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Problem of the Day Make a Scatter Plot of the Data. Is Linear Regression
Problem of the Day Weight in Static motion(kg) Weight(kg) Make a scatter plot 26 27.9 of the data. 29.9 29.1 Is linear regression 39.5 38.0 appropriate? Why 25.1 27.0 or why not? 31.6 30.3 36.2 34.5 25.1 27.8 31.0 29.6 35.6 33.1 40.2 35.5 Salary(in Problem of the Day Player Year millions) Nolan Ryan 1980 1.0 Is it appropriate to use George Foster 1982 2.0 linear regression Kirby Puckett 1990 3.0 to predict salary Jose Canseco 1991 4.7 from year? Roger Clemens 1996 5.3 Why or why not? Ken Griffey, Jr 1997 8.5 Albert Belle 1997 11.0 Pedro Martinez 1998 12.5 Mike Piazza 1999 12.5 Mo Vaughn 1999 13.3 Kevin Brown 1999 15.0 Carlos Delgado 2001 17.0 Alex Rodriguez 2001 22.0 Manny Ramirez 2004 22.5 Alex Rodriguez 2005 26.0 Chapter 10 ReExpressing Data: Get It Straight! Linear Regressioneasiest of methods, how can we make our data linear in appearance Can we reexpress data? Change functions or add a function? Can we think about data differently? What is the meaning of the yunits? Why do we need to reexpress? Methods to deal with data that we have learned 1. 2. Goal 1 making data symmetric Goal 2 make spreads more alike(centers are not necessarily alike), less spread out Goal 3(most used) make data appear more linear Goal 4(similar to Goal 3) make the data in a scatter plot more spread out Ladder of Powers(pg 227) Straightening is good, but limited multimodal data cannot be "straightened" multiple models is really the only way to deal with this data Things to Remember we want linear regression because it is easiest (curves are possible, but beyond the scope of our class) don't choose a model based on r or R2 don't go too far from the Ladder of Powers negative values or multimodal data are difficult to reexpress Salary(in Player Year Find an appropriate millions) Nolan Ryan 1980 1.0 linear model for the George Foster 1982 2.0 data. -
Visit the Hall of Stats at Hallofstats.Com. Follow the Hall of Stats on Twitter at @Hallofstats
The Hall of Stats is populated by a formula called Hall Rating. A player needs a Hall Rating of 100 to gain induction, so Alan Trammell and his 143 Hall Rating sit comfortably in the Hall of Stats. In fact, Trammell’s Hall Rating is better than 70% of Hall of Famers. For a complete explanation of the Hall Rating formula, similarity scores, and much more, visit: hallofstats.com/about The Hall of Stats The Hall of Stats ranks An alternate Hall of Fame populated by a mathematical formula. every player in history—all 17,941 of them. There are also rankings by position Research and design by Adam Darowski ([email protected]) and by franchise. Built by Adam Darowski, Jeffrey Chupp, and Michael Berkowitz (hallofstats.com) Each player’s value is broken down by franchise. Rather than raw career The Hall of Stats was conceived because the Hall of Fame voting process has statistics, the Hall of Stats become a political nightmare. A massive backlog of worthy candidates is piling displays WAR and WAA up—some because of association with PEDs (or simply suspicion), but some because (before and after voters just don’t realize how good they were. There seems to be a false perception of adjustments). what the Hall of Fame actually is. It’s not all Babe Ruth, Christy Mathewson, Ty Cobb, Each player’s WAR and Honus Wagner. For every Walter Johnson in the Hall of Fame there’s a Jesse components (batting, Haines. For every Hank Aaron there’s a Tommy McCarthy. basrunning, avoiding the double play, fielding, and Should each player better than Haines and McCarthy get in? No. -
Fair Ball! Why Adjustments Are Needed
