Club Soccer Predictions

Overview

The following shows a country’s soccer team ranking based on it’s offensive and defensive stats as well as it’s Sport Power Index (SPI)

library(knitr)
library(ggplot2)


path <- "https://projects.fivethirtyeight.com/soccer-api/club/spi_global_rankings.csv";
download.file(url=path, destfile = "spi_global_rankings.csv");

glb_intl_rk <- read.csv("spi_global_rankings.csv", stringsAsFactors = FALSE);


kable(glb_intl_rk, col.names = c("rank"="Rank",
                      "prev_rank"="Previous Rank",
                       "name" = "Club",
                      "league"="League",
                      "off"="Offense",
                      "def"="Defense",
                      "spi"="SPI"))

Rank	Previous Rank	Club	League	Offense	Defense	SPI
1	1	Manchester City	Barclays Premier League	2.79	0.28	92.00
2	2	Bayern Munich	German Bundesliga	3.04	0.68	87.66
3	3	Barcelona	Spanish Primera Division	2.45	0.43	86.40
4	4	Real Madrid	Spanish Primera Division	2.56	0.60	84.41
5	5	Liverpool	Barclays Premier League	2.63	0.67	83.93
6	6	Arsenal	Barclays Premier League	2.53	0.61	83.92
7	7	Newcastle	Barclays Premier League	2.38	0.53	83.70
8	8	Napoli	Italy Serie A	2.30	0.51	83.25
9	9	Borussia Dortmund	German Bundesliga	2.83	0.84	82.91
10	10	Brighton and Hove Albion	Barclays Premier League	2.47	0.73	80.88
11	11	RB Leipzig	German Bundesliga	2.39	0.70	80.42
12	12	Benfica	Portuguese Liga	2.40	0.73	79.96
13	13	Aston Villa	Barclays Premier League	2.01	0.51	79.30
14	14	Atletico Madrid	Spanish Primera Division	2.26	0.67	79.29
15	15	Paris Saint-Germain	French Ligue 1	2.62	0.91	79.12
16	16	Manchester United	Barclays Premier League	2.35	0.74	79.08
17	17	Internazionale	Italy Serie A	2.33	0.76	78.43
18	18	Ajax	Dutch Eredivisie	2.66	1.03	77.36
19	19	Lille	French Ligue 1	2.07	0.64	77.20
20	20	Brentford	Barclays Premier League	2.10	0.67	77.14
21	21	Real Sociedad	Spanish Primera Division	1.87	0.52	77.07
22	22	Sporting CP	Portuguese Liga	2.07	0.66	76.96
23	23	FC Porto	Portuguese Liga	2.16	0.72	76.86
24	24	Chelsea	Barclays Premier League	2.04	0.68	75.78
25	25	Feyenoord	Dutch Eredivisie	2.28	0.87	75.25
26	26	Lyon	French Ligue 1	2.28	0.88	75.18
27	27	Stade Rennes	French Ligue 1	2.01	0.69	75.14
28	28	Bayer Leverkusen	German Bundesliga	2.03	0.72	74.88
29	29	Athletic Bilbao	Spanish Primera Division	1.84	0.59	74.78
30	30	Celtic	Scottish Premiership	2.53	1.07	74.69
31	32	Zenit St Petersburg	Russian Premier Liga	2.02	0.73	74.38
32	31	Fiorentina	Italy Serie A	2.07	0.76	74.35
33	33	FC Twente	Dutch Eredivisie	2.22	0.88	74.18
34	34	Marseille	French Ligue 1	2.05	0.77	73.99
35	35	PSV	Dutch Eredivisie	2.38	1.02	73.51
36	36	Crystal Palace	Barclays Premier League	1.81	0.62	73.46
37	37	Villarreal	Spanish Primera Division	2.14	0.86	73.35
38	38	Lens	French Ligue 1	1.96	0.73	73.34
39	39	AC Milan	Italy Serie A	2.05	0.80	73.33
40	40	AS Roma	Italy Serie A	1.82	0.65	73.00
41	41	FC Salzburg	Austrian T-Mobile Bundesliga	2.06	0.83	72.91
42	42	FC Cologne	German Bundesliga	2.03	0.81	72.57
43	43	Tottenham Hotspur	Barclays Premier League	2.19	0.95	72.14
44	44	Rangers	Scottish Premiership	2.25	1.00	71.98
45	45	Eintracht Frankfurt	German Bundesliga	2.07	0.88	71.61
46	47	West Ham United	Barclays Premier League	1.94	0.81	71.12
47	46	Atalanta	Italy Serie A	2.10	0.93	71.05
48	48	VfL Wolfsburg	German Bundesliga	2.07	0.92	70.86
49	49	Juventus	Italy Serie A	1.89	0.81	70.36
50	50	Torino	Italy Serie A	1.70	0.66	70.34
51	51	Sevilla FC	Spanish Primera Division	1.81	0.77	69.76
52	53	Mainz	German Bundesliga	2.11	1.02	69.33
53	52	Palmeiras	Brasileiro Série A	1.78	0.78	69.02
54	55	Valencia	Spanish Primera Division	1.73	0.75	68.68
55	56	Lazio	Italy Serie A	1.77	0.79	68.63
56	57	Fulham	Barclays Premier League	1.90	0.90	68.22
57	54	Besiktas	Turkish Turkcell Super Lig	2.14	1.10	68.14
58	58	Celta Vigo	Spanish Primera Division	1.72	0.77	68.08
59	59	Nice	French Ligue 1	1.75	0.80	67.86
60	60	VfB Stuttgart	German Bundesliga	1.96	0.97	67.66
61	61	Borussia Monchengladbach	German Bundesliga	2.10	1.09	67.64
62	64	Galatasaray	Turkish Turkcell Super Lig	2.00	1.01	67.53
63	63	AZ	Dutch Eredivisie	1.92	0.96	67.20
64	65	Girona FC	Spanish Primera Division	1.93	0.97	67.11
65	66	Real Betis	Spanish Primera Division	1.73	0.82	66.95
66	67	SC Freiburg	German Bundesliga	1.91	0.99	66.38
67	62	Flamengo	Brasileiro Série A	1.90	0.99	66.27
68	68	Strasbourg	French Ligue 1	1.78	0.89	66.23
69	69	1. FC Union Berlin	German Bundesliga	1.71	0.84	65.99
70	70	Osasuna	Spanish Primera Division	1.63	0.80	65.37
71	71	Young Boys	Swiss Raiffeisen Super League	2.10	1.21	64.89
72	72	Atletico Mineiro	Brasileiro Série A	1.54	0.76	64.58
73	73	Getafe	Spanish Primera Division	1.51	0.73	64.58
74	74	AS Monaco	French Ligue 1	1.95	1.11	64.44
75	75	Leicester City	Barclays Premier League	1.87	1.04	64.42
