Logic and implementation of a spam filter machine learning algorithm

What's the probability this email is spam given the list of words in the email? We need to find this probability. One of the words in the email is "bonus". If bonus was the only word in the email, what would be the probability this email is spam? Let's solve for P(spam bonus) .