© Copyright, Princeton University Press. No part of this book may be distributed, posted, or reproduced in any form by digital or mechanical means without prior written permission of the publisher. CHAPTER 1 Fair Ball! Why Adjustments Are Needed King Arthur’s quest for it in the Middle Ages became a large part of his legend. Monty Python and Indiana Jones launched their searches in popular 1974 and 1989 movies. The mythic quest for the Holy Grail, the name given in Western tradition to the chal- ice used by Jesus Christ at his Passover meal the night before his death, is now often a metaphor for a quintessential search. In the illustrious history of baseball, the “holy grail” is a ranking of each player’s overall value on the baseball diamond. Because player skills are multifaceted, it is not clear that such a ranking is possible. In comparing two players, you see that one hits home runs much better, whereas the other gets on base more often, is faster on the base paths, and is a better fielder. So which player should rank higher? In Baseball’s All-Time Best Hitters, I identified which players were best at getting a hit in a given at-bat, calling them the best hitters. Many reviewers either disapproved of or failed to note my definition of “best hitter.” Although frequently used in base- ball writings, the terms “good hitter” or best hitter are rarely defined. In a July 1997 Sports Illustrated article, Tom Verducci called Tony Gwynn “the best hitter since Ted Williams” while considering only batting average. -
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DETROIT TIGERS’ 4 GREATEST HITTERS Table of CONTENTS Contents Warm-Up, with a Side of Dedications ....................................................... 1 The Ty Cobb Birthplace Pilgrimage ......................................................... 9 1 Out of the Blocks—Into the Bleachers .............................................. 19 2 Quadruple Crown—Four’s Company, Five’s a Multitude ..................... 29 [Gates] Brown vs. Hot Dog .......................................................................................... 30 Prince Fielder Fields Macho Nacho ............................................................................. 30 Dangerfield Dangers .................................................................................................... 31 #1 Latino Hitters, Bar None ........................................................................................ 32 3 Hitting Prof Ted Williams, and the MACHO-METER ......................... 39 The MACHO-METER ..................................................................... 40 4 Miguel Cabrera, Knothole Kids, and the World’s Prettiest Girls ........... 47 Ty Cobb and the Presidential Passing Lane ................................................................. 49 The First Hammerin’ Hank—The Bronx’s Hank Greenberg ..................................... 50 Baseball and Heightism ............................................................................................... 53 One Amazing Baseball Record That Will Never Be Broken ...................................... -
Game Information
GAME INFORMATION Atlanta Braves Baseball Communications Department • Truist Park • Atlanta, GA 30339 404.522.7630 braves.com bravesmediacenter.com /braves @braves @braves ATLANTA BRAVES (68-58, 1st NL East, +5.5 GA) Braves vs. Giants 2018 2019 All-Time vs. Overall (since 1900) 3-3 5-2 952-1135-18 SAN FRANCISCO GIANTS (83-44, 1st NL West, +2.5 GB) Atlanta Era (since 1966) --- --- 338-344-1 at Atlanta 0-3 2-1 185-156-1 LH Max Fried (11-7, 3.49) vs. RH Kevin Gausman (12-5, 2.47) at Truist Park --- --- 5-5 Game No. 127 • Home Game No. 63 at Turner Field (‘97-’16) -- --- 45-29-1 at SF (since 1966) 3-0 3-1 153-188 August 27, 2021 • 7:20 p.m. • Truist Park • Atlanta, GA • BSSO at Oracle Park (‘00) --- --- 30-36 Dansby Swanson TONIGHT'S GAME: The Braves and Giants open FRIED LAST START: LHP Max Fried last started SS Dansby Swanson gave Atlanta a 2-0 lead up a three-game set tonight with the first of six games on August 20 at Baltimore and pitched the first shutout in the first inning Tuesday night, lining his between the clubs this season...Atlanta will travel to San of his career, holding the Orioles to just four hits on the 30th double into left-center field. Francisco for three games, September 17-19, to kick off night while striking out four...He completed the game He is the only primary shortstop in baseball the Braves' final road trip of the season. -
