A Descriptive Model for Nba Player Ratings U Sing E Xpected V Alue P Oints Per P Ossession
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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. -
College Hoops Scoops Stony Brook, Hofstra, LIU Set to Go
Newsday.com 11/12/11 10:17 AM http://www.newsday.com/sports/college/college-hoops-scoops-1.1620561/stony-brook-hofstra-liu-set-to-go-1.3314160 College hoops scoops Stony Brook, Hofstra, LIU set to go Friday November 11, 2011 2:47 PM By Marcus Henry We’re not even technically through the first week of college basketball an already there are a couple of matchups the that should be paid attention to. Local Matchups Friday LIU at Hofstra, 7:00: After LIU’s fabulous run to the NCAA Tournament last, the Blackbirds have become one of the hottest programs in the NY Metro area. With six of its top eight players back, led by junior forward Julian Boyd the Blackbirds could he a handful for Hofstra. As for the Pride, Mo Cassara’s group could be one of the most underrated in the area. Sure, Charles Jenkins and Greg Washington are gone, but Mike Moore, David Imes, Stevie Mejia, Nathaniel Lester and Shemiye McLendon are all experienced players. It should be a good one in Hempstead. Stony Brook at Indiana, 7:00: Stony Brook and its followers have waited an entire off season for this matchup. With so much talent back and several newcomers expected to create an immediate impact, no one would be shocked to see the Seawolves win this game. Senior guard Bryan Dougher, redshirt junior forward Tommy Brenton and senior Dallis Joyner have been the key elements to Stony Brook’s rise. The Seawolves have had winning seasons two of the last three years and have finished .500 or better in the America East the last three years. -
Chuckers: Measuring Lineup Shot Distribution Optimality Using Spatial Allocative Efficiency Models
Chuckers: Measuring Lineup Shot Distribution Optimality Using Spatial Allocative Efficiency Models Nathan Sandholtz1 Jacob Mortensen1 Luke Bornn1,2 [email protected] [email protected] [email protected] 1. Introduction In the 2017-18 NBA playoffs, Russell Westbrook scored 46 points on 43 shot attempts in a 96-91 loss to the Utah Jazz, ending the Oklahoma City Thunder's season. At the time, many popular media figures conjectured that having one player dominate field goal attempts in this way would limit the Thunder's success. While scoring 46 points in a playoff basketball game is an impressive feat for any one player, its impact on the win column is moderated by the fact that it required 43 attempts. At its core, this critique is about efficiency. Modern discussion around efficiency in the NBA typically focuses on either individual player efficiency or shot selection. Conceptually, the foundation for shot selection efficiency is simple: shots at the rim and 3-point shots have the highest eXpected points per shot, so teams should prioritize these high-value shots. The idea underlying individual player efficiency is also straightforward; scoring more points on the same number of shot attempts increases a team’s chances of winning. However, implicit in any discussion of player efficiency is the idea that inefficient players have a negative impact because basketball is a team sport. We are concerned with efficiency not just because a given player is inefficient, but because inefficient players take shot opportunities away from teammates that may have higher value. In other words, if Westbrook was surrounded by dismal shooters his 43 shot attempts might appear more defensible, but if his inordinate number of attempts prevented highly efficient shots from other players, then he has caused shots to be inefficiently distributed among the players on the team and decreased their winning potential. -
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 -
2016-17 Immaculate Basketball Player Checklist;
