Showing posts with label sport. Show all posts
Showing posts with label sport. Show all posts

Wednesday, June 29, 2016

Ma che ci fai con la palla?

Complice la festa dei patroni di Roma, un divertissement di analisi dati sulle partite di Euro 2016 (sì, lo so, è una malattia...).


Allora, il grafico riporta in ascisse il valore economico medio di ogni squadra, mentre sulle ordinate abbiamo il tempo passato da ogni squadra con la palla in possesso in  attacco. Il market value predice questo parametro meglio di altri (numero di tiri in porta, percentuale di possesso, ...).
Ragionevole: chi ha giocatori che valgono di più, tende ad avere la supremazia di gioco. Ora, se calcoliamo la regressione (R2 discreto, ha un senso), avremo un certo numero di squadre che si troveranno al di sopra della retta di regressione, ed altre sotto.
La cosa interessante è che le squadre che si trovano al di sopra hanno, ad oggi, avuto meno successo (fino ad ora) rispetto alle altre: in qualche modo, le squadre che sovra-stimano la capacità di essere dominanti in campo sono state punite. Le altre, in media, hanno avuto più successo. Direbbe il maestro Arrighe, "umilté...".

Monday, July 28, 2014

How do football leagues go social…

We had a look at the way the four most popular football leagues in Europe are getting on with social audience. We were not really interested in ranking the most popular teams (and, yes, for those of you who are interested, it is still a clash between Barcelona and Real Madrid giants, with Manchester United as the odd team out). We wanted to have a look at the leagues, to check if there is a strategy behind each league.
To do this, we captured the number of Facebook fans and Twitter followers for the first 32 teams of each of the following four countries: Spain, England, Italy, Germany. Why 32? Well, actually, because we used NFL teams as benchmark. Basically, 32 teams for each of the European leagues meant having the whole first tier, and a selection of the second tier, with some teams from the third tier. Twitter and Facebook data were summed (yup, you are right: there is a big difference between following your town foe, and actually liking it on Facebook, and yes, there is multiplicity both across teams and across social platforms, but we hypothesized this wouldn’t bias differences between leagues), and just the “home” twitter account was counted, leaving out the international replicas, based on the ground that people from outside the team’s own country may be both followers of the original twitter account and its translated version.
First, the totals: Spain and England are able to drag as many as around 190 million people worldwide, while Italy lags behind at around as many as its inhabitants, and Germany stops at approximately 43 millions. For comparison, NFL teams are followed by less than 90 millions.
The striking difference between NFL and football leagues in Europe was, instead, on the way these figures were distributed: if we rank the 32 teams in order of the numbers of fans, and consider the cumulative values, relative to the overall audience, as a function of the cumulative number of teams (nothing new, it’s the Lorenz curve overused in economics), the behavior changes dramatically between NFL and Football Leagues in Europe, as the figure below shows. From the Lorenz Curve, a measure of skewness (Gini would have said inequality) can be also calculated.

Lorenz Curve for Facebook + Twitter followers: cumulative share of teams from lowest to highest number of followers (x-axis), and cumulative share of number of followers (y-axis)

While most of the european leagues stood on the "unequal" side of the coefficient (with Spain leading with a Gini coefficient value of 0.82, and all above 0.75), NFL displays a whopping 0.30 (in economics, this would have meant socialism!), which basically highlights the ability of NFL to have each team in the league being followed by a relevant share of the overall audience. And this is reflected also at the social level. Even if the number of fans is not necessarily related to the ability of each team to win a league, We predict that these numbers may end upin  having an effect on the overall equality of a league (and, as a result, on the interest it draws). After all, Vitrue said that one fan is worth around 3 €/year...

Saturday, July 12, 2014

You better run!

