{"id":4942,"date":"2021-08-23T06:33:48","date_gmt":"2021-08-23T06:33:48","guid":{"rendered":"https:\/\/www.aiproblog.com\/index.php\/2021\/08\/23\/dsc-weekly-digest-17-august-2021\/"},"modified":"2021-08-23T06:33:48","modified_gmt":"2021-08-23T06:33:48","slug":"dsc-weekly-digest-17-august-2021","status":"publish","type":"post","link":"https:\/\/www.aiproblog.com\/index.php\/2021\/08\/23\/dsc-weekly-digest-17-august-2021\/","title":{"rendered":"DSC Weekly Digest 17 August 2021"},"content":{"rendered":"<p>Author: Kurt A Cagle<\/p>\n<div>\n<div class=\"dsc_primaryImage\"><span style=\"font-family: arial, helvetica, sans-serif;\"><a href=\"https:\/\/www.datasciencecentral.com\/profiles\/blog\/list?tag=dsc_newsletter\" target=\"_blank\" rel=\"noopener\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/multimedia.getresponse360.com\/datascience-B\/photos\/29a3ba25-370c-471b-a969-a0d43e9fd801.jpg\" alt=\"Asking the Right Questions\" title=\"Asking the Right Questions\" width=\"720\" height=\"413\" style=\"vertical-align: baseline;\"><\/a><\/span><\/div>\n<p><\/p>\n<table style=\"width: 626px;\">\n<tbody>\n<tr>\n<td>\n<hr>\n<div><span style=\"font-family: arial, helvetica, sans-serif;\"><strong><span style=\"font-size: 1.5em;\">Announcements<\/span><\/strong><\/span><\/div>\n<ul>\n<li>The secret to successful voice technology is inclusiveness. The more people your model can understand, the more likely you are to acquire and retain customers. Test how well your speech recognition understands nonnative English speakers with our this free 9-hour dataset, valued at $1350, from DefinedCrowd. Get your free dataset <a href=\"http:\/\/pubads.g.doubleclick.net\/gampad\/clk?id=5761992128&amp;iu=\/2672641\/ClickTracking\">here<\/a>\n<\/li>\n<\/ul>\n<hr>\n<div class=\"dsc_section\" style=\"width: 620px;\">\n<div class=\"dsc_editorialRegion\" style=\"width: 620px;\">\n<div class=\"dsc_editorialBlock\" style=\"width: 620px;\">\n<h2 class=\"dsc_subtitle\">Asking the Right Questions<\/h2>\n<\/div>\n<div class=\"dsc_editorial\" style=\"text-align: justify;\">\n<p>As data systems become more complex (and far-reaching), so too does the way that we build applications. On the one hand, enterprise data no longer just means the databases that a company owns, but increasingly refers to broad models where data is shared among multiple departments, is defined by subject matter experts, and is referenced not only by software programs but complex machine learning models.<\/p>\n<p>The day where a software developer could arbitrarily create their own model to do one task very specifically seems to be slipping away in favor of standardized models that then need to be transformed into a final form before use. Extract, transform, load (ETL) has now given way to extract, load, transform (ELT). There&#8217;s even been a shift in best practices in the last couple of decades, with the idea that you want to move core data around as little as possible and rely instead upon increasingly sophisticated queries and transformation pipelines.<\/p>\n<p>At the same time, the notion is growing that the database, in whatever incarnation it takes, is always somewhat local to the application domain. The edge is gaining in intelligence and memory, indeed, most databases are moving towards in-memory stores, and caching is evolving right along with them.