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What's Wrong with Computational Notebooks? Pain Points, Needs, and Design Opportunities

Souti Chattopadhyay, Ishita Prasad, Austin Z. Henley, Anita Sarma, Titus Barik
2020 Proceedings of the 2020 CHI Conference on Human Factors in Computing Systems  
Through a systematic, mixed-methods study using semi-structured interviews (n = 20) and survey (n = 156) with data scientists, we catalog nine pain points when working with notebooks.  ...  Our data scientists report essential notebook requirements, such as supporting data exploration and visualization. The results of our study inform and inspire the design of computational notebooks.  ...  Acknowledgements We thank Audrey Au, Devesh Desai, Sumit Gulwani, John Lam, Natalia Morales, and Adriana Moscatelli for their help and feedback.  ... 
doi:10.1145/3313831.3376729 dblp:conf/chi/ChattopadhyayPH20 fatcat:cxsx65ui4jhfrh766zcilfihnu

Telling Stories from Computational Notebooks: AI-Assisted Presentation Slides Creation for Presenting Data Science Work [article]

Chengbo Zheng, Dakuo Wang, April Yi Wang, Xiaojuan Ma
2022 arXiv   pre-print
NB2Slides uses deep learning methods as well as example-based prompts to generate slides from computational notebooks, and take users' input (e.g., audience background) to structure the slides.  ...  NB2Slides also provides an interactive visualization that links the slides with the notebook to help users further edit the slides.  ...  This work is supported by the Hong Kong General Research Fund (GRF) with grant No. 16203421.  ... 
arXiv:2203.11085v1 fatcat:2uykwwgmaje4lc2ux5y4ugp6j4

A Notebook of Questions: A Summer Inquiry into Literature and Language

Katy Wischow
1997 Imagine  
And there's even a way to combine your interests in language and computers: natural language processing, which focuses on using computers to interpret human languages.  ...  "We are not concerned with beauty in this course," he would say. "We are concerned solely with what I may call the mechanics of flars."  ...  During the conferences, rather than pointing out the papers' flaws, the tutors addressed something they disagreed with or liked, and we had a discussion about the topic. 14 A Notebook of Questions:  ... 
doi:10.1353/imag.2003.0183 fatcat:gethlov3mfej5ko7fucjuddnki

A user-centered approach to designing an experimental laboratory data platform [article]

Ha-Kyung Kwon, Chirranjeevi Balaji Gopal, Jared Kirschner, Santiago Caicedo, Brian D. Storey
2020 arXiv   pre-print
of the diverse needs of researchers and their experimental processes.  ...  We synthesize this and other key findings into design criteria for a potential solution.  ...  Acknowledgements We are grateful to the Accelerated Materials Design and Discovery group at TRI for insightful discussions during the data collection and analysis phase.  ... 
arXiv:2007.14443v1 fatcat:xukv4e5land5zayir3f5blngou

Spyral Notebooks as a Supplement to Voyant Tools

Kaylin Land, Andrew MacDonald, Geoffrey Rockwell
2021
In the paper we present the design justifications for Spyral, showcase some of the analytical possibilities of Spyral, and address recent criticism of notebook environments.  ...  We suggest Spyral Notebooks help teach students to think-through digital text analysis and argue that the design of Spyral makes it rich in potential for the humanities researcher.  ...  "What's Wrong with Computational Notebooks? Pain Points, Needs, and Design Opportunities." In Proceedings of the 2020 CHI Conference on Human Factors in Computing Systems (CHI '20).  ... 
doi:10.17613/2bsr-xp53 fatcat:5e3jkm5bdzalpkeplgciaqq5ti

Designing patient-centric information displays for hospitals

Lauren Wilcox, Dan Morris, Desney Tan, Justin Gatewood
2010 Proceedings of the 28th international conference on Human factors in computing systems - CHI '10  
In this paper, we propose a design for in-room, patient-centric information displays, based on iterative design with physicians.  ...  We describe these findings, and we discuss the feasibility of a fully-automatic implementation of our design.  ...  George, our participants, and the ED staff.  ... 
doi:10.1145/1753326.1753650 pmid:27990502 pmcid:PMC5157936 dblp:conf/chi/WilcoxMTG10 fatcat:myua4f62ujdrzlzu6c3uqju5yy

The Archives Unleashed Project: Technology, Process, and Community to Improve Scholarly Access to Web Archives [article]

Nick Ruest, Jimmy Lin, Ian Milligan, Samantha Fritz
2020 arXiv   pre-print
starting points for scholarly inquiry.  ...  As we near the end of our initially-conceived three-year project, we report on our progress and share lessons learned along the way.  ...  Mellon Foundation, the Social Sciences and Humanities Research Council of Canada, as well as Start Smart Labs, Compute Canada, the University of Waterloo, and York University.  ... 
arXiv:2001.05399v1 fatcat:c3dcdfv3hbf4jou72hmuj52g5q

The Archives Unleashed Project: Technology, Process, and Community to Improve Scholarly Access to Web Archives

