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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. -
2-6-14 a Section.Indd
A6 The Orlando Times FEBRUARY 6 - 12, 2014 Client: Allstate Bleed: NA Region: US Campaign: Insurance/AA Trim: 8.31” x 18” Language: English Agency Job #: 610-ALAAMNP4002 Live: NA Notes: None AD #/AD ID: AHAA0445 *******Magic News******Date Modified: 01/16/14 2:59 PM Keyline Scale: 1”= 1” CR: Output at: 100% AD Round: Page: 1 of 1 NOT TO BE USED FOR COLOR APPROVAL Despite A Breakout AD: S. Block Year P: E. Garber AM: J. Norman, BM: D. Scampini PC: J. Jenkins Affl alo Still Not An All-Star BY CLINTON ************************************************************************************************** REYES, TIMES SPORTS WRITER Orlando Magic - Amway Center, Orlando ORLANDO – In the per- fect world, Orlando would be 38-11 and leading the NBA into the All-Star break, and in do- ing so, undoubtedly secure an All-Star roster selection for SG Aaron Affl alo. Playing like one, Affl alo is having quite the year and his play has brought many to believe in his worthiness of a fi rst All-Star appearance. But, the NBA we have all come to un- derstand is not one to commend a great player, on a bad team. Give it up for @nhnets Despite having a career year and ranking among the top shooting guards in practically every sta- #GiveItUpForGood tistical category, Affl alo’s hopes of making his fi rst NBA All-Star team were dashed on Thursday when he was left off the team. Clearly, Orlando’s 12-35 record factored into the decision to pick the likes of DerMar DeRo- zan and Joe Johnson ahead of Orlando’s standout guard. -
Probable Starters
UTAH JAZZ (35-30) at MEMPHIS GRIZZLIES (18-46) Game #66 • ROAD Game #34 • FedExForum • MEMPHIS March 9, 2018 • 6 p.m. (MT) • TV: AT&T SportsNet RADIO: 1280 AM/97.5 FM DATE OPP. TIME (MT) RECORD/TV 10/18 DEN W, 106-96 1-0 10/20 @MIN L, 97-100 1-1 LAST GAME’S STARTERS (2017-18 averages) 10/21 OKC W, 96-87 2-1 10/24 @LAC L, 84-102 2-2 • Notched first career double-double (11 points, 10/25 @PHX L, 88-97 2-3 career-high 10 assists) at IND on 3/7 10/28 LAL W, 96-81 3-3 PPG • 10.9 10/30 DAL W, 104-89 4-3 2 • Second in the league in three-point 11/1 POR W, 112-103 (OT) 5-3 RPG • 4.1 percentage (.445) 11/3 TOR L, 100-109 5-4 JOE INGLES • Has eight games this season with 5+ 3FG 11/5 @HOU L, 110-137 5-5 11/7 PHI L, 97-104 5-6 F • 6-8 • 226 • Australia APG • 4.3 • Appeared in his 200th straight game on 2/24 11/10 MIA L, 74-84 5-7 vs. DAL 11/11 BKN W, 114-106 6-7 11/13 MIN L, 98-109 6-8 • Has made a three-pointer in consecutive 11/15 @NYK L, 101-106 6-9 PPG • 12.2 games for just the second time in his career 11/17 @BKN L, 107-118 6-10 15 11/18 @ORL W, 125-85 7-10 RPG • 7.4 • Ranks seventh in Jazz history in blocked shots 11/20 @PHI L, 86-107 7-11 DERRICK FAVORS (641) 11/22 CHI W, 110-80 8-11 Jazz are 11-3 when he records a double- 11/25 MIL W, 121-108 9-11 • APG • 1.3 11/28 DEN W, 106-77 10-11 F • 6-10 • 265 • Georgia Tech double 11/30 @LAC W, 126-107 11-11 st 12/1 NOP W, 114-108 12-11 • Posted his 21 double-double of the season 12/4 WAS W, 116-69 13-11 27 PPG • 13.6 (23 points and 14 rebounds) at IND (3/7) 12/5 @OKC L, 94-100 13-12 • Made a career-high 12 free throws and scored 12/7 HOU L, 101-112 13-13 RPG • 10.5 12/9 @MIL L, 100-117 13-14 RUDY GOBERT a season-high 26 points vs. -
