Datasets:

rotemknat
/

goal-contribution-efficiency-top-5-leagues

Unnamed: 0 int64 0 2.69k	player_name stringlengths 3 31	teams_played_for stringclasses 480 values	league stringclasses 5 values	games int64 1 38	minutes_played int64 1 3.42k	goals int64 0 48	npg int64 0 38	assists int64 0 20	xG float64 0 39.3	xA float64 0 20.6	npxG float64 0 32.1	xG90 float64 0 23	xA90 float64 0 18.2	npxG90 float64 0 23	position stringclasses 16 values	shots int64 0 227	key_passes int64 0 146	yellow_cards int64 0 17	red_cards int64 0 5	xGBuildup float64 0 28.1	xGChain float64 0 54.8
0	Sergio Agüero	Manchester City	EPL	33	2,551	26	21	8	25.27016	5.568922	20.703184	0.891538	0.196473	0.730414	F S	148	33	4	0	6.878173	27.805155
1	Harry Kane	Tottenham	EPL	34	2,589	21	19	4	17.157292	3.922501	14.873823	0.59643	0.136356	0.517051	F M S	112	27	4	0	5.549699	16.488439
2	Diego Costa	Chelsea	EPL	26	2,111	20	19	3	15.219104	4.554671	14.457935	0.648849	0.194183	0.616397	F S	76	41	8	0	5.276973	21.36579
3	Charlie Austin	Queens Park Rangers	EPL	35	3,078	18	15	5	17.88185	2.548747	14.076043	0.522861	0.074525	0.41158	F	131	23	4	1	3.041321	13.718276
4	Alexis Sánchez	Arsenal	EPL	35	2,967	16	16	8	13.45175	8.49418	12.690581	0.408041	0.25766	0.384952	F M S	122	82	4	0	10.736753	27.157572
5	Olivier Giroud	Arsenal	EPL	27	1,871	14	14	3	8.846344	3.860136	8.846344	0.425532	0.185683	0.425532	F S	70	29	5	1	4.129247	13.63988
6	Eden Hazard	Chelsea	EPL	38	3,389	14	11	9	12.016092	11.23889	8.971417	0.319105	0.298466	0.238249	M	78	100	2	0	19.476321	31.840571
7	Saido Berahino	West Bromwich Albion	EPL	38	2,940	14	10	1	13.841753	1.961661	10.797115	0.423727	0.060051	0.330524	F M S	86	28	2	0	2.439558	11.907294
8	Christian Benteke	Aston Villa	EPL	29	2,380	13	12	2	8.455074	2.92132	7.693905	0.31973	0.11047	0.290946	F S	80	33	1	1	2.198609	8.725396
9	David Silva	Manchester City	EPL	32	2,682	12	12	7	9.096988	10.388413	9.096988	0.305268	0.348604	0.305268	M	66	92	8	0	16.633573	29.144278
10	Wayne Rooney	Manchester United	EPL	33	2,887	12	11	5	8.902107	3.983562	7.379769	0.277516	0.124184	0.230059	F M	79	45	5	1	7.295703	15.435743
11	Graziano Pellè	Southampton	EPL	38	3,291	12	12	2	18.616503	4.481624	18.616503	0.509111	0.12256	0.509111	F S	123	43	6	0	5.598169	24.785647
12	Wilfried Bony	Manchester City,Swansea	EPL	30	1,604	11	10	3	10.454732	3.508294	9.693564	0.586612	0.196849	0.543903	F S	89	26	3	1	4.412425	14.252215
13	Nacer Chadli	Tottenham	EPL	35	2,423	11	11	5	6.865526	3.93556	6.865526	0.255013	0.146183	0.255013	M S	54	41	3	0	8.626995	15.642378
14	Leonardo Ulloa	Leicester	EPL	37	2,434	11	9	3	8.923919	3.791995	7.401582	0.329972	0.140213	0.273682	F S	49	36	3	0	2.509369	9.963017
15	Papiss Demba Cissé	Newcastle United	EPL	22	1,137	11	10	1	8.957139	0.334678	8.196007	0.709008	0.026492	0.64876	F S	45	7	1	0	0.616738	7.444708