76	76	KAA Gent	Belgian Jupiler League	1.93	1.10	64.08
77	77	Reims	French Ligue 1	1.72	0.94	63.87
78	78	Bologna	Italy Serie A	1.79	1.00	63.79
79	79	Werder Bremen	German Bundesliga	1.93	1.11	63.74
80	82	Fenerbahce	Turkish Turkcell Super Lig	2.01	1.19	63.68
81	80	Monterrey	Mexican Primera Division Torneo Clausura	1.58	0.83	63.66
82	81	Everton	Barclays Premier League	1.82	1.03	63.63
83	83	TSG Hoffenheim	German Bundesliga	1.96	1.17	63.26
84	84	Sassuolo	Italy Serie A	1.90	1.12	63.11
85	85	Slavia Prague	UEFA Europa Conference League	1.83	1.06	63.09
86	86	Braga	Portuguese Liga	1.78	1.02	62.98
87	88	Bodo/Glimt	Norwegian Tippeligaen	2.15	1.34	62.97
88	87	Burnley	English League Championship	1.53	0.82	62.94
89	89	Rayo Vallecano	Spanish Primera Division	1.66	0.93	62.63
90	90	Olympiacos	Greek Super League	1.69	0.98	62.25
91	91	Dinamo Zagreb	UEFA Champions League	1.80	1.09	61.85
92	92	Genk	Belgian Jupiler League	2.07	1.33	61.75
93	93	Clermont Foot	French Ligue 1	1.61	0.94	61.42
94	94	AEK Athens	Greek Super League	1.59	0.93	61.24
95	95	Club Brugge	Belgian Jupiler League	1.85	1.16	61.21
96	96	Tigres UANL	Mexican Primera Division Torneo Clausura	1.55	0.91	60.91
97	97	Club América	Mexican Primera Division Torneo Clausura	1.80	1.14	60.62
98	98	Toulouse	French Ligue 1	1.64	1.03	59.96
99	99	Udinese	Italy Serie A	1.67	1.06	59.92
100	100	Lecce	Italy Serie A	1.46	0.88	59.68
101	101	Mallorca	Spanish Primera Division	1.51	0.93	59.67
102	102	Antwerp	Belgian Jupiler League	1.55	0.96	59.60
103	103	AFC Bournemouth	Barclays Premier League	1.68	1.08	59.58
104	104	Schalke 04	German Bundesliga	1.81	1.20	59.46
105	105	CSKA Moscow	Russian Premier Liga	1.54	0.96	59.40
106	106	Wolverhampton	Barclays Premier League	1.55	0.99	59.06
107	107	Leeds United	Barclays Premier League	1.84	1.25	59.00
108	108	SK Sturm Graz	Austrian T-Mobile Bundesliga	1.71	1.14	58.95
109	112	River Plate	Argentina Primera Division	1.61	1.05	58.86
110	109	Espanyol	Spanish Primera Division	1.86	1.27	58.85
111	110	Monza	Italy Serie A	1.69	1.12	58.83
112	111	Vitesse	Dutch Eredivisie	1.65	1.08	58.82
113	117	São Paulo	Brasileiro Série A	1.53	0.99	58.71
114	113	Montpellier	French Ligue 1	1.77	1.21	58.56
115	114	Slovácko	UEFA Europa Conference League	1.77	1.21	58.54
116	115	Red Star Belgrade	UEFA Europa League	1.75	1.19	58.52
117	116	Cadiz	Spanish Primera Division	1.52	0.99	58.27
118	120	Adana Demirspor	Turkish Turkcell Super Lig	1.89	1.33	58.23
119	118	FC Copenhagen	Danish SAS-Ligaen	1.75	1.20	58.03
120	119	Union Saint Gilloise	Belgian Jupiler League	1.82	1.28	57.96
121	131	Botafogo	Brasileiro Série A	1.46	0.95	57.95
122	121	FC Utrecht	Dutch Eredivisie	1.78	1.25	57.74
123	122	Shakhtar Donetsk	UEFA Europa League	1.77	1.24	57.61
124	123	Elche	Spanish Primera Division	1.62	1.11	57.52
125	124	Almeria	Spanish Primera Division	1.69	1.18	57.43
126	126	FC Augsburg	German Bundesliga	1.73	1.22	57.19
127	127	Southampton	Barclays Premier League	1.66	1.18	56.74
128	128	Sheffield United	English League Championship	1.49	1.03	56.57
129	129	VfL Bochum	German Bundesliga	1.84	1.37	56.31
130	125	Fluminense	Brasileiro Série A	1.53	1.08	56.29
131	132	Nottingham Forest	Barclays Premier League	1.64	1.19	56.13
132	133	Sparta	Dutch Eredivisie	1.70	1.25	56.11
133	134	Middlesbrough	English League Championship	1.60	1.17	55.77
134	135	Brest	French Ligue 1	1.49	1.06	55.76
135	138	FC Midtjylland	Danish SAS-Ligaen	1.67	1.24	55.61
136	136	Luton Town	English League Championship	1.35	0.94	55.48
137	137	Pachuca	Mexican Primera Division Torneo Clausura	1.59	1.17	55.43
138	139	Viktoria Plzen	UEFA Champions League	1.82	1.41	54.85
139	141	FC Krasnodar	Russian Premier Liga	1.70	1.31	54.61
140	142	Ferencvaros	UEFA Europa League	1.61	1.22	54.55
141	143	Internacional	Brasileiro Série A	1.38	1.02	54.20
142	144	Lokomotiv Moscow	Russian Premier Liga	1.62	1.26	54.07
143	145	Trabzonspor	Turkish Turkcell Super Lig	1.80	1.44	53.94
144	146	Real Valladolid	Spanish Primera Division	1.55	1.20	53.94
145	147	Hertha Berlin	German Bundesliga	1.71	1.36	53.89
146	152	Philadelphia Union	Major League Soccer	1.64	1.29	53.79
147	148	Lorient	French Ligue 1	1.46	1.12	53.66
148	151	Bragantino	Brasileiro Série A	1.48	1.15	53.58
149	150	Empoli	Italy Serie A	1.57	1.25	53.35
150	130	Los Angeles FC	Major League Soccer	1.60	1.28	53.23
151	153	Spartak Moscow	Russian Premier Liga	1.58	1.26	53.19
152	154	Dynamo Kiev	UEFA Europa League	1.51	1.19	53.06
153	140	Fortaleza	Brasileiro Série A	1.30	1.00	53.06
154	156	Ipswich Town	English League One	1.62	1.31	52.93
155	157	Guimaraes	Portuguese Liga	1.26	0.96	52.69
156	159	Istanbul Basaksehir	Turkish Turkcell Super Lig	1.39	1.10	52.49
157	149	Molde	Norwegian Tippeligaen	1.83	1.54	52.41
158	160	Anderlecht	Belgian Jupiler League	1.46	1.18	52.32
159	161	León	Mexican Primera Division Torneo Clausura	1.35	1.07	52.16