Most stats in this FIFA 2014 World Cup focus on shoots, attempts, saves, and fouls, while metrics associated with distance have been somewhat overlooked. While there may be a significant change in the kind of play between the former World Cup champions and the next ones in these terms (remember tiqui-taca?), let’s have a look at what happens to distances covered by the eight teams that reached the final stage of FIFA 2014.
Among all the parameters that can be calculated from match analysis, we chose a metric associated with the amount of “useful” distance covered by a team during a match, and we called it Run dominance:

As it can be seen from the equation, Run dominance is calculated as the fraction between two components:
- at the numerator, you average the distance covered by the team when in ball possession with the distance covered by the opposing team when the latter is defending. This summarizes the ability of each team to move when in possession, and to make the defending team move to oppose the attacks.
- at the denominator, you calculate the average distance covered in total by the two teams: it can be considered as an average measure of intensity in the match, to be used as a normalizing factor between low intensity ones (i.e. with low distances covered) and high intensity ones.
Thus, Run dominance can be seen as a measure of the amount of physical power associated with movement that a team displays during a match. The higher limit of 1 could be reached if the team were always in possession (and in that case, the opponent yields 0). Usually, distance covered in possession, distance covered in non-possession, and distance covered during dead times lie in the range 20-40% of the overall distance, which usually sums at around 200-250 km per match. With these figures, and under the hypothesis that the total distance was equally subdivided between the 3 situations, Run dominance would yield 0.33 for both teams. We collected data to obtain this parameter for the matches of the Round of 16 at FIFA 2014, and this is what we got for the teams that advanced to the round of 8:



By taking a look at the quarterfinal pairings, this metric seemed to predict that both Germany–France and Netherlands–Costarica would be lopsided, with the Teutons and the Dutch being the move-makers. Argentina might have proven similar against Belgium, while Colombia and Brazil were very close in these regards.
Make no mistake, though, dominance does not necessarily equal win in the football stadia (…but it might help ;)). Analysing extensively all the matches played up to now, it looks like Run Dominance is all but a bold predictor of the level of success of the national teams: despite Germany and Argentina ranking at the top of Run dominance, regression power stops at less than 0.1, which basically means that it does not predict scores, not even goals conceded.


However, Run dominance does predict fairly well the number of attempts that a team is able to produce in a game, as it can be seen from the figure below. And this predictor strongly correlates with possession percentage, with which it shares the regression power with the number of attempts per game.

By plotting Run dominance against possession percentage, teams above the line are those teams that are more prone to make the ball run more than the players when in possession, while teams below that line tend to move the ball when in possession. By looking at this latter graph, teams can be ranked according to the overall ability to be in control of the game. Most UEFA countries seem to lie above the regression line, almost regardless of the ability to direct a match, while CONMEBOL countries lie below that line (if we exclude Argentina, which have crossed the bar only after the final match). The other confederations do not a show a common behaviour, even if Australia and United States seem to behave in a similar manner to UEFA countries, as expected, given the presence of european managers.


Thus, with the representation of these two variables - possession percentage and Run dominance - one is able to collect two different measures: the amount of control in the match each team is able to produce (or concede to the other team) based on its position along the regression line, and the quality of this control (i.e., by making the players move when in possess, or making the ball move), captured by the relative distance from that line. This is even clearer in the figure below, where regression residuals are represented against possession percentage (CONMEBOL teams labelled in red, UEFA in green).


Monday, September 14, 2009

Super-mom!


I was getting bored with all those "america's next top model"-ish style tennis players in WTA, and I was on the verge of thinking that, Williams apart, you're not gonna make it into the real big game unless you're being signed for (or run) a fashion company. And I'm happy that mom Kim proved me wrong!

Wednesday, May 27, 2009

doesn't need a hand...


Kevin Laue is an impressive center, a hell of a shot blocker, a nice shooter, and he was repeatedly said that he would have made it to the NCAA Division 1, if he had had two hands. in fact, it turned out that he really doesn't need the missing one, apparently he's going to play into Division 1 in the NCAA with the Manhattan Jaspers. Best of luck mate!

Tuesday, March 24, 2009

Take care, bloody red sock...


Curt Schilling retired, with two rings from the beantown.
Not bad, Curt, not bad...
“Turn out the lights, the party’s over”

I used to wait with bated breath for Don Meredith to start singing that on “Monday Night Football.” Normally, it was sweet music if the Steelers were playing.

If I could get him to sing it again, I would. This party has officially ended. After being blessed to experience 23 years of playing professional baseball in front of the world’s best fans in so many different places, it is with zero regrets that I am making my retirement official.