16	Mame Biram Diouf	Stoke	EPL	34	2,451	11	11	3	11.646978	3.466141	11.646978	0.427674	0.127276	0.427674	F M S	55	28	7	0	0.861984	13.59963
17	Danny Ings	Burnley	EPL	35	3,048	11	10	4	12.289516	4.244326	11.528347	0.362879	0.125325	0.340404	F M	97	35	6	0	2.825657	16.558704
18	Romelu Lukaku	Everton	EPL	36	2,880	10	8	5	12.430796	2.350206	10.908533	0.388462	0.073444	0.340892	F S	105	37	1	0	5.078923	15.74381
19	Christian Eriksen	Tottenham	EPL	38	3,160	10	10	2	7.389633	6.088787	7.389633	0.210464	0.173415	0.210464	M S	97	84	4	0	13.018118	21.318575
20	Diafra Sakho	West Ham	EPL	23	1,765	10	10	2	9.070375	2.615856	9.070375	0.462512	0.133386	0.462512	F M S	66	23	2	0	0.912818	9.08361
21	Sadio Mané	Southampton	EPL	30	2,142	10	10	3	8.55397	3.982478	8.55397	0.359411	0.167331	0.359411	F M S	60	40	5	0	4.03299	14.567276
22	Yaya Touré	Manchester City	EPL	29	2,358	10	8	1	7.109345	3.243578	5.587008	0.271349	0.123801	0.213245	M S	89	33	5	0	20.903262	26.024328
23	Robin van Persie	Manchester United	EPL	27	2,126	10	9	2	11.603472	2.986052	10.081134	0.49121	0.126409	0.426765	F S	76	27	5	0	1.688729	12.917514
24	Juan Mata	Manchester United	EPL	33	2,318	9	8	4	6.597756	4.968639	5.836588	0.256168	0.192915	0.226615	M S	33	50	2	0	7.04783	14.520849
25	Steven Gerrard	Liverpool	EPL	28	2,239	9	5	1	7.108815	3.209078	3.30297	0.28575	0.128994	0.132768	F M S	54	52	7	0	5.586607	8.181375
26	Ki Sung-yueng	Swansea	EPL	33	2,692	8	8	1	4.330578	1.264147	4.330578	0.144782	0.042263	0.144782	M S	28	26	4	0	9.004478	11.960132
27	Jonathan Walters	Stoke	EPL	32	2,439	8	8	4	5.561565	3.240074	5.561565	0.205224	0.11956	0.205224	F M S	45	24	5	0	2.669187	9.581076
28	Peter Crouch	Stoke	EPL	33	1,648	8	8	2	6.730623	1.883066	6.730623	0.36757	0.102837	0.36757	F S	59	15	4	0	3.592045	9.373048
29	Nikica Jelavic	Hull	EPL	26	1,815	8	8	1	4.894789	0.863227	4.894789	0.242717	0.042805	0.242717	F S	57	17	3	0	1.086764	5.708562
30	Kevin Mirallas	Everton	EPL	29	1,430	7	7	1	4.718503	1.589548	3.957335	0.296969	0.100041	0.249063	F M S	52	18	3	0	2.281447	6.504367
31	Raheem Sterling	Liverpool	EPL	35	3,059	7	7	7	8.785912	6.036621	8.785912	0.258494	0.177606	0.258494	F M S	84	75	5	0	5.501673	18.195853
32	Loïc Remy	Chelsea,Queens Park Rangers	EPL	21	839	7	7	0	4.655209	0.605264	4.655209	0.499367	0.064927	0.499367	F M S	37	6	0	0	1.645386	5.653263
33	Gylfi Sigurdsson	Swansea	EPL	32	2,721	7	7	10	5.177992	8.451311	5.177992	0.171268	0.279536	0.171268	F M	67	73	2	0	7.116853	15.548746
34	Bafétimbi Gomis	Swansea	EPL	31	1,619	7	7	0	7.497834	0.88692	7.497834	0.416804	0.049304	0.416804	F S	69	13	0	0	1.542212	7.254535
35	Ayoze Pérez	Newcastle United	EPL	36	2,369	7	7	0	5.746195	2.900993	5.746195	0.218302	0.110211	0.218302	F M S	61	28	0	0	3.019626	9.567505
36	Charlie Adam	Stoke	EPL	29	1,482	7	6	1	3.40777	2.649149	2.646601	0.20695	0.160879	0.160725	M S	62	33	5	0	3.741003	6.183591
