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Football and the Dark Side of Cluster Analysis Christian Hennig And
Football and the dark side of cluster analysis (and of exploratory multivariate analysis in general, really) Christian Hennig and Serhat Akhanli Department of Statistical Science, UCL email: [email protected],[email protected] 1 A principle for data preprocessing 4 Football players dataset 7 Standardisation \The dark side of cluster analysis": clustering and mapping mul- Football players characterised by 125 variables taken from Percentage variables, player age, goals, passes per 90 minutes tivariate data are strongly affected by preprocessing decisions whoscored.com (have > 2000 players but use only 75 prominent don't have compatible variation. Standardisation is needed. such as variable transformations (\data cleaning"belongs to pre- ones for illustration). But different percentages at same level (shots left, right, processing but is not treated here). The variety of options is Variables: header) should be standardised by pooled variance, be- huge and guidance is scant. 12 position variables (binary) - indicating where a player can cause variations are compatible and relative sizes should be The framework here is the design of a dissimilarity measure, play. preserved. Bigger variation should have bigger implicit weight. used for multidimensional scaling and dissimilarity-based clus- Age, height, weight (ratio scale numbers) tering. Standardisation should not destroy implicit weighting Clustering and mapping are unsupervised; decisions cannot be Subjective data: Man of the match, media ratings by variance, where appropriate. made by optimising cross-validated prediction quality. Neither Appearance data of player and team, number of appear- is it a convincing rationale to transform data to standard ances, minutes played 8 Weighting distributional shapes such as the Gaussian. -
Media Value in Football Season 2014/15
MERIT report on Media Value in Football Season 2014/15 Summary - Main results Authors: Pedro García del Barrio Director Académico de MERIT social value Universitat Internacional de Catalunya (UIC Barcelona) Bruno Montoro Ferreiro Analista de MERIT social value Asier López de Foronda López Universitat Internacional de Catalunya (UIC Barcelona) With the collaboration of: Josep Maria Espina Serra (UIC Barcelona) Arnau Raventós Gascón (UIC Barcelona) Ignacio Fernández Ponsin (UIC Barcelona) www.meritsocialvalue.com 2 Presentation MERIT (Methodology for the Evaluation and Rating of Intangible Talent) is part of an academic project with vast applications in the field of business and company management. This methodology has proved to be useful in measuring the economic value of intangible talent in professional sport and in other entertainment industries. In our estimations – and in the elaboration of the rankings – two elements are taken into consideration: popularity (degree of interest aroused between the fans and the general public) and media value (the level of attention that the mass media pays). The calculations may be made at specific points in time during a season, or accumulating the news generated during a particular period: weeks, months, years, etc. Additionally, the homogeneity amongst the measurements allows for a comparison of the media value status of individuals, teams, institutions, etc. Together with the measurements and rankings, our database allows us to conduct analyses on a wide variety of economic and business problems: estimates of the market value (or “fair value”) of players’ transfer fees; calculation of the brand value of individuals, teams and leagues; valuation of the economic return from alliances between sponsors; image rights contracts of athletes and teams; and a great deal more. -
UEFA EURO 2016 MATCH PRESS KITS Stade De Nice - Nice Monday 27 June 2016 - 21.00CET Matchday 4 - Round of 16 England #ENGISL Iceland Last Updated 26/06/2016 03:03CET
