Score Columns in Azure ML Studio
Some very helpful articles walked me through how to use the feature selection modules in Azure ML Studio:

https://docs.microsoft.com/en-us/azure/machine-learning/studio-module-reference/feature-selection-modules
https://docs.microsoft.com/en-us/azure/machine-learning/studio-module-reference/filter-based-feature-selection

I used the "Filter Based Feature Selection" Module: 



I added it to my training experiment and added input data.



I chose the feature I was training my model to predict.



After running the experiment I viewed the visualization of the Features: 




Now I am using this to find which columns are valuable and which need some work.