{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,4,13]],"date-time":"2026-04-13T18:10:32Z","timestamp":1776103832441,"version":"3.50.1"},"reference-count":70,"publisher":"Institute of Electrical and Electronics Engineers (IEEE)","issue":"1","license":[{"start":{"date-parts":[[2023,1,1]],"date-time":"2023-01-01T00:00:00Z","timestamp":1672531200000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/ieeexplore.ieee.org\/Xplorehelp\/downloads\/license-information\/IEEE.html"},{"start":{"date-parts":[[2023,1,1]],"date-time":"2023-01-01T00:00:00Z","timestamp":1672531200000},"content-version":"stm-asf","delay-in-days":0,"URL":"https:\/\/doi.org\/10.15223\/policy-029"},{"start":{"date-parts":[[2023,1,1]],"date-time":"2023-01-01T00:00:00Z","timestamp":1672531200000},"content-version":"stm-asf","delay-in-days":0,"URL":"https:\/\/doi.org\/10.15223\/policy-037"}],"funder":[{"DOI":"10.13039\/501100001809","name":"NSFC","doi-asserted-by":"publisher","award":["62072400"],"award-info":[{"award-number":["62072400"]}],"id":[{"id":"10.13039\/501100001809","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/501100001809","name":"NSFC","doi-asserted-by":"publisher","award":["62002331"],"award-info":[{"award-number":["62002331"]}],"id":[{"id":"10.13039\/501100001809","id-type":"DOI","asserted-by":"publisher"}]},{"name":"Zhejiang Lab","award":["2021KE0AC02"],"award-info":[{"award-number":["2021KE0AC02"]}]}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["IEEE Trans. Visual. Comput. Graphics"],"published-print":{"date-parts":[[2023,1]]},"DOI":"10.1109\/tvcg.2022.3209470","type":"journal-article","created":{"date-parts":[[2022,9,27]],"date-time":"2022-09-27T19:49:08Z","timestamp":1664308148000},"page":"117-127","source":"Crossref","is-referenced-by-count":12,"title":["Revealing the Semantics of Data Wrangling Scripts With Comantics"],"prefix":"10.1109","volume":"29","author":[{"ORCID":"https:\/\/orcid.org\/0000-0002-8203-9667","authenticated-orcid":false,"given":"Kai","family":"Xiong","sequence":"first","affiliation":[{"name":"State Key Lab of CAD&CG, Zhejiang University, Hangzhou, China"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Zhongsu","family":"Luo","sequence":"additional","affiliation":[{"name":"Zhejiang University of Technology, Hangzhou, China"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0001-8329-2448","authenticated-orcid":false,"given":"Siwei","family":"Fu","sequence":"additional","affiliation":[{"name":"Zhejiang Lab, Hangzhou, China"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Yongheng","family":"Wang","sequence":"additional","affiliation":[{"name":"Zhejiang Lab, Hangzhou, China"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-6885-3451","authenticated-orcid":false,"given":"Mingliang","family":"Xu","sequence":"additional","affiliation":[{"name":"School of Computer and Artificial Intelligence, Zhengzhou University, Zhengzhou, China"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-1119-3237","authenticated-orcid":false,"given":"Yingcai","family":"Wu","sequence":"additional","affiliation":[{"name":"State Key Lab of CAD&CG, Zhejiang University, Hangzhou, China"}],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"263","reference":[{"key":"ref70","doi-asserted-by":"publisher","DOI":"10.1109\/ASE51524.2021.9678520"},{"key":"ref39","doi-asserted-by":"publisher","DOI":"10.1145\/1502650.1502667"},{"key":"ref38","doi-asserted-by":"publisher","DOI":"10.1109\/TVCG.2022.3209354"},{"key":"ref33","article-title":"Siamese neural networks for one-shot image recognition","author":"koch","year":"0","journal-title":"Proceedings of International Conference on Machine