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Oh My God, It's Full of Data–A Biased & Incomplete
Oh my god, it's full of data! A biased & incomplete introduction to visualization Bastian Rieck Dramatis personæ Source: Viktor Hertz, Jacob Atienza What is visualization? “Computer-based visualization systems provide visual representations of datasets intended to help people carry out some task better.” — Tamara Munzner, Visualization Design and Analysis: Abstractions, Principles, and Methods Why is visualization useful? Anscombe’s quartet I II III IV x y x y x y x y 10.0 8.04 10.0 9.14 10.0 7.46 8.0 6.58 8.0 6.95 8.0 8.14 8.0 6.77 8.0 5.76 13.0 7.58 13.0 8.74 13.0 12.74 8.0 7.71 9.0 8.81 9.0 8.77 9.0 7.11 8.0 8.84 11.0 8.33 11.0 9.26 11.0 7.81 8.0 8.47 14.0 9.96 14.0 8.10 14.0 8.84 8.0 7.04 6.0 7.24 6.0 6.13 6.0 6.08 8.0 5.25 4.0 4.26 4.0 3.10 4.0 5.39 19.0 12.50 12.0 10.84 12.0 9.13 12.0 8.15 8.0 5.56 7.0 4.82 7.0 7.26 7.0 6.42 8.0 7.91 5.0 5.68 5.0 4.74 5.0 5.73 8.0 6.89 From the viewpoint of statistics x y Mean 9 7.50 Variance 11 4.127 Correlation 0.816 Linear regression line y = 3:00 + 0:500x From the viewpoint of visualization 12 12 10 10 8 8 6 6 4 4 4 6 8 10 12 14 16 18 4 6 8 10 12 14 16 18 12 12 10 10 8 8 6 6 4 4 4 6 8 10 12 14 16 18 4 6 8 10 12 14 16 18 How does it work? Parallel coordinates Tabular data (e.g. -
© Clark Creative Education Casino Royale
© Clark Creative Education Casino Royale Dice, Playing Cards, Ideal Unit: Probability & Expected Value Time Range: 3-4 Days Supplies: Pencil & Paper Topics of Focus: - Expected Value - Probability & Compound Probability Driving Question “How does expected value influence carnival and casino games?” Culminating Experience Design your own game Common Core Alignment: o Understand that two events A and B are independent if the probability of A and B occurring S-CP.2 together is the product of their probabilities, and use this characterization to determine if they are independent. Construct and interpret two-way frequency tables of data when two categories are associated S-CP.4 with each object being classified. Use the two-way table as a sample space to decide if events are independent and to approximate conditional probabilities. Calculate the expected value of a random variable; interpret it as the mean of the probability S-MD.2 distribution. Develop a probability distribution for a random variable defined for a sample space in which S-MD.4 probabilities are assigned empirically; find the expected value. Weigh the possible outcomes of a decision by assigning probabilities to payoff values and finding S-MD.5 expected values. S-MD.5a Find the expected payoff for a game of chance. S-MD.5b Evaluate and compare strategies on the basis of expected values. Use probabilities to make fair decisions (e.g., drawing by lots, using a random number S-MD.6 generator). Analyze decisions and strategies using probability concepts (e.g., product testing, medical S-MD.7 testing, pulling a hockey goalie at the end of a game). -
2008 History.Indd
SPARTAN BASKETBALL HISTORY AND TRADITION 1979 NCAA CHAMPIONS The 1978-79 season was truly a magical one for Coach Jud Heathcote and his Michigan State Spartans. Blending a perfect combination of individual ability, enthu- siasm and teamwork, Heathcote formed a cohesive unit that captivated the nation and sellout crowds at Jenison Field House. The Spartans compiled a 26-6 overall record and went 13-5 in the Big Ten to share the league crown with Purdue and Iowa. State steamrolled through the NCAA Tournament, ending the season on top of the college basketball world with a 75-64 victory over Larry Bird and unbeaten Indi- ana State. The 1978-79 squad gathered at Jenison Field House on Aug. 12, 1989, to play one more game against a team of former Spartan All-Stars. On a hot, sweltering night, the National Champi- onship squad, led by Earvin Johnson’s 25 points and 17 rebounds, topped the All-Stars, 95-93, before a sellout crowd of 10,004. 