Fastest 40 Minutes in Basketball, 2012-2013
University of Arkansas, Fayetteville ScholarWorks@UARK Arkansas Men’s Basketball Athletics 2013 Media Guide: Fastest 40 Minutes in Basketball, 2012-2013 University of Arkansas, Fayetteville. Athletics Media Relations Follow this and additional works at: https://scholarworks.uark.edu/basketball-men Citation University of Arkansas, Fayetteville. Athletics Media Relations. (2013). Media Guide: Fastest 40 Minutes in Basketball, 2012-2013. Arkansas Men’s Basketball. Retrieved from https://scholarworks.uark.edu/ basketball-men/10 This Periodical is brought to you for free and open access by the Athletics at ScholarWorks@UARK. It has been accepted for inclusion in Arkansas Men’s Basketball by an authorized administrator of ScholarWorks@UARK. For more information, please contact [email protected]. TABLE OF CONTENTS This is Arkansas Basketball 2012-13 Razorbacks Razorback Records Quick Facts ........................................3 Kikko Haydar .............................48-50 1,000-Point Scorers ................124-127 Television Roster ...............................4 Rashad Madden ..........................51-53 Scoring Average Records ............... 128 Roster ................................................5 Hunter Mickelson ......................54-56 Points Records ...............................129 Bud Walton Arena ..........................6-7 Marshawn Powell .......................57-59 30-Point Games ............................. 130 Razorback Nation ...........................8-9 Rickey Scott ................................60-62 -
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. -
George Hill Contract Details
George Hill Contract Details orWinthrop metallise remains spankingly. luteous: Blaine she starboardpeals her dehydrationsher beading neurotically, distract too developmental?taunt and uneasy. Tropophilous and trying Schuyler often sticked some maneuver aplenty Raxx was added successfully set to contain faster than trevor lawrence at times during june, george contract details, she works that the youngsters in the single group to maintain a brief glimpse into Site Manager New Build Service Station gold Hill Contract. Basketball Insiders' Eric Pincus has then more details I slap the Sacramento Kings' structure wGeorge Hill 20m 19m 1m last year. Leonard can cavs and details, seeking a live dedicated, contract details about products offered on your reading is. Kirby Smart House. His 456 million per year indeed is the largest average before the NBA. Interchange be located at grace Hill Rd rather unique at Dwight Rd Mrs White. Miller's 7 million people became guaranteed as symbol of secret trade. 'Holy smokes' Padres rave about Tatis Jr's big contract WTOP. Mahomes's agency Steinberg Sports shared the deal's details on Twitter. George Hill Contract law Cap Details & Breakdowns. As a senior adviser for hill details? Case for Glennon Urlacher Hall of longer Lock Kush Contract. George Godsey is the newest assistant on board joining the take as a. Clippers' Paul George out as least leave more games with swollen toe. Steven Hill would be paid a little upright than 150000 annually in a study-year contract The Pender County court of Education voted to gun the. Contract Details 1130-20-C-SWCT-0022-V001 200050351 Back to. -
