Research Data Leeds Repository
A Practical Guide to Characterising Data and Investigating Data Quality
Citation
Ruddle, Roy and Cheshire, James and Fernstad, Sara Johansson (2024) A Practical Guide to Characterising Data and Investigating Data Quality. University of Leeds. [Dataset] https://doi.org/10.5518/14811
Dataset description
This guide is designed for data scientists to use in their day-to-day work, and describes a comprehensive list of tasks to perform when investigating data quality and profiling data, and a six-step recommended workflow. Each of the 62 tasks is articulated as a question (and sometimes several questions) to answer about your data. The guide also provides pointers to a Python package (vizdataquality) that implements the workflow, a film about visualizing data quality and other useful resources.
Subjects: | I000 - Computer sciences2 |
---|---|
Divisions: | Faculty of Engineering and Physical Sciences > School of Computing3 |
License: | Creative Commons Attribution 4.0 International (CC BY 4.0) |
Date deposited: | 06 Feb 2024 14:23 |
URI: | https://archive.researchdata.leeds.ac.uk/id/eprint/12354 |
Files
Documentation
- 1. https://doi.org/10.5518/1481
- 2. https://archive.researchdata.leeds.ac.uk/view/subjects/I000.html
- 3. https://archive.researchdata.leeds.ac.uk/view/divisions/SC/
- 4. https://archive.researchdata.leeds.ac.uk/id/eprint/1235
- 5. https://orcid.org/0000-0001-8662-8103
- 6. https://orcid.org/0000-0003-4552-5989
- 7. https://orcid.org/0000-0003-4518-5144
- 8. mailto:r.a.ruddle@leeds.ac.uk
- 9. https://archive.researchdata.leeds.ac.uk/1235/1/A_practical_guide_to_data_quality_and_data_profiling.pdf
- 10. https://archive.researchdata.leeds.ac.uk/1235/1/A_practical_guide_to_data_quality_and_data_profiling.pdf
- 11. https://archive.researchdata.leeds.ac.uk/1235/1/A_practical_guide_to_data_quality_and_data_profiling.pdf
- 12. https://archive.researchdata.leeds.ac.uk/1235/1/A_practical_guide_to_data_quality_and_data_profiling.pdf
- 13. https://archive.researchdata.leeds.ac.uk/1235/2/Checklists_for_data_quality_and_data_profiling.xlsx
- 14. https://archive.researchdata.leeds.ac.uk/1235/2/Checklists_for_data_quality_and_data_profiling.xlsx
- 15. https://archive.researchdata.leeds.ac.uk/1235/2/Checklists_for_data_quality_and_data_profiling.xlsx
- 16. https://archive.researchdata.leeds.ac.uk/1235/2/Checklists_for_data_quality_and_data_profiling.xlsx