160	155	Atlético Paranaense	Brasileiro Série A	1.38	1.11	52.13
161	162	SC Dnipro-1	UEFA Europa Conference League	1.55	1.28	52.11
162	163	Atlas	Mexican Primera Division Torneo Clausura	1.41	1.14	52.07
163	164	Lech Poznan	UEFA Europa Conference League	1.42	1.15	52.07
164	165	Swansea City	English League Championship	1.50	1.23	51.93
165	193	FK Austria Vienna	Austrian T-Mobile Bundesliga	1.73	1.46	51.89
166	166	Steaua Bucuresti	UEFA Europa Conference League	1.50	1.24	51.89
167	167	Fatih Karagümrük	Turkish Turkcell Super Lig	1.82	1.56	51.83
168	168	Terek Grozny	Russian Premier Liga	1.46	1.20	51.80
169	169	Go Ahead Eagles	Dutch Eredivisie	1.65	1.39	51.79
170	158	Yokohama F. Marinos	Japanese J League	1.75	1.49	51.65
171	172	Cercle Brugge	Belgian Jupiler League	1.62	1.38	51.43
172	173	FC Sheriff Tiraspol	UEFA Europa League	1.51	1.27	51.36
173	174	FK Partizan Belgrade	UEFA Europa Conference League	1.41	1.17	51.22
174	175	Nantes	French Ligue 1	1.35	1.11	51.13
175	176	LASK Linz	Austrian T-Mobile Bundesliga	1.53	1.30	51.11
176	177	Vasco da Gama	Brasileiro Série A	1.44	1.21	51.02
177	170	Corinthians	Brasileiro Série A	1.23	1.00	51.01
178	178	Coventry City	English League Championship	1.28	1.06	51.00
179	180	PAOK Salonika	Greek Super League	1.40	1.18	50.89
180	181	Guadalajara	Mexican Primera Division Torneo Clausura	1.35	1.13	50.82
181	179	Santos	Brasileiro Série A	1.26	1.04	50.66
182	183	Famalicao	Portuguese Liga	1.44	1.24	50.35
183	184	Verona	Italy Serie A	1.37	1.18	50.30
184	185	Cruz Azul	Mexican Primera Division Torneo Clausura	1.32	1.13	50.21
185	171	Vissel Kobe	Japanese J League	1.48	1.30	50.05
186	204	Konyaspor	Turkish Turkcell Super Lig	1.42	1.24	49.87
187	186	Metz	French Ligue 2	1.32	1.15	49.87
188	187	Boavista	Portuguese Liga	1.39	1.22	49.86
189	188	Frosinone	Italy Serie B	1.37	1.19	49.84
190	189	Heerenveen	Dutch Eredivisie	1.66	1.49	49.81
191	197	Cruzeiro	Brasileiro Série A	1.36	1.19	49.66
192	182	Talleres de Córdoba	Argentina Primera Division	1.34	1.17	49.59
193	205	Argentinos Juniors	Argentina Primera Division	1.27	1.11	49.42
194	190	FK Qarabag	UEFA Europa League	1.41	1.25	49.41
195	191	Maccabi Haifa	UEFA Champions League	1.69	1.54	49.35
196	195	Malmo FF	Swedish Allsvenskan	1.59	1.44	49.28
197	192	Hapoel Be’er	UEFA Europa Conference League	1.49	1.34	49.22
198	214	BK Hacken	Swedish Allsvenskan	1.77	1.64	49.06
199	194	Spezia	Italy Serie A	1.45	1.32	48.74
200	196	NEC	Dutch Eredivisie	1.54	1.41	48.69
201	198	Toluca	Mexican Primera Division Torneo Clausura	1.56	1.44	48.62
202	199	Salernitana	Italy Serie A	1.48	1.36	48.60
203	200	West Bromwich Albion	English League Championship	1.37	1.25	48.56
204	201	Gil Vicente	Portuguese Liga	1.36	1.24	48.55
205	202	Rapid Vienna	Austrian T-Mobile Bundesliga	1.58	1.47	48.53
206	203	Chaves	Portuguese Liga	1.40	1.29	48.45
207	206	Auxerre	French Ligue 1	1.33	1.21	48.38
208	209	Cagliari	Italy Serie B	1.22	1.11	48.18
209	212	FC Cincinnati	Major League Soccer	1.49	1.40	48.12
210	207	Vizela	Portuguese Liga	1.23	1.12	48.07
211	210	Santos Laguna	Mexican Primera Division Torneo Clausura	1.43	1.35	47.86
212	211	Stoke City	English League Championship	1.25	1.15	47.79
213	213	AGF Aarhus	Danish SAS-Ligaen	1.28	1.19	47.76
214	215	Cremonese	Italy Serie A	1.47	1.40	47.61
215	216	FC Arouca	Portuguese Liga	1.18	1.09	47.57
216	217	Gazovik Orenburg	Russian Premier Liga	1.55	1.48	47.55
217	218	Boca Juniors	Argentina Primera Division	1.13	1.03	47.55
218	208	Atlanta United FC	Major League Soccer	1.56	1.50	47.50
219	219	Panathinaikos	Greek Super League	0.97	0.87	47.49
220	220	Millwall	English League Championship	1.33	1.25	47.41
221	221	Genoa	Italy Serie B	1.24	1.16	47.31
222	222	Aris Salonika	Greek Super League	1.40	1.34	47.22
223	234	Grêmio	Brasileiro Série A	1.41	1.35	47.17
224	223	Angers	French Ligue 1	1.33	1.27	47.09
225	224	Estudiantes	Argentina Primera Division	1.18	1.12	46.97
226	226	Dinamo Moscow	Russian Premier Liga	1.43	1.40	46.57
227	225	Nashville SC	Major League Soccer	1.30	1.27	46.50
228	229	St Gallen	Swiss Raiffeisen Super League	1.67	1.67	46.32
229	230	Casa Pia	Portuguese Liga	1.24	1.20	46.29
230	231	St Etienne	French Ligue 2	1.54	1.53	46.14
231	232	Rio Ave	Portuguese Liga	1.25	1.22	46.14
232	228	Urawa Red Diamonds	Japanese J League	1.19	1.17	45.80
233	235	Sunderland	English League Championship	1.34	1.35	45.58
234	227	Bahía	Brasileiro Série A	1.25	1.25	45.51
235	236	Norwich City	English League Championship	1.23	1.23	45.45
236	237	Brondby	Danish SAS-Ligaen	1.57	1.61	45.36
237	238	Watford	English League Championship	1.28	1.29	45.35
238	240	IF Elfsborg	Swedish Allsvenskan	1.50	1.53	45.34
239	239	Bordeaux	French Ligue 2	1.12	1.12	45.19
240	248	América Mineiro	Brasileiro Série A	1.31	1.34	45.11
241	241	KVC Westerlo	Belgian Jupiler League	1.56	1.62	44.82
