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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. -
Miami Heat at Cleveland Cavaliers
Miami Heat at Cleveland Cavaliers A review of FG% by distance, opponent FG% by distance, % of shots taken by distance, rebounds, assists, turnovers, points per game, steals, and blocks. Projected Starters Position Cavs Heat PG Kyrie Irving Goran Dragic SG Deandre Liggins Rodney McGruder SF LeBron James Wayne Ellington PF Kevin Love Josh McRoberts C Tristan Thompson Hassan Whiteside Team Stats (Per Game) Offensive Distance Stats Distance Cavs Team Heat Team Difference Stat Cavs Heat Average Average Range FG% FG% (Advantage) Offensive Rebounds 10.1 11.5 10.3 0-3 feet 62.7% 58.7% 62.1% 4% (Cavs) Defensive Rebounds 34.4 32.9 33.8 3-10 feet 32.8% 37.6% 40.1% 4.8% (Heat) Assists 22.6 20.0 22.1 10-16 feet 45.4% 34.2% 40.3% 11.2% (Cavs) Turnovers 13.8 12.9 14.2 16 feet - 3PT 38.2% 37.5% 39.1% 0.7% (Cavs) FG% 45.7% 43.1% 44.9% 3PT 40.1% 34.1% 35.1% 6% (Cavs) 3PT% 40.1% 34.1% 35.1% Points 111.1 97.3 104.1 Possessions 99.7 96.4 99.0 Defensive Distance Stats Cavs Heat Distance Difference Opponent Opponent Average Range (Advantage) Team Stats (Per 100 Possessions) FG% FG% Stat Cavs Heat Average 0-3 feet 63.5% 56.1% 62.2% 7.4% (Heat) ORTG (Points scored) 111.0 100.4 104.2 3-10 feet 33.5% 41.9% 40.5% 8.4% (Cavs) DRTG (Points allowed) 105.2 103.0 104.2 10-16 feet 41.8% 43.3% 40.6% 1.5% (Cavs) 16 feet - 3PT 42.2% 39.3% 39.5% 2.9% (Heat) 3PT 35.5% 35.2% 35.3% 0.3% (Heat) Best and Worst Ranges Compared to Average Percent of Shots Taken • The Cavs are shooting best in the 10-16 feet range and Distance Cavs % of Heat % of defending best in the 3-10 feet range, -
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. -
Rosters Set for 2014-15 Nba Regular Season
ROSTERS SET FOR 2014-15 NBA REGULAR SEASON NEW YORK, Oct. 27, 2014 – Following are the opening day rosters for Kia NBA Tip-Off ‘14. The season begins Tuesday with three games: ATLANTA BOSTON BROOKLYN CHARLOTTE CHICAGO Pero Antic Brandon Bass Alan Anderson Bismack Biyombo Cameron Bairstow Kent Bazemore Avery Bradley Bojan Bogdanovic PJ Hairston Aaron Brooks DeMarre Carroll Jeff Green Kevin Garnett Gerald Henderson Mike Dunleavy Al Horford Kelly Olynyk Jorge Gutierrez Al Jefferson Pau Gasol John Jenkins Phil Pressey Jarrett Jack Michael Kidd-Gilchrist Taj Gibson Shelvin Mack Rajon Rondo Joe Johnson Jason Maxiell Kirk Hinrich Paul Millsap Marcus Smart Jerome Jordan Gary Neal Doug McDermott Mike Muscala Jared Sullinger Sergey Karasev Jannero Pargo Nikola Mirotic Adreian Payne Marcus Thornton Andrei Kirilenko Brian Roberts Nazr Mohammed Dennis Schroder Evan Turner Brook Lopez Lance Stephenson E'Twaun Moore Mike Scott Gerald Wallace Mason Plumlee Kemba Walker Joakim Noah Thabo Sefolosha James Young Mirza Teletovic Marvin Williams Derrick Rose Jeff Teague Tyler Zeller Deron Williams Cody Zeller Tony Snell INACTIVE LIST Elton Brand Vitor Faverani Markel Brown Jeffery Taylor Jimmy Butler Kyle Korver Dwight Powell Cory Jefferson Noah Vonleh CLEVELAND DALLAS DENVER DETROIT GOLDEN STATE Matthew Dellavedova Al-Farouq Aminu Arron Afflalo Joel Anthony Leandro Barbosa Joe Harris Tyson Chandler Darrell Arthur D.J. Augustin Harrison Barnes Brendan Haywood Jae Crowder Wilson Chandler Caron Butler Andrew Bogut Kentavious Caldwell- Kyrie Irving Monta Ellis -
TWO MAJOR TRANSACTIONS SIGNIFICANTLY RESHAPE HAWKS FUTURE Atlanta Conveys to Brooklyn the Contract of Joe Johnson for Five Playe
FOR IMMEDIATE RELEASE, July 11, 2012 CONTACT: Arthur Triche, Jon Steinberg or Jason Roose, Hawks Media Relations (404) 878-3800 TWO MAJOR TRANSACTIONS SIGNIFICANTLY RESHAPE HAWKS FUTURE Atlanta conveys to Brooklyn the contract of Joe Johnson for five players, draft picks and other considerations; also obtains Devin Harris from Utah for Marvin Williams ATLANTA, GA ----- Atlanta Hawks President of Basketball Operations/General Manager Danny Ferry today announced the team has traded Joe Johnson to the Brooklyn Nets for five players, a first- and second-round pick and other draft considerations, and also acquired Devin Harris from the Utah Jazz for Marvin Williams. In