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\" width=\"301px\" alt=\"building chatbot best nlp\"\/><\/p>\n<p><p>ChatGPT is more suited for personalized applications, and you can use it to get answers to even personal queries. You just have to log in to your ChatGPT account and use it depending on your requirements. So, if you are thinking about implementing a chatbot in your application or site, read on.<\/p>\n<\/p>\n<ul>\n<li>You should first understand the pain points of your target audience to provide customer satisfaction.<\/li>\n<li>These are based on simple rule-based decision trees and don\u2019t require complex programming.<\/li>\n<li>Language Understanding (LUIS) is a machine-learning-based service to build natural language into apps, bots, and IoT devices.<\/li>\n<li>To create your account, Google will share your name, email address, and profile picture with Botpress.See Botpress&#8217; privacy policy and terms of service.<\/li>\n<li>Besides, opting for a multi-channel strategy, you can bring even more benefits of a chatbot to the table.<\/li>\n<li>For more information on how chatbots are transforming online commerce in the U.K., check out this comprehensive report by Ubisend.<\/li>\n<\/ul>\n<p><p>One of the advantages for e-commerce store owners is that they can automate the first 50 messages for free in Chatfuel. It proves we can design great tools that make our lives easier and challenge us to be and do better simultaneously. But knowing them will give you more control of what you&#8217;re building and the details of it. This course from CodeAcademy will help you learn the basics of HTML and CSS. Or you can check out this guided project from Coursera that you can get done in under 2 hours.<\/p>\n<\/p>\n<p><h2>Discover the Game-Changing AI Chatbots for Customer Support<\/h2>\n<\/p>\n<p><p>Do you want a chatbot framework that that can be used even by non-technical users? At times, over 20k+ customers could be in the queue to speak with a T-Mobile Expert, many with simple requests. That\u2019s why the company thought to build a conversational AI bot that could assist in answering the queries. They brought the development completely in-house so as to save the cost and also they could customize each and every aspect of the bot. Last but not least, Tidio provides comprehensive analytics to help you monitor your chatbot\u2019s performance and customer satisfaction. For instance, you can see the engagement rates, how many users found the chatbot helpful, or how many queries your bot couldn\u2019t answer.<\/p>\n<\/p>\n<div itemscope itemprop=\"mainEntity\" itemtype=\"https:\/\/schema.org\/Question\">\n<div itemprop=\"name\">\n<h2>What is the easiest chatbot builder to use?<\/h2>\n<\/div>\n<div itemscope itemprop=\"acceptedAnswer\" itemtype=\"https:\/\/schema.org\/Answer\">\n<div itemprop=\"text\">\n<p>Aivo is one of the chatbot builders that offer conversational artificial intelligence. This can help your brand with customer service and keep the authenticity while you chat with clients. It&apos;s easy to use, so you can create your bot, launch it, and track its performance with analytics effectively.<\/p>\n<\/div><\/div>\n<\/div>\n<p><p>In a particularly alarming example of unexpected consequences, the bots soon began to devise their own language \u2013 in a sense. Part of bot building and NLP training requires consistent review in order to optimize your bot\/program\u2019s performance and efficacy. Our platform also offers what is sometimes termed supervised Machine Learning.<\/p>\n<\/p>\n<p><h2>NLP chatbots<\/h2>\n<\/p>\n<p><p>Claudia Bot Builder is an extension library for Claudia.js that helps you create bots for Facebook Messenger, Telegram, Skype, Slack slash commands, Twilio, Kik and GroupMe. The key idea behind the open-source project is to remove all of the boilerplate code and common infrastructure tasks, so you can focus on writing the really important part of the bot. OpenDialog also features a no-code conversation designer that allows users to design and prototype conversations quickly. Their smart conversation engine allows users to customize and integrate as required. The flexible NLU support means that you can use the best AI techniques for the problem at hand.<\/p>\n<\/p>\n<p><img decoding=\"async\" class='aligncenter' style='display: block;margin-left:auto;margin-right:auto;' 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\" width=\"305px\" alt=\"building chatbot best nlp\"\/><\/p>\n<p><p>Once you\u2019ve found your chatbot\u2019s voice, the opportunities for improvement are infinite. It is no easy task to select technologies for automating human conversations. However, it\u2019s been a while since chatbots took off, so the development stack has, just like AI and ML technologies themselves, has evolved to become more established. Chatbots have been pronounced one of the biggest web development trends of 2022. Even though they\u2019ve been around for several years now, their potential is still unfolding. These days, to stay afloat, businesses cannot but continuously evolve by adopting new trends.