Machine Learning the Crew

Machine Learning the Crew

Machine learning is so hot right now and if Skynet is going to destroy all humans, it should at least know a little bit about Major League Soccer’s Columbus Crew. To wit, I created a machine learning model to classify which position in a Gregg Berhalter 4-2-3-1 formation a player most likely played in during a single game.

I chose the Crew for a couple reasons. First, they are my favorite team. Second, they had consistent coaching for a long period of time with a defined style of play. The latter is very important, as the model has to be trained well in order for the results to make sense. Since the Crew almost always played a 4-2-3-1 that relied on ball possession to disorganize the defense and create goal opportunities (get used to that phrase USMNT fans) it was a perfect test of whether this kind of thing could be done.

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Kaka, Higuain, and the Effect of the Aging Playmaker

Kaka, Higuain, and the Effect of the Aging Playmaker

Yesterday, Kaka announced he would not be returning to Orlando City in 2018. Though unfortunate, the move makes perfect sense. Kaka will be 36 for most of next season, and he’ll end 2017 having played the fewest minutes in his MLS career. His production is down markedly on a per-90 basis:

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ASA Fantasy League Update Round 1: Gotta Have Higuain

MLS Fantasy players, it's that time of the week to make your transfers--if you haven't already--and get that starting XI ready for the weekend. Obviously the big winners of the week are basically anyone who owned either Mauro Rosales, Mario Diaz---or to go in a different direction, less 'M' related direction---Federico Higuain. Didn't have any of those picks? Not a big deal, now is a team to reload and get cleaned up. We've got round 2 this weekend with some interesting match-ups. Here is the dream XI for last week:

DreamTeam-week1

And here are the current league standings as of round 1.

# Team   Manager    RD   %AARd    TOT     Team$     Captain    Points
1 Khal Jogo Bazzo 79 1.927 79 119.3 Rosales 12
2 This Stuff Kicks Cris Pannullo 75 1.829 75 120.7 Keane 4
2 Major League Clowns Tom Worville 75 1.829 75 118.8 Higuain 22
4 Bridgeburners FC Chris Gluck 74 1.805 74 120.2 Valeri 4
5 Cal Poly FC Emil Barycki 73 1.780 73 115.2 Higuain 22
6 En Fuego e margolis 70 1.707 70 120.3 Nagbe 6
7 LingeringwithIntent Jason Onorati 69 1.683 69 119.1 Higuain 22
8 The Other Higuain Jacob Beckett 64 1.561 64 119.7 Urruti 4
8 A.S. Trincamp Martin F 64 1.561 64 119.3 Higuian 22
10 DallasTilIDie Benjamin Hester 62 1.512 62 116.6 Keane 4
11 Real Sporting Utd FC Eric J. Walcott 60 1.463 60 118 Valeri 4
12 WOMBATZ Casey Cannon 59 1.439 59 114.6 Higuain 22
13 NotToBeFeared Harrison Crow 53 1.293 53 119.6 Keane 4
14 PasarChino! Jason Poon 48 1.171 48 120.2 Higuain 22
15 Amrodg Mick Lathrop 44 1.073 44 116.2 Martins 4
16 PDX Hoosiers Brad Snook 39 0.951 39 120.2 Nagbe 6
16 Draft Code United Louis Pardillo 39 0.951 39 119.5 Beiler 0
18 PortlandatHeart Forrest Ellis 34 0.829 34 118.7 Valeri 4
19 Tootie Urruti Drew Olsen 33 0.805 33 118.6 Magee 0
20 letskillrobots Bill Vegas 22 0.537 22 117.6 Magee 0
 Averages 56.8 1.385  56.8 118.62 9.4

RD: Round Points

%AARd: Percentage Above Average Round Points

Team$: How much the team spent on their players

A quick thought---and my heart goes out to our own PasarChino! for this one---you gotta start Rimando, buddy! You sat the highest point total in the league. Ouch! As for our crew here at ASA, most of us (Jacob, Drew, Jason, myself and poor Bill) did okay, with the most notable stand out of the bunch being Cris Pannullo and a bit farther down Chris Gluck. We'll head to the next round and see if those two can distance themselves from the rest of the ASA community.

Again, this is for an undisclosed, not-yet-valued prize that is available to all whom play. It could be a Meatloaf interactive blu-ray, it could be a soccer ball, it could be a scarf of your choosing. Matty might spend a couple hours on Skype teaching you how to use R. Who knows what we'll come up with. The only promise is that it won't be terrible. Code to enter is 9593-1668, should you care to join in the fun/recklessness that is fantasy sports.