242	247	Kawasaki Frontale	Japanese J League	1.39	1.44	44.81
243	242	AEK Larnaca	UEFA Europa League	1.16	1.18	44.76
244	243	Apollon Limassol	UEFA Europa Conference League	1.21	1.24	44.74
245	259	Columbus Crew	Major League Soccer	1.44	1.50	44.72
246	245	Seattle Sounders FC	Major League Soccer	1.31	1.35	44.66
247	244	FC Lugano	Swiss Raiffeisen Super League	1.45	1.51	44.63
248	233	New York City FC	Major League Soccer	1.30	1.35	44.62
249	249	OH Leuven	Belgian Jupiler League	1.44	1.53	44.15
250	251	New York Red Bulls	Major League Soccer	1.13	1.18	44.08
251	250	San Lorenzo	Argentina Primera Division	0.92	0.95	44.04
252	252	Blackburn	English League Championship	1.18	1.23	44.03
253	253	Santa Clara	Portuguese Liga	1.25	1.33	43.94
254	255	FC St. Pauli	German 2. Bundesliga	1.30	1.39	43.77
255	256	Rostov	Russian Premier Liga	1.36	1.46	43.77
256	258	Maritimo	Portuguese Liga	1.30	1.40	43.55
257	260	Hibernian	Scottish Premiership	1.33	1.43	43.46
258	261	Bristol City	English League Championship	1.17	1.25	43.46
259	262	Hearts	Scottish Premiership	1.40	1.52	43.41
260	257	Rosenborg	Norwegian Tippeligaen	1.54	1.67	43.37
261	263	FC Nordsjaelland	Danish SAS-Ligaen	1.34	1.46	43.17
262	264	Lanus	Argentina Primera Division	1.19	1.29	43.10
263	265	CFR 1907 Cluj	UEFA Europa Conference League	1.22	1.33	42.98
264	268	Orlando City SC	Major League Soccer	1.35	1.47	42.97
265	267	Wolfsberger AC	Austrian T-Mobile Bundesliga	1.43	1.58	42.87
266	269	Levante	Spanish Segunda Division	1.05	1.15	42.86
267	254	Viborg	Danish SAS-Ligaen	1.18	1.30	42.70
268	273	DC United	Major League Soccer	1.32	1.46	42.68
269	271	Kashima Antlers	Japanese J League	1.18	1.30	42.66
270	270	Tenerife	Spanish Segunda Division	1.00	1.09	42.62
271	246	FC Dallas	Major League Soccer	1.20	1.33	42.62
272	266	New England Revolution	Major League Soccer	1.41	1.57	42.42
273	276	Cuiaba	Brasileiro Série A	1.09	1.22	42.27
274	275	Basel	Swiss Raiffeisen Super League	1.39	1.58	41.80
275	272	Vancouver Whitecaps	Major League Soccer	1.40	1.59	41.78
276	277	Ludogorets	UEFA Europa League	1.30	1.49	41.66
277	278	Nagoya Grampus Eight	Japanese J League	1.11	1.27	41.63
278	279	Hamburg SV	German 2. Bundesliga	1.53	1.75	41.61
279	280	Parma	Italy Serie B	1.11	1.27	41.45
280	281	Puebla	Mexican Primera Division Torneo Clausura	1.32	1.52	41.40
281	282	Sampdoria	Italy Serie A	1.36	1.57	41.35
282	283	Standard Liege	Belgian Jupiler League	1.37	1.58	41.33
283	284	Motherwell	Scottish Premiership	1.24	1.43	41.31
284	285	Silkeborg	Danish SAS-Ligaen	1.37	1.59	41.13
285	286	FC Andorra	Spanish Segunda Division	1.05	1.21	41.11
286	287	Sporting de Charleroi	Belgian Jupiler League	1.32	1.54	41.06
287	288	FC Zurich	Swiss Raiffeisen Super League	1.35	1.57	41.00
288	289	St. Truidense	Belgian Jupiler League	1.08	1.26	40.92
289	274	Velez Sarsfield	Argentina Primera Division	0.97	1.14	40.88
290	292	Pumas Unam	Mexican Primera Division Torneo Clausura	1.25	1.47	40.73
291	293	SC Paderborn	German 2. Bundesliga	1.44	1.69	40.73
292	294	Portimonense	Portuguese Liga	1.16	1.37	40.57
293	296	Defensa y Justicia	Argentina Primera Division	1.09	1.29	40.55
294	295	Bastia	French Ligue 2	1.20	1.42	40.53
295	297	Estoril Praia	Portuguese Liga	1.16	1.38	40.48
296	312	Portland Timbers	Major League Soccer	1.29	1.54	40.36
297	299	Granada	Spanish Segunda Division	0.99	1.19	40.18
298	290	Bari	Italy Serie B	1.10	1.32	40.14
299	301	Mamelodi Sundowns	South African ABSA Premier League	1.04	1.25	39.99
300	291	Sanfrecce Hiroshima	Japanese J League	1.17	1.41	39.95
301	302	Servette	Swiss Raiffeisen Super League	1.33	1.61	39.85
302	303	Atlético San Luis	Mexican Primera Division Torneo Clausura	1.18	1.44	39.77
303	298	Los Angeles Galaxy	Major League Soccer	1.40	1.70	39.68
304	304	FC Volendam	Dutch Eredivisie	1.47	1.78	39.65
305	305	RKC	Dutch Eredivisie	1.45	1.76	39.64
306	306	Caen	French Ligue 2	1.18	1.44	39.60
307	307	Odense BK	Danish SAS-Ligaen	1.35	1.65	39.60
308	331	Goiás	Brasileiro Série A	1.11	1.36	39.59
309	309	Sivasspor	Turkish Turkcell Super Lig	1.25	1.53	39.46
310	310	Kasimpasa	Turkish Turkcell Super Lig	1.30	1.59	39.42
311	320	Coritiba	Brasileiro Série A	1.09	1.35	39.35
312	313	Guingamp	French Ligue 2	1.13	1.40	39.31
313	311	Tigre	Argentina Primera Division	1.09	1.36	39.22
314	308	Minnesota United FC	Major League Soccer	1.28	1.58	39.20
315	314	F.B.C Unione Venezia	Italy Serie B	1.24	1.53	39.12
316	317	Necaxa	Mexican Primera Division Torneo Clausura	1.05	1.32	39.03
317	315	Rosario Central	Argentina Primera Division	1.11	1.38	39.01
318	319	Hull City	English League Championship	1.05	1.31	38.96
319	321	Fortuna Düsseldorf	German 2. Bundesliga	1.27	1.58	38.94
320	335	Lillestrom	Norwegian Tippeligaen	1.32	1.64	38.90
321	322	Kayserispor	Turkish Turkcell Super Lig	1.38	1.71	38.88
322	323	Aberdeen	Scottish Premiership	1.14	1.43	38.87