2016-17 Immaculate Basketball Team Card Totals 402 total players with cards; 397 with Hits; 377 with 10 or more Hits Auto Auto Relic NBA Total Total Auto Auto Auto NBA NBA Auto Other Team Only Letter Logo Shoe Base Cards HITS Total Only Relic Logo Logo Shoe Relic Total Vet Rookie Vet Aaron Brooks 11 11 0 11 11 Aaron Gordon 757 582 237 345 135 1 101 1 28 316 175 Adreian Payne 150 150 0 150 150 Adrian Dantley 178 178 174 4 174 4 AJ Hammons 142 142 0 142 7 135 Al Horford 324 149 0 149 7 142 175 Al Jefferson 100 100 0 100 100 Alec Burks 431 431 135 296 135 5 1 290 Alex English 273 273 273 0 272 1 0 Al-Farouq Aminu 101 101 0 101 1 100 Allan Houston 209 209 209 0 209 0 Allen Crabbe 124 124 124 0 124 0 Allen Iverson 485 310 278 32 129 149 32 175 Alonzo Mourning 68 68 35 33 35 33 Amar'e 316 316 0 316 316 Stoudemire Amir Johnson 28 28 0 28 7 1 20 Anderson 16 16 0 16 16 Varejao Andre 446 271 171 100 135 36 1 99 175 Drummond Andre Iguodala 101 101 0 101 1 100 Andre Miller 61 61 0 61 61 Andre Roberson 194 194 0 194 8 1 185 Andrei Kirilenko 246 246 146 100 146 100 Andrew Bogut 28 28 0 28 1 27 Andrew Wiggins 551 376 181 195 124 1 56 7 1 28 159 175 Anfernee 318 318 219 99 219 99 Hardaway Anthony Davis 659 484 357 127 229 71 1 56 1 26 100 175 Antoine Carr 99 99 99 0 99 0 Artis Gilmore 75 75 75 0 75 0 Arvydas Sabonis 148 148 148 0 148 0 Avery Bradley 277 102 0 102 1 101 175 Ben McLemore 101 101 0 101 1 100 GroupBreakChecklists.com 2016-17 Immaculate Basketball Card PLAYER Totals Cheat Sheet Auto Auto Relic NBA Total Total Auto Auto Auto NBA NBA Auto Other -
Bogut Vs Freeland
Bogut vs freeland Please LIKE & SUBSCRIBE for more NBA videos & mixes! Have a question? Ask here: Andrew Bogut scuffle with Mo Williams, Freeland and Aldridge (3 players ejected) For GS, Draymond Green was ejected and Bogut was given a technical? I'm not sure why Monty Williams vs Kobe Bryant Fight. The dust-up began when Bogut took exception to the way Blazers center Joel Freeland had pushed his elbow in his back while going for a. Feud: Joel Freeland and Andrew Bogut. It's actually surprising that Bogut doesn't get into more fights. You'd think half the league would be. Golden State Warriors center Andrew Bogut and Portland Trail Blazers guard Mo Bogut initiated an incident by elbowing Trail Blazers center Joel Freeland in the jaw. Two Suspended, Three Fined for incident in GSW vs. Things began when Andrew Bogut and Joel Freeland became entangled in the paint during a Portland offensive possession. Bogut eventually. FIGHT - Andre Bogut vs Joel Freeland (Aldridge, Matthews vs. O'Neal)!!! Please LIKE & SUBSCRIBE for more NBA videos & mixes! Have a question? Ask here. During the third quarter of Saturday's game between the Portland Trail Blazers and the Golden State Warriors, Andrew Bogut and Joel Freeland. Australian centre Andrew Bogut has been suspended for one game elbow that connected with Portland center Joel Freeland's jaw after a. Andrew Bogot and Joel Freeland got tangled up under the basket, then in his effort to get away Bogut New York, Bogut is out Tuesday vs. Bogut and Portland big man Joel Freeland got tangled up under the basket after the Blazers reserve had elbowed Bogut in the back under the. -
Hawks' Trio Headlines Reserves for 2015 Nba All
HAWKS’ TRIO HEADLINES RESERVES FOR 2015 NBA ALL-STAR GAME -- Duncan Earns 15 th Selection, Tied for Third Most in All-Star History -- NEW YORK, Jan. 29, 2015 – Three members of the Eastern Conference-leading Atlanta Hawks -- Al Horford , Paul Millsap and Jeff Teague -- headline the list of 14 players selected by the coaches as reserves for the 2015 NBA All-Star Game, the NBA announced today. Klay Thompson of the Golden State Warriors earned his first All-Star selection, joining teammate and starter Stephen Curry to give the Western Conference-leading Warriors two All-Stars for the first time since Chris Mullin and Tim Hardaway in 1993. The 64 th NBA All-Star Game will tip off Sunday, Feb. 15, at Madison Square Garden in New York City. The game will be seen by fans in 215 countries and territories