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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. -
Uefa Champions League
UEFA CHAMPIONS LEAGUE - 2020/21 SEASON MATCH PRESS KITS National Arena - Bucharest Tuesday 23 February 2021 21.00CET (22.00 local time) Club Atlético de Madrid Round of 16, First leg Chelsea FC Last updated 14/05/2021 21:30CET UEFA CHAMPIONS LEAGUE OFFICIAL SPONSORS Previous meetings 2 Match background 8 Squad list 12 Match officials 15 Fixtures and results 19 Match-by-match lineups 23 Competition facts 25 Team facts 27 Legend 29 1 Club Atlético de Madrid - Chelsea FC Tuesday 23 February 2021 - 21.00CET (22.00 local time) Match press kit National Arena, Bucharest Previous meetings Head to Head UEFA Champions League Date Stage Match Result Venue Goalscorers Chelsea FC - Club Atlético de Savić 75 (og); Saúl 05/12/2017 GS 1-1 London Madrid Ñíguez 56 Griezmann 40 (P); Club Atlético de Madrid - Chelsea 27/09/2017 GS 1-2 Madrid Morata 60, Batshuayi FC 90+3 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 -
La Liga Gets Its Wish for Season's Return
12 Wednesday, June 10, 2020 Sports LA LIGA GETS ITS WISH FOR SEASON’S RETURN Football is a culture and way of life in Spain, says Mendieta IKOLI VICTOR DOHA GAIZKA Mendieta, a former Qatar loves Spanish football Barcelona and Valencia player because it is attractive and says football is a culture and a loved all over the world. way of life in Spain which will be back with the return of La Former Barcelona & Valencia Liga on Thursday. player Gaizka Mendieta The Spaniard expressed his views in an online video conference organised by not affect players as a whole, Nizar Bakht of La Liga Global as he expects the players to Delegate in Qatar with the adjust to the new situation participation of Qatar-based after one or two games. journalists. Responding to a question Spain has been one of the about the influx of Spanish most affected countries with coaches in Qatar, the former more than 27,000 deaths re- Spanish international said, corded since the novel coro- “Qatar loves Spanish football navirus pandemic broke, but because it is attractive and Mendieta believes that the loved all over the world.” resumption of football will Mendieta added that the Barcelona’s French forward Antoine Griezmann, Guinea-Bissau forward Ansu Fati, French defender Samuel Umtiti, Argentine forward Lionel Messi and Chilean midfielder Arturo Vidal boost morale and show the successes of its club sides in attend a training session at the Ciutat Esportiva Joan Gamper in Sant Joan Despi, Spain. (AFP) country’s steadfastness and European competitions and love for the game. -
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. -
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. -
Messi, Fati Inspire 10-Man Barca
Established 1961 Sport SATURDAY, OCTOBER 3, 2020 Dodgers sweep away Brewers; ‘Insane spreading capacity:’ Genoa’s Tottenham romp to a 7-2 14Athletics and Braves advance 15 game postponed after 16 virus cases 15 victory; AC Milan survive Messi, Fati inspire 10-man Barca Barcelona earn big win at Celta despite first-half red card VIGO: Barcelona’s Argentine forward Lionel Messi (bottom) shoots during the Spanish league football match RC Celta de Vigo against FC Barcelona on October 1, 2020. — AFP MADRID: Barcelona’s new double-act delivered of this team, we worked hard, played with a lot of disci- encouraging for Koeman was seeing the likes of Fati the 11th minute after Coutinho played a quick pass fol- again as Lionel Messi and Ansu Fati led them to a 3-0 pline with a man less and even then we made the best and Coutinho shine on a night when, in truth, Messi lowing a poor clearance from Jeison Murillo. Allowing victory at Celta Vigo in La Liga on Thursday, despite chances. I’m very, very happy.” Victory makes it two was not at his best, even if his display included two the ball to roll across his body, Fati manoeuvred it away Clement Lenglet being sent off in the first half. After wins out of two for Barcelona, who began by thrashing superb runs, both of which led to goals. from Joseph Aidoo and with the outside of his right foot, scoring twice in Barca’s opening game of the season, Villarreal 4-0 on Sunday yet this was arguably a more steered inside the corner. -
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 -
Football Stories!