Barnstorming African-American Basketball Teams—Recognition
CONCURRENT RESOLUTIONS—DEC. 22, 2005 119 STAT. 3677 as they may designate if, in their opinion, the public interest shall warrant it. Agreed to November 18, 2005. BARNSTORMING AFRICAN-AMERICAN Dec. 22, 2005 BASKETBALL TEAMS—RECOGNITION [H. Con. Res. 59] Whereas, even though African-Americans were excluded from playing in organized white-only leagues, the desire of African- Americans to play basketball could not be repressed; Whereas, unlike baseball, which had Negro leagues, basketball had no organized black leagues, thus forcing blacks to take to the road out of necessity; Whereas among the most well-known black barnstorming teams who found their beginnings in the 1920s were the New York Renaissance (or Rens), the Harlem Globetrotters, the New York Enforcers, the Harlem Clowns, the Harlem Road Kings, the Harlem Stars, the Harlem Ambassadors, and the Philadelphia Tribunes; Whereas, despite the racism they faced, Negro basketball teams overcame great obstacles to play the game before black players were allowed to play in the National Basketball Association in the early 1950s; Whereas the New York Rens became one of the first great basketball dynasties in the history of the game, compiling a 2,588–539 record in its 27-year existence, winning 88 straight games in the 1932–33 season, and winning the 1939 World Professional Championship; Whereas the Harlem Globetrotters proved that they were capable of beating professional teams like the World Champions Min- neapolis Lakers led by basketball great George Mikan in 1948; Whereas the barnstorming -
University of Arkansas Razorbacks Basketball Media Guide, 2008-2009
University of Arkansas, Fayetteville ScholarWorks@UARK Arkansas Men’s Basketball Athletics 2009 University of Arkansas Razorbacks Basketball Media Guide, 2008-2009 University of Arkansas, Fayetteville. Athletics Media Relations Follow this and additional works at: https://scholarworks.uark.edu/basketball-men Citation University of Arkansas, Fayetteville. Athletics Media Relations. (2009). University of Arkansas Razorbacks Basketball Media Guide, 2008-2009. Arkansas Men’s Basketball. Retrieved from https://scholarworks.uark.edu/basketball-men/6 This Periodical is brought to you for free and open access by the Athletics at ScholarWorks@UARK. It has been accepted for inclusion in Arkansas Men’s Basketball by an authorized administrator of ScholarWorks@UARK. For more information, please contact [email protected]. STEFAN WELSH MICHAEL WASHINGTON MARCUS BRITT ARKANSAS RAZORBACK BASKETBALL RAZORBACK ARKANSAS UNIVERSITY OF ARKANSAS 008/098/09 RRAZORBACKAZORBACK RRAZORBACKA Z O R B A C K BBASKETBALLAS KETBALL BBASKETBALLAS KETBALL DATE OPPONENT TV LOCATION TIME Friday, Oct. 24 Red-White Game Fayetteville, Ark. 7:30 p.m. Monday, Nov. 3 Campbellsville University (exh.) Fayetteville, Ark. 7:05 p.m. Thursday, Nov. 6 Dillard University (exh.) Fayetteville, Ark. 7:05 p.m. Friday, Nov. 14 Southeastern Louisiana Fayetteville, Ark. 7:05 p.m. Thursday, Nov. 20 California-Davis Fayetteville, Ark. 7:05 p.m. Saturday, Nov. 22 at Missouri St. Springfield, Mo. 7:05 p.m. Wednesday, Nov. 26 at South Alabama CSS Mobile, Ala. 8 p.m. Saturday, Nov. 29 Florida A&M Fayetteville, Ark. 2:05 p.m. Wednesday, Dec. 3 Texas Southern RSP Fayetteville, Ark. 7:05 p.m. Wednesday, Dec. 10 North Carolina Central RSP Fayetteville, Ark. -
