NoRaRe, the Database of Cross-Linguistic Norms, Ratings, and Relations, is a resource that curates multiple datasets containing information on various properties of words and concepts. When researchers contribute their data, the format and structure can vary widely, presenting challenges for seamless integration. Here, I offer practical guidance for addressing common issues such as data being placed in different sheets, headers in unexpected rows, or datasets contained within zip-
files. The strategies shared here offer a foundational approach to understanding and adapting NoRaRe’s flexibility to accommodate the idiosyncrasy of each dataset.
Handling Non-Standard Datasets in NoRaRe: A Practical Guide
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