Definitions of bias
a distortion of a result due to some factor that was not considered when making the calculation
Those factors were omitted, and the resulting bias is fairly obvious.
a preference for or dislike of someone or something that makes you treat that person or thing in a way that is unfair
Even if the judge had known of the connection, there would not have been any real danger of bias.