{"id":173,"date":"2024-05-31T11:34:55","date_gmt":"2024-05-31T09:34:55","guid":{"rendered":"https:\/\/coding.vico.scuola.org\/arte-2e-2324\/?p=173"},"modified":"2024-10-29T14:33:46","modified_gmt":"2024-10-29T13:33:46","slug":"how-to-make-a-rule-based-chatbot-in-python-using","status":"publish","type":"post","link":"https:\/\/coding.vico.scuola.org\/arte-2e-2324\/?p=173","title":{"rendered":"How to Make a Rule based Chatbot in Python using Flask"},"content":{"rendered":"<p><h1>Building your own Rule-Based Conversational Chatbot NVR Research<\/h1>\n<\/p>\n<p><img decoding=\"async\" class='wp-post-image' style='margin-left:auto;margin-right:auto' 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\" width=\"305px\" alt=\"rule based chatbot python\" \/><\/p>\n<p><p>It&#8217;s always a good choice to know the pricing plan of a chatbot and the level of support it offers. The price should meet your budget without affecting other business aspects. The business owner needs to identify the main features of the Chatbot.<\/p>\n<\/p>\n<div>\n<div>\n<h2>Is Siri rule-based?<\/h2>\n<\/div>\n<div>\n<div>\n<p>Apple &#x2014; Siri&apos;s Natural Language Understanding<\/p>\n<p> The initial version of Siri&apos;s NLU was a rule-based system wherein researchers started with vocabulary maps and external knowledge bases for features, rule-based bottom-up tree traversal of the query to compose an intent, and intent rankings enabled by hand-coded weights.<\/br><\/br><\/p>\n<\/div><\/div>\n<\/div>\n<p><p>Chatbots&nbsp;are computer programs designed to simulate or emulate human interactions through artificial intelligence. A Chatbot is an Artificial Intelligence-based software developed to interact with humans in their natural languages. These chatbots are generally converse through auditory or textual methods, and they can effortlessly mimic human languages to communicate with human beings in a human-like way. A chatbot is considered one of the best applications of natural languages processing. In the past few years, chatbots in the Python programming language have become enthusiastically admired in the sectors of technology and business. These intelligent bots are so adept at imitating natural human languages and chatting with humans that companies across different industrial sectors are accepting them.<\/p>\n<\/p>\n<p><h2>Revolutionizing Customer Engagement: The Power of Conversational AI<\/h2>\n<\/p>\n<p><p>They leverage seq2seq neural network models used for machine translation and large training data sets to create unique responses. Other important developments include the creation of computer vision systems, natural language processing techniques, and autonomous agents. The creation of&nbsp;Artificial intelligence technology ends with this step.<\/p>\n<\/p>\n<p><p>Before starting, it\u2019s important to consider the storage and scalability of your chatbot\u2019s data. Using cloud storage solutions can provide flexibility and ensure that your chatbot  can handle increasing amounts of data as it learns and interacts with users. It\u2019s also essential to plan for future growth and anticipate the storage requirements of your chatbot\u2019s conversations and training data. By leveraging cloud storage, you can easily scale your chatbot\u2019s data storage and ensure reliable access to the information it needs.<\/p>\n<\/p>\n<p><h2>Pythonscholar ChatBot<\/h2>\n<\/p>\n<p><p>Students are taught about contemporary techniques and equipment and the advantages and disadvantages of artificial intelligence. The course includes programming-related assignments and practical activities to help students learn more effectively. Chatterbot combines a spoken language data database with an artificial intelligence system to generate a response. It uses TF-IDF (Term Frequency-Inverse Document Frequency) and cosine similarity to match user input to the proper answers. In real life, developing an intelligent, human-like chatbot requires a much more complex code with multiple technologies.<\/p>\n<\/p>\n<div style='border: black dotted 1px;padding: 12px'>\n<h3>Forget ChatGPT! ChatSonic Will Solve All Your Coding Problems in &#8230; &#8211; Analytics Insight<\/h3>\n<p>Forget ChatGPT! ChatSonic Will Solve All Your Coding Problems in &#8230;.<\/p>\n<p>Posted: Thu, 29 Dec 2022 08:00:00 GMT [<a href='https:\/\/news.google.com\/rss\/articles\/CBMiaWh0dHBzOi8vd3d3LmFuYWx5dGljc2luc2lnaHQubmV0L2ZvcmdldC1jaGF0Z3B0LWNoYXRzb25pYy13aWxsLXNvbHZlLWFsbC15b3VyLWNvZGluZy1wcm9ibGVtcy1pbi1taW51dGVzL9IBAA?oc=5' rel=\"nofollow\">source<\/a>]<\/p>\n<\/div>\n<p><p>However, it is also necessary to understand that the chatbot using Python might not know how to answer all the queries. Since its knowledge and training are still very limited, we have to provide it time and give more training data to train it further. Chatbots have become a staple customer interaction utility for companies and brands that have an active online existence (website and social network platforms).<\/p>\n<\/p>\n<p><h2>How to Build a Chatbot for Specific Purposes<\/h2>\n<\/p>\n<p><p>Ochatbot, Chatfuel, and Botsify are the three best AI chatbot development platforms. If you are confused between \u2018Machine Learning vs Rule-based\u2019, you should first understand what is AI and bots! Let us  take a tour of rule-based and conversational AI to help you choose the best tool for your business. AI chatbots do have their place, but more often than not, our clients find that rule-based bots are flexible enough to handle their use cases.<\/p>\n<\/p>\n<div style='border: black solid 1px;padding: 12px'>\n<h3>10 Features That Can Boost Your AI Chatbot&#8217;s Performance &#8211; Analytics Insight<\/h3>\n<p>10 Features That Can Boost Your AI Chatbot&#8217;s Performance.