A logical next step for me is to see how individual players impact a team's xGD. Goal Impact do this already with real goals instead of expected goals. They do an absolute incredible job, tracking the impact on their team's goal difference for players around the world right from their earliest youth games. Their system looks very robust indeed. I'm sure they've got some clever stuff going behind the scenes but it's a simple premise: A top down model that doesn't care for the actions a player does on the pitch, but just the output of those actions. Whatever it is, whether it's successful passing, dribbling, tackling, interceptions - if it leads to or prevents goals for their team then it counts.
Below is my first stab at the same principle but using expected goals - quality and quantity of chances created and conceded. I am in no position to replicate what Goal Impact have done with their system. They track goal impact and playing time by the minute so can accurately evaluate subs appearances, they have data from numerous seasons from which to correlate plus/minus effect on a team with and without a player. I've had to use a >60 minute playing time cut-off and for now have just processed this season's data. But it's a start.
With low games played for some players compared to others I have normalised each team's xGD in each fixture against the typical result expected against an opposition. E.G. If Arsenal play Aston Villa at home I'd expect them to achieve an xGD of +0.4 if they performed at an average level for the league. If Arsenal achieved +1.0 then their normalised result would be +0.6.
In the table you'll see I've also included actual goal difference (GD) as a comparison with expected goals, again normalised against opposition. First here's a look at how xGD and GD correlate for players with >1000 minutes played this season.
A pretty healthy and reassuring relationship. That the correlation is 'looser' around the zero marks is a perhaps a useful insight into the advantage of using expected goals over goals. When teams aren't that good scoring is rarer and hence measuring anything/nothing becomes difficult. The best example of this is when a teams score 0 goals. xG's measure of chances created give a better indication of which teams/players were actually the better team.
On to the table then. You'll also see I've included a '+Team' value for both xGD and GD. This is the player's plus or minus difference from their team average. This does produce some wacky result with a lot of players on the worst teams looking strong, particularly the xGD version. There's clearly some sample size issues with this, as there is with the data in general based on just 31 available games. I'm not going to make any comment on the players and values in the table at this time. I'll follow up with some remarks in a separate post at a later date. Suffice to say, there's some interesting stuff thrown out. As usual this table is sortable and searchable. Click on a column header to sort. Type a team code (e.g. 'LIV') in the Search box to search. By default the table is sorted by xGD.
Player | Team | Mins | >60 MP | 0-59 MP | 0 MP | xGD | +Team (xGD) | GD | +Team (GD) | ||
---|---|---|---|---|---|---|---|---|---|---|---|
1 | ![]() | Navas | MCI | 1510 | 13 | 13 | 4 | 1.22 | 0.28 | 2.20 | 0.67 |
2 | ![]() | Clichy | MCI | 1212 | 13 | 2 | 15 | 1.21 | 0.28 | 2.21 | 0.68 |
3 | ![]() | Demichelis | MCI | 1530 | 17 | 0 | 10 | 1.17 | 0.24 | 1.98 | 0.44 |
