I'm considering running away.

Hey you guys I am an only child and my I am 23 years old and I am living home with my parents. I live in a hispanic household and constantly me and my parents keep on getting into big arguments. My mom compares me to my friends and says how my friends are better than me. I am a college student, and I have tooken a few gap years after high school. Living with my parents is such a nightmare and I am considering running away. My mother has slapped me before at the age of 22. She has threatened me as well a year ago. My dad is biopolar and I am also afraid to even do certain things around my parents. I cant take it anymore and I am considering going to a shelter to start my own life. I am on a full ride scholarship but the school only pays for my tuition not room and board. I feel like my parents especially my father has broken boundaries with me do you guys have any advice on how I secretly run away safely?