return for Johnson, the Hawks get guards Anthony Morrow, Jordan Farmar and DeShawn Stevenson, and forwards Johan Petro and Jordan Williams. The two picks are Houston’s 2013 first-round pick and the Nets’ second-round pick in 2017. “The Hawks want to thank Joe Johnson and Marvin Williams for their contributions on the court and in the community,” said Ferry. “We felt with the team that we had, we were probably going to maintain the status quo and not be able to reach a championship level. We now have the opportunity to work within the new CBA in a better way that will allow us to move forward and be opportunistic in the future as we work to build a sustainable championship level team.” Morrow returns to the Atlanta area after playing his collegiate ball at Georgia Tech. Undrafted in 2008, the 6-5 guard was signed as a free agent by the Golden State Warriors where he spent two seasons, before he was traded to the Nets for a future second-round pick in July 2010. -
Team Training Program
TEAM TRAINING Impact Basketball is very proud of our extensive productive tradition of training teams from around the world as they prepare for upcoming events, seasons, or tournament competition. It is with great honor that we help your team to be at its very best through our comprehensive training and team-building program. The Impact Basketball Team Training Program will give your players a chance to train together in a focused environment with demanding on-court offensive and defensive skill training along with intense off-court strength and conditioning training. The experienced Impact Basketball staff will provide the team with a truly unique bonding experience through training and competition, as well as off-court team building activities. Designated team practice times and live games against high-level American players, including NBA players, provide teams with an opportunity to prepare for their upcoming competition while also developing individually. Each team’s program will be completely customized to fit their schedule, with direct consultation from the team’s coaching staff and management. We will integrate any and all concepts that the coaching staff would like to implement and focus the training on areas that the team’s coaches have deemed deficient. Our incorporation of off-site training and team-building exercises make this a one-of-a-kind opportunity for team and individual development. We have the ability to provide training options for the entire team or for a smaller group of the team’s players. The Impact staff can help set up all the housing, food, and transportation needs for the team. -
Page 1 of 5 Hawks Want Smith in the Flock « NBA.Com | Hang Time
Hawks Want Smith In The Flock « NBA.com | Hang Time Blog Page 1 of 5 NBA TEAMS TICKETS GLOBAL D-LEAGUE WNBA ENE-BE-A IHOOPS USAB Get News & Offers Login Submit Query Hawks Want Smith In The Flock July 26, 2012 · 12:04PM HANG TIME, TEXAS – Danny Ferry has been on the job for only a few weeks and already he’s backed the moving van up to cart off Joe Johnson and Marvin Williams. So are the movers ready to lift Josh Smith like an old sofa and carry him to the door next? Not so fast, Ferry tells Jeff Schultz of the Atlanta Journal-Constitution : “He’s a really good player,” Ferry said. “I love his ability to pass the ball. I love his ability to make game-changing plays defensively. I love his competitiveness. If I was out there playing, I would want Josh on my team.” But does Smith want to be here? He wasn’t available for comment Tuesday, but Ferry said he has met with him twice. “He’s excited for next season,” he said. “We haven’t really gone in that direction with him [on roster plans]. But we’ve talked about how we’re going to play. We’ve talked about other players. His ideas, my ideas. I’m just trying to establish a relationship.” Smith has only one year left on his contract. While he reportedly has softened his stance on a trade request, he publicly has given no indication yet that he’s looking to re-sign here. He is coming off the best season of his career (18.8 points, 9.6 rebounds), taking on more responsibility after Al Horford’s injury, even with the occasional “Josh” moment. -
