Predicting severe outcomes in Covid-19 related illness using only patient demographics, comorbidities and symptoms

•Severe Covid-19 illness can be predicted with demographics, symptoms and medical history.•Increasing age, male sex, and presentation with dyspnea predicted severe illness.•Immunocompromised status and chronic kidney disease also predict severe illness.•Hyperlipidemia was protective in our multivariable model.