From a review of the first edition: "Modern Data Science with R... is rich with examples and is guided by a strong narrative voice. What’s more, it presents an organizing framework that makes a convincing argument that data science is a course distinct from applied statistics" (The American Statistician). Modern Data Science with R is a comprehensive data science textbook for undergraduates that incorporates statistical and computational thinking to solve real-world data problems. Rather than focus exclusively on case studies or programming syntax, this book illustrates how statistical programming in the state-of-the-art R/RStudio computing environment can be leveraged to extract meaningful information from a variety of data in the service of addressing compelling questions. The second edition is updated to reflect the growing influence of the tidyverse set of packages. All code in the book has been revised and styled to be more readable and easier to understand. New functionality from packages like sf, purrr, tidymodels, and tidytext is now integrated into the text. All chapters have been revised, and several have been split, re-organized, or re-imagined to meet the shifting landscape of best practice.
“Our community has continued to grow exponentially, thanks to those who inspire the next generation. And inspiring the next generation is what the authors of Analyzing Baseball Data with R are doing. They are setting the career path for still thousands more. We all need some sort of kickstart to take that first or second step. You may be a beginner R coder, but you need access to baseball data. How do you access this data, how do you manipulate it, how do you analyze it? This is what this book does for you. But it does more, by doing what sabermetrics does best: it asks baseball questions. Throughout the book, baseball questions are asked, some straightforward, and others more thought-provoking.” From the Foreword by Tom Tango Analyzing Baseball Data with R Third Edition introduces R to sabermetricians, baseball enthusiasts, and students interested in exploring the richness of baseball data. It equips you with the necessary skills and software tools to perform all the analysis steps, from importing the data to transforming them into an appropriate format to visualizing the data via graphs to performing a statistical analysis. The authors first present an overview of publicly available baseball datasets and a gentle introduction to the type of data structures and exploratory and data management capabilities of R. They also cover the ggplot2 graphics functions and employ a tidyverse-friendly workflow throughout. Much of the book illustrates the use of R through popular sabermetrics topics, including the Pythagorean formula, runs expectancy, catcher framing, career trajectories, simulation of games and seasons, patterns of streaky behavior of players, and launch angles and exit velocities. All the datasets and R code used in the text are available for download online. New to the third edition is the revised R code to make use of new functions made available through the tidyverse. The third edition introduces three chapters of new material, focusing on communicating results via presentations using the Quarto publishing system, web applications using the Shiny package, and working with large data files. An online version of this book is hosted at https://beanumber.github.io/abdwr3e/.
Revolution from the Right provides important new perspectives on the rise of National Socialism as it focuses on one of the most politically significant areas in the Weimar Republic: the central German state of Saxony. This highly industrialized state was the traditional stronghold of the left wing of Social Democracy, yet in the state elections of 1929 and 1930 it gave the National Socialists their first major electoral successes following a dramatic shift in its political life from the left to the far right. The National Socialists were able to gain support of middle-class voters attracted to militant anti-Marxism as well as from workers previously committed to the revolutionary left. Lapp investigates the dynamics of political radicalization in this densely populated, highly polarized, and politically volatile state from the German Revolution of 1918-19 to the Nazi seizure of power. He focuses on themes central to the history of Germany’s failed democracy: the role of bourgeois “moral outrage” in response to the Socialist reforms of the early Weimar period, the failure of the bourgeois parties to maintain their support among an increasingly radicalized middle-class electorate, and the success of the NSDAP in appealing to large segments of the working-class electorate. Studies of National Socialism have hitherto focused on a largely rural and middle-class following; by examining a highly industrialized area with a largely working-class population, Revolution from the Right illuminates central aspects of the appeal of National Socialism to a diverse constituency and in doing so offers new insights into the appeal of National Socialism and the collapse of the Weimar Republic.
