I tried cleaning while being as objective as i can, not trying to infer things from the logic of the columns. Example : if someone is married and child for example, i set both to 'Nan', i do not look at the age, and say okay that person is over 18 years old and set child to parent or whatever. And it actually worsened my score. Did it work for others?
It was worse on my side