Feasibility study of machine learning
For this feasibility study, following will be high level steps :


For each feature perform PCA with rest of the features as train_x and feature as train_y. If you find a feature that can be predicted by other features; ML can be applied on Dataset 
Can a Human solve it ? As a person; can you find patterns for a given feature, based on other features ? 
Exploratory data analysis with Weka, Dataframe + Matplotlib or similar tools . https://datascienceguide.github.io/exploratory-data-analysis