The most reliable and valid piece of evidence among the options provided is:
data collected from a controlled experiment that has been reproduced in several different labs.
This data has been obtained under controlled conditions, which enhances its reliability, and the fact that it has been reproduced in multiple labs further confirms its validity and generalizability across different contexts and settings.