Port Aransas
Inside the Moon Kite Day A2 Island Spring A4 Botanical Gardens A7 Fishing A11 Remember When A16 Issue 829 The 27° 37' 0.5952'' N | 97° 13' 21.4068'' W Island Free The voiceMoon of The Island since 1996 March 5, 2020 Weekly www.islandmoon.com FREE Around Island Grocery Store Waterpark How the Island Voted The Island Going Up! Ride Nueces County Constable By Dale Rankin Precinct 4 (Runoff) Once upon a time on a beach not so Set to open by summer 2020 1123 (45%) Monty Allen far away Spring Breakers swarmed to Comes 1101 (44%) Robert Sherwood the beach north of Packery Channel By Dale Rankin space. Mr. Rasheed said a verbal between Zahn Road and Newport agreement has been reached to locate 269 (10.8%) John Bowers The 20,420 square-foot IGA grocery Pass. Cheek to jowl they lined the a Denny’s diner on a separate three- store under construction on South Down Padre Island totals beach with tents, couches, giant thousand square-foot site fronting Padre Island Drive south of Whitecap bonfires, and bags of trash, most of SPID. 7882 Total Padre Island which got left behind when they went Boulevard will be open by summer Registered Voters home. 2020, according to owners Lori and Mr. Rasheed said the IGA store will Moshin Rasheed. be roughly based on the design of a 2510 (32%) Total Padre Island Police flooded the area but to little Sprouts Farmer’s Market and will voters “We will have the equipment for avail as the revelers, very few of include walk-in coolers for produce the grocery store arriving in the Contested Races Republican which were actual college students, and meat with a butcher on duty, a next few weeks,” Mr. -
Oil Workers' Rights Will Not Be Undermined, Minister Says
SUBSCRIPTION WEDNESDAY, JUNE 22, 2016 RAMADAN 17, 1437 AH www.kuwaittimes.net Alghanim to More than 700 England Iran: Bahrain Ramadan TImings expand Wendy’s doctors killed progress after ‘will pay price’ Emsak: 03:04 brand into Saudi in Syrian war Slovakia draw for crackdown Fajer: 03:14 Shrooq: 04:48 Dohr: 11:50 Asr: 15:24 Maghreb: 18:51 2 7 19 13 Eshaa: 20:23 Oil workers’ rights will not Min 33º Max 47º be undermined, Minister says High Tide 02:55 & 12:12 Low Tide MPs call for new strategy for Kuwaiti investments 06:55 & 19:57 40 PAGES NO: 16912 150 FILS KUWAIT: Finance Minister and Acting Oil Minister Anas Ramadan Kareem Al-Saleh said yesterday the government will not under- mine the rights of the workers in the oil sector who Social dimension went on a three-day strike in April to demand their rights. The minister said that the oil sector proposed a of fasting, Ramadan number of initiatives to cut spending in light of the sharp drop in oil prices and the workers went on strike By Hatem Basha even before these initiatives were applied. ost people view Ramadan as a sublime peri- He said the Ministry is currently in talks with the od, where every Muslim experience sublime workers about the initiatives but insisted that the Mfeelings as hearts soften and souls tran- rights of the workers will not be touched. The minis- scend the worldly pleasures. Another dimension that ter’s comments came in response to remarks made by is often overlooked is the social dimension of fasting. -
Oakland Athletics Virtual Press
