[{"data":1,"prerenderedAt":-1},["ShallowReactive",2],{"doc-seo-269482-105":3,"doc-detail-269482-en":81,"detail-sidebar-cat-0-en-105":98},{"code":4,"msg":5,"data":6},0,"ok",{"site_id":7,"language":8,"slug":9,"title":10,"keywords":11,"description":12,"schema_data":13,"social_meta":74,"head_meta":76,"extra_data":78,"updated_unix":80},105,"en","ggstatsplot-package-se-statistics-visualization-and-more-using-r","ggstatsplot Package - SE Statistics Visualization and More Using \"R“","","This document introduces the ggstatsplot package, an extension of ggplot2 designed to create information-rich plots with statistical details suitable for faster exploratory data analysis and scholarly reports. It aims to simplify and accelerate the data analysis workflow by integrating visualization and statistical modeling. The package is particularly helpful in the exploration phase, addressing the common avoidance habit of graphical data exploration due to the time-consuming nature of extensive customization. ggstatsplot offers a consistent API to prevent cognitive fatigue, providing ready-made solutions that can be further customized using the grammar of graphics framework. It emphasizes the value of information-rich graphics, which can reveal problems not visible through numerical statistics alone. The presentation outlines the package's purpose, setup for exercises, primary functions, customizability, and potential misconceptions or limitations. The use of ggbetweenstats is demonstrated with examples for visualizing movie ratings by MPAA rating, showcasing its ability to combine visual and statistical information efficiently.",{"@graph":14,"@context":73},[15,34,56],{"@type":16,"itemListElement":17},"BreadcrumbList",[18,23,27,31],{"item":19,"name":20,"@type":21,"position":22},"https://docshare.wps.com","Home","ListItem",1,{"item":24,"name":25,"@type":21,"position":26},"https://docshare.wps.com/document/","Document",2,{"item":28,"name":29,"@type":21,"position":30},"https://docshare.wps.com/document/research-report/","Research & Report",3,{"item":32,"name":10,"@type":21,"position":33},"https://docshare.wps.com/document/ggstatsplot-package-se-statistics-visualization-and-more-using-r/269482/",4,{"url":32,"name":10,"@type":35,"image":36,"author":41,"headline":10,"publisher":44,"fileFormat":47,"inLanguage":8,"description":12,"dateModified":48,"datePublished":49,"encodingFormat":47,"isAccessibleForFree":50,"interactionStatistic":51},"DigitalDocument",{"url":37,"@type":38,"width":39,"height":40},"https://docshare.wps.com/thumbnails/ggstatsplot-package-se-statistics-visualization-and-more-using-r/269482.png","ImageObject",300,407,{"name":42,"@type":43},"supergirl","Person",{"url":19,"name":45,"@type":46},"DocShare","Organization","application/pdf","2026-10-18","2026-09-15",true,{"@type":52,"interactionType":53,"userInteractionCount":55},"InteractionCounter",{"@type":54},"ViewAction",9,{"@type":57,"mainEntity":58},"FAQPage",[59,65,69],{"name":60,"@type":61,"acceptedAnswer":62},"What is the primary purpose of the ggstatsplot package?","Question",{"text":63,"@type":64},"The ggstatsplot package is designed to create information-rich plots with integrated statistical details, facilitating faster exploratory data analysis and scholarly reporting.","Answer",{"name":66,"@type":61,"acceptedAnswer":67},"How does ggstatsplot simplify the data analysis workflow?",{"text":68,"@type":64},"It simplifies the workflow by integrating data visualization and statistical modeling, offering ready-made solutions for the exploration phase, thus reducing the time and cognitive load associated with extensive customization.",{"name":70,"@type":61,"acceptedAnswer":71},"What is the relationship between ggstatsplot and ggplot2?",{"text":72,"@type":64},"ggstatsplot is an extension of the popular ggplot2 package, leveraging its grammar of graphics framework to enhance plots with statistical information.","https://schema.org",{"og:url":32,"og:type":75,"og:title":10,"og:site_name":45,"og:description":12},"article",{"robots":77,"canonical":32},"index,follow",{"doc_id":79,"site_id":7},269482,1789452336,{"code":4,"msg":82,"data":83},"success",{"doc_id":79,"user_id":84,"nickname":42,"user_avatar":85,"doc_module":4,"category_id":86,"category_name":29,"doc_title":10,"doc_description":12,"doc_content":87,"file_id":88,"file_url":89,"file_type":90,"file_size":91,"view_count":55,"is_deleted":4,"is_public":22,"is_downloadable":22,"audit_status":22,"page_count":92,"language":93,"language_code":8,"site_id":7,"html_lang":8,"table_of_contents":94,"faqs":95,"seo_title":96,"seo_description":12,"update_tm":80,"read_time":97,"preview_page_count":4},962088121634,"https://ap-avatar.wpscdn.com/davatar_9964176cb1d06d4a9deccf72a44ae3dc",8,"ggstatsplot Package  \nA.G. K.S. Dharmapriya, W.S. P. Dabarera  \nSE Statistics Visualization and More Using \"R“April 16th, 2024  \n1  \nOutline  \n• Why ggstatsplot?  \n• Setup For the Exercises  \n• Primary Functions  \n• Customizability of ggstatsplot  \n• Misconceptions & Limitations  \n2  \nWhat is ggstatsplot?  \ninformation-rich plots with statistical details, which are suitable for faster (exploratory) data analysis and scholarly reports  \nExtension of the ggplot2  \nHelpful in the Exploration Phase of the Data  \n3  \nSimpler/faster data analysis workflow  \nIn a typical exploratory data analysis workflow, data visualization and statistical modeling are two different phases: visualization informs modeling, and modeling can suggest a different visualization, and so on and so forth.  \n(Grolemund & Wickham, R for Data Science, 2017)  \n4  \nInformation-rich graphic is worth a  \nthousand words  \nGraphical Summaries can reveal problems not visible from numerical statistics .  \nMatejka & Fitzmaurice, Autodesk Research 2017  \n5  \n6  \n7  \nggbetweenstats( data = movies_long, x = mpaa,  \ny = rating,  \n type = \"p\"  \n)  \nggbetweenstats( data = movies_long, x = mpaa,  \ny = rating,  \ntype = \"np\"  \n)  \n8  \nReady made Plot = No Customization  \nThe grammar of graphics is a powerful framework (Wilkinson, 2011) and can help you make any graphics fitting your specific data visualization needs! But    \nNeed Lot of Customization of Your Choosing  \nNice to have a Ready Made Solution in the  \nExploration Phase  \n∑time (Needed time ↑ + Likelihood to graphical explore data ↓) = Avoidance habit  \n9  \nConsistent API = No Cognitive Fatigue   \n10","cbCainmS1eoPxrAD","https://ap.wps.com/l/cbCainmS1eoPxrAD","pdf",5153884,76,"English","# ggstatsplot Package\n# Outline\n# What is ggstatsplot?\n# Simpler/faster data analysis workflow\n# Information-rich graphic is worth a thousand words\n# Ready made Plot = No Customization\n# Consistent API = No Cognitive Fatigue","[{\"question\":\"What is the primary purpose of the ggstatsplot package?\",\"answer\":\"The ggstatsplot package is designed to create information-rich plots with integrated statistical details, facilitating faster exploratory data analysis and scholarly reporting.\"},{\"question\":\"How does ggstatsplot simplify the data analysis workflow?\",\"answer\":\"It simplifies the workflow by integrating data visualization and statistical modeling, offering ready-made solutions for the exploration phase, thus reducing the time and cognitive load associated with extensive customization.\"},{\"question\":\"What is the relationship between ggstatsplot and ggplot2?\",\"answer\":\"ggstatsplot is an extension of the popular ggplot2 package, leveraging its grammar of graphics framework to enhance plots with statistical information.\"}]","ggstatsplot Package - SE Statistics Visualization and More Using \"R“ | PDF",192,{"code":4,"msg":82,"data":99},[100,104,108,112,117,122,127,130,134,137,141],{"id":22,"doc_module":4,"doc_module_name":25,"category_name":101,"show_sort_weight":102,"slug":103},"Story & Novel",90,"story-novel",{"id":26,"doc_module":4,"doc_module_name":25,"category_name":105,"show_sort_weight":106,"slug":107},"Literature",80,"literature",{"id":33,"doc_module":4,"doc_module_name":25,"category_name":109,"show_sort_weight":110,"slug":111},"Exam",70,"exam",{"id":113,"doc_module":4,"doc_module_name":25,"category_name":114,"show_sort_weight":115,"slug":116},5,"Comic",60,"comic",{"id":118,"doc_module":4,"doc_module_name":25,"category_name":119,"show_sort_weight":120,"slug":121},6,"Technology",50,"technology",{"id":123,"doc_module":4,"doc_module_name":25,"category_name":124,"show_sort_weight":125,"slug":126},7,"Healthcare",40,"healthcare",{"id":86,"doc_module":4,"doc_module_name":25,"category_name":29,"show_sort_weight":128,"slug":129},30,"research-report",{"id":55,"doc_module":4,"doc_module_name":25,"category_name":131,"show_sort_weight":132,"slug":133},"Religion & Spirituality",20,"religion-spirituality",{"id":132,"doc_module":4,"doc_module_name":25,"category_name":135,"show_sort_weight":132,"slug":136},"World Cup","world-cup",{"id":138,"doc_module":4,"doc_module_name":25,"category_name":139,"show_sort_weight":138,"slug":140},10,"Lifestyle","lifestyle",{"id":142,"doc_module":4,"doc_module_name":25,"category_name":143,"show_sort_weight":113,"slug":144},19,"General","general"]