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Learn how to use R to turn raw data into insight, knowledge, and understanding. This book introduces you to R, RStudio, and the tidyverse, a collection of R packages designed to work together to make data science fast, fluent, and fun. Suitable for readers with no previous programming experience, R for Data Science is designed to get you doing data science as quickly as possible. Authors Hadley Wickham and Garrett Grolemund guide you through the steps of importing, wrangling, exploring, and modeling your data and communicating the results. You'll get a complete, big-picture understanding of the data science cycle, along with basic tools you need to manage the details. Each section of the book is paired with exercises to help you practice what you've learned along the way. You'll learn how to: Wrangle—transform your datasets into a form convenient for analysis Program—learn powerful R tools for solving data problems with greater clarity and ease Explore—examine your data, generate hypotheses, and quickly test them Model—provide a low-dimensional summary that captures true "signals" in your dataset Communicate—learn R Markdown for integrating prose, code, and results
Contains data similar to that found in the County and City Databook, but on the state and MSA (Metropolitan Statistical Areas) levels.
Provides both rich theory and powerful applications Figures are accompanied by code required to produce them Full color figures
Equal parts mail art, data visualization, and affectionate correspondence, Dear Data celebrates "the infinitesimal, incomplete, imperfect, yet exquisitely human details of life," in the words of Maria Popova (Brain Pickings), who introduces this charming and graphically powerful book. For one year, Giorgia Lupi, an Italian living in New York, and Stefanie Posavec, an American in London, mapped the particulars of their daily lives as a series of hand-drawn postcards they exchanged via mail weekly—small portraits as full of emotion as they are data, both mundane and magical. Dear Data reproduces in pinpoint detail the full year's set of cards, front and back, providing a remarkable portrait of two artists connected by their attention to the details of their lives—including complaints, distractions, phone addictions, physical contact, and desires. These details illuminate the lives of two remarkable young women and also inspire us to map our own lives, including specific suggestions on what data to draw and how. A captivating and unique book for designers, artists, correspondents, friends, and lovers everywhere.
NEW YORK TIMES BESTSELLER • WINNER OF THE PULITZER PRIZE • NAMED ONE OF TIME’S TEN BEST NONFICTION BOOKS OF THE DECADE • One of the most acclaimed books of our time, this modern classic “has set a new standard for reporting on poverty” (Barbara Ehrenreich, The New York Times Book Review). In Evicted, Princeton sociologist and MacArthur “Genius” Matthew Desmond follows eight families in Milwaukee as they each struggle to keep a roof over their heads. Hailed as “wrenching and revelatory” (The Nation), “vivid and unsettling” (New York Review of Books), Evicted transforms our understanding of poverty and economic exploitation while providing fresh ideas for solving one of twenty-first-century America’s most devastating problems. Its unforgettable scenes of hope and loss remind us of the centrality of home, without which nothing else is possible. NAMED ONE OF THE BEST BOOKS OF THE YEAR BY President Barack Obama • The New York Times Book Review • The Boston Globe • The Washington Post • NPR • Entertainment Weekly • The New Yorker • Bloomberg • Esquire • BuzzFeed • Fortune • San Francisco Chronicle • Milwaukee Journal Sentinel • St. Louis Post-Dispatch • Politico • The Week • Chicago Public Library • BookPage • Kirkus Reviews • Library Journal • Publishers Weekly • Booklist • Shelf Awareness WINNER OF: The National Book Critics Circle Award for Nonfiction • The PEN/John Kenneth Galbraith Award for Nonfiction • The Andrew Carnegie Medal for Excellence in Nonfiction • The Hillman Prize for Book Journalism • The PEN/New England Award • The Chicago Tribune Heartland Prize FINALIST FOR THE LOS ANGELES TIMES BOOK PRIZE AND THE KIRKUS PRIZE “Evicted stands among the very best of the social justice books.”—Ann Patchett, author of Bel Canto and Commonwealth “Gripping and moving—tragic, too.”—Jesmyn Ward, author of Salvage the Bones “Evicted is that rare work that has something genuinely new to say about poverty.”—San Francisco Chronicle