To say I’ve been blessed would be like calling Refrigerator Perry “a bit overweight.” The things I was allowed to experience, the people I was able to call friends, teammates, mentors, coaches and opponents, the travel, all of it, are far more than anything I ever thought possible in my lifetime.

Four World Series, three World Championships. That there are men with plaques in Cooperstown who never experienced one — and I was able to be on three teams over seven years that won it all — is another “beyond my wildest dreams” set of memories I’ll take with me.

The game always gave me far more than I ever gave it. All of those things, every single one of those memories is enveloped with fan sights and sounds for me. Without the fans, they would still be great memories, but none would be enduring and unforgettable because they infused the energy, rage, passion and “feel” of all of those times. The game was here long before I was, and will be here long after I’m gone. The only thing I hope I did was never put in question my love for the game, or my passion to be counted on when it mattered most. I did everything I could to win every time I was handed the ball.

I am and always will be more grateful than any of you could ever possibly know.

I want to offer two special thank you’s.

To my Lord and Savior Jesus Christ for granting me the ability to step between the lines for 23 years and compete against the best players in the world.

To my wife Shonda and my 4 children, Gehrig, Gabriella, Grant and Garrison for sacrificing their lives and allowing baseball to be mine while I played. Without their unquestioned support I would not have been able to do what I did, or enjoy the life, and I am hopefully going to live long enough to repay them as much as a Father and Husband can.

Thank you and God Bless

Curt Schilling, 2009

Sunday, February 01, 2009

Superbowl XLIII





I need to say that my opinion on the match is much biased by my Patriots-leaning POV (Cards were owned by the Pats 47-7 less than a couple of months ago). I honestly think that the Cardinals are very overstated as possible superbowl winners. IMHO, Kurt Werner is no more than a fair QB, having three very good receivers always playing and an always play the ball offense, his stats are just OK for an offensive line like the one he has got. If I had to pick a team for tonight, I would definitely choose the Steelers, the hardly forgotten 70-ish defensive line is still there (even if a little grown older...), and big Ben will be at ease with the cards sacking blitzes...
My call? Steelers 21 - Cards 10.
And for the first time in ages, it's going to be shown n public television in Italy!! (Rai 2, 00:15 CET)

Wednesday, August 06, 2008

Flag bearers...


Lopez Lomong will carry the US flag at Beijing Olympics. Not too bad for a Sudanese guy who used to walk more than five miles a day out of his refugee camp in Kenya just to see the Sydney Olympics on a B/W screen. Good call from the USOC guys, and a (not so) little reminder to China about the Sudan conflict...








And Homa Hosseini will be the flag carrier for Iran, whose politics is usually blamed for its chauvinism. This is another good one!

Friday, July 25, 2008

Beijing wonders

These stadia are really terrific, chapeau!
Is it gross to say that the second looks like an ashtray more than a bird's nest? ;)
Seriously, I have a crush on both of them...

Thursday, July 17, 2008

are the cheetahs full? may be or may be not yet...


Oscar Pistorius didn't make it for the Olympics. He just fell short of the standard qualifying time of 45.55. He literally tried and did his best (46.26), but it wasn't enough for his cheetahs to climb a spot for Beijing.
That's ok, mr blade runner, I will be waiting for you in London 2012!

Tuesday, June 03, 2008

What a goof...



According to the Olympic committee in Beijing, and to the official guide they have prepared, people suffering from disabilities are "isolated, unsocial, and introspective. They can be stubborn and controlling, ...defensive and have a strong sense of inferiority".
Mmmmhhhh, mister Liu Qi, think carefully, who's going to be isolated, maybe defensive, and for sure suffering from a sense of inferiority in the next few days?
Superb one ;), Mr Qi...

