<p dir="ltr">Bayesian Networks (BNs) are an important tool for assisting probabilistic reasoning, but despite being considered transparent models, people have trouble understanding them. Current User Interfaces (UIs) still do not clarify the reasoning of BNs. To address this problem, we designed verbal and visual extensions to the standard BN UI, which can guide users through common inference patterns. We conducted a user study to compare our verbal, visual and combined UI extensions, and a baseline UI. This is the anonymised data collected from that user study, including participant background information and long format response data.</p>