A few issues here:
1. You're burnt out. Not enough rest... it can definitely contribute to depression so hope you can find someone to help you out. Maybe a maid to help with household chores.
2. Your older Son constant tantrums. It could be resulting from frustrations! I'm really not sure as you didn't give more detail but I think he screams as he cannot express himself.
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