323	324	Paris FC	French Ligue 2	1.06	1.34	38.82
324	325	Preston North End	English League Championship	1.12	1.41	38.79
325	316	SK Brann	Norwegian Tippeligaen	1.30	1.63	38.77
326	326	Real Zaragoza	Spanish Segunda Division	0.92	1.17	38.73
327	327	Omonia Nicosia	UEFA Europa League	1.25	1.57	38.72
328	334	Sporting Kansas City	Major League Soccer	1.16	1.46	38.70
329	328	Albacete	Spanish Segunda Division	1.13	1.43	38.69
330	300	Antalyaspor	Turkish Turkcell Super Lig	1.18	1.48	38.63
331	329	FC Luzern	Swiss Raiffeisen Super League	1.32	1.65	38.62
332	318	Racing Club	Argentina Primera Division	1.17	1.48	38.61
333	357	Cerezo Osaka	Japanese J League	1.09	1.38	38.55
334	333	Fortuna Sittard	Dutch Eredivisie	1.36	1.71	38.44
335	332	Alavés	Spanish Segunda Division	0.85	1.10	38.36
336	337	Newell’s Old Boys	Argentina Primera Division	0.84	1.09	38.34
337	336	Karlsruher SC	German 2. Bundesliga	1.32	1.67	38.30
338	338	Tijuana	Mexican Primera Division Torneo Clausura	1.18	1.50	38.27
339	340	Le Havre	French Ligue 2	0.78	1.01	38.21
340	330	San Jose Earthquakes	Major League Soccer	1.27	1.62	38.12
341	342	AC Ajaccio	French Ligue 1	1.00	1.29	38.12
342	344	Slovan Bratislava	UEFA Europa Conference League	1.12	1.44	38.09
343	345	Ural Sverdlovsk Oblast	Russian Premier Liga	0.98	1.27	38.05
344	346	1. FC Heidenheim 1846	German 2. Bundesliga	1.22	1.57	37.99
345	343	Consadole Sapporo	Japanese J League	1.59	2.01	37.98
346	348	Krylia Sovetov	Russian Premier Liga	1.02	1.33	37.94
347	349	Sheffield Wednesday	English League One	1.12	1.45	37.92
348	350	KV Mechelen	Belgian Jupiler League	1.45	1.85	37.86
349	352	Toronto FC	Major League Soccer	1.17	1.51	37.80
350	355	Montreal Impact	Major League Soccer	1.21	1.57	37.68
351	339	Huracán	Argentina Primera Division	0.90	1.20	37.54
352	347	Djurgardens IF	Swedish Allsvenskan	1.21	1.58	37.54
353	353	Pacos Ferreira	Portuguese Liga	1.10	1.45	37.52
354	354	FC Juárez	Mexican Primera Division Torneo Clausura	1.02	1.36	37.41
355	351	Eibar	Spanish Segunda Division	0.91	1.22	37.24
356	381	Viking FK	Norwegian Tippeligaen	1.52	1.98	37.18
357	365	CA Independiente	Argentina Primera Division	1.04	1.38	37.18
358	356	Colon Santa Fe	Argentina Primera Division	1.04	1.40	37.10
359	358	Barnsley	English League One	1.26	1.67	37.05
360	360	Sochi	Russian Premier Liga	1.11	1.50	36.88
361	361	Charlotte FC	Major League Soccer	1.24	1.66	36.63
362	362	Birmingham	English League Championship	1.02	1.40	36.59
363	363	Alanyaspor	Turkish Turkcell Super Lig	1.42	1.88	36.58
364	364	Cardiff City	English League Championship	1.04	1.41	36.56
365	367	WSG Swarovski Wattens	Austrian T-Mobile Bundesliga	1.33	1.78	36.32
366	370	Las Palmas	Spanish Segunda Division	0.91	1.27	36.15
367	366	Godoy Cruz	Argentina Primera Division	1.00	1.39	36.05
368	373	Banfield	Argentina Primera Division	0.92	1.29	35.95
369	371	Randers FC	Danish SAS-Ligaen	1.18	1.63	35.92
370	372	SpVgg Greuther Fürth	German 2. Bundesliga	1.12	1.55	35.88
371	369	Ankaragucu	Turkish Turkcell Super Lig	1.06	1.48	35.82
372	409	Istanbulspor	Turkish Turkcell Super Lig	1.17	1.61	35.77
373	359	Chicago Fire	Major League Soccer	1.18	1.63	35.71
374	374	Querétaro	Mexican Primera Division Torneo Clausura	0.98	1.39	35.65
375	375	Troyes	French Ligue 1	1.23	1.70	35.64
376	376	Fakel Voronezh	Russian Premier Liga	1.01	1.43	35.58
377	378	Wigan	English League Championship	0.92	1.32	35.43
378	379	FC Groningen	Dutch Eredivisie	1.24	1.73	35.41
379	380	Excelsior	Dutch Eredivisie	1.26	1.75	35.38
380	341	Austria Lustenau	Austrian T-Mobile Bundesliga	1.31	1.82	35.32
381	377	Austin FC	Major League Soccer	1.24	1.73	35.29
382	383	Como	Italy Serie B	1.05	1.50	35.20
383	384	Sochaux	French Ligue 2	1.02	1.47	34.99
384	416	Houston Dynamo	Major League Soccer	1.21	1.71	34.92
385	385	Huddersfield Town	English League Championship	0.97	1.41	34.87
386	387	Emmen	Dutch Eredivisie	1.25	1.77	34.76
387	388	Grasshoppers Zürich	Swiss Raiffeisen Super League	1.39	1.95	34.74
388	368	Valerenga	Norwegian Tippeligaen	1.24	1.76	34.71
389	390	FK Nizhny Novgorod	Russian Premier Liga	0.92	1.36	34.47
390	391	SK Austria Klagenfurt	Austrian T-Mobile Bundesliga	1.32	1.89	34.24
391	389	Colorado Rapids	Major League Soccer	1.08	1.59	34.17
392	393	Queens Park Rangers	English League Championship	1.04	1.54	34.16
393	394	Hammarby	Swedish Allsvenskan	1.21	1.75	34.15
394	395	Holstein Kiel	German 2. Bundesliga	1.33	1.91	34.13
395	396	SV Darmstadt 98	German 2. Bundesliga	1.07	1.58	34.06
396	411	Real Salt Lake	Major League Soccer	1.09	1.61	33.96
397	398	Mazatlán FC	Mexican Primera Division Torneo Clausura	1.12	1.66	33.88
398	402	Instituto	Argentina Primera Division	1.00	1.50	33.86
399	403	Atlético Tucumán	Argentina Primera Division	0.93	1.41	33.82
400	399	Ballkani	UEFA Europa Conference League	1.20	1.76	33.76
401	400	Melbourne City	Australian A-League	1.32	1.93	33.70
