Visualizing the Scripts of Data Wrangling With Somnus

Data workers use various scripting languages for data transformation, such as SAS, R, and Python. However, understanding intricate code pieces requires advanced programming skills, which hinders data workers from grasping the idea of data transformation at ease. Program visualization is beneficial f...

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Vydané v:	IEEE transactions on visualization and computer graphics Ročník 29; číslo 6; s. 2950 - 2964
Hlavní autori:	Xiong, Kai, Fu, Siwei, Ding, Guoming, Luo, Zhongsu, Yu, Rong, Chen, Wei, Bao, Hujun, Wu, Yingcai
Médium:	Journal Article
Jazyk:	English
Vydavateľské údaje:	United States IEEE 01.06.2023 The Institute of Electrical and Electronics Engineers, Inc. (IEEE)
Predmet:	Codes data transformation Data visualization Debugging Pipeline design Program understanding Python Semantics Task analysis Transformations Visualization visualization design
ISSN:	1077-2626, 1941-0506, 1941-0506
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Abstract	Data workers use various scripting languages for data transformation, such as SAS, R, and Python. However, understanding intricate code pieces requires advanced programming skills, which hinders data workers from grasping the idea of data transformation at ease. Program visualization is beneficial for debugging and education and has the potential to illustrate transformations intuitively and interactively. In this article, we explore visualization design for demonstrating the semantics of code pieces in the context of data transformation. First, to depict individual data transformations, we structure a design space by two primary dimensions, i.e., key parameters to encode and possible visual channels to be mapped. Then, we derive a collection of 23 glyphs that visualize the semantics of transformations. Next, we design a pipeline, named Somnus , that provides an overview of the creation and evolution of data tables using a provenance graph. At the same time, it allows detailed investigation of individual transformations. User feedback on Somnus is positive. Our study participants achieved better accuracy with less time using Somnus , and preferred it over carefully-crafted textual description. Further, we provide two example applications to demonstrate the utility and versatility of Somnus .
AbstractList	Data workers use various scripting languages for data transformation, such as SAS, R, and Python. However, understanding intricate code pieces requires advanced programming skills, which hinders data workers from grasping the idea of data transformation at ease. Program visualization is beneficial for debugging and education and has the potential to illustrate transformations intuitively and interactively. In this article, we explore visualization design for demonstrating the semantics of code pieces in the context of data transformation. First, to depict individual data transformations, we structure a design space by two primary dimensions, i.e., key parameters to encode and possible visual channels to be mapped. Then, we derive a collection of 23 glyphs that visualize the semantics of transformations. Next, we design a pipeline, named Somnus, that provides an overview of the creation and evolution of data tables using a provenance graph. At the same time, it allows detailed investigation of individual transformations. User feedback on Somnus is positive. Our study participants achieved better accuracy with less time using Somnus, and preferred it over carefully-crafted textual description. Further, we provide two example applications to demonstrate the utility and versatility of Somnus.Data workers use various scripting languages for data transformation, such as SAS, R, and Python. However, understanding intricate code pieces requires advanced programming skills, which hinders data workers from grasping the idea of data transformation at ease. Program visualization is beneficial for debugging and education and has the potential to illustrate transformations intuitively and interactively. In this article, we explore visualization design for demonstrating the semantics of code pieces in the context of data transformation. First, to depict individual data transformations, we structure a design space by two primary dimensions, i.e., key parameters to encode and possible visual channels to be mapped. Then, we derive a collection of 23 glyphs that visualize the semantics of transformations. Next, we design a pipeline, named Somnus, that provides an overview of the creation and evolution of data tables using a provenance graph. At the same time, it allows detailed investigation of individual transformations. User feedback on Somnus is positive. Our study participants achieved better accuracy with less time using Somnus, and preferred it over carefully-crafted textual description. Further, we provide two example applications to demonstrate the utility and versatility of Somnus. Data workers use various scripting languages for data transformation, such as SAS, R, and Python. However, understanding intricate code pieces requires advanced programming skills, which hinders data workers from grasping the idea of data transformation at ease. Program visualization is beneficial for debugging and education and has the potential to illustrate transformations intuitively and interactively. In this article, we explore visualization design for demonstrating the semantics of code pieces in the context of data transformation. First, to depict individual data transformations, we structure a design space by two primary dimensions, i.e., key parameters to encode and possible visual channels to be mapped. Then, we derive a collection of 23 glyphs that visualize the semantics of transformations. Next, we design a pipeline, named Somnus , that provides an overview of the creation and evolution of data tables using a provenance graph. At the same time, it allows detailed investigation of individual transformations. User feedback on Somnus is positive. Our study participants achieved better accuracy with less time using Somnus , and preferred it over carefully-crafted textual description. Further, we provide two example applications to demonstrate the utility and versatility of Somnus . Data workers use various scripting languages for data transformation, such as SAS, R, and Python. However, understanding intricate code pieces requires advanced programming skills, which hinders data workers from grasping the idea of data transformation at ease. Program visualization is beneficial for debugging and education and has the potential to illustrate transformations intuitively and interactively. In this paper, we explore visualization design for demonstrating the semantics of code pieces in the context of data transformation. First, to depict individual data transformations, we structure a design space by two primary dimensions, i.e., key parameters to encode and possible visual channels to be mapped. Then, we derive a collection of 23 glyphs that visualize the semantics of transformations. Next, we design a pipeline, named Somnus, that provides an overview of the creation and evolution of data tables using a provenance graph. At the same time, it allows detailed investigation of individual transformations. User feedback on Somnus is positive. Our study participants achieved better accuracy with less time using Somnus, and preferred it over carefully-crafted textual description. Further, we provide two example applications to demonstrate the utility and versatility of Somnus.
