feature ranking in machine learning case study

select any articles about feature ranking in machine learning as case study. list the features in order based on article ranking . write a comment next to each feature wither really it is important or not based on Domain knowledge and common since and logic . for example the phone most important feature is the the camera ,battery and memory but not the color of the cover . so if you find this then you could say that this feature ranking is not logic