4 | ![]() | Kompany | MCI | 1463 | 16 | 2 | 12 | 1.11 | 0.17 | 1.61 | 0.04 |
5 | ![]() | Negredo | MCI | 1597 | 16 | 9 | 5 | 1.05 | 0.11 | 1.63 | 0.07 |
6 | ![]() | Aguero | MCI | 1191 | 13 | 4 | 13 | 1.02 | 0.07 | 1.94 | 0.39 |
7 | ![]() | Fernandinho | MCI | 1993 | 22 | 1 | 7 | 1.00 | 0.06 | 2.13 | 0.60 |
8 | ![]() | Silva | MCI | 1581 | 19 | 0 | 11 | 0.99 | 0.05 | 1.86 | 0.31 |
9 | ![]() | Allen | LIV | 982 | 9 | 8 | 14 | 0.97 | 0.35 | 2.29 | 0.85 |
10 | ![]() | Flanagan | LIV | 1226 | 14 | 1 | 14 | 0.96 | 0.35 | 1.93 | 0.46 |
11 | ![]() | Zabaleta | MCI | 2180 | 24 | 1 | 5 | 0.95 | 0.01 | 1.83 | 0.28 |
12 | ![]() | Coutinho | LIV | 1831 | 19 | 6 | 6 | 0.95 | 0.34 | 1.74 | 0.26 |
13 | ![]() | Toure | MCI | 2324 | 27 | 0 | 3 | 0.94 | 0.00 | 1.69 | 0.13 |
14 | ![]() | Nasri | MCI | 1629 | 19 | 5 | 6 | 0.91 | -0.04 | 1.84 | 0.29 |
15 | ![]() | Mikel | CHE | 903 | 8 | 13 | 10 | 0.84 | 0.21 | 0.71 | -0.57 |
16 | ![]() | Dzeko | MCI | 1253 | 11 | 10 | 9 | 0.82 | -0.14 | 1.20 | -0.39 |
17 | ![]() | Hart | MCI | 1890 | 21 | 0 | 9 | 0.78 | -0.18 | 1.34 | -0.24 |
18 | ![]() | Nastasic | MCI | 1029 | 10 | 3 | 17 | 0.77 | -0.18 | 1.25 | -0.34 |
19 | ![]() | Kolarov | MCI | 1500 | 15 | 8 | 7 | 0.74 | -0.22 | 1.21 | -0.38 |
20 | ![]() | Eto'o | CHE | 1180 | 14 | 5 | 9 | 0.73 | 0.10 | 1.64 | 0.43 |
21 | ![]() | Suarez | LIV | 2243 | 25 | 0 | 6 | 0.73 | 0.11 | 1.57 | 0.08 |
22 | ![]() | Sterling | LIV | 1596 | 16 | 9 | 6 | 0.72 | 0.10 | 1.73 | 0.25 |
23 | ![]() | Schürrle | CHE | 940 | 8 | 15 | 8 | 0.72 | 0.08 | 1.90 | 0.71 |
24 | ![]() | Milner | MCI | 923 | 8 | 14 | 8 | 0.71 | -0.24 | 0.39 | -1.25 |
25 | ![]() | Cissokho | LIV | 1044 | 11 | 3 | 16 | 0.71 | 0.08 | 1.63 | 0.13 |
26 | ![]() | Cahill | CHE | 2160 | 24 | 0 | 7 | 0.69 | 0.06 | 1.47 | 0.25 |
27 | ![]() | Cole | CHE | 1103 | 13 | 0 | 18 | 0.69 | 0.05 | 0.84 | -0.42 |
28 | ![]() | Agger | LIV | 1141 | 12 | 4 | 15 | 0.68 | 0.06 | 1.71 | 0.22 |
29 | ![]() | Johnson | LIV | 1796 | 20 | 1 | 10 | 0.68 | 0.05 | 1.46 | -0.04 |
30 | ![]() | Terry | CHE | 2610 | 29 | 0 | 2 | 0.66 | 0.02 | 1.19 | -0.05 |
31 | ![]() | Torres | CHE | 1261 | 13 | 9 | 9 | 0.65 | 0.02 | 1.19 | -0.05 |
32 | ![]() | Ivanovic | CHE | 2549 | 28 | 1 | 2 | 0.65 | 0.02 | 1.12 | -0.13 |
33 | ![]() | Hazard | CHE | 2635 | 30 | 1 | 0 | 0.64 | 0.01 | 1.23 | -0.01 |
34 | ![]() | Cech | CHE | 2790 | 31 | 0 | 0 | 0.64 | 0.00 | 1.23 | -0.01 |
35 | ![]() | Skrtel | LIV | 2501 | 28 | 0 | 3 | 0.63 | 0.00 | 1.44 | -0.06 |
36 | ![]() | Azpilicueta | CHE | 1785 | 20 | 3 | 8 | 0.62 | -0.02 | 1.56 | 0.35 |
37 | ![]() | Mignolet | LIV | 2700 | 30 | 0 | 1 | 0.62 | -0.01 | 1.40 | -0.11 |
38 | ![]() | Henderson | LIV | 2678 | 30 | 0 | 1 | 0.62 | -0.01 | 1.40 | -0.11 |
39 | ![]() | Ramires | CHE | 2472 | 27 | 1 | 3 | 0.61 | -0.03 | 0.90 | -0.36 |
40 | ![]() | Oscar | CHE | 1898 | 20 | 9 | 2 | 0.61 | -0.03 | 1.23 | -0.01 |
41 | ![]() | Sakho | LIV | 1028 | 12 | 1 | 15 | 0.60 | -0.03 | 0.99 | -0.55 |
42 | ![]() | Welbeck | MAN | 1197 | 11 | 9 | 11 | 0.55 | 0.25 | 0.20 | -0.21 |
43 | ![]() | Da Silva | MAN | 1278 | 13 | 4 | 14 | 0.55 | 0.25 | 0.58 | 0.19 |
44 | ![]() | Walcott | ARS | 860 | 9 | 4 | 18 | 0.53 | 0.23 | 0.41 | -0.28 |
45 | ![]() | Vidic | MAN | 1655 | 18 | 2 | 11 | 0.52 | 0.22 | 0.12 | -0.30 |
46 | ![]() | Flamini | ARS | 1223 | 12 | 9 | 8 | 0.51 | 0.22 | 0.66 | -0.01 |
47 | ![]() | Sturridge | LIV | 1757 | 20 | 2 | 9 | 0.51 | -0.13 | 1.45 | -0.05 |
48 | ![]() | Gerrard | LIV | 2196 | 24 | 2 | 5 | 0.50 | -0.14 | 1.35 | -0.16 |
