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Network/Graph Analysis Beginner

I am a beginner to Network/Graph Analysis. I have data in the following format:

Customer | CustomerSpend

Anna $10

Bob $30

Charlie $50

Customer1 | Customer2 | RelationshipStrength | ZipCode

Anna Bob 5 11111

Bob Charlie 10 22222

  • I want to visualize and conduct some analysis on the data set (which groups spend most, which zipcodes spend most, etc.).
  • I am thinking of using NodeXL or igraph (in R) to get started.
  • I also want to brush up on graph theory to understand the various metrics I could look at.

What resources can I leverage to get started?