1FPSOa2opY5ZY3xzsIYBFIWx3BLeaXtvxXfpIWOIc5jXOb7kloJHwEjcvS10uDheQosCrMYpqmjxLHcUrqeGeSM1zmvgDRE+PYzSvpmloO1daxtf5DqtdX4dSxVlRh1XieX8WZMR9htb5IppA4WDWCMDSbnc5xAsN1iFJuKBjAQxjWAm5DWhoJ6zYKjoGFweWMLhwcWtLhbqda4S5U4rnyrhqKHApMw0dVA+WLVJilK7ZPw+Z2n7YwMdpLgI32I3EGwuF9clONVj8Rr6OnxCpxfBoqR7mVlS1145dLdEbZXgFx3vFuBDbgCy7Y9gcCHAEHcQQCCPODxXzFE1g0sa1repoDR8gS4Ir4OP\/A+JD\/9dj6P\/wAvQLcOXn\/ZvAOJ59J+4PXeNk21tLbcbWFr\/AqvjaQAWggcAQCB8CXBw3HsSZgecJsSr2yNoq6iayKdrHPDHCCljcAG79zqY3A32kBXpyM4lHWZox2qiDxFPEHx7RhjeWF8Wkljt7bjfv6CF0DPuFY3PJC\/C6yjhjYwiWCspxKx8moFsrXaHEOA3AbunrVlyY5Dmw2esr66rFZiFeRtpGN0RMaHFxDAQCSSW9AA0AABUBvgCqiBACiFAgCFFQoDkXsmaNzqShnAu2KokY824bWMFpPxx2+NcIUv814JFiNJNRze4lbbUPdMeDdj236Q4AqKuasv1WGVDqaqYWuHuHgHZyt6Hxu4Ob\/WFyWXMLKNXnVqa9q0Hp\/IzKMJ4fwZu0ottLfF6dHU279h45d+66b89H\/iWyZbgpZMOc2abD6cl7wZpcKnqKpg1AgitjFgOoA7gSFq2ETtjqIZH30MlY59hc6QRcgdJt0LKw1sjKc0jMVe2lcSXQBlUIjc3N2BnSQCtZh5qK08dq4cUdDlCjOo0o3WmLva+pu\/8MtOnU12m20T4HGZr4MFjbE7TFI7LlS41DNAO1aWt5m+437911odQf5pFw+7KvgLD7VQ8B0DzLPDM9fp0\/Z2oAA0gWq7Wta3uVgMRkjEUUTJDMWyzzPk0uYLytgYGjXvcfaCSbffjqWXEVYyjo3cNrXF6iNgMNUpz8ret9tCavphHfx7CwREWvN8FkcCqooXSvmiEw2L2xtc1jgJnFuhx2jXNbYA77Hiscshg+KPphKGi+0MB47gYJ2TtOkghx5hG\/hq6VfTaUk2YMRFypuKV+22i62mfmrMH0aW0s1wS4amO1GXQ0Fpe14szcbtHSbi3BeRnwMBxEM5NiWsIcBfW8tYXCXewNLGndc6b3F1dnPpJF6OMgXG+S7tJFiC4xkl7hYOcb3A3Bp3rS\/it8HD4lMrV4rzc1\/+tjV4XCVJX5znI6v+pe5srarDI55rRAwGmY1rXRmbVUPbql0PJBiDHPLQ4bzsm795vjcyy0skxlpBojfuMOjRsy0N3gDdpdc7uPNJPELFoo0qzlHNste42FLBxhNTzparaXdP6+tAW6cidG6XHKMtG6EyzPPU1sT2\/wCJ7B8a06KNz3NYxrnPcQGsaC5ziTYAAbybqRnItkl+GU76ipAFZUgam7vaIhvbEbffk7z8Q6FMyVhZVq6a1J3b6thqeUuUaeFwc4t+VJOKW3Tob6kdFIWuZryVh2Jc6ppwZQLCeMmOUf8AM33Q8zrhbIi7pSa0o8WrUKdaOZUimtzV0cnm5EaIuJZWVbG9AIhdb49IXx3j6Tx+q\/6If8l1uyLL4RU3mp8XMn\/lLvfzOSd4+k8fqvm4f8k7x9J4\/VfNw\/5LrRCqnhFTePFvJ35S738zknePpPH6r5uH\/JO8fSeP1XzcP+S62qJ4RU3jxbyd+Uu9\/M5KeRCk8fqvm4f8lz\/lGyBU4S7aNLp6N25s4bzmOP3k7Ruaeo8DfoO5SasvKrpmSsdHI1r2PBa5jgC1zTxBB4hXQxU09OkiYzkrgqtNxpRzZbGr+271EOEXTOVHkykoddXQNdLR73PhGp0lMLEkjiZIfPxHnG8czC2UJqaujzLHYCtg6rp1VZ+xret4XQ+S7k+hxinnmlqJoTFNsgI2xkEaGvudQ4863xLni7v7G37hrP0sfQxrHiJOMLo2XJzCUsTjY06sbqz0dh8R8iFHfnV1WR0gMhBPx6Stuypyf4ZhzhJDBrmHCaZxlkH5N+az\/lAW1JZa2VactDZ6bh8i4KhLPp04p79fvuLKqpZVWM2gsipZLICqWREASyIgCIEKAWRUsqhALIl0QAoERAEuiIAiIgF0REAuiIgBQIiAIURAUAVhjmC0tdEYauBk8f4Lxexta7XDex3nBBWQRUlFSVmXQnKDzotp71oZzSr5F8Je4lj6qIfgtmDgPgMjSflK07lR5NaLCsPdVwSVD5BLEwCR7C2z3WO4MG9d8sud+yF95X\/pNP8A41qcdgKEaM5KCTs9h02R8tY2eMpU5VZNOSTTewjciKoHmJ6BbfcnoA6VxZ66UXWuTzkjNXB3RiTpqdsgBhhZZsmk\/fy6mnTfdZvy9Sy\/I\/yY7LRX4lH7aLOp6V43R8C2WZvTJ1NPDid\/DsYC6XJmR01zlZdUfi\/keecoeVTT5jBy1a5rfuj8+45d3ksM\/H1nzkfo07yWGeMVn\/XF6NdSsi3HRuG9BHK+MGUPzp95y3vI4X4xWf8AXF6NV7yOF+MVn\/XF6NdRROjcN6CHjBlD86fect7yOGeMVn\/XF6NVbyJ4WCLzVjh0jaRj+sM3LqKWTo3Degu4eMGUPzp95rWVsj4ZhvOpaZol6ZpC6WX4nPPMHmbYLZAFVFLp0401mxSS4GsrV6laWfUk297d2ERFeYgiIgCBAqXQAoiIAEKIgPlwvusuO8qnJbq2lbhjAHb3zUbeDulz6cdDuJ0dPRbgeyKivp1HB3RAyjk2jjaXN1V1PanvX11kNXAgkEEEEggixBBsQQeBuD8i7t7G37hrP0sfQsWVz\/yYUuJybeJ4pKk\/bHtjDmS8OdJGCOfu90Dv6brN8n2U48IpTTskdK57zJLI4adTy0Ns1o9ywAAAXKl1sRGdO205PInJ7E4LH58rOCTtLffVo1myoiXUE7sqEKIgKKoRAgCoqpdAERLoAqKqICiql0QBAiBAFRVKpZAVRFSyAFVKBEARLIgBQKllUIAiFUsgKhERAEQIUBRc89kN7yv\/AEmm+kXQ7LC53y9FilHJRyuLGv0ua9oBLHscHMdY8RccOkEqPi6bqUZQjraZOyZiIUMVTqz1KSb6kyI7GkkBoJJIAABJJO4AAcSSu78kHJmKbRX4hGHVPuoKd1nNpwQCHvHAzf4fh4Zbk95LKbDJu6ZpBV1A+1OdEGRxDhqawk3kt98Tu6F0QLT5NyRzb5ystOxbuL2dR1XKHlT4QuYwrtH+KWpvgtqW\/eLL6CJZdAcOEKKlkBUIgQoAgVLKqAIiBAQA8NXNXk\/L\/ZcR9Yp4auavJ+X+y4j6xUZkQEmfDVzV5Py\/2XEfWKeGrmrxDL\/ZcR9YqMyICTPhq5q8Qy\/2XEfWKeGrmnxDL\/ZcR9YqMyICTPhq5p8Qy\/2XEfWKeGrmnxDL\/ZcR9YqMyICTPhq5p8Qy\/wBlxH1inhq5p8Qy\/wBlxH1iozIgJM+GrmnxDL\/ZcR9Yp4auafEMv9lxH1iozIgJM+Grmnyfl\/suI+sU8NTNPk\/L\/ZcR9YqMyICTPhq5p8Qy\/wBlxH1inhq5p8n5f7LiPrFRmRASZ8NXNXk\/L\/ZcR9Yp4auavJ+X+y4j6xUZkQEmfDVzV5Py\/wBlxH1inhq5q8n5f7LiPrFRmRASZ8NXNXk\/L\/ZcR9Yp4auavJ+X+y4j6xUZkQEmfDVzV5Py\/wBlxH1inhq5q8n5f7LiPrFRmRASZ8NXNXk\/L\/ZcR9Yp4auavJ+X+y4j6xUZkQEmfDVzV5Py\/wBlxH1inhq5q8n5f7LiPrFRmRASZ8NXNXk\/L\/ZcR9Yp4auavJ+X+y4j6xUZkQEmfDVzV4hl\/suI+sU8NXNXiGX+y4j6xUZkQEmfDVzV4hl\/suI+sU8NXNXiGX+y4j6xUZkQEmfDVzV4hl\/suI+sU8NXNXiGX+y4j6xUZkQEmfDVzV4hl\/suI+sU8NXNXiGX+y4j6xUZkQEmfDVzV4hl\/suI+sU8NXNXiGX+y4j6xUZkQEmfDVzV4hl\/suI+sU8NXNXiGX+y4j6xUZkQEmfDVzV4hl\/suI+sU8NXNXiGX+y4j6xUZkQEmfDVzV4hl\/suI+sU8NXNXiGX+y4j6xUZkQEmfDVzV4hl\/suI+sU8NXNXiGX+y4j6xUZkQEmfDVzT5Py\/2XEfWKeGrmnyfl\/suI+sVGZEBJnw1c1eIZf7LiPrFPDVzV4hl\/suI+sVGZEBJnw1c1eIZf7LiPrFPDVzV4hl\/suI+sVGZEBJnw1c1eIZf7LiPrFPDVzV4hl\/suI+sVGZEBJnw1c1eIZf7LiPrFPDVzV4hl\/suI+sVGZEBJnw1c1eIZf7LiPrFPDVzV4hl\/suI+sVGZEAREQBERAEREAREQBERAEREAREQBERAEREAREQBERAEREAREQBERAEREAREQBERAEREAREQBERAEREAREQBERAEREAREQBERAEREAREQBERAEREAREQBERAEREAREQBERAEREAREQBERAEREAREQBERAEREAREQBERAEREAREQBERAEREAREQB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width=\"307px\" alt=\"examples of natural language processing\"\/><\/p>\n<p><h2>Examples of NLP Applications:<\/h2>\n<\/p>\n<p><p>What\u2019s more, these systems use machine learning to constantly improve. As machine learning technology continues to shock the world, popular artificial intelligence tools such as natural language processing may generate unforeseen issues for humanity. This capability is also valuable for understanding product reviews, the effectiveness of advertising campaigns, how people are reacting to news and other events, and various other purposes. Sentiment analysis finds things that might otherwise evade human detection. It\u2019s also often necessary to refine natural language processing systems for specific tasks, such as a chatbot or a smart speaker.<\/p>\n<\/p>\n<p><img decoding=\"async\" class='aligncenter' style='display: block;margin-left:auto;margin-right:auto;' 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\" width=\"306px\" alt=\"examples of natural language processing\"\/><\/p>\n<p><p>Objects can have explicit parents signified by a list of concepts, separated by a \/ after the indentation. For example, media-objects aren\u2019t arranged below a concept of lower indentation, but their parent is identified as the information concept. Concepts at the same hierarchical level are considered equivalent; an opera, for example, is equivalent to a play under the concept of a media-object.