English Premier League 23rd-25th of April¶

Leicester take a big step towards the title as Spurs falter against West Brom. Everything else in a little bit of stasis as we wind-up the premier league. A large block of clubs with little to play for.

%matplotlib inline
import league_analysis
from IPython.display import display, HTML
epl = league_analysis.epl
display(HTML(league_analysis.blog_weekly_header(epl, '23/04/2016', '25/04/2016')))

Leicester 4-0 Swansea, Tottenham 1-1 West Brom¶

So Tottenham would really have liked these results to have been swapped. Gaining two points on Leicester would have put them just 3 points behind and with a superior goal difference probably favourites. As it is, Leicester need one win from three, or three draws. Even after the result on Sunday, if Tottenham had seen past Pulis's West Brom, Leicester would still potentially need 5 points from 3 games. Winning one, losing one and drawing one seems a pretty plausible haul from their three remaining games, which will now be enough, but would not have been had Tottenham won on Monday night and their remaining games.

You have to say from the shot statistics Leicester really deserved their win against a Swansea side who are not quite mathematically safe since Norwich have 4 games to play, but can probably rest easy. In contrast a 1-1 draw seemed a fair result on Monday night.

EPL 2nd-3rd of April 2016¶

I'm on holiday this week so a more brief than usual look at the the English Premier League in shot statistics. This was the week in which Leicester's lead at the top increased to 7 points after Tottenham failed to win at Anfield and Newcastle took a big step towards the Championship.

%matplotlib inline
import league_analysis
from IPython.display import display, HTML
epl = league_analysis.epl
display(HTML(league_analysis.blog_weekly_header(epl, '02/04/2016', '03/04/2016')))

Matches¶

Three games ended 4-0 and two of them were wins for the away teams. All were relatively predictable wins though. Of the three Aston Villa might be the most aggrieved to have lost by such a wide margin after managing 15 shots.

I expected Southampton to take something from their game against the league leaders and was a touch surprised Leicester actually out-shot Southampton, though it was clearly quite a close game. Tottenham's game against Liverpool was a pretty good game with both teams having chances to win the match. Probably a draw was about deserved even if it was not really what Tottenham needed.

Sunderland had the most shots of the week, but still didn't get the win they needed. Manchester United did get the win they were after, again despite only 2 shots on target.

EPL 19-20th March 2016¶

Another week another win for Leicester and another step taken towards the premier league title. Here is the usual look at the underlying shot statistics for the weekend's matches.

%matplotlib inline
import league_analysis
from IPython.display import display, HTML
epl = league_analysis.epl
display(HTML(league_analysis.blog_weekly_header(epl, '19/03/2016', '20/03/2016')))

Chelsea 2-2 West Ham¶

Cracking game. A draw is probably about a fair result here. Chelsea had 9 more shots, but one fewer on target, this chimes well with the fact that Chelsea spent a good proportion of this match behind, including a late proportion of the game (which increases urgency). Since we're talking about Chelsea, this seems a good point to show the latest runs, with Chelsea unbeaten for 14 games.

EPL 12-14th March 2016¶

Fewer games this weekend as some matches had to take a back seat for the FA Cup. Which once again means that we are in the position that some teams have played a different number of games to other teams. Leicester meanwhile add another three points to their tally taking them closer to an astonishing title.

%matplotlib inline
import league_analysis
from IPython.display import display, HTML
epl = league_analysis.epl
display(HTML(league_analysis.blog_weekly_header(epl, '12/03/2016', '14/03/2016')))

Bournemouth 3-2 Swansea¶

What a great game. When we get a 3-2, there are often 2 reasons for it. Either one team, generally the team that has won, has dominated and somehow the dominated team have flattered themselves to score twice. Alternatively, it is a pretty close game that either team could have won. This game appears to have been in the latter category.

It is fairly remarkable that 5 goals have been scored from 8 shots on target. So far in the league there have only been 3 other similar games, two involving West Brom and two involving Everton (and both teams have won one and lost one). Two of these two games have been split-ticket games (in which one team has more total shots but their opponents have more shots on target).

EPL 05-06th March 2016¶

Covering the matches played on weekend of the 5th and 6th of March, which saw a number of red cards, Leicester extend their lead at the top, whilst West Ham put in a claim for 5th position ahead of Manchester United.