2007-08 Media Guide.Pdf
07 // 07//08 Razorback 08 07//08 ARKANSAS Basketball ARKANSAS RAZORBACKS SCHEDULE RAZORBACKS Date Opponent TV Location Time BASKETBALL MEDIA GUIDE Friday, Oct. 26 Red-White Game Fayetteville, Ark. 7:05 p.m. Friday, Nov. 2 West Florida (exh) Fayetteville, Ark. 7:05 p.m. michael Tuesday, Nov. 6 Campbellsville (exh) Fayetteville, Ark. 7:05 p.m. washington Friday, Nov. 9 Wofford Fayetteville, Ark. 7:05 p.m. Thur-Sun, Nov. 15-18 O’Reilly ESPNU Puerto Rico Tip-Off San Juan, Puerto Rico TBA (Arkansas, College of Charleston, Houston, Marist, Miami, Providence, Temple, Virginia Commonwealth) Thursday, Nov. 15 College of Charleston ESPNU San Juan, Puerto Rico 4 p.m. Friday, Nov. 16 Providence or Temple ESPNU San Juan, Puerto Rico 4:30 or 7 p.m. Sunday, Nov. 18 TBA ESPNU/2 San Juan, Puerto Rico TBA Saturday, Nov. 24 Delaware St. Fayetteville, Ark. 2:05 p.m. Wednesday, Nov. 28 Missouri ARSN Fayetteville, Ark. 7:05 p.m. Saturday, Dec. 1 Oral Roberts Fayetteville, Ark. 2:05 p.m. Monday, Dec. 3 Missouri St. FSN Fayetteville, Ark. 7:05 p.m. Wednesday, Dec. 12 Texas-San Antonio ARSN Fayetteville, Ark. 7:05 p.m. Saturday, Dec. 15 at Oklahoma ESPN2 Norman, Okla. 2 p.m. Wednesday, Dec. 19 Northwestern St. ARSN Fayetteville, Ark. 7:05 p.m. Saturday, Dec. 22 #vs. Appalachian St. ARSN North Little Rock, Ark. 2:05 p.m. Saturday, Dec. 29 Louisiana-Monroe ARSN Fayetteville, Ark. 2:05 p.m. Saturday, Jan. 5 &vs. Baylor ARSN Dallas, Texas 7:30 p.m. Thursday, Jan. -
University of Arkansas Razorbacks Basketball Media Guide, 2005-2006
University of Arkansas, Fayetteville ScholarWorks@UARK Arkansas Men’s Basketball Athletics 2006 University of Arkansas Razorbacks Basketball Media Guide, 2005-2006 University of Arkansas, Fayetteville. Athletics Media Relations Follow this and additional works at: https://scholarworks.uark.edu/basketball-men Citation University of Arkansas, Fayetteville. Athletics Media Relations. (2006). University of Arkansas Razorbacks Basketball Media Guide, 2005-2006. Arkansas Men’s Basketball. Retrieved from https://scholarworks.uark.edu/basketball-men/3 This Periodical is brought to you for free and open access by the Athletics at ScholarWorks@UARK. It has been accepted for inclusion in Arkansas Men’s Basketball by an authorized administrator of ScholarWorks@UARK. For more information, please contact [email protected]. 2005 – 06 RAZORBACKS UNIVERSITY OF ARKANSAS RAZORBACKS SCHEDULE DATE OPPONENT TV SITE TIME Saturday, Oct. 29 Red-White Game Fayetteville, Ark. 4:05 p.m. Friday, Nov. 4 Southwest Baptist (Exhibition) Fayetteville, Ark. 7:05 p.m. Saturday, Nov. 12 LSU-Shreveport (Exhibition) Fayetteville, Ark. TBA Friday, Nov. 18 Portland State Fayetteville, Ark. 7:05 p.m. Mon.-Wed., Nov. 21-23 Maui Invitational Maui, Hawaii (Arkansas, Arizona, Chaminade, Connecticut, Gonzaga, Kansas, Maryland, Michigan State) Monday, Nov. 21 vs. Connecticut ESPN2 Maui, Hawaii 10:30 p.m. Tuesday, Nov. 22 vs. Arizona or Kansas ESPN/U Maui, Hawaii 3 or 8:30 p.m. Wednesday, Nov. 23 vs. TBA ESPN/2/U Maui, Hawaii TBA Saturday, Nov. 26 Radford FSN/SUN Fayetteville, Ark. 3:05 p.m. Wednesday, Nov. 30 Southern Miss FSN/SUN Fayetteville, Ark. 8:05 p.m. Friday, Dec. 2 Missouri ARSN Fayetteville, Ark. -
