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How do analysis goals and context affect exploratory data analysis (EDA)? To investigate this question, we conducted semi-structured interviews with 18 data analysts.
Exploratory data analysis
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We need both exploratory and confirmatory
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Exploratory data analysis
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Exploratory data analysis
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Exploratory data analysis
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Experimental design and analysis
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Z. Liu and J. Heer · 2014
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Profiling relational data: a survey
Z. Abedjan, L. Golab, and F. Naumann · 2015
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Duplicate record detection: A survey
A. K. Elmagarmid, P. G. Ipeirotis, and V. S. Verykios · 2007
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A model and framework for visualization exploration
T. Jankun-Kelly, K.-L. Ma, and M. Gertz · 2007
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Show me: Automatic presentation for visual analysis
J. Mackinlay, P. Hanrahan, and C. Stolte · 2007
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Toward a deeper understanding of the role of interaction in information visualization
J. S. Yi, Y. ah Kang, J. T. Stasko, J. A. Jacko, et al · 2007
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Graphical histories for visualization: Supporting analysis, communication, and evaluation
J. Heer, J. Mackinlay, C. Stolte, and M. Agrawala · 2008
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An exploratory study of visual information analysis
P. Isenberg, A. Tang, and S. Carpendale · 2008
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Overview of data exploration techniques
S. Idreos, O. Papaemmanouil, and S. Chaudhuri · 2015
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Project jupyter: Computational narratives as the engine of collaborative data science
F. Perez and B. E. Granger · 2015
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How to use t-sne effectively
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H. Wickham and G. Grolemund · 2016
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Voyager: Exploratory analysis via faceted browsing of visualization recommendations
K. Wongsuphasawat, D. Moritz, A. Anand, J. Mackinlay, B. Howe, and J. Heer · 2016
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A. Sarvghad, M. Tory, and N. Mahyar · 2017
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https://arrow.apache.org/, 2018
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https://datastudio.google.com/u/0/, 2018
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https://github.com/jupyterlab/jupyterlab, 2018
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https://powerbi.microsoft.com/, 2018
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https://www.tableau.com/products/prep, 2018
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Futzing and moseying: Interviews with professional data analysts on exploration practices
S. Alspaugh, N. Zokaei, A. Liu, C. Jin, and M. A. Hearst · 2018
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The interactive visualization gap in initial exploratory data analysis
A. Batch and N. Elmqvist · 2018
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The story in the notebook: Exploratory data science using a literate programming tool
M. B. Kery, M. Radensky, M. Arya, B. E. John, and B. A. Myers · 2018
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A. Rule, A. Tabard, and J. D. Hollan · 2018
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Investigating the effect of the multiple comparisons problem in visual analysis
E. Zgraggen, Z. Zhao, R. Zeleznik, and T. Kraska · 2018
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What do we talk about when we talk about dashboards?
A. Sarikaya, M. Correll, L. Bartram, M. Tory, and D. Fisher · 2019
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