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How to best visualize breast cancer data

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I'm playing around with the wisconsin breast cancer data that predicts malignant or benign.

I'm can't figure out which visualization to use to form my Hypothesis. I want my hypothesis to be something like "which attribute would have the most effect on predicting the class variable".

I made a scatterplot matrix for this data but I think it doesn't show good visualization from which I can make manual predictions by just looking at the image.

Which graph/visualization should I use to extract some meaningful information from the data by just visually looking at it?

https://dl.dropboxusercontent.com/s/d6jg7jwpb75erq3/Rplot14.png?dl=0

> library(foreign) > breast <- read.arff("http://www.cs.iastate.edu/~cs573x/labs/lab1/breast-cancer- wisconsin.arff") > breast$class <- as.numeric(as.character(breast$class)) 
submitted by omnipresent101
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