Create a decision tree in R based on df

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Hi there. I would like to plot a decision tree based on some information that I have in a dataframe like this:

df<-data.frame(action=c("C","F","R","RC","RF","X"), 
               value=c(-10,-60,30,1,-2,1))

Each letter is related to an action that we made in a poker hand:
C is for Call
F is for Fold
R is for Raise
X is for Check.

I would like to create a decision tree to plot this information in order to find any inconsistency in my decitions. Something like this:

image

How would you do this? There is any package that you would recommend?

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