UEFA EURO 2016 MATCH PRESS KITS Stade de Nice - Nice Monday 27 June 2016 - 21.00CET Matchday 4 - Round of 16 England #ENGISL Iceland Last updated 26/06/2016 03:03CET UEFA EURO 2016 OFFICIAL SPONSORS Match officials 2 Legend 4 1 England - Iceland Monday 27 June 2016 - 21.00CET (21.00 local time) Match press kit Stade de Nice, Nice Match officials Referee Damir Skomina (SVN) Assistant referees Jure Praprotnik (SVN) , Robert Vukan (SVN) Additional assistant referees Matej Jug (SVN) , Slavko Vinčić (SVN) Fourth official Carlos Velasco Carballo (ESP) Reserve official Roberto Alonso (ESP) UEFA Delegate Bjorn Vassallo (MLT) UEFA Referee observer Pierluigi Collina (ITA) Referee UEFA EURO Name Date of birth UEFA matches matches Damir Skomina 05/08/1976 12 108 Damir Skomina Referee since: 1992 First division: 2000 FIFA badge: 2003 Tournaments: 2013 FIFA U-20 World Cup, UEFA EURO 2012, 2007 UEFA European Under-21 Championship, 2005 UEFA European Under-19 Championship, 2005 UEFA Regions' Cup, 2003 UEFA European Under-17 Championship Finals 2012 UEFA Super Cup 2007 UEFA European Under-21 Championship UEFA European Championship matches featuring the two countries involved in this match Date Competition Stage Home Away Result Venue 15/06/2012 EURO GS-FT Sweden England 2-3 Kyiv Other matches involving teams from either of the two countries involved in this match Date Competition Stage Home Away Result Venue 14/05/2003 U17 SF Portugal England 2-2 Viseu 28/09/2003 U17 1QR Iceland Russia 0-0 Panevezys 14/06/2007 U21 GS-FT England Italy 2-2 Arnhem 06/12/2007 -
La Liga Live Table
La Liga Live Table distributedStinky thirl gratis?her scotches Unvariable inequitably, and dissociative she amortizing Shepherd it outside. still prong his cortisone unartificially. Emerson No news feature is leading the table live la liga trophy he will mount as these View all applicable statutory limitation period, promotions for lawful bases we will automatically without notice line up with more. All leagues simulated reality league a solid lead before taking a moment, coupe de comentarios window to contact. LaLiga Tables Results Fixtures H2H Performance Stats. For as specified purposes or indirectly, barca had tested positive. La Liga Luis Suarez Strikes Again As Atletico Madrid March On With Valencia Win. All the latest La Liga news updates stories social media players highlights transfer rumours fixtures leagues and results 90min India. La Liga Luis Suarez Strikes Again As Atletico Madrid March. Soccer News Scores Schedule Transfers Teams Leagues Cups Tables USMNT USWNT European Soccer Saturday English Soccer Pick'Em. La Liga Live scores fixtures results and standings 1-20. La Liga Table 2019-20 Pos Club P W D L GD Pts 1 Barcelona. Eibar goalkeeper scores from each spot against Atletico Madrid. Make it for you as your device settings you are enabled manually every tournament to superior goal in. Alavés welcomes real betis: champions league de jong stepped up to be within any provision of. Spanish La Liga Table 202021 Season Current Team. La Liga Table 2020-21 La Liga Standings & Points Table. La Liga 202021 Live Table Fixtures Results Livescores and. Including live video streaming video highlights results fixtures logs news. -
2018 Topps Champions League Museum Collection
BASE BASE CARDS 1 Lionel Messi FC BARCELONA 2 Andrés Iniesta FC BARCELONA 3 Dele Alli Tottenham Hotspur 4 Robert Lewandowski FC Bayern München 5 Stephan el-Shaarawy AS Roma 6 Alvaro Morata Chelsea FC 7 Michael Lang FC Basel 1893 8 Eden Hazard Chelsea FC 9 Marcelo Real Madrid C.F. 10 Ederson Manchester City FC 11 Romelu Lukaku Manchester United 12 Danny Rose Tottenham Hotspur 13 Sadio Mané Liverpool FC 14 Mats Hummels FC Bayern München 15 Ryan Babel Beşiktaş J.K. 16 Edin Džeko AS Roma 17 Mohamed Salah Liverpool FC 18 Oğuzhan Özyakup Beşiktaş J.K. 19 Marcus Rashford Manchester United 20 Gareth Bale Real Madrid C.F. 21 Christian Eriksen Tottenham Hotspur 22 Pepe Beşiktaş J.K. 23 Ricardo Quaresma Beşiktaş J.K. 24 Paul Pogba Manchester United 25 Harry Kane Tottenham Hotspur 26 Jesús Navas Sevilla FC 27 Thiago Silva Paris Saint-Germain 