Hi Siddharth,

I won't be able to mentor you. If I were to go about doing this thoroughly, 
I would look at the kinds of tests carried out in the literature on graph 
isomorphism (specifically here: http://arxiv.org/pdf/1301.1493v1.pdf ) and 
redo these (or very similar) tests with the listed algorithms as well as 
with SageMath.

Sadly, I have no time to mentor you on this.

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