and will be heard in 47 languages. TNT will televise the All-Star Game for the 13th consecutive year, marking Turner Sports' 30 th year of NBA All- Star coverage. The Hawks’ trio is joined in the East by Dwyane Wade and Chris Bosh of the Miami Heat, the Chicago Bulls’ Jimmy Butler and the Cleveland Cavaliers’ Kyrie Irving . This is the 11 th consecutive All-Star selection for Wade and the 10 th straight nod for Bosh, who becomes only the third player in NBA history to earn five trips to the All-Star Game with two different teams (Kareem Abdul-Jabbar, Kevin Garnett). Butler, who leads the NBA in minutes (39.5 per game) and has raised his scoring average from 13.1 points in 2013-14 to 20.1 points this season, makes his first All-Star appearance. -
TRADITION of EXCELLENCE Runnin’ Ute Basketball Championship Tradition a Tr a Di T Ion O F Exc E Ll Nc A
TRADITION OF EXCELLENCE Runnin’ Ute Basketball Championship Tradition E NC E LL E F EXC O ION T DI A A TR A Championships and Postseason Appearances Since 1990 Conference Champions NIT NCAA Sweet 16 1991, 1993, 1995, 1996, 1992, 2001 1991, 1996, 1997, 1998, 1997, 1998, 1999, 2000, 2005 2001, 2003, 2005 NIT Final Four 1992 NCAA Elite Eight Conference Tournament 1997, 1998 Above: All-American Andre Miller led the Utes to the Champions NCAA Tournament 1998 NCAA Final Four. Utah fell to Kentucky in the 1995, 1997, 1999, 2004 1991, 1993, 1995, 1996, NCAA Final Four championship game. 1997, 1998, 1999, 2000, 1998 2002, 2003, 2004, 2005 Below: All-American Keith Van Horn was mobbed by his teammates after hitting the game-winning shot for the second night in a row in the 1997 WAC The Utah basketball program has become one of the nation’s best since the Tournament semifinals against New Mexico. beginning of the 1990s. From its record on the court to academic success in the classroom, there are few teams in the country that can compare to the Utes’ accomplishments. • Utah has a long-standing basketball tradition, ranking sixth in NCAA history with 28 conference titles all-time. • During the decade of the ‘90s, Utah’s .767 winning percentage ranked as the eighth-best in the nation. • Utah has played in 12 NCAA Tournaments since 1990—including four consecu- tive appearances and 10 in the last 13 years. During that time, the Utes have advanced to five Sweet 16s, two Elite Eights and the national championship game in 1998. -
Individual Statistical Leaders
Tournament Individual Leaders (as of Aug 14, 2012) All games FIELD GOAL PCT (min. 10 made) FG ATT Pct FIELD GOAL ATTEMPTS G Att Att/G -------------------------------------------- --------------------------------------------- Darius Songaila-LTH........... 24 30 .800 Patrick Mills-AUS............. 6 116 19.3 Tyson Chandler-USA............ 14 20 .700 Luis Scola-ARG................ 8 106 13.3 Andre Iguodala-USA............ 14 20 .700 Manu Ginobili-ARG............. 8 103 12.9 Aaron Baynes-AUS.............. 21 32 .656 Kevin Durant-USA.............. 8 101 12.6 Anthony Davis-USA............. 11 17 .647 Pau Gasol-ESP................. 8 100 12.5 Kevin Love-USA................ 34 54 .630 Dan Clark-GBR................. 15 24 .625 FIELD GOALS MADE G Made Made/G Tomofey Mozgov-RUS............ 33 53 .623 --------------------------------------------- LeBron James-USA.............. 44 73 .603 Pau Gasol-ESP................. 8 57 7.1 Serge Ibaka-ESP............... 26 45 .578 Luis Scola-ARG................ 8 56 7.0 Nene Hilario-BRA.............. 12 21 .571 Manu Ginobili-ARG............. 8 51 6.4 Pau Gasol-ESP................. 57 100 .570 Kevin Durant-USA.............. 8 49 6.1 Patrick Mills-AUS............. 6 49 8.2 3-POINT FG PCT (min. 5 made) 3FG ATT Pct 3-POINT FG ATTEMPTS G Att Att/G -------------------------------------------- --------------------------------------------- Shipeng Wang-CHN.............. 13 21 .619 Kevin Durant-USA.............. 8 65 8.1 S. Jasikevicius-LTH........... 7 12 .583 Carlos Delfino-ARG............ 8 54 6.8 Dan Clark-GBR................. 8 14 .571 Patrick Mills-AUS............. 6 48 8.0 Andre Iguodala-USA............ 5 9 .556 Carmelo Anthony-USA........... 8 46 5.8 Amine Rzig-TUN................ 8 15 .533 Manu Ginobili-ARG............. 8 43 5.4 Kevin Durant-USA............. -
