This artifact contains the questionnaire, coding guidelines and resulting coded data set for the research paper "Explanations in Everyday Software Systems: Towards a Taxonomy for Explainability Needs" submitted to and accepted at the 32nd IEEE International Requirements Engineering 2024 conference. This artifact does not contain any automated analyses or tools.