Sunday, May 18, 2008

45.55 s


Oscar, now it's your time to post that time!
Plus, we finally found a good reason why there's a ninth lane in the olympic stadium in Rome ;)


Study Revives Olympic Prospects For Amputee Sprinter

ScienceDaily (May 16, 2008) - Based on Rice and MIT findings, the Court of Arbitration for Sports in Lausanne, Switzerland, has ruled that Pistorius is eligible to participate in International Association of Athletics Federations sanctioned competitions. If he qualifies for the 2008 Beijing games, Pistorius would be the first disabled athlete ever to run against able-bodied athletes in an Olympic event.
A world-renowned team of experts in biomechanics and physiology from six universities, led by Professor Hugh Herr of the Massachusetts Institute of Technology's Media Lab, refute scientific claims that the prostheses worn by Oscar Pistorius, a 21-year-old South African bilateral amputee track athlete, provide him with an unfair advantage in the 400-meter race. Their conclusions were based on data collected at the Rice University Locomotion Laboratory, under the direction of Professor Peter Weyand. Pistorius hopes to run in the 400-meter race at the Beijing Olympics this summer.
Based on the team's findings, the Court of Arbitration for Sport (CAS) in Lausanne, Switzerland, has ruled that Pistorius is eligible to participate in International Association of Athletics Federations (IAAF) sanctioned competitions. If he qualifies for the 2008 Beijing games, Pistorius would be the first disabled athlete ever to run against able-bodied athletes in an Olympic event.
The team's findings were presented to the CAS April 29-30 by Herr and Professor Rodger Kram of the University of Colorado at Boulder, and provided the foundation for Pistorius' appeal to overturn the IAAF decision that previously banned him from running against able-bodied athletes in races that are governed by IAAF rules. The team's findings were presented at the CAS, where Pistorius was represented by the international law firm of Dewey & LeBoeuf on a pro-bono basis.
In addition to Herr, Weyand and Kram, the panel of experts included Professor Matthew Bundle from the University of Wyoming, an expert in the energetics and mechanics of sprinting performance; Craig McGowan, from the University of Texas at Austin, a leading authority on muscle, tendon and joint mechanics;
Alena Grabowski, from the Massachusetts Institute of Technology, an expert in human locomotor energetics and biomechanics; and Jean-Benoît Morin from the University of Saint-Etienne, an expert in the mechanics of human running performance.
None received compensation for their research or participation in the hearing. The authors plan to submit the study to a peer-reviewed journal now that the legal case has been settled.
The scientific team was asked to evaluate the IAAF's initial claim that the Cheetah Flex-Foot prostheses (J-shaped, high-performance prostheses used for running) worn by Pistorius give him an advantage over able-bodied runners. The team concluded that the scientific evidence put forth by the IAAF investigation to ban Pistorius was fundamentally flawed. "While an athlete's performance in sprints of very short duration is determined almost entirely by mechanical factors, in races of longer duration, such as the 400m, performance depends on both mechanical and metabolic factors," said Herr, a bilateral amputee who heads the MIT Media Lab's Biomechatronics research group.
Based on this performance link, the scientists refuted the IAAF findings on two major points: the speed-duration relationship and rates of metabolic energy expenditure.
Specifically, the scientists concluded that:
* Pistorius' ability to maintain speed over the course of longer sprints--his speed-duration relationship--is essentially identical to that of able-bodied runners, indicating that he fatigues in the same manner as able-bodied sprinters.
* Pistorius' rates of metabolic energy expenditure do not differ from elite non-amputee runners. In particular, he has nearly the same running economy, or rate of oxygen consumption at submaximal speeds, and a similar maximal rate of oxygen consumption as elite non-amputee runners.
"Based on the data collected at Rice, the blades do not confer an enhanced ability to hold speed over a 400m race," Weyand said. "Nor does our research support the IAAF's claims of how the blades provide some sort of mechanical advantage for sprinting."
"The study commissioned by the IAAF claimed that Pistorius has a 25 percent energetic advantage at 400m race speeds. That claim is specious because anaerobic energy supply cannot be quantified," Kram said.
In summary, the team of experts unanimously concluded that the IAAF allegations were not scientifically valid.
http://www.sciencedaily.com/releases/2008/05/080516103833.htm

Thursday, May 15, 2008

English Lesson - disappointing...




There's been a little bit of discussion on how to deal with violence surrounding football matches in Italy: both the government and the sports officers have been been more than criticized both internally and in UK, mainly for being too soft and ultimately unable to implement a model that is claimed to be working in UK. In a nutshell Italy hasn't learned the English Lesson yet. I'm not so sure, though, that this model is as effective as it is perceived: if nothing happens within the stadia, the violence could pretty much exacerbate just in their surroundings, as it actually did last night in Manchester. I'm under the impression that the sole difference is that the "show" can go on, no matter what happens less than a mile away behind the scenes... I think this has something to deal with media perception, and does not really solve the problem.