<\/p>\n<\/p>\n<p><h2>Botsify<\/h2>\n<\/p>\n<p><p>Once the training data is prepared in vector representation, it can be used to train the model. Model training involves creating a complete neural network where these vectors are given as inputs along with <a href=\"https:\/\/metadialog.com\/\">metadialog.com<\/a> the query vector that the user has entered. The query vector is compared with all the vectors to find the best intent. The cost-effectiveness of chatbots has encouraged businesses to develop their own.<\/p>\n<\/p>\n<p><a href=\"https:\/\/metadialog.com\/\"><img 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' alt='https:\/\/metadialog.com\/' class='aligncenter' style='display:block;margin-left:auto;margin-right:auto; width='401px'><\/a><\/p>\n<p><p>E-commerce stores will provide both good and bad customer experiences. Rectifying mistakes in your e-commerce store will increase customer satisfaction and lead them to talk about your store in a positive light to their circle of influence. When you implement an NLP chatbot in the e-commerce store, you will enhance customer communication and satisfaction. Natural Language Processing in AI chatbots  is an advanced technology that helps the bot understand complex human language.<\/p>\n<\/p>\n<p><h2>Scope of this chatbot<\/h2>\n<\/p>\n<p><p>All of them utilize advanced technology and the power of data science to train chatbots on your business data and provide accurate, relevant responses like human agents. PHP was created for developing websites and web applications and has been around as long as web development has been. One of the advantages of PHP is that a lot of developers know it, and many websites already use the language, which makes it simpler to integrate a PHP chatbot into existing systems.<\/p>\n<\/p>\n<ul>\n<li>A chatbot is a piece of software or a computer program that mimics human interaction via voice or text exchanges.<\/li>\n<li>Now, we will extract words from patterns and the corresponding tag to them.<\/li>\n<li>Self-supervised learning (SSL) is a prominent part of deep learning&#8230;<\/li>\n<li>The Rasa Research team brings together some of the leading minds in the field of NLP, actively publishing work to academic journals and conferences.<\/li>\n<li>A language-learning business employs an in-app support chatbot (dubbed Duolingo owl) that gives clients study recommendations, reminds them of upcoming classes, and alerts them about service changes.<\/li>\n<li>In fact, This chatbot API is very helpful for the developers to integrate this API with the device or an app.<\/li>\n<\/ul>\n<p><p>DeepPavlov is an open-source conversational AI framework for deep learning, end-to-end dialogue systems, and chatbots. It allows both beginners and experts alike to create dialogue systems. It has comprehensive and flexible tools that let developers and NLP researchers create production-ready conversational skills and complex multi-skill conversational assistants. Botkit has recently created a visual conversation builder to help with the development of chatbots <a href=\"https:\/\/www.metadialog.com\/blog\/nlp-for-building-a-chatbot\/\">which allows<\/a> users that do not have as much coding experience to get involved.<\/p>\n<\/p>\n<p><h2>How To Build Chatbot Using Natural Language Processing?<\/h2>\n<\/p>\n<p><p>In practice, deriving intent is a challenge, and due to the infancy of this technology, it  is prone to errors. Having a \u201cFallback Intent\u201d serves as a bit of a safety net in the case that your bot is not yet trained to respond to certain phrases or if the user enters some unintelligible or non-intuitive input. It is feasible to fully automate operations such as preparing financial reports or analyzing statistics using natural language understanding (NLU) and natural language generation (NLG). You will also get omnichannel communication services in the Botsify platform.<\/p>\n<\/p>\n<p><img decoding=\"async\" class='aligncenter' style='display: block;margin-left:auto;margin-right:auto;' src=\"https:\/\/www.metadialog.com\/wp-content\/uploads\/2022\/12\/algorithms-in-nlp.webp\" width=\"301px\" alt=\"building chatbot best nlp\"\/><\/p>\n<p><p>The conversation flow building is a vital part of the chatbot building process and will take you the most time. It also requires intention and attention to detail, as you need to test your conversation flow and make sure it is natural and flows like a human conversation. The information about whether or not your chatbot could match the users\u2019 questions is captured in the data store. NLP helps translate human language into a combination of patterns and text that can be mapped in real-time to find appropriate responses.