<\/p>\n<p>The future increasingly is about the query. For areas like machine learning, the query ultimately comes down to making models so that they are not only explainable, but tunable as well. The query response is becoming less and less about single the answer, and more about creating whole simulations.<\/p>\n<p>At the same time, the hottest databases are increasingly graph databases that allow for inferencing, the surfacing of knowledge through the subtle interplay of known facts. Bayesian analysis (in various forms and flavors) has become a powerful tool for predicting the most likely scenarios, with queries here having to straddle the line between utility and meaningfulness. What happens when you combine the two? I expect this will be one of the hottest areas of development in the coming years.<\/p>\n<p>SQL won&#8217;t be going away &#8211; the tabular data paradigm is still one of the easiest ways to aggregate data &#8211; but the world is more than just tables. A machine learning model, at the end of the day, is simply an index, albeit one where the keys are often complex objects, and the results are as well. A knowledge graph takes advantage of robust interconnections between the various things in the world and is able to harness that complexity, rather than get bogged down by it.<\/p>\n<p>It is this that makes data science so interesting. For so long, we&#8217;ve been focused primarily on getting the right answers. Yet in the future, it&#8217;s likely that the real value of the evolution of data science is learning how to ask the right questions.<\/p>\n<p dir=\"ltr\">In media res,<\/p>\n<p><strong><a href=\"mailto:kcagle@techtarget.com\">Kurt Cagle<\/a><\/strong><br \/> Community Editor,<br \/><a href=\"http:\/\/datasciencecentral.com\/\">Data Science Central<\/a><\/p>\n<p dir=\"ltr\"><i>To subscribe to the DSC Newsletter, go to <a href=\"https:\/\/datasciencecentral.com\/\">Data Science Central<\/a> and\u00a0become a member today. It&#8217;s free!\u00a0<\/i><\/p>\n<\/div>\n<\/div>\n<div class=\"dsc_section\">\n<hr>\n<div class=\"dsc_sectionBody\">\n<h2 class=\"dsc_subtitle\"><span style=\"font-family: arial, helvetica, sans-serif;\">Data Science Central Editorial Calendar<\/span><\/h2>\n<p>DSC is looking for editorial content specifically in these areas for July, with these topics having higher priority than other incoming articles.<\/p>\n<ul>\n<li>MLOps and DataOps<\/li>\n<li>Machine Learning and IoT<\/li>\n<li>Data Modeling and Graphs<\/li>\n<li>AI-Enabled Hardware (GPUs and similar tools)<\/li>\n<li>Javascript and AI<\/li>\n<li>GANs and Simulations<\/li>\n<li>ML in Weather Forecasting<\/li>\n<li>UI, UX and AI<\/li>\n<li>Jupyter Notebooks<\/li>\n<li>No-Code Development<\/li>\n<li>Metaverse<\/li>\n<\/ul>\n<\/div>\n<hr>\n<div class=\"dsc_section\">\n<h2 class=\"dsc_subtitle\">DSC Featured Articles<\/h2>\n<ul>\n<li>\n<div>\u00a0<a href=\"http:\/\/www.datasciencecentral.com\/xn\/detail\/6448529:BlogPost:1064040?uid=1&amp;utm_source=DSC&amp;utm_medium=web&amp;utm_campaign=newsletter2021-08-16\" class=\"article-link\">Growing Role Of AI Chatbots In Healthcare