Exploring Data Science with R and the Tidyverse av Jerry Bonnell, Mitsunori (University of Miami Coral Gables Florida USA) Ogihara

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<P>This book introduces the reader to data science using R and the tidyverse. No prerequisite knowledge is needed in college-level programming or mathematics (e.g., calculus or statistics). The book is self-contained so readers can immediately begin building data science workflows without needing to reference extensive amounts of external resources for onboarding. The contents are targeted for undergraduate students but are equally applicable to students at the graduate level and beyond. The book develops concepts using many real-world examples to motivate the reader. </P><P>Upon completion of the text, the reader will be able to:</P><UL><P><LI>Gain proficiency in R programming </LI><P></P><P><LI>Load and manipulate data frames, and "tidy" them using tidyverse tools</LI><P></P><P><LI>Conduct statistical analyses and draw meaningful inferences from them </LI><P></P><P><LI>Perform modeling from numerical and textual data</LI><P></P><P><LI>Generate data visualizations (numerical and spati