2016‐17 Flawless Basketball Player Card Totals
2016‐17 Flawless Basketball Player Card Totals 2015 Flawless Extra Cards not included (unknown print runs, players highlighted in yellow) Add'l Card Counts (Not print runs) for 2015 Extras: Khris Middleton x1, Pau Gasol x1, Kenny Smith x5, Draymond Green x40, Goran Dragic x28, Dennis Schroder x11, Nicolas Batum x14, Marcin Gortat x11, Nikola Vucevic x10, Rudy Gay x10, Tony Parker x10 266 Players with Cards 7 of those players have 6 cards or under, 11 Players only have Diamond Cards (Nash and Dennis Johnson only have 6) Auto Auto TOTAL Auto Diamond Relic Auto Relic Logo Logoman Champ Patch Team Auto Logo‐ Champ Cards Total Only Total Total Patch Patch Man Diamond Tag Diamond Man Tag Aaron Gordon 369 369 112 257 Al Horford 122 122 119 1 2 Al Jefferson 34 34 34 Alex English 57 57 57 Allen Crabbe 98 98 57 41 Allen Iverson 359 309 49 1 229 80 1 Alonzo Mourning 184 178 6 178 Amar'e Stoudemire 41 41 41 Andre Drummond 155 153 2 115 38 2 Andre Iguodala 43 43 41 2 Andre Roberson 1 1 1 Andrei Kirilenko 97 97 97 Andrew Bogut 41 41 41 Andrew Wiggins 311 138 43 130 138 122 2 1 5 Anfernee Hardaway 112 112 112 Anthony Davis 324 274 43 7 212 62 1 1 5 Artis Gilmore 261 232 29 232 29 Austin Rivers 82 82 82 Ben Simmons 43 43 Ben Wallace 186 180 6 174 6 Bernard King 113 113 113 Bill Russell 215 172 43 172 Blake Griffin 290 117 43 130 117 122 2 1 5 Bobby Portis 16 16 16 Bojan Bogdanovic 113 113 56 57 Bradley Beal 43 43 Brandon Ingram 376 255 43 78 60 194 1 74 2 2 Brandon Jennings 41 41 41 Brandon Knight 39 39 39 Brook Lopez 82 82 82 Buddy Hield 413 253 43 117 58 194 1 115 2 C.J. -
2016-17 National Treasures Basketball PLAYER Card Totals by Type 364 Total Players - 8 with Base Only
2016-17 National Treasures Basketball PLAYER Card Totals By Type 364 Total Players - 8 with Base Only TOTALS Totals Break Down Auto PLAYER Autos Auto Relics Auto Auto Auto Logo ALL HITS Base Logo Relic Letter Tag Only Relics Only Only Relic Tag man man A.J. Hammons 569 569 0 189 380 188 1 379 1 Aaron Gordon 803 663 121 0 542 140 121 537 3 2 Adreian Payne 125 125 0 0 125 124 1 Adrian Dantley 251 251 251 0 0 251 Al Horford 745 605 121 187 297 140 121 186 1 289 3 5 Al Jefferson 135 135 0 0 135 135 Alex English 136 136 136 0 0 136 Alex Len 79 79 0 0 79 79 Allan Houston 117 117 116 1 0 116 1 Allen Crabbe 376 376 251 125 0 251 125 Allen Iverson 168 168 85 82 1 85 71 10 1 1 Alonzo Mourning 165 165 85 80 0 85 75 5 Alvan Adams 345 345 135 210 0 135 210 Andre Drummond 503 363 0 159 204 140 159 198 1 5 Andre Iguodala 11 11 0 0 11 8 3 Andrew Bogut 135 135 0 0 135 135 Andrew Wiggins 1153 1013 161 331 521 140 161 320 10 1 507 3 11 Anfernee Hardaway 99 99 2 96 1 2 91 5 1 Anthony Davis 685 545 99 110 336 140 99 104 5 1 331 3 2 Antoine Carr 135 135 135 0 0 135 Antoine Walker 135 135 135 0 0 135 Antonio McDyess 135 135 135 0 0 135 Artis Gilmore 111 111 111 0 0 111 Avery Bradley 140 0 0 0 0 140 Ben McLemore 371 231 0 0 231 140 231 Ben Simmons 140 0 0 0 0 140 Ben Wallace 116 116 116 0 0 116 Bernard King 333 333 247 86 0 247 86 Bill Laimbeer 216 216 116 100 0 116 100 Bill Russell 161 161 161 0 0 161 Blake Griffin 852 712 78 282 352 140 78 277 4 1 346 3 3 Bob Dandridge 135 135 135 0 0 135 Bob Lanier 111 111 111 0 0 111 Bobby Portis 253 253 252 0 1 252 1 Bojan Bogdanovic 578 438 227 86 125 140 227 86 124 1 Brad Daugherty 230 230 0 230 0 225 5 Bradley Beal 174 34 0 0 34 140 30 3 1 Brandon Ingram 738 738 98 189 451 98 188 1 450 1 Brandon Jennings 140 0 0 0 0 140 Brandon Knight 643 643 116 0 527 116 518 3 6 Brandon Rush 4 4 0 0 4 4 Brice Johnson 640 640 0 189 451 188 1 450 1 Brook Lopez 625 485 0 0 485 140 479 6 Bryn Forbes 140 140 140 0 0 140 Buddy Hield 837 837 232 189 416 232 188 1 415 1 C.J.