A Descriptive Model for Nba Player Ratings U Sing E Xpected V Alue P Oints Per P Ossession
A DESCRIPTIVE MODEL FOR NBA PLAYER RATINGS U SING E XPECTED V ALUE P OINTS PER P OSSESSION CHRIS PICKARD MAY 25, 2016 MODEL STRUCTURE | DRIVERS BASKETBALL GAME OBJECTIVE SCORE MORE POINTS THAN THE OPPONENT. PROPOSITION A PLAYER’S VALUE SHOULD BE MEASURED ACCORDING TO THE NUMBER OF POINTS PER POSSESSION HE CONTRIBUTES TOWARDS HIS TEAM WHILE ON THE COURT. QUESTION HOW MANY POINTS PER POSSESSION IS A GIVEN PLAYER EXPECTED TO CONTRIBUTE WHILE ON THE COURT? KEY FEATURE ACCOUNTING FOR THE LIKELIHOOD THAT A GIVEN EVENT OCCURS DURING A POSSESSION WHILE A PLAYER IS ON THE COURT AND THE CORRESPONDING IMPACT IT HAS ON THE EXPECTED POINTS FOR THAT POSSESSION. 3 MODEL STRUCTURE | IMPORTANCE OF EVENT PROPENSITY MODEL STRUCTURE | POSSESSION EVENT TREE NBA OFFENSIVE POSSESSION MODEL STRUCTURE | POSSESSION EVENT TREE MODEL STRUCTURE | INDIVIDUAL PLAYER MODEL RASCH MODEL PROBABILITY THAT A GIVEN EVENT OCCURS FOR PLAYER i IS MODELED AS: WHERE FOR SHOT SPECIFIC ATTEMPTS DATA SOURCE 2015 – 2016 NBA PLAY-BY-PLAY DATA [NBASTUFFER] ANALYSIS | TOTAL PLAYER VALUE 8 ANALYSIS | SHOT SPECIFIC EVALUATION ASSUMPTION EVENT IS SHOT AND DISTANCE IS KNOWN. PROPOSITION PLAYERS WILL PERFORM BETTER TOWARDS THEIR STRENGTHS AND THIS CAN BE OBSERVED BASED ON SHOT AT T EMPT DISTANCE. QUESTION HOW DOES A PLAYER’S EXPECTED POINT CONTRIBUTION CHANGE GIVEN SPECIFIC SHOT AT T EMPT OCCURS? PURPOSE IDENTIFY PLAYERS THAT PERFORM WELL IN KNOWN SITUATIONS – I.E. WHAT PLAYERS MATCH UP BEST AGAINST “SMALL BALL” OR THREE-POINT ORIENTATED LINEUPS. 9 ANALYSIS | SHOT SPECIFIC VALUE – LEAGUE TRENDS -
Actual Vs. Perceived Value of Players of the National Basketball Association
Actual vs. Perceived Value of Players of the National Basketball Association BY Stephen Righini ADVISOR • Alan Olinsky _________________________________________________________________________________________ Submitted in partial fulfillment of the requirements for graduation with honors in the Bryant University Honors Program APRIL 2013 Table of Contents Abstract .................................................................................................................................1 Introduction ...........................................................................................................................2 How NBA MVPs Are Determined .....................................................................................2 Reason for Selecting This Topic ........................................................................................2 Significance of This Study .................................................................................................3 Thesis and Minor Hypotheses ............................................................................................4 Player Raters and Perception Factors .....................................................................................5 Data Collected ...................................................................................................................5 Perception Factors .............................................................................................................7 Player Raters .........................................................................................................................9