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Data Cleaning: A Case Study with OpenRefine and Trifacta Wrangler
Communications in Computer and Information Science, 2020Data cleaning is the most time-consuming activity in data science projects aimed at delivery high-quality datasets to provide accuracy of the corresponding trained models. Due to variability of the data types and formats, data origin and acquisition, different data quality problems arise leading to development of variety cleaning techniques and tools ...
Dessislava Petrova-Antonova
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Data profiling for data quality improvement with OpenRefine
2016 International Conference on Information Technology Systems and Innovation (ICITSI), 2016Data profiling is an information analysis technique on data stored inside database. Data profiling purpose is to ensure data quality by detecting whether the data in the data source compiles with the established business rules. Profiling could be performed using multiple analysis techniques depending on the data element to be analyzed.
Tien Fabrianti Kusumasari, null Fitria
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"Навчальний урок пропонує рішення для науковців щодо визначення коректності зібраних даних та відповідних дій щодо них."
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Automated Data Cleaning with OpenRefine
2021Overview of the benefits and uses of OpenRefine and demonstration of some of its data cleaning functions and how to automate them.
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Proširenje funkcionalnosti alata OpenRefine [PDF]
With the advent of computers capable of analyzing data and how that data can be shared, the idea of opening up government data to the public has grown. As it has been shown that open data contributes significantly to society and the economy, it is also necessary to have good tools for working with data.
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Intro to Tidy Data and OpenRefine
2020Presentation given as 1 hour introduction to Tidy Data and OpenRefine for researchers. ResBaz 2020: Pick n Mix, 23-27 November, hosted by the University of Auckland and Victoria University of Wellington.
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Cleaning Spreadsheet Data with OpenRefine
2019Slides for an introductory class in the spreadsheet data -cleaning tool OpenRefine.
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