It is evident that the three tried its best to callus the crack .Since this was not successful means that the cause was persistent year after year .
It indeed seems damage from either some kind of internal tension that cracks the trunk or
either from an external force that
splits the wood .
Since usually these cracks face south ,while being on the lower quarter of the trunk we can assume that the cause is
environmental .
Walnut trees ( here in Southern EU at least ) are known for large water absorption by their root system.
If water is readily available the percentage of outer sapwood is always greater than the percentage of heartwood.
In the pics one can see that the sapwood is rather minimal and the heartwood is almost 95% of the trunk's diameter.
That means that those wallnut trees grow in rather dry soil /arid
environment or for some reason the root system can not supply enough water for the tree to justify a bigger percentage of sapwood.Could be a fertilization
regime issue,as well.
We now must suspect internal stresses from frost or abnormal weight distribution ( branch formation ) or powerful winds (facing south thing...) or a combination thereof .
I seriously do not think that the cause is due to insects ( borers,termites,etc ) or a virus/bacteria/fungus disease.
After all the walnut wood has lots
of tannin content that acts as
pesticide .
It has to be something environmental.
Me thinks it has to do either with
strong winds or frost,or their combination.Internal stress /tension is built inside the rather dry and hard heartwood and causes splitting .