Justina Machado. Today, we can’t stop watching Justina Machado, who plays Penelope Alvarez on the Netflix comedy “One Day at a Time.” Machado takes us back to the moment she realized everything would change because of the pandemic. She also discusses the production of a special animated episode of the show and what it's been like to portray a Latina character shaped by Latino writers.