%matplotlib inline
import league_analysis
from IPython.display import display, HTML
epl = league_analysis.epl
display(HTML(league_analysis.blog_weekly_header(epl, '05/03/2016', '06/03/2016')))

Chelsea 1-1 Stoke¶

Well, since we're starting with Chelsea let's look at the currrent runs:

EPL 01-02 March 2016¶

A midweek set of fixtures in the English Premier League to wrap our heads around. League leaders Leicester City only managed a draw at home to West Bromich Albion, but that was enough to see them extend their lead on their three closest challengers, Tottenham, Arsenal and Manchester City, all of whom lost. Manchester United now climb to equal points with their Manchester rivals, albeit having played a game extra.

%matplotlib inline
import league_analysis
from IPython.display import display, HTML
epl = league_analysis.epl
display(HTML(league_analysis.blog_weekly_header(epl, '01/03/2016', '02/03/2016')))

Aston Villa 1-3 Everton¶

As I wrote last week, enough has been said about Aston Villa's terrible season. They certainly have been unfortunate to a degree, but it now seems clear that their place in the relegation zone, if not quite dead-last, is pretty justified. That said, again this week Villa managed to out-shoot their opponents, although there is likely some score-effects going on here, Everton were ahead from the 5th minute and played an hour of football with at least a two goal cushion.

So Everton are a pretty difficult team to nail down. Their team rating has them placed 7th for the entire season one above Chelsea and just one behind league leaders Leicester. Similarly they are placed 1st for PDO one place ahead of the league leaders. So it is very interesting that Leicester seem to have turned their luck into a league leading points tally, whilst Everton haven't seemed to manage that and have a league position that, if anything undervalues them.

Note as well that the middle of the table is pretty tight. In the team-ratings table we have just 5th to 9th is separated by just 0.02, and in the league table just 4 points separates 11th placed Everton from 7th placed Stoke. However, a difficulty in Everton realising something like 7th place, is the teams above them, Liverpool, Southampton and Chelsea all project upwards, so Everton may well have to look to catch Stoke and West Ham, just to finish 9th.

EPL 27-28th February 2016¶

Only 8 games this weekend and Manchester City sink 9 points behind leaders Leicester, although now we have to start qualifying all such statements with the fact that Manchester City have played one fewer game than everyone else bar Liverpool. Manchester City also managed to pick up some kind of trophy or something at the weekend.

%matplotlib inline
import league_analysis
from IPython.display import display, HTML
epl = league_analysis.epl
display(HTML(league_analysis.blog_weekly_header(epl, '27/02/2016', '28/02/2016')))

Leicester City 1-0 Norwich¶

Norwich will be truly gutted not to have taken a point here, a point they so desperately needed. The Leicester juggernaut sort of continues to roll on. It's hard to believe that Arsenal, Tottenham, or Manchester City would have been reduced to just 3 shots on target whilst playing the majority of the game at 0-0 against Norwich. Still, dominating shots has not really been Leicester's stick this season and what they have done they have obviously done successfully. It's pretty easy to see that the Leicester doubters will look at this sort of win as clear evidence Leicester are going to struggle to win the league, whilst those bullish on Leicester will see this as the sort of win that champions make.

Norwich now winless in 7, Newcastle, Sunderland on 1, Aston Villa on 2. If that does not worry Norwich fans, then, well perhaps they're just not that worried about life in the Championship.

EPL 13-14th February 2016

The usual weekly look at the shot statistics behind the weekend's games in the English Premier League. This saw the league leaders end a difficult fixture spell with their first defeat which ended and undefeated run of 7. That has closed up the top four now separated by 6 points.

%matplotlib inline
import league_analysis
from IPython.display import display, HTML
epl = league_analysis.epl
league_analysis.blog_weekly_header(epl, '13/02/2016', '14/02/2016')

Bournemouth 1-3 Stoke

This result surprised me. I think Bournemouth have genuinely been unfortunate for much of the season. This is backed up by the statistic rankings above, Bournemouth are currently 15th in the league just 4 points off the relegation zone. However their team rating is 11th, above Watford, and their PDO, is again back to rock bottom after briefly lending that position to Liverpool. It is certainly still possible that Bournemouth are relegated. My prediction is that there are enough poorer teams below, for Bournemouth to avoid that fate. I somewhat hope so, because either they have been rather unlucky or there is something systemic about they way they play that would be really interesting to observe for a second full season. Also, their matches are generally entertaining.

