Yelling and screaming and using obscenities in the house full of young impressionable children is abusive. If you don’t want to leave it’s your choice but I’d get children out of there. They don’t choose to live this way and deserve better. They are enduring emotional damage and unfortunately you set up their lives for them. They likely to choose abusuve partners for themselves. How sad