Utah Jazz Draft Ex-CU Buff Alec Burks
Page 1 of 2 Utah Jazz draft Ex-CU Buff Alec Burks Guard taken 12th to end up a lottery pick By Ryan Thorburn Camera Sports Writer Boulder Daily Camera Posted:06/23/2011 06:57:18 PM MDT Alec Burks doesn't need 140 characters to describe the journey. Wheels up. ... Milwaukee. ... Tired. ... Sacramento. ... Airport life. ... Charlotte. ... Dummy tired. ... Phoenix. ... Thankful for another day. These are some of the simple messages the former Colorado guard sent via Twitter to keep his followers up to date with the journey from Colorado to the NBA. After finishing the spring semester at CU in May, Burks worked out for seven different teams. The Utah Jazz, the last team Burks auditioned for, selected the 6-foot-6 shooting guard with the No. 12 pick. Hoops dream realized. "It was exciting," Burks said during a teleconference from the the Prudential Center in Newark, N.J. not long after shaking NBA commissioner David Stern's hand and posing for photos in a new three-piece suit and Jazz cap. "I'm glad they picked me." A lot of draftniks predicted Jimmer Fredette and the Jazz would make beautiful music together, but the BYU star was taken by Milwaukee at No. 10 -- the frequently forecasted landing spot for Burks -- and then traded to Sacramento. "I don't really believe in the mock drafts," Burks said. "They don't really know what's going to happen. I'm just glad to be in the lottery." Burks, who doesn't turn 20 until next month, agonized over the decision whether to remain in college or turn professional throughout a dazzling sophomore season in Boulder. -
2011-12 Roster 3 Mitch Kupchak, General Manager 4 Mike Brown, Head Coach 5 Playoff Bracket 6 Playoff Pool 7 Final NBA Statistics 7-14 Season Series Vs
TABLE OF CONTENTS Media Information 1 Staff Directory 2 2011-12 Roster 3 Mitch Kupchak, General Manager 4 Mike Brown, Head Coach 5 Playoff Bracket 6 Playoff Pool 7 Final NBA Statistics 7-14 Season Series vs. Opponent 15 Lakers Overall Season Stats 16 Lakers Statistical Breakdown 17 Lakers Game-By-Game Scores 18-19 Lakers Individual Highs 20-21 Pre All-Star Game Stats 22 Post All-Star Game Stats 23 Final Home Stats 24 Final Road Stats 25 December 26 January 27 February 28 March 29 April 30 High-Low / Injury Report 31-34 Day-By-Day 35-42 Player Biographies and Stats 43 Matt Barnes 44-45 Steve Blake 46-47 Kobe Bryant 48-49 Andrew Bynum 50-51 Devin Ebanks 52-53 Christian Eyenga 54-55 Pau Gasol 56-57 Andrew Goudelock 58-59 Jordan Hill 60-61 Josh McRoberts 62-63 Darius Morris 64-65 Troy Murphy 66-67 Ramon Sessions 68-69 Metta World Peace 70-71 Individual Player Game-By-Game 73-87 Playoff Opponents 89 Dallas Mavericks 90-95 Denver Nuggets 96-101 Los Angeles Clippers 102-107 Memphis Grizzlies 108-113 Oklahoma City Thunder 114-119 San Antonio Spurs 120-125 Utah Jazz 126-131 Lakers Playoff Statistics 133 Year-By-Year Playoff Results 134 All-Time Playoff Records 135 Head-to-Head Results vs. Opponent 136 Lakers Career Leaders 137 All-Time Indiv. / Team Playoff Stats 138-141 All-Time Playoff Scores 142-151 NBA Champions By Year 152 2 MEDIA INFORMATION PUBLIC RELATIONS CONTACTS INTERVIEWS John Black All interview requests should be directed to John Black. -
Game Thread: Hawks Search for Consistency Vs. Bulls
Game thread: Hawks search for consistency vs. Bulls • comment (271) • 0 1 51 95 Related Atlanta Hawks news • Stevenson to have right knee examined • Hawks set record lows in embarrassing loss to the Bulls (updated) • Despite slide, Hawks insist it's not time to panic • Hawks fall to lowly Wizards (updated) • Hawks snap four-game slide with dramatic comeback • Hawks' Harris returns to starting lineup • Slumping Hawks lose again • Hawks rally to defeat Cavaliers • Hawks bounce back big with drubbing of Bulls • Atlanta weekend | Frosty start gives way to sun, then rain Previous Posts • Welcome to the new-look Hawks blog January 14, 2013 • Game thread: Harris stays in starting lineup January 12, 2013 • Game thread: Drew searches for answers January 11, 2013 By Chris Vivlamore CHICAGO – The Hawks, losers of five of their past six games, try to