EPL 6-7th February 2016

Leicester continue to win at the top of the table this time winning away from home with arguably their closest title rivals, who themselves have dropped to fourth place, albeit only a point behind 2nd.

%matplotlib inline
import league_analysis
from IPython.display import display, HTML
epl = league_analysis.epl
league_analysis.blog_weekly_header(epl, '06/02/2016', '07/02/2016')

Aston Villa 2-0 Norwich

The plunge continues for Norwich who now enter the relegation zone. An excellent three points for Aston Villa who have certainly deserved more results like this. They were actually out-shot by Norwich both in total shots and in shots on target, but marginally so. In such cases it usually means either that the match was pretty close and could have been won by either team, but the victory cannot be said to be entirely undeserved. Alternatively a team takes an early lead and hence has less ambition than the team behind. In such cases the victory is probably well deserved. The goals here came just before and after half-time, so probably this result was somewhere between the two. First goal was likely very important.

But enough speculation, what that means for Norwich is that they are in definite trouble now. For both teams there are a lack of suitable alternative candidates for relagation. Both of course will be hopeful that Newcastle's recent bounce is a statistical blip rather than a genuine improvement perhaps on the back of over £28m spent. Other than that, Swansea seem good enough to keep up pace with the bottom three and thus avoid relegation, but Swansea could of course be on the receiving end of some not so great luck. Aston Villa have the additional problem of still being 8 points behind 17th, so even if Newcastle revert to pre-Christmas form, Aston Villa are still struggling to make up the 8 points, or 11 on Swansea.

EPL 2nd-3rd February 2016

A round of mid-week games, plenty of interesting results as Leicester continue lead the league after a tricky home fixture against Liverpool.

%matplotlib inline
import league_analysis
from IPython.display import display, HTML
epl = league_analysis.epl
league_analysis.blog_weekly_header(epl, '02/02/2016', '04/02/2016')

Arsenal 0-0 Southampton

Arsenal clearly had a lot of this game and managing 11 shots on target against a Southampton side that generally do not allow many shots on target against them is comendable. I am sure they would rather the three points, as they now sit equal with Tottenham and 5 points adrift of the league leaders. Southampton sit 4th equal for repressing shots on target against as well as 7th for general shots, in both cases sitting ahead of their hosts.

	Home	Away
Team	Aston Villa	Southampton
Goals	2	4
Shots	16	17
SOT	7	7

	Home	Away
Team	Bournemouth	Chelsea
Goals	1	4
Shots	13	16
SOT	4	4

	Home	Away
Team	Liverpool	Newcastle
Goals	2	2
Shots	13	6
SOT	4	3

	Home	Away
Team	Man City	Stoke
Goals	4	0
Shots	11	14
SOT	6	2

	Home	Away
Team	Leicester	Swansea
Goals	4	0
Shots	18	9
SOT	9	1

EPL 23rd-25th April 2016

English Premier League 23rd-25th of April¶

Leicester 4-0 Swansea, Tottenham 1-1 West Brom¶

EPL 2-3rd April 2016

EPL 2nd-3rd of April 2016¶

Matches¶

EPL 19-20th March 2016

EPL 19-20th March 2016¶

Chelsea 2-2 West Ham¶

EPL 12-13th March 2016

EPL 12-14th March 2016¶

Bournemouth 3-2 Swansea¶

EPL 05-06 March 2016

EPL 05-06th March 2016¶

Chelsea 1-1 Stoke¶

EPL 01-02 March 2016

EPL 01-02 March 2016¶

Aston Villa 1-3 Everton¶

EPL 27-28th February 2016

EPL 27-28th February 2016¶

Leicester City 1-0 Norwich¶

EPL 13-14th February 2016

EPL 13-14th February 2016

Bournemouth 1-3 Stoke

EPL 6th-7th February 2016

EPL 6-7th February 2016

Aston Villa 2-0 Norwich

EPL 2nd-3rd February 2016

EPL 2nd-3rd February 2016

Arsenal 0-0 Southampton

Position	Team	Points
1	Leicester	76
2	Tottenham	69
3	Arsenal	64
-	Man City	64
5	Man United	59
6	West Ham	56
7	Liverpool	55
8	Southampton	54
9	Stoke	47
-	Chelsea	47
11	Watford	41
-	Bournemouth	41
-	West Brom	41
-	Everton	41
15	Swansea	40
16	Crystal Palace	39
17	Sunderland	31
-	Norwich	31
19	Newcastle	30
20	Aston Villa	16