Nick Ruest, Jimmy Lin, Ian Milligan, Samantha Fritz
2020 Proceedings of the ACM/IEEE Joint Conference on Digital Libraries in 2020  
starting points for scholarly inquiry.  ...  As we near the end of our initially-conceived three-year project, we report on our progress and share lessons learned along the way.  ...  Mellon Foundation, the Social Sciences and Humanities Research Council of Canada, as well as Start Smart Labs, Compute Canada, the University of Waterloo, and York University.  ... 
doi:10.1145/3383583.3398513 dblp:conf/jcdl/RuestLMF20 fatcat:5lhbxydmlnb27lquqjjo6wmbai

Machine-Actionable Data Management Plans (Madmps): Idcc17 Workshop Materials [article]

Stephanie Simms, Sarah Jones
2017 Zenodo  
The preliminary workshop materials are available via http://www.dcc.ac.uk/events/workshops/postcard-future-tools-and-services-perfect-dmp-world.  ...  It also articulates a consensus about the need for a common standard for machine-actionable data management plans to enable future work in this area.  ...  The third pain point is about trying to figure out what we actually can and cannot do to assist researchers with their data management issues.  ... 
doi:10.5281/zenodo.475054 fatcat:yfldfvxgbnerzm4oo6nidbcpn4

A review of mathematica

Richard J. Fateman
1992 Journal of symbolic computation  
Design and implementation issues are discussed.  ...  The Mathematica computer system is reviewed from the perspective of its contributions to symbolic and algebraic computation, as well as its stated goals.  ...  What's the point in all this?  ... 
doi:10.1016/s0747-7171(10)80011-2 fatcat:m54bnhziabga7bog4uwaykzzbe

Patients' identified needs and requirements for e-health pain management interventions (Preprint)

Ingrid Konstanse Ledel Solem, Cecilie Varsi, Hilde Eide, Ólöf Birna Kristjánsdóttir, Jelena Mirkovic, Elin Børøsund, Mette Haaland-Øverby, Karina Heldal, Karlein M G Schreurs, Lori B Waxenberg, Karen Elizabeth Weiss, Eleshia J Morrison (+1 others)
2018 Journal of Medical Internet Research  
However, research on the needs and preferences of patients with chronic pain in relation to eHealth interventions is scarce.  ...  A growing body of evidence supports the potential effectiveness of electronic health (eHealth) interventions in managing chronic pain.  ...  The authors would also like to thank all collaborative partners, especially the partners at Vestre Viken Hospital trust and Drammen municipality for their help with participant recruitment, and occupational  ... 
doi:10.2196/13205 pmid:30877780 pmcid:PMC6462891 fatcat:7h6yxbee5vdkvpdqytemcrpj6q

50 years of software: key principles for quality

J.A. Whittaker, J.M. Voas
2002 IT Professional Magazine  
Clearly this is wrong.  ...  (Every craftsperson needs the right tools. Carpenters need hammers, for example.Try beating a nail into a board with a shoe.)  ...  A free e-mail alias from the Computer Society forwards all your mail to one place. you@computer.org Sign Up Today at computer.org/WebAccounts/alias.htm IEEE Computer Society computer.org  ... 
doi:10.1109/mitp.2002.1114844 fatcat:ub322kixjzge3gp4hhomic2p5y

CrossData: Leveraging Text-Data Connections for Authoring Data Documents

Zhutian Chen, Haijun Xia
2022 CHI Conference on Human Factors in Computing Systems  
FORMATIVE STUDY WITH PROFESSIONALS To better understand the general workfow, pain points, and best practices while writing data documents, a formative interview study was conducted.  ...  During the interviews, the professionals were asked to describe a recent, memorable experience while writing data documents, common pain points, and their solutions.  ... 
doi:10.1145/3491102.3517485 fatcat:ukkgmytnofcl7muideqb4rpzxy

How do Data Scientists Create Data Visualisations? Workflows, Experiences and Perceptions when visualising data with R [article]

Greg McInerny, Daniela Szabluk
2021 figshare.com  
The results presented in this report gather the different perspectives the participants have over data visualisation processes, aiming to identify characteristics, trends, pain points, needs and emotions  ...  This report presents the first results of the User Research conducted between May-August 2020 as part of the WAYS project, with a primary focus on the processes that data scientists go through when creating  ...  The results presented in this report gather the different perspectives the participants have over data visualisation processes, aiming to identify characteristics, trends, pain points, needs and emotions  ... 
doi:10.6084/m9.figshare.14112635.v1 fatcat:6zyo2im5qfczboskmqs2qbxoqa

Systems Of Resilience: A Dialogue On Digital Makers, Making And Their Principles Of Conduct [chapter]

Cindy Kohtala
2015 Zenodo  
They are the low-cost equivalent of industrial prototyping equipment and enable 'making' and 'fabbing' activities where hobbyists, professionals inventors and the curious can experiment with and realise  ...  and makerspaces.  ...  We give a particularly warm thanks to our contributors who generously gave their time and energy to share their experiences and thoughts. We extend our grateful thanks  ... 
doi:10.5281/zenodo.438124 fatcat:dt73vretrrb63ddly2bi2eni4e
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