A gripping history chronicling the fits and starts of American special operations and the ultimate rise of the Navy SEALs from unarmed frogmen to elite, go-anywhere commandos—as told by one of their own. “Deeply researched, well organized, and incredibly engaging . . . This is our legacy with all the warts, the challenges, and the heroics in one concise volume.”—Admiral William H. McRaven, #1 New York Times bestselling author and former commander, United States Special Operations Command How did the US Navy—the branch of the US military tasked with patrolling the oceans—ever manage to produce a unit of raiders trained to operate on land? And how, against all odds, did that unit become one of the world’s most elite commando forces, routinely striking thousands of miles from the water on the battlefields of Iraq, Afghanistan, Syria, even Central Africa? Behind the SEALs’ improbable rise lies the most remarkable underdog story in American military history—and in these pages, former Navy SEAL Benjamin H. Milligan captures it as never before. Told through the eyes of remarkable leaders and racing from one longshot, hair-curling raid to the next, By Water Beneath the Walls is the tale of the unit’s heroic naval predecessors, and the evolution of the SEALs themselves. But it’s also the story of the forging of American special operations as a whole—and how the SEALs emerged from the fires as America’s first permanent commando force when again and again some other unit seemed predestined to seize that role. Here Milligan thrillingly captures the outsize feats of the SEALs’ frogmen forefathers in World War II, the Korean War, and elsewhere, even as he plunges us into the second front of interservice rivalries and personal ambition that shaped the SEALs’ evolution. In equally vivid, masterful detail, he chronicles key early missions undertaken by units like the Marine Raiders, Army Rangers, and Green Berets, showing us how these fateful, bloody moments helped create the modern American commando—even as they opened up pivotal opportunities for the Navy. Finally, he takes us alongside as the SEALs at last seize the mantle of commando raiding, and discover the missions of capture/kill and counterterrorism that would define them for decades to come. Now required reading throughout the US special operations community, By Water Beneath the Walls is an essential history of the SEAL teams, a crackling account of desperate last stands and unforgettable characters accomplishing the impossible—and a riveting epic of the dawn of American special operations.
Brings together 1,000 focused biographies of Americans who affected how the United States made, supported, perceived, and protested its major wars from the Revolution to Gulf War II. Inventors and scientists, nurses and physicians, reformers and clerics, civil rights and labor leaders, financiers and economist, artists and musicians have all been soldiers on the home front. Home Front Heroes brings together brief and focused biographies of 1,000 Americans who affected how the United States made, supported, perceived and protested its major war efforts from the Revolution to Gulf War II. Battlefield victories and defeats are in a very real sense the reflection of the society waging war. Inventors and scientists, social reformers and clerics, civil rights and labor leaders, nurses and physicians, actors and directors, financiers and industrialists, economists and psychologists, artists and musicians, writers and journalists, have all been soldiers on the home front. The biographical entries highlighting the subjects' wartime contributions are arranged alphabetically. Many of the entries also include suggestions for further reading. Thematic indexes make it easy to look up people alphabetically by last name and by war, and other indices list entries under broad categories - Arts and Culture; Business, Industry, and Labor; Nursing and Medicine; Science, Engineering and Inventions - with more detailed occupational background. Entries include: Julia Ward Howe, composer of The Battle Hymn of the Republic; Robert Fulton, inventor of the steam engine and architect of the submarine Nautilus; Martin Brander, maker of Eliot's Saddle Ring Carbine; Robert Parker Parrott, inventor of the Parrott cannon; Novelist and War Correspondent Stephen Crane; Founder of the Army Nurse Corps Dr. Anita Newcomb McGee; Composer John Philip Sousa (Stars and Stripes Forever); Louis M. Terman, who invented the IQ test; Reginald Fessenden, developer of a sonic depth finder; machine-gun inventor Benjamin Hotchkiss; Labor leader John L. Lewis; Comedian and USO stalwart Bob Hope; Dr. Ancel Keys developer of the K-ration; napalm inventor Louis F. Fieser; and many more. The work is fully indexed, and contains an extensive bibliography.