<\/p>\n<p>Posted: Sun, 24 Sep 2023 07:00:00 GMT [<a href='https:\/\/news.google.com\/rss\/articles\/CBMiWWh0dHBzOi8vd3d3LmFuYWx5dGljc2luc2lnaHQubmV0LzEwLWZlYXR1cmVzLXRoYXQtY2FuLWJvb3N0LXlvdXItYWktY2hhdGJvdHMtcGVyZm9ybWFuY2Uv0gEA?oc=5' rel=\"nofollow\">source<\/a>]<\/p>\n<\/div>\n<p><p>Data Visualization in Python with Matplotlib and Pandas is a course designed to take absolute beginners to Pandas and Matplotlib, with basic Python knowledge, and&#8230; In the previous article, I briefly explained the different functionalities of the Python&#8217;s Gensim library. If your guys are using&nbsp;google colaboratory notebook, you need to use the below command to install it on google colab.<\/p>\n<\/p>\n<p><h2>Wanna Code Like a Google Engineer? Let\u2019s Dive into Advanced Python Together!<\/h2>\n<\/p>\n<p><p>Yes, if you have guessed this article for a chatbot, then you have cracked it right. We won\u2019t require 6000 lines of code to create a chatbot but just a six-letter word \u201cPython\u201d is enough. Let us have a quick glance at Python\u2019s ChatterBot to create our bot. ChatterBot is a Python library built based on machine learning with an inbuilt conversational dialog flow and training engine. The bot created using this library will get trained automatically with the response it gets from the user.<\/p>\n<\/p>\n<p><a href=\"https:\/\/www.metadialog.com\/\"><\/p>\n<figure><img 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' alt='https:\/\/www.metadialog.com\/' class='aligncenter' style='margin-left:auto;margin-right:auto' width='405px' \/><\/figure>\n<p><\/a><\/p>\n<p><p>It is a process of finding similarities between words with the same root words. This will help us to reduce the bag of words by associating similar words with their corresponding root words. The NLTK data package includes a pre-trained Punkt tokenizer for English.<\/p>\n<\/p>\n<p><p>Neural networks calculate the output from the input using weighted connections. The bot uses pattern matching to classify the text and produce a response for the customers. <a href=\"https:\/\/www.metadialog.com\/blog\/build-ai-chatbot-with-python\/\">We will now<\/a> build a very simple bot using the power of regular expression for the website specializing in gifts and packaging. In order to implement the conversation logic, we are writing a separate Python script, so that whenever we need to add or delete some logic it will be easy for us. Here, we create one Python package in which we put this conversation logic. The name of the file is conversationengine.py and it uses JSON, BSON, and re as Python dependencies.<\/p>\n<\/p>\n<p><img decoding=\"async\" class='aligncenter' style='margin-left:auto;margin-right:auto' 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\" width=\"306px\" alt=\"rule based chatbot python\" \/><\/p>\n<p><p>If a match is found, the current intent gets selected and is used as the key to the&nbsp;responses&nbsp;dictionary to select the correct response. The&nbsp;intent&nbsp;is the key and the&nbsp;string of keywords&nbsp;is the value of the dictionary. Here, we first defined a list of words&nbsp;list_words&nbsp;that we will be using as our keywords. We  expand our initial list with synonyms of the keywords.<\/p>\n<\/p>\n<p><h2>Different Types of Cross-Validations in Machine Learning and Their Explanations<\/h2>\n<\/p>\n<p><p>For example, ChatGPT for Google Sheets can be used to automate processes and streamline workflows to save data input teams time and resources. Flask(__name__) is used to create the flask class object so that python code can initialise the flask server. We have already installed the flask in the system, so we will import the python methods we require to run the flask microserver. The Flask is a Python micro-framework used to create small web applications and websites using python. Flask works on a popular templating engine called Jinja2, a web templating system combined with data sources to the dynamic web pages.<\/p>\n<\/p>\n<p><img decoding=\"async\" class='aligncenter' style='margin-left:auto;margin-right:auto' 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IY6lxIpNx2PMiqe3zyT\/1SmpLK\/CwiikkLNq0SiNGctLIdL6cShR3kblbZfU7HbKo+G\/F1rQdVpavS5DYpTdRFkG8ciMjRTQyAd+R4nkQkbEB9wQdjluNQ871P2QNBoNk3yo3jmtRCnHJtsSJ0TqyqO\/bpoT6bjffAJ08LNKsUeCaFS3C9ezX0LpzQybB4nFZyUcD6rDfuPh6Z5seE39\/9D\/zxpn++wZajQPOzCtSGPUNFmsWuntZkhsQxQSO2\/N04WRisXfYBiTsO5J3ORnwz448P0+J9R10cLwGpZrU46WnolJRQs1RBvZh+8ckcheIsGQAgt64BZfz8\/4GWP4fQ\/rWyL\/1Mz63E\/5NG\/p1XOzrPnK0W7EYLnC8luBmVmhsz1LERZDzKxjlgKlge4O3bNZ8HfNLo\/D2k06EfDje0RVoYrdqvJVga5LEpXrSlYeaRvePdyT3OAYrzFW4YPFitPYKrBBqfDUs5YgKsMaae8hYnsF5Acsx51NEuX+DtRjpRyTSRS1LMsUQLO9eCdXmIRe7hB98I+URPwypfmZ8c9L4tqQJW0P2C9HbjmlvyNXknmgjgniFdpUiEhTmlRgC233v09M3nwZ84kmn0IaGvUZ77VY1ihv1ZYxYliQcsa2optlklVQB1QwLAAkFt2YDu\/qa1KYWddsGGUQPXpxJOY3ELSLLMzRrLtys4BBKg77HNE\/VBf8ADD\/4VS\/2rGSjp\/ncqe1T9bRLEdJY1FVYZopLLy8x6jzs5SOJOXlARQx33Jb4CLvMx49aRxZQSCtoZqXkswSHUZvZnsGtClhfZuoidTplpg3Lzbdj2wCvGXN\/U4ONoFTVOH5XVJpJhqlME7GfeKOvcRd+3Oiw1m2B3IZztshOUyzv8P6xaoWoLlOeStarSCWCeJuWSN19CD8R6gg9iCQQQSMAtZ+qD+GVz2+HiWpBJNUmrR1tRMUbOas1fmEVicr3WCSIonORyq0ABO7oDV7gvhTUdZtx0dLqTXLUn1Y4V35RuAXldiEhiG43dyFHxOWr8P8AzrukCQ69pJsSqvK1vT5Ej6w9N3pze6jkbblZOUknZVHbPxxb5zoYoZIuH9AStJJv\/wBIutGFQ+gY1KgAlbue5lAGw7H0wCIPMb4MQ8IR6SjatBb1C5W6lygqMHgddw9iFwO9IvvGpkCMxiYgEcwjub5Iv8BdE\/Lqf\/F7+eelri+1d1iLV9XkfUpjbgs2utyH2hIpUZoOTl6aRFF5AgXkA2AG3bLY6V5z9HqQpXq8MzVoI9xHBXsVYYYwzFiEjjhCruzMew9ScAivyRf4eRfLo6pt\/MyZIf6ph+vcNfvWrf7WnZjOGPNFw\/Q1K\/qMHCaRSWzEY2gNGGaECEJOvVSuG2kcc529T6751\/GjzQ6PxFpNug\/DjC1LXkiqXLElWd6byFC0kRMPPGTyLvyEE7D5YBK\/DHhFpXDnCQucVT6nrcVGot+fTXuW5NNqvyhlrUtLE615CpkCc8vYtu\/3sdl33ytcV6ZrGkWrWj6HFoNFNSmgigijhjFspXqs9x1giVOcl+ke7\/g4978VYA8L\/OPHW0yGjrulz3J68Ari