49 | ![]() | Luiz Rosa | CHE | 1249 | 14 | 2 | 15 | 0.50 | -0.14 | 1.48 | 0.26 |
50 | ![]() | Lucas | LIV | 1556 | 17 | 3 | 11 | 0.49 | -0.15 | 0.89 | -0.65 |
51 | ![]() | Ramsey | ARS | 1492 | 16 | 2 | 13 | 0.49 | 0.20 | 0.92 | 0.27 |
52 | ![]() | Lampard | CHE | 1444 | 14 | 8 | 9 | 0.49 | -0.16 | 0.96 | -0.29 |
53 | ![]() | Pienaar | EVE | 1610 | 18 | 4 | 9 | 0.43 | 0.20 | 0.57 | 0.01 |
54 | ![]() | Valencia | MAN | 1620 | 17 | 6 | 8 | 0.43 | 0.13 | 0.57 | 0.18 |
55 | ![]() | Willian | CHE | 1299 | 14 | 6 | 8 | 0.43 | -0.21 | 1.13 | -0.12 |
56 | ![]() | Toure | LIV | 1437 | 15 | 4 | 12 | 0.42 | -0.22 | 0.99 | -0.54 |
57 | ![]() | Gibbs | ARS | 1786 | 19 | 6 | 6 | 0.41 | 0.12 | 1.16 | 0.52 |
58 | ![]() | Osman | EVE | 1676 | 16 | 13 | 2 | 0.40 | 0.17 | 0.74 | 0.20 |
59 | ![]() | Young | MAN | 829 | 8 | 8 | 15 | 0.40 | 0.09 | 0.28 | -0.13 |
60 | ![]() | Sigurdsson | TOT | 999 | 10 | 9 | 12 | 0.39 | 0.25 | -0.15 | -0.27 |
61 | ![]() | Mata | MAN | 1509 | 10 | 0 | 21 | 0.38 | 0.07 | 0.46 | 0.07 |
62 | ![]() | Rosicky | ARS | 1133 | 12 | 8 | 11 | 0.36 | 0.07 | 0.32 | -0.37 |
63 | ![]() | Carrick | MAN | 1873 | 21 | 1 | 9 | 0.36 | 0.06 | 0.36 | -0.04 |
64 | ![]() | Townsend | TOT | 1171 | 12 | 8 | 11 | 0.36 | 0.21 | 0.19 | 0.10 |
65 | ![]() | Soldado | TOT | 1803 | 20 | 5 | 6 | 0.36 | 0.22 | 0.21 | 0.12 |
66 | ![]() | Shaw | SOU | 2371 | 25 | 3 | 3 | 0.35 | 0.11 | 0.37 | 0.18 |
67 | ![]() | Giroud | ARS | 2418 | 27 | 1 | 3 | 0.34 | 0.04 | 0.70 | 0.03 |
68 | ![]() | Clyne | SOU | 1478 | 14 | 6 | 11 | 0.34 | 0.09 | 0.71 | 0.54 |
69 | ![]() | Rodriguez | SOU | 2450 | 27 | 4 | 0 | 0.33 | 0.09 | 0.11 | -0.10 |
70 | ![]() | Ozil | ARS | 1828 | 21 | 1 | 6 | 0.31 | 0.02 | 0.94 | 0.29 |
71 | ![]() | De Gea | MAN | 2700 | 30 | 0 | 1 | 0.31 | 0.00 | 0.41 | 0.01 |
72 | ![]() | Cisse | NEW | 1022 | 10 | 9 | 12 | 0.31 | 0.23 | -0.67 | -0.80 |
73 | ![]() | Rose | TOT | 1296 | 14 | 1 | 16 | 0.30 | 0.16 | 0.54 | 0.47 |
74 | ![]() | Boruc | SOU | 2127 | 23 | 1 | 7 | 0.30 | 0.06 | 0.33 | 0.13 |
75 | ![]() | Evra | MAN | 2457 | 27 | 1 | 3 | 0.30 | -0.01 | 0.49 | 0.10 |
76 | ![]() | Szczesny | ARS | 2700 | 30 | 0 | 1 | 0.29 | -0.01 | 0.62 | -0.05 |
77 | ![]() | Cazorla | ARS | 1981 | 22 | 2 | 7 | 0.29 | -0.01 | 0.66 | -0.01 |
78 | ![]() | Jagielka | EVE | 2160 | 24 | 0 | 7 | 0.28 | 0.04 | 0.48 | -0.09 |
79 | ![]() | Fonte | SOU | 2552 | 28 | 1 | 2 | 0.27 | 0.03 | 0.22 | 0.02 |
80 | ![]() | Myhill | WBA | 1260 | 14 | 0 | 16 | 0.26 | 0.17 | -0.59 | -0.13 |
81 | ![]() | Fellaini | MAN | 1060 | 11 | 4 | 16 | 0.26 | -0.05 | -0.07 | -0.49 |
82 | ![]() | Mertesacker | ARS | 2520 | 28 | 0 | 3 | 0.26 | -0.04 | 0.64 | -0.03 |
83 | ![]() | Januzaj | MAN | 1330 | 14 | 8 | 9 | 0.26 | -0.06 | 0.45 | 0.06 |
84 | ![]() | Baines | EVE | 2029 | 22 | 1 | 8 | 0.26 | 0.01 | 0.25 | -0.33 |
85 | ![]() | Sessegnon | WBA | 1407 | 16 | 4 | 10 | 0.26 | 0.16 | -0.30 | 0.17 |
86 | ![]() | van Persie | MAN | 1461 | 17 | 1 | 13 | 0.25 | -0.06 | 0.67 | 0.29 |
87 | ![]() | Coleman | EVE | 2418 | 27 | 0 | 4 | 0.25 | 0.01 | 0.66 | 0.10 |
88 | ![]() | Davis | SOU | 1898 | 20 | 7 | 4 | 0.25 | 0.01 | 0.33 | 0.13 |
89 | ![]() | Vertonghen | TOT | 1980 | 22 | 0 | 9 | 0.25 | 0.10 | -0.04 | -0.15 |
90 | ![]() | Distin | EVE | 2340 | 26 | 0 | 5 | 0.25 | 0.01 | 0.64 | 0.09 |
91 | ![]() | Howard | EVE | 2452 | 27 | 1 | 3 | 0.25 | 0.00 | 0.55 | -0.02 |
92 | ![]() | Bony | SWA | 1752 | 19 | 7 | 5 | 0.24 | 0.30 | -0.23 | 0.13 |
93 | ![]() | Sagna | ARS | 2341 | 26 | 1 | 4 | 0.24 | -0.07 | 0.58 | -0.09 |
