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Japan J-League

[8] Kawasaki Frontale 5
3 Machida Zelvia [4]

Round: 28
  • Estadísticas en vivo
  • Diagramas
  • Posibilidades
  • Lineups
  • Información de equipos
  • Casa Anterior
  • Fuera Anterior
  • H2H
  • Comparison
  • Ai Assistant

Lineups

Lineup

4-2-3-1 3-4-2-1
98 - Louis Yamaguchi Tatsuya Morita - 13
31 - Sai Van Wermeskerken Ibrahim Dresevic - 5
22 - Filip Uremovic Gen Shoji - 3
5 - Asahi Sasaki Yuta Nakayama - 19
13 - Sota Miura Henry Heroki Mochizuki - 6
19 - So Kawahara Hiroyuki Mae - 16
6 - Yuki Yamamoto Hokuto Shimoda - 18
17 - Tatsuya Ito Kotaro Hayashi - 26
14 - Yasuto Wakizaka Na Sang-ho - 10
8 - Kento Tachibanada Yuki Soma - 7
9 - Erison Shota Fujio - 9

Substitutes

29 - Toya Myogan Oh Se-Hun - 90
24 - Ten Miyagi Mitchell Duke - 15
39 - Kaito Tsuchiya Yoshiaki Arai - 44
38 - Soma Kanda Ryohei Shirasaki - 23
27 - Ryota Kamihashi Neta Lavi - 31
1 - Jung Sung-Ryong Takaya Numata - 22
23 - Marcinho Takuma Nishimura - 20
30 - Hiroto Noda Asahi Masuyama - 11
4 - Jesiel Keiya Sento - 8
  • Principal (5)
Mostrar las estadísticas de la 1ª mitad
Fecha Casa Puntuación Visitante 1x2 Soltar Inicio Handicap asiático Linea de gol Corners asiáticos Ataques peligrosos Remates totales Remates a portería Corner     
17-05-2026 10:00 1 [6] Kawasaki Frontale 6 - 5 Machida Zelvia [3] 1
S: - 3.40 ?
K: ?3.00 -
 0%
?
1.900
-
?
?
2.000, 1.800
?-?

20-4

?-?

9-2

Abrir una sola página
28-03-2026 5:00 1 1 [3] Machida Zelvia 1 - 1 Kawasaki Frontale [6]
S: - 3.50 ?
K: ?3.75 -
 14%
?
2.000
-
?
?
1.850, 1.950
?-?

10-9

?-?

3-3

Abrir una sola página
06-04-2025 5:00 2 [2] Machida Zelvia 2 - 2 Kawasaki Frontale [3]
S: - 3.20 ?
K: ?3.20 -
 14%
?
1.925
-
?
?
1.900, 1.900
?-?

10-16

?-?

4-6

Abrir una sola página
05-10-2024 6:00 1 [3] Machida Zelvia 1 - 4 Kawasaki Frontale [12]
S: - 3.50 ?
K: ?3.40 -
 0%
?
1.875
-
?
?
2.000, 1.800
?-?

9-28

?-?

4-4

Abrir una sola página
07-04-2024 6:00 2 [13] Kawasaki Frontale 0 - 1 Machida Zelvia [1] 1 2
S: - 3.25 ?
K: ?3.10 -
 4%
?
1.900
-
?
?
1.925, 1.875
?-?

17-10

?-?

8-5

Abrir una sola página
Kawasaki Frontale Machida Zelvia
913 - 21st Shot Off Target - Machida Zelvia
Corner 912 - 9th Corner - Machida Zelvia
912 - 20th Shot Off Target - Machida Zelvia
910 - 19th Shot Off Target - Kawasaki Frontale
910 - 11th Shot On Target - Kawasaki Frontale
910 - 7th Assist - Kawasaki Frontale
910 - 3rd Yellow Card - Kawasaki Frontale
910 - 18th Shot Off Target - Kawasaki Frontale
Goal 99 - 8th Goal - Kawasaki Frontale
96 - 17th Shot Off Target - Machida Zelvia
96 - 16th Shot Off Target - Machida Zelvia
96 - 10th Shot On Target - Machida Zelvia
Corner 98 - 8th Corner - Machida Zelvia
Corner 95 - 7th Corner - Machida Zelvia
Corner 87 - 6th Corner - Kawasaki Frontale
Substitution 85 - Substitution - Machida Zelvia
86 - 15th Shot Off Target - Kawasaki Frontale
Substitution 85 - Substitution - Machida Zelvia
83 - 2nd Yellow Card - Machida Zelvia
Substitution 80 - Substitution - Kawasaki Frontale
78 - 9th Shot On Target - Kawasaki Frontale
78 - 6th Assist - Kawasaki Frontale
Goal 78 - 7th Goal - Kawasaki Frontale
Substitution 77 - Substitution - Machida Zelvia
Substitution 75 - Substitution - Kawasaki Frontale
72 - 5th Assist - Machida Zelvia
72 - 8th Shot On Target - Machida Zelvia
Goal 71 - 6th Goal - Machida Zelvia