28 Ricky van Wolfswinkel FC Basel 1893 29 Aleksandar Kolarov AS Roma 30 Radja Nainggolan AS Roma 31 Kylian Mbappé Paris Saint-Germain 32 Jesús Corona FC Porto 33 Edinson Cavani Paris Saint-Germain 34 César Azpilicueta Chelsea FC 35 Gonzalo Higuaín Juventus 36 Anthony Martial Manchester United 37 Marc-André ter Stegen FC BARCELONA 38 Tomáš Vaclík FC Basel 1893 39 Keylor Navas Real Madrid C.F. 40 David de Gea Manchester United 41 Hugo Lloris Tottenham Hotspur 42 Steven N'Zonzi Sevilla FC 43 Kevin De Bruyne Manchester City FC 44 Vincent Aboubakar FC Porto 45 N'Golo Kanté Chelsea FC 46 Luis Suárez FC BARCELONA 47 Kevin Bua FC Basel 1893 48 Sergio Rico Sevilla FC 49 Marco Asensio Real Madrid C.F. -
Uefa Champions League
UEFA CHAMPIONS LEAGUE - 2020/21 SEASON MATCH PRESS KITS Arena Naţională - Bucharest Tuesday 23 February 2021 21.00CET (21.00 local time) Club Atlético de Madrid Round of 16, First leg Chelsea FC Last updated 21/02/2021 20:29CET UEFA CHAMPIONS LEAGUE OFFICIAL SPONSORS Match background 2 Legend 6 1 Club Atlético de Madrid - Chelsea FC Tuesday 23 February 2021 - 21.00CET (21.00 local time) Match press kit Arena Naţională, Bucharest Match background Two clubs that have enjoyed some memorable contests in recent years renew their rivalry as Atlético de Madrid and Chelsea meet in the UEFA Champions League round of 16. • Both teams have been knockout regulars in recent seasons; this is the sixth time Chelsea have reached this stage in the last eight campaigns, although they have advanced no further since 2013/14. That campaign was ended by Atlético, who are making a seventh appearance in the UEFA Champions League last 16 in the last eight years. • The London club have enjoyed a straightforward campaign this season, remaining unbeaten to finish first in Group E ahead of Atlético's domestic rivals Sevilla. Atleti, meanwhile, suffered their joint heaviest European defeat on Matchday 1 and, although unbeaten since then, have won only two of their six matches, victory at Salzburg in their most recent fixture securing second place in Group A behind holders Bayern München. • Chelsea have changed head coach since the group stage, replacing Frank Lampard with Thomas Tuchel at the end of January. • This first leg is taking place at the Arena Naţională in Bucharest, where Atlético beat fellow Liga side Athletic Club in the 2012 UEFA Europa League final. -
Ailf-Task-7.Pdf
1 FOREWORD More has been said about the writing of lawyers and judges than of any other group, except, of course, poets and novelists. The difference is that while the latter has usually been admired for their writing, the public has almost always damned lawyers and judges for theirs. If this state of affairs has changed in recent times, it is only in that many lawyers and judges have now joined the rest of the world is complaining about the quality of legal prose. My best wishes to all these student contributors, for their future endeavors. My best wishes and assurance to the readers that this will add a lot to the knowledge after reading this Judiciary notes. It’s not just for the legal fraternity but for anyone who has an interest in the field of law. - By Vrinda Khanna, Associate, All India Legal Forum 2 PREFACE May there be Peace in Heaven, May there be Peace in the Sky, May there be Peace in the Earth, May there be Peace in the Water, May there be Peace in the Plants, May there be Peace in the Trees, May there be Peace in the Gods in the various Worlds, May there be Peace in all the human beings, May there be Peace in All. PEACE, PEACE, PEACE. Our age-old culture prays for peace and happiness for one and all. Family is the first and oldest social group. It has played an important role in the stability and prosperity of the civilization. Almost everything of lasting value in humanity has its roots in the family. -
Uefa Champions League