94 | ![]() | Rooney | MAN | 2101 | 23 | 2 | 6 | 0.24 | -0.08 | 0.38 | -0.02 |
95 | ![]() | Anelka | WBA | 850 | 10 | 2 | 18 | 0.24 | 0.14 | -0.26 | 0.22 |
96 | ![]() | Schneiderlin | SOU | 2297 | 25 | 2 | 4 | 0.24 | -0.01 | 0.28 | 0.08 |
97 | ![]() | Smalling | MAN | 1579 | 17 | 4 | 10 | 0.24 | -0.08 | 0.37 | -0.03 |
98 | ![]() | Anita | NEW | 1748 | 18 | 8 | 5 | 0.23 | 0.16 | -0.42 | -0.53 |
99 | ![]() | Koscielny | ARS | 2289 | 25 | 2 | 4 | 0.23 | -0.07 | 0.94 | 0.29 |
100 | ![]() | Paulinho | TOT | 1879 | 22 | 2 | 7 | 0.23 | 0.08 | 0.01 | -0.10 |
101 | ![]() | Wilshere | ARS | 1691 | 18 | 5 | 8 | 0.23 | -0.08 | 0.63 | -0.04 |
102 | ![]() | Eriksen | TOT | 1352 | 15 | 3 | 10 | 0.22 | 0.07 | 0.33 | 0.25 |
103 | ![]() | Lovren | SOU | 2157 | 24 | 0 | 7 | 0.22 | -0.03 | 0.19 | -0.02 |
104 | ![]() | Lallana | SOU | 2513 | 28 | 3 | 0 | 0.22 | -0.03 | 0.17 | -0.04 |
105 | ![]() | Ward-Prowse | SOU | 1346 | 12 | 16 | 3 | 0.22 | -0.03 | 0.10 | -0.12 |
106 | ![]() | Rat | WHM | 1134 | 11 | 4 | 16 | 0.21 | 0.63 | -0.45 | -0.26 |
107 | ![]() | McCarthy | EVE | 2105 | 23 | 2 | 3 | 0.20 | -0.05 | 0.49 | -0.07 |
108 | ![]() | Ireland | STO | 939 | 8 | 11 | 12 | 0.20 | 0.37 | 0.11 | 0.17 |
109 | ![]() | Lambert | SOU | 2253 | 25 | 5 | 1 | 0.20 | -0.06 | 0.18 | -0.03 |
110 | ![]() | Jones | MAN | 1610 | 17 | 2 | 12 | 0.19 | -0.12 | 0.82 | 0.45 |
111 | ![]() | Naughton | TOT | 1116 | 11 | 4 | 16 | 0.19 | 0.04 | 0.05 | -0.05 |
112 | ![]() | Arteta | ARS | 1715 | 19 | 4 | 9 | 0.18 | -0.12 | 0.62 | -0.06 |
113 | ![]() | Cork | SOU | 1239 | 13 | 8 | 10 | 0.18 | -0.07 | -0.06 | -0.29 |
114 | ![]() | Amalfitano | WBA | 1567 | 18 | 3 | 6 | 0.18 | 0.08 | -0.28 | 0.20 |
115 | ![]() | Wanyama | SOU | 1296 | 13 | 5 | 13 | 0.18 | -0.07 | 0.35 | 0.15 |
116 | ![]() | Chadli | TOT | 1066 | 11 | 8 | 12 | 0.17 | 0.02 | -0.24 | -0.36 |
117 | ![]() | Barkley | EVE | 1754 | 17 | 9 | 5 | 0.17 | -0.07 | 0.48 | -0.09 |
118 | ![]() | Yacob | WBA | 1761 | 20 | 4 | 6 | 0.17 | 0.08 | -0.64 | -0.19 |
119 | ![]() | Cleverley | MAN | 1463 | 15 | 5 | 11 | 0.17 | -0.15 | 0.36 | -0.04 |
120 | ![]() | Coloccini | NEW | 1684 | 19 | 0 | 12 | 0.17 | 0.09 | 0.13 | 0.05 |
121 | ![]() | Walker | TOT | 2297 | 25 | 1 | 5 | 0.16 | 0.01 | -0.22 | -0.34 |
122 | ![]() | Lukaku | EVE | 1794 | 19 | 5 | 7 | 0.16 | -0.09 | 0.92 | 0.39 |
123 | ![]() | Jones | WBA | 1558 | 16 | 3 | 11 | 0.16 | 0.06 | -0.58 | -0.12 |
124 | ![]() | Canas | SWA | 1667 | 19 | 4 | 8 | 0.15 | 0.21 | -0.44 | -0.09 |
125 | ![]() | Chambers | SOU | 1384 | 14 | 4 | 13 | 0.14 | -0.11 | -0.33 | -0.58 |
126 | ![]() | Mirallas | EVE | 2034 | 23 | 5 | 3 | 0.14 | -0.11 | 0.33 | -0.25 |
127 | ![]() | Barry | EVE | 2160 | 24 | 0 | 7 | 0.14 | -0.11 | 0.63 | 0.08 |
128 | ![]() | Morrison | WHM | 1154 | 12 | 4 | 15 | 0.14 | 0.56 | -0.66 | -0.49 |
129 | ![]() | Olsson | WBA | 2290 | 25 | 1 | 4 | 0.13 | 0.03 | -0.42 | 0.05 |
130 | ![]() | Gouffran | NEW | 1932 | 20 | 7 | 4 | 0.12 | 0.04 | 0.49 | 0.45 |
131 | ![]() | McAuley | WBA | 2408 | 27 | 0 | 3 | 0.12 | 0.03 | -0.50 | -0.04 |
132 | ![]() | Dawson | TOT | 2501 | 28 | 0 | 3 | 0.11 | -0.05 | -0.21 | -0.33 |
133 | ![]() | Williamson | NEW | 2192 | 24 | 1 | 6 | 0.11 | 0.02 | 0.17 | 0.10 |
134 | ![]() | Sissoko | NEW | 2594 | 28 | 2 | 1 | 0.10 | 0.02 | 0.01 | -0.08 |
135 | ![]() | Vorm | SWA | 1710 | 19 | 0 | 12 | 0.10 | 0.15 | -0.07 | 0.30 |
136 | ![]() | Ridgewell | WBA | 2508 | 27 | 2 | 1 | 0.08 | -0.02 | -0.32 | 0.15 |
137 | ![]() | Krul | NEW | 2700 | 30 | 0 | 1 | 0.08 | -0.01 | -0.01 | -0.09 |
