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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.
Summer has always been Gwen's favorite time of year. But this summer, everything has gone wrong. The newspaper's union workers are on strike and it seems like the whole town-including Gwen's family-has taken up sides. Sick of moping around and wondering when things are going to get back to normal, Gwen decides to take matters into her own hands and end the fighting once and for all. “Gwen is a wonderfully spunky kid who has real problems, creative solutions, and the guts to admit that she has a lot to learn about others' needs.” —Booklist
Baseball Hacks isn't your typical baseball book--it's a book about how to watch, research, and understand baseball. It's an instruction manual for the free baseball databases. It's a cookbook for baseball research. Every part of this book is designed to teach baseball fans how to do something. In short, it's a how-to book--one that will increase your enjoyment and knowledge of the game. So much of the way baseball is played today hinges upon interpreting statistical data. Players are acquired based on their performance in statistical categories that ownership deems most important. Managers make in-game decisions based not on instincts, but on probability - how a particular batter might fare against left-handedpitching, for instance. The goal of this unique book is to show fans all the baseball-related stuff that they can do for free (or close to free). Just as open source projects have made great software freely available, collaborative projects such as Retrosheet and Baseball DataBank have made great data freely available. You can use these data sources to research your favorite players, win your fantasy league, or appreciate the game of baseball even more than you do now. Baseball Hacks shows how easy it is to get data, process it, and use it to truly understand baseball. The book lists a number of sources for current and historical baseball data, and explains how to load it into a database for analysis. It then introduces several powerful statistical tools for understanding data and forecasting results. For the uninitiated baseball fan, author Joseph Adler walks readers through the core statistical categories for hitters (batting average, on-base percentage, etc.), pitchers (earned run average, strikeout-to-walk ratio, etc.), and fielders (putouts, errors, etc.). He then extrapolates upon these numbers to examine more advanced data groups like career averages, team stats, season-by-season comparisons, and more. Whether you're a mathematician, scientist, or season-ticket holder to your favorite team, Baseball Hacks is sure to have something for you. Advance praise for Baseball Hacks: "Baseball Hacks is the best book ever written for understanding and practicing baseball analytics. A must-read for baseball professionals and enthusiasts alike." -- Ari Kaplan, database consultant to the Montreal Expos, San Diego Padres, and Baltimore Orioles "The game was born in the 19th century, but the passion for its analysis continues to grow into the 21st. In Baseball Hacks, Joe Adler not only demonstrates thatthe latest data-mining technologies have useful application to the study of baseball statistics, he also teaches the reader how to do the analysis himself, arming the dedicated baseball fan with tools to take his understanding of the game to a higher level." -- Mark E. Johnson, Ph.D., Founder, SportMetrika, Inc. and Baseball Analyst for the 2004 St. Louis Cardinals
A timely and heartfelt follow-up to #1 New York Times bestseller Heat, about a young baseball prodigy and his immigrant family living in today's America. Twelve-year-old star Little League pitcher Nick Garcia has a dream. Several in fact. He dreams he'll win this season's MVP and the chance to throw out the first pitch at Yankee Stadium. He dreams he'll meet his hero, Yankee's pitcher Michael Arroyo. He dreams they'll find a cure for Lupus so he sister won't have to suffer. But mostly, he dreams one day his family can stop living in fear of the government. For one kid, it's almost too much to bear. Luckily, Nick has his two best friends Ben and Diego to keep him balanced. But when Nick notices a mysterious man lurking on his street corner, he senses a threat. Suddenly, his worst fears are realized, and just when it seems there's no one they can trust, an unexpected hero emerges and changes everything. Praise for Strike Zone: *"Lupica skillfully addresses the timely and complicated topic of living as the child of undocumented immigrants and the uncertainty facing many American families....This exceptional baseball novel delivers both lively sports action and critical subject matter." --Kirkus Reviews (starred review) --"Lupica's action sequences are thrilling and fast-paced....[a] solid purchase where Mike Lupica and the Yankees are popular." --School Library Journal --"As he did in Heat, Lupica skillfully juggles the baseball drama with the larger social issues that swirl around it, vividly putting a human face on the immigration crisis." --Booklist --"Strike Zone brings the game of baseball to life, but moreover, it addresses immigration, a current issue in U.S. culture and politics. Teens will choose to read Strike Zone as a "sports book" but will root for Nick both on and off the field. The Garcia family's desire to become legal U.S. citizens is well woven into this fast-paced story." --VOYA
Here is Ron Luciano, the funniest ump ever to call balls and strikes. A huge and awesome legend who leaps and spins and shoots players with an index finger while screaming OUTOUTOUT!!! Now baseball's flamboyant fan-on-the-field comes out from behind the mask to call the game as he really sees it. There’s the day the automatic umpire debuted at home plate—and struck out. The time Rod Carew stole home twice in one inning, and Earl Weaver stole second base—and took it back to the dugout. The pitch Tommy John dropped on the mound, which Luciano called a strike. And there’s the fantastic phantom double play, the impossible frozen ice-ball theory, and, another first, Luciano picking Harmon Killebrew off second base. From brawls to catcalls, from dugout jokes to on-the-field pratfalls to one-of-a-kind conversations with baseball’s greats, Ron Luciano, the only umpire who confessed to missing calls, takes a few grand slam swings of his own. It is baseball at its best.
