Teaching Data Science by Visualizing Data Table Transformations: Pandas Tutor for Python, Tidy Data Tutor for R, and SQL Tutor

Author:

Lau Sam1ORCID,Kross Sean2ORCID,Wu Eugene3ORCID,Guo Philip J.4ORCID

Affiliation:

1. UC San Diego, La Jolla, CA, United States of America

2. Fred Hutchinson Cancer Center, Seattle, WA, USA

3. Columbia University, New York, NY, United States of America

4. UC San Diego, La Jolla, CA, USA

Funder

National Science Foundation

Publisher

ACM

Reference28 articles.

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2. 2022. 11 Types of Data Science Jobs (With Responsibilities). https://www.indeed.com/career-advice/finding-a-job/types-of-data-science-jobs. Accessed: 2023-02-20. 2022. 11 Types of Data Science Jobs (With Responsibilities). https://www.indeed.com/career-advice/finding-a-job/types-of-data-science-jobs. Accessed: 2023-02-20.

3. 2023. pandas - MultiIndex / advanced indexing. https://pandas.pydata.org/docs/user_guide/advanced.html. Accessed: 2023-02-20. 2023. pandas - MultiIndex / advanced indexing. https://pandas.pydata.org/docs/user_guide/advanced.html. Accessed: 2023-02-20.

4. 2023. pandas - Python Data Analysis Library. https://pandas.pydata.org/. Accessed: 2023-02-20. 2023. pandas - Python Data Analysis Library. https://pandas.pydata.org/. Accessed: 2023-02-20.

5. 2023. Tidyverse: R packages for data science. https://www.tidyverse.org/. Accessed: 2023-02-20. 2023. Tidyverse: R packages for data science. https://www.tidyverse.org/. Accessed: 2023-02-20.

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1. Data Science Mastery Learning Using Parsons Problems-Inspired Table Transformations;Proceedings of the 55th ACM Technical Symposium on Computer Science Education V. 2;2024-03-14

2. Detangler: Helping Data Scientists Explore, Understand, and Debug Data Wrangling Pipelines;2023 IEEE Symposium on Visual Languages and Human-Centric Computing (VL/HCC);2023-10-03

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