FULL OF AWESOME FACTS ABOUT FOOTBALL AND THE WORLD! FULL OF AWESOME FACTS ABOUT FOOTBALL AND THE WORLD! First published 2021 by Walker Books Ltd 87 Vauxhall Walk, London SE11 5HJ 2 4 6 8 10 9 7 5 3 1 Text © 2021 Alex Bellos and Ben Lyttleton Illustrations © 2021 Spike Gerrell The right of Alex Bellos and Ben Lyttleton, and Spike Gerrell to be identified as authors and illustrator respectively of this work has been asserted by them in accordance with the Copyright, Designs and Patents Act 1988 This book has been typeset in Gill Sans MT Pro and WB Spike Printed and bound in Germany by GGP Media GmbH All rights reserved. No part of this book may be reproduced, transmitted or stored in an information retrieval system in any form or by any means, graphic, electronic or mechanical, including photocopying, taping and recording, without prior written permission from the publisher. British Library Cataloguing in Publication Data: a catalogue record for this book is available from the British Library ISBN 978-1-5295-0050-9 www.walker.co.uk www.footballschool.co Illustrated by Spike Gerrell FULL OF AWESOME FACTS ABOUT FOOTBALL AND THE WORLD! Illustrated by Spike Gerrell Welcome to Football School 20 Fantastic Football Stories! World Book Day edition! I’m Alex! And I’m Ben! We’re your teachers. We mean coaches! We think the WORLD of football. So we’ve put our favourite stories in this BOOK. Which will have you in a DAZE! You will get to read all about some amazing players. -
Qatar 2022 Will Shine a Positive Light on Middle East and the Arab World, Says Iraq’S Justin Meram
12 Friday, November 6, 2020 Sports Qatar 2022 will shine a positive light on Middle East and the Arab world, says Iraq’s Justin Meram SC.QA member of Iraq’s na- tional team since 2014, AJustin Meram under- stands the Middle East’s pas- sion for football. The US-born midfielder – a familiar face to Major League Soccer fans following spells with Columbus Crew, Orlando City and Atlanta United – qualifies to play for Iraq through his parents. Now playing his trade with Real Salt Lake, the 31-year- old is well positioned to speak about next FIFA World Cup™ hosts, having visited and played in the country on vari- ous occasions during his inter- national career. Justin Meram has been a member of the Iraq national team since 2014. The US-born midfielder Meram – a familiar face to Major League Soccer fans following spells with Colum- In an exclusive interview bus Crew, Orlando City and Atlanta United – qualifies to play for Iraq through his parents. with qatar2022.qa, Meram see the culture, the lifestyle Our country was excited. the quality in the Qatari league, gave insight into what fans can and the beautiful stadiums, it’s As players, when we heard the the Saudi league, the UAE in modern history. Play- tling when you’re continuous- A lot of great stadiums, expect when they visit Qatar in going to be an exciting time. news, we were all excited and league, even the Iraqi league, ers will stay and train in ly on the move. Qatar’s size is a some fantastic football, great 2022 and outlined his hopes we all want to do everything I think it’s one of those situa- one location throughout real bonus for teams. -
Hat-Trick Hero Ronaldo Saves Portugal in Sochi Thriller
SPORT Saturday 16 June 2018 PAGEE | 19 PAGESPAGE | 20-21 Coach expectsxpects ArgentinaArgen seek Salah too pplaylay MMessiessi magic against RRussiaussia agaagainstin Iceland Cristiano Ronaldo scores their third goal during yesterday’s match. PORTUGAL SPAIN 3 3 Ronaldo - 4' PEN 24' - Diego Costa Ronaldo - 44' 55' - Diego Costa Ronaldo - 88' 58' - Nacho Hat-trick hero Ronaldo saves Portugal in Sochi thriller Portugal’s forward Cristiano Ronaldo AFP Cristiano Ronaldo celebrates after scoring scores three goals his third goal during the SOCHI: Cristiano Ronaldo Russia 2018 World Cup scored a stunning hat-trick as as Portugal snatch a Group B match against Portugal snatched a 3-3 draw Spain at the Fisht Stadium with Spain in a World Cup 3-3 draw with Spain in Sochi yesterday. classic yesterday. Real Madrid star Ronaldo YESTERDAY'S RESULTS crashed in an 88th minute free- nology showed it was not in. kick to snatch a point for Por- With Andres Iniesta, Isco GROUP A tugal after a second-half goal and David Silva pulling the EGYPT 0-1 URUGUAY from Nacho put the Spaniards strings, Spain were on top, but 3-2 ahead. Portugal went back in front just GROUP B Ronaldo’s late equaliser as half-time approached. capped a storming encounter Goncalo Guedes teed up his MOROCCO 0-1 IRAN which came after a chaotic few captain Ronaldo, whose shot days which saw Spain coach from 20 yards was straight at GROUP B Julen Lopetegui sacked and David De Gea, but the Man- PORTUGAL 3-3 SPAIN Fernando Hierro appointed as chester United goalkeeper his replacement. -