OAKLAND ATHLETICS Game Information Oakland Athletics Baseball Company h 7000 Coliseum Way h Oakland, CA 94621 510-638-4900 h Public Relations Facsimile 510-562-1633 h www.oaklandathletics.com YESTERDAY OAKLANDC ATHLETICS (12-15-3) VS. SAN FRANCISCO GIANTS (21-11) The A’s shutout the Giants on five FRIDAY, APRIL 2, 2010 – AT&T PARK – 7:15 P.M. hits in San Francisco, 9-0…Justin Duchscherer started for the A’s and tossed 6.0 innings, allowing three ABOUT THE A’s of the hits and walking two while ABOUT THE A’S: The A’s snapped a five-game winless streak last night and are now 12-15-3 striking out six…Jerry Blevins, (.450)…have clinched a losing record for the second consecutive spring (went 17-18-2 last year)…the last Craig Breslow and Tyson Ross time the A’s finished the spring with a winning percentage under .450 was in 1990 when they went 6-10 pitched one scoreless inning of (.375)…the A’s record is tied for ninth best among the 15 Cactus League teams, but it is the best mark relief each…Kevin Kouzmanoff had among the four American League West teams…have three tie games, which are the A’s most ties during a RBI double in the first inning to the spring since moving to Arizona in 1969…the shutout last night lowered the A’s ERA to 5.62, which is open the scoring and Kurt Suzuki the lowest it has been since the fourth game of the spring (March 8)…however, it is the fourth highest ERA followed with a two-run in the majors…rank third in the majors in most hits (316) and tied for third in most walks (118)…are tied for homer…Rajai Davis and the -
Baseball Classics All-Time All-Star Greats Game Team Roster
BASEBALL CLASSICS® ALL-TIME ALL-STAR GREATS GAME TEAM ROSTER Baseball Classics has carefully analyzed and selected the top 400 Major League Baseball players voted to the All-Star team since it's inception in 1933. Incredibly, a total of 20 Cy Young or MVP winners were not voted to the All-Star team, but Baseball Classics included them in this amazing set for you to play. This rare collection of hand-selected superstars player cards are from the finest All-Star season to battle head-to-head across eras featuring 249 position players and 151 pitchers spanning 1933 to 2018! Enjoy endless hours of next generation MLB board game play managing these legendary ballplayers with color-coded player ratings based on years of time-tested algorithms to ensure they perform as they did in their careers. Enjoy Fast, Easy, & Statistically Accurate Baseball Classics next generation game play! Top 400 MLB All-Time All-Star Greats 1933 to present! Season/Team Player Season/Team Player Season/Team Player Season/Team Player 1933 Cincinnati Reds Chick Hafey 1942 St. Louis Cardinals Mort Cooper 1957 Milwaukee Braves Warren Spahn 1969 New York Mets Cleon Jones 1933 New York Giants Carl Hubbell 1942 St. Louis Cardinals Enos Slaughter 1957 Washington Senators Roy Sievers 1969 Oakland Athletics Reggie Jackson 1933 New York Yankees Babe Ruth 1943 New York Yankees Spud Chandler 1958 Boston Red Sox Jackie Jensen 1969 Pittsburgh Pirates Matty Alou 1933 New York Yankees Tony Lazzeri 1944 Boston Red Sox Bobby Doerr 1958 Chicago Cubs Ernie Banks 1969 San Francisco Giants Willie McCovey 1933 Philadelphia Athletics Jimmie Foxx 1944 St. -
BASE BOWMAN ICONS PROSPECTS 1 Wander Franco
BASE BOWMAN ICONS PROSPECTS 1 Wander Franco Tampa Bay Rays™ 4 Cristian Pache Atlanta Braves™ 5 Matt Manning Detroit Tigers® 7 Casey Mize Detroit Tigers® 9 Dylan Carlson St. Louis Cardinals® 10 Sixto Sanchez Miami Marlins® 11 JJ Bleday Miami Marlins® 13 Alec Bohm Philadelphia Phillies® 14 Jasson Dominguez New York Yankees® 17 Nick Madrigal Chicago White Sox® 18 Royce Lewis Minnesota Twins® 19 Jo Adell Angels® 22 MacKenzie Gore San Diego Padres™ 26 Julio Rodriguez Seattle Mariners™ 27 Adley Rutschman Baltimore Orioles® 28 Nate Pearson Toronto Blue Jays® 30 CJ Abrams San Diego Padres™ 32 Nolan Gorman St. Louis Cardinals® 34 Jarred Kelenic Seattle Mariners™ 37 Forrest Whitley Houston Astros® 38 Marco Luciano San Francisco Giants® 39 Bobby Witt Jr. Kansas City Royals® 44 Andrew Vaughn Chicago White Sox® 46 Joey Bart San Francisco Giants® 50 Riley Greene Detroit Tigers® BOWMAN ICONS ROOKIES 