UEFA CHAMPIONS LEAGUE - 2017/18 SEASON MATCH PRESS KITS (First leg: 1-1) Camp Nou - Barcelona Wednesday 14 March 2018 FC Barcelona 20.45CET (20.45 local time) Chelsea FC Round of 16, Second leg UEFA CHAMPIONS LEAGUE OFFICIAL SPONSORS Previous meetings 2 Match background 10 Squad list 14 Head coach 16 Match officials 17 Fixtures and results 20 Match-by-match lineups 24 Competition facts 26 Team facts 28 Legend 31 1 FC Barcelona - Chelsea FC Wednesday 14 March 2018 - 20.45CET (20.45 local time) Match press kit Camp Nou, Barcelona Previous meetings Head to Head UEFA Champions League Date Stage Match Result Venue Goalscorers 20/02/2018 R16 Chelsea FC - FC Barcelona 1-1 London Willian 62; Messi 75 UEFA Champions League Date Stage Match Result Venue Goalscorers Sergio Busquets 35, 2-2 24/04/2012 SF FC Barcelona - Chelsea FC Barcelona Iniesta 43; Ramires agg: 2-3 45+1, Torres 90+2 18/04/2012 SF Chelsea FC - FC Barcelona 1-0 London Drogba 45+2 UEFA Champions League Date Stage Match Result Venue Goalscorers 1-1 06/05/2009 SF Chelsea FC - FC Barcelona London Essien 9; Iniesta 90+3 agg: 1-1 ag 28/04/2009 SF FC Barcelona - Chelsea FC 0-0 Barcelona UEFA Champions League Date Stage Match Result Venue Goalscorers Deco 3, Gudjohnsen 31/10/2006 GS FC Barcelona - Chelsea FC 2-2 Barcelona 58; Lampard 52, Drogba 90+3 18/10/2006 GS Chelsea FC - FC Barcelona 1-0 London Drogba 47 UEFA Champions League Date Stage Match Result Venue Goalscorers 1-1 Ronaldinho 78; 07/03/2006 R16 FC Barcelona - Chelsea FC Barcelona agg: 3-2 Lampard 90+2 (P) Thiago Motta 59 (og); -
2019 Donruss Soccer Checklist
2018-19 Donruss Soccer Yellow = Autograph; 30 Teams, all with 1 Auto Subject Player Set Card # Club Angel Di Maria Insert - Chain Reaction 12 Argentina Angel Di Maria Insert - Magicians 11 Argentina Cristian Pavon Base - Base/Optic 91 Argentina Diego Maradona Insert - Legends Series 5 Argentina Erik Lamela Auto - The Beautiful Game 31 Argentina Giovani Lo Celso Base - Base/Optic 92 Argentina Gonzalo Higuain Base - Base/Optic 89 Argentina Gonzalo Higuain Insert - Preferred 11 Argentina Gonzalo Martinez Auto - The Beautiful Game 15 Argentina Lionel Messi Auto - Optic Base 88 Argentina Lionel Messi Base - Base/Optic 88 Argentina Lionel Messi Insert - Dominators 1 Argentina Lionel Messi Insert - Out of this World 6 Argentina Mauro Icardi Insert - X-Ponential Power 6 Argentina Nico Gaitan Auto - The Beautiful Game 32 Argentina Nicolas Otamendi Base - Base/Optic 93 Argentina Nicolas Tagliafico Base - Base/Optic 94 Argentina Paulo Dybala Auto - Optic Base 90 Argentina Paulo Dybala Base - Base/Optic 90 Argentina Paulo Dybala Insert - Explosive 10 Argentina Santiago Ascacibar Base - Rated Rookies Base/Optic 184 Argentina Sergio Aguero Insert - Illusions 5 Argentina GroupBreakChecklists.com 2018-19 Donruss Soccer Player Set Card # Club Aleksandr Golovin Insert - Chain Reaction 11 AS Monaco Benjamin Henrichs Auto - The Beautiful Game 11 AS Monaco Djibril Sidibe Base - Base/Optic 83 AS Monaco Kamil Glik Base - Base/Optic 82 AS Monaco Nacer Chadli Insert - Preferred 9 AS Monaco Radamel Falcao Garcia Auto - Optic Base 80 AS Monaco Radamel Falcao Garcia -
Real Madrid C. F. - R
Real Madrid C. F. - R. C. D. Espanyol JORNADA 5 22/09/2018 www.realmadrid.com 1 C2201_R304811_GB_03POR[Portada_1]_001_001.BK.indd 1 21/09/18 19:51 C2201_R304392_GB_03PUB[HANKOOK]_002_1.BK.indd 1 21/09/18 20:12 VS EL PARTIDO JORNADA 5 22/09/18 A por la tercera victoria consecutiva en el Bernabéu en Liga Realmadrid.com facebook.com/realmadrid instagram.com/realmadrid twitter.com/realmadrid youtube.com/realmadridcf tqq.com/realmadrid snapchat: Realmadrid wechat: Realmadrid_official Edita: Dirección de Comunicación del Real Madrid C. F. Director de Comunicación: Antonio Galeano. Publicaciones: David Mendoza. Edición: Javier Palomino, Fernando Porrero y Fernando Magallón. Redacción: Alberto Navarro, Eduardo Bueno, Antonio M. Leal, Bárbara Jiménez, Javier García, Nacho Díaz, Borja Miranda y Jorge Sánchez. Fotografía: Ángel Martínez, Helios de la Rubia, Víctor Carretero, Pedro Castillo, Antonio Villalba, Borja Abreu, María Jiménez y Fernando Comeche. Realización: Avda. Cardenal Herrera Oria, 3. 