138 | ![]() | Brunt | WBA | 1703 | 19 | 3 | 8 | 0.07 | -0.03 | -0.66 | -0.21 |
139 | ![]() | Lloris | TOT | 2700 | 30 | 0 | 1 | 0.07 | -0.10 | -0.01 | -0.12 |
140 | ![]() | Ben Arfa | NEW | 1186 | 11 | 12 | 8 | 0.07 | -0.02 | -0.59 | -0.72 |
141 | ![]() | Mulumbu | WBA | 2419 | 26 | 3 | 1 | 0.06 | -0.04 | -0.63 | -0.17 |
142 | ![]() | Reid | WBA | 944 | 10 | 1 | 19 | 0.06 | -0.04 | -0.65 | -0.19 |
143 | ![]() | Dembele | TOT | 1763 | 17 | 9 | 5 | 0.06 | -0.10 | 0.43 | 0.35 |
144 | ![]() | Davies | SWA | 2300 | 25 | 1 | 5 | 0.05 | 0.10 | -0.32 | 0.04 |
145 | ![]() | Routledge | SWA | 1983 | 22 | 5 | 4 | 0.05 | 0.10 | -0.19 | 0.17 |
146 | ![]() | Anichebe | WBA | 1051 | 10 | 10 | 10 | 0.04 | -0.06 | -1.38 | -0.97 |
147 | ![]() | Hernández | SWA | 1108 | 10 | 10 | 11 | 0.04 | 0.09 | -0.29 | 0.06 |
148 | ![]() | Debuchy | NEW | 2157 | 24 | 1 | 6 | 0.04 | -0.05 | 0.03 | -0.05 |
149 | ![]() | Monreal | ARS | 835 | 8 | 11 | 12 | 0.04 | -0.26 | 0.23 | -0.47 |
150 | ![]() | Remy | NEW | 1866 | 22 | 1 | 8 | 0.02 | -0.07 | 0.63 | 0.60 |
151 | ![]() | Berahino | WBA | 999 | 9 | 15 | 6 | 0.02 | -0.08 | 0.42 | 0.94 |
152 | ![]() | Reid | WHM | 1048 | 11 | 4 | 16 | 0.01 | 0.42 | -0.12 | 0.09 |
153 | ![]() | Evans | MAN | 1315 | 14 | 2 | 15 | 0.01 | -0.32 | 0.30 | -0.10 |
154 | ![]() | Rangel | SWA | 2106 | 23 | 1 | 7 | 0.00 | 0.05 | -0.22 | 0.14 |
155 | ![]() | Dyer | SWA | 1473 | 15 | 6 | 10 | -0.01 | 0.04 | -0.22 | 0.13 |
156 | ![]() | Tiote | NEW | 2052 | 22 | 3 | 6 | -0.01 | -0.10 | -0.03 | -0.11 |
157 | ![]() | Santon | NEW | 2083 | 23 | 2 | 6 | -0.02 | -0.11 | 0.31 | 0.25 |
158 | ![]() | Huth | STO | 1066 | 12 | 0 | 19 | -0.02 | 0.15 | -0.12 | -0.08 |
159 | ![]() | Amat | SWA | 816 | 9 | 3 | 19 | -0.02 | 0.03 | -0.94 | -0.62 |
160 | ![]() | Ameobi | NEW | 922 | 9 | 10 | 12 | -0.02 | -0.11 | 0.00 | -0.08 |
161 | ![]() | Arnautovic | STO | 1638 | 16 | 7 | 5 | -0.02 | 0.15 | 0.33 | 0.40 |
162 | ![]() | Yanga-Mbiwa | NEW | 1343 | 13 | 6 | 12 | -0.03 | -0.12 | 0.42 | 0.36 |
163 | ![]() | Tettey | NOR | 1148 | 13 | 3 | 15 | -0.03 | 0.36 | -0.77 | -0.19 |
164 | ![]() | Adebayor | TOT | 1265 | 14 | 1 | 16 | -0.04 | -0.20 | 0.31 | 0.22 |
165 | ![]() | Morrison | WBA | 1711 | 17 | 8 | 5 | -0.04 | -0.15 | -0.23 | 0.25 |
166 | ![]() | Foster | WBA | 1428 | 16 | 0 | 14 | -0.04 | -0.15 | -0.43 | 0.04 |
167 | ![]() | Lennon | TOT | 1688 | 20 | 1 | 10 | -0.05 | -0.21 | -0.11 | -0.22 |
168 | ![]() | Chico | SWA | 2404 | 27 | 0 | 4 | -0.06 | -0.01 | -0.27 | 0.08 |
169 | ![]() | Chiriches | TOT | 1125 | 12 | 1 | 15 | -0.07 | -0.23 | 0.53 | 0.46 |
170 | ![]() | Begovic | STO | 2340 | 26 | 0 | 5 | -0.07 | 0.10 | 0.06 | 0.12 |
171 | ![]() | Jaaskelainen | WHM | 1620 | 18 | 0 | 13 | -0.08 | 0.34 | -0.36 | -0.17 |
172 | ![]() | Vlaar | AST | 2083 | 23 | 1 | 6 | -0.08 | 0.19 | 0.09 | 0.30 |
173 | ![]() | Walters | STO | 2117 | 21 | 6 | 4 | -0.09 | 0.08 | -0.25 | -0.21 |
174 | ![]() | Chester | HUL | 1375 | 15 | 3 | 13 | -0.10 | 0.18 | 0.20 | 0.15 |
175 | ![]() | Williams | SWA | 2409 | 27 | 0 | 4 | -0.11 | -0.07 | -0.34 | 0.02 |
176 | ![]() | Britton | SWA | 1383 | 15 | 2 | 14 | -0.11 | -0.07 | -0.12 | 0.24 |
177 | ![]() | Cabaye | NEW | 1504 | 17 | 2 | 12 | -0.12 | -0.22 | 0.70 | 0.67 |
178 | ![]() | Bentaleb | TOT | 996 | 10 | 3 | 2 | -0.12 | -0.28 | 0.09 | -0.01 |
179 | ![]() | Chamakh | CRY | 1905 | 21 | 5 | 5 | -0.12 | 0.15 | -0.59 | -0.07 |
180 | ![]() | Wilson | STO | 2062 | 21 | 5 | 6 | -0.13 | 0.04 | 0.28 | 0.35 |
