Data rarely comes prepared for its end use. For any particular project, there may be too much data, too little data, missing data, erroneous data, poorly structured data, or improperly formatted data. This book is about how to gather the data that is available and produce an output that is ready to be used. In each of the chapters, one or more demonstrations are used to show a new approach to data wrangling.