Position	Team	Team Rating
1	Tottenham	0.25107234378705806
2	Man City	0.2461415592871838
3	Liverpool	0.16781349606087162
4	Arsenal	0.13402000842322226
5	Leicester	0.07971627277917204
6	Southampton	0.07376451592892258
7	Chelsea	0.056824124797705114
8	Man United	0.05567193099522776
9	West Ham	0.041456005799134034
10	Everton	-0.011922972189335183
11	Bournemouth	-0.03722365730797268
12	Watford	-0.07672192497000656
13	Swansea	-0.08705898497147734
14	Crystal Palace	-0.08717824904516029
15	Stoke	-0.1031083879377967
16	Norwich	-0.12090656710033323
17	Sunderland	-0.13012919376824242
18	West Brom	-0.15250085765791244
19	Newcastle	-0.16831721657135482
20	Aston Villa	-0.20470190076462774

Position	Team	PDO
1	Leicester	0.12400568181818183
2	West Ham	0.0714817880794702
3	Chelsea	0.06083290311478229
4	Man United	0.06026785714285715
5	Everton	0.06008428657435283
6	Arsenal	0.05681818181818182
7	West Brom	0.04474272930648765
8	Man City	0.03937320679761641
9	Watford	0.03469661414683206
10	Tottenham	0.02777777777777779
11	Sunderland	0.02736443883984868
12	Southampton	0.020129032258064505
13	Stoke	-0.008436853002070366
14	Crystal Palace	-0.025930851063829807
15	Swansea	-0.03484848484848485
16	Liverpool	-0.0812901977851927
17	Norwich	-0.0850023288309269
18	Newcastle	-0.09498910675381261
19	Bournemouth	-0.13136645962732918
20	Aston Villa	-0.16064085447263018

Position	Team	Team Rating
1	Man City	0.24656122483025536
2	Tottenham	0.2401497571729931
3	Liverpool	0.1382427878387203
4	Arsenal	0.1284861762834652
5	Leicester	0.06962835691506863
6	Chelsea	0.0673964512855661
7	Man United	0.05510181920276379
8	Southampton	0.05111347407372008
9	Everton	0.035865889675056425
10	West Ham	0.02009568621742503
11	Bournemouth	-0.0325774629243777
12	Watford	-0.0686499115905561
13	Swansea	-0.07024033325097351
14	Stoke	-0.07101601669186798
15	Crystal Palace	-0.08237108126504067
16	Norwich	-0.12288480140992927
17	Sunderland	-0.12903373750077157
18	West Brom	-0.15381930348377384
19	Newcastle	-0.17529144635371352
20	Aston Villa	-0.20285708400383246

Position	Team	PDO
1	Leicester	0.1200512992082079
2	Man United	0.08299682103273476
3	West Ham	0.07888337217549901
4	Arsenal	0.07331794780756257
5	West Brom	0.06853417899929531
6	Everton	0.06569343065693428
7	Chelsea	0.05541653633614846
8	Stoke	0.045856798069187465
9	Watford	0.03803689721490133
10	Man City	0.014146772767462401
11	Tottenham	0.006365849091930331
12	Southampton	0.005066051045273801
13	Sunderland	-0.0012422360248446895
14	Swansea	-0.014180672268907568
15	Crystal Palace	-0.043394575678040226
16	Norwich	-0.05180256636567315
17	Liverpool	-0.10325948561242682
18	Newcastle	-0.11611917494270435
19	Bournemouth	-0.11701734957548915
20	Aston Villa	-0.160603371783496