Author	Chen, Wei Ding, Guoming Fu, Siwei Yu, Rong Xiong, Kai Bao, Hujun Wu, Yingcai Luo, Zhongsu
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References	ref13 ref56 ref15 ref59 ref14 ref58 ref53 hanson (ref32) 1997 ref11 ref55 ref10 ref54 (ref76) 2021 fisher (ref27) 2010 ref16 ref19 ref18 kuechler (ref47) 2003; 14 software (ref70) 2021 (ref1) 2015 (ref9) 2018 reback (ref64) 2022 ref51 nguyen (ref57) 2018 ref46 ref45 lewis (ref48) 1987 ref42 ref41 (ref69) 0 ref44 bostock (ref12) 2014 ref43 (ref75) 0 ref49 (ref17) 0 wickham (ref79) 2021 ref8 ref7 ref4 ref3 ref6 ref5 ref82 ref81 desk (ref20) 2020 oy (ref60) 2013 faust (ref24) 2020 inala (ref38) 2017; 2 (ref23) 0 ref35 ref34 ref78 ref36 ref31 ref30 ref74 ref33 ref2 ref39 ref71 figures (ref26) 2021 ref73 ref72 ref68 ref67 ref25 ref63 ref22 ref66 ref65 huynh (ref37) 2021 (ref40) 2021 liu (ref52) 2020; 26 ref28 wickham (ref80) 2020 ref29 urquiza-fuentes (ref77) 2004 ref62 lieberman (ref50) 1997 ref61 (ref21) 0
References_xml	– ident: ref56 doi: 10.1109/TVCG.2009.111 – ident: ref51 doi: 10.1145/1502650.1502667 – ident: ref54 doi: 10.1109/VAST.2011.6102440 – year: 0 ident: ref17 article-title: Online interactive code to flowchart converter – ident: ref35 doi: 10.1111/cgf.12903 – ident: ref67 doi: 10.1145/3377811.3380352 – year: 2021 ident: ref76 article-title: Trifacta wrangler – ident: ref15 doi: 10.1007/978-981-13-1799-6_45 – ident: ref14 doi: 10.1145/2501988.2502050 – year: 2020 ident: ref20 article-title: Baltimore police overtime in fiscal years 2018 and 2019 – ident: ref61 doi: 10.1145/3411764.3445063 – year: 2021 ident: ref79 article-title: dplyr: A grammar of data manipulation (R package version 1.0. 2, 2020) – ident: ref81 doi: 10.1109/TVCG.2021.3114877 – year: 2021 ident: ref40 article-title: Jupyter notebook – ident: ref6 doi: 10.1145/1029632.1029647 – ident: ref36 doi: 10.1145/3173574.3174106 – ident: ref44 doi: 10.14778/3055330.3055333 – ident: ref42 doi: 10.1145/1978942.1979444 – year: 2021 ident: ref37 article-title: Openrefine – start-page: 183 year: 1997 ident: ref32 article-title: A simple and extensible graphical debugger publication-title: Proc USENIX Annu Tech Conf – ident: ref34 doi: 10.1177/1473871612462152 – year: 2021 ident: ref70 article-title: Tableau prep builder – ident: ref25 doi: 10.1145/3140587.3062351 – ident: ref2 doi: 10.1109/ICDE.2016.7498319 – ident: ref31 doi: 10.1006/jvlc.2002.0236 – ident: ref39 doi: 10.1145/3035918.3064034 – ident: ref63 doi: 10.1109/TVCG.2015.2467551 – year: 0 ident: ref23 article-title: Eclipse layout kernel (ELK) – volume: 14 year: 2003 ident: ref47 article-title: How well do multiple choice tests evaluate student understanding in computer programming classes? publication-title: J Inf Syst Educ – ident: ref82 doi: 10.1145/249094.249108 – ident: ref29 doi: 10.1145/2445196.2445368 – ident: ref8 doi: 10.1109/ICPC.2013.6613834 – ident: ref7 doi: 10.1109/VISSOFT.2013.6650545 – ident: ref43 doi: 10.1109/TVCG.2020.3030462 – ident: ref71 doi: 10.1145/2490822 – year: 2014 ident: ref12 article-title: Visualizing algorithms – start-page: 2 year: 2004 ident: ref77 article-title: A survey of program visualizations for the functional paradigm publication-title: Proc Prog Vis Workshop – year: 0 ident: ref69 article-title: Autoflowchart – ident: ref66 doi: 