Learning"},{"key":"ref32","doi-asserted-by":"publisher","DOI":"10.1093\/comjnl\/27.2.97"},{"key":"ref31","doi-asserted-by":"publisher","DOI":"10.14778\/3055330.3055333"},{"key":"ref30","doi-asserted-by":"publisher","DOI":"10.1109\/TVCG.2020.3030462"},{"key":"ref37","doi-asserted-by":"publisher","DOI":"10.1145\/3368089.3417926"},{"key":"ref36","first-page":"248","article-title":"Can principles of cognition lower the barriers to programming?","author":"lewis","year":"0","journal-title":"Proceedings of Empirical Studies of Programmers Second Workshop"},{"key":"ref35","doi-asserted-by":"publisher","DOI":"10.1145\/3411764.3445265"},{"key":"ref34","author":"krishnan","year":"2017","journal-title":"Boostclean Automated error detection and repair for machine learning"},{"key":"ref60","doi-asserted-by":"publisher","DOI":"10.1145\/2490822"},{"key":"ref62","doi-asserted-by":"publisher","DOI":"10.1016\/j.visinf.2021.06.004"},{"key":"ref61","doi-asserted-by":"publisher","DOI":"10.1145\/3219819.3220057"},{"key":"ref63","year":"0","journal-title":"Universal-transpiler"},{"key":"ref28","doi-asserted-by":"publisher","DOI":"10.1177\/1473871611415994"},{"key":"ref64","year":"0","journal-title":"Trifacta Data Wrangling Tools & Software"},{"key":"ref27","doi-asserted-by":"publisher","DOI":"10.1007\/s12650-020-00718-y"},{"key":"ref65","doi-asserted-by":"publisher","DOI":"10.1007\/s12650-019-00585-2"},{"key":"ref66","article-title":"tidyr: Tidy Messy Data","author":"wickham","year":"2020","journal-title":"R Package Version 2 1-2"},{"key":"ref29","doi-asserted-by":"publisher","DOI":"10.1145\/1978942.1979444"},{"key":"ref67","doi-asserted-by":"publisher","DOI":"10.21105\/joss.01686"},{"key":"ref68","article-title":"dplyr: A Grammar of Data Manipulation","author":"wickham","year":"2021","journal-title":"R Package Version 1 0-0"},{"key":"ref69","doi-asserted-by":"publisher","DOI":"10.1109\/TVCG.2022.3144975"},{"key":"ref2","year":"0","journal-title":"daff - data diffs in javascript ruby python php …"},{"key":"ref1","year":"0","journal-title":"AQT - Advanced query tool - database query tool for DB2 Oracle Sybase SQL Server MySQL"},{"key":"ref20","doi-asserted-by":"publisher","DOI":"10.1177\/1473871612462152"},{"key":"ref22","doi-asserted-by":"publisher","DOI":"10.1007\/s12650-021-00782-y"},{"key":"ref21","doi-asserted-by":"publisher","DOI":"10.1145\/3196321.3196334"},{"key":"ref24","doi-asserted-by":"publisher","DOI":"10.1145\/3158090"},{"key":"ref23","author":"huynh","year":"0","journal-title":"OpenRefine"},{"key":"ref26","doi-asserted-by":"publisher","DOI":"10.1145\/3035918.3064034"},{"key":"ref25","year":"0","journal-title":"Compare A powerful data comparison tool"},{"key":"ref50","doi-asserted-by":"publisher","DOI":"10.1145\/3411764.3445063"},{"key":"ref51","doi-asserted-by":"publisher","DOI":"10.1145\/3077618"},{"key":"ref59","author":"solutions","year":"0","journal-title":"The Most Accurate and Reliable Source Code Converters"},{"key":"ref58","author":"software","year":"2022","journal-title":"Tableau Prep Builder"},{"key":"ref57","doi-asserted-by":"publisher","DOI":"10.1145\/3472749.3474744"},{"key":"ref56","first-page":"272","article-title":"A Sequence-to-sequence Approach for Numerical Slot-filling Dialog Systems","author":"shi","year":"0","journal-title":"Proceedings of the Annual Meeting of the Special Interest Group on Discourse and Dialogue"},{"key":"ref55","first-page":"8634","article-title":"Evaluating machine accuracy on ImageNet","author":"shankar","year":"0","journal-title":"Proceedings of International Conference on Machine Learning"},{"key":"ref54","first-page":"20601","article-title":"Unsupervised translation of programming languages","author":"roziere","year":"0","journal-title":"Advances