37	Glenn Murray	Crystal Palace	EPL	17	859	7	6	3	9.534017	1.526846	8.011716	0.998907	0.159972	0.839411	F S	38	7	3	1	0.819125	5.485773
38	Santiago Cazorla	Arsenal	EPL	37	2,999	7	1	11	10.590722	9.75518	6.023709	0.317828	0.292753	0.180772	M S	93	78	5	0	16.913314	24.657834
39	Aaron Ramsey	Arsenal	EPL	29	2,013	6	6	6	6.636926	5.299688	6.636926	0.296733	0.236946	0.296733	M S	63	47	6	0	8.166225	16.720755
40	Jason Puncheon	Crystal Palace	EPL	37	2,823	6	6	7	2.79428	5.305932	2.79428	0.089084	0.169158	0.089084	F M S	65	65	7	1	4.623076	8.855647
41	Ander Herrera	Manchester United	EPL	26	1,877	6	6	4	2.037227	2.119988	2.037227	0.097683	0.101651	0.097683	M S	37	26	6	0	8.672011	11.650219
42	Jordan Henderson	Liverpool	EPL	37	3,253	6	5	9	4.294427	6.793563	3.533258	0.118813	0.187956	0.097754	M S	50	67	6	0	8.795097	16.310877
43	Marouane Fellaini	Manchester United	EPL	27	1,824	6	6	0	5.314918	1.151918	5.314918	0.262249	0.056838	0.262249	M S	36	21	5	1	4.703867	9.252811
44	Oscar	Chelsea	EPL	28	2,072	6	6	8	6.540379	5.224342	6.540379	0.28409	0.226926	0.28409	F M S	72	37	5	0	7.149963	15.803945
45	Leroy Fer	Queens Park Rangers	EPL	29	2,375	6	6	2	5.1167	3.586208	5.1167	0.193896	0.135898	0.193896	M S	54	48	4	0	4.389067	10.680141
46	Steven Naismith	Everton	EPL	31	2,051	6	6	0	3.948357	1.943707	3.948357	0.173258	0.085292	0.173258	F M S	33	25	8	0	2.953011	7.202267
47	Gabriel Agbonlahor	Aston Villa	EPL	34	2,698	6	6	1	5.63062	1.552949	5.63062	0.187826	0.051803	0.187826	F S	53	16	7	1	1.656528	8.039164
48	Stewart Downing	West Ham	EPL	37	3,315	6	6	8	4.136292	6.626503	4.136292	0.112298	0.179905	0.112298	F M	70	85	3	0	7.331177	13.642642
49	Frank Lampard	Manchester City	EPL	32	958	6	6	1	4.004465	0.952922	4.004465	0.376202	0.089523	0.376202	M S	32	15	1	0	7.293271	11.039335
50	Adam Lallana	Liverpool	EPL	27	1,802	5	5	3	4.768367	3.141798	4.768367	0.238154	0.156916	0.238154	F M S	38	33	4	0	4.900887	10.234401
51	Philippe Coutinho	Liverpool	EPL	35	2,810	5	5	5	4.376544	5.527066	4.376544	0.140174	0.177023	0.140174	F M S	103	59	3	0	7.00449	13.680518
52	James Milner	Manchester City	EPL	32	1,732	5	5	7	5.7221	4.971144	5.7221	0.297338	0.258316	0.297338	F M S	39	52	6	0	8.751346	15.702087
53	Theo Walcott	Arsenal	EPL	14	427	5	5	0	5.34701	0.401386	5.34701	1.127004	0.084601	1.127004	F M S	23	4	0	0	0.699619	5.933307
54	Mile Jedinak	Crystal Palace	EPL	24	2,092	5	2	3	3.902255	0.991683	1.618748	0.167879	0.042663	0.06964	M	31	14	3	1	2.993582	3.540135
55	Connor Wickham	Sunderland	EPL	36	2,782	5	5	1	7.663334	1.766726	7.663334	0.247915	0.057155	0.247915	F M S	83	21	8	0	4.778484	12.304915
56	Andy Carroll	West Ham	EPL	14	1,032	5	5	1	3.693268	0.768982	3.693268	0.322087	0.067062	0.322087	F S	37	11	2	0	0.468918	3.288496
57	Dame N'Doye	Hull	EPL	15	1,195	5	5	1	5.468191	1.079893	5.468191	0.41183	0.081331	0.41183	F S	42	12	3	0	1.152376	6.649707