Sector<\/a>\n<\/div>\n<div class=\"dsc_byline\">\u00a0\u00a0\u00a0\u00a0\u00a0<a href=\"https:\/\/www.datasciencecentral.com\/profile\/AlbertSmith\">Albert Smith<\/a>\u00a0on 17 Aug 2021<\/div>\n<\/li>\n<li>\n<div>\u00a0<a href=\"http:\/\/www.datasciencecentral.com\/xn\/detail\/6448529:BlogPost:1064104?uid=1&amp;utm_source=DSC&amp;utm_medium=web&amp;utm_campaign=newsletter2021-08-16\" class=\"article-link\">The Benefits of Remote Work for Knowledge Workers in 2022<\/a>\n<\/div>\n<div class=\"dsc_byline\">\u00a0\u00a0\u00a0\u00a0\u00a0<a href=\"https:\/\/www.datasciencecentral.com\/profile\/MichaelKevinSpencer\">Michael Kevin Spencer<\/a>\u00a0on 16 Aug 2021<\/div>\n<\/li>\n<li>\n<div>\u00a0<a href=\"http:\/\/www.datasciencecentral.com\/xn\/detail\/6448529:BlogPost:1063830?uid=1&amp;utm_source=DSC&amp;utm_medium=web&amp;utm_campaign=newsletter2021-08-16\" class=\"article-link\">The Growing Importance of Data and AI Literacy \u2013 Part 1<\/a>\n<\/div>\n<div class=\"dsc_byline\">\u00a0\u00a0\u00a0\u00a0\u00a0<a href=\"https:\/\/www.datasciencecentral.com\/profile\/BillSchmarzo\">Bill Schmarzo<\/a>\u00a0on 16 Aug 2021<\/div>\n<\/li>\n<li>\n<div>\u00a0<a href=\"http:\/\/www.datasciencecentral.com\/xn\/detail\/6448529:BlogPost:1063668?uid=1&amp;utm_source=DSC&amp;utm_medium=web&amp;utm_campaign=newsletter2021-08-16\" class=\"article-link\">Has Working at Home Actually Led to Longer Hours?<\/a>\n<\/div>\n<div class=\"dsc_byline\">\u00a0\u00a0\u00a0\u00a0\u00a0<a href=\"https:\/\/www.datasciencecentral.com\/profile\/EmilyHenry\">Emily Henry<\/a>\u00a0on 16 Aug 2021<\/div>\n<\/li>\n<li>\n<div>\u00a0<a href=\"http:\/\/www.datasciencecentral.com\/xn\/detail\/6448529:BlogPost:1063820?uid=1&amp;utm_source=DSC&amp;utm_medium=web&amp;utm_campaign=newsletter2021-08-16\" class=\"article-link\">The Most Costly Big Data Mistakes You Should Avoid<\/a>\n<\/div>\n<div class=\"dsc_byline\">\u00a0\u00a0\u00a0\u00a0\u00a0<a href=\"https:\/\/www.datasciencecentral.com\/profile\/E939\">Elice Max<\/a>\u00a0on 16 Aug 2021<\/div>\n<\/li>\n<li>\n<div>\u00a0<a href=\"http:\/\/www.datasciencecentral.com\/xn\/detail\/6448529:BlogPost:1063824?uid=1&amp;utm_source=DSC&amp;utm_medium=web&amp;utm_campaign=newsletter2021-08-16\" class=\"article-link\">Understanding The Role of Artificial Intelligence in the Banking Sector<\/a>\n<\/div>\n<div class=\"dsc_byline\">\u00a0\u00a0\u00a0\u00a0\u00a0<a href=\"https:\/\/www.datasciencecentral.com\/profile\/RBKavya\">R B Kavya<\/a>\u00a0on 16 Aug 2021<\/div>\n<\/li>\n<li>\n<div>\u00a0<a href=\"http:\/\/www.datasciencecentral.com\/xn\/detail\/6448529:BlogPost:1063771?uid=1&amp;utm_source=DSC&amp;utm_medium=web&amp;utm_campaign=newsletter2021-08-16\" class=\"article-link\">How Can SEO Testing Increase Traffic and Profits?