Position	Team	Team Rating
1	Tottenham	0.24710791087088907
2	Man City	0.2389774252864094
3	Liverpool	0.14474279925123518
4	Arsenal	0.11075857211421597
5	Leicester	0.06704884032040781
6	Chelsea	0.06000709018853358
7	Southampton	0.0564910678235171
8	Man United	0.04970145468954883
9	Everton	0.04134731500654405
10	West Ham	0.01702386906932641
11	Bournemouth	-0.017487104921353552
12	Watford	-0.044764865254164565
13	Swansea	-0.07266532147459098
14	Stoke	-0.07437775266011082
15	Crystal Palace	-0.08166059447588073
16	Norwich	-0.1320042244399923
17	West Brom	-0.14293860336833414
18	Sunderland	-0.144966402635897
19	Newcastle	-0.1792828769890239
20	Aston Villa	-0.19994132690032004

Position	Team	PDO
1	Leicester	0.11928904428904424
2	West Ham	0.0843942054433714
3	Man United	0.07763645998940116
4	Everton	0.0712962962962963
5	Arsenal	0.06744186046511627
6	West Brom	0.052837209302325605
7	Watford	0.05106179909329517
8	Stoke	0.050529100529100535
9	Chelsea	0.03754130112794807
10	Sunderland	0.019047619047619035
11	Southampton	0.007892606583917938
12	Tottenham	-0.0008254656141979955
13	Man City	-0.002348244687096379
14	Swansea	-0.02093984172561103
15	Crystal Palace	-0.04778243741263183
16	Norwich	-0.061407440609592134
17	Bournemouth	-0.10338445267054469
18	Liverpool	-0.10624868504102669
19	Newcastle	-0.11723565670934089
20	Aston Villa	-0.14504241412877206

Position	Team	Team Rating
1	Man City	0.23660884120853484
2	Tottenham	0.23328915761161972
3	Liverpool	0.15405182682694996
4	Arsenal	0.10528295471992956
5	Leicester	0.068112982703401
6	Man United	0.06449431554152744
7	Southampton	0.05815324484103421
8	Chelsea	0.05672522787653218
9	Everton	0.05032448685887768
10	West Ham	0.023473784891819095
11	Bournemouth	0.0035773300853972137
12	Watford	-0.0416931784440219
13	Swansea	-0.07613499334019372
14	Stoke	-0.08028182545517831
15	Crystal Palace	-0.08336182485470581
16	Norwich	-0.13582598943362723
17	West Brom	-0.14441133703985323
18	Sunderland	-0.1469299356435429
19	Newcastle	-0.18954504516143245
20	Aston Villa	-0.20278293793754384

Position	Team	PDO
1	Leicester	0.11133004926108375
2	West Ham	0.09033989266547404
3	Everton	0.08514246947082765
4	Man United	0.0725925925925926
5	West Brom	0.05851462865716428
6	Watford	0.05732927359721618
7	Arsenal	0.05677315813230352
8	Stoke	0.04901960784313725
9	Chelsea	0.03658234126984128
10	Sunderland	0.013185168125287916
11	Man City	0.0020202020202019777
12	Tottenham	-0.005199678370410077
13	Southampton	-0.00992366412213741
14	Swansea	-0.03229974160206717
15	Crystal Palace	-0.038337368845843434
16	Norwich	-0.06838768115942029
17	Liverpool	-0.09057971014492755
18	Bournemouth	-0.10582908885116016
19	Newcastle	-0.11084905660377359
20	Aston Villa	-0.1358695652173913

Position	Team	Team Rating
1	Man City	0.23321106417139897
2	Tottenham	0.22778661274836162
3	Liverpool	0.15405182682694996
4	Arsenal	0.10528295471992956
5	Leicester	0.06836066297394815
6	Man United	0.06449431554152744
7	Southampton	0.05812744195322466
8	Chelsea	0.05672522787653218
9	Everton	0.05032448685887768
10	West Ham	0.023473784891819095
11	Bournemouth	0.0005541125541125291
12	Watford	-0.0416931784440219
13	Swansea	-0.07603239731756166
14	Stoke	-0.08094872976455632
15	Crystal Palace	-0.08336182485470581
16	Norwich	-0.1304280386477053
17	West Brom	-0.14441133703985323
18	Sunderland	-0.1469299356435429
19	Newcastle	-0.1924755363812481
20	Aston Villa	-0.19568803856963907