58	Dwight Gayle	Crystal Palace	EPL	25	1,069	5	4	1	5.163298	0.766509	4.402129	0.434702	0.064533	0.370619	F M S	30	16	1	0	0.809257	3.374663
59	Jamie Vardy	Leicester	EPL	34	2,261	5	5	8	7.851606	5.182648	7.851606	0.312536	0.206297	0.312536	F M S	48	35	5	0	2.142569	14.468461
60	Shane Long	Southampton	EPL	32	1,522	5	5	5	4.035827	2.735772	4.035827	0.238649	0.161774	0.238649	F M S	37	21	2	0	3.28596	9.55156
61	John Terry	Chelsea	EPL	38	3,420	5	5	0	5.216809	0.396627	5.216809	0.137284	0.010438	0.137284	D	20	7	2	0	8.167879	8.545579
62	Steven Fletcher	Sunderland	EPL	30	1,782	5	5	2	6.642456	2.051579	6.642456	0.335478	0.103615	0.335478	F M S	37	17	4	0	2.30707	9.389526
63	Stevan Jovetic	Manchester City	EPL	17	791	5	5	3	3.329762	1.812603	3.329762	0.37886	0.206238	0.37886	F M S	38	15	0	0	3.645846	6.67378
64	George Boyd	Burnley,Hull	EPL	36	3,035	5	5	2	3.479217	3.559881	3.479217	0.103173	0.105565	0.103173	M S	49	36	7	0	3.811832	9.525842
65	David Nugent	Leicester	EPL	29	1,685	5	4	2	6.229933	1.890917	4.707595	0.332756	0.100999	0.251444	F M S	41	21	3	0	2.336388	7.812488
66	Ashley Barnes	Burnley	EPL	35	2,435	5	5	2	5.690879	1.823077	5.690879	0.210341	0.067383	0.210341	F M S	66	30	4	1	3.272921	9.151078
67	Esteban Cambiasso	Leicester	EPL	31	2,432	5	5	1	2.480084	1.938137	2.480084	0.091779	0.071724	0.091779	M S	29	37	1	0	4.195096	7.089136
68	Daniel Sturridge	Liverpool	EPL	12	747	4	4	1	4.518866	1.518296	4.518866	0.544442	0.182927	0.544442	F S	39	11	0	0	1.785388	7.007463
69	Mesut Özil	Arsenal	EPL	22	1,861	4	4	5	3.860026	6.656996	3.860026	0.186675	0.32194	0.186675	F M S	29	69	0	0	9.916829	16.416588
70	Danny Welbeck	Arsenal,Manchester United	EPL	27	1,714	4	4	3	7.272419	2.88772	7.272419	0.381866	0.151631	0.381866	F M S	58	30	3	0	4.489677	12.937738
71	Yannick Bolasie	Crystal Palace	EPL	34	2,788	4	4	6	4.837672	5.125397	4.837672	0.156166	0.165454	0.156166	F M S	69	46	3	0	3.093483	11.888296
72	Wilfried Zaha	Crystal Palace	EPL	31	1,989	4	4	2	4.761631	2.188599	4.761631	0.215458	0.099032	0.215458	F M S	40	14	1	0	2.300882	6.593071
73	Cheikhou Kouyaté	West Ham	EPL	31	2,670	4	4	2	3.062719	1.187527	3.062719	0.103238	0.040029	0.103238	D M S	33	14	5	0	3.314806	6.412816
74	Enner Valencia	West Ham	EPL	32	2,119	4	4	3	6.480699	2.593669	6.480699	0.275254	0.110161	0.275254	F M S	72	18	2	0	2.898073	8.838933
75	Morgan Schneiderlin	Southampton	EPL	26	2,183	4	4	1	2.391752	1.558142	2.391752	0.098606	0.064239	0.098606	M S	31	20	5	1	7.155299	8.423095
76	Phil Jagielka	Everton	EPL	37	3,295	4	4	0	2.394632	0.070679	2.394632	0.065407	0.001931	0.065407	D	15	2	1	0	7.002298	7.111543
77	Chris Smalling	Manchester United	EPL	25	1,881	4	4	0	1.863546	0.39187	1.863546	0.089165	0.01875	0.089165	D S	17	5	1	1	4.005903	4.172037
78	Fraizer Campbell	Crystal Palace	EPL	20	1,187	4	4	0	4.221136	0.466384	4.221136	0.320052	0.035362	0.320052	F M S	25	8	5	0	0.766649	3.951981