One Last Strike by legendary baseball manager Tony La Russa is a thrilling sports comeback story. La Russa, the winner of four Manager of the Year awards—who led his teams to six Pennant wins and three World Series crowns—chronicles one of the most exciting end-of-season runs in baseball history, revealing with fascinating behind-the-scenes details how, under his expert management, the St. Louis Cardinals emerged victorious in the 2011 World Series despite countless injuries, mishaps, and roadblocks along the way. Talking candidly about the remarkable season—and his All-Star players like Albert Pujols and David Freese—the recently retired La Russa celebrates his fifty years in baseball, his team’s amazing recovery from 10 ½ games back, and one final, unforgettable championship in a book that no true baseball fan will want to miss.
"The ultimate chronicle of the games behind the game."—The New York Times Book Review Baseball has always inspired rhapsodic elegies on the glory of man and golden memories of wonderful times. But what you see on the field is only half the game. In this fascinating, colorful chronicle—based on hundreds of interviews and years of research and digging—John Helyar brings to vivid life the extraordinary people and dramatic events that shaped America's favorite pastime, from the dead-ball days at the turn of the century through the great strike of 1994. Witness zealous Judge Landis banish eight players, including Shoeless Joe Jackson, after the infamous "Black Sox" scandal; the flamboyant A's owner Charlie Finley wheel and deal his star players, Vida Blue and Rollie Fingers, like a deck of cards; the hysterical bidding war of coveted free agent Catfish Hunter; the chain-smoking romantic, A. Bartlett Giamatti, locking horns with Pete Rose during his gambling days of summer; and much more. Praise for The Lords of the Realm "A must-read for baseball fans . . . reads like a suspense novel."—Kirkus Reviews "Refreshingly hard-headed . . . the only book you'll need to read on the subject."—Newsday "Lots of stories . . . well told, amusing . . . edifying."—The Washington Post
The Toledo Mud Hens--a farm team for the Detroit Tigers--once had a budding pitcher named Ed Crankshaft. At least that's how partners in cartooning, writer Tom Batiuk and artist Chuck Ayers, scripted the main character in Crankshaft. This enjoyable volume collects all of Crankshaft's baseball-themed exploits. Fans will enjoy revisiting Crankshaft's reminisces about his minor league pitching career and his comic attempts to recapture his youthful successes on the diamond. Strike Four! portrays Crankshaft's greatest triumph when, on a sultry summer night in 1940, the Tigers came to town for an exhibition game against the Mud Hens. Pitching for the Mud Hens, Ed faced the top of the Tigers lineup--Hank Greenberg, Charlie Gehringer, and Rudy York--and struck out all three. The next year, the Tigers called Ed up to the major leagues, but unfortunately, so did Uncle Sam. After his service, Crankshaft returned home, but not to play baseball. He married and had two daughters. His grandson Max was his last chance to reprise his baseball career, but it was not meant to be. Strike Four! The Crankshaft Baseball Book allows Batiuk and Ayers to explore a man's life and humorously and touchingly to examine how only barely touching the brass ring shaped it--and left him a little cranky.
Dan Epstein scored a cult hit with Big Hair and Plastic Grass: A Funky Ride Through Baseball and America in the Swinging '70s. Now he returns with Stars and Strikes, a riotous look at the most pivotal season of the decade. America, 1976: colorful, complex, and combustible. It was a year of Bicentennial celebrations and presidential primaries, of Olympic glory and busing riots, of "killer bees" hysteria and Pong fever. For both the nation and the national pastime, the year was revolutionary, indeed. On the diamond, Thurman Munson led the New York Yankees to their first World Series in a dozen years, but it was Joe Morgan and Cincinnati's "Big Red Machine" who cemented a dynasty with their second consecutive World Championship. Sluggers Mike Schmidt and Dave Kingman dominated the headlines, while rookie sensation Mark "The Bird" Fidrych started the All-Star Game opposite Randy "Junkman" Jones. The season was defined by the outrageous antics of team owners Bill Veeck, Ted Turner, George Steinbrenner, and Charlie Finley, as well as by several memorable bench-clearing brawls, and a batting title race that became just as contentious as the presidential race. From Dorothy Hamill's "wedge" haircut to Kojak's chrome dome, American pop culture was never more giddily effervescent than in this year of Jimmy Carter, CB radios, AMC Pacers, The Bad News Bears, Rocky, Taxi Driver, the Ramones, KISS, Happy Days, Hotel California, and Frampton Comes Alive!--it all came alive in '76! Meanwhile, as the nation erupted in a red-white-and-blue explosion saluting its two- hundredth year of independence, Major League Baseball players waged a war for their own liberties by demanding free agency. From the road to the White House to the shorts-wearing White Sox, Stars and Strikes tracks the tumultuous year after which the sport--and the nation--would never be the same.