126 MICHIGAN STATE MEN’S BASKETBALL 2000 NCAA CHAMPIONS Tom Izzo repeatedly talked to his team about leaving its mark on the program. The 1999-2000 Spartans did more than leave their mark; they set the standard by which all future Michigan State teams would be measured. Part of being a champion is winning titles, which the Spartans accomplished in winning the Na- tional Championship, a third straight Big Ten Championship and a second consecutive Big Ten Tourna- ment title. Michigan State’s three consecutive conference crowns marked only the eighth time in league history that a team has won three straight titles. -
2014-15 NABC-Division I ALL-DISTRICT TEAMS and Coaches
FOR IMMEDIATE RELEASE Contact: Rick Leddy, NABC 203-239-4253 ([email protected]) National Association of Basketball Coaches Announces 2014-15 Division I All-District Teams and UPS All-District Coaches KANSAS CITY, Mo. (March 27, 2015) -- The National Association of Basketball Coaches (NABC) announced today the NABC Division I All-District teams and UPS All-District coaches for 2014-15. Selected and voted on by member coaches of the NABC, these student-athletes and coaches represent the finest basketball players and coaches across America. 2014-15 NABC DIVISION I ALL-DISTRICT TEAMS District 1 District 3 First Team First Team David Laury Iona John Brown High Point A.J. English Iona Saah Nimley Charleston Southern Emmy Andujar Manhattan Keon Moore Winthrop Jameel Warney Stony Brook Brett Comer Florida Gulf Coast Zaid Hearst Quinnipiac Ty Greene USC Upstate Second Team Second Team Sam Rowley Albany Javonte Green Radford Matt Lopez Rider Jerome Hill Gardner Webb Ousmane Drame Quinnipiac Warren Gillis Coastal Carolina Chavaughn Lewis Marist Dallas Moore North Florida Justin Robinson Monmouth Bernard Thompson Florida Gulf Coast District 2 District 4 First Team First Team Jahlil Okafor Duke Treveon Graham VCU Jerian Grant Notre Dame DeAndre’ Bembry Saint Joseph’s Rakeem Christmas Syracuse Jordan Sibert Dayton Malcolm Brogdon Virginia Kendall Anthony Richmond Justin Anderson Virginia E.C. Matthews Rhode Island Second Team Second Team Terry Rozier Louisville Jordan Price La Salle Montrezl Harrell Louisville Tyler Kalinoski Davidson Quinn Cook Duke Dyshawn Pierre Dayton Marcus Paige North Carolina PatricioOlivier Hanlan Garino BostonGeorge College Washington Olivier Hanlan Boston College Hassan Martin Rhode Island District 5 District 8 First Team First Team Darrun Hilliard Villanova Buddy Hield Oklahoma Kris Dunn Providence Georges Niang Iowa State LaDontae Henton Providence Perry Ellis Kansas D’Angelo Harrison St. -
Open Andrew Bryant SHC Thesis.Pdf
THE PENNSYLVANIA STATE UNIVERSITY SCHREYER HONORS COLLEGE DEPARTMENT OF ECONOMICS REVISITING THE SUPERSTAR EXTERNALITY: LEBRON’S ‘DECISION’ AND THE EFFECT OF HOME MARKET SIZE ON EXTERNAL VALUE ANDREW DAVID BRYANT SPRING 2013 A thesis submitted in partial fulfillment of the requirements for baccalaureate degrees in Mathematics and Economics with honors in Economics Reviewed and approved* by the following: Edward Coulson Professor of Economics Thesis Supervisor David Shapiro Professor of Economics Honors Adviser * Signatures are on file in the Schreyer Honors College. i ABSTRACT The movement of superstar players in the National Basketball Association from small- market teams to big-market teams has become a prominent issue. This was evident during the recent lockout, which resulted in new league policies designed to hinder this flow of talent. The most notable example of this superstar migration was LeBron James’ move from the Cleveland Cavaliers to the Miami Heat. There has been much discussion about the impact on the two franchises directly involved in this transaction. However, the indirect impact on the other 28 teams in the league has not been discussed much. This paper attempts to examine this impact by analyzing the effect that home market size has on the superstar externality that Hausman & Leonard discovered in their 1997 paper. A road attendance model is constructed for the 2008-09 to 2011-12 seasons to compare LeBron’s “superstar effect” in Cleveland versus his effect in Miami. An increase of almost 15 percent was discovered in the LeBron superstar variable, suggesting that the move to a bigger market positively affected LeBron’s fan appeal. -