79	Branislav Ivanovic	Chelsea	EPL	38	3,420	4	4	5	4.370112	5.315749	4.370112	0.115003	0.139888	0.115003	D	44	35	10	1	11.982985	17.022211
80	Falcao	Manchester United	EPL	26	1,278	4	4	4	7.15632	1.894075	7.15632	0.503966	0.133386	0.503966	F S	38	18	2	0	2.632779	9.530347
81	Jermain Defoe	Sunderland	EPL	17	1,468	4	4	0	4.02091	1.260544	4.02091	0.246514	0.077281	0.246514	F M	34	13	1	0	2.511992	7.368556
82	Riyad Mahrez	Leicester	EPL	30	2,091	4	4	3	4.923194	6.056509	4.923194	0.211902	0.260682	0.211902	M S	63	44	0	0	3.296927	11.149429
83	Jack Colback	Newcastle United	EPL	35	3,130	4	4	6	2.824962	2.340414	2.824962	0.081229	0.067296	0.081229	D M	27	44	12	0	4.668527	7.598446
84	Moussa Sissoko	Newcastle United	EPL	34	3,037	4	4	2	3.952445	4.653361	3.952445	0.117129	0.1379	0.117129	M	44	44	7	2	6.720511	12.273813
85	Dusan Tadic	Southampton	EPL	31	2,072	4	3	7	5.627578	9.004422	4.10524	0.244441	0.391119	0.178316	F M S	53	68	2	0	7.751163	18.353967
86	Bojan	Stoke	EPL	16	1,236	4	3	1	2.597243	1.701796	1.836074	0.18912	0.123917	0.133695	M S	32	26	2	0	1.552974	3.769359
87	Adam Johnson	Sunderland	EPL	32	2,085	4	3	1	3.222571	3.918955	2.461402	0.139104	0.169164	0.106248	F M S	25	39	2	0	4.618605	7.580855
88	Jordi Gómez	Sunderland	EPL	29	1,952	4	1	2	3.721912	1.792081	1.438406	0.171605	0.082627	0.06632	M S	31	23	7	0	4.437606	6.74526
89	Brown Ideye	West Bromwich Albion	EPL	24	1,286	4	4	2	3.969938	1.23226	3.969938	0.277834	0.086239	0.277834	F S	30	11	2	0	1.573535	4.579365
90	Edin Dzeko	Manchester City	EPL	22	928	4	4	2	3.974505	1.308859	3.974505	0.385458	0.126937	0.385458	F S	43	11	1	0	2.669363	6.803936
91	Abel Hernández	Hull	EPL	25	1,307	4	3	1	5.410243	0.851751	4.649111	0.372549	0.058652	0.320138	F S	52	9	2	0	0.826467	4.144816
92	Didier Drogba	Chelsea	EPL	28	831	4	4	1	2.728672	1.534371	2.728672	0.295524	0.166177	0.295524	F S	30	14	5	0	2.011723	5.031836
93	Mohamed Diamé	Hull,West Ham	EPL	15	937	4	4	0	1.209079	0.174406	1.209079	0.116133	0.016752	0.116133	M S	17	3	2	0	0.901088	2.138137
94	Eduardo Vargas	Queens Park Rangers	EPL	21	1,389	3	3	2	3.477744	1.819064	3.477744	0.22534	0.117866	0.22534	F M S	41	15	1	0	2.878537	6.131222
95	André Schürrle	Chelsea	EPL	14	428	3	3	0	3.249143	0.597669	3.249143	0.683231	0.125678	0.683231	M S	21	6	2	0	1.403525	4.820191
96	Laurent Koscielny	Arsenal	EPL	27	2,289	3	3	0	1.274744	0.116489	1.274744	0.050121	0.00458	0.050121	D S	8	2	4	0	3.617565	3.689264
97	Victor Moses	Stoke	EPL	19	1,473	3	2	3	4.516807	2.32056	3.755638	0.275976	0.141786	0.229469	F M	41	32	3	0	1.942054	6.229532
98	Seamus Coleman	Everton	EPL	35	3,062	3	3	2	2.010042	2.727002	2.010042	0.05908	0.080154	0.05908	D M S	19	34	5	0	5.938953	8.555338
99	Tom Cleverley	Aston Villa,Manchester United	EPL	32	2,633	3	3	0	1.787794	1.34897	1.787794	0.06111	0.04611	0.06111	F M	24	27	7	0	4.157936	5.817163