Position	Team	PDO
1	Leicester	0.10217089486305692
2	West Ham	0.09033989266547404
3	Everton	0.08514246947082765
4	Man United	0.0725925925925926
5	West Brom	0.05851462865716428
6	Watford	0.05732927359721618
7	Arsenal	0.05677315813230352
8	Stoke	0.05242424242424243
9	Chelsea	0.03658234126984128
10	Sunderland	0.013185168125287916
11	Man City	0.007856341189674487
12	Tottenham	-0.010779672617350133
13	Southampton	-0.012453800417804917
14	Swansea	-0.026769230769230767
15	Crystal Palace	-0.038337368845843434
16	Norwich	-0.07708333333333334
17	Liverpool	-0.09057971014492755
18	Newcastle	-0.1013986013986014
19	Bournemouth	-0.11742424242424243
20	Aston Villa	-0.13749999999999998

Position	Team	Team Rating
1	Tottenham	0.22648922830132964
2	Man City	0.21322649171757052
3	Liverpool	0.1533793737588277
4	Arsenal	0.12403962292377443
5	Man United	0.07157245153315377
6	Leicester	0.064524560347286
7	Everton	0.05691369050786099
8	Chelsea	0.05637372989659675
9	Southampton	0.05595238872709857
10	West Ham	0.020741258977721357
11	Bournemouth	-0.008045697712667582
12	Watford	-0.0351624914473212
13	Crystal Palace	-0.0796491679386289
14	Stoke	-0.08088566078464887
15	Swansea	-0.08288550096394873
16	Norwich	-0.12800142585007415
17	Sunderland	-0.14783092710399784
18	West Brom	-0.15301554722806715
19	Aston Villa	-0.17120282722996572
20	Newcastle	-0.1916603954376402

Position	Team	PDO
1	Everton	0.10542432195975504
2	Leicester	0.10454545454545455
3	Man United	0.08048827007438486
4	West Ham	0.07980165289256202
5	Watford	0.06429535376903794
6	West Brom	0.05255516840882696
7	Stoke	0.051789473684210496
8	Arsenal	0.04620238900157761
9	Chelsea	0.043998087039693934
10	Sunderland	0.009473169539176152
11	Tottenham	0.0046173308032890215
12	Man City	-0.002601040416166489
13	Southampton	-0.0078515962036238
14	Crystal Palace	-0.03385529940553861
15	Swansea	-0.035951955851322825
16	Norwich	-0.06818181818181818
17	Newcastle	-0.0949921079064428
18	Liverpool	-0.10082023239917981
19	Aston Villa	-0.13058676654182272
20	Bournemouth	-0.13295408370581063

Position	Team	Team Rating
1	Tottenham	0.23955953857081358
2	Man City	0.23638459957781202
3	Liverpool	0.14026653809433803
4	Arsenal	0.1260747487231492
5	Man United	0.06905509317288838
6	Southampton	0.06810321276058692
7	Leicester	0.05915796067491008
8	Chelsea	0.05622452190825179
9	Everton	0.05561406767290818
10	West Ham	0.014085728288286144
11	Bournemouth	-0.018456573319753443
12	Watford	-0.03146851466179693
13	Crystal Palace	-0.08018565041057944
14	Swansea	-0.08402388689992549
15	Stoke	-0.08906208633497704
16	Norwich	-0.13127243981231576
17	West Brom	-0.15228259204352992
18	Sunderland	-0.15760114310455756
19	Aston Villa	-0.17460298611210157
20	Newcastle	-0.18926507726470765

Position	Team	PDO
1	Leicester	0.11479873427036574
2	Everton	0.09966937594710018
3	Watford	0.0772932022932023
4	West Ham	0.0755613720898195
5	Man United	0.07246963562753034
6	Arsenal	0.06052042858824919
7	West Brom	0.04519774011299432
8	Stoke	0.041336153710558765
9	Chelsea	0.03609521791339976
10	Sunderland	0.012001340931947713
11	Tottenham	0.010206786850477212
12	Man City	0.01018848700967906
13	Southampton	0.00354191263282172
14	Crystal Palace	-0.03829278021539689
15	Swansea	-0.05255949323745934
16	Norwich	-0.06263736263736264
17	Newcastle	-0.0847839135654262
18	Liverpool	-0.11701734957548915
19	Aston Villa	-0.125
20	Bournemouth	-0.14482406935237124

