Bernie Hogan 
From Social Science to Data Science [PDF ebook] 
Key Data Collection and Analysis Skills in Python

Part I: Thinking Pragmatically
Chapter 1. Introduction
Chapter 2. The Series
Chapter 3. The Data Frame
Part II: Accessing and Converting Data
Chapter 4. File Types
Chapter 5. Merging and Grouping Data
Chapter 6. Accessing the Web
Chapter 7. Accessing APIs
Part III. Interpreting Data: Expectations versus Observations
Chapter 8. Research Questions
Chapter 9. Visualising Expectations
Part IV: Social Data Science in Practice: Four Approaches
Chapter 10. Cleaning Data
Chapter 11. Introducing Natural Language Processing
Chapter 12. Introducing Time Series Data
Chapter 13. Introducing Network Analysis
Chapter 14. Introducing Geographic Information Systems
Chapter 15. Conclusion
About the Author

Bernie Hogan (he/him/*) is a Senior Research Fellow at the Oxford Internet Institute and the current Directorof the University of Oxford’s MSc program in Social Data Science. Bernie’s work specialises in how toleverage computational tools for creative, challenging, and engaging methodologies to address social scienceresearch questions about identity, sexuality, and community. His favourite work in this area focuses on thecapture and analysis of personal social networks, using both pen-and-paper tools and the recent free opensourceapplication Network Canvas (https://www.networkcanvas.com). He also has a keen interest in howlanguage is used to either bring people together or push them apart using large scale quantitative data. Hehas published over 40 peer reviewed articles and presented at over a hundred conferences, including severalkeynotes. His most famous work reconsidered Goffman’s offline stage play metaphor of self-presentation foronline life (Hogan, 2010). This piece probably helped in popularising the term “algorithmic curation”.Before working at the University of Oxford’s Oxford Internet Institute (https://www.oii.ox.ac.uk) he completedhis undergraduate and graduate degrees in Canada. His undergraduate was in Sociology and Computer Science at Memorial University in St. John’s, Newfoundland, Canada. His graduate work was in Sociologyand Knowledge Media Design at the University of Toronto. During that time Bernie interned at Microsoft Research. Bernie lives in Oxford, UK with his husband and their sprawling vinyl record collection. He tweets(and collects vinyl) under the moniker “blurky” because it is a very rare word that sounds like Bernie. Mostof this research is available from his departmental homepage, (https://www.oii.ox.ac.uk/people/hogan) andor/his Git Hub, (https://www.github.com/berniehogan).