SemyonSinchenko opened a new pull request, #59525:
URL: https://github.com/apache/spark/pull/59525

   ### What changes were proposed in this pull request?
   - docs content from 
[graphframes.io](https://graphframes.io/04-user-guide/01-creating-graphframes.html)
   - migration of Laika's directives to Jekyll things
   - updates in namespaces (`org.graphframes` -> 
`org.apache.spark.graphframes`; `graphframes` -> `pyspark.graphframes`)
   
   *Existing GraphFrames tutorials are out of scope intentionally due to IP 
risks*
   
   ### Why are the changes needed?
   Related to #58302 
   
   ### Does this PR introduce _any_ user-facing change?
   .
   
   ### How was this patch tested?
   I built the site and took a top-level look by my own eyes on pages.
   
   ### Was this patch authored or co-authored using generative AI tooling?
   Generated-by: Prime-Agent (GLM-5.3-flash)
   
   ### Additional information that may be important
   Most of the documentation in this PR was written by myself and by this PR 
I'm willing to donate it to the Apache Spark project. Docs are not using any IP 
as well I tried to add all the required references to scientific papers. 
Regarding the tutorials, I see some IP-related risks and that was the reason 
tutorials were excluded from this PR. For example, I see some risks  usage of 
the `neo4j` term in Neo4J integration tutorial. As well I think it is important 
to ask @rjurney at least as an author of 
[motiff](https://graphframes.io/03-tutorials/02-motif-tutorial.html), 
[pregel](https://graphframes.io/03-tutorials/04-pregel-tutorial.html) and 
[neo4j](https://graphframes.io/03-tutorials/05-neo4j-integration.html) 
tutorials.


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