402	401	Leganes	Spanish Segunda Division	0.86	1.33	33.56
403	382	FC Tokyo	Japanese J League	1.17	1.74	33.55
404	392	Sarmiento	Argentina Primera Division	0.93	1.43	33.37
405	404	Platense	Argentina Primera Division	0.85	1.32	33.33
406	405	Hartberg	Austrian T-Mobile Bundesliga	1.19	1.77	33.32
407	406	Pisa	Italy Serie B	0.93	1.44	33.21
408	407	Belgrano Cordoba	Argentina Primera Division	0.90	1.40	33.17
409	408	Cambuur Leeuwarden	Dutch Eredivisie	1.25	1.86	33.15
410	410	Rotherham United	English League Championship	0.96	1.48	33.06
411	417	Gimnasia La Plata	Argentina Primera Division	0.86	1.36	32.91
412	412	Sudtirol	Italy Serie B	0.70	1.15	32.81
413	425	St. Louis CITY SC	Major League Soccer	1.12	1.72	32.66
414	413	Sagan Tosu	Japanese J League	0.92	1.46	32.54
415	414	Bolton	English League One	0.89	1.42	32.49
416	415	Real Oviedo	Spanish Segunda Division	0.78	1.28	32.45
417	397	Sarpsborg	Norwegian Tippeligaen	1.14	1.76	32.35
418	427	Tromso	Norwegian Tippeligaen	1.08	1.69	32.30
419	386	Umraniyespor	Turkish Turkcell Super Lig	1.14	1.77	32.28
420	418	Palermo	Italy Serie B	1.05	1.66	32.24
421	419	Rigas Futbola Skola	UEFA Europa Conference League	1.16	1.80	32.23
422	420	AaB	Danish SAS-Ligaen	0.99	1.58	32.15
423	421	Villarreal B	Spanish Segunda Division	0.98	1.56	32.13
424	436	Giresunspor	Turkish Turkcell Super Lig	1.06	1.68	32.06
425	422	1. FC Kaiserslautern	German 2. Bundesliga	1.02	1.65	31.68
426	423	Málaga	Spanish Segunda Division	0.79	1.34	31.59
427	424	Blackpool	English League Championship	1.06	1.70	31.56
428	426	Plymouth Argyle	English League One	1.02	1.66	31.45
429	428	Racing Santander	Spanish Segunda Division	0.85	1.44	31.24
430	431	Dijon FCO	French Ligue 2	0.85	1.44	31.13
431	429	Central Córdoba Santiago del Estero	Argentina Primera Division	0.87	1.47	31.07
432	430	Barracas Central	Argentina Primera Division	0.87	1.48	31.00
433	432	Zalgiris Vilnius	UEFA Europa Conference League	1.10	1.79	30.99
434	433	St Mirren	Scottish Premiership	0.95	1.58	30.98
435	435	Central Coast Mariners	Australian A-League	1.27	2.03	30.82
436	434	Union Santa Fe	Argentina Primera Division	0.85	1.46	30.80
437	437	Peterborough United	English League One	1.01	1.68	30.77
438	445	IFK Norrkoping	Swedish Allsvenskan	1.08	1.78	30.69
439	438	Derby County	English League One	0.94	1.60	30.60
440	439	FC Cartagena	Spanish Segunda Division	0.89	1.53	30.57
441	440	FC Vaduz	Swiss Raiffeisen Super League	0.96	1.63	30.56
442	441	Sporting Gijón	Spanish Segunda Division	0.85	1.48	30.46
443	442	KV Kortrijk	Belgian Jupiler League	1.08	1.80	30.40
444	447	Inter Miami CF	Major League Soccer	1.05	1.77	30.28
445	443	Kalmar FF	Swedish Allsvenskan	0.96	1.64	30.22
446	444	Reading	English League Championship	0.90	1.58	29.91
447	446	US Quevilly	French Ligue 2	0.96	1.66	29.83
448	448	Ascoli	Italy Serie B	0.84	1.50	29.62
449	449	SD Huesca	Spanish Segunda Division	0.73	1.36	29.43
450	457	Odd BK	Norwegian Tippeligaen	0.91	1.62	29.39
451	450	Kilmarnock	Scottish Premiership	0.91	1.63	29.31
452	451	St Johnstone	Scottish Premiership	0.88	1.58	29.23
453	452	OFI Crete	Greek Super League	0.90	1.62	29.20
454	453	Mirandes	Spanish Segunda Division	0.86	1.56	29.18
455	454	Valenciennes	French Ligue 2	0.90	1.62	29.08
456	455	Arminia Bielefeld	German 2. Bundesliga	1.14	1.96	29.04
457	456	1. FC Magdeburg	German 2. Bundesliga	1.08	1.88	28.89
458	458	Modena	Italy Serie B	0.92	1.67	28.78
459	459	Reggina	Italy Serie B	0.84	1.56	28.65
460	460	Rodez	French Ligue 2	0.75	1.44	28.47
461	461	HJK Helsinki	UEFA Europa League	0.94	1.71	28.47
462	462	Grenoble	French Ligue 2	0.61	1.23	28.32
463	463	Lyngby	Danish SAS-Ligaen	0.86	1.61	28.27
464	464	Guangzhou Evergrande	Chinese Super League	1.08	1.93	28.19
465	465	Portsmouth	English League One	0.82	1.57	28.06
466	466	SV Zulte Waregem	Belgian Jupiler League	1.35	2.32	27.95
467	467	Pau	French Ligue 2	0.92	1.75	27.53
468	468	Cittadella	Italy Serie B	0.70	1.42	27.52
469	472	Avispa Fukuoka	Japanese J League	0.78	1.56	27.26
470	469	Hannover 96	German 2. Bundesliga	1.07	1.98	27.15
471	488	Kashiwa Reysol	Japanese J League	0.91	1.75	27.13
472	470	Ross County	Scottish Premiership	0.92	1.76	27.12
473	471	Amiens	French Ligue 2	0.83	1.63	27.09
474	473	Orlando Pirates	South African ABSA Premier League	0.75	1.53	27.00
475	474	Spal	Italy Serie B	0.83	1.65	26.96
476	475	SD Ponferradina	Spanish Segunda Division	0.77	1.55	26.95
477	476	Perugia	Italy Serie B	0.84	1.67	26.91
478	478	Nimes	French Ligue 2	1.01	1.91	26.75
479	479	Atromitos	Greek Super League	0.71	1.48	26.69
480	484	Arsenal Sarandi	Argentina Primera Division	0.75	1.54	26.68
481	490	Stromsgodset	Norwegian Tippeligaen	0.99	1.89	26.68
482	477	San Antonio FC	United Soccer League	0.88	1.74	26.51
483	500	Kyoto Purple Sanga	Japanese J League	0.83	1.68	26.40
484	481	Burgos	Spanish Segunda Division	0.69	1.47	26.38