By Joe Kaiser ESPN It Took Danny Ferry Exactly Seven Days in His
By Joe Kaiser ESPN Smith had a great 2011 -12, but he is an unrestricted free agent after this season. It took Danny Ferry exactly seven days in his new role as the Atlanta Hawks' president of basketball operations and general manager to completely change the face of the franchise. His ability to swiftly orchestrate separate deals to part with high-priced veterans Joe Johnson and Marvin Williams signaled a commitment to rebuilding and shed as much as $77 million still owed to the two veterans beyond next season. Fast-forward two-and-a-half months to today, and Ferry's rebuilt roster has only a handful of contracts that go beyond the 2012-13 season: • Al Horford : Signed through 2015-16. • Lou Williams : Signed through 2013-14. • John Jenkins : 2012 first-round pick. • Mike Scott : 2012 second-round pick. • Jeff Teague : Due to become a restricted free agent at season's end, barring an extension. Notice one big name we didn't mention: Josh Smith . The tantalizingly talented, yet often frustrating, forward is among the many Hawks entering the final year of their deals, and he represents arguably the biggest challenge for Ferry to date: what to do with Smith. If handled correctly, this could be the next step toward eventually turning the Hawks into a perennial playoff contender. Mishandled, and this could undo everything good that came out of the trades of Johnson and Williams. So the question is, what's the smarter move for Ferry and the Hawks? a) Negotiate an extension that will keep Smith in Atlanta for the long term. -
Middle of the Pack Biggest Busts Too Soon to Tell Best
ZSW [C M Y K]CC4 Tuesday, Jun. 23, 2015 ZSW [C M Y K] 4 Tuesday, Jun. 23, 2015 C4 • SPORTS • STAR TRIBUNE • TUESDAY, JUNE 23, 2015 TUESDAY, JUNE 23, 2015 • STAR TRIBUNE • SPORTS • C5 2015 NBA DRAFT HISTORY BEST OF THE REST OF FIRSTS The NBA has held 30 drafts since the lottery began in 1985. With the Wolves slated to pick first for the first time Thursday, staff writer Kent Yo ungblood looks at how well the past 30 N o. 1s fared. Yo u might be surprised how rarely the first player taken turned out to be the best player. MIDDLE OF THE PACK BEST OF ALL 1985 • KNICKS 1987 • SPURS 1992 • MAGIC 1993 • MAGIC 1986 • CAVALIERS 1988 • CLIPPERS 2003 • CAVALIERS Patrick Ewing David Robinson Shaquille O’Neal Chris Webber Brad Daugherty Danny Manning LeBron James Center • Georgetown Center • Navy Center • Louisiana State Forward • Michigan Center • North Carolina Forward • Kansas Forward • St. Vincent-St. Mary Career: Averaged 21.0 points and 9.8 Career: Spurs had to wait two years Career: Sixth all-time in scoring, O’Neal Career: ROY and a five-time All-Star, High School, Akron, Ohio Career: Averaged 19 points and 9 .5 Career: Averaged 14.0 pts and 5.2 rebounds over a 17-year Hall of Fame for Robinson, who came back from woN four titles, was ROY, a 15-time Webber averaged 20.7 points and 9.8 rebounds in eight seasons. A five- rebounds in a career hampered by Career: Rookie of the Year, an All- career. R OY. -
0719-PT-A Section.Indd