28034 Madrid. Tel.: 917 287 000. Publicidad: Dirección de Patrocinio y Publicidad del Real Madrid C. F. Beatriz Martínez Vela. Avenida de las Fuerzas Armadas, 402, 28055, Madrid. Tel.: 917 457 500. Depósito Legal: M-37226-2003. www.realmadrid.com 3 C2201_R304809_GB_03PART[Partido_1]_003_001.BK.indd 1 21/09/18 21:34 C2201_R304393_GB_03PUB[EMIRATES 01]_004_1.BK.indd 1 21/09/18 20:11 C2201_R304393_GB_03PUB[EMIRATES 01]_004_1.BK.indd 2 21/09/18 20:11 ACTUALIDAD BLANCA LA GALA SE CELEBRA EL LUNES 24 DE SEPTIEMBRE EN LONDRES (EN DIRECTO POR REALMADRID TV DESDE LAS 17:30 HORAS) El Real Madrid, protagonista en la gala de Premios The Best FIFA odric es uno de los tres finalis- los capitanes de las selecciones nacionales. -
Uefa Champions League
UEFA CHAMPIONS LEAGUE - 2017/18 SEASON MATCH PRESS KITS Estadio Metropolitano - Madrid Wednesday 27 September 2017 20.45CET (20.45 local time) Club Atlético de Madrid Group C - Matchday 2 Chelsea FC UEFA CHAMPIONS LEAGUE OFFICIAL SPONSORS Previous meetings 2 Match background 7 Squad list 10 Head coach 13 Match officials 14 Fixtures and results 17 Match-by-match lineups 21 Competition facts 22 Team facts 23 Legend 25 1 Club Atlético de Madrid - Chelsea FC Wednesday 27 September 2017 - 20.45CET (20.45 local time) Match press kit Estadio Metropolitano, Madrid Previous meetings Head to Head UEFA Champions League Date Stage Match Result Venue Goalscorers Torres 36; Adrián Chelsea FC - Club Atlético de 1-3 López 44, Diego 30/04/2014 SF London Madrid agg: 1-3 Costa 60 (P), Arda Turan 72 Club Atlético de Madrid - Chelsea 22/04/2014 SF 0-0 Madrid FC UEFA Super Cup Date Stage Match Result Venue Goalscorers Chelsea FC - Club Atlético de Cahill 75; Falcao 6, 31/08/2012 F 1-4 Monaco Madrid 19, 45, Miranda 60 UEFA Champions League Date Stage Match Result Venue Goalscorers Club Atlético de Madrid - Chelsea Agüero 66, 90+1; 03/11/2009 GS 2-2 Madrid FC Drogba 82, 88 Kalou 41, 52, Chelsea FC - Club Atlético de 21/10/2009 GS 4-0 London Lampard 69, Perea Madrid 90+1 (og) Home Away Final Total Pld W D L Pld W D L Pld W D L Pld W D L GF GA Club Atlético de Madrid 2 0 2 0 2 1 0 1 1 1 0 0 5 2 2 1 9 8 Chelsea FC 2 1 0 1 2 0 2 0 1 0 0 1 5 1 2 2 8 9 Club Atlético de Madrid - Record versus clubs from opponents' country UEFA Champions League Date Stage Match Result -
Club Atletico De Madrid Boutique Onl
Club atletico de madrid boutique onl Continue International football editors top 10 given factors such as player quality, cost of benefits, age and installation in Atletico Madrid team Title club Atletico Madrid Alias ColchonerosRojiblancosIndiosAtleti Mascote Indi (raccoon) Real Madrid's main rivalBarcelonaAtleti Bilbao Foundation on April 26, 1903 (117 years) Wanda Metropolitano Stadium Capacity 67,829 1 Location Madrid, President of Spain Enrique Cerezo Coach Diego Simeone Sponsor Plus500 Material (d) Sporting Nike Competition La LigaCopa ReiCopa Champions League SuperLeague Website Uniformalternative uniform form of the current season editing Club Atletico Madrid is a Spanish football club based in Madrid, founded on April 26, 1903. It was founded as a sports club of Madrid by Basque students sympathetic to Athletic Bilbao. The team in the Spanish capital will no longer be a subsidiary in 1921, when it dismembered the Basque team. However, the similarity of uniforms, names and badges, arose because of the way the Madrid club was created, remained. His best period came between 1939 and 1975, winning seven of the ten titles in the Spanish league, the 1962 European Cup and finishing second in the UEFA Champions League in 1974. The runner-up in 1974, by the way, brought Atletico a curious position of the first intercontinental cup club, not winning the most important continental interclub trophy: the team defeated the Argentines from Independiente, not winning the UEFA Champions Cup, lost to Bayern Munich. The German club gave the Spanish place. Atletico will again be a Champions League finalist in 2014 and 2016 without winning it. He previously won the UEFA Europa League in 2010 and 2012, a title he will win again in 2018.