{"title":"Juniper: A 3D plotting framework for effective multi-dimensional scatterplots","authors":"Philippos Papaphilippou","doi":"10.1016/j.softx.2025.102203","DOIUrl":null,"url":null,"abstract":"<div><div>Computationally and data intensive workloads including design space explorations or large studies often lead to multi-dimensional results, which are often not trivial to digest with conventional plotting software. 3D scatterplots can be a powerful technique to visualise and explore such datasets, especially with the help of colour mapping and other approaches to represent more than the 3 Cartesian dimensions. However, modern software commonly lacks this multi-dimensional functionality or is ineffective. One such limitation is the frequent use of the orthographic projection that produces same-sized points, and this is equivalent to removing one entire dimension.</div><div>A novel open-source JavaFX-based plotting framework is presented that focuses on easy exploration of multi-dimensional datasets, and provides unique features and feature combinations to improve knowledge transfer from single stand-alone or interactive plots.</div></div>","PeriodicalId":21905,"journal":{"name":"SoftwareX","volume":"31 ","pages":"Article 102203"},"PeriodicalIF":2.4000,"publicationDate":"2025-05-31","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"SoftwareX","FirstCategoryId":"94","ListUrlMain":"https://www.sciencedirect.com/science/article/pii/S2352711025001700","RegionNum":4,"RegionCategory":"计算机科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q2","JCRName":"COMPUTER SCIENCE, SOFTWARE ENGINEERING","Score":null,"Total":0}
引用次数: 0
Abstract
Computationally and data intensive workloads including design space explorations or large studies often lead to multi-dimensional results, which are often not trivial to digest with conventional plotting software. 3D scatterplots can be a powerful technique to visualise and explore such datasets, especially with the help of colour mapping and other approaches to represent more than the 3 Cartesian dimensions. However, modern software commonly lacks this multi-dimensional functionality or is ineffective. One such limitation is the frequent use of the orthographic projection that produces same-sized points, and this is equivalent to removing one entire dimension.
A novel open-source JavaFX-based plotting framework is presented that focuses on easy exploration of multi-dimensional datasets, and provides unique features and feature combinations to improve knowledge transfer from single stand-alone or interactive plots.
期刊介绍:
SoftwareX aims to acknowledge the impact of software on today''s research practice, and on new scientific discoveries in almost all research domains. SoftwareX also aims to stress the importance of the software developers who are, in part, responsible for this impact. To this end, SoftwareX aims to support publication of research software in such a way that: The software is given a stamp of scientific relevance, and provided with a peer-reviewed recognition of scientific impact; The software developers are given the credits they deserve; The software is citable, allowing traditional metrics of scientific excellence to apply; The academic career paths of software developers are supported rather than hindered; The software is publicly available for inspection, validation, and re-use. Above all, SoftwareX aims to inform researchers about software applications, tools and libraries with a (proven) potential to impact the process of scientific discovery in various domains. The journal is multidisciplinary and accepts submissions from within and across subject domains such as those represented within the broad thematic areas below: Mathematical and Physical Sciences; Environmental Sciences; Medical and Biological Sciences; Humanities, Arts and Social Sciences. Originating from these broad thematic areas, the journal also welcomes submissions of software that works in cross cutting thematic areas, such as citizen science, cybersecurity, digital economy, energy, global resource stewardship, health and wellbeing, etcetera. SoftwareX specifically aims to accept submissions representing domain-independent software that may impact more than one research domain.