485	480	AIK	Swedish Allsvenskan	0.84	1.70	26.35
486	502	Gamba Osaka	Japanese J League	0.92	1.82	26.35
487	486	Stabaek	Norwegian Tippeligaen	0.94	1.85	26.27
488	482	Livingston	Scottish Premiership	0.83	1.69	26.09
489	483	Cashpoint SC Rheindorf Altach	Austrian T-Mobile Bundesliga	0.82	1.68	26.06
490	485	Sydney FC	Australian A-League	1.05	2.03	26.00
491	487	Ternana	Italy Serie B	0.85	1.74	25.79
492	491	Charlton Athletic	English League One	0.98	1.94	25.71
493	492	SV Ried	Austrian T-Mobile Bundesliga	0.87	1.80	25.40
494	493	Western Sydney FC	Australian A-League	0.99	1.97	25.37
495	489	Shonan Bellmare	Japanese J League	0.83	1.74	25.33
496	495	Laval	French Ligue 2	0.83	1.75	25.30
497	497	Benevento	Italy Serie B	0.77	1.67	25.04
498	498	Beijing Guoan	Chinese Super League	0.98	1.99	24.95
499	499	1. FC Nürnberg	German 2. Bundesliga	0.80	1.72	24.93
500	494	Louisville City FC	United Soccer League	0.83	1.77	24.85
501	501	Dundee Utd	Scottish Premiership	0.87	1.85	24.71
502	503	Wycombe Wanderers	English League One	0.78	1.72	24.47
503	509	Haugesund	Norwegian Tippeligaen	0.87	1.86	24.42
504	506	Annecy	French Ligue 2	0.79	1.75	24.36
505	507	Shanghai SIPG	Chinese Super League	0.90	1.92	24.26
506	508	Jahn Regensburg	German 2. Bundesliga	0.90	1.92	24.14
507	505	San Diego Loyal SC	United Soccer League	0.95	2.00	24.13
508	504	Tampa Bay Rowdies	United Soccer League	0.88	1.90	24.09
509	510	Pyunik Yerevan	UEFA Europa Conference League	0.87	1.90	23.79
510	496	IFK Goteborg	Swedish Allsvenskan	0.80	1.80	23.75
511	511	UD Ibiza	Spanish Segunda Division	0.71	1.66	23.58
512	513	Fleetwood Town	English League One	0.76	1.75	23.48
513	514	Hansa Rostock	German 2. Bundesliga	0.77	1.77	23.38
514	515	Sacramento Republic FC	United Soccer League	0.79	1.81	23.35
515	516	FC Khimki	Russian Premier Liga	0.82	1.87	23.26
516	517	KV Oostende	Belgian Jupiler League	1.02	2.18	23.17
517	518	Winterthur	Swiss Raiffeisen Super League	0.81	1.86	23.14
518	519	Brescia	Italy Serie B	0.74	1.74	23.07
519	520	Giannina	Greek Super League	0.72	1.72	23.02
520	521	AC Horsens	Danish SAS-Ligaen	0.88	1.98	22.85
521	522	Arizona United	United Soccer League	0.87	1.98	22.82
522	530	Memphis 901 FC	United Soccer League	0.95	2.10	22.78
523	523	Lincoln City	English League One	0.61	1.57	22.55
524	524	Eintracht Braunschweig	German 2. Bundesliga	0.88	2.02	22.44
525	525	Adelaide United	Australian A-League	1.06	2.30	22.25
526	512	Albirex Niigata	Japanese J League	0.82	1.93	22.21
527	526	Eupen	Belgian Jupiler League	0.98	2.19	22.18
528	527	Exeter City	English League One	0.85	1.98	22.10
529	528	Asteras Tripolis	Greek Super League	0.50	1.42	22.00
530	529	Sandefjord	Norwegian Tippeligaen	0.91	2.11	21.82
531	531	Melbourne Victory	Australian A-League	0.77	1.90	21.65
532	532	FC Sion	Swiss Raiffeisen Super League	0.96	2.19	21.60
533	539	IK Sirius	Swedish Allsvenskan	0.79	1.94	21.44
534	546	Colorado Springs Switchbacks FC	United Soccer League	0.77	1.92	21.37
535	534	Torpedo Moskow	Russian Premier Liga	0.72	1.86	20.97
536	535	Lugo	Spanish Segunda Division	0.58	1.64	20.79
537	536	Cosenza	Italy Serie B	0.54	1.57	20.68
538	537	Shamrock Rovers	UEFA Europa Conference League	0.69	1.84	20.63
539	533	Mjallby	Swedish Allsvenskan	0.57	1.64	20.52
540	538	Oxford United	English League One	0.64	1.76	20.42
541	540	Black Aces	South African ABSA Premier League	0.56	1.65	20.20
542	541	RFC Seraing	Belgian Jupiler League	0.75	1.98	20.07
543	543	Oakland Roots	United Soccer League	0.75	1.98	19.97
544	542	Brommapojkarna	Swedish Allsvenskan	0.70	1.91	19.85
545	544	Stellenbosch FC	South African ABSA Premier League	0.64	1.83	19.63
546	547	Volos NFC	Greek Super League	0.67	1.90	19.41
547	548	Burton Albion	English League One	0.74	2.01	19.29
548	545	Aalesund	Norwegian Tippeligaen	0.71	1.98	19.15
549	555	El Paso Locomotive FC	United Soccer League	0.72	2.00	19.06
550	549	Niort	French Ligue 2	0.71	1.98	19.04
551	550	Ionikos FC	Greek Super League	0.58	1.77	18.97
552	551	Levadiakos	Greek Super League	0.61	1.83	18.85
553	552	Shrewsbury Town	English League One	0.63	1.87	18.81
554	553	SuperSport United	South African ABSA Premier League	0.45	1.55	18.66
555	556	SV Sandhausen	German 2. Bundesliga	0.72	2.04	18.50
556	557	Shandong Luneng	Chinese Super League	0.82	2.22	18.50
557	558	Salford City	English League Two	0.78	2.16	18.49
558	559	Jiangsu Suning FC	Chinese Super League	0.71	2.04	18.37
559	560	Cheltenham Town	English League One	0.67	1.99	18.26
560	554	Gazisehir Gaziantep	Turkish Turkcell Super Lig	0.71	2.05	18.25
561	567	Halmstads BK	Swedish Allsvenskan	0.64	1.94	18.07
562	561	Mansfield Town	English League Two	0.71	2.08	17.84
563	563	Milton Keynes Dons	English League One	0.58	1.86	17.71
564	564	Panetolikos	Greek Super League	0.63	1.97	17.67
565	571	New Mexico United	United Soccer League	0.67	2.04	17.62