Position	Team	PDO
1	Leicester	0.11351186853317102
2	Everton	0.09966937594710018
3	Watford	0.07407407407407407
4	Arsenal	0.07371304791029559
5	Man United	0.06666666666666665
6	West Ham	0.06656923639020829
7	West Brom	0.03992740471869327
8	Stoke	0.03553719008264461
9	Chelsea	0.03376217743734666
10	Sunderland	0.026973026973027003
11	Tottenham	0.020060331825037747
12	Man City	0.01018848700967906
13	Southampton	0.009852216748768461
14	Crystal Palace	-0.03857264231096008
15	Norwich	-0.06036745406824151
16	Swansea	-0.0742914979757085
17	Newcastle	-0.0847839135654262
18	Liverpool	-0.11701734957548915
19	Aston Villa	-0.12703614457831325
20	Bournemouth	-0.14126984126984127

Position	Team	Team Rating
1	Tottenham	0.24439721722889646
2	Man City	0.23934883186101397
3	Arsenal	0.11892156954189927
4	Liverpool	0.11790372912864908
5	Man United	0.09126485530226136
6	Southampton	0.08068393497172398
7	Leicester	0.0732797128665453
8	Everton	0.03817934055163824
9	Chelsea	0.029991428191271593
10	West Ham	0.015666371188515715
11	Bournemouth	-0.008346162815690755
12	Watford	-0.035893132231974934
13	Swansea	-0.060670405388337116
14	Crystal Palace	-0.08556647623187502
15	Stoke	-0.1155426735898446
16	Norwich	-0.13460521435422776
17	Aston Villa	-0.14715674758120906
18	West Brom	-0.14815862798573418
19	Sunderland	-0.1787900006841753
20	Newcastle	-0.17988417583715616

Position	Team	PDO
1	Everton	0.12608791048050905
2	Leicester	0.11842975206611567
3	Man United	0.08526249209361164
4	West Ham	0.07735461441213654
5	Arsenal	0.07506152584085313
6	Watford	0.05410183875530411
7	Stoke	0.02521008403361341
8	Man City	0.024273345701917137
9	Sunderland	0.017756128221244505
10	West Brom	0.015757575757575748
11	Tottenham	0.012704321087554649
12	Southampton	0.007120743034055743
13	Chelsea	0.0012077294685990392
14	Crystal Palace	-0.0203738317757009
15	Newcastle	-0.05928211791456878
16	Norwich	-0.07485513441626296
17	Swansea	-0.07526881720430106
18	Aston Villa	-0.10092514718250634
19	Bournemouth	-0.1405565084810368
20	Liverpool	-0.15002513826043234

Position	Team	Team Rating
1	Man City	0.2558456585656961
2	Tottenham	0.22758742157933667
3	Arsenal	0.12138638879163716
4	Liverpool	0.11567555704949581
5	Man United	0.09561155805535647
6	Southampton	0.08803579229425912
7	Leicester	0.0757651539734471
8	Chelsea	0.03330344468908802
9	Everton	0.02622097173136405
10	West Ham	0.011737311477217065
11	Bournemouth	-0.0067631715573161985
12	Watford	-0.009179063501253512
13	Swansea	-0.06948538938000491
14	Crystal Palace	-0.08267609813206361
15	Stoke	-0.10447483509349206
16	Norwich	-0.13288891768800465
17	West Brom	-0.13632251964933156
18	Aston Villa	-0.15917210454960845
19	Sunderland	-0.17896679906510082
20	Newcastle	-0.2011378206098156

Position	Team	PDO
1	Leicester	0.11513157894736842
2	Everton	0.11373356565816567
3	Man United	0.09796511627906973
4	West Ham	0.08779688779688782
5	Arsenal	0.06250921421200056
6	Stoke	0.04850868567682726
7	Watford	0.03881987577639756
8	Man City	0.037727704394371064
9	Tottenham	0.02172425590147109
10	West Brom	0.005695792880258899
11	Sunderland	0.004662004662004671
12	Southampton	-0.0034423407917383853
13	Chelsea	-0.004135203164329415
14	Crystal Palace	-0.02374411302982732
15	Newcastle	-0.04852154075633941
16	Norwich	-0.052481110884214865
17	Swansea	-0.0743413516609393
18	Aston Villa	-0.12929475587703437
19	Bournemouth	-0.13057989153108052
20	Liverpool	-0.1417814113597246