Statistics 245

Data Analysis



The data science landscape: David Donoho, 50 Years of Data Science
Additional suggestions: William Chen, 23 Free Data Science Books

For perspective: CORE, The Economy, modern economics in the context of social science




R for Data Science,
Wickham and Grolemund
O'Reilly, 2017

Hadley Wickham and Garrett Grolemund, R for Data Science





R Graphics Cookbook,
Winston Chang,
O'Reilly

Winston Chang, R Graphics Cookbook





The Art of Data Science,
Roger Peng and Elizabeth Matsui,
leanpub

Roger Peng and Elizabeth Matsui, The Art of Data Science





Exploratory Data Analysis with R,
Roger Peng,
leanpub

Roger Peng, Exploratory Data Analysis with R





R Programming for Data Science,
Roger Peng,
leanpub

Roger Peng, R Programming for Data Science





Data Analysis for the Life Sciences with R,
Irizarry and Love
CRC Press, 2017

Rafael Irizarry and Michael Love, Data Analysis for the Life Sciences with R




Chester Ismay and Albert Kim, ModernDive, An Introduction to Statistical and Data Sciences via R





Data Visualization for Social Science,

Keiran Healy, Data Visualization for Social Science, A Practical Introduction with R and ggplot2

Thoughtful approach to workflow by Kieran Healy




Technical Foundations of Informatics,

Michael Freeman and Joel Ross, Technical Foundations of Informatics








cparrish@sewanee.edu