Football Inspired by Reflective Spacecraft Material and the Darkness of Space–
Information adidas Drops Limited Edition Space Craft Boots in ACE 16+ PURECONTROL and X16+ PURECHAOS - Limited edition silo receives striking gold and black treatment - - Latest release from adidas Football inspired by reflective spacecraft material and the darkness of space– Herzogenaurach, 14th September – adidas Football has today announced the launch of Space Craft, the latest release from its limited edition collection of football boots. Available in the X16+ PURECHAOS and ACE 16+ PURECONTROL, the Space Craft boots’ gold and black treatment is designed to represent reflective spacecraft material juxtaposed against the darkness of space. The X16+ PURECHAOS features a DYNAMIC TECHFIT COMPRESSION, a NON STOP GRIP (NSG) finish and TECHFIT lacing system to provide a glove-like fit – designed for the player who causes chaos on the pitch. The ACE 16+ PURECONTROL is for the player who takes control of a match, featuring a PURECUT upper to create an uninterrupted striking surface and a lightweight SPRINTFRAME to provide unparalleled levels of stability. Information X16+ PURECHAOS and ACE 16+ PURECONTROL Space Craft will be available to purchase from September 15th from selected retailers and adidas.com. For further information please visit adidas.com/football or go to facebook.com/adidasfootball or follow @adidasfootball on twitter to join the conversation. - END - For further media information please visit http://news.adidas.com/GLOBAL/PERFORMANCE/FOOTBALL or contact: Simon Bristow Julien Lanfrey PR Director – Herzo Newsroom Global PR Manger, adidas Football Email: [email protected] Email: [email protected] Tel: +49/9132/84-73 703 Tel: +49/1609/77-16 429 Notes to editors: About adidas Football adidas is the global leader in football. -
Diego Costa Set to Make Spain Debut Against Italy
SPORTS SATURDAY, MARCH 1, 2014 Tan flays ‘racist’ media, says Cardiff in safe hands LONDON: Controversial Cardiff City owner or goal difference. time is right, I will tell my story. Sometimes the Vincent Tan has criticised “a little bit racist” British “Without me, Cardiff would have gone bust. British press is maybe a little bit racist.” media for projecting him as a villain and ruled out Because of my investment, we got promoted,” Tan said Mackay had been lucky to land the the possibility of the Premier League club chang- Tan said in an interview with BBC Sport yesterday. job at Cardiff in July 2011 and felt he should have ing its team colours back to blue. I am now more involved and under my leadership been more hands-on earlier. The 62-year-old Malaysian businessman the club will be in good shape. “Earlier on I was generous enough to give our helped finance the team into the top tier of “Some of my family members really want me football management too much authority and English soccer for the first time in half a century to leave. They think it’s not worth it. They think they went berserk. They went and did bad busi- this season before his leadership style came no-one is grateful. But you have to be patient, ness. That was a mistake. under increasingly scrutiny. accept the criticism and sometimes the insults.” “But now I’m involved, I know the value and I Tan, who once operated Malaysia’s most prof- study. Every business I don’t know, if I spend itable lottery and gambling business, changed No villain enough time - a couple of months - I will know a the club colours from its traditional blue to red at Often seen wearing dark glasses and gloves at lot.