181 | ![]() | Michu | SWA | 1087 | 12 | 2 | 17 | -0.15 | -0.11 | -0.18 | 0.19 |
182 | ![]() | Sagbo | HUL | 1406 | 15 | 7 | 9 | -0.15 | 0.12 | -0.24 | -0.31 |
183 | ![]() | Puncheon | CRY | 1891 | 22 | 4 | 5 | -0.16 | 0.12 | -0.50 | 0.04 |
184 | ![]() | van Wolfswinkel | NOR | 1192 | 13 | 8 | 10 | -0.16 | 0.23 | -0.05 | 0.57 |
185 | ![]() | Weimann | AST | 2051 | 22 | 7 | 1 | -0.17 | 0.09 | -0.20 | -0.01 |
186 | ![]() | Shelvey | SWA | 1763 | 19 | 5 | 7 | -0.17 | -0.13 | -0.44 | -0.10 |
187 | ![]() | N'Zonzi | STO | 2410 | 26 | 3 | 2 | -0.17 | -0.01 | -0.23 | -0.20 |
188 | ![]() | Cameron | STO | 2700 | 30 | 0 | 1 | -0.18 | -0.02 | -0.21 | -0.17 |
189 | ![]() | Odemwingie | STO | 1485 | 14 | 9 | 8 | -0.18 | -0.02 | 0.36 | 0.43 |
190 | ![]() | Livermore | HUL | 2414 | 27 | 1 | 3 | -0.19 | 0.09 | 0.05 | -0.01 |
191 | ![]() | Shawcross | STO | 2790 | 31 | 0 | 0 | -0.19 | -0.03 | -0.19 | -0.15 |
192 | ![]() | El Ahmadi | AST | 1793 | 20 | 5 | 5 | -0.19 | 0.06 | 0.28 | 0.51 |
193 | ![]() | Delph | AST | 2374 | 26 | 1 | 3 | -0.20 | 0.06 | -0.29 | -0.11 |
194 | ![]() | Adam | STO | 1648 | 16 | 10 | 5 | -0.20 | -0.04 | 0.06 | 0.12 |
195 | ![]() | Ward | CRY | 2520 | 28 | 0 | 3 | -0.20 | 0.07 | -0.50 | 0.03 |
196 | ![]() | Snodgrass | NOR | 1939 | 21 | 2 | 8 | -0.20 | 0.19 | -0.49 | 0.11 |
197 | ![]() | Huddlestone | HUL | 2611 | 29 | 1 | 1 | -0.20 | 0.08 | 0.02 | -0.04 |
198 | ![]() | Bacuna | AST | 2160 | 24 | 4 | 2 | -0.21 | 0.05 | -0.17 | 0.02 |
199 | ![]() | Gabbidon | CRY | 1970 | 22 | 0 | 9 | -0.21 | 0.06 | -0.54 | -0.01 |
200 | ![]() | Whelan | STO | 1734 | 18 | 7 | 6 | -0.21 | -0.05 | 0.26 | 0.33 |
201 | ![]() | Davies | HUL | 2605 | 29 | 0 | 2 | -0.22 | 0.06 | 0.06 | 0.01 |
202 | ![]() | Benteke | AST | 2036 | 22 | 3 | 5 | -0.22 | 0.04 | -0.18 | 0.02 |
203 | ![]() | Crouch | STO | 2225 | 24 | 4 | 3 | -0.23 | -0.06 | 0.04 | 0.09 |
204 | ![]() | Westwood | AST | 2358 | 27 | 0 | 3 | -0.23 | 0.03 | -0.32 | -0.14 |
205 | ![]() | Koren | HUL | 1008 | 8 | 10 | 13 | -0.23 | 0.04 | 0.43 | 0.40 |
206 | ![]() | Kacaniklic | FUL | 1186 | 10 | 11 | 10 | -0.24 | 0.49 | -0.62 | 0.49 |
207 | ![]() | Delaney | CRY | 2564 | 28 | 1 | 2 | -0.24 | 0.02 | -0.50 | 0.03 |
208 | ![]() | Martin | NOR | 1987 | 22 | 2 | 7 | -0.24 | 0.15 | -0.68 | -0.09 |
209 | ![]() | Dikgacoi | CRY | 1545 | 16 | 4 | 11 | -0.24 | 0.02 | -0.42 | 0.12 |
210 | ![]() | Luna | AST | 1381 | 15 | 2 | 13 | -0.25 | 0.01 | -0.16 | 0.03 |
211 | ![]() | Elmohamady | HUL | 2614 | 29 | 1 | 1 | -0.25 | 0.02 | 0.10 | 0.05 |
212 | ![]() | De Guzman | SWA | 1865 | 19 | 7 | 5 | -0.25 | -0.22 | -0.25 | 0.11 |
213 | ![]() | Downing | WHM | 1837 | 20 | 4 | 7 | -0.25 | 0.16 | 0.00 | 0.22 |
214 | ![]() | Guzan | AST | 2700 | 30 | 0 | 0 | -0.26 | 0.00 | -0.24 | -0.05 |
215 | ![]() | Bassong | NOR | 2197 | 24 | 1 | 6 | -0.26 | 0.13 | -0.70 | -0.11 |
216 | ![]() | Lowton | AST | 1156 | 12 | 4 | 14 | -0.26 | -0.01 | -0.09 | 0.11 |
217 | ![]() | Speroni | CRY | 2700 | 30 | 0 | 1 | -0.27 | 0.00 | -0.60 | -0.07 |
218 | ![]() | Jedinak | CRY | 2700 | 30 | 0 | 1 | -0.27 | 0.00 | -0.60 | -0.07 |
219 | ![]() | Brady | HUL | 891 | 9 | 7 | 15 | -0.27 | 0.00 | 0.16 | 0.11 |
220 | ![]() | Bannan | CRY | 997 | 10 | 5 | 17 | -0.27 | -0.01 | -0.34 | 0.20 |
221 | ![]() | Giaccherini | SUN | 1192 | 13 | 5 | 12 | -0.27 | 0.19 | -0.50 | -0.20 |
222 | ![]() | Tomkins | WHM | 1935 | 21 | 2 | 8 | -0.27 | 0.13 | -0.06 | 0.15 |
223 | ![]() | Rosenior | HUL | 1441 | 15 | 6 | 10 | -0.28 | -0.01 | 0.21 | 0.17 |