<\/a>\n<\/div>\n<div class=\"dsc_byline\">\u00a0\u00a0\u00a0\u00a0\u00a0<a href=\"https:\/\/www.datasciencecentral.com\/profile\/YuriFilatov\">Yuri Filatov<\/a>\u00a0on 16 Aug 2021<\/div>\n<\/li>\n<li>\n<div>\u00a0<a href=\"http:\/\/www.datasciencecentral.com\/xn\/detail\/6448529:BlogPost:1063765?uid=1&amp;utm_source=DSC&amp;utm_medium=web&amp;utm_campaign=newsletter2021-08-16\" class=\"article-link\">Machine learning with H2O in R \/ Python<\/a>\n<\/div>\n<div class=\"dsc_byline\">\u00a0\u00a0\u00a0\u00a0\u00a0<a href=\"https:\/\/www.datasciencecentral.com\/profile\/SandipanDey\">Sandipan Dey<\/a>\u00a0on 16 Aug 2021<\/div>\n<\/li>\n<li>\n<div>\u00a0<a href=\"http:\/\/www.datasciencecentral.com\/xn\/detail\/6448529:BlogPost:1063753?uid=1&amp;utm_source=DSC&amp;utm_medium=web&amp;utm_campaign=newsletter2021-08-16\" class=\"article-link\">Top Reasons to Use Python Language for Web Application Development<\/a>\n<\/div>\n<div class=\"dsc_byline\">\u00a0\u00a0\u00a0\u00a0\u00a0<a href=\"https:\/\/www.datasciencecentral.com\/profile\/MahipalsinhRana\">INEXTURE Solutions LLP<\/a>\u00a0on 16 Aug 2021<\/div>\n<\/li>\n<li>\n<div>\u00a0<a href=\"http:\/\/www.datasciencecentral.com\/xn\/detail\/6448529:BlogPost:1063812?uid=1&amp;utm_source=DSC&amp;utm_medium=web&amp;utm_campaign=newsletter2021-08-16\" class=\"article-link\">Digital Transformation Through IoT<\/a>\n<\/div>\n<div class=\"dsc_byline\">\u00a0\u00a0\u00a0\u00a0\u00a0<a href=\"https:\/\/www.datasciencecentral.com\/profile\/BhupinderKour\">Bhupinder Kour<\/a>\u00a0on 16 Aug 2021<\/div>\n<\/li>\n<li>\n<div>\u00a0<a href=\"http:\/\/www.datasciencecentral.com\/xn\/detail\/6448529:BlogPost:1063578?uid=1&amp;utm_source=DSC&amp;utm_medium=web&amp;utm_campaign=newsletter2021-08-16\" class=\"article-link\">Understanding Probabilistic Programming<\/a>\n<\/div>\n<div class=\"dsc_byline\">\u00a0\u00a0\u00a0\u00a0\u00a0<a href=\"https:\/\/www.datasciencecentral.com\/profile\/ajitjaokar\">ajit jaokar<\/a>\u00a0on 15 Aug 2021<\/div>\n<\/li>\n<li>\n<div>\u00a0<a href=\"http:\/\/www.datasciencecentral.com\/xn\/detail\/6448529:BlogPost:1063762?uid=1&amp;utm_source=DSC&amp;utm_medium=web&amp;utm_campaign=newsletter2021-08-16\" class=\"article-link\">How to Use AI for Intelligent Inventory Management<\/a>\n<\/div>\n<div class=\"dsc_byline\">\u00a0\u00a0\u00a0\u00a0\u00a0<a href=\"https:\/\/www.datasciencecentral.com\/profile\/MayaKirianova\">Maya Kirianova<\/a>\u00a0on 15 Aug 2021<\/div>\n<\/li>\n<li>\n<div>\u00a0<a href=\"http:\/\/www.datasciencecentral.com\/xn\/detail\/6448529:BlogPost:1063623?uid=1&amp;utm_source=DSC&amp;utm_medium=web&amp;utm_campaign=newsletter2021-08-16\" class=\"article-link\">Synthetic Image Generation using GANs<\/a>\n<\/div>\n<div class=\"dsc_byline\">\u00a0\u00a0\u00a0\u00a0\u00a0<a href=\"https:\/\/www.datasciencecentral.com\/profile\/OGEMARQUES\">OGE MARQUES<\/a>\u00a0on 13 Aug 2021<\/div>\n<\/li>\n<li>\n<div>\u00a0<a href=\"http:\/\/www.datasciencecentral.com\/xn\/detail\/6448529:BlogPost:1063443?uid=1&amp;utm_source=DSC&amp;utm_medium=web&amp;utm_campaign=newsletter2021-08-16\" class=\"article-link\">No Code AI, No Kidding Aye \u2013 Part II<\/a>\n<\/div>\n<div class=\"dsc_byline\">\u00a0\u00a0\u00a0\u00a0\u00a0<a href=\"https:\/\/www.datasciencecentral.com\/profile\/MonjimaNandi\">Monjima Nandi<\/a>\u00a0on 13 Aug 2021<\/div>\n<\/li>\n<li>\n<div>\n<span style=\"font-size: 10pt;\">\u00a0<\/span><a href=\"http:\/\/www.datasciencecentral.com\/xn\/detail\/6448529:BlogPost:1063280?uid=1&amp;utm_source=DSC&amp;utm_medium=web&amp;utm_campaign=newsletter2021-08-16\" class=\"article-link\" style=\"font-size: 10pt;\">How to Digitally Transform a company from scratch?