GitHub user alexeyegorov added a comment to the discussion: Is there a way to 
do spatial partitioning like we can with RDD using DataFrame API?

Motivated by this and other discussions, I spent few hours yesterday and found 
a solution to perform a LEFT JOIN while still using Spatial join of Sedona. 
Here is the post in the other discussion thread: 
https://github.com/apache/sedona/discussions/2520#discussioncomment-15231076

GitHub link: 
https://github.com/apache/sedona/discussions/2554#discussioncomment-15231090

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