10.1145/1227310.1227366 – ident: ref46 doi: 10.1109/SCAM.2014.35 – start-page: 277 year: 1997 ident: ref50 article-title: ZStep 95: A reversible, animated source code stepper publication-title: Proc Softw Vis Program Multimedia Exp – ident: ref16 doi: 10.1007/s12650-020-00647-w – ident: ref11 doi: 10.1109/MCG.2019.2941856 – ident: ref58 doi: 10.1109/TVCG.2017.2745298 – volume: 2 start-page: 1 year: 2017 ident: ref38 article-title: WebRelate: Integrating web data with spreadsheets using examples publication-title: Proc ACM Program Lang doi: 10.1145/3158090 – ident: ref18 doi: 10.1007/3-540-45875-1_2 – year: 0 ident: ref21 article-title: R package: Dplyr v0.7.8 – ident: ref59 doi: 10.1109/VLHCC.2009.5295287 – ident: ref10 doi: 10.1109/VAST47406.2019.8986909 – year: 0 ident: ref75 article-title: R package: Tidyr v1.1.3 – start-page: 248 year: 1987 ident: ref48 article-title: Can principles of cognition lower the barriers to programming? publication-title: Proc 2nd Workshop Empir Stud Programmers – year: 2010 ident: ref27 article-title: Animation for visualization: Opportunities and drawbacks publication-title: Beautiful Visualization – year: 2018 ident: ref9 article-title: Power of irma – year: 2020 ident: ref80 article-title: tidyr: Tidy messy data. R package version 1.0. 2 – ident: ref13 doi: 10.1109/TVCG.2011.185 – ident: ref78 doi: 10.1109/TVCG.2021.3074576 – volume: 26 start-page: 66 year: 2020 ident: ref52 article-title: Understanding the role of alternatives in data analysis practices publication-title: IEEE Trans Vis Comput Graphics – ident: ref53 doi: 10.1016/j.visinf.2018.12.001 – year: 2020 ident: ref24 article-title: Anteater: Interactive visualization for program understanding – ident: ref73 doi: 10.1109/LIVE.2013.6617345 – ident: ref30 doi: 10.1145/2047196.2047205 – ident: ref28 doi: 10.1145/774833.774846 – year: 2021 ident: ref26 article-title: Apple iphone unit sales and revenue – ident: ref5 doi: 10.1145/503376.503423 – ident: ref72 doi: 10.1145/1409720.1409729 – ident: ref19 doi: 10.1109/TVCG.2021.3114875 – ident: ref49 doi: 10.1145/2556288.2557409 – year: 2015 ident: ref1 – ident: ref41 doi: 10.1177/1473871611415994 – ident: ref74 doi: 10.1109/TVCG.2021.3114781 – start-page: 89 year: 2018 ident: ref57 article-title: VisuFlow: A debugging environment for static analyses publication-title: Proc IEEE/ACM 40th Int Conf Softw Eng Companion – ident: ref4 doi: 10.1109/TVCG.2021.3114830 – ident: ref22 doi: 10.1145/3313831.3376442 – ident: ref3 doi: 10.1145/1879211.1879222 – ident: ref62 doi: 10.1145/3077618 – ident: ref65 doi: 10.1145/1953163.1953204 – year: 2013 ident: ref60 article-title: Visustin v7 flow chart generator – ident: ref33 doi: 10.1109/ASWEC.2010.18 – ident: ref45 doi: 10.1145/985692.985712 – ident: ref68 doi: 10.1111/j.1540-4609.2005.00053.x – ident: ref55 doi: 10.1145/2723372.2735366 – year: 2022 ident: ref64 article-title: pandas-dev/pandas: Pandas 1.4.0 publication-title: Zenodo
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SubjectTerms	Codes data transformation Data visualization Debugging Pipeline design Program understanding Python Semantics Task analysis Transformations Visualization visualization design
Title	Visualizing the Scripts of Data Wrangling With Somnus
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