224 | ![]() | Nolan | WHM | 2112 | 24 | 2 | 5 | -0.28 | 0.13 | 0.00 | 0.22 |
225 | ![]() | Pieters | STO | 2476 | 27 | 3 | 1 | -0.28 | -0.12 | -0.33 | -0.30 |
226 | ![]() | Diae | WHM | 1808 | 18 | 9 | 4 | -0.28 | 0.12 | -0.41 | -0.22 |
227 | ![]() | Graham | HUL | 999 | 9 | 9 | 13 | -0.29 | -0.02 | 0.25 | 0.21 |
228 | ![]() | Borini | SUN | 1354 | 12 | 11 | 7 | -0.29 | 0.18 | 0.12 | 0.46 |
229 | ![]() | Agbonlahor | AST | 1988 | 22 | 2 | 6 | -0.30 | -0.04 | -0.57 | -0.41 |
230 | ![]() | Fer | NOR | 2238 | 25 | 1 | 5 | -0.30 | 0.09 | -0.60 | -0.01 |
231 | ![]() | Jerome | CRY | 1285 | 11 | 12 | 8 | -0.31 | -0.04 | -0.43 | 0.11 |
232 | ![]() | Tremmel | SWA | 990 | 11 | 0 | 20 | -0.32 | -0.29 | -0.76 | -0.43 |
233 | ![]() | Cattermole | SUN | 1004 | 10 | 5 | 15 | -0.33 | 0.13 | -0.02 | 0.31 |
234 | ![]() | Long | HUL | 1727 | 19 | 4 | 8 | -0.33 | -0.06 | 0.05 | 0.00 |
235 | ![]() | McGregor | HUL | 2115 | 23 | 1 | 7 | -0.34 | -0.07 | 0.09 | 0.04 |
236 | ![]() | Senderos | FUL | 1026 | 11 | 1 | 19 | -0.35 | 0.38 | -0.52 | 0.59 |
237 | ![]() | Noble | WHM | 2620 | 29 | 1 | 1 | -0.35 | 0.05 | -0.18 | 0.03 |
238 | ![]() | Clark | AST | 1855 | 20 | 3 | 7 | -0.35 | -0.10 | -0.19 | 0.00 |
239 | ![]() | Figueroa | HUL | 2309 | 26 | 1 | 4 | -0.35 | -0.09 | -0.05 | -0.11 |
240 | ![]() | Hooper | NOR | 1749 | 19 | 7 | 5 | -0.36 | 0.03 | -0.54 | 0.06 |
241 | ![]() | Moxey | CRY | 1519 | 16 | 4 | 11 | -0.36 | -0.10 | -0.90 | -0.40 |
242 | ![]() | Olsson | NOR | 2344 | 26 | 1 | 4 | -0.36 | 0.02 | -0.66 | -0.07 |
243 | ![]() | Bolasie | CRY | 1384 | 15 | 6 | 10 | -0.37 | -0.11 | -0.21 | 0.35 |
244 | ![]() | Larsson | SUN | 1734 | 18 | 6 | 6 | -0.37 | 0.09 | -0.28 | 0.03 |
245 | ![]() | Mariappa | CRY | 1416 | 16 | 0 | 12 | -0.38 | -0.12 | -0.77 | -0.26 |
246 | ![]() | Brown | SUN | 1163 | 12 | 3 | 15 | -0.39 | 0.07 | 0.49 | 0.86 |
247 | ![]() | Altidore | SUN | 1605 | 16 | 10 | 4 | -0.39 | 0.07 | -0.20 | 0.12 |
248 | ![]() | Ruddy | NOR | 2790 | 31 | 0 | 0 | -0.39 | -0.02 | -0.62 | -0.03 |
249 | ![]() | Pilkington | NOR | 829 | 8 | 7 | 16 | -0.40 | -0.02 | -1.15 | -0.59 |
250 | ![]() | Assaidi | STO | 996 | 10 | 6 | 15 | -0.40 | -0.25 | -0.87 | -0.89 |
251 | ![]() | Demel | WHM | 2095 | 23 | 3 | 5 | -0.41 | -0.02 | -0.05 | 0.17 |
252 | ![]() | Mannone | SUN | 1668 | 18 | 1 | 11 | -0.42 | 0.04 | -0.15 | 0.17 |
253 | ![]() | Ki | SUN | 1907 | 21 | 3 | 6 | -0.43 | 0.03 | -0.26 | 0.05 |
254 | ![]() | Bennett | NOR | 1080 | 11 | 2 | 18 | -0.43 | -0.05 | -0.57 | 0.03 |
255 | ![]() | Meyler | HUL | 1553 | 14 | 9 | 8 | -0.43 | -0.17 | -0.06 | -0.12 |
256 | ![]() | Redmond | NOR | 1788 | 19 | 9 | 3 | -0.44 | -0.06 | -0.47 | 0.13 |
257 | ![]() | Riise | FUL | 1165 | 12 | 3 | 16 | -0.45 | 0.28 | -1.61 | -0.56 |
258 | ![]() | Jones | CAR | 834 | 8 | 6 | 17 | -0.46 | 0.26 | -0.39 | 0.62 |
259 | ![]() | Collins | WHM | 1832 | 20 | 2 | 9 | -0.47 | -0.07 | -0.19 | 0.02 |
260 | ![]() | Bruce | HUL | 1201 | 14 | 0 | 17 | -0.47 | -0.21 | -0.44 | -0.52 |
261 | ![]() | Bardsley | SUN | 1822 | 20 | 1 | 9 | -0.48 | -0.02 | -0.24 | 0.08 |
262 | ![]() | Westwood | SUN | 852 | 9 | 1 | 20 | -0.49 | -0.04 | -1.12 | -0.86 |
263 | ![]() | Jelavic | HUL | 1159 | 13 | 5 | 13 | -0.50 | -0.24 | 0.19 | 0.15 |
264 | ![]() | Cowie | CAR | 884 | 8 | 7 | 16 | -0.51 | 0.20 | -1.33 | -0.38 |
265 | ![]() | Jarvis | WHM | 1675 | 19 | 7 | 5 | -0.52 | -0.13 | 0.01 | 0.23 |
266 | ![]() | Johnson | NOR | 1964 | 22 | 4 | 5 | -0.52 | -0.15 | -0.78 | -0.20 |
267 | ![]() | O'Shea | SUN | 2147 | 24 | 0 | 6 | -0.53 | -0.08 | -0.44 | -0.14 |