566	566	Yokohama FC	Japanese J League	0.65	2.00	17.62
567	568	Stockport County	English League Two	0.49	1.72	17.40
568	565	Hamarkamaratene	Norwegian Tippeligaen	0.68	2.08	17.21
569	570	IFK Värnamo	Swedish Allsvenskan	0.58	1.91	17.14
570	569	Pittsburgh Riverhounds	United Soccer League	0.51	1.82	16.68
571	572	Bristol Rovers	English League One	0.65	2.07	16.62
572	573	Western United	Australian A-League	0.77	2.30	16.55
573	574	Wellington Phoenix	Australian A-League	0.79	2.36	16.39
574	562	Orange County SC	United Soccer League	0.58	1.99	16.19
575	575	TS Galaxy	South African ABSA Premier League	0.37	1.59	16.04
576	576	Kaizer Chiefs	South African ABSA Premier League	0.46	1.76	16.03
577	577	Birmingham Legion FC	United Soccer League	0.66	2.19	15.73
578	578	Brisbane Roar	Australian A-League	0.60	2.07	15.70
579	579	Lamia	Greek Super League	0.47	1.85	15.27
580	580	Newcastle Jets	Australian A-League	0.68	2.28	15.09
581	582	Degerfors IF	Swedish Allsvenskan	0.68	2.29	15.04
582	581	Port Vale	English League One	0.61	2.16	15.03
583	583	AmaZulu	South African ABSA Premier League	0.40	1.81	14.30
584	584	Bradford City	English League Two	0.48	1.97	14.26
585	585	Swindon Town	English League Two	0.56	2.17	13.81
586	589	Miami FC	United Soccer League	0.53	2.11	13.81
587	586	Leyton Orient	English League Two	0.39	1.84	13.55
588	587	Carlisle United	English League Two	0.39	1.86	13.42
589	590	Morecambe	English League One	0.58	2.26	13.28
590	591	Golden Arrows	South African ABSA Premier League	0.43	1.97	13.15
591	592	Newport County	English League Two	0.49	2.11	13.05
592	588	Hatayspor	Turkish Turkcell Super Lig	0.58	2.29	13.01
593	593	Royal AM	South African ABSA Premier League	0.46	2.06	12.93
594	594	Perth Glory	Australian A-League	0.58	2.30	12.88
595	595	Sekhukhune United	South African ABSA Premier League	0.24	1.61	12.53
596	596	Cambridge United	English League One	0.40	1.98	12.42
597	597	Stevenage	English League Two	0.36	1.90	12.35
598	598	Northampton Town	English League Two	0.34	1.88	12.20
599	600	Hartford Athletic	United Soccer League	0.56	2.36	12.06
600	602	Monterey Bay	United Soccer League	0.47	2.17	11.99
601	599	Indy Eleven	United Soccer League	0.43	2.11	11.90
602	603	Tianjin Teda	Chinese Super League	0.50	2.26	11.80
603	604	Macarthur FC	Australian A-League	0.63	2.55	11.67
604	601	Varbergs BoIS FC	Swedish Allsvenskan	0.49	2.27	11.51
605	605	Charleston Battery	United Soccer League	0.45	2.22	11.22
606	607	Shanghai Greenland	Chinese Super League	0.56	2.47	11.13
607	608	Harrogate Town	English League Two	0.54	2.43	11.07
608	609	Moroka Swallows	South African ABSA Premier League	0.24	1.77	10.98
609	606	Tulsa Roughnecks	United Soccer League	0.49	2.37	10.76
610	614	Rio Grande Valley FC Toros	United Soccer League	0.41	2.21	10.72
611	610	Hebei China Fortune FC	Chinese Super League	0.50	2.43	10.52
612	611	Colchester United	English League Two	0.27	1.91	10.40
613	612	Henan Jianye	Chinese Super League	0.46	2.36	10.34
614	613	Las Vegas Lights FC	United Soccer League	0.41	2.26	10.19
615	615	Gillingham	English League Two	0.27	1.94	10.15
616	616	Dalian Aerbin	Chinese Super League	0.51	2.51	9.96
617	617	Tshakhuma Tsha Madzivhandila	South African ABSA Premier League	0.25	1.91	9.88
618	618	Guangzhou RF	Chinese Super League	0.66	2.86	9.74
619	619	Maritzburg Utd	South African ABSA Premier League	0.26	1.98	9.65
620	620	Accrington Stanley	English League One	0.39	2.28	9.56
621	621	Wuhan Zall	Chinese Super League	0.39	2.32	9.40
622	622	Crewe Alexandra	English League Two	0.36	2.25	9.33
623	623	Detroit City FC	United Soccer League	0.27	2.08	8.98
624	624	Richards Bay	South African ABSA Premier League	0.20	1.95	8.59
625	625	Rochdale	English League Two	0.36	2.40	8.31
626	626	Grimsby Town	English League Two	0.26	2.15	8.24
627	627	Chippa United	South African ABSA Premier League	0.25	2.16	8.13
628	628	Tranmere Rovers	English League Two	0.20	2.02	8.08
629	635	Loudoun United FC	United Soccer League	0.36	2.47	7.86
630	629	Tianjin Quanujian	Chinese Super League	0.37	2.51	7.83
631	630	Barrow	English League Two	0.20	2.06	7.76
632	631	Shenzhen FC	Chinese Super League	0.40	2.60	7.73
633	632	Chongqing Lifan	Chinese Super League	0.30	2.35	7.66
634	633	Hartlepool	English League Two	0.38	2.56	7.61
635	634	Walsall	English League Two	0.20	2.11	7.49
636	636	Sutton United	English League Two	0.23	2.26	7.02
637	637	AFC Wimbledon	English League Two	0.24	2.30	6.96
638	638	Doncaster Rovers	English League Two	0.20	2.35	6.06
639	639	Forest Green Rovers	English League One	0.20	2.38	5.91
640	640	Crawley Town	English League Two	0.20	2.41	5.75
641	641	Guizhou Renhe	Chinese Super League	0.20	2.61	4.86

ggplot(glb_intl_rk, aes(x = league)) +
  geom_bar() + scale_x_discrete(guide = guide_axis(angle = 90))

Club Soccer Predictions

Atta Boateng

02-04-2024

Overview

Conclusion