Founder of the phenomenon social media account PreachersNSneakers tackles how faith, capitalism, consumerism, and (wannabe) celebrity have collided and asks both believers and nonbelievers alike: how much is too much? What started as a joke account on Instagram has turned into a movement. Through this provocative project, the founder of PreachersNSneakers is helping thousands of Jesus followers wrestle with the inevitable dilemmas created by our Western culture obsessed with image and entertainment. In PreachersNSneakers: Authenticity in an Age of For-Profit Faith and (Wannabe) Celebrities, Ben Kirby approaches many of the difficult questions plaguing countless Christians’ minds, presenting experiences and input from both sides of difficult questions, such as: Should pastors grow wealthy off of religion, and can their churches ever be too large? Do we really believe that divine blessings are monetary, or is that just religious wallpaper to hide our own greed? Is there space in Christendom for celebrities like Kanye and Bieber to exist without distorting the good news? What about this: Is it wrong for someone—even wrong for author Ben Kirby—to call out faith leaders online and leverage “cancel culture” to affect change? PreachersNSneakers will navigate these challenging questions and many more with humor, wit, candor, and a few never-before-published hijinks. Each chapter will explore the various sides of the debate, holding space for us to make up our own minds. This book is not about finding the perfect, “right” way to do something, but instead learning how to articulate what we believe, why we believe it, and what to do when we want to stand up against cultural norms. This book will doubtlessly become a staple for church small groups, college ministries, and book clubs, emboldening struggling believers who want to live a more genuine faith. After all, the Lord works in mysterious colorways.
This innovative study of remembrance in Weimar Germany analyses how experiences and memories of the Great War were transformed along political lines after 1918. Examining the symbolism, language and performative power of public commemoration, Benjamin Ziemann reveals how individual recollections fed into the public narrative of the experience of war. Challenging conventional wisdom that nationalist narratives dominated commemoration, this book demonstrates that Social Democrat war veterans participated in the commemoration of the war at all levels: supporting the 'no more war' movement, mourning the fallen at war memorials and demanding a politics of international solidarity. It describes how the moderate Socialist Left related the legitimacy of the Republic to their experiences in the Imperial army and acknowledged the military defeat of 1918 as a moment of liberation. This is the first comprehensive analysis of war remembrances in post-war Germany and a radical reassessment of the democratic potential of the Weimar Republic.
Aesthetic theory in the West has, until now, been dominated by ideas of effect, autonomy, and reception. Transformative Aesthetics uncovers these theories’ mutual concern with the transformation of those involved. From artists to spectators, readers, listeners, or audiences, the idea of transformation is one familiar to cultures across the globe. Transformation of the individual is only one part of this aesthetic phenomenon, as contemporary artists are increasingly called upon to have a transformative, sustainable impact on society at large. To this end, Erika Fischer Lichte and Benjamin Wihstutz present a series of fresh perspectives on the discussion of aesthetics, uniting Western theory with that of India, China, Australia, and beyond. Each chapter of Transformative Aesthetics focuses on a different approach to transformation, from the foundations of aesthetics to contemporary theories, breaking new ground to establish a network of thought that spans theatre, performance, art history, cultural studies, and philosophy.
Praise for Previous Volumes "This volume maintains the authoritative standards of the series...The editors and publishers are to be congratulated" - M.S. CHILD in PHYSICS BULLETIN "Maintains the high standards of earlier volumes in the series...All the series are written by experts in the field, and their summaries are most timely...Strongly recommended." - G. HERZBERG in AMERICAN SCIENTIST
The Small Wars of the United States, 1899–2009 is the complete bibliography of works on US military intervention and irregular warfare around the world, as well as efforts to quell insurgencies on behalf of American allies. The text covers conflicts from 1898 to present, with detailed annotations of selected sources. In this second edition, Benjamin R. Beede revises his seminal work, bringing it completely up to date, including entries on the current conflicts in Iraq and Afghanistan. An invaluable research tool, The Small Wars of the United States, 1899–2009 is a critical resource for students and scholars studying US military history.
From 1938 to 1945, the Protestant church leader Martin Niemoeller was detained as 'Hitler's Personal Prisoner' in Nazi concentration camps, and has been widely hailed as an icon of Christian resistance against the Nazis. Benjamin Ziemann uncovers a more problematic 'historical' Niemoeller behind the legend of the resistance hero.
Crusades covers seven hundred years from the First Crusade (1095-1102) to the fall of Malta (1798) and draws together scholars working on theatres of war, their home fronts and settlements from the Baltic to Africa and from Spain to the Near East and on theology, law, literature, art, numismatics and economic, social, political and military history. Routledge publishes this journal for The Society for the Study of the Crusades and the Latin East. Particular attention is given to the publication of historical sources in all relevant languages - narrative, homiletic and documentary - in trustworthy editions, but studies and interpretative essays are welcomed too. Crusades appears in both print and online editions. The third issue of the Crusades features articles from Denys Pringle on Crusader inscriptions, Bejamin Z. Kadar on the massacre of 15 July 1099 and Peter Frankopan on co-operation between Constantinople and Rome before the First Crusade.
In this fourth edition, Benjamin G. Rader updates the text with a portrait of baseball's new order. He charts an on-the-field game transformed by analytics, an influx of Latino and Asian players, and a generation of players groomed for brute power both on the mound and at the plate. He also analyzes the behind-the-scenes revolution that brought in billions of dollars from a synergy of marketing and branding prowess, visionary media development, and fan-friendly ballparks abuzz with nonstop entertainment. The result is an entertaining and comprehensive tour of a game that, whatever its changes, always reflects American society and culture.
A gripping account of one man's long road to freedom that will forever change how we understand our criminal justice system. During the last three decades, more than two thousand American citizens have been wrongfully convicted. Ghost of the Innocent Man brings us one of the most dramatic of those cases and provides the clearest picture yet of the national scourge of wrongful conviction and of the opportunity for meaningful reform. When the final gavel clapped in a rural southern courtroom in the summer of 1988, Willie J. Grimes, a gentle spirit with no record of violence, was shocked and devastated to be convicted of first-degree rape and sentenced to life imprisonment. Here is the story of this everyman and his extraordinary quarter-century-long journey to freedom, told in breathtaking and sympathetic detail, from the botched evidence and suspect testimony that led to his incarceration to the tireless efforts to prove his innocence and the identity of the true perpetrator. These were spearheaded by his relentless champion, Christine Mumma, a cofounder of North Carolina's Innocence Inquiry Commission. That commission -- unprecedented at its inception in 2006 -- remains a model organization unlike any other in the country, and one now responsible for a growing number of exonerations. With meticulous, prismatic research and pulse-quickening prose, Benjamin Rachlin presents one man's tragedy and triumph. The jarring and unsettling truth is that the story of Willie J. Grimes, for all its outrage, dignity, and grace, is not a unique travesty. But through the harrowing and suspenseful account of one life, told from the inside, we experience the full horror of wrongful conviction on a national scale. Ghost of the Innocent Man is both rare and essential, a masterwork of empathy. The book offers a profound reckoning not only with the shortcomings of our criminal justice system but also with its possibilities for redemption. "Remarkable . . . Captivating . . . Rachlin is a skilled storyteller."-New York Times Book Review "A gripping legal-thriller mystery . . . Profoundly elevates good-cause advocacy to greater heights -- to where innocent lives are saved."-USA Today "A crisply written page turner."-NPR
In Heidegger's Religious Origins, Benjamin D. Crowe explores the meaning and relevance of Heidegger's early theological development, especially his intellectual ties with Martin Luther. Devoting particular attention to Heidegger's philosophy of religion in the turbulent aftermath of World War I, Crowe shows Heidegger tightening his focus and searching his philosophical practice for ideas on how one cultivates an "authentic" life beyond the "destruction" of Europe. This penetrating work reveals Heidegger wrestling and coming to grips with his religious upbringing, his theological education, and his religious convictions. While developing Heidegger's notion of destruction up to the publication of Being and Time, Crowe advances a new way to think about the relationship between destruction and authenticity that confirms the continuing importance of Heidegger's early theological training.
