This dataset is a collection of tweets related to nuclear energy along with the crowd’s evaluation of the tweet’s sentiment. The possible sentiment categories are: “Positive,” “Negative,” “Neutral/author is just sharing information,” “Tweet NOT related to nuclear energy,” and “I can’t tell.” We also provide an estimation of the crowds’ confidence that each category is correct which can be used to identify tweets whose sentiment may be unclear.