in neural information processing systems"},{"key":"ref53","author":"reback","year":"2022","journal-title":"Pandas-Dev\/Pandas Pandas 1 0 4"},{"key":"ref52","author":"rattenbury","year":"2017","journal-title":"Principles of Data Wrangling Practical Techniques for Data Preparation"},{"key":"ref10","doi-asserted-by":"publisher","DOI":"10.1109\/VAST47406.2019.8986909"},{"key":"ref11","doi-asserted-by":"publisher","DOI":"10.1162\/tacl_a_00051"},{"key":"ref40","doi-asserted-by":"publisher","DOI":"10.1109\/TVCG.2019.2934593"},{"key":"ref12","doi-asserted-by":"publisher","DOI":"10.1109\/TVCG.2022.3209385"},{"key":"ref13","doi-asserted-by":"publisher","DOI":"10.1002\/0471448354"},{"key":"ref14","article-title":"LegalVis: Exploring and inferring precedent citations in legal documents","author":"domingues","year":"2022","journal-title":"IEEE Transactions on Visualization and Computer Graphics"},{"key":"ref15","doi-asserted-by":"publisher","DOI":"10.1145\/3313831.3376442"},{"key":"ref16","doi-asserted-by":"publisher","DOI":"10.1145\/3140587.3062351"},{"key":"ref17","doi-asserted-by":"publisher","DOI":"10.1145\/2047196.2047205"},{"key":"ref18","doi-asserted-by":"publisher","DOI":"10.1109\/CVPR.2006.100"},{"key":"ref19","first-page":"1785","article-title":"Transform-data-by-example (TDE) extensible data transformation in excel","author":"he","year":"0","journal-title":"Proceedings of the ACM SIGMOD International Conference on Management of Data"},{"key":"ref4","year":"0","journal-title":"ExcelCompare"},{"key":"ref3","year":"0","journal-title":"DiffKit"},{"key":"ref6","year":"0","journal-title":"Variable Inspector"},{"key":"ref5","year":"0","journal-title":"Ridom SeqSphere+"},{"key":"ref8","author":"aditya","year":"2019","journal-title":"Siamese Network Tensorflow"},{"key":"ref7","doi-asserted-by":"publisher","DOI":"10.1109\/ICDE.2016.7498319"},{"key":"ref49","first-page":"108","article-title":"Project Jupyter: Computational narratives as the engine of collaborative data science","volume":"11","author":"perez","year":"2015","journal-title":"Retrieved September"},{"key":"ref9","doi-asserted-by":"publisher","DOI":"10.1109\/TVCG.2021.3114830"},{"key":"ref46","doi-asserted-by":"publisher","DOI":"10.1145\/2723372.2735366"},{"key":"ref45","year":"0","journal-title":"Microsoft Excel"},{"key":"ref48","author":"pane","year":"2002","journal-title":"A Programming System for Children That Is Designed for Usability"},{"key":"ref47","doi-asserted-by":"publisher","DOI":"10.1109\/TVCG.2017.2745298"},{"key":"ref42","doi-asserted-by":"publisher","DOI":"10.1109\/VAST.2011.6102440"},{"key":"ref41","doi-asserted-by":"publisher","DOI":"10.1007\/s12650-021-00771-1"},{"key":"ref44","doi-asserted-by":"publisher","DOI":"10.1016\/j.visinf.2020.07.001"},{"key":"ref43","doi-asserted-by":"publisher","DOI":"10.1109\/TVCG.2021.3114848"}],"container-title":["IEEE Transactions on Visualization and Computer Graphics"],"original-title":[],"link":[{"URL":"http:\/\/xplorestaging.ieee.org\/ielx7\/2945\/9991003\/09904459.pdf?arnumber=9904459","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2025,4,4]],"date-time":"2025-04-04T19:15:26Z","timestamp":1743794126000},"score":1,"resource":{"primary":{"URL":"https:\/\/ieeexplore.ieee.org\/document\/9904459\/"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2023,1]]},"references-count":70,"journal-issue":{"issue":"1"},"URL":"https:\/\/doi.org\/10.1109\/tvcg.2022.3209470","relation":{},"ISSN":["1077-2626","1941-0506","2160-9306"],"issn-type":[{"value":"1077-2626","type":"print"},{"value":"1941-0506","type":"electronic"},{"value":"2160-9306","type":"electronic"}],"subject":[],"published":{"date-parts":[[2023,1]]}}}