2 Luis Robert Chicago White Sox® Rookie 3 Justin Dunn Seattle Mariners™ Rookie 6 Bobby Bradley Cleveland Indians® Rookie 8 Yoshi Tsutsugo Tampa Bay Rays™ Rookie 12 Aaron Civale Cleveland Indians® Rookie 15 Trent Grisham San Diego Padres™ Rookie 16 Dustin May Los Angeles Dodgers® Rookie 20 A.J. Puk Oakland Athletics™ Rookie 21 Nico Hoerner Chicago Cubs® Rookie 23 Sean Murphy Oakland Athletics™ Rookie 24 Yordan Alvarez Houston Astros® Rookie 25 Jordan Yamamoto Miami Marlins® Rookie 29 Michel Baez San Diego Padres™ Rookie 31 Shun Yamaguchi Toronto Blue Jays® Rookie 33 Anthony Kay Toronto Blue Jays® Rookie 35 Brusdar Graterol Los Angeles Dodgers® Rookie 36 Bo -
IMG Baseball Academy Success Highlights
IMG Baseball Academy Success Highlights Spread out over 300 acres in Bradenton, Florida, IMG Academies (IMGA) is the world’s largest and most successful multi-sport, training and education camp/academy business. The Baseball Academy at IMGA is privileged to train the top athletes and future stars from all over the world. The following include recent accomplishments of current students and alumni of The Baseball Academy. 2008 a. The Varsity team finishes the Spring with a record of 24 – 6. b. The Junior Varsity team finishes the season with a record of 11 – 9. c. 54 high school athletes participated in the 2008 Baseball Academy Summer League. Steve Frey coached Red Team won the 2008 title 4-0 over Bayshore in the 8-team summer league d. Alumnus Chris Perez made his MLB debut in 2008 with the St. Louis Cardinals e. Pendleton Senior Tyler Pastornicky was selected by the Toronto Blue Jays in the 5 th round of the MLB June Amateur draft f. Pendleton Senior Kyle Allen was selected by the New York Mets in the 23 rd round of the MLB June Amateur draft 2007 a. Sports Illustrated for Kids votes the Baseball Academy as the top baseball camp. b. The Varsity team finished the spring season with a record of 19 – 8. c. The JV team finished the spring season with a record of 19 – 1. d. 145 college athletes will participate in the 2007 FCIL Wood Bat League. e. 46 high school students will participate in the 2007 Baseball Academy Summer League. f. Alumnus Chris Perez will be joining Team USA as they compete in the Taiwan World Tour. -
Scranton/Wilkes-Barre Railriders Game Notes Scranton/Wilkes-Barre Railriders (48-35) @ Pawtucket Red Sox (33-49)
scranton/wilkes-barre railriders game notes scranton/wilkes-barre railriders (48-35) @ pawtucket red sox (33-49) RHP Ben Heller (0-0, 0.00) vs. RHP Teddy Stankiewicz (4-4, 3.90) | Game No. 84 | McCoy Stadium | Pawtucket, RI | July 3, 2019 | First Pitch 6:05 p.m. | last time out... upcoming schedule / results date opponent result PAWTUCKET, RI (July 2, 2019) -- The Scranton/Wilkes-Barre RailRiders beat the Pawtucket Red Sox 4-0 at McCoy Stadium on June 24 @ Rochester L 8-6 Tuesday evening. Three RailRiders pitchers blanked the PawSox on five hits as Scranton/Wilkes-Barre worked its fifth shutout June 25 @ Rochester L 10-9 win of the year. June 26 vs. Buffalo W 10-1 June 27 vs. Buffalo - Game 1 W 6-4 (7) After a scoreless first, Scranton/Wilkes-Barre built a 3-0 advantage. Trey Amburgey hit a solo home run off Kyle Hart; a 374-foot vs. Buffalo - Game 2 L 1-0 (7) blast to right for his 14th of the season. Ryan McBroom and Billy Burns followed with singles and both scored on a double down June 28 @ Lehigh Valley L 4-3 the left field line by Wendell Rijo. The RailRiders added a run in the third on a Tyler Wade double and a run-scoring single by June 29 @ Lehigh Valley L 12-3 Mandy Alvarez. June 30 @ Lehigh Valley L 10-7 July 1 @ Pawtucket W 5-1 Raynel Espinal allowed a single in the first and retired seven straight before surrendering another hit. After a three-batter fifth with July 2 @ Pawtucket W 4-0 a pair of strikeouts, the PawSox put two runners on in the sixth before Espinal induced a lineout and a pop foul to end the inning.