1VkiK240TpqbMM+wSQqAGYFgx3PKu+2fCh51bKakrHRK8eiLGYlpwzbXEPMCs4sFBEdgCOkEUe99btvgECeYkf8A2t4k\/wA86h\/rsybZ6D+JsTS+H+oLGpdm4XcqqAsW208HsB69gcpj5rfGzT+LvucKGnT0\/Y3syTS2DAJJ2nWuigrDvvyiA9yx+sOwzePA7zeNpOm1dL1nT5biUoY69a5UkjSc14lCQxTwS7JI6KFXqBxuFXcE7sQKrxVpGSSRY3aOLl6sioxSPnPKnUYDZOY9hv6nPTvjOF5PDu2kas7twi4VEBZmP3J9FUdycqX5ivMfU4j0t9G07RfYK0tiGzLYlkjEzvCWYKK8Cciknl98u3xGw9c2+v5zfZNO02pR0TmlqR04LDWrX3uaCCARSiLpIGilZlUhm5gO+6tgD9TX06x7brtsK4qCrVrFyCI3sNK0qqp9GdY1cnbuolXf6w3kHjvWqS+MHDyP0+pHoslUvuv3u1Yj1SSBG37h2jlVQPU+0r881fVPOpp8VJl0zQJo7jKxVJ5YEpRyt+O3s46k4B7kbIW29R65UXiPiq\/qGpTavZsytqM1gWmsoxjkSZSpjaEpsYRHyoEC7coRQNthgFzv1SPS7Uuk6NaiV2qVbthLRUMVjezFEK0km3ZV3jlQMfjKo9WGdf8AU2dIuRUNduyq60rdijFULc4SSWqlv2t41YcpX7\/XQuvqYyPxM1vw885zJUSrxFpRvSKgje5TaFDZAGxaelKoiEh23JRgpJOyqO2frxC857NUerw7pRoyNGY47lxoX9mBGwaClEpjaQAkguxUEDdGG4wDR\/NFerzeJZMAX7zc0SGw4K7STxx1Ockj4opSI79wYSPhlovPJC78EapyKzckunu3KCeVFvV+Zjt6KN\/XPN65clmmksSyySTyytNJM7FpZJXYu8ruTu0hYlifXc5cHgDzpxpSjr69pU1iykYjktUnh5Ley8vPLWm5Vidh9YKxUknYKPdAFPPZpOn1um\/R5+l1eRun1OXn6fPty8\/L35d99s+OTj5lvHeHiuGnSqaSum06M8k8ZMqvLK8kYQ7xRRrHCB73YFyex3HpkHYBNnkr41+4\/FlJJH5a2qhtLn3J5eawVNR9vTmFlIV3Posr\/PLveIvhlTv8RaDxLYeKJdCiuPZ517zKqdWkzP8AipXlaxL+Vvz+XNeZo3WRGZHRldHUlWR1IKsrDuGBAO\/2ZabxO83J1fh21pMWmy1r16nHUs3DYRoeWQIt7pxBA3LInWQAnsJfswCxfihwnp\/iLw1pstWXaKaxR1CrOdhJFH1RDfhbl32lED2kKdx1Yk3+rvlfv1RPjBWt6Vw5WIWDT4BdsRptyCaZTDUi5fxWjro7fktjNZ8tfmY+iulS6VcoTahCtl56bRWEiMCTAGaEq6HdOoDINvjLJ9mQr4ocWS67rGo6vMCr3rMkyxk83Sh7JXg5gBzCOFIk3+PJgFnP1NH8K4i\/g+m\/1lzNA8\/v+GU3+bqH+w+bJ4IeZzR+G9JqUV4cL244RFbu15KsElxkkleNpWEPPJyiUgc5O25+eaz5mfHbS+LqMEVfQvYb8dyGZ9QkavLPJWigtxeymVIhIY+ewj8pbl+9+npgFv8AhqB5vDarFErSSScFRRxogLM8jaGFVFUd2YsQNh8TnmNFXkdZGRHZYlDysqlljQusYaQgbIpd0Xc\/F1HqRlm\/L\/5sJNC06DSNVoSX6tRenUs1pUjsxQA+5BJFIOSZVBIVuZSAqjZvXPl5gfM3S17R7mi6bojU4r713sW55IklJr2obS7QV0IZi0QBZnPYnt33AExfqcP+C+o\/5+s\/8P0zIE0z\/rdb\/wDN1n8\/tcuSPwj5wNF0ypFVqcMPWRFTqLVmqV45JhGiPMyRQAF25BuT37DMQnmi4fGtHWfomnWNZYw+9H2gWhM7tb6\/s\/N1TGwTm35th67YBI36pB\/g3pn+e4v9wv5QfLi8a+bzRdVpTU7XDDzq8cgi9pmqWEhmaJ40nVJISFkXnOzDv3PzynWAMYxgDGMYAxjGAMYxgDGMYAxjGAMYxgDGMYAxjNx4J8MNf1uu9rStLtXq8czV3lhCFFmVI5GjPMw94JLGf\/GMA07GSd\/c\/wDGf\/u9f\/kx\/p5geLPC\/iLSo2m1DRdSqwIAXsPVlNdNzsOewgMSH7CwwDT8YxgDGM5RSSAASSQAANySewAA9TgHGMyWu6DeoMiXqVuk8gLItutNXZ1B2LIsygsAe24zJcAcCatr08lfSKUt2aJBJIkbRryIWCB3aV1VV5iBvvgGt4yW\/EDy98Q6Do51rVVp1oVmhhaqLPWuK0xKoSIEaDl3HfaXf7MiTAGMYwBjGMAYxjAGMYwBjGSVo3gLxhcqrcg0C8YGXmQyCKCV1+DJXnkWZlI7ghe4II3BGARrjOzqdCerNJXswy154WKSwTxvDNE49UkikAZGHyI3zrYAxjMpwtw\/c1S3FQ0+vJauT8\/RrxAGSTpxvNJy7kDtHG7fkU4Bi8ZJ39z\/AMZ\/+71\/+TH+nnDeAPGQBP0e1Dt8kjJ\/iAfc4BGWMy\/E\/DGpaXIsWpafdoSOGKJcqzVmkCkBmjEyjnUbjuu47jMRgDGMYAxjGAMYxgDGMYAxjGAMYxgDGMYAxjGAMYxgDGMYAxjGAMYxgDGMYAxjGAMYxgDLGeRXxA1WtxDp\/D8NkLpOoT37FqqYK7F500uV1lWcx9ZD\/wBDgHKH5fdPbucrnkyeSn\/DrQvy6j\/wi\/gFv\/OT4n6rwtpunWtJeBJbN5q8vXhWZTGK8kg2BI2PMo75k\/Kl4m2uL9Bmt6lXgWxBcm0+fpIRXsqIIJg\/SctykpYCsu5BKkjYNyjIeYyXg9KdM8YhTT9qb2TmTUnHtPSfftpoL\/rfN9ft\/HkdTeZfgPh7TBV4fR7SQq3s1ClSs04jI253mnuxJyhm7tJs7d99mOAQ74s+V7VrXEGrnhurV+5kdmMJE1uKH2eWenWty11jkIKxq1j3QOwVkHwzSeJfLDxbp1O1fs1ai16deWzOy3q7MIoUMjlVDbseVT2zYPBLzC6pHxh7fqdtl03WrxXUaoYinXNiOGpXsIjNshrrXpoZDuxigYEnffLGee7TtVbhs3tMu3K8dN2j1OtWmkjjt6fcCwSGaOP9eEb9LsewSWYn0wCsn9yTxp+46f8A+oV\/7c2vy1eWe\/Y1cXtXevDS0XU3inrxy9ae1dotFIIRyjkSrzleZy25C8oX3uZZb8Q+NNT4O8PKYv37U\/EmpQiFJrUxmtQWrnNYsHnYk\/8ARIXMYbcgOsfwIyKfIZxlq13iezWt6lds15aF67LBNZlkikttNTDWXjZuVpyO3Oe\/c4BJvnQ8Gtd4ovaXNpEEMsdWpNFM0tmKAh3mDqAJDu3YeoytHhNqWu8IcWxaXFOtOzLqVDS9TREq2lkgktwGSFZJY3Cgh\/rJs325Ovn9441nSdR0dNL1S\/p6TUrDypUtTQJIyzqFZ1jYBmA7bnKu8AapZu8T6Patzy2bM2taY808ztJLK\/tkA5ndjux2A9flgF\/fOZw3f1bhhqGm1ZblufUKIjhhXdiFdmZmYkLHGANy7EKPiRlQtc8qfGVSm1s061gohd6lW0k1xVUbtyxABZmA\/FjZiduwJy6Xmm49vcN8OWNS04Q+1CevXRp0MiRidyrSBAwDOAO2+439QfTMF5LOP9V4j4es3NXsLatQatYprMIYYC0KVaNhA6V0WMsGsyDcKOwX123IHmwR8Mlzw58uPFeuV47degtWpKoeGxqEy1VmQ9w8cRBmaMjYh+TlYEEE5uXhdwVV1fxU1OpZiR6dPXdeuyV2H3uRad2wa8RX0aPrGAlTuGVWBGxye\/PJ4sapw3S0utpMvstnU5bTPbCRyPFBTFfmjjEgKq7taT3ttwIzttvvgFTfEry88VaBXe3boCenEvNLaozJZjhUeryou00cYHcuyBR8Tkf8I8Mahq9kU9MqT3bTKziGBOduRSAzt8FQcy7sdgNxnoB5J\/E3UeJdHvJq8gtWqFpYfaTHGjT1p4ueNZlQBGkUrKvMAN15N9zuxq14p6hZ4B451g6AYq3L+Dq8Mc0cNfUYK9t4EjccqojPyL8lRcAx+reWji+rRjuTacOeWxFWjoRTLZvu0xIV+lW540iABLFnHKASdgDmVm8pfGa1DZ9kqNIF5jSW9C1v03Kjb7wz\/YJD6dt8vL48cYWNB4a1PV6kcUtmpDE0SThjEXmsQwczqjAsF6pbYEb8oG+Rn5I\/E3WeJaesS6zaW1JWuQLAy14IOnHNE7NEBXRQyAoNiwLdzuT8APPO5WkhkkhmjeKWJ2jlikVkkjkRirxyIwDI6sCCpG4IOfLJb84cCR8b6+qKFUz1pCB2HPLQqSSN+Uu7H+M5EmAbv4C6hp1XiXRbGq8nsEN+F5zIN40236UsoPYxJL03bf4Ic9DOLBxZLxVoU2lTQNwm1UvqRV6jB5G9obmJYGeRXQ1OmYSRuG32BO9YvIL4V0tWs3da1KFLMOmSQw0q8oDwtcdTK88sZGzmJOlyg7jeXfbdFOS5xL5j5a3H9bhsQwrpK2ItMtTOrGw962qCKZH5uWKCOaSGPYjuOqxPdeUCHfOPok3EnFUzcN6fY1VtPo1KmrT6bXksot7qWmWOV4VKmVYemhO52MZU7FCBBHE3h1r2mQe1ajo+o0a3OsfXtVJoYud9+VOeRQOY7Ht9mejel8H2dF4qNjRqdRNH4gikm13aNkere0+KX2War05FjT2lrQ51KNuYJG3BY7wP5vuIeKNcqavXpaNFLwrpV4CTVUDNaexpwaK7IqmwC1WKdp42ZIWC9ByXGzbAUzzZPDPjK3w\/qtXV6KwPap9bpLYR5IT168tZ+dEdWPuTPtsw7gfkzW8YB618F8Sz3OG6GsSrELNrRa2oyIisIBPNRSy6opYsIudiACxO3xPrlPaHnb11ZEM+kaTJECOokJuQSMPiEkeaQIftKt+TLX+DzRDgzQjMpaEcNaaZVG+7RDTIeoBsQdyu\/wARkfeDHhz4b67UTVtH0WtNHHK8TxWzameGaPb73Zq2Z5IySpRxzBgVcH54Bv8A4j6Jp\/FHC0wtw8sFzTBfrtOqialK9X2ivOD\/ANlNGWG+3qOdTuCQfMfgfg\/U9btLS0qlNdskFikKjlRB2Mk0rkRwR7kDndlG5A33Iy1HnJ8e9WryXuFa+myaVG6GKxcndHmvUpQyhqQi3jjqyoCpfmZti6ERsrAa\/wCQ\/wAQpNNOpaXX0C\/qti28VkT6cK4eMRI0axXZbcscUFYMSVdnGzSuNjuMA1v+5B4x6XU6Wnc+2\/Q9uXq7\/sebk6W\/\/j2yFuM+FtQ0a3JQ1SpLTtxgFoZQNyrb8skbqSksZ2OzoSp2Pftl9\/DLgHjY8XvxLrN2tWoWBZV9Hh1KzZ6MDwMlSssQhFdumwicuGG7K7bbsRkafqmNdBNw1KFAkeLVo2fbuyRNp7RqT8gZpD\/4zgEBeE3gjxFxOjTaZTX2RGKNdsyLXq9QbbojNu8zDfv01bb47bjNvu+UzjSOcQrTqTKUZ\/aIr0HQ3UqOQ9UrIHPMNgV2Ox79jls\/LPrOla5wVT0uhcarPBpQ068lKZa+o0bLRNFNbi2BaKR5C8yS7EEvv3IYD58M8I8Y8Le1GpqJ4x09opHgoapaapqkFgd4xBemEsc0TdwyuyD6pUAghgPOnRdEuXbcdGpWnsXJpDFHWijZ5mkG5ZemBuOUKxO\/oFYnYA5N2meUTjKaISvBQrMRv0J7yGX8h6CvGD\/4syHl44\/saRxxqs1nh23Nd1WS7BJptCEtfoTzW1tOkMdh1HQXkIfnZQAFbmVVIM769wRx1rfFWma8ZY9D0mhZpBdKl1WVrD0obAktmaGgslWS1OjSqRz7cpiQsQu+AUl8SvDvWeHLK1dYpSVHkDNA5KSQWEQgM0E8RMcm267qDzLzrzAbjNUz0D\/VFK6NwrUkKgvHrVXkb4qHqXlYfkI27fYPlnn5gDGMYAxjGAMYxgDGMYAxjGAMYxgDGMYAxjGAMYxgDGMYAxjGAMtN5CvCyxc1CtxWtqFK2l3b1N6pSQzyyPpgQMrD3FTa+p7nf72e3ffKs59oLUqDZJJEG++yOyjf57A+vYfmwD0p83XhZZ4p0mvFWtQVm0+xLdczrIyyRrWlUopjBIfcj1G3r\/H5oZ2TqFj9vm\/nH\/tzrYAz038qvHScT8K1ja5Z7VRTpepJKA\/VkgRAksiuPvgmgaJydtuZpB+Kcqp5M\/Cfh3ij7qpq80r3IFiFalDP7O6wuG6l1SO85Vwqbd1TccwPOu028ZvpfhXwjcoafbM+s6nJOaryFFtyTT7Qi2Y15unBVgUEduVpFA7GQ7AV486niL93eJZoIZOaho3Pp9bY+48yt\/06wO340y9MEbhlrRkeufHyVcX0tG4rgl1CZK1e3Us0faJWCQwyTGKSJpnY7JGXhCcx7AyAnYbkQoc4wD0l8zXgIOM5NOsw6mKMlOKWI81b2qKaGZkkVlKyoUZSp+YYOPTbvXLgLwDB44fS9N1WGePh1tI1GzalX8JdXqTWooo65YRMJGcBGYldgCxO5yvUPEF9IfZkvXErens62Zlg2\/eg3J\/qzoQTvGSUdkJGxKMVJHyO3rgHqN5m+Ap+JOHbOnV54q8glhtCSZXZCtYmRk9wEgkb7dsxHk78P5+HuG0hnsRWG1KyNXQxK6iKO5RookLc\/dnAg3JHb3vszzWOoWP2+b+df+3OFvzgACaUADYASOAAPQAb9hgFo\/EjT7Hh5x7W4ksTx26ms6lrFySCurrLHRtznrxuJByvMi3FdQDszQDcrvk+eMvh9pHiTpFGfTtVhDVpGmp3oUFlFWdVFitYg50eMt04iVJVkaIbj1Gebk9iSTbnd329Odi22\/rtue2fbS9Ts1X6lWxPWk2254JZIX2+XNGQdsA9IfC\/hTRfDPQLJ1HVY26072rVuVFgaeQRqkVWnVVmkk5UTsgLszPI3YEKtOqOk2\/EvjHUnhmhovd61uM2FdhFTqiGvXhYRb80wgEQJHYsrHtvkRalqFiy5lszzWJCNjJPI8rkfIvISds+EMzoeZGZD6bqxU7fLcYB6v8AjfwZLxBw9qOjQTR15bkcKJNKrNGhhswz++E97YiIjt6c3xyOPJV4Z2OHtKty2LMM\/wB1Jop41hWQdJYBLEQ5cDdiST2+A+3PO77o2P2+b+df+3OFvzgbCaUAegEjgfm3wCyHnz8NbFDV5uInswyV9ZsxxRV1WQTQtWoQRsZCRyEEwnbY\/EZWbPtPalcAPI7gegd2YD8m57Z8cAtL5CPFijo9i7oupzx1YNRlisU7MrBIUtohikhmkY8sfUQRcrHYbxEb7suTZ41eV6lxFqv3bparLpFyYxS2ClYXIZZYlRYrEIE8Rgl5UTchiCVB2BJJ87sydfiG\/HCa0d64lcjYwJZmWEg+oMSvy7fxYB6y1Nbq3Pa9Oq6rVk1KtXCWTWkglsVJZYyqTyVeZumeb3gj9vQH1yGYh\/7P+CNRp69qtfUpmOpjTo+VkeybysUqBJCZJ2axLPNI\/flE777hNz560Ls1eRZYJZIJU+rJC7RyL\/kuhDDP1qWoWLUhlszzWJSADJPI8shA9AXkJYjucA6ubX4ScEzcR6zT0avNFXmue0ck0wcxJ7PVntNzCMFu6wMOw9SM1TP3FIyEMjFWHoykgjcbHYjuO2Aet3CXDDUtApaM0qu9XSK+mtOqEK7Q00rGVUJ3Ckrzbb5RvhXUb\/hRxYlO3Ziu0rleq2qJWEio1WWSQRzxrINzagIkdRt7wd03HOSK+fdGx+3zfzr\/ANufGaZ3PM7M59N2JY7D4bn4YB6deOvhZpnHWj13iniWwI1s6TqkaiZBHMqvyNykGWpKvLuAex5WG+2x0vyc6JU4bscRcK2LVWXW6t+valaLdGtUZ9MpTQGESgPKkMks4YDflMwJ25xv5+x3ZlAVZpVUegWRwB+QA7DOI7cqyCVZZFlUhllDsJFYdgQ4PMCNh33+GAeiF3gCDQ+KpOMeIeLh7L17S6bRu8sEcBuxyQJWjkknIMcMUrgCKMEhediAH3+PnV8LTxFpUerR30rpw\/p+r3+n0OuLqPXgsBUlWVRF+BAc2zA9Xf8AF2Pnzqep2bT9W1YmsybBepPK8z7D0HPISdvsz6nWrns\/sntdn2UdxW68vs4+P6zzcn+rAL18C+G3DvEnBuiXNK6fDep9MLBqenkwW49UjBrW4pZeos1uN5IXIVn5uUIVI+Mg+CGicW6Ml1eK9b07UdPhjU07IZxZiWMt1JLdmaGICPphSecyHcn3gB73mP1n5eTmbkB5gu55Q3pzBfTf7c7t\/Xr1iNYZ7tueFNuSKaxNJGu3pyxuxVf4hgF5vBzxH4e1HxH4kmrvXEl2lRpabcJVReakiJdWF225mkZIeUD66UlYfLNv8YfDD2rX6PE2p8TvQ0XSJKNv7nTbJVWejMJ1IlecRJ1JFQljGznblH4vL5tA53dT1m5aCCzas2BGNoxPPLMIx8kEjHlH5MA9M\/G\/gWvx5w9Wr0dTihgls1tQr3Y4va4pUSOaPl5VkQ91nY+u4KbEeu3mHbi6cjx778jsm+22\/KxG+3w9M7VHWrkEUkMFuzDDL+uxRTyxxSdtvvkaMFft8xnQwBjGMAYxjAGMYwBjGMAYxjAGMYwBjGMAYxjAGMYwBjGMAYxjAGMYwBjGMA+lad4nWSN2jkQhkdGKOrD0Ksp3U\/aM5t2JJXaSV3lkc7vJIzO7H5szElj+XPljAGMYwBjGMAYxjAGMYwBjGMAYxjAGMYwBjGMAYxjAGMYwBjGMAYxn0giaR1RFZ3dgiIilmd2OyqqjuzEkAAfPAPnjJo4Q8ESyLLqthoiwB9krchkXfYgSztuqt6gqqt+XN2i8J9AUbGk7\/wDee3Z3P5eR1H+rOnS2RcTWcJebOXV2vb03jLfkisOMs\/J4UaARsKLr9q27W4\/JzuR\/qzTeLfBBQjSaXYdnAJFW3ybv8eWOwoCg\/ABwP8rM1Nj3EFnCfkxS2xbzeMteaISxn3vVZIJHhmjeKWNikkbqVdGHYqynuDnwzltYOoMYxgDGMYAxjGAMYxgDGMYAxjGAMYxgDGMYAxjGAMYxgDGMYAxjGAMYxgDGMYAxjGAMYxgDGMYAxjGAMYxgDGMYAxjGAMYxgDGMYAxjGAMYxgDGM+laB5GWONGkdyFREUs7MewVVXuxJ+AwD55LPlq0uOW7atuAz1Io1h329x7BdWkHyYJGyg\/\/AHhzCUfCHXZVDGrHDv3CzWYEcj5lA5K\/kbY5JvgnwVf0hrpupEosLXEfTmSXcxGbm35fT9cXOrs61qd\/Fyg8Z5p9Hj5nK2jd0\/R5qM1nHJrqs\/Is34L3dDjgtLqDU0tc5be6YgrVuRQBCZvdI5hJzBe\/1d+3Lke8RPWa3Zal2qGaQ1\/UDpcx5SoPcIfUb99iMxzoD6gHb5gH+nP1npqVtuVZVN5ve5ckeYq3O\/SjT3Ut3nzYxjGWiqQb5mNKjSaldVQsk6ywzEdi\/R6ZiY\/Ngrsu\/wAlUfDIcy0Pin4dapxClZNMjidqryPN1Z44QBKEVOXn+t3jb0+WR1qPlz4rhjMgowz7eqQXKrSbbeoR5FLfkXc9\/TPA7Zu7aleShKcYvTRyS4pP5nutkUqtS0hLDa11w+TaIjxnY1KjNWlkgsRSQTxMUlhmRo5Y2Hqro4DKfsIzr5XTzqi4MYxmQMYxgDGMYAxjGAMYxgDGMYAxjGAMYxgDGMYAxjGAMZ+kQn0GZXTeHp54zIhiH3wRRwmVPaZ35S7dCsD1JFUAbsBtuwG5PbAMRjMpY0C2giYwSck4BicqQr79gAx7Bt+2x775jCNsA4xjGAMYxgDGMYAxjGAMYxgDGMYAxjGAMYxgDGMYAzkZxnIwCXW8Ka7cMS8Qx2UaCKpC7Te0q0h1F54IpKDURB96jHWZA5l5i0YbblcARDnoD4X8HaBofDcdbriWLVasdyeS2sRktvZgQxuKkyvHHGm6BVZWVSN2LHc5GfFnhlU43qQ2tAgh0KzpUs+mXqmoUY6bz20EMm0s9AFWdQfgn\/ansvpmpVCjTull73DPEqVjNn8SuBdQ4fvNQ1GNVlCh0kiYvBOjAEPDIVHMO+xBAIPqBmsZtLqaayjkZYTwB4RSrUXUpUBtWwTCSBvBW3IUp8nk+sT+x5R23bevWXM0ussMEEKDZIoYokA9Ascaoo\/MBna2JQjOo5v7q082cXbddwpKC+89fJHZxjGerPKDGMYAxjGAbp4V\/Xtf5MP9Mub5mo+GunvFHLM4K9UoFB9eVObv\/GW\/1Zt2fnTtnc06+1606byvCsrrGMU\/mmfZOzVCdLZ9OM1h6vHnJtfIhHzZ+HMOp6XNq0MarqOmRNM8gGzWKMY5p4pSPrGNeaRSfTlcfjdqUHPUG1XWWN4nAZJUeNwfQpIpRgfsIJzzFvwdKWWLffpyPHv8+Riu\/wDqztdk7yVWjKlJ53GseTzp7mvmadr0VGamvvcfNHwxjGesOOMYxgDGMYAxjGAMYxgDGMYAxjGAMYxgDGMYAzK6bp0ZjexZkMcS9o0UbzWJPdPTjB7IoDqWc+gPYMe2Y4LsNz69+3oR8N84dye\/f0A9d+wGwH5AAB\/FgGSl1CARNFHXAbqArOzPz9MLIGRo+YoGLOpBHp0l35juc50nXZqkjSVisLsrKeVQw2IZQfvm+zLzbg\/Aqp9RmK2zM8O8O2LjKVhsdDch5467yoh293cjYbbldzv7oJb0GZyD53uIr1heSe3PMm4PJJIzruGZh2bt2Ltt8t\/sGY7qAjYj47\/b+Tc\/DNwk4KkZVWJJGk6be8HquLEylVKQRmVCIwSdid3O2\/L3AzD6nwperq7vCWjR+m7xFZORj2AeNT1IgTsPfUdzt65jJnBhZE29O47d+\/2fMD8mfjP3GcSLtt9uZMH4xjGYAxjGAMYzNcEaGmpX69KS7U05Jy4a5elENWDkikkBlkYgKGKBB9rqMjOahFylwSbfkgYXGWPveU+9X5evr+iwc+\/J1mmi5+Xbm5edRzbcy77fMfPI38bvCO7wrJTW1PXtR3o5HhmrCQJzQsgkjPUUdwskTAj1D\/ZnKtNvWN1UVOjVUpSzhYeuNXjKw8E5U5RWWiOMZztm\/eCXhv8ASa69EalU0+RYw8a2Pels\/WLpVhDKZnVEZyAeyqT6DOjc3FO3pyq1XiMVlvXRe7Uik28I0DGTfwz4A+3cQavoK63UhfSngUPNBy2LqyxNJJJWpCclhFyjm98gdRCSN8ijjbRfubqeo6d1Ot7BfuUutydPq+y2JIOr0+ZunzdPfl5jtvtufXK9ttK3uKnd05ZkoxnjDXhlrF6rn8eplwaWWYfGMZeIjGMYAyyPlH8KIdRjtalqejNdg3hXTXtTdCjIyvILTsikyT8u0YHuMh2cevpW7Lua7o+t6npMc\/Ds0kUNVNDl4epxyzVak9CGhFZs9bpskUtprPNCVtEoBAVAVnLGFR6Fa6m1HCeM8yVOLeJdMokx3Nch09dljiq1nrpZ2CgBFj5ZJ5G332EartuBsfXKzcacZ8P19Sp6\/Quanq0mmmWb2fUtTCSWppnK1poUm55oukGIKGFd444if2TSBxD4Q6nNq\/0ju3NE01JdMB1pkgkAgmRVL2KzyzD2WyojRhaWaMo0IILAtvonHmoeHnDnJWq6WvE2oBUllsyagZ4GkMnLMtqzG5iE5VWbljiYbkb7b5qil5lOhGK4Zk3xx+v9zreIfmCbXtPgpDS9PuSW1lEumS0b1qSCyLDJAa9uK1E3M1f3+eJedWPLtsSRjz4BQX9HN6hqNaLWK8MkmpaHHKb\/ALNIjt94ToF7UEwjCc0ciyFXLrzdsxfBHiHrdzUmj0JKWlUoJYbclahQpUnaqtytCI5poozNOxaeJCC+z8x3AHbIq4keWpql3pSSRywXrSrKjskiss0iEh1PMD699\/jmxRxotC3Cm1pDw8+vxMbqVKWtNJBPG0U0LtHJG42ZHU7FSMuTXYFEI7gopH5CoIymdid5HaSR2kdyWd3Ys7se5ZmY7sT8zlofCHXlv6TWPNvNWRas4J3YPCoVWb58yBW3+0\/LPRbBqJTlF8Wlj3Z+pytvU26cZ9G8+\/H0NvzuaRp72Zlhj9T3J+Sj1OdPNz8LIwZLLH1VIlH5GZyf9gZc7R7QnYbPq3FP1opY821HPuzk5exbSF3eU6M\/Vb18km\/ngy1Lguqijn5nb4ncbfmYH+gZ2PolS\/YH\/wCT9DM\/jPz3U25fzk5Sr1Mv9+X1PsENl2kVhUoYX7q+hgPolS\/YH\/5P0M+tbhenGwYRbkem+3b+SBmaxmqe1rya3ZVqjT6zl9ScbC3i8qnBP\/KvocKoAAAAA7ADsAPkBnOMZQLYB27n4d88xdYlD2bDqd1eeVlPzDSMQfzHPQHx14vj0XQr1ouFnkierSXccz27CMkZUH63IOaQ\/ZE2eeme87H0JKnUqPg2kvdnP5o8\/tmonKMemX8TjGMZ7I4gxjGAMYxgDGMYAxjGAMYxgDGMYAxjGAM+kQ9SRuAD8x6+h3\/Lsc+efVey77ep7H8ny\/PgH4Lb5kK8Sw9GWWITJKkhEbOyBlBaLmDRsGVhIrEb9t0H1gSMxyjJl4D8N45acM2oK5kblkhg52Xki6iyhZBzFfvgDArsNhL8GBIA6vhjw\/HBSOozxpuVkdZZw\/ThhCMgPJzCOaKRWlB35irLHup37T74VeE9k1K1vWGimlaRrcejyQRxUK6zbPEtyOOJWsWIyzP0zsiu25DFAc6XhTwul28oMG2n6ZMrcq9F42sxwRGurkuemiKykR7F90QkKoBawG+c+8uXF7sfeXrW3UvFL3Gs6nwkllJI7Fq3PCykR1nkArqT3JlCrz2ge4KSlo9uwjXMFqHh7E8yutGq7FF6kw1Czp4V4S3RRKtKsY2Dc7s7kgluUEOqqFkLGUY3E48y5KhB8iv\/ABt5dqV92aJ1pyhBvOpsStNIOZVeYyP0ydlQtyICTv6AgZWXxB4EuaFalp6ivI3Iz1Z0Vnr21V+XmifYEKQG9Rup5dwAQc9GmG\/bIl80nDaX+G77cgabTwt+Bvxk6BHtGx+RrmXcf91flly3u5SliRVr2ySyih5zjP0\/rn5zpHPGMYwBnOcZm+BtRpVL9exqNH7pUoy5npdZ6\/XBidUHWQFk5XZH+3k2+ORnJxi2k3hPRYy\/Ys4WvtaXUF+PFfh\/QdQ1rhaLWJSZw+oDT9PasJ6uoMYqxnS0WiZEVAkTAMV3Jyr\/AAVx7M+u6dw\/qNSpqmjQa3PRqUbcELpWF677Kro7xsxSFZG5IuyjsPxV2+3jv456bxRQWu+gvXuwH\/oV19QMvsoeWB7KiFIUWTqJAE97fbsRkK8P6pLRt1bsHL1qdmC1DzgsnVryrNHzKCCV5kG43GeL2BsGtSs3C5Ut7dcYxk4tQeaj3oSg9N5Tw36yaeuMFirUTlp+uBbXU9E0Sp4jQaN9wdLlpajpkKCF6sIhrSpHastYih6ZUyt0AhPbsc1fhfTK1PxdWtUgirV4p7IiggjWKKMHQZmISNAFUFmY9viTn4m80NR9Qq6meFaft0adKxcayJLRgCSgRU5TXBre+6+83N7vOu3cMMPB47aMnEr8Sjhp\/amqrGB91H51ubSwy29+jye9VdIeTk2HJzep3yjb7P2mqc41KU9bR0vtIPeq8N7WeFlc\/jqScoZ4\/ezw5G+cBf8AW3rH71b\/AN0rZXHxs\/wm4i\/z7q\/\/ABCxkt6X5gdGr8QXOIE4ZkFq1Vgh3GqPzJOrWRbsd4Ch60L04+XkHL7JuO7nIk8X+KKWs6rPqVLTzpq2iZZ4DYayZLcskktiyXZV5TIz78oAA27Z2Nj2dzSu1OpTcYq2pU8twfjhltaSb56PHJkJyTjo+bZqGMYz1hoGMYwBl5vJLxMLHDi1JZVVqF+apErsOaRbC+2Qqm5\/71kBflGfllGcnPypca2NLXiBK8SzyDT4tUWF+4ddLl5rKxgn9e9nsSt277Qn47ZCosorXdPfp48iafG7jHh\/T62nyXa9rWLlyvqEFGM2TGfY7PWqsbk3VMdiMszKrHn27svKAu1Z+LOD\/uVo0bWYojfnmj3lSUSCKCSNZfZJYuXevcQqGDc33yOd9gyKkht943whk0K4DUh0pZ1S00lAWLix3IgKcdV2QmvGZxCGC7MGMbdwpU1\/t+Fmp8Qanbl1BzBLalmjp3DV9irWL6VvaZa0cTk7VUUcxPun3LHKGKMBCDwivbTUY54dSGeEtfu6e8rUbDV5bCJWkKheZ4jPFOApZTyESwRHmUgjb12Jzt+LEDRa9rSMNiuq6h+Y2pSCPs2IzNaLw1Sl0i3PIYl1OhrFSnNA1jlhelbjkg6pdWIYJZiJLxc3Z99uXbOn42cja1Ynj5DFbgoXY3jEgidben1p2aMSgPyc7uPeAPu9wDvm3mXU1vafrgaVme4J4rtaTY9orMCGAWaF9+lOgO\/K4How7kMO43PwJBwOMnCbg1KLw0SnCM4uMllMn6n45aeUBmqXEk2HMsXQlQH48rvIhI\/8IyZPLfxzU1l9SFaOxH7OtQv11iXfqmzy8vTkbf6h9dvUZR3LNeQ6dBY1yIkdR4aMir8SkclpXYD5Ayx\/yhlPtPtKvW2bVhJppqPLpKLGyNm0KV3CpFNNN8+qaLV4xjPjZ70Yz6VojI6INt3ZVG\/puxA7\/nzL67oPs0YkEnONwrAjb19Cux9Psy3Rsa1WlOrBZjD1np+maZ3EITUJPWXAivxb8T6HDKVZL0NyZbbypH7IkLlTCI2bn60ybAiQbbb+h9Mja95rdEWNjBp+qSS7HlSVakKE\/DmkSxIVH5FOYXz4WU6WiQ7\/AHwyXpeX5IFrJufluTt\/EfllVs9dsXYNrcWsKtVNt55tcG0ca+2hVp1XCLWFjl7CSOOuNdS4wv8ANZkSCKCORqtVOYwV4yyA\/bJM2680h9eXsAAAMR9BJv3RF\/JfOt4afhb\/AMHf+sizO8eatPV9n6D8nP1eb3Vbfl6e31gdvrHPtewti7LpbId1cU5YhJrEG1plJYWUuL1OesTi6lTLeTF\/QSX90R\/yXx9BJf3RH\/JfMWeK7\/7d\/wDTj\/Rzj6WX\/wBuH83H+jkfSezn4Vb4\/wB5DNHozK\/QSX90R\/yXx9BJf3RH\/JfMV9LL\/wC3D+bj\/Rzn6V3\/ANuH83H+jj0ns5+FW+P94zR6Myn0El\/dEf8AJfH0El\/dEf8AJfMX9K7\/AO3D+bj\/AEc4+ll\/9uH83H+jj0ns5+FW+P8AeM0ejMr9BJf3RH\/JfH0El\/dEf8l8xX0sv\/tw\/m4\/0c5+ll\/9uH83H+jj0ns5+FW+P94zR6Myn0Em\/dEf8l86+o8GywxSSmaNhGhcgK25AG+w3z86TxNdksQRtNurzRow5IxurOoI3C7jsc3Xif8AA7X7y\/8ARnXs9k7Gv7WtWt6dRd3F+tJ8d1tcGycYU5xbWdCJDnGcnOM+aFMYxjAGMYwBn0G\/J8Ngx\/L6D\/V\/bnzya\/CjwXk1OslmWGeyJIuq0UVuHT1gWUE119omgm9otvHyTCIIqLHLCzPu\/JmHJJZZKKbeho\/AvDz2LVKwojWATqWUydRuaqsckwYJ70byBZmRPrHkbYEDmNgatS3qN6HS6X3qSbqPYusOZKVWFYGlnVNx1ZybESIhPKWJ5vdB31aPgeXh+F7CV556b2EaK66QixQtyFqYoalWEm3MknudaIlD7TuCA+TN5etPjMmuX+xkkvQ0FbvusNOlXkKd+w3lsyEkevKm\/oNtVWsoQckbKVJymoskLhThmrpteGtWEpSCNI0M0hkYlTITKyjaMWGMsheRVDOW94tn21XX6FR447V2rXklLiNJ7EUTvyKXcqrsDyqoJJ9B23znibTmt1J6y2p6fWTkNmt0uvGm4L9MzRuillDKSVJAY7bHYiuuv6dwpovVrxahqz2djDLO9nSwS4Vd1afUIR7Qo2AKIGVTuCFJIzlUafetuTefYjpVJumvClj2ssrp9uKxEk9eWOeGVQ8c0LrLFIjDcMkiEqykfEHPtlXeFtFe6ZTp155GsWDM1gSmkXiURNYFm1w9aarZsiT2Yp1EglBVn2kCMjThwBrLLXWCxZsWZUC8jXoxVtSRh\/ZhuJIIjPtIh++FQW6iH8dRma1rucHkxSr73FYNyzU\/FNQdG1gFQwOnXN1I3BXoPzAj4jbfMH40+KP0fgSWOm1sGRY5nHUK1iwLL1RGnIOccqqDIp3lU7besT2\/MpTureo26Agis0LEQsQ2DMizvQk54unybyI0\/uIwI3Ei7gbHJUbappLGhGrXg1u5Kqt\/\/GcZyc4zsHKGMZNvk54Dq63rrvejSepptY2zXkAaOedpUigSZCPfhHM7kehMSg7gkGntC9p2VvO4qZ3YJt44v2LzehKMd54RE0HDuoPB7SlC49bbf2has7QbD1PVCcm38edPUKM9aRobEMsEqhS0U0bxSKHUOpZHAYAqykdu4IOWB8VPMVxHW4huxafZjq0NOuzU4aJr15IZUqStC5sFk6h6hRtwrLyhgFII3zF+JMkfiDxLp50GJ47drTYF1EWl6detNAHaaUzKWaWJEaOPm5ASY0Cg8wGc232ldLdqXNKMKcoOTkpt7mEnieYpLTOqbWVjzk4R5PLILzjLFr5b6FixZ0qhxZSs67TjZ5qD0pIogV2BT2hZn25SyhuVWK791GYjwV8Bode+6da5qkumarpVuSva04UhYaOJFRVmM3WWM803XTZSf1kH0YZP\/uKw7uVTfeI7reYTTSlpGWHHe3Xyljd9o7qWcEF5zk0eH\/g1R1fhjUNej1l1tabU1Cxa05aRKxSVIrE8EJstKoYSxQxtzKp5ept6jOfBzwGPEmlz6hFrVCCWFJt6RBklhkXqiv7e4cGnBIYmbn5XPIrEA7bZuq7bs6SqSnPCpyUJ5jLST4cuD5Nae0wqcn7yFs4yxP8AcxNNq1fT6Ov0rcDUDet20iBeqvUEMSrWinbrdZyxQl0G0Uu\/dQHwHiN4NaZpml3tRqcSRXJqkteL7nWKTaZeJlkCSK9a3MJw4U9RR0\/eVH29M10u0FjVnGEJtuWMeCf3nhb3hxHL4b2OvAy6UkQrjJ30fy+CKhRua7q50qTUgDUqwaZa1KWNXVGWS60DKKqgOpbfsvMu7A7gR34w+HlzhnU30640cu8a2K9iLcR2Kzu6JIFbvG3NG6sh32ZDsWGzGxbbXtLip3VKeZeLGkknuvEt1tbssPR7rZhwaWWaZjGM6JAZtPhPxP8AcfWdP1EjeKCwospsWElSYGG3GVH1t4JJBt89s1bORgw1lYZ6T8GafBd0AU51SWOKvc0xXd+dhWTnrRnryDmG8Ai++\/jgK\/owytfinxDY1LRfuMZ9ar6pp1OBrtDUa6dXUil+OJ5k6IPtAAnaXqxAMyQOXMvZl2zyl+JJailSd9xXaKlabeNWgWQdHSb+77KYjyJQffflMdAns7nN78yfEV7SKWmalDp9C3JW1CHa3dR3sU0MW\/W5IRGYWZuor8j8oAHYhiFrLSWDkxTp1d1rOuhQ\/UNOng5DPFLF1VWSMyxSR9SN1WRJE6ijnRkdGDD1DqfiM27jalLLo+hai6vusVnTJGKgKfZ53t1HBA25WgudMfwNh+KctP5ntEa\/w2LdTT31iW3DpxgnoCNoqEUfLLHPVrxK0sld0msLuGfYWDueULtWjgXiOtPpNzhq\/AiJYl9rp6iI9paF6ur9N7b92aiVeZH7DpLLI\/fc7boyysl6nW7yO9jg9SNsZ2NSoy1ppa88bRTQSPFLG3ZkkjYq6n7QQc6+TLIzZfDXjK1oOowajUILx7pJE5IjsQPsJIJNvxSACD8GVT6jNaxkKlONSLhJZTWGvYZjJxeVxR6B+G3jFoeuRx9G3HVttsGo25EhnD7blYixC2V9SDGSdvUL6ZIQGeXeZKnxBfhUJDeuRIOwWKzMij8gVwM8hc9kISlmlUcV0az88o7VLbMksTjnyZ6Yum4I7jt6gkEfaCPQ\/bmjeJXjDpmjofujqxuTxAiHT4GikslyDt1Eh2EbEDbqTEDudu52NCLXEWoSqVlvXJFPqslqd1P5Qz7ZjM2WvZZ08xnVbi+MYrGfPV\/kRrbW3sOMFlcG9ceRtnirx3b4h1GS\/a2QbCKvXQlo61dSSkSsdi7bszM5A5mZjsBsBqWMZ6unTjTioQWElhI5EpOTberZtHhp+Fv\/AAd\/6yLO\/wCKP+K\/6f8A5WdDw0\/C3\/g7\/wBZFnf8Uf8AFf8AT\/8AKz6HbfsxV\/if1QLC+xfn9DL8CxqaEJKqTvL3IBP66+ZGa7URirS1lZTsys8SsD8iCdwc6HAf4BD+WX+tfMDqnC9mzbnkASOJpNw7n1HYEqq7k\/x7Z6eN5cWuzbV21HvZShBNY4LcTy8cPfob95xhHdWTa11Cke3Xq\/zkP9ufniKJRUte6oPQl\/FH7A5i9M4MrRbNKzzMNj3PIgI+IVTv+c5k+KbCJVsB3VS8MiqGYAsSpACj1J3y\/wB5cysqs7ynTpeCWEpZ5Pi+C5Yw2Sy917ySMH4aIpgm3AP34eoB\/EHzzY7FqrG3LJJXRtt+V3jVtj6HZjvtmveGX6xP+\/D\/AGFz8cV8NWLVkyxmIKURffZgd1Gx7BTnL2bcV7fYtCpb0u9nwx7My192hCDappxWTYPujS\/b6v8AOQ\/2524RE4DII2VhuGUKVI+YI7EZH30IufsoP5b\/AKGb1olVoa8MT7c0aBW5TuNx8iR6Z0djX97dVZRurbuoqOU8cXlaa+zJOnKUn4lgjWt\/fJf4cP6\/JF4n\/A7P7y\/9GR3X\/vkv8OH9fkicT\/gdn95f+jPN9lv\/AIr3zl\/LI00PVkRIc4zk5xnzApDGMYAxjGAcjL2eC2uK+n8O1K8aKtjSXu2ZlZW6o02vp2mzbhfSY251Q\/ECmwI94EUSyznlA4jSYpUaQLPpVTVdo2DAS6bfn0+zJJC43XrwW6iAxkDnS+zA\/eiDpuI5j5G6hLEiTuLtaexonEUFqoafUoavaoQcsizGhBEAl22oiUUpJbBaRI5NnO7bglH22Ty90ejw3pjEe\/cik1GU7huaW\/NJaJ3AH4siLt8AoHc7nMDxHotnUn1xa0TSRajpU0VS8l+CSjLNHVtUYqpSPaaI892wzowkjVoA4bnYhd78NdKlo6NpVKfl61ShVry8jcydSGFUcK34w5ge+c6u0qeFza\/IvUU3PPRGwMAQQRuCNiD6EH1B+zIm4\/8ACDTLck8g0mK0LJWR+gYat2KwirHzx25J0HQKIv3rbbn3Y78x2lnGVadWVN5RZnBTWGRLwVwFZiu1JHHsa0KleqYhXjjFzT+SVYajy1JZI3kikiiYySTSS+6+6oswLSrPXjdeV40dex5WRWG6kOnYjbsyqR9qj5DOLdlIgpdtg8kUS\/8AeklcRoo+Z3b8wOfUn8nfsNzt3PoPy5OpWlUabIwpRgsFSfEHRuIOtAJ6Va7WUNBduXtp1Vktz+025K5tLHXhI++q0QVlj6al90G3Q8R7M9PQtWq2qscjxW6lOEvXZlgWRXk9urWnHUkryLGoRZGeSOQyhncbZamejWsdWNtmaKbkkMMhjkjk5Vm6bPAwYHacPyk9xKDt3ByIfN+Iq3DJjj5Y+veqREbAtLyK8vvOfeZgIAdydzy51Kd0m1HGpzp0MJvJS\/GMZaKoyRfL14jnhjWUvPG0tSaJ6l6JP1w15GR+pCCQvVSSONhv6gMu45txHWMr3VrTuaMqNVZjNNNexmU2nlFlPEzgng7WtQn1ynxhp+n1rrGzbqTQO9lJ396w8FfmSYlzu3IU3DM2xIIA6HAPifwxw\/xLSk0qlPHpENCXSrmpS9R7t0zTRznUZa5OwVZYl91FV+R27e6kYr3vnGcmOwYyouhWq1KkNxwSbisRaxrupOTS4OWeuM6k+81ykkW94YHCOicRahxceK6dqC0btiDT4I2luLNqL88itHGS5VTJIFBRfrKWKhSThPL54v6YeKuIr+pSpp0Wue9VknIWGPoyN04Z5R7schhIPOdlLRsN92UGr2+cZXl2YpVIVI1ak5ynCNPee6nGEHvJJKKXHVtp5M981jCLkeFVfhTStD4h0GHi7T7E2pQ2K8tyx06ddHtUpq0ZrpJKTYRFkDMyOy77AEHcDFeWX7i6Vo+v17fEmkRyasZ6caS2IomiWsL1NLLK8u7xSrMkq7be78TvlTd8b5Cr2Z7yFWMq8330oSk3GGcwxjGIpa4XLljrnKrYxpwyTZ5c5NM0zXNVFniGbSzUr20panUkrex3BDMY2WWGxFKLkciiOaOJRu3S7HflyYfF\/wAQtCscNahX1jVdD1\/UJIZU0htLquk8c7RcsFiVXml9kkST32IZFKgrsSdjTLfG+b7zs7TurqNzOcsx3eCgn4ekt3eSfNJ46YMRqtLBdj\/2sUOI9Koy1eLhwjqVZNr1eaOF45WKorhUnKCZQ0fNG0b7hZGDLv8AVrl5h+KINS1KJaur6hrVepWSEXdQjgiMk5ZmnNVIYY2FUnk26i824fuRsTGeMlszs7QsKrnTbx4t1OMPDvPL8Sjvv2Zk8LqYnVclr+v9hjGM9AaxjGMA2Pw74nbSbyWems9d0krXqr\/UuULA5LVZ\/wDKTuD+Kyo3wy+PhjxRpuu0PuRLtqDxadXk3uxRyR6pRfmhr3uVuzuWi5JUIUxzJIvyY+deSJ4ScfnTZYYbMkkcEUxnpXYlL2NKtNy80qx7j2rT5eRBPUJ2kVQylXUEwnDJWuaHeLK4otVwZrsFeNdKqxa9o0uny2JxSmo25mjr+5LMteNI54LtMSLKwg6rS8jbRSE+6a8+N\/AGrTXtQ1+rWSzRnkkmmm06rPDDFsFimkkhcvuHbqM5jkkALSc5T6uXG8OeKLOqac1qepDXlZlEU1WeO9QugkCG3UkVkdo99t4pOSRCpU98+2p6bfWKWCneFWae4k9eZNO54ChZp7FeyGMiKJY0kQzARgMyEKWJD6VPDOfCu6c3prz1\/TKT6rpMPE1OafS1km1PR6lUzrJyixqWnFY4Y91GxsalUkZa5ZR9+jWEj3xytEhGTx496XZ4S4ir6rpJg0ySyZZVr0rEliGGZOn7THtJVhRa0gmQ9H3gOZvqjlA17W9d0HieSNrNdOHdambkkvQnn0S7M+3369E337T2aQ95lMg94s+\/dhvT58jo056Jrg\/kRPjNw488M9c0Rj90NPmSEfVtxL16Uin6rJai3j2I2IBIOxHYZgeGdEs6lbgpU4jNYsSLHGgIA3Y7bszdkQepY9gBmcm5STWU9DG4zePGHw7l4atwUbFytasvWSedK3ORXZ\/SNy4G++xIJAJAB2AI30fMp5MxkpLKGMYwZGMYwDaPDT8Lf+Dv\/WRZ3\/FH\/Ff9P\/ys6Hhp+Fv\/AAd\/6yLO\/wCKP+K\/6f8A5WfQLb9mKv8AE\/qgWl9i\/P6Ga4D\/AACH8sv9a+fnVOKq1eXot1GZW5ZCq+6npuST3bsd+2+a\/wAPcVx1a8cDQuxTm3ZWUA8zs3x\/Lmu61bE9iWZQVEjlgDsSOw9SMtXPatWuzbenZzi6ijBTTi3jEV1046cyTr7sEo8eZK9hRPCRHKUEie5NEe439GU\/LIo1irNDM6T8xkB3LMS3OPg4Y\/WBH\/8Au2ZPhbiR6e6ODJCdzyb7FG+aE\/A\/Efx\/l7PEnENa5HymCRZV\/W5OZDy\/NT80Py\/jyntzadjtezjWc+7rwXqPew\/YtMf5X7n1Uas41I5zhmX8Mf1if9+H+wudjiHin2Scw9DqbKrc3U5frDfbblOa5wpxFHSjkRo3cu\/OCpUADlA27\/kzHcTaktuwZlUoCqrysQT7o2+GbF2kja7GpUrWpitF6rGcLMn95Y6Ge+3aaUXqbH9Pf\/wv\/wBb\/wDpm26Va68MU3Ly9RA3Lvvtv8N9hvkOZuej8YxQQRQmGRjGgUkMoB2+I3zd2c7X1JVpf9QreDd8PhXrZX+GOeGTNG4efGzB1\/75L\/Dh\/X5InE\/4HZ\/eX\/oyN9OlEl+JwNg9tHAPqA0wO3+vJI4n\/A7P7y\/9GbuyklKxvWue9\/LIzQ9WREhzjOTnGfMSkMYxgDGMYAzY\/DHVJqWs6ZZglaGSO7AOovfaOSQRzAgggq0TyKQfUMc1zO9oMcr2qywKzztPEsKqgkZpTIojCowIdi\/L2IIPyOGZR6L6XqNo2pKs2myQRxI7i6k1d6UxMoESQqH64kZCzMHjXlZGG77q7bDXb4fmzr9RWPusGBAcHcblH35HI7bA7H4D0Pyz61z73584U8PkdiB2M5zjMLxFSvuwk06WlDMAil7kM9lXiDO0kCpFNH7PzkxEyjmOyEFTsu2mKTeuhtk8LQ44w023YSs9GeGCzUtLZQWY3krTjoT15IJ1iZXCFLDMGU7qyIdjttmuz\/SPT2r2JJvu1AYn9vqVKNKCxFPsOk1B5rUINbdiGEhkcci7A8xZehJxdxOqqp0Cm8hdopGhv2nEMgL8peF6Sl4WCdpEcr7ybsOYZ8rXiq1TqC7VjJHKqMWm0dOpuweOVuII68W2\/Ls8UkgO5BC7AtahTmljEWvcV5VIvXLXxM7wRrVy69uSxo8ukp1QB7S0ZntyiKFTKVj7cqqgj592DdNOViAdog88uoKul6XV3HPNfknA783LWrtGxHw23tJv8e4yfNI1GG3Cs8Dc8b7+oKurKeV45Eb3o5FYFSp7gjKV+bfif7ocRTV0fmg0yNKSbNuvWH3y02w9HEj9M\/vA+Wb6Ec1OGMGmtLEOuSH8YxnSOeMYxgDGMYAxjGAMYxgDGMYAxjGAMYxgDGMYAxjGAbz4ZeKOq6D1Ia0zyUbGws0XkdYnG\/d4XQ81Wxt\/2ieuy8wcDlyxPAHmGTpqsbJc3MSvU1CytLUoVHLHy1rMzClqChQAAzwyMdyQScp9jIygmaKlvCfFHoi3iDoWpRyUrtC1DFYEkJjv0RGsgnBjk2VS0gBB7yqvL8Qx9c6d7wX0tateDSauj1o+tXa41ylHqr2KsTxmSCKxZJaJnVZN5B+2MQAx51ofonEuo0e1O9bqrvuVgsSxIT\/3kRgrfxjMla491ObtPJWs\/P2nT9PnJ2\/ZPLXLH8+a+7a4Mrehyi\/DLCLm6L4Wapp7RPpd65pzyQwxSUwyaroK9RerYAoajKJ6sSugX73Ix25Nj7zKNxj4Gnr9K1p\/3Boas0bR3r8egkiyp5TyRRR3o3gTmVSeZ3J5R6bZRer4r6nGqKItPPT26ZelG4Tb05UJ5F2+xcyN3x94tlDAavJCrEkrXgqQdyNieaOENv2+eYdOTIytar5r4frJbG\/4HaRbN25xBBp09mzMJ5r9X7qUDv36jt19Tlji7cuyrsg2+qewGn8aeGfh5QgqmWxpVdeV+SSW7fszWYwd2bkpXkaZw7P7+3YFV290ZUviXi\/VdS5RqGo3boXuq2bMsyKfmqOxVT9oGYPJKD6m2FtNcZv3G3+L33D+6s30d6v3MCQiMy9bvKIx1jELBMwiL+nU7+vw2zUM5zjNqLiWFgYxjBk2jw0\/C3\/g7\/1kWd\/xR\/xX\/T\/8rOh4afhb\/wAHf+sizv8Aij\/iv+n\/AOVn0C2\/Zir\/ABP6oFpfYvz+h2+DtHqzU4pJIEd2Mm7MDudpHA+PyAzMfR6l+5ovzH+3OtwH+AQfll\/rXzoapwpLNNJKLZQSOWCcjHl3+G4cZ6i2t409nW86VrCtKUIb3qJ+qnluS11N6WILEc6ewzH0dpfuaL8x\/tzpa9oVRKth0rxqywyMrAHcEKdiO+Yv6FTfu0\/yH\/8AUzr6lwlLFDLKbZcRxs5XkYcwUb7fXyndyr9zPOzYx8Mtd6lpo9dFnTiRk3j1PyPpwBpleeGVpokkKygAsNyByA7evzzZfo9S\/c0X5j\/bmF8Mv1if9+H+wM6nGWl3JbTPBHI0ZRBurbDcDv8AjDIWDo2uxqNf0ZVpPRpRTfGWre63pgRxGmnjJsv0epfuaL8x\/tx9HqX7mi\/Mf7c0H7h6l+1Tfyx+lkh8PxOlWBJAQ6xgMD3IPfffL2xbijf1ZQqWSpJRzmUFrqljWC69SVOSk8OOP15EbU0C6iiqNlW6oAHoAJgAPzZI3E\/4HZ\/eX\/oyO6\/98l\/hw\/r8kTif8Ds\/vL\/0Zx+yqxY3qX738sjXQ9WREhzjOTnGfMCkMYxgDOdszvAfCtvWb0NGnDJLJKwLmNOcQQBlEtiXdgqRIDuSzKPQbjcZZLgXwS4eo0qtzUbY1OWeZiJa8wWg9TkkjaWFFry2DVAkMhtMibPWQKVDq7sgqoleRjsEcnl5tgpJ5T2DbAfV7jv9uSz5Z+HmbVJtTkSUnRKM+qw1I1YWL0kIKJHAnMruoc9yu4LBEO3Pk3+Iuv27+oRV9KeIfdCvJJBq8hv0K1bRa01prlzaO+jGmkcwRbLQrzmLeEv1F9nyUeujUF0jT5JNTi1SOpDPoWvavRrVJ3tyrCU5lpF4ptKtRzJA6O\/Or9JZQZnifIy1WCUcJmar6+aBBLiWrRRHdkJWOThy63PS1OLuUkak4MMmzb9JJZNvfjQyLG4OzKQQQGUg7gqe4II7EEfH7c0vhmBL9SpZhi9itUJ7MPQkVB7KRKY9Q0adIu3s4K9MdiAIaso5tgMyOg6fLpfPUhjkm04I8tFVbnkp8uxbTiJG3at3JhI35FV4zsFiDcqok\/NHRg2vI25JAf7M\/eYjS9QhtRLPXkWWJiwDDcEMjFJI3VgGjlR1ZGRgGVlZSAQRndjkI7eoytKm0WFPJ2Sdu+2+3w\/szpynm33AIPqp7j8x+GfVJ13JA2O43I5d99hsSR9gG35BnXuWYkEkjukccamSV3ZVWNACWeRidkXYHufkczBNaCbTNJ4obSOFdP1DVa1GrTPSHOK0McAsTjqGtGwRdiTLIVB2O3P8B3FAdSuSWJpZ5WLSzyyTSMdyWklYu7EnvuWJOTB5mvFtdenSjQZhpdRywcjlN2yN09oI9RCqkhFPf32Y+oCwvnYt6bjHMuLOVXmpPC4IYxjN5pGMYwBjGMAYxjAGMYwBjGMAYxjAGMYwDkZZTgjws4N1fh23xCr67WTTopvb6kdinLIk1Wuk8qwPLWCyqyupUkr9bY7bHK1jLQ+Xr\/q64x\/+I\/8AC6+QnwK9y2opp41XzI50weHDSKsv0ujUkAySHSmRAfxmEKlyB9gJz8eN3Ceg6Dr9CvWFu3pD0qN2fltR9exHYeV2ME\/S5UVoRHt7vz7jfcaFwRwxY1e4KVUxrIYbM7STM6wxxVa8lmV5GRGKjliIHb6zKO2+Yq3blm5OrLJKY40hj6js\/TijG0cScxPLGo7BR2GZS1JqGJcX5ZLM+aLSNFrcJcOSaJTiq07llbUbCMCxIstEsDZmbeSSXYqDzMe6AegGVfyy3mB\/6v8Agr\/Ih\/3FsrZDEzsqIpZ3YKqqCzMzHZVVR3ZiSBsMxDgQtvU97\/M\/GM2zVvDXiCpUN61o+oQVAAzTy1ZUVFPo0gI5o1+1gB3zVMnk3pp8DjM5wLPpkd+u+sQWbOnBj7RDUlWGdgVIUqzDuA2xKgqSAQGGZjTPCniWzXW1BoepSQMvMkgqyAOvqGRWAZ1I9CB3zULVeSGR4pUeKWNmjkjkVkkjdCVdHRgCrgggg9xtmOJjKlon8CxfnX0XTqMfDMWmVYKtU1LrRLBGE5kZqjqzn60jnmJLMSSWJJ75W\/LM+dKF5IeDo40Z5JNNkREQFnd2TT1VVUd2YkgAD55Bcnh\/rykq2iauCDsQdNuA7\/zWRg9DTbS\/8ay+v5s1rGfSzA8bvHIjRyRsyOjqVdHUlWR1YbqwIIIPptnzyZYGMYwDaPDT8Lf+Dv8A1kWd\/wAUf8V\/0\/8Ays6Hhp+Fv\/B3\/rIs7\/ij\/iv+n\/5WfQLb9mKv8T+qBaX2L8\/odLQdY1CKukcFXqRKX5X6Mr77uxb3kOx2JI\/izvfSDVf3D\/8At7H6WfvhTiKpXqRRSuyupk3AR2HvSMw7gbehGZT6X0f21v5qT+zOjs10vRaedouHgj4d6n4dF4dddOBOGN1ePBio9f1UsAaWwJAJ6E\/YE9z9bNj4l\/A7X7xL\/snOj9L6P7a381J\/ZnT1rienLWnjSRi7xOqgxuNyVIHcjtnWhe2tC3rRneqs5QeN6UNHiXDHXPyNikkn4sn48Mv1if8Afh\/sLmT1fiWvVlMUgk5gFb3VBGzDcdywzW+B9brVYpVmcqzSBgAjN25QPVR88xPGF6KxaaWIlkKINyCvcDY9j3zh0+0Ksdi0Vbzg6qeHF4bSbk9VnPQ1d9u01h6m3\/Tan8p\/5C\/p5n6FlZo0lTflkUMvN2Ox+YB9chjJC0HianFWgjkkYOkaqwEbnYj7QO+WOzna+pc1pRvZ04RUcpvEdcrm30ySo3Db8TRqtf8Avkv8OH9fkicT\/gdn95f+jI4oyB9Qjde6tcVlPp2aYEdvyHJH4n\/A7P7y\/wDRmrsq07G9a\/e\/lkYoerIiQ5xnJzjPmJSOQN8kTw48Mpr6e3XnlpaWksUbzJEstmd5FEqRVYHdQS0e7CaQrEACd22IzePCLwlpho21jq2Lk0aTV9KpRm3Yjhl3EVixXgLSnm3V16irX5djI5DcotF4deHoStvf+66MZopI69jXLDLyR1xGpkp6dItSkrGWwGpxNLDsVG5UIkeGzKRHNFpdOiXTuG9PsRA1asX3OqDSbeoTWHUMmq61qGmasvR5oWVkMjdJgzbpsfd33hjw+axG83EC6WQeV72m6bAq0rU8HI6zaxNIWlvOnTicVy3RRhuRKQHzeLXCNCRaidGSGOk8b14Klq3Srq0TK0fUrU5o4bCAqvuyKw7bbbds\/cWieze0PTLM1iRpZK9y1bnqM0jM0ywrI7iiH5j+toUHf72dzvDJnBWDibVvb45b98tDFxEs2q6i0ZbqUOENGaJdL0slJgYW1Bi4PIQXezD223BycF2e3XjknGoXKsukw2rS0J4b\/D1aE26aTUK2n6dE3sT068rxc0bGdlgsSDmYRPmycYcD1mmcwRNSZUqw6hUq12j1GpSqTQSUJ9LNNT7Zp6zqY2liUMkcgJKvXCiNdbtpYvy6fJOdOtwVp5V1uSbSJ7k8ULm9Ndjt1GgsVXjQWE6sDyrLBFsYndNjIwb5ovGy0bBuW7KtFYs0tL1SSRY1brxwzx19ckkrs0QZh7BUsDsocwzKelJEZJkyDdM1yxqdCrYvadTmqmIQSWepHPTmgjaGvaSY0wE6fJODLuI+kI45FQNp6od94L1XoW30lzL0WR7GjSTyx2HarXEMV3TZbEcsnVtUppFXdmLNHLESWKsxqXNLPiXvLVvV+6zbK9GKOWadE5ZJ+TrFSwWRowVWRo9+Tq8pCl9uYqkYJIRQvYGM5yi2XToalYrU4bN2bkhjihexalCgExwRbl3IG7lY4wBv37ADKKeLfizqOvSyRdWWvpnULQ0FlkZSvNur2Wdy08vodieVT9UD4zb5q\/F2slSfQdNnWa1OelqE0TBo60IP32qJFOzWGK8jqN+VedTsx2FTc6FrSwt5+4o3FTLwhjGMtlUYxjAGMYwBjGMAYxjAGMYwBjGMAYxjAGMYwDkZa\/yuanLS4E4puQcnWrTXp4uoiyR88em1mXnjcFXXceh7HKoDLj+AnAeqxcBcQU5acsNzVVvvSqzDoTSrJQhhhJWXl6fO6MF5tu2x9DvmupwKt21ua9UR3wV5ibsyajR1k0o6lvStRgimrURDJHberJ7OD7MPeR39w7r2LqdwAcr3mX4r4a1DSrHsuo1J6VjkEginQozRsWVZE37PGSjDmG43U\/LMbUrySyJFEjyyyuscccal5JJHIVERFG7uzEAAdySMmklwN0IRjrHmWT8wH\/V9wX\/k1\/8AcZMjDwO8TE4Ze9Yj0uC9qFiFIqFmVyGoybuGKpyMZFfnQkKUJ6QG+zHaevGrw71m3wPwzRrUJp7unLVa5UjCtYiHsUiN9733dlcqpVdyCfTsdtd8pfDqSaFxDc06KB+Ka7SwUTOsTS1Aa6mBoUn3WF3lM685A7xgHsDvrTW77ypGce6edfE+fV8zPeVscRTVOJTriak9GzQkeI6ms4SWeSOfrdAWPVGRve5By9lytHhNYpQ67pEuo8vsUeo1Hsl9umsazKS0m\/YxA7FgfxQ2Wj8tvDvEMNvXI+IbDi\/qGmslWte1KOzdcBnD2PZxM8iV1aVBz7Ae92yBdA8IZn4lg4avXakVieCwxlpzJbSCwtSxNDBMRsBJzxJzJ68r9u5GxPVkqco708tcFw8uRNvjlwjxpU1iXiTQtQtahSZksxV6tmSQ14ljXeH2Hm6dqoQvbpBiQ3dQe