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Very nicely written post. Always great to know there are Data Structures for solving most problems efficiently.

Another interesting but less talked about tree is the Bkd tree.

Yes interesting stuff. Seems similar in nature to "Vantage Point" trees.

All the images under the "How searching a VP-Tree works" are broken :/

oh bummer, it was working six months ago...

Wayback machine to the rescue!