<br \/><\/a> \u00a0 \u00a0 \u00a0<a href=\"https:\/\/www.datasciencecentral.com\/profile\/JamesWilson\">James Wilson<\/a>\u00a0on 12 Aug 2021<\/div>\n<\/li>\n<li>\n<div>\u00a0<a href=\"http:\/\/www.datasciencecentral.com\/xn\/detail\/6448529:BlogPost:1063421?uid=1&amp;utm_source=DSC&amp;utm_medium=web&amp;utm_campaign=newsletter2021-08-16\" class=\"article-link\">Become a certified data scientist with these data science certifications<\/a>\n<\/div>\n<div class=\"dsc_byline\">\u00a0\u00a0\u00a0\u00a0\u00a0<a href=\"https:\/\/www.datasciencecentral.com\/profile\/AileenScott\">Aileen Scott<\/a>\u00a0on 12 Aug 2021<\/div>\n<\/li>\n<li>\n<div>\u00a0<a href=\"http:\/\/www.datasciencecentral.com\/xn\/detail\/6448529:BlogPost:1063272?uid=1&amp;utm_source=DSC&amp;utm_medium=web&amp;utm_campaign=newsletter2021-08-16\" class=\"article-link\">Instant Grocery Delivery Is Following a Data-Driven Path to Survive (Part 1)<\/a>\n<\/div>\n<div class=\"dsc_byline\">\u00a0\u00a0\u00a0\u00a0\u00a0<a href=\"https:\/\/www.datasciencecentral.com\/profile\/FlorianGruening\">Florian Gr\u00fcning<\/a>\u00a0on 12 Aug 2021<\/div>\n<\/li>\n<li>\n<div>\u00a0<a href=\"http:\/\/www.datasciencecentral.com\/xn\/detail\/6448529:BlogPost:1063419?uid=1&amp;utm_source=DSC&amp;utm_medium=web&amp;utm_campaign=newsletter2021-08-16\" class=\"article-link\">1\u200b0 Ways to Scale Customer Engagement with Facebook Chatbots in 2021<\/a>\n<\/div>\n<div class=\"dsc_byline\">\u00a0\u00a0\u00a0\u00a0\u00a0<a href=\"https:\/\/www.datasciencecentral.com\/profile\/MihirContractor\">Mihir Contractor<\/a>\u00a0on 12 Aug 2021<\/div>\n<\/li>\n<li>\n<div>\u00a0<a href=\"http:\/\/www.datasciencecentral.com\/xn\/detail\/6448529:BlogPost:1063179?uid=1&amp;utm_source=DSC&amp;utm_medium=web&amp;utm_campaign=newsletter2021-08-16\" class=\"article-link\">5 Ways To Power-Up Your Data Science Use in Small Business<\/a>\n<\/div>\n<div class=\"dsc_byline\">\u00a0\u00a0\u00a0\u00a0\u00a0<a href=\"https:\/\/www.datasciencecentral.com\/profile\/2h1d1s3y8zlyy\">akash<\/a>\u00a0on 12 Aug 2021<\/div>\n<\/li>\n<li>\n<div>\u00a0<a href=\"http:\/\/www.datasciencecentral.com\/xn\/detail\/6448529:BlogPost:1063378?uid=1&amp;utm_source=DSC&amp;utm_medium=web&amp;utm_campaign=newsletter2021-08-16\" class=\"article-link\">Three Steps to Addressing Bias in Machine Learning<\/a>\n<\/div>\n<div class=\"dsc_byline\">\u00a0\u00a0\u00a0\u00a0\u00a0<a href=\"https:\/\/www.datasciencecentral.com\/profile\/VamshiAmbati\">Vamshi Ambati<\/a>\u00a0on 11 Aug 2021<\/div>\n<\/li>\n<li>\n<div>\u00a0<a href=\"http:\/\/www.datasciencecentral.com\/xn\/detail\/6448529:BlogPost:1062676?uid=1&amp;utm_source=DSC&amp;utm_medium=web&amp;utm_campaign=newsletter2021-08-16\" class=\"article-link\">Data Ingestion Best Practices<\/a>\n<\/div>\n<div class=\"dsc_byline\">\u00a0\u00a0\u00a0\u00a0\u00a0<a href=\"https:\/\/www.datasciencecentral.com\/profile\/Indhu\">Indhu<\/a>\u00a0on 11 Aug 2021<\/div>\n<\/li>\n<li>\n<div>\u00a0<a href=\"http:\/\/www.datasciencecentral.com\/xn\/detail\/6448529:BlogPost:1063438?uid=1&amp;utm_source=DSC&amp;utm_medium=web&amp;utm_campaign=newsletter2021-08-16\" class=\"article-link\">DSC Weekly Digest 10 August 2021<\/a>\n<\/div>\n<div class=\"dsc_byline\">\u00a0\u00a0\u00a0\u00a0\u00a0<a