This is awesome! One note, some of the batch years are wrong, I see someone from S24 marked as S19.
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Very cool! It looks like you've purchased the data from a vendor, is that right? I love graphs of all kinds, so I was hoping to fetch the raw data and have a look at it with pyvis/networkx.