Player Impact on Expected Goals Difference

I'm pretty happy with 'Expected Goals Difference' (xGD) as a underlying measure of a team's ability. I used it in my last post to compare Man United's season this year to last. StatsBomb have done a similar thing with West Ham today, successfully debunking the Carroll effect on the Hammers apparent resurgence. I also found that xGD was amongst the best forecaster of future success (points and goals) in some testing I did a few weeks back.

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