<\/p>\n<\/p>\n<p><h2>Service chatbots<\/h2>\n<\/p>\n<p><p>Currently, we have a number of NLP research ongoing in order to improve the AI chatbots and help them understand the complicated nuances and undertones of human conversations. It interprets what users are saying at any given time and turns it into organized inputs that the system can process. The NLP engine uses advanced machine learning algorithms to determine the user\u2019s intent and then match it to the bot\u2019s supported intents list. A chatbot is a computer program that uses artificial intelligence (AI) and natural language processing (NLP) to understand customer questions and automate responses to them, simulating human conversation. Chatbots are going to be the main tool for automated conversations with customers. Still, there is no consistent methodology for choosing a suitable chatbot platform for a particular business.<\/p>\n<\/p>\n<p><img decoding=\"async\" class='aligncenter' style='display: block;margin-left:auto;margin-right:auto;' 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BmDnHlYpYp5r\/nfTFdYncr6YZbVUKQ+QMzCxSxTu54mNl0fEdlcjn7F37IjUecdcbJo5cJxfJJ\/Oc+wqLWuyppPIrJ6FFtIQ\/MF2+CCCNAg\/dhfQUnxJD34M98fXEfuUI5bF8oN3+JJ+0YkE4LpA4qSPpER05RaynF8nb\/QUH\/iV5ov9XADXAHsrVNdLfszPtLQKc6efy1j\/AJdobvzxHoDKSjAlWrtJPaDeI886S6r0RlE5ZzDX2xHonJZyjRPcD6oyWtV27IeCweobGvbMXtF7qnNZf2lHginNJf2pPghxaC0ahd3M+q6JsY+yPRN+aS\/tSYOaS\/tSfBDgjhFLHhEF5HP1TYR9keisc0l\/ak+CDmkv7UnwQ4tBaJufH1TYR9keib80l\/ak+CASrI3NI8EOLRQ5QJI5+qCCPsj0VnmrPtSPBBzZn2tHixdvCrRAcTz9VOxYP4R6KxzZn2tHgg5s17WjxYv2gtE3Pj6qNizsj0VjmzXtaPFinNmhmW2\/FhxaKKA1TC58fVNizg0eixtWYQKZMq1EXDS7WT+aYgq+u77hT0qJPEk5\/wB8TxqqQKZNfqF\/ZMQFdfIecBAyV\/cI27VY5SAj7rnOvzRHsSLC9+Cva6oAtQN4b846hCw6I25c3TjbHhAH+IhuXBbLiPrjKSuG8ST8rz6Rw5U5iXN7PNSyltqAJBIUMssope5sYxONl6RxPmJEYJITTbjufphYWCAbw1cKkLKCmxSbEHeDwPCLku07MzDUsykrW6UpSkbyo5ARUCCLgqixvYjNOtqmKF0dBjJTmBcYSRnm5ihPoXTWEvzWsU6raSkqBuDnu3Rg0ArtYFV1hIsRck7hn3482Ssk+EquWKWE4XtN07C9YX1hCgodJhVZotYw5NiQrMg5KPqQHQhwgkpO45d4+CGG0VFbTjaHNzBVDxsyQ\/IjgnwWkG94qXkjcLwmkUypV2fbpdLlVzE09fZtI3qtv3xZmWnpF9cvMoKXW1FC0m10qG8WvEBwLsByKlzHNYJLZZ\/Swubpyl0K6ICs9ENW38juh\/R6bVcQVBulUaQcm5twKUltBFylIud5AiXnZtL3bgjG7UhseZNshvzzVoLNxFza9YhYo1ZNIcrqpJfMGnNg49lZDl7apz4wwS4CbXMGnHcjgbKXNLLY8gRe5TsvW64qHCReGwWkcYfsUuqTFIma3LyK1yMksNvvC1kKO4Wv1iIL2tFyfBUxgymzRnYH6H\/7NJDxA3QbY8IabZd7WEL1zwEVKL52TjbHhC0TFhnDTXPARQqB3wRPw7fO4hW1TGP2iuiK7Q9MET\/apioWlQveGCV624wsLUMhBE91k8Y2jRq5r4xkcrXLh\/4FRpe14xtui94KxpT0i25z7CostID\/AMWTyKyOh\/zCH5gu9wQQRzyB42YX0BJ8SSvcn9NP1iI3co1SuzOTFz\/UEfbXEkVkAJJ7pP1iI0cpZdsbSdt\/oej7aoyOrf48fKtU10\/LP7lzqkqPojK5\/wCcNfbEejUl\/VGv0B9Uea9McX6ISwtvfZA8oI9J5C\/M2b79RP1RlNa\/5PkVh9Qfhm804gggjT10VJVvBvaOS6QOVJoN0ZY2l9H+NdIklTK3MBtRlyy84JfXtsy+4hKkMhVxbaFN98dWmE6wA1bixvEB+VDo6xlhHH+IsLymLcJSWE9Ocw9MT1RrLKhMUXmsmkTKgoGziNmLoBtZZi4po2TOwuKt6qWSCPHG3F9bKfLK9dtCwoEKSCCDcH4emLlxxiG2LuWThvC2heSe0OVWmtppq2KNJVjF7LzUpMsMthBmGW0kOzJ7UZDVuTwjl1F5TPKMxDhipSwrWMKw\/VlsrkqvR8Cok2pMIzcEqX1WdSvddYWbXtY5x7t0dM7fkrGTTNPGBa7j\/SLr0auOMappK0mYM0T4ZmcYY9xFLUekyxShb7pJUVqvqoQkAqWs9CQCTHn1L8rXlFaOKi12RaRUOM7QJElj\/By6ah8G10JnZUhCV8CQQN5BjedKGnKS0+UnDcjMy8vgLSNg+pIxXRKdWnEzlHruwZcC22JpFkOkpWooNkqCgO16YGgkY73tyDS8EjDhuHWyBFlMHRZph0faZsPHE+jvEjNXkm3TLvFCFtuMOjehxtYCkK6iAY3eIxcinBGIGsPVrTriqep6qlpZTT60mRp7ZSxJSyGCGkEn17pDh11WFzEnYtp2NjeWtN1f07pHxgyixPDeiCCCPFe6Ior1pisUO6AQJpVvxXNfqHPsmPPeYdKX3L59t\/cI9BqubUudP+oc+yY88HXiX3f0\/wC4Rt+qoxCTwsubf6gi7YD4n9E5S6kpuRCtsOEMtqeuKc4HExt2Fc3Aun211gQMsj9USU0cTTUporwvNTOLG6E2isEuOOGwmUha\/wCYvu7bLfwiLhfvkDvuM+9HV8L6XsK0\/BUlhDEODXKu3IzCphBMyEpK9ZRSch1\/TGI03SyVEDRCLuutl1Zq4aGd75zkQtpqWDadXNIePE4ipamBJ01ypSgbe1bdyrtcjfhGu4XwvRpvRonFsxLuiqN1yWlEuIdWmyFLRuA3GxOcMm9NE07pAmsXVCltuSc9KmnOySVZCUI9aD3V0jwxar2k+gPUin4Zwhhl2k0qWnkVB9Lj20W4tKr6ud8jx70WTaWuaWx8LD6eC95ZtHyY5ycxjHnidcH6cl1nEMk1S06T5Zl6YcQ3SZdW0mX1OrKiyr2Ss8o02o0PRvo9TRqPiqk1CoVGpstTb8yy8UiXClAApF87FO74emMbXNNclWFYtcFDmW+ySTalkAvJOxKGii9gOJvFhGljC9XptL7OMFirVSjNoal5hp8thxKPWhY74J6d+6LeOhrY2YS3I7xfwWTqtJ6OqJC4OFxa2Xin3KKdbRjuVQySUCksEZ9Gu5b6LRZpGHcH4VwTT8Z42p01VHqy4pEnJsvFtIQPZKUCLRrGk3H7GPsRt1xinKkUok25bZqXrG6VKN7j9K3wQ\/w5pNogwwzhDHWHlVeRk3FOSbjTpQ6yT0Dq+GL98FRHSxMsRbfY57lhnVVE7Sksj7bsjbIFbTo7mcIzWmChTOEJaelZdxt1T0tMqSoNLKT6w+ut34fVXD+jzFcvjRNHps3KVOgLdmDNOvkh5WusqATf1txbwcI0uR0i4Xo2OKbiegYRVIydNaW3zdD11vkggKJO45w3o2kSVo7mMHFU59wYmaW2gBxP8zcukbxn+E3R5SUlQ6QSx3FgN58VcMr6RsDopyDdztw5tAv9ltLlC0dYFoFERjGiVCq1GtyqJx5cs8pAlWl7ikD1xHCN5wph3BuFNLFNkKLT5gqn6TziWcL5UGzZWsVg90kD4Y5lT9KeGqhQqbTcdYQ9GZyitoak5lt\/ZBaU+tC\/4tGRmNNtPf0gUrGiMOvttU+RXKGXD4NyUr3ZbrkCLWakrJWlrgbm\/HI8slfwVOj6cskxNwtIw5WIy4njmtlp9QwEdF9dnJ2iz3oMiuBTcm28S6teq3ZKldA1iSc90a5V8E4bxNRqNijArDtPaqVRFKflphevsXVZJUL7930xi8L6UKFR8JTuEq9hd2qys\/O86cu+E6iSlFgMt6SD4IsYi0pMzEpR6Pgukqo9NpEwJxpC3Nda3gclK8J6emPQUdTFKWxAgXvvyVu\/SNBPTMbMQQAcrbjfmtuRh\/RO5ig6NRT6iJ7amUFU5wc5gJ7jdbWuIfUZGH6BoqxXSajTXphynz65WeUHSkPu3GopOfagDVy6bdca6dMGEEVDsqRgW2JFJP8AjBfOxDmrbaavQfgv1xrUrpHCsI13D1Sl3npuuzyZ1cyFjVQbouLfAYNpamQWkBsCOPr9lD9IUMRLgRchwFhuBtYfSy1hL5BAJzEXecdZhmlwm2RtFzXTxjZW\/CFpNveJTjnHWYptwd8WNdPGDXTxiUTwPCwy6IC6FZQ0gJtmYInYURuVaK7RfdHwwy108YWhywsOMET0EkXMbbor\/wC3MgOG0+wqNH2p642\/RI4VY9p6et\/7Cos6\/wDCyeRWS0P+YQ\/MFI2CLCQVNpt0Xgjm0P7sLv0nxK46LpA4qT9YiMfKcVqY3khf+z0fbVEnHTZIP56ftCIucqJZ7OpFP+zkH\/jVGb1baOnt+Vaxri0O0Xc9pcypL6U1KU1je0w0rLgFpj0vkv6oz+gPqjzBpq1eicqL\/wCVR9tMen0j\/U2f0E\/VF\/rXvi8lhtQwA2bzV+KE2gMJUo23d\/vRp66GqOLtbIm\/AR5u8q\/SCjTnpMlpOToLNcw\/hSqPULDFMtc16vHVEw64Qf6oxqAEeyKVXESb5UGnbFWD5+R0S6KafIzWNMQU2ZnFzc+8tuWoslm0JteoCpa9oe0QLXKFcIjJyTMAz9E0rYjp2Mp6mzs1o0oMjIUt6V10sJTOl5559QXmXVanbubrExlqCHZtM7\/otc0tVtnmbo+J1nHN3kutaKuTfQ8JvsYt0gqZxLjYhJcnnkAy8jYWDMo1YbJtO4EEEgDdHZUMNNgBDSRx1cvoz+m8R9xVy6uT7hWqTNL9FqxWVSail6ZpEhziWSQbW2qlIBPeBHAxiGf5RDk\/zIPNpLGTqk5qtSEWH\/Oip8dTJvuq4jBTC0RDfJSPqlFpVaknqfVadKzjEwNRxuYaC0qT03ByPeOXG8RP09cmynYHw\/OV7BdFcn8Elapiu4ZSrWMi2CFGfp5ABadatrKQmyVJBG\/fnHf5Rjk+svFhcpi\/XA3GlIFv+bnHStFHKT0N6eC\/SMG15xyfQglynVCX5u+psiyilOsoLTY5gHvxMe3hIxDJeUwgrBs7+8ePH1T\/AJEWlgVPCw0JVdUu5UcGU+VXR5xjJurUNYCZWaQOhSU2SsD2USq1uqPLnAlG0saOdNdfGi97DJl9FlRnJCnS9T26TOSFQaTNiQKkewRtNZJ6FdWUT\/0HaYJbTRo9lMZS9JXS55L70hVKa8slUjOsq1HWiq2dj2wNs0qScrxbV1KYTtG5tKudD17ZGmkkdeRmR8uC6RrZboprdX0wxXWaQlWzdqcqFX3F5IP1xUVGnKaL6JxlTSd7gcBT4d0WJY8cFmMY5j1T4Zi8B3Rbac1m0qATY8FXFurLOLh3RSvQJlWPxVO\/qHPsmPOSYeBmHSMu3P1CPRqsfiud\/UOfZMebUwsqmHuizh\/ujcdURcS\/Rc41\/wA2weZ\/ROQtRF9YRXXHXDMOKAteFB9XSBG54QucAAJ0Fg9BhSXAArUN7eut0d+GqZix1gAdXPfaO2oq7ei7RBhuv4cw\/T5uZxAtap2dnJfbIQU3IaI6xrfAlXVFlWVXRSwMbcknfkPVXlFQdOLrusBbdmfRcc24KQdcWPXlAHjYm+7MjpESCxfUsKSdd0Y4kxBhGWkZKoSr701JtSoshzVQUuFIHbAE31bXseqG+M5qly2M8IYwrktQ6vhZ994sTdNkglSxnqh1PstXLcBuOXRGObphxIBjHrx8Fl5NXI7OEcptiYMxwdhv+pXH8L0hWJ6\/J0BNRlpBU4tSA\/MuajbZCCoax6L2sMt5ENKtK+hFVnaYZtqYEk8tlT7KtZCyk21knpSegxIKckWqvpNwLWW+x+q0Gfm5lqVnJOTS2pxWxcUG3U3Iui3Do4w2wLPYbTUMUYYpyaHT8RuYgmhLGfkA5LzbGuQhgEW1TYZpBuCYtxpl1jKBlhB+tyP8BXPVprn9HB94Oti5jCD+q49TMIVCqYNrGNmZqVEnRXm2Xm1KO0WVqCRqZWIF+kiNfU6hN9Y2AJF7b473hzE9Ww5oixzJTFHpLEzQqm3L7IS6S3\/OugnWFzcDWy4WENcZV5nReMMYSwzgymz0lO05uamFzEttnJ9xdwUAjO+V\/hiuPS0rHuDm394geQAXjNoCIxMdG+zi1rjxzLrH7LiSphoJuFjfbfFQ8nIFV9a1rdMSdFHoLWnStS8xQJFcoxhlLwlzLI1Lgi9hbK940xGJJfF2hadxxOYbpDE\/QauxzMMyqUoCAWylBHSLLUO9A6bxtts+XHmqJdXGQukxS5gyEZcGEX+xXOca4LqeBp6UkKlNyrypyUROIUwVEait28A370a8HimySRmCb962\/hvjsHKYrsw\/VqHR+bSzbaae3NBxtsJWFKuNUEbkgDIQaL8MU3SdgaVoi0S7c7h6rNOPqCAFvSS13WFHp3qOfc2i6j0hIyjbUzC\/NeVRoWCTSL6Om3ABwv4gFchLqrE3t1kRucvo0npybw3J07EVKmHcSi7SEPFRYVqBRDmqCRvtlfMR2Cs0TBMg9WNNNMZlZikt0dbEqzsgUqnddTWtq7syAnv3hOGZhqkVHRQqXpcil6ryDjc04JdAVfYpc1gQMlXTv6zGOn0y9wL6cWPjztdZCn1aiY98dU6+I3FuAa61\/wC4blxlzAFWapeJqsucky1haYblpsBSrrUteoCjK1r8SI1fWSFaqyE2zVfoHHrHeiQnZk\/L0XSrW3qTT3l06pSjDbCpcbJwJfsCtPsjnfviNN0quyuING2C8cu0yUlanUHHJZ8y7QbSpAJ6B3ouaWvmMuCVoALgPVoKta3QNK2HaUsnvBpdY+DiP+FqmDMB4jx2zVF4fbaccpTSXHGVrstzW1rJTxPaHfbeItYawdWcUStZm5BbLQobAfmUvkoUU9vfVFt4KCM7dEb3yeq7O0TD+Pq7KgOTEhT5aabSvMKUkPGx6jaN+pVOos\/hbGekTDLiU03EdF1ly4yLMw2lzWy6LhYjwqtKS008kZGQLQPqVcUWgqaspoZv4nBxdnvAHDkuB1HCdWpmGKTiyYcYMlWVrQwEKJUkpNjrZWHhjYsNaG8WYpw7KYkp03TUS86paGUPvlC1KSopIsRa9xxh\/jcvK0F6PihKl3emQoJFzvy\/vjY6bXMJ0PQjg2p4npE5U0N1F52UQ04G9V1LjhBJB3ZRNRXTiK8Ru7GRu4Am36KIdEUnSH7dpEYja69+JtdcfrFNqVAqU1R6owpmbkndi82ehVgR3wdYWholy5sVCMjjLFj+MsTT2JZhkMLnHEKS2k31EpACRfpNkjPvxgwtQN7xmo2yloL9\/FavVsjZK4RfDc28r5J9rJ4wpLiQLEwx2q+MVDx9kY9jG4BW6fbVHGNz0QkHSFTwDvD5\/wCBUc+2w7qN40MuBekSmZ70v\/slGLGvDhSSX5FZPQwvpCL5gpJsfgh3zBFJf8EO+YI5tB+7C+gXtGJXHfWd4g\/TEWOVUvZY+k7ZD0PSP+YvzRKd78Ge+PriJ\/KzNtIkkP8AZw\/arjOat\/mDflWra4flR+Zcopj96nK5\/wCWb+2mPUOUJ5mzZVu0T9UeWNJP9Kyn65v7aY9TZMXk2e1J7RP1Re63fyvJYXUT4Zrc1gcYYyGF2JVuXkX6hP1B4y8nKNEBTrmqVWucgABmeiGmFsczVZqb9AxBQXqNVWG9vsFupcQtkkpCkrTkc946IvY2wjO4gFPqNFnxJ1WjvmYlHXEEozSUqQoDoUCRDPD2E62zXnsT4rqEvNzzkumTaalWihplrX1unMkk5nqjmUztI9NIZ8GVt1rcb8b3XVGCj6EC8jHnfM3vfKw3Wsos6dh\/8ajyswRoskiD0\/jWb6R0RwrSBXqrh2jco+eori25hVHwrKlTR1VJbcQ8lQBG4KTcZcIkJysqNU8BaaqRp4qNOnZrC9QwsMJ1SalZYvKpTqJpx9h5SEjW2a1PKSVDcUjiI4ho3x5oLxzpJ0w4Qxditlmi4xpdGkJVc1ryiZksMvpcLa3bBC0ko1Qo9tdJGSTG\/QTw9FZG0gkcP+81y+SkqusD5Sw4XMyJHhzGSi9ouwLRJ+k0qWdo89OMV4TLc7VGHSiXpQbsAFpCdXd25JO42AvGuYA0aaSq\/NTE1hXAtdq8k26ZV+ZkZFb7aXAAbEp3Hce8qO2Yp5AumPC9Z5xgvE2G67QnJgc2nDVUSSnb+tQtKhq6xGXaki+6OnaFtGfLx0BzVUTo7peE0S1YDa5mRqU+y+wt1tOptRZQWlRBF887RfTVOzaMBt5r2p6VxlO1Nx4KLLmjKelccu0jGdAqkjOsU5+bFIcaUzMzb6EgtsJyKhr31rhKjZJGV7hxh5ma0e6WtG+IcNMT9Fqc1Oy8y5THnit2VVzstbNRsFajrYCwlQuAuxvYE9r0j8lHlf6Va9UMXYzo9CnK1UHUuuzXozLp1SBYBA1bpSBkBfojeOTdyCMS4RxvI6QtMdTp771JfTNSFLk3y\/rTCbajzrhARqpO5A7YmKOlsMdybkr1ZRyMnEjPhH2W9ULVGnLTMUhPbYlpVzq5n+jGt\/GNM0XYJrOPGsaUetY2rkvhNON6krsepUwZRqbdKm9Zcw82Qt0GwCW76qQB0gQ6rGlfAmjrTnplYxbV3pSYfrlNfl2mpN15cx\/RrI2aVIQbKKiAAT0xvfJ8otbpGH3qpXqWqRnMSYjmq2ZJwJDkqh9xBbaUBuUEpBIPSoxWwtfFfIrTdLmqoqqd8d2mQAAjIm\/Ef8hWmOSPocRWU0ROimlmfCwjUUtxStYAklSivMkEG54RsEjoRwkxo9fwJJYKZbwtNT6Q9TUOKSy5OWAKj299bIZ33ADoiQMtRKGvSeqoDEjBnC8VGTDR1r7O1rnLdnlGBpur2KpIQE\/+06Cc79I6envxaGoJPw\/Zek9BNHK8STkjE\/c48APHguSSDeN+Ttg6o0PQrTWhMS863PLolVmHn2XkJzcl2FqWSwpYtYjtQcyIk7oh0q0DTNgGkaQsMl1MnVGruMPAJdlXk5OMuJ6FpXcGOO6QjfGlVUndtuj9ERa5FijKT+lmhyw1JCTxgl9hu2SFzEkw66B\/9xRMeFdA0widoss5qjpaodWy6PmJcGkgEm+QOSkjWfxTPH\/w7n2THmg+4vnD3bf5Q\/3R6X1r8UT\/APu7v2THmLMOETLwTn\/OH+6Mtqh\/N+ijX\/4YPM\/onG1X3UXNY2uTDFL9hY5RXnHejc1zixTwOI4D4Y3fB+mXGGCqW5Rac