The artifacts described in this document belong to the paper ‘Socio-technical anti-patterns in building ML-enabled software: Insights from Leaders on the Forefront’. We conducted a large-scale qualitative analysis of existing videos from an online community employing reflexive thematic analysis. This way, we generated 17 anti-patterns in seven contexts and development activities with corresponding causes and recommendation. The artifacts contain initial, interim, and final themes and corresponding codes, showing the evolution of codes and naming of the themes.