5rH4kcRHV9Vvak1daj3JjNJXRmdY5SqiXZmAPdwzdx25iMn\/wAENH8QOHtYq6caV2TSjZSO0kp62mR1jIBNZrWSeWAhCzjkIJIAKk9sjLx8rxatxlqUWhQm4bNmOOKOmnUFi0teMW3iWMe8DMszFvTs7b7d8zDiZoPEsaPC0a6e0sN4z+Fl\/ieThCOswr1a2nM1y8T+Dq0dAoI0BDSWGCNyqO3ukkgDId8cPFvXKlqTh6jYv6XS0gmkC1hzqVwxdvard0HqHqD31VCF5XX17bSx5pNL4jr1+GLekRXZBo0LT2xU55I4bFaOn05bEMZ3kjCx2BzEEBTICQGO+H8S+D4PEPR63EuhLGuswRCvfo86gytGu7V2ZtgJ033jdtg8bqCRsNoRfDPA0UZJKLlhrX3PPPzKl2Z3kd5JHaSSRmd5HYs7u5LM7sx3ZiSSSe53z55k+JtAu6ZZenfrS1LMYVnhmXkdVdQyHb5FSDvmMzedPIxjGAbR4afhb\/wd\/wCsizbOJNBW70uaRo+lz7cqht+fl+Z7fV\/15Hmgaq9OUyoqsShTZ99tiVbfsfX3RmbPHNn9qg\/M\/wClnv8AYW2dm0tmu0vcvMm2kpcNGtVjmi1SqQUN2RkPoHH+6X\/m1\/Sx9A4\/3S\/82v6WY76c2f2qD80n6WPpzZ\/aoPzSfpZZ9K7Lfhy+FT\/kS3qHT8zI\/QOP90v\/ADa\/pY+gcf7pf+bX9LMd9ObP7VB+aT9LH05s\/tUH5n\/Sx6V2W\/Dl\/qf8hvUOn5n31HgZ1XeCXqMPVHATm\/yW323\/AC\/nzVLdWSFikqMjD8Vhsfyj5j7Rm1R8dybDmrxk\/Eq7KPzEHb8+fDUOLUsLyTUo5F+G8h3H2qwXdT+TOTtSjsKtHetKrpy6OM3F\/JtfFr2GuapP1Xg1YZs3C\/DKXIDK0zIRIybBQR2Cnfcn\/vZrkzKWJRSq79lLcxA+XNsN\/wA2Z3h3idqcRiEKyAuz8xcr6hRtsFP7H\/XnG2JKyjc\/+9rTw\/8AFx5err+tTXT3d7xcDYaXBccUscosOTG6OAUUA8jBtid\/szNcT\/gdr95f+jNSk47n392CID5Eux\/OCP6M61\/jGeaKSJooQsiFCRz7gEbbjdvXPdR29sS1tqtG03o78ZLhPV4aXrMtd7Timo8zWjnGcnOM+WFE9AfDPRTQ0mnHpcS12enUmu26sSSQ1J7FaPrmNJTvqWq8rF3mtFkgTsq9+g8scNqVriMxTxdN5EBsTe0SzbMS1gylizLI5dl5+VuUruqfVWh\/DfmW4i0+tDVrR6WsNeGKvEDTb3YoV5Y0HLMAAPebsBuzux7sScn\/AHWXFX7HS\/8Aycn\/AK+RwSyXvxlEP7rLir9jpX\/k5P8A18f3WXFX7HS\/\/Jyf+vmN0ZLtcSaXFZEPNIYLMbsadhApeOUxs0iBWHLNC8aOHibs6BvQgMIhtcPQ6f7NdM0tWLTbllpFtS1paekwL92IXWnHahDRVGEsj1zFzE+7HKeSBFFdV8z\/ABN1JJG+57888dhFerIVgljiWH\/o4628asqnmG+xMsn7I5irnmA4glnewzVQ0leWuY1jmWDaa5JfMvR6\/KbCzuGVyCVESKO3MGzgZJ0q8Oy34pJLLahquqaDXMssKP7DYXVlrK1aOuVsMaiSVoYI5IVhKSu7yB32Abo9baSKGpYqxWHsQPpoh2eGlqEEQq0WZYXkWvp8witU5lV3Xoz8qkx6az5Cek+OmsVZTNFDp\/U3HTdobBeKFZRNHUSUWBI1KOQApA7NGgJVQqkgm8ctVKlDT0kIVmjdI6bwxyQ2ZTNZryRQTKj15Xbd4yOVzuWBLMTnBjJdThHX49RqpYVWhk55a9itJsJat2uzR2qkg+MkciOO31gAw7EZqPmJ4gtUNCsewiU3LjexQSQsEaAtDLYmkDlgyv7PBMF5N2LyRAdyMqpofjnr1O1LbikrGWxBBDYEkLNHYNaOOKGxMnOOe0Ej2Mv1mDnm32XlyOpeYviKxsJDR6YSRGhWsRG5do2SVgZC3ViaIMjAjlLE9zttTVq1PPItu4ThjmRCTnGdjUrZnmmnKRxmaWSUxwoI4kMjlykUY7JGN9go9AAM6+XSmMYxgDGMYAxjGAMYxgDGMYAxjGAMYxgDGMYAxjGAM7b6lYYgtPMSNgCZZCQB6AEn0zqYwD7WrUkp5pZHkYAKGkdnYKPRQWJO3f0z5xSMjKykqykMrKSGVgdwykdwQfjn5xgHdfVrRbmNmwW\/ZGaQt+ctvnGl6nZqydWrYnrS8pXqQSyQycp2JXnjYNsSB2+zOnjBjB3E1OyJjZFicWCWJnEsgmJZSrEyhuc7qSD39DnWWRgQwJDA8wYE8wYHfm39d9\/jn4xgyZuxxdq0kRgk1TUXgYcphe7ZaIr6cpjaTlI+zbMXStywSLLDJJDKm5SSJ2jkUkEHldCCvYkdvnnwxgxhGQm1u4+5e3ackEEtYlbcHsQd27g5+dM1e3VDitasVxJy9QQTSQiTl35ecRsOfbmbbf03OdHGBhH1tWJJXMkrvI7fWeRi7tsABuzHc9gB\/FnyxjBkYxjAGMYwBjGMAYxjAGMYwBjGMAYxjAGMYwBjGMAYxjAGMYwBjGMAYxjAGMYwBjGMAYxjAGMYwBjGMAYxjAGMYwBjGMAYxjAGMYwBjGMAYxjAGMYwBjGMAYxjAGMYwBjGMAYxjAGMYwBjGMAYxjAGMYwBjGMAYxjAGMYwBjGMAYxjAGMYwBjGMAYxjAGMYwBjGMAYxjAGMYwBjGMAYxjAGMYwBjGMAYxjAGMYwBjGMAYxjAGMYwBjGMAYxjAGMYwBjGMAYxjAGMYwBjGMAYxjAGMYwBjGMAYxjAGMYwBjGMAYxjAGMYwBjGMAYxjAGMYwBjGMAYxjAGMYwBjGMAYxjAGMYwBjGMAYxjAGMYwBjGMAYxjAGMYwBjGMAYxjAGMYwBjGMAYxjAGMYwBjGMAYxjAGMYwBjGMAYxjAGMYwD\/\/Z\" width=\"305px\" alt=\"rule based chatbot python\" \/><\/p>\n<p><p>Read more about <a href=\"https:\/\/www.metadialog.com\/\">https:\/\/www.metadialog.com\/<\/a> here.<\/p>\n<\/p>\n<p><img decoding=\"async\" class='aligncenter' style='margin-left:auto;margin-right:auto' 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width=\"301px\" alt=\"rule based chatbot python\" \/><\/p>\n<div>\n<div>\n<h2>What is simple rule-based chatbot in Python?<\/h2>\n<\/div>\n<div>\n<div>\n<p>The simplest form of Rule-based Chatbots have one-to-one tables of inputs and their responses. These bots are extremely limited and can only respond to queries if they are an exact match with the inputs defined in their database.<\/p>\n<\/div><\/div>\n<\/div>\n","protected":false},"excerpt":{"rendered":"<p>Building your own Rule-Based Conversational Chatbot NVR Research It&#8217;s always a good choice to know the pricing plan of a chatbot and the level of support it offers. The price should meet your budget without affecting other business aspects. The business owner needs to identify the main features of the Chatbot. Is Siri rule-based? Apple [&hellip;]<\/p>\n","protected":false},"author":2,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1],"tags":[],"class_list":["post-173","post","type-post","status-publish","format-standard","hentry","category-senza-categoria"],"_links":{"self":[{"href":"https:\/\/coding.vico.scuola.org\/arte-2e-2324\/index.php?rest_route=\/wp\/v2\/posts\/173","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/coding.vico.scuola.org\/arte-2e-2324\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/coding.vico.scuola.org\/arte-2e-2324\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/coding.vico.scuola.org\/arte-2e-2324\/index.php?rest_route=\/wp\/v2\/users\/2"}],"replies":[{"embeddable":true,"href":"https:\/\/coding.vico.scuola.org\/arte-2e-2324\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=173"}],"version-history":[{"count":1,"href":"https:\/\/coding.vico.scuola.org\/arte-2e-2324\/index.php?rest_route=\/wp\/v2\/posts\/173\/revisions"}],"predecessor-version":[{"id":174,"href":"https:\/\/coding.vico.scuola.org\/arte-2e-2324\/index.php?rest_route=\/wp\/v2\/posts\/173\/revisions\/174"}],"wp:attachment":[{"href":"https:\/\/coding.vico.scuola.org\/arte-2e-2324\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=173"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/coding.vico.scuola.org\/arte-2e-2324\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=173"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/coding.vico.scuola.org\/arte-2e-2324\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=173"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}