268 | ![]() | Baker | AST | 1848 | 20 | 3 | 7 | -0.53 | -0.30 | -0.43 | -0.26 |
269 | ![]() | Stockdale | FUL | 1109 | 12 | 2 | 17 | -0.53 | 0.19 | -1.33 | -0.26 |
270 | ![]() | Riether | FUL | 2286 | 25 | 2 | 4 | -0.53 | 0.20 | -0.90 | 0.20 |
271 | ![]() | Parker | FUL | 1966 | 22 | 2 | 7 | -0.55 | 0.18 | -1.07 | 0.02 |
272 | ![]() | Gunnarsson | CAR | 1313 | 14 | 6 | 11 | -0.55 | 0.16 | -1.03 | -0.07 |
273 | ![]() | Howson | NOR | 1513 | 16 | 4 | 11 | -0.56 | -0.18 | -0.71 | -0.12 |
274 | ![]() | Turner | NOR | 1493 | 16 | 1 | 14 | -0.56 | -0.19 | -0.64 | -0.05 |
275 | ![]() | Taylor | CAR | 1390 | 16 | 0 | 15 | -0.58 | 0.14 | -0.86 | 0.11 |
276 | ![]() | Johnson | SUN | 1745 | 19 | 7 | 4 | -0.58 | -0.14 | -0.47 | -0.17 |
277 | ![]() | Celustka | SUN | 1307 | 14 | 5 | 11 | -0.61 | -0.16 | -0.79 | -0.52 |
278 | ![]() | O'Brien | WHM | 1147 | 12 | 4 | 15 | -0.61 | -0.22 | -0.65 | -0.47 |
279 | ![]() | Elmander | NOR | 1166 | 12 | 12 | 6 | -0.62 | -0.25 | -0.18 | 0.43 |
280 | ![]() | Maiga | WHM | 1004 | 10 | 4 | 17 | -0.62 | -0.24 | -0.35 | -0.15 |
281 | ![]() | Berbatov | FUL | 1564 | 18 | 0 | 13 | -0.63 | 0.10 | -0.73 | 0.38 |
282 | ![]() | Colback | SUN | 1814 | 18 | 7 | 5 | -0.65 | -0.21 | -0.44 | -0.14 |
283 | ![]() | Holtby | FUL | 1164 | 11 | 10 | 10 | -0.66 | 0.06 | -0.68 | 0.42 |
284 | ![]() | Noone | CAR | 1196 | 13 | 3 | 15 | -0.66 | 0.05 | -1.06 | -0.10 |
285 | ![]() | Bellamy | CAR | 1007 | 11 | 5 | 15 | -0.67 | 0.04 | -0.78 | 0.20 |
286 | ![]() | Fletcher | SUN | 1239 | 12 | 8 | 10 | -0.69 | -0.25 | -0.37 | -0.06 |
287 | ![]() | Marshall | CAR | 2700 | 30 | 0 | 1 | -0.70 | 0.02 | -1.05 | -0.09 |
288 | ![]() | Kim | CAR | 1478 | 13 | 12 | 6 | -0.71 | 0.00 | -1.05 | -0.09 |
289 | ![]() | Caulker | CAR | 2790 | 31 | 0 | 0 | -0.71 | 0.00 | -1.03 | -0.07 |
290 | ![]() | Whittingham | CAR | 2208 | 24 | 2 | 5 | -0.73 | -0.02 | -1.08 | -0.12 |
291 | ![]() | Sidwell | FUL | 2640 | 29 | 2 | 0 | -0.74 | -0.02 | -1.22 | -0.15 |
292 | ![]() | Turner | CAR | 2361 | 26 | 1 | 4 | -0.74 | -0.04 | -0.80 | 0.18 |
293 | ![]() | Dejagah | FUL | 961 | 10 | 5 | 16 | -0.76 | -0.05 | -1.62 | -0.56 |
294 | ![]() | Campbell | CAR | 2171 | 25 | 5 | 1 | -0.77 | -0.06 | -0.97 | -0.01 |
295 | ![]() | Hangeland | FUL | 1273 | 13 | 3 | 15 | -0.79 | -0.08 | -1.24 | -0.16 |
296 | ![]() | Hughes | FUL | 1065 | 11 | 2 | 18 | -0.80 | -0.08 | -1.31 | -0.24 |
297 | ![]() | Whittaker | NOR | 1063 | 11 | 5 | 15 | -0.80 | -0.44 | -0.47 | 0.13 |
298 | ![]() | Medel | CAR | 2445 | 27 | 2 | 2 | -0.80 | -0.10 | -0.78 | 0.20 |
299 | ![]() | Amorebieta | FUL | 1397 | 13 | 5 | 13 | -0.82 | -0.10 | -1.46 | -0.40 |
300 | ![]() | John | CAR | 1303 | 14 | 3 | 14 | -0.84 | -0.14 | -1.21 | -0.26 |
301 | ![]() | McCartney | WHM | 1347 | 15 | 1 | 15 | -0.85 | -0.47 | 0.00 | 0.22 |
302 | ![]() | Stekelenburg | FUL | 1681 | 19 | 0 | 12 | -0.85 | -0.14 | -1.03 | 0.06 |
303 | ![]() | Théophile-Catherine | CAR | 1907 | 21 | 2 | 5 | -0.85 | -0.15 | -1.07 | -0.11 |
304 | ![]() | Richardson | FUL | 1919 | 20 | 5 | 6 | -0.85 | -0.15 | -1.01 | 0.07 |
305 | ![]() | Taylor | WHM | 975 | 11 | 4 | 16 | -0.90 | -0.52 | 0.04 | 0.27 |
306 | ![]() | Adrian | WHM | 1080 | 12 | 0 | 19 | -0.92 | -0.55 | -0.08 | 0.13 |
307 | ![]() | Mutch | CAR | 1633 | 15 | 13 | 3 | -0.94 | -0.24 | -0.97 | 0.00 |
308 | ![]() | Kasami | FUL | 1601 | 17 | 8 | 6 | -0.97 | -0.27 | -0.91 | 0.19 |
309 | ![]() | Bent | FUL | 1118 | 10 | 12 | 9 | -1.13 | -0.43 | -1.16 | -0.08 |
No comments:
Post a Comment