All the Rage YOUR ONLINE LOCAL Quack quarterbacks Portland boatmaker Bennett, Mariota gird wins big DAILY NEWS for competition — See LIFE, B1 www.portlandtribune.com — See SPORTS, B10 PortlandTHURSDAY, JULY 19, 2012 • TWICE CHOSEN THE NATION’S BEST NONDAILY PAPERTribune • WWW.PORTLANDTRIBUNE.COM • PUBLISHED THURSDAYe Lottery Row limits tossed out Director’s new plan at least three more years. ter that has morphed into a them. sioners at a May 24 meeting. Members of the Oregon gambling attraction for Clark “Our community is dying Lottery offi cials vowed to put The four commissioners, might not satisfy State Lottery Commission County, Wash., residents, with the festering problem at Jant- who are appointed to their nixed in late May proposed all 12 establishments hosting a slow death.” zen Beach “on the front burn- posts by the governor, told angry neighbors regulations that would have al- state video lottery terminals — Ron Schmidt, er” nearly a year and a half Niswender his proposal was lowed no more than half the and all 12 serving alcohol. Hayden Island’s Hi-Noon ago. The proposed remedy, a unfair to retailers that built By STEVE LAW establishments at Oregon re- Nine of the 12 establish- draft regulation by Lottery Di- their business plans around The Tribune tail strip centers to host state ments are owned by two com- rector Larry Niswender that the gambling terminals, and video lottery terminals. panies, which in some cases site. The terminals are essen- would limit the concentration would have unintended conse- Hayden Island residents -
Football Bowl Subdivision Records
FOOTBALL BOWL SUBDIVISION RECORDS Individual Records 2 Team Records 24 All-Time Individual Leaders on Offense 35 All-Time Individual Leaders on Defense 63 All-Time Individual Leaders on Special Teams 75 All-Time Team Season Leaders 86 Annual Team Champions 91 Toughest-Schedule Annual Leaders 98 Annual Most-Improved Teams 100 All-Time Won-Loss Records 103 Winningest Teams by Decade 106 National Poll Rankings 111 College Football Playoff 164 Bowl Coalition, Alliance and Bowl Championship Series History 166 Streaks and Rivalries 182 Major-College Statistics Trends 186 FBS Membership Since 1978 195 College Football Rules Changes 196 INDIVIDUAL RECORDS Under a three-division reorganization plan adopted by the special NCAA NCAA DEFENSIVE FOOTBALL STATISTICS COMPILATION Convention of August 1973, teams classified major-college in football on August 1, 1973, were placed in Division I. College-division teams were divided POLICIES into Division II and Division III. At the NCAA Convention of January 1978, All individual defensive statistics reported to the NCAA must be compiled by Division I was divided into Division I-A and Division I-AA for football only (In the press box statistics crew during the game. Defensive numbers compiled 2006, I-A was renamed Football Bowl Subdivision, and I-AA was renamed by the coaching staff or other university/college personnel using game film will Football Championship Subdivision.). not be considered “official” NCAA statistics. Before 2002, postseason games were not included in NCAA final football This policy does not preclude a conference or institution from making after- statistics or records. Beginning with the 2002 season, all postseason games the-game changes to press box numbers. -
Sheryl Howard Always Wanted a House Filled with Chil
Celebrity Midday Soirée will have live entertainment (Khicks urban ball- In Walk Like You Have Somewhere to Go, Lucille Join Felicia Young on the sidelines as she reviews room dance group, DJ Party-Man), food, giveaways, and a silent auction. O’Neal takes you on a 40-year journey from “mental the tapes of her past and shares how God changed Kyle Moore (Buffalo Bills defensive end) and several teammates will at- welfare to mental wealth.” You will laugh, you may her game plan. tend. Felicia Young, mother of Vince Young (Philadelphia Eagles quar- cry, and in the process you will be encouraged, en- In the fi rst quarter, get in the huddle with Young as terback), will sign copies of her book, Touchdown From Heaven. Lucille lightened, and empowered. she explicity recalls the trying times of motherhood, O’Neal, mother of