The three teams that are noticeably absent this round are Columbus Crew, DC United and LA Galaxy. I'm sure this will kind of cause a bit of reshuffling to occur as many, including myself, had been sporting Robbie Keane as their captain, and it will most certainly require some movement along the bench. But this is where you earn the coveted prize. No, not the Sheva, though I'm sure we can come up with an equally inspiring annual trophy name.

I'm sure you all have better advice/thoughts than what I have for MLS fantasy, so I'll point you towards a couple of sites that have some stats and feed back on last week.

- Mr. Fantasy, Ben Jata, recaps the hap's with round 1.

- Big D Soccer does a nice preview of not just Dallas FC players but also some thoughts on MLS as a whole.

- Sticking with the Texas theme, Dynamo Theory has some fantastic numbers/stuff that deserves recognition for their work. Great job by TraviTheRabbi and I would say give him a follow on twitter but I don't see any such thing connected to his account, and that makes me a sad panda. Anyways...go read the article here. Solid, solid stuff.

I leave you with the current top-50 hottest players being selected as of 10:30 last night. I've equipped you to make some good decisions. Now go forth and conquer. The catch is that only one of you will win. Anyone have any top secrets for how they plan on winning the league? I hear finding people that stop goals and in return score goals are really good to have? Any other methods or suggestions?

Player  Team   Pos   Selected   Price   Round   Total 
Sarkodie HOU DEF 33.9% $6.6 9 9
Remick SEA DEF 33.8% $4.1 8 8
Fagundez NE MID 28.9% $8.0 3 3
Yedlin SEA DEF 26.0% $7.5 7 7
Kennedy CHV GKP 25.6% $4.5 4 4
Fondy CHV FWD 24.9% $4.0 0 0
Rimando RSL GKP 23.3% $6.1 15 15
Magee CHI FWD 21.5% $10.5 0 0
Bruin HOU FWD 21.2% $8.2 15 15
Zusi KC MID 20.6% $11.0 3 3
Plata RSL FWD 20.1% $7.0 9 9
Griffiths COL DEF 19.3% $4.0 0 0
Moor COL DEF 18.6% $7.0 0 0
Collin KC DEF 18.0% $10.0 3 3
Loyd DAL DEF 17.9% $5.5 0 0
Jewsbury POR DEF 17.7% $6.5 2 2
Nagbe POR MID 17.1% $9.5 3 3
Juninho LA MID 17.0% $7.0 3 3
Keane LA FWD 17.0% $10.9 2 2
Cronin SJ MID 17.0% $6.5 0 0
Porter DC MID 16.7% $5.0 1 1
Ricketts POR GKP 16.7% $6.0 5 5
Harrington POR DEF 16.5% $7.5 3 3
Jimenez CLB MID 16.0% $5.5 6 6
Rosales CHV MID 14.7% $7.6 12 12
Hall HOU GKP 14.3% $6.0 8 8
Valeri POR MID 14.1% $10.5 2 2
Wondolowski SJ FWD 13.6% $9.5 0 0
Higuaín CLB FWD 13.5% $10.5 11 11
Burling CHV DEF 12.7% $5.1 9 9
McNamara CHV MID 12.6% $4.6 7 7
Ashe HOU DEF 12.6% $7.1 11 11
Malki MTL MID 12.6% $4.0 0 0
Donovan LA MID 12.5% $11.0 7 7
Moffat DAL MID 12.2% $5.9 0 0
Palmer-Brown KC DEF 11.6% $4.0 0 0
Defoe TOR FWD 11.6% $10.5 0 0
Horst HOU DEF 11.5% $5.6 8 8
Melia CHV GKP 11.1% $3.0 0 0
Parke DC DEF 10.7% $6.9 2 2
Martins SEA FWD 10.7% $9.5 2 2
Bradley TOR MID 10.4% $10.0 0 0
McBean LA FWD 10.0% $5.0 0 0
E. Miller MTL DEF 9.8% $4.5 2 2
MacMath PHI GKP 9.6% $5.0 3 3
Manneh VAN FWD 9.6% $6.5 1 1
Urruti POR FWD 9.4% $7.0 2 2
Messoudi MTL MID 9.0% $4.0 0 0
Henry NY FWD 8.9% $11.0 0 0
Franklin DC DEF 8.8% $7.9 2 2