Tuesday, May 13, 2008

Just a 2% chance...


It won't happen, but if it did... ;)
This is in Italian, and it's definitely what I've thought of on Sunday.
Sette giorni.
Lunedì, oggi, due giri del raccordo anulare, palinsesto delle radio alla mano per sentire tutte le trasmissioni possibili, sorrisi soli in macchina al semaforo, cantate inni della Roma se lo dice un conduttore qualunque, suonate di clacson in mezzo al deserto. Domenica è ancora così lontana e così vicina. La sera appuntamento su Teleroma56 per "Lazialità in tv", trovare teneri i gol di Rocchi e Pandev e pensare che per loro Genova non è niente. Ma poi ascetismo, solitudine, soliloqui, domande escatologiche tipo: "Totti recupererà per domenica?". Oppure altre minori, tipo: che sta succedendo nel resto del mondo?
A mezzanotte sai che è Martedì: un giorno in meno, un pensiero in più. Quel pensiero stupendo. Comprati tutti i quotidiani. Sulla Gazzetta, Zenga: "Inter, te lo faccio vincere io". Sul Corsport, Cuper: "Inter, te lo faccio perdere io". Su Tuttosport scambio De Rossi e soldi per Legrottaglie. Su Liberola notizia che gli interisti in ritiro sono a tavola in 13; in settimana sarà svelato anche il codice da Vinci: il 4-2-3-1 di Luciano Spalletti. Sui diarietti delle elementari: "Lotta con il cuore vinci il tricolore".
Il grande Mercoledì è arrivato: sarà “un giorno lungo senza parole, sarà un giorno incerto di nuvole e sole”. Arriverà soltanto una risposta, la notizia che Totti sarà a Catania con la squadra. Ma in campo.
Giovedì gnocchi, un omaggio alla Barilla. Obrigado Parma? Quel jingle che faceva do-re-mi-fasol-la-sol... e il ragazzino con la sciarpetta della Roma che entra allo stadio e vede quella cosa. Riscoprire di essere ancora tu. Tornare all’improvviso buoni, fioretti a iosa: dire “ti voglio bene” a chi non l’avete mai detto, ma avreste voluto dirlo; fate gli auguri di compleanno che vi vergognate di fare perché quella persona è veramente speciale, scrivete lettere d’amore, sentite Il testamento di Tito di De Andrè ché porta gli atei in Paradiso prima di una visita alla Mecca per Kharja (cantava una volta il punk: "Allah è grande e Houssine è il suo profeta").
Venerdì cena con gli amici veri, cioè quelli che vedi sempre o quelli che vedi per certe occasioni per sempre: queste. Ricordi di trasferte passate, visione rigorosamente in vhs di Roma-Dundee. Un sospiro di sollievo quando Milne sbaglia sullo 0-0. Pruzzo-Pruzzo-Di Bartolomei. Agostino.
Sabato a casa da solo. Al massimo un giro in macchina, sempre sul raccordo anulare, solo per vedere quant’è bella Roma. Rispolverare vecchi album delle figurine con quelli della Lazio scarabocchiati o appiccicati all’ingiù; il primo abbonamento, l’ultimo biglietto, se ce la fate la visione di Febbre a 90, un bacio all’amore, a letto con la sciarpa addosso anche se è estate, giù in cantina o dietro l’armadio della camera da letto a riprendere la bandiera cucita dalla nonna nel 1983, o da mamma o papà e pensare a chi non c’è più ed è stato lì con te. Un pensiero a chi è stato romanista, che ha sentito questa passione, che ha vissuto questa settimana senza mai sapere cosa l’aspettasse la domenica.
Domenica, dimmi cos’è.

Monday, January 21, 2008

One to go...

Tom was just OK this time, so he needed to ask Laurence for a big favpur...
And it definitely worked...
 

Tuesday, November 06, 2007

Nils Liedholm (1922-2007)


I will never forget this very yellow and red anorak being pulled everywhere by the fans, my first scudetto, it was May 8, 1983.