Shaquille O’Neal (retired NBA star) will be onhand to marriage, and the bondage of addiction. She reveals sign copies of her book, Walk Like You Have Somewhere To Go, for the fi rst As the mother of one of the greatest athletes of all the choices she made and the company she kept led 50 purchasers of VIP tickets! Other NFL and NBA players, members of the time, her journey is exceptional; but her story reveals her down a path of destruction. Professional Football Players Mothers Association, and members of Moth- that she is more than just Shaquille O’Neal’s mom. O’Neal is a woman you know, a woman you under- ers of Professional Basketball Players Association are also slated to attend! In the second quarter, observe play by play how she stand. -
Eric Snow Interview
SLAM ONLINE | » Eric Snow Q + A http://www.slamonline.com/online/nba/2010/03/eric-snow-q-a/... XXL SLAM RIDES 0-60 ANTENNA SLAM Facebook SLAM Twitter SLAM MogoTXT SLAM Newsletter RSS Home News & Rumors NBA Blogs Media Kicks College & HS Other Ballers Magazine Subscribe HOT TOPICS: John Wall Slamadaday Kevin Martin Blasts Off Hoop Dreams Anniversary Cuse Tops Nova SEARCH Allen Iverson’s Wife Has Filed for Divorce Plenette Pierson Ready for Tulsa Nike Zoom Kobe V iD Design Contest March 4, 2010 12:15 pm | 4 Comments Eric Snow Q + A Vet talks coaching, leadership, success and LeBron. by Kyle Stack Leadership is a word often tossed around with ease by athletes yet is rarely maximized on a daily basis. Eric Snow understands leadership, and it’s why he’s continued to be recognized for possessing that quality even after his NBA career ended following the ‘07-08 season with the Cleveland Cavaliers. Snow elaborated on his concept of leadership by penning his first book — Leading High Performers: The Ultimate Guide to Being a Fast, Fluid and Flexible Leader. In the book, Snow analyzes the leadership characteristics that helped him maintain a successful 13-year NBA career, which included NBA Finals appearances for three teams — the Seattle Supersonics, Philadelphia 76ers and Cavaliers. Now an analyst for NBA TV, Snow wrote this book not only for athletes but for people looking to enhance their opportunities for success in any walk of life. SLAMonline caught up with him at the NBA Store in New York City, where he was signing autographs for Leading High Performers. -
Hawks Owner Calls Josh Smith 'Closest Thing to Lebron' -- NBA Fanhouse Page 1 of 10
Hawks Owner Calls Josh Smith 'Closest Thing to LeBron' -- NBA FanHouse Page 1 of 10 Shocking New scientific Paying for apnea discovery for discovery fuels treatment? How to joint relief muscle building spend less MAIL You might also like MMA Fighting , Fleaflicker Sign In / Register Main Choose A Sport NFL MLB NBA NHL NCAA Football NCAA Basketball Motorsports Golf Tennis Boxing MMA Women's Basketball Soccer English Premier League Sports Biz & Media Back Porch Cricket Scores And Stats NCAABB Scores MLB Scores NBA Scores NHL Scores NCAABB Women's MLB Stats NBA Stats NHL Stats Writers Fantasy Free Fantasy Games / Check Your Teams Fantasy Main Fantasy Baseball Fantasy Basketball Fantasy Football Latest Player News Forums NFL MLB NBA NHL NCAA Football NCAA Basketball Motorsports Golf Tennis Soccer Boxing MMA Fantasy Shop http://nba.fanhouse.com/2010/04/21/hawks-owner-calls-josh-smith-closest-thing-to-lebron/ 4/21/2010 Hawks Owner Calls Josh Smith 'Closest Thing to LeBron' -- NBA FanHouse Page 2 of 10 Tickets NFL Gear NBA Jerseys College Apparel FanShop Search Sports News NBA Home Scores Standings Stats Teams EASTERN CONFERENCE Atlantic Division Boston Celtics New Jersey Nets New York Knicks Philadelphia 76ers Toronto Raptors Southeast Division Atlanta Hawks Charlotte Bobcats Miami Heat Orlando Magic Washington Wizards Central Division Chicago Bulls Cleveland Cavaliers Detroit Pistons Indiana Pacers Milwaukee Bucks WESTERN CONFERENCE Northwest Division Denver