<\/p>\n<\/p>\n<ul>\n<li>Her name was Audrey, and her main ability was that she could recognize the numbers one through 10 when spoken, slowly.<\/li>\n<li>The impact that the semantic Web will have on search engine technology and knowledge management is evident.<\/li>\n<li>Their \u201ccommunications compliance\u201d software deploys models built with multiple languages for\u00a0 \u201cbehavioral communications surveillance\u201d to spot infractions like insider trading or harassment.<\/li>\n<li>And the degree of complexity we&#8217;ve been able to program them with is getting more advanced every day.<\/li>\n<li>Every day there are tech companies using NLP techniques in exciting and innovative ways.<\/li>\n<\/ul>\n<p><p>You can consult with a doctor from the comfort of your oatmeal bath. It uses natural language processing to be able to recognize and assist people in their communication. It&#8217;s customizable to work with a wide range of different needs and affordable so that anyone can have access to it.<\/p><\/p>\n","protected":false},"excerpt":{"rendered":"<p>Four Natural Language Processing Techniques To Increase Your Understanding However, with the advent of the World Wide Web, XML, and the World Wide Web Consortium\u2018s (W3C) RDF, NLP could become a pervasive reality. With powerful Web crawlers needing to index an exponentially growing collection of resources, it\u2019s no surprise that information management and data querying [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[4],"tags":[],"class_list":["post-540","post","type-post","status-publish","format-standard","hentry","category-ai-news","entry"],"_links":{"self":[{"href":"https:\/\/www.homecarers.co.za\/index.php?rest_route=\/wp\/v2\/posts\/540","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.homecarers.co.za\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.homecarers.co.za\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.homecarers.co.za\/index.php?rest_route=\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/www.homecarers.co.za\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=540"}],"version-history":[{"count":1,"href":"https:\/\/www.homecarers.co.za\/index.php?rest_route=\/wp\/v2\/posts\/540\/revisions"}],"predecessor-version":[{"id":541,"href":"https:\/\/www.homecarers.co.za\/index.php?rest_route=\/wp\/v2\/posts\/540\/revisions\/541"}],"wp:attachment":[{"href":"https:\/\/www.homecarers.co.za\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=540"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.homecarers.co.za\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=540"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.homecarers.co.za\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=540"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}