Exploratory Analysis and Preprocessing

Exploratory Analysis and Preprocessing (TEMPLATE)

Resources

• Pandas documentation
• Python for Data Science (Jake VanderPlas)
• SciKit Learn http://scikit-learn.org/stable/modules/preprocessing.html#preprocessing

 

Post outline

• Merging datasets
• Filtering data
  • By single criteria
  • By multiple criteria
• Dealing with null values and outliers
• Dealing with categorical data
• Brief intro to regular expressions
• The big three (scaling, transforming and normalizing)

 

Post Content

 

Having worked as a scientist for nearly half a decade, I can tell you that the collection of data is never without its challenges. Sensors often miss cycles and/or return erroneous values. It’s important to have a process for dealing with these issues prior to doing a final or creating plots for visualizing the data.

 

Additionally, data often needs to be restructured before being passed into a model. I’ve written a process for performing preprocessing of data and included methods that I’ve found to be useful.