This book is an essential resource for media educators working to promote critical thinking, creativity, and civic engagement through their teaching. Connecting theory and research with creative projects and analyses of pop culture, it models an integrated and practical approach to media education. In order to prepare learners to successfully navigate rapid shifts in digital technology and popular culture, media educators in both secondary and university settings need to develop fresh, innovative approaches. Integrating concepts and practices from the fields of media studies, media arts, and media literacy, this book prepares teachers to help their students make connections between their studies, uses of media, creative expression, and political participation. As educators implement the strategies in this book in their curricula and pedagogy, they will be empowered to help their students more thoughtfully engage with media culture and use their intelligence and imagination to address pressing challenges facing our world today. Making Media Matter is an engaging and accessible read for educators and scholars in the areas of media literacy, media and cultural studies, media arts, and communication studies. The Open Access version of this book, available at http://www.taylorfrancis.com, has been made available under a Creative Commons Attribution-Non Commercial-No Derivatives 4.0 license.
A pioneering guide for the management of tics and habit disorders Managing Tic and Habit Disorders: A Cognitive Psychophysiological Approach with Acceptance Strategies is a complete client and therapist program for dealing with tics and habit disorders. Groundbreaking and evidence-based, it considers tics and habit disorders as part of the same spectrum and focuses on the personal processes that are activated prior to a tic and habit rather than the tic or habit itself. By drawing on acceptance and mindfulness strategies to achieve mental and physical flexibility in preparing action, individuals can release unnecessary tension, expend less effort and ultimately establish control over their tic or habit. The authors explain how to identify the contexts of thoughts, feelings and activities that precede tic or habit onset, understand how self-talk and language can trigger tic onset, and move beyond unhelpful ways of dealing with emotions - particularly in taking thoughts about emotions literally. They also explore how individuals can plan action more smoothly by drawing on existing skills and strengths, and overcome shame by becoming less self-critical and more self-compassionate. They conclude with material on maintaining gains, developing new goals, and creating a more confident and controlled lifestyle. Managing Tic and Habit Disorders is a thoughtful and timely guide for those suffering from this sometimes all-consuming disorder, and the professionals who set out to help them.
Analyzing Baseball Data with R Second Edition introduces R to sabermetricians, baseball enthusiasts, and students interested in exploring the richness of baseball data. It equips you with the necessary skills and software tools to perform all the analysis steps, from importing the data to transforming them into an appropriate format to visualizing the data via graphs to performing a statistical analysis. The authors first present an overview of publicly available baseball datasets and a gentle introduction to the type of data structures and exploratory and data management capabilities of R. They also cover the ggplot2 graphics functions and employ a tidyverse-friendly workflow throughout. Much of the book illustrates the use of R through popular sabermetrics topics, including the Pythagorean formula, runs expectancy, catcher framing, career trajectories, simulation of games and seasons, patterns of streaky behavior of players, and launch angles and exit velocities. All the datasets and R code used in the text are available online. New to the second edition are a systematic adoption of the tidyverse and incorporation of Statcast player tracking data (made available by Baseball Savant). All code from the first edition has been revised according to the principles of the tidyverse. Tidyverse packages, including dplyr, ggplot2, tidyr, purrr, and broom are emphasized throughout the book. Two entirely new chapters are made possible by the availability of Statcast data: one explores the notion of catcher framing ability, and the other uses launch angle and exit velocity to estimate the probability of a home run. Through the book’s various examples, you will learn about modern sabermetrics and how to conduct your own baseball analyses. Max Marchi is a Baseball Analytics Analyst for the Cleveland Indians. He was a regular contributor to The Hardball Times and Baseball Prospectus websites and previously consulted for other MLB clubs. Jim Albert is a Distinguished University Professor of statistics at Bowling Green State University. He has authored or coauthored several books including Curve Ball and Visualizing Baseball and was the editor of the Journal of Quantitative Analysis of Sports. Ben Baumer is an assistant professor of statistical & data sciences at Smith College. Previously a statistical analyst for the New York Mets, he is a co-author of The Sabermetric Revolution and Modern Data Science with R.
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