Its good to keep the fan leaves for the majority of the plants' life. I prune once a week, taking off certain fanners. Its a very delicate procedure, as taking off the wrong ones can greatly decrease your yield. However, taking off others can increase your yield because it opens up new pathways for light to enter the inner parts of the plant. A fanner can create lots of energy, but at the same time it can waste a lot of energy if it isn't a neccesary part of the plant anymore. With that being said, the plant needs its' fanners all the way through veg and up to 2nd week in flowering. Its in between the 2nd and 6th week I am carefully removing the old fanners that the plant is no longer using to grow, and by the 7th week I am left with no fanners.
This pruning system allows the plant to:
1) use its energy where it is needed, instead of the energy being wasted.
2) allow light to creep into every depth of the plant.
3) allow the plant to breathe easier since the air is having an easier time circulating throughout the plant.
As I said before, its a delicate procedure so please be careful