End of preview. Expand in Data Studio

⚽ Football Player Performance Analysis (2019-2020)

📋 Project Overview

This project explores player performance data across the Top 5 European Leagues (England, France, Germany, Italy, and Spain) during the 2019-2020 season. Using a dataset of 2,661 players and 22 columns, we analyze the relationship between actual scoring output and expected metrics.

❓ Research Question

"Do top-tier goal contributors consistently exceed their expected metrics (xG and xA), or is their high output simply a result of high volume?"

🎥 Project Demo (Video)

📊 Visual Insights

Below are the key analyses performed on the season's data:

1. Expected vs. Actual Performance

This graph displays the gap between actual performance and statistical expectations (xG/xA), allowing for the identification of exceptionally efficient players.

2. League Efficiency Distribution

An analysis of the distribution of efficiency and goal contributions across each of the top 5 leagues.

🧮 Data & Methodology

The analysis focuses on several key metrics:

Total Involvement: The sum of goals and assists ($Goals + Assists$).
Expected Involvement (xI): The total expectation metric ($xG + xA$).
Efficiency Delta: The difference between actual performance and expected metrics.
Filtering: To ensure statistical significance, we focused on players who played at least 900 minutes.

Data Dictionary (Key Fields)

Field	Description
`player_name`	Full name of the player
`league`	The league (EPL, La Liga, etc.)
`minutes_played`	Total minutes on the pitch
`goals` / `assists`	Actual statistical output
`xG` / `xA`	Expected goals/assists based on shot/pass quality

🛠️ Built With

Python (Pandas, Matplotlib, Seaborn)
Jupyter Notebooks
Hugging Face Datasets

Summary:

Data Analysis Key Findings

As you can see, Ciro Immobile and Lionel Messi both with 45 goal contributions each. but Ciro Immobile made the same contribution with less expected value. Which means Ciro Immobile was the most efficient player in the top 5 leagues during 2019-2020 season.

📜 Attribution & License

Data originally sourced from In-depth Soccer Statistics (Kaggle). This project was developed as part of an academic assignment in Data Science.

Downloads last month: 75