get back on track tonight at the Bulls. Drew said the Hawks have lacked consistency during their recent slide. “The message is pretty much the same,” Drew said. “In looking back, like our last game against Washington, we haven’t been consistent in stretches. We do some things well and then we revert back. I think our guys are playing hard we just aren’t doing enough in stretches. We can’t have the letdowns that we’ve had. “I say play hard, but we’ve got to player harder. For us, the thing that I try to put a lot of emphasis on is being the aggressor early instead of waiting until we are down before we start trying to ramp it up. -
2004 Men's Basketball Season Wrap-Up
2004 Men’s Basketball Season Wrap-Up WISCONSIN SETS SCHOOL RECORD WITH 25 WINS WISCONSIN UW’S 2003-04 HIGHLIGHTS (25-7, 12-4 Big Ten) Wisconsin (25-7, 12-4 Big Ten) completed another remarkable • School-record 25 wins season in 2003-04, setting a school record with 25 wins, winning National Ranking its first Big Ten Tournament title and advancing to its sixth con- Associated Press: 10th • Sixth consecutive NCAA secutive NCAA tournament. ESPN/USA Today: 10th tournament appearance The Badgers received a No. 6 seed in the East Rutherford Sagarin Ratings: 15th CollegeRPI.com: 12th • Won first round NCAA tourney regional and defeated No. 11 Richmond in the first round, their game for third straight season third consecutive first-round victory. UW fell to No. 3 seed Head Coach: Bo Ryan Pittsburgh in the second round, 59-55. Career Record/Yr.: 451-131/20th • 2004 Big Ten Tournament Wisconsin earned an automatic bid to the NCAA tournament Record at UW/Yr.: 68-28/3rd champions (first tourney title in after winning the 2004 Big Ten Tournament, the first conference Alma Mater: Wilkes, 1969 school history) tournament victory in school history. The Badgers defeated Notes: led Wisconsin to back-to- Minnesota (66-52), Michigan State (68-66) and Illinois (70-53) to back Big Ten regular-season titles • Devin Harris named Big Ten claim the title. Junior point guard Devin Harris was the unani- in 2002-03 ... first coach in Big Player of the Year (first Badger Ten history to earn coach of the since Don Rehfeldt in 1950) mous choice as the tournament’s Most Outstanding Player while year honors in each of his first junior forward Mike Wilkinson was a unanimous choice for the two seasons .. -
Dynamic Player Significance (DPS): a New Comprehensive Basketball Statistic
Dynamic Player Significance (DPS): A new comprehensive basketball statistic David Hill Media Lab, Massachusetts Institute of Technology Cambridge, Massachusetts, USA [email protected] 15.071 (The Analytics Edge) Final Project May 13, 2013 Abstract Dynamic player significance is a new basketball metric designed to measure each NBA player's importance, or significance, to his franchise. This metric attempts to clearly define each player's role on the team and how it fits with the team's identity. Its key aspect is that it is influenced by the on-court identity of each franchise, which is defined as the collection of factors that contribute most to a win by a given team. These factors differ for every NBA team. Therefore, two players with completely identical stats/skillsets, but different teams, will most likely have different significance values. Alternatively, if a player is traded from one team to another, his significance will differ on the new team even if his production remains constant. Hence, dynamic player significance. Here, I have broken down the components of the model and explored three case studies that clearly show how teams’ identities deviate. Additionally, player evaluations have been explored to show tendencies in the model across multiple conditions. The proposed statistic could help inform team personnel decisions and coaching strategies, in addition to gauging player effectiveness. Motivation In the NBA, one of the most important things for any team to establish is an identity. These are the traits that define a team. Often, identity is the major factor that governs all transactions, whether the team is looking for players, hiring a coach, or filling front office positions.