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Data Cleaning: Detecting, Diagnosing, and Editing Data Abnormalities

Author

Listed:
  • Jan Van den Broeck
  • Solveig Argeseanu Cunningham
  • Roger Eeckels
  • Kobus Herbst

Abstract

In this policy forum the authors argue that data cleaning is an essential part of the research process, and should be incorporated into study design.

Suggested Citation

  • Jan Van den Broeck & Solveig Argeseanu Cunningham & Roger Eeckels & Kobus Herbst, 2005. "Data Cleaning: Detecting, Diagnosing, and Editing Data Abnormalities," PLOS Medicine, Public Library of Science, vol. 2(10), pages 1-1, September.
    • Handle: RePEc:plo:pmed00:0020267
    DOI: 10.1371/journal.pmed.0020267
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    Cited by:

    1. Ziwen Sun & Iain Scott & Simon Bell & Xiaomeng Zhang & Lan Wang, 2021. "Time Distances to Residential Food Amenities and Daily Walking Duration: A Cross-Sectional Study in Two Low Tier Chinese Cities," IJERPH, MDPI, vol. 18(2), pages 1-15, January.
    2. Mariano Sana & Alexander A. Weinreb, 2008. "Insiders, Outsiders, and the Editing of Inconsistent Survey Data," Sociological Methods & Research, , vol. 36(4), pages 515-541, May.
    3. James Steele & Matthew Wade & Robert J. Copeland & Stuart Stokes & Rachel Stokes & Steven Mann, 2021. "The National ReferAll Database: An Open Dataset of Exercise Referral Schemes Across the UK," IJERPH, MDPI, vol. 18(9), pages 1-17, April.
    4. Ziwen Sun & Ka Yan Lai & Simon Bell & Iain Scott & Xiaomeng Zhang, 2019. "Exploring the Associations of Walking Behavior with Neighborhood Environments by Different Life Stages: A Cross-Sectional Study in a Smaller Chinese City," IJERPH, MDPI, vol. 17(1), pages 1-16, December.
    5. Charlotte S C Woolley & Ian G Handel & B Mark Bronsvoort & Jeffrey J Schoenebeck & Dylan N Clements, 2020. "Is it time to stop sweeping data cleaning under the carpet? A novel algorithm for outlier management in growth data," PLOS ONE, Public Library of Science, vol. 15(1), pages 1-21, January.
    6. Furqan Alam & Ahmed Almaghthawi & Iyad Katib & Aiiad Albeshri & Rashid Mehmood, 2021. "iResponse: An AI and IoT-Enabled Framework for Autonomous COVID-19 Pandemic Management," Sustainability, MDPI, vol. 13(7), pages 1-52, March.
    7. Margherita E. Ghiselli & Idongesit Nta Wilson & Brian Kaplan & Ndadilnasiya Endie Waziri & Adamu Sule & Halimatu Bolatito Ayanleke & Faruk Namalam & Shehu Ahmad Tambuwal & Nuruddeen Aliyu & Umar Kadi , 2019. "Comparison of Micro-Census Results for Magarya Ward, Wurno Local Government Area of Sokoto State, Nigeria, with Other Sources of Denominator Data," Data, MDPI, vol. 4(1), pages 1-19, January.
    8. Prabhsimran Singh & Yogesh K. Dwivedi & Karanjeet Singh Kahlon & Ravinder Singh Sawhney & Ali Abdallah Alalwan & Nripendra P. Rana, 0. "Smart Monitoring and Controlling of Government Policies Using Social Media and Cloud Computing," Information Systems Frontiers, Springer, vol. 0, pages 1-23.
    9. Prabhsimran Singh & Yogesh K. Dwivedi & Karanjeet Singh Kahlon & Ravinder Singh Sawhney & Ali Abdallah Alalwan & Nripendra P. Rana, 2020. "Smart Monitoring and Controlling of Government Policies Using Social Media and Cloud Computing," Information Systems Frontiers, Springer, vol. 22(2), pages 315-337, April.
    10. Barry Dewitt & Baruch Fischhoff & Alexander L. Davis & Stephen B. Broomell & Mark S. Roberts & Janel Hanmer, 2019. "Exclusion Criteria as Measurements I: Identifying Invalid Responses," Medical Decision Making, , vol. 39(6), pages 693-703, August.
    11. Frank C Mng'ong'o & Joseph J Sambali & Eustachkius Sabas & Justine Rubanga & Jaka Magoma & Alex J Ntamatungiro & Elizabeth L Turner & Daniel Nyogea & Jeroen H J Ensink & Sarah J Moore, 2011. "Repellent Plants Provide Affordable Natural Screening to Prevent Mosquito House Entry in Tropical Rural Settings—Results from a Pilot Efficacy Study," PLOS ONE, Public Library of Science, vol. 6(10), pages 1-11, October.
    12. Lara Lusa & Marianne Huebner, 2021. "Organizing and Analyzing Data from the SHARE Study with an Application to Age and Sex Differences in Depressive Symptoms," IJERPH, MDPI, vol. 18(18), pages 1-20, September.
    13. Balan Rathakrishnan & Soon Singh Bikar Singh & Azizi Yahaya, 2022. "Perceived Social Support, Coping Strategies and Psychological Distress among University Students during the COVID-19 Pandemic: An Exploration Study for Social Sustainability in Sabah, Malaysia," Sustainability, MDPI, vol. 14(6), pages 1-13, March.
    14. Pasichnyi, Oleksii & Wallin, Jörgen & Levihn, Fabian & Shahrokni, Hossein & Kordas, Olga, 2019. "Energy performance certificates — New opportunities for data-enabled urban energy policy instruments?," Energy Policy, Elsevier, vol. 127(C), pages 486-499.

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