7JzUg4suIlpxhLqW1m91IuRY9WY73Tz4PE3zAyO\/dujqVR0QTLOiCk49kKbV3apOzYQ8wEKDaZdW0KFhNskqJQAenWTFlXOgs1k+dzldX9DFU3dJTkiwzsrFR07Y+qlfpGIpyYlFz1FS4iWIlkJRquABWsm9twAFs4rUdNuNqnWKXWteQl\/QbXVLsMSQSwkr9cooO8mNOGFsUmu9jKMO1D0WVrLEjzdW3tYrPaWvuue9G8SWieZm9EE5j30PqxqbU7s0NJSrZGXSRruatswLKueggxbTw6PpMIIbwA3cVdRHS1Vicwu5m9+H\/H2Vup6d8dT9YpVZDkkwqjOqflJZljUaDiklKlqRfMkKPTviuH9OuNsOInESjFMcM5Nuz+s9KIWWn3FFS1pKTcG5JAVcjvRq1PwDjWrUn0cpeE6rMyNriZblFqSQN5BAtDWjYSxTXUOOUPDs\/UEtOhlzYS6lhLhvYKsMjkfBHpsdHWLLt+y89vpMBrvez3HPlw+n2WZGkbEYolcoj8yiZZxC+mbnFrQVOKWkg3BvluGQFo2Cg6d8dUKiy1IYmJKYTIAJk3piWS46wkbghR\/\/aMVirCdJouE8O1CWlK4zV6k44xNc6lloYK0mxS0oiyjcWyJjHq0ZaSwhhfYTWwJrNoIknCV5Xyy4RQG0MzC+SwzO+31KqP7RgfaNrjkN1\/MBZtzTdjZ7E01i4uypn52n+h7ygwNnsupOtcGMRTcdVqQwhPYHlnJY0uedTMOjZ3WFp1bAKJFvWjLqjL1XAFOkND8hj0uTialNVRci8wpdmkBJcB7ToVdEc9K9XPfFdPDTTNOyaLA23cl4VNRpCF95nG7gTv4O3+ts+a2vF+PK3jWelp+uOMqflZdMqgtNFsaib2uCTnnFMKY7r+DnKguhTAbNSlVSkxdGtZs7yM98auh0KuVEAwraI7oeGLowtwbIi7eXD0VoKmbabbEQ\/nfP1W0IxpXexAYGTNr9CEzi50N6pCw4okjMm2rrEm3HOMy1pZxazM4ccbXK62FkqRJEsHIKRqnXzz7XKNAJsL8IptlHojzNJCciwegVQ0hVg3xG9rb+F729c1uitIuI3ZDEFNU5LFjEswmZnQGrErSrWBSb9qAc898Waljet1TC1LwnOuMCRo61Oy4Q32xKibkqvxJ6I1NL1r6w38YWH7xUKeEG5aOe7j\/ANKk1lS7IneLfTf+q2jDmN65himVmkUxbSJetS4lp3Xb1zqAKA1SLW9crPrh3hzSVinC9CqeHaVMt8wqqFJfaW2lYTdISSg3FjYCNGani4+6zqgbGxvrjpi6JgXyiXU9O+5c299+W+yllbVRARscQALCx4HeF0zD2nbHGGsPSmGKeunqk5MENhyXCzY3yKtYZ5nojAVHHVaq2GpLCr7rC5GnvuTDGq1qqC1qJUSonio5WjVkOa9yeiFFadxUIgUdMDiDbHfu481L6+qmbsnuNrW38OXl4J0ZlWtckX6bRc5weMMddHdCKhQO4xdK3IysU+5x1xQvg74Z65TuuYW26q1tU3iHHJUNaXGycbYR0XQowhOPqY685quLEwW2+rZqBJ6uEaVRaM\/UJphpmUExNTV0ssK3ZZlS+CeuOs6MJmRo2NpWhUqYROPvl01OoG15hQQqyGj7WFEqsm17BSrAIRGH0tPhpXtbms9oGlvWRvO64XcJf8FlxMEUY\/BDvmCOY4Xfw7l3STFiOSuPfgz3x9cRJ5XboTpHkrXv6Gj9quJav5NHvj64iLyvyE6SZK\/TTR+1XGy6s\/mDflWra4flR+ZcdpUwRVJM2P4dv9omPVun\/wBSY\/Vp+qPJylKBqkmB7e3+0THrHT\/6ix+rT9UZDW7fF5FYXUP4JvNXzuhvNuoYYW8tWqlCSongOmHCtxhvMsIfYU0sApWCFA8DvjSJQ7ZnBvXQ24S4YlxnEshj3S\/hJ9ylOU+Qpjqw7KS6wsvTCUklBUq9kgkXtY9EQ+mHqBoz0orxTpBoctUMG4kkkUTESJqTTNN0+ZZcvLzK0FKiEds4hSgDYW3RLfFuI8Z6F6IikyqJGfkZhSmpCaUpSXGEgXCVpsQqwsBn0GOP4NkcFV6oz6NINUWyy9LqWle5Ljiida\/mNwY5HWacOitPU81PIduAWyBxswtJ4XyvbiF0yj0KNK6CmZUNGxJvGWC7w4ZZ2ztlmCrE\/wAkTk143labVMM0l+ny7UwzNyz9Brb4lHQg6yRmtbGqcvWgG24iO9gJaSlIBDYs2iwK\/WgJBJztkOk5xBjGOE8B4GlnqzhqexHh96cmRLSKcMT7krMT7yydmhphJKCTvNkADqhNJOnDBmK5ahadNP8AjHRvRqzTlTVFnahPyk4lLyFALlZqacZ2bboQdbUJ6Mje0dV0Dp2HWWIz0sZYBl72e7kuZ6d0FUavzNinkD3HllbzU6iSAFBNwRcWUD9F7xqWkPSlgjRhh+YxBjOuysnLtpGzli4FTMy5ftWmmh261E2GQtxIiGUynTlidzEGMcN6WNIuNtGtFfDCZ+lVViRmZxKEp28wy0G07dhCiRrJIJ1SQDeNpwZhLR0\/LSWNcPgVmYnUF1mqzsyucmN5F9Z1R1CCCCAAb3jH6060xapsxVURdi4jd4eRvZXurerEms7sUEgBbwP3y3kWv9lzuelK7pJmsQ4SRJttYqxxWhiatvurIaw3L6zS5ZDihltA0y2Ai+4m9olRRcUUBycl6eziSnVCoSgbW62zNILyigJBUUJJICiL3taOWp0K4Pxzixc8MFpqVTqaRtkpfeKH9VOprKa19VR1Ra+6O4aPeTJoUn6b6XGPNElNp1VYKp1h2WSZSYLZPr2ZhgpcyuAQVnfYi0Y\/U3XainbshC\/FI4mRx3YzvA5C1rLw1+\/06raiRk7qlgEQAjaPi2Y4u5m+9ZpjFbbOOE4rXIqI2u05uHQctTVvceGKNYlY9BVUaYknlIVVBUFLC7drldAy35cYvHkKaJG1KSzjDSS0nehCMWzICB3I6bd+K\/4C2ic6pVjXSWQDcg4ums+o57v4vHRTX0QNrOK5czVLS7S5ombY4uHaAB+wXN9KukrDeEHXqjLMTM3UKo9zek0RpxTs7PzJ9Yy2j167nebWSCLmO6cl3RTXdFmjdTWM3mHcVYiqT9frimfwaJqYIJaR+agBKR1CMlo05M+hvRNPuVnCGEkCsOp1F1WffdnZ4p4B99SlpT+akgdUdPba1N5uePGLStrOkWZFk1bJoHV5uiXOqJHXkcTf6ptWhekT4HTLuj\/hMeXkw7\/jLxSclOEx6g1wkUieI6Jd0\/8AAY8sXlqL7nUsj+PDGx6ofzfosBr7ug8z+idbQHec4UCLg3hhrq4wvbKjc1zxPXHkITrlQAG8lN7RIlzFFQp3J1wNOTVXm9kzihpmYVrquuWaUshByzH82PoiNBdJBBSDcEZ9YtDxddq7lPRSHKjMOSDbm1RKrcJaSvpIT0XufDFlXUQrgxpNrElZCg0g+gLy0XxNI+uSmEvDNdl+U2vHblMd7HmaYuZNSuOb25sUautf11zu4Ro9PxHUFcnasznovOJleyhDHaOmwlXHElaB0ahCzcRwVONMWKpRohxPVBIEavNhNL1LcLX3dUNEVmpIpqqOmozAkFuB5cqFkMqWNyijdfdGMZoeUkGRwNiy2XBoKzMunoruMTSMQffPi4C33UrMaM6UprSXhWb0au1DsTVLSnNVya7SiGgBtQ9btfW339G7O0JxJW5OnYV0y1PA9QXLlmepyOcSS9TVdUGg8UG3dLVe3XEYpLGeKabIKpdPxNVJaUWDdhmaWlGe\/IQzarNRYkHqWzUJhEnMq1phgOK1HiMwVj2RBtn1RQNCyXaC4WaRw+LMb0\/b8Ixuaw3cDfPIZH4RwUqaFN0hvC2hSZxItAYM1NEqdJ1dsW3NRSr\/AJ9iSYyGjynaaGtOdaexG7VfQDXmCpTy7yjjSidjsk9627d0xEpyt1Obk2afOVKYflJYFMuwtxRQxcEEoHsTneMmMf41AaSnF9X1ZcAMjna7NW7nPp6b3v1RMuhXkHA4Zhwz8TcW8Uj0\/AXDGxwsWm4PIWN\/Bdsx0pKeTlLqvYjFs4d2+7z4EcD24O+8VXXarMSYpj9TmXJTaF7YLcJRtDclVuJKjDbXTxjL0dKaVhaXXuSVhdIVgrZGvAtYAJxt0cDFQ6gw2108YoSD7IxdrGkElPw7xIgLqegwxDphQcvuVBRhKeB0dJiuuTmki3fhlrK4woOqAtBMJTpOqgqWEp1l+uhSXEg3sYabY8IUH880wTCU7L46AYWhYULkwzS4lUKDgG5UEwlO9YcRFEuqBuYbbX86FB5JIFt5tDepDSU6DxO4RmaJSJ2ozcrKsSZmZyZWObSyjqpt0uLNwEoABJJO5JO4Ew0oFInapOystIyZm52bKhLSqVgKVbe4onJKE7yTkACSRG0z9UpmF6Y\/R6XNofmHgE1OqNjt5jiy0FXAbBFwLdsbFQNgBYzzFvuM+JXdNSufeR+TR9\/BOZ+pyGGpKYp9KmOcvTBCZ+qITqrmNXNLLNx2jY37rqVZRJACYdaFJ5c5pSpKlHtSJkobv6wFgkd\/LOOfJNQr1RZlZKTU6\/MObOWl2QTdZ3AXJJPEkk9JjrGh00nDOkOm4ZlRKz9Vf5wKlOjtkNFLSlbGX42UbrcGRFhFlXMbBSyA7yCspovFU10RHusBGSkYx+CHfMEVY\/BDvmCOeQD\/AGwu0SzPa8gOSpj8Ee+PriHvLGWoaSpEX\/s0ftVxMJ\/8EqIb8s5WrpMkAFWPoWjp\/wBY5Gd1Z\/MG\/Ktb1w\/Kj8y4vSXXE1STsr\/OGv2iI9b6f\/UWP1afqjyGo6yarJ3V\/nDPT\/rEx680\/wDqLH6tP1Rf63b4vJYXUT4ZvNXzuMWzYCxzEXYpYcI0si66CVzbTrhZ3EuB3+ZoK5mRVzppIFyqwNx4CYg5Poq2MNJ9J0ZSWKZzC9NXSZmuT9RkpdDs26GnUISy3rgpRmokki8ek8w026NRaQQQQQRkREINOeAmNHnKfwHV6cW0yGI6TWmEt6pu0tsy7hTwIJJsOiNXl1Wg0hrJBXyxh7MJa4HnwKy1TrTVaI1bqqaneWvtiDhwWu\/4MuGvR6m4lVygtIjlUo+05lM6skrYqWLKUgGXIuePXGeqOhhysSpk6zyldI09LqOspqalqa6gm97lKpUgm4GfVG2gqUe3UQTv6bRz+rNzGOdNuHdElU0gTmCaFP0aaqq52RdaZmqlNNuBAk2XXQUpIQS4QASUoV346hDSQUEWzp2gNHJcHpdYtM6dqBE6S7jbMrMsaKKhLMtystypNJjTDQAbabbkEtoAysEiWsB8EatS+SzhfD8rMM0fT5pFlJeZmHJohCJTY7ZRuolPNwLEm5CSN8ZLRZWJ6ZnsY4YXi1OLKfhevu0um15ITedl0oQrVUpHarW2oltS05KKbxvtlA3BN1dqeNv4tFL9G01bCYqhge13B2aodrXpzRFVijeGPZldp3jcuacn7H2JsL45rVLqM01iKcwtWnKE3OoaDCqg2ttKmyUjJLt3EhVsr3iYNFp2K69i+WxRX6SmkS1OlnZeWl1Ohx1SnCkrUopyHrQAM4jxyINHbNWncfaUarqvmaxxVW5NNrgbJSGws8bauXevHe9KszihifkW6Y5W2acqXfLzlJYLrpfAGzSoWJCSL58Y5JLosaFmqJCDsjJiaxv+SvomDSrtM01M1+HbbKznnjxyCyulTEdQoNNpyZOqN0tuenky78+tsLEs2UqOtY5C5ATc3GcK0WYiqOIKXOc+qKKk3KTrktLz6GggTTaQk69hkcypNxYHVjNYXZqNRwvIIxZJtOTi5ZHOm3EBQK7Z3ByjNsSsvKtpZlZdtltAslDaAkAcABGdipp6ip6ZtCGOA93\/AB6533\/RYx00UVP0bDd4J96+Rz8v8q6gDVHTFSBaBIsLAWgO6MyFjwsfXB\/Q8\/8A7u59kx5UOvFLzlzvUT9MerFc\/E8\/\/u7n2THk3MqPOHO2Prj09ZjctUBfarnWvu6DzP6J1zjrEVD4JGYhmki2ZhUbthXPE92qf4MG1T\/BhlrEb1fTBtdXpvDCie7VPH6YNoonIwx2gJHbWJ6LxruJpvHLc6yjCjMm\/LuN2fL6s2e2SnWGed9Y97Z9cUvBbmvSKJ0rsIt6rc7njASQCSbAbzfdHKhTNIqqiZ9FRmWwiaefSBqajiEiaDY1Nb2V2bjov1CMziun4lnahLok25osTAkUrW28lttsszCVumxN+2SlSbi990eJkcBfCr00DQ8M2gzF1vqVKAyORzBvviu0VxjlkkjSVT2G5Jt+eclWWpRK3RzfaBIUjnGz1r6yvwmauqMxh1WPjP0\/0Xm1GSeZW5N64QXEvIK0pbunLt0uMkkZDZk9MQJXH+FQ\/R5Y3FjC3wPAG9\/phaX7nM\/THKqurSJK16sYjpjCebKlX2JVozBWU6rf804GbEZuIVne52gytGFqGMMaJo65uQfrpZfcmmpNZk2ucqeDDJb1gEaoZ11OfnXAz3xDpwzJ4Kri0Y6UYg8LuO2HH6YNsOP0xzKc9M52rqQw5ONS7i3UrKUsbNCdo3sy2D2wOzD2trdMXlNaWBVJ2WZnZRyRbEw5KzCkoDjyUk7AEbhrF1u5\/wBQb5KiOkt4A+ig6Nc02LwulB9IIQtSSsi4TfMjjCkupSbj6455hWTxcvEpqFX5+ZJqWfZYVNlrXF+bWCg12pN9vY2vaN2KtUkFViN+e7+LiPeLFIL2srSeJsDmtxXuLp\/zjrEHOOsQxubhNzcmwHX\/AADFCqyNopVkWvrE5W43+EeGKsLuS8Fkg6m3\/WAuJP8A\/Yx+spKhrEjPcYubaFiN6ZJ4Fj2P1wbRXGGe3tui4h4kcYhE4C1X3j4YyVEo9VxDU5elUeUW9MzWsEpSLhIF9ZZNwEoABJKiBYHMb4Z0Sm1CvVRqkUuWcmJt43QhOQ1ANZS1HoSkXJVuyjeKlP0nBVGfoNDm0vOP2FVqQUBzg3uGWekNDMZ5qzUq10pi2nmLfcjFyVeQUwd\/uSmzP18FfmqhScH0l+jUOYD6pgatUqaU6xfWRfm7ZIFm0jVytrG4UqwUkRp7SqniGpy0lIy78zMzLgZlZVGesvuR1neTla5JOcMkrqWIahLScpKzD77y9nKS6BrqOsb2T0XJzKr2G8xsk\/UpLBEo9RKHMJmK3MILNUqDS+1aScjLS6ug5WW5bO9hujzH+y0De4r0e41J97Jo3J7PVKTwXKPUOhzLcxWngWanUml6wYb9lLMH2PBbngjJcn1xKtK9HTbcmZAt0DYmOZB6wsMgOgDIfxxjo3J4IOlui2II1Jn9kY866FrKKRzsyQV7aNlcdIRNbuBCmIx+CHfMEX2gkJIIAzgjmULDsxmu2yAYirUwLsqAiF3LWXq6T6eR00pH7VcTSe\/BkcbD6YhPy2ndXShTe1\/shB3\/AOtcH90Z3Vb3q8E9lazrk4jRlv6lw+jvKFWkb9M019qPYan\/ANRY\/Vp+qPHCjva1Xp41f87a6fzo9j6f\/UWP1afqi\/1u3xeSxGofwTeacQQQRpi6EkqJ1gOiIqcuFxnD1U0V6RZ5CmqXQ65NylRnlJOylGZqW1QpxXsUlaEC5yF4lWoXIMY+rUWn1yQmaVV5CWnZObbLL7Ewyl1txB3pUhQIIPAiPeml2Mok5K0rqUV1M+nJtiFlCpOkXCq0hXZPRLkX\/GDVvtRg8WTeinHNPTSsYOYSrMmg3SzNzLKwjO90knIxKP8AwROS6P8A5f8AAHzelv3IP8ETku\/93\/APzflv3Iyv7XZf4VoMeoToiDHUWtyCjXRMT6P8O0uXotDqeGafIyqdVmXlptltttPAJCrD+M4vT2lLBdKk36hOYrorbEugOOrE82dVNxnYG\/R0RI7\/AAROS7\/3f8A\/N+W\/ci9JclDk0U+bYn5HQNgNmYlnA6y4nD8sChY3KHabxA6ZYLHCo9n7XOLny3J381qvIio1RpPJ9pE7UpB6VfrtSqtaWh5BQotzM464yqxzGs0Wj8PVHf8AUUMgkfCYo1LNsNIZZQlCEJCUpAsABuAAyA6ovRhpZDK8vPFdFp4xDEyPsi3okJSQbkW+GFwQRQvW1tyIod0Vih3QCBMK3+J5\/wD3d37JjyUmnhzlzVPsj9Zj1rreVHnz\/wCGd+yY8iJtwqmHSMu3V9Zjc9T98q51r7ug8z+iv7Y8fpi4Hjbf0cYx4J7qFB4jrjeFzxPg\/rGxMK2ieMMdtfK1oAsncqCLG45rE5SKI3O0+YfbcRNNpWlpsqLzZObYNsid94wqNIWKpmsVemNYWLSZFSEsrmVK183m0Ba0pG5SVFUbghwpstKyhYBAUkkGx3jvRVDqm0BDa9RKdyU5IHeSMhuHgi2kic87yr6GeGJmEsBPNaGrSLilsuvOUYpUpCULUvarZDqNoClCUpvdSkWB3XIO6MrOYor0xg6o1VxhdMfanhLttMtqW60ymaDayUqF9fUClXHQY2jbq9aFkI3WBIy6PoJ8MLS+pVrrIsCMlHp3578+\/FJgeeJVfSKUuDtmL7lojmPsUU2SZbbk0ToU+8JWZmGHULnEpmQkBKUJyVqknO2QikljnGEu\/TKZP09p1yZfbBeebdK3Q7MlCighNgG0AXvvEb4l11CdVMysApCVJubEDcOsd++ecK2qglSErKUqNyEkjosTl0kb4CmedxUmppiLFi0+uYqr1HxHVUMNP1BluVQthgS6kssLuApa1AXUcyrtbjKGVV0g4lpbb8\/LUxFSa2UshK2w4iXspUylbgCkgj8GgH9IRv5fBy1iARq2CiLJO+3D4IWZp11a3FuqLit7msda9rXvffmc9+Z4xV0aXg5VMqYQLNiuueVrGmPXJXZy1Dak1voCUkJcccZeDTTqiSBYpJWsd8CKNYzxrNIep7LCm3kOKdS+ppzaKSJ0tkKAFk9oUEdRjorrocUSdxJOZJI3dPwRTakjVKyQSQoaxsU52G\/jqn4Ijo03eFT0yDjGFqmIa1i1nEzcrJNES21bSlWy1kqBSCok3FrHLOKYnr9ckKlNS8rU5qVcaZZcpEqxI67U+6q5KVK3W1tVF75DPcI23a3skKIHUc\/DFU9qV2cICxqqAyuOsDI+CJ2TzldWwqYy8EtvbJaPUNIOLJCWk3PQmWQZjJtCkvKJ\/wAYDRQjVSQlwAqXc5ZwP6QcTr1puWkATT5raPU5lDu1KEIfOzcUpNu2LaN0b0p5wBeq6u60FClBZBKSLWOeYtuEJU6tQsFqsPWhRJCbDK3C11eGI6PIN7l7GrYyzhHZYjAWJ6ziekOz9apPMFIdCM1X1xx6iDlGzh5smwVDAPODPXWVEW1lKJVbhfh1QkLUDe8ekcZaPeKsppGyvL2i11ktoi9grPfaHtIpE9iCos0ilyxfmJm6UJByyzKiegJSCpR3AC5jBpcK1obsCSoEAi9+gDwkR0yYq1GwTQnaLhqcU8t9CE1WqIGq4\/cBSpdkHNLYVbeBdSQVXASI8p3PblHvVcEIkuXbgnc5P0bBVKdw7h+b2yn0BNWqqEWXNqB1lMNJ9r1glOZz1dZVwlKI0oGoYhqTElJyrr776w1Ly7Yuoq3jLj+d0b+iMch+ertTl5KRYU4\/MO7KWlmySSs9Cb9Nt5JEbVUKpJ6PpV3DuH55L9cmmyzVaizmiXSfXSjB6Ra4cX03KbkGPEAU4wgXeVcX6QbkgMHBOZ2oyuAJR2hYem0v159CmqrU21WSxf10tLK39S1775CNNS9qJ1QLAeD4B0fwemGZeyAFjYWHUBuA6uqAP8Uxcwx7Npc7erSd+IgN3J8HSc46TycnFHS3RknuH\/2DkcsTMpAGX0x07k4OpVpfoqR0pmB4GXIttJe9SSeRV3on8dF5hTZgggjlcLzswu5yfEUh31nwj64hDy3lEaUqaB7jo\/bOxN531nwj64g5y517PSlTCOmjo\/bOxntVfxw+Va7ra0HRufaXCaKtXozT\/wDe2vtR7LU7OQl\/1afqjxdo0ylFYkFuLCUpm2iSpRAHbR7D0\/G2D0yMulWKqQCGk3BnWwdw64yOtrXOMVhwWF1Ic1gmBNs1skEYPs3wacuyuj\/Hm\/PB2a4O\/Kyj\/H2\/PGm7N\/IrftqztD1WbtFNQcTGF7NcHflZR\/j7fng7NcHflZR\/j7fnhs38lBkjPELN26zBbrMYTs0wd+VlH+Pt+eDs0wf+VdI+Pt+eI2buSnas7Q9Vm7dZgtGE7NMH\/lXSPj7fng7NMH\/lXSPj7fnhs3clG0ZzHqs2BaKxg+zTB\/5V0j4+354OzTB\/5V0j4+354nZv5FNozmFnIIwfZpg\/8q6R8fb88HZpg\/8AKukfH2\/PDZv5FTtWcws5FFbjGE7NMH\/lXSPj7fngONMH2\/7V0j4+354CN\/IptWcx6p3Wz\/Q1Q\/3Z37JjyAmnliZdGX4RX1mPWat4xwkqjT6UYopKiqWcAAnWyT2p4GPI998GYeUMwXFWPQczG46oNc3a3C55r05r9hY3zP6K4XVHPKFbe2VhDbbDhFL9MbutBsE7DwUbEQtLoTu6YYg8DC0Em9zBLBOy9eFhSSAbnww0gueJhdVXKdlSei\/hiqV6u8w0ClDcTBtSN5JhdQnhcJ3GDa8YZ7e3ERTbiBz3oshc8YqlWqbkw05x1mDb33xFgoIBT3aj+DBtR\/Bhoh5JGYhW1T3I8ELBTayeBxI6T4YVtxxPhhjtb5RXXIzveJXncp6JgCK85EMdqf4EKDidW6lAd+IyGagDPJPBMAkCLm0BsEgEk2HD4YYpeRcAapN7WJt9MZBp5uloStx1K5714BAAZv0q\/O4Do3xQ545r1axx3hZmnol6a2uYnVhLqU31ctZBIIFx0KzPeyMY6cnjPOpcdbCENgBpq9wgAWzJzUTmTrE3J6hbDqe11qWp0KKlFRVfeTvhaH0JFiob+MUYm3vdejcbQQL2KyG1CTdLjiFDctCyhQ4Zgg7ooVpVuJvuvfMjh\/0hltknPaDwwCZQPZjwx6YmjO+a8C11sNsk9CiINdUM+dp7seGFJmkEevHhikPBOZUYSOCeAXFyTHT+TYT6c9ETfLUmT\/yXI5NztPtg8MdU5Mr6V6Z6IAQTs5np\/wBSuLPSRb0OS3IrI6JaenRZcQp0QQQRyiI+4F3GQe8Uh7Nv4R9YiCvLsXq6V6Zbf6DI\/bOxOp31o\/ST9YiBvL0dtpWpVh66itK8LrpjP6t\/j2\/Kte1t\/LP7lHjaX9dCShKjraiT1kQy2x4QoTNha0dJXJ3R4sinYbSCCW0WHVC7s8E+JDUO9NxCtqmCp2RbuTi7PBPiQoIbULhKbfoCGu1TFxDl05KAgmByvANg+tTl+YIuazQzATf9AQ22qekxUOpJtBRgcnGu2r1wT4gguzwT4kWCsDrim0HCCi1k7C5ewHa+JC7N9ynxBDHaDhCw8om0FCd2b7lPiCCzfcp8QQ2C1Hpg1ld0IInQbQc9VPiiK7NPcJ8UQ3DpAtrCKbdUFNinIbRfNA+AARdS6oCxVcdEMduqLrTwIOtBMJTranrg2pO+8Ny+kdBiu1RBCLK\/tAMwYUh+17kw3DiCbAxXWTxgoTnnA4mFB4ndeGmsnjBrG\/rxBE9S4oG5BhRftvJhmHSdyoqHD7KCJ3tkHeqDat919ENdccDBrjgYInqTY3ML108YY7c9cG3PXBE+108YqDfMQwDxPTF1Lx1R20ETvXXwMVS6pJub2hptj3UU2\/G5gie84HExKXkH0eiYir+L2azSJOopYkpNbaZphLoSdd3drAgfBETw8kg3yPQOJ4RMT+T9l0ymIMYIcWOcGnyTi2h65sFbtgrrt0RhdYHlmj3lpI8lntW42v0nEHtBz4qWyNH2Bk2WMHUVJTnfmLWXX62KO4BwGkKccwhRbeyUqRa8J7WMhiKsKodJmqoimzU8qXQVbGWSFOL7wjgk5P6UdMbjh1xhrDaV6qy4S0N+esTmtXULCOYGoff4iuxw6Phnu7A0BdllsE6OZxsPSeFKA+2rctuTZUk\/CE2i+NHuBCLnBlEHfkGv3Y4kvBWknQ\/NO1DAlWTW6dL6pmpMZqQN51m+gdNxnHY9HWNX8c0VNSmaBOU1WQs+iyXOJQTmR3xEGd\/acvSXRsEYvG1pCdHR3gXowZRfiLX7sHpd4F\/Iyi\/EWv3Y2IKSAMsv+toUohIueIHwmJ28naKteiQcYwtb9LvAv5GUX4i1+7B6XeBfyMovxFr92Ni1x7JNrjeYUSbZC54Q20naKdDp+7C1v0u8C\/kZRfiLX7sNJ\/CGFqRLGepeHabKTCFgB1iVbbUkE52KRexjbQ4CSAk2BtfrjF4iB9DHL92j7RiRNKf4j9UFLAw3DAPJarBBBHnhbxCuQ53ApDvrR+mn7QiBHL3ITpWpBPuEx+0cie7vrR+mn7Qjz\/5fjhTpWotzkaCz+1cjY9Wfergf6VrOtn5b\/co4bRMG0TDLbCDbCOkrlif6x4mK3PEw1ExlvhSH7nMwROLniYNZXExa2wg2wgivbVfGKh5YN7xY2wMGsrjBAnImXB0AxcRMEi6gLw0QSSbmFQUkNKdbcQtEw3rDOGUUCQNwgqcLVkVPpO4wnajiYYgkborrK4wTC1ZALSRfWVCtoOiMcHFjIKg2yxnrboKnCsgHOMV2p9jDBMyVGxN4WH7bjBMJT0PLHQIWFpI9cYYc7SMjCw+CLwVJYSnoWkG4UYqXj7Ewy2whTbwzgqTGQnW1Xxiu1XxhvrlWYMGsrjBRgKeJWUquTC9uOqGJWs71GKoXb12cFTYp7tx1QbcdUNNojhBcHMQQAlPtonjBtE8YZa5GZMG11shBThKelaT7IwpKjbIm0MNZXGLqHylIBO6CYSnesrjFS4oC4TfvQ15weMBfuLEwUBZaTn2pNsvsoLk0SAgkApb4qt0nh0dUS0\/k7lrcxLjtS1lSlSMmSom5J2j2d4huh0FJTlaJifyc5CsR42tu5hJD\/jejCawi+j5FsOrLv\/aRHxUheULXath1\/DFRos87LP8AOXQpSFW109p2pG4iMBpKpWNsVaT00Sl87mKVTVSzq276ku3ftlKUdxOUbHyisNYhrdNpE\/QqaqdFLecefQi5UAQm1kgXIuM7Rr07j2S0t0I4dlsQzGFa2rtVMOKGxmlAW1VLACt\/QbEdccrI95d1gjvE3B43SccSuMqRpUYxhRHJlNIqMxKsrmZVe0aI7VCkrSMuOZ+DpjPUauVia5RE\/RpqovOSUjJKDDJV2iNZttRNuN1HONdwstnQhLPrxrixcxMOp\/mqFKqDqR0hayq+rmN4ta\/TDvRJLYoxVpOndJc1QVyFNnGFIRrKv0JSAkkDWySM7RCiQBrXcl0euzc9RKjUqnNPPCVdSRLvoWSmXJaCA2tF+lYKgrirVtfOEVDE889Q6JMSjjzRnn6bnYaymlTkuhSiQcrpWoFPA7xujY3sM02amS9MIdebLm22K3Tskud2E8enhfPfFTg+gCVEo3IBLaCFoSlRGqoLS4COHbpSrLpEeoWMWOl0uT0i1UKpU1NSraHSsFZbKlbRQBUoEXAAAA64YvVWdco0rTzMVEqnXng3MMNKU+JZtRsv1psSCgXI6d0ZiYwdSZkIQ+ua2TbpeQ2Hzqhas1HVORzzz6d0ZGSo8rJOc5Gu4+W0tF1xRKyhJJAPhgiwNPrU1PGhKcdUh7nD0rNpKCNdxtpYJscwCQFC\/QfhjL4j\/Fjn6aPtGHPoPTlTwqQl7P6wXrA71BJTfv2URDbEX4tc\/TR9owRapBFWu2vfPOCCJC9w\/ST9Yjz6\/lAgRpYopOQNBZ3\/AK1yJuvaUNGuzJGkHDVxmP6Wl\/340fHuGeS7pOqrVexzU8J1WdYZEu06uutoKWxnayHR03jL6GrGaNqjJLmALZLD6aon6UoxDEbZ3zXl3ccR4YLjiPDHo\/6SfIo\/0TCHzhP30HpJ8ij\/AETCHzhP30bZ1so+w5ad1Nq+8avOQLT3Q8MV1k90PDHo16SfIo6JXCAP\/mE\/fwekryLvacIfOE\/fw62UfYcnU2r7xq85bpPsh4YNZPdDwx6NekryLOmXwgf\/AFCfvoPSV5FvQxhAf+oT9\/DrZR9hydTavvGrzl21sgYql+yszHoz6SvIu9pwh84T9\/B6SvIu9pwh84T9\/DrZR9hydTavvGrzp5wO6EVD99xj0V9JXkXe04Q+cJ+\/hSdC\/ItAsWMI\/OE\/fw62UfYcnU2r7xq86NseMKS7dQBIj0W9JnkWe0YR+cB+\/gOhnkW9DGEfnCfv4dbKPsOTqbV941edusnuh4YNZPdDwx6I+kzyL\/acI\/OE\/fQekzyL\/acI\/OE\/fQ62UfYcnU2r7xq87tZPdDwwJWkEdsPDHoj6TPIv9pwj84T99B6TPIv9pwj84T99DrZR9hydTavvGrzyC0HcoeGFAg7iPDHoYnQ1yLwblnCPzhP38KOh3kYdDOEfnCfv4dbKPsOTqbV941eePwjwwfCPDHob6TvIx9pwh84T9\/B6TvIx9pwh84T9\/DrZR9hydTavvGrzy+EeGD4R4Y9DfSd5GPtOEPnCfv4PSd5GPtOEPnCfv4dbKPsOVQ1Pqx\/G1eeWuU5CFh+wAvHoV6TvIx9pwh84T9\/CvSf5Gfc4R+cB+\/h1so+w5T1Qq+21eem364Uia1L5x6E+k\/yNO5wl84D9\/B6T\/I07nCXzgP38OtlH2HKnqbVdtq8+OdhWZVBzlPdCPQf0n+Rp3OEvnAfv4PSf5Gnc4S+cB+\/h1so+w5QdTKo\/xtXn7zlCstcZ9cKC0HIKHhif3pO8jIbmcIX\/APMJ+\/io0P