href=\"https:\/\/www.datasciencecentral.com\/profile\/KurtCagle\">Kurt A Cagle<\/a>\u00a0on 10 Aug 2021<\/div>\n<\/li>\n<\/ul>\n<\/div>\n<hr>\n<div class=\"dsc_section\">\n<h2 class=\"dsc_subtitle\">TechTarget Articles<\/h2>\n<ul>\n<li>\u00a0<a href=\"https:\/\/searchunifiedcommunications.techtarget.com\/tip\/Popular-video-conferencing-APIs-to-weigh-for-app-integration?uid=1&amp;utm_source=DSC&amp;utm_medium=web&amp;utm_campaign=newsletter_ttgt2021-08-16\" class=\"article-link\">Popular video conferencing APIs to weigh for app integration<\/a>\n<\/li>\n<li>\u00a0<a href=\"https:\/\/searchbusinessanalytics.techtarget.com\/news\/252505304\/Augmented-analytics-capabilities-mark-the-new-era-of-BI?uid=1&amp;utm_source=DSC&amp;utm_medium=web&amp;utm_campaign=newsletter_ttgt2021-08-16\" class=\"article-link\">Augmented analytics capabilities mark the new era of BI<\/a>\n<\/li>\n<li>\u00a0<a href=\"https:\/\/searchcio.techtarget.com\/news\/252505300\/Apples-fight-against-child-abuse-prompts-data-privacy-concerns?uid=1&amp;utm_source=DSC&amp;utm_medium=web&amp;utm_campaign=newsletter_ttgt2021-08-16\" class=\"article-link\">Apple&#8217;s fight against child abuse prompts data privacy concerns<\/a>\n<\/li>\n<li>\u00a0<a href=\"https:\/\/searchbusinessanalytics.techtarget.com\/feature\/Data-science-vs-machine-learning-vs-AI-How-they-work-together?uid=1&amp;utm_source=DSC&amp;utm_medium=web&amp;utm_campaign=newsletter_ttgt2021-08-16\" class=\"article-link\">Data science vs. machine learning vs. AI: How they work together<\/a>\n<\/li>\n<li>\u00a0<a href=\"https:\/\/searchenterpriseai.techtarget.com\/feature\/Why-transparency-in-AI-matters-for-businesses?uid=1&amp;utm_source=DSC&amp;utm_medium=web&amp;utm_campaign=newsletter_ttgt2021-08-16\" class=\"article-link\">Why transparency in AI matters for businesses<\/a>\n<\/li>\n<li>\u00a0<a href=\"https:\/\/searchbusinessanalytics.techtarget.com\/feature\/MicroStrategy-analytics-platform-helps-Medibank-add-value?uid=1&amp;utm_source=DSC&amp;utm_medium=web&amp;utm_campaign=newsletter_ttgt2021-08-16\" class=\"article-link\">MicroStrategy analytics platform helps Medibank add value<\/a>\n<\/li>\n<\/ul>\n<\/div>\n<hr>\n<div><span style=\"font-family: arial, helvetica, sans-serif;\"><strong><span style=\"font-size: 1.5em;\">Picture of the Week<\/span><\/strong><\/span><\/div>\n<div class=\"dsc_section\" style=\"width: 620px;\">\n<div class=\"dsc_sectionBody\">\n<div class=\"dsc_imageFull\"><a href=\"https:\/\/multimedia.getresponse360.com\/datascience-B\/photos\/f293918e-5345-4260-811d-1e2406d25991.png\" title=\"Sample Data Architecture Diagram\"><span style=\"font-family: arial, helvetica, sans-serif;\"><span style=\"font-size: 13px;\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/multimedia.getresponse360.com\/datascience-B\/photos\/f293918e-5345-4260-811d-1e2406d25991.png\" alt=\"Data Literacy Skills\" title=\"Data Literacy Skills\" style=\"vertical-align: baseline; width: 620px; height: auto;\" width=\"620\" height=\"362\"><\/span><\/span><\/a><\/div>\n<div>\n<center>Data literacy skills<\/center>\n<\/div>\n<\/div>\n<div>\n<div class=\"dsc_section\" style=\"width: 620px;\">\n<div class=\"dsc_sectionBody\">\n<p 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