The lumps on the tree are called "Burl Wood." It is caused by stress or disease, the tree creates those lumps as a defense mechanism. Woodworkers pay high premiums for these deformations because of the patterns in the wood grain.
These two YouTube shorts explain "Burl Wood" further
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