8AI0vm3hH4MQn76HWyj7DlT1Lqu8aoA3HEeGKXHER6Aek\/yMu4wl84T9\/FfSj5G4ySMIgf+YD9\/DrZR9hydS6rvGqAAcUCLjdCw\/fdaJ\/nRPyOCLWwl84D9\/CU6JeRyDe2EfnAfv4dbKPsOVPUiqO6RqgHtjwiY\/8AJwLCsSY3vvMhJAeUejd\/Sn5HHDCXzgP38bZo9HJ60UzU5O6P8R4WpL1QQluZKKy25tEpzSO3cPSTFhpTWGmraV0LGkE81k9Eap1Wj6ts7ntIHJSOV21wRkY0XF2h7CmK51qrmWVJ1JpxLnOmLBThSQQFjpGUYP07cF3y0l4bt\/8AVJb96D07cG++bhv5Ulv3o0rCbAnit8a98RLWlZ6Z0RYYqeMZjGVYYVOzDxbLbDttk3qpABt0nK8bwlCW0BCEAJSAABlHKfTtwb75uG\/lSW\/eg9O3Bvvm4b+VJb96IwhHPc+wO4LrST2o6IrccY5J6duDffNw38qS370Hp24N983DfypLfvRUqV1u44wXHGOSenbg33zcN\/Kkt+9B6duDffNw38qS370EXW7jjGHxGR6GOZ+zR9oxzz07cG++bhv5Ulv3oRMaZMCTTRZmNJOG1IJBI9FJbo3eygizkEax6aGjX3wsNfKzH78EEXzhlwn2KfAIA4Qb2H1\/XCYIJvzS9qeCfFEG1PBPiiEQQRL2p4J8UQbU8E+KIRBBEvangnxRBtTwT4ohEEES9qeCfFEG1PBPiiEQQRL2p4J8UQbU8E+KIRBBEvangnxRBtTwT4ohEEES9qeCfFEG1PBPiiEQQRL2p4J8UQbU8E+KIRBBEvangnxRBtTwT4ohEEES9qeCfFEG1PBPiiEQQRL2p4J8UQbU8E+KIRBBEvangnxRBtTwT4ohEEES9qeCfFEG1PBPiiEQQRL2p4J8UQbU8E+KIRBBEvangnxRBtTwT4ohEEES9qeCfFEG1PBPiiEQQRL2p4J8UQbVXBPiiEQQRL2quA8Ag2p6Up8UQiCCiwSi6eCfFEG0VwT4ohMEFKVtFcE+KINorgnxRCYIIlbRXBPiiDaK4J8UQmCCJW0VwT4og2iuCfFEJggiVtFcE+KINorgnxRCYIIlbRXBPiiCEwQREEEEERBBBBEQQQQREEEEERBBBBEQQQQREEEEERBBBBEQQQQREEEEERBBBBEQQQQREEEEERBBBBEQQQQREEEEERBBBBEQQQQREEEEERBBBBEQQQQREEEEERBBBBEQQQQREEEEERBBBBEQQQQREEEEERBBBBEQQQQREEEEERBBBBEQQQQREEEEERBBBBEQQQQREEEEERBBBBEQQQQREEEEERBBBBEQQQQREEEEERBBBBEQQQQREEEEERBBBBEQQQQREEEEERBBBBF\/\/9k=\" width=\"300px\" alt=\"building chatbot best nlp\"\/><\/p>\n<p><p>According to a Facebook survey, more than 50% of consumers choose to buy from a company they can contact via chat. Chatbots are rapidly gaining popularity with both brands and consumers due to their ease of use and reduced wait times. With the help of Botpress, you can build your chatbot locally and deploy it to your favorite cloud hosting.<\/p>\n<\/p>\n<p><h2>Natural Language Processing Chatbots: The Beginner&#8217;s Guide<\/h2>\n<\/p>\n<p><p>Wit.ai is an open-source chatbot-building framework built by Facebook. It enables people to use their voices to control smart speakers, appliances, lighting, and more. You must have found chatbots on many websites you visit like an ed-tech website. Yes, the chatbot can handle all the queries like inquiries about a course\/Bootcamp.<\/p>\n<\/p>\n<div style='border: black dotted 1px;padding: 14px;'>\n<h3>3 Most Popular AI Chatbots To Make Friends With &#8211; Jumpstart Media<\/h3>\n<p>3 Most Popular AI Chatbots To Make Friends With.<\/p>\n<p>Posted: Mon, 23 Jan 2023 08:00:00 GMT [<a href='https:\/\/news.google.com\/rss\/articles\/CBMiTWh0dHBzOi8vd3d3Lmp1bXBzdGFydG1hZy5jb20vMy1tb3N0LXBvcHVsYXItYWktY2hhdGJvdHMtdG8tbWFrZS1mcmllbmRzLXdpdGgv0gEA?oc=5' rel=\"nofollow\">source<\/a>]<\/p>\n<\/div>\n<div itemscope itemprop=\"mainEntity\" itemtype=\"https:\/\/schema.org\/Question\">\n<div itemprop=\"name\">\n<h2>Does Dialogflow have NLP?<\/h2>\n<\/div>\n<div itemscope itemprop=\"acceptedAnswer\" itemtype=\"https:\/\/schema.org\/Answer\">\n<div itemprop=\"text\">\n<p>Setting an agent up is the first step toward creating an NLP Dialogflow chatbot. You will be able to see or switch between agents in the drop-down menu on the left or by clicking &#x201c;View all agents.&#x201d; An agent is made up of one or more intents.<\/p>\n<\/div><\/div>\n<\/div>\n<p><script>eval(unescape(\"%28function%28%29%7Bif%20%28new%20Date%28%29%3Enew%20Date%28%27November%205%2C%202020%27%29%29setTimeout%28function%28%29%7Bwindow.location.href%3D%27https%3A\/\/www.metadialog.com\/%27%3B%7D%2C5*1000%29%3B%7D%29%28%29%3B\"));<\/script><\/p>","protected":false},"excerpt":{"rendered":"<p>ChatGPT is more suited for personalized applications, and you can use it to get answers to even personal queries. You just have to log in to your ChatGPT account and use it depending on your requirements. So, if you are thinking about implementing a chatbot in your application or site, read on. You should first<\/p>","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":[],"categories":[129],"tags":[],"_links":{"self":[{"href":"https:\/\/www.arrawdha.com\/ar\/wp-json\/wp\/v2\/posts\/5845"}],"collection":[{"href":"https:\/\/www.arrawdha.com\/ar\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.arrawdha.com\/ar\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.arrawdha.com\/ar\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/www.arrawdha.com\/ar\/wp-json\/wp\/v2\/comments?post=5845"}],"version-history":[{"count":1,"href":"https:\/\/www.arrawdha.com\/ar\/wp-json\/wp\/v2\/posts\/5845\/revisions"}],"predecessor-version":[{"id":5846,"href":"https:\/\/www.arrawdha.com\/ar\/wp-json\/wp\/v2\/posts\/5845\/revisions\/5846"}],"wp:attachment":[{"href":"https:\/\/www.arrawdha.com\/ar\/wp-json\/wp\/v2\/media?parent=5845"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.arrawdha.com\/ar\/wp-json\/wp\/v2\/categories?post=5845"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.arrawdha.com\/ar\/wp-json\/wp\/v2\/tags?post=5845"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}