[R-sig-genetics] Customization of migration network plot

Rufaida Al Breiki Ralbreiki7 at hotmail.com
Sun Mar 5 13:52:50 CET 2017


Dear list,


I am using the R package diveRsity  to produce migration network plot.

The input file is a genepop file encoded as 3 digits per allelel of SNPs markers named as "genepop_file.gen".


The migration network was plotted using  "divMigrate" function as follows:


migRes <- divMigrate("genepop_gen.gen", plot_network = T, filter_threshold = 0.5)

the output:





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

I would appreciate  any help to   customize this out put for:
1- assign different color to each circle "group" (1-9)?
2- modify the groups names in the legend?

Thanks in advance,

Rufaida











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