A Proposed Framework for NFT Rarity Visualization in Web Systems

A Proposed Framework for NFT Rarity Visualization in Web Systems | Research Square window.SnipcartSettings = { analytics: { enabled: false } }; (function() { var accessVector = localStorage.getItem('access_vector') || ''; window.dataLayer = window.dataLayer || []; if (accessVector) { window.dataLayer.push({ user: { profile: { profileInfo: { snid: accessVector } } } }); } })(); (function(w,d,s,l,i){w[l]=w[l]||[];w[l].push({'gtm.start':new Date().getTime(),event:'gtm.js'});var f=d.getElementsByTagName(s)[0],j=d.createElement(s),dl=l!='dataLayer'?'&l='+l:'';j.async=true;j.src='https://www.googletagmanager.com/gtm.js?id='+i+dl;f.parentNode.insertBefore(j,f);})(window,document,'script','dataLayer','GTM-K279D39R'); Browse Preprints In Review Journals COVID-19 Preprints AJE Video Bytes Research Tools Research Promotion AJE Professional Editing AJE Rubriq About Preprint Platform In Review Editorial Policies Our Team Advisory Board Help Center Sign In Submit a Preprint Cite Share Download PDF Research Article A Proposed Framework for NFT Rarity Visualization in Web Systems Satya Venkata Gokul G This is a preprint; it has not been peer reviewed by a journal. https://doi.org/ 10.21203/rs.3.rs-9382479/v1 This work is licensed under a CC BY 4.0 License Status: Posted Version 1 posted You are reading this latest preprint version Abstract Non-Fungible Tokens (NFTs) have be- come a significant component of the dig- ital asset ecosystem, yet the visualiza- tion of rarity—a primary determinant of NFT value—remains fragmented, in- consistent, and methodologically opaque across web platforms. This paper pro- poses a comprehensive framework for NFT rarity visualization in web systems, integrating on-chain metadata extrac- tion, information-theoretic rarity scor- ing, and interactive, multi-layered vi- sualization components. The frame- work addresses three core challenges: (1) the absence of a unified, transpar- ent rarity computation standard; (2) the lack of effective visual encodings tai- lored to trait-level and collection-level rarity distributions; and (3) the scala- bility constraints inherent in real-time web-based rendering of large NFT col- lections. We describe the architecture in detail—from blockchain data ingestion pipelines through normalization, scoring, and front-end rendering—and present a prototype implementation using modern web technologies. A comparative eval- uation against existing commercial rar- ity tools demonstrates improvements in computational transparency, visual inter- pretability, and user task performance. The contributions of this work are three- fold: a formalized rarity scoring model grounded in information content theory, a modular visualization architecture for web deployment, and empirical evidence of the framework’s effectiveness for collec- tors, analysts, and marketplace designers. Non-Fungible Tokens rarity visualization blockchain data analytics information content web-based visualization ERC-721 ERC-1155 Full Text Additional Declarations The authors declare no competing interests. Cite Share Download PDF Status: Posted Version 1 posted You are reading this latest preprint version Research Square lets you share your work early, gain feedback from the community, and start making changes to your manuscript prior to peer review in a journal. As a division of Research Square Company, we’re committed to making research communication faster, fairer, and more useful. We do this by developing innovative software and high quality services for the global research community. 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Also discoverable on Platform About Our Team In Review Editorial Policies Advisory Board Help Center Resources Author Services Accessibility API Access RSS feed Manage Cookie Preferences © Research Square 2026 | ISSN 2693-5015 (online) Privacy Policy Terms of Service Do Not Sell My Personal Information {"props":{"pageProps":{"initialData":{"identity":"rs-9382479","acceptedTermsAndConditions":true,"allowDirectSubmit":true,"archivedVersions":[],"articleType":"Research Article","associatedPublications":[],"authors":[{"id":621153118,"identity":"e054ddd7-d524-4f6a-b3dc-6e981ef530bc","order_by":0,"name":"Satya Venkata Gokul G","email":"data:image/png;base64,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","orcid":"","institution":"VIT-AP","correspondingAuthor":true,"prefix":"","firstName":"Satya","middleName":"Venkata Gokul","lastName":"G","suffix":""}],"badges":[],"createdAt":"2026-04-10 18:44:39","currentVersionCode":1,"declarations":{"humanSubjects":false,"vertebrateSubjects":false,"conflictsOfInterestStatement":false,"humanSubjectEthicalGuidelines":false,"humanSubjectConsent":false,"humanSubjectClinicalTrial":false,"humanSubjectCaseReport":false,"vertebrateSubjectEthicalGuidelines":false},"doi":"10.21203/rs.3.rs-9382479/v1","doiUrl":"https://doi.org/10.21203/rs.3.rs-9382479/v1","draftVersion":[],"editorialEvents":[],"editorialNote":"","failedWorkflow":false,"files":[{"id":106961328,"identity":"cebb5d53-e18b-4eab-b46e-6b2e3df12daa","added_by":"auto","created_at":"2026-04-15 09:25:02","extension":"pdf","order_by":1,"title":"","display":"","copyAsset":false,"role":"manuscript-pdf","size":474855,"visible":true,"origin":"","legend":"","description":"","filename":"IWT22MIC7194Review1.pdf","url":"https://assets-eu.researchsquare.com/files/rs-9382479/v1_covered_559d032c-ae01-47e4-b421-8c2f6c388e94.pdf"}],"financialInterests":"The authors declare no competing interests.","formattedTitle":"\u003cp\u003eA Proposed Framework for NFT Rarity Visualization in Web Systems\u003c/p\u003e","fulltext":[],"fulltextSource":"","fullText":"","funders":[],"hasAdminPriorityOnWorkflow":false,"hasManuscriptDocX":false,"hasOptedInToPreprint":true,"hasPassedJournalQc":"","hasAnyPriority":true,"hideJournal":true,"highlight":"","institution":"","isAcceptedByJournal":false,"isAuthorSuppliedPdf":true,"isDeskRejected":"","isHiddenFromSearch":false,"isInQc":false,"isInWorkflow":false,"isPdf":true,"isPdfUpToDate":true,"isWithdrawnOrRetracted":false,"journal":{"display":true,"email":"[email protected]","identity":"researchsquare","isNatureJournal":false,"hasQc":true,"allowDirectSubmit":true,"externalIdentity":"","sideBox":"","snPcode":"","submissionUrl":"/submission","title":"Research Square","twitterHandle":"researchsquare","acdcEnabled":true,"dfaEnabled":false,"editorialSystem":"","reportingPortfolio":"","inReviewEnabled":false,"inReviewRevisionsEnabled":true},"keywords":"Non-Fungible Tokens, rarity visualization, blockchain data analytics, information content, web-based visualization, ERC-721, ERC-1155","lastPublishedDoi":"10.21203/rs.3.rs-9382479/v1","lastPublishedDoiUrl":"https://doi.org/10.21203/rs.3.rs-9382479/v1","license":{"name":"CC BY 4.0","url":"https://creativecommons.org/licenses/by/4.0/"},"manuscriptAbstract":"\u003cp\u003eNon-Fungible Tokens (NFTs) have be- come a significant component of the dig- ital asset ecosystem, yet the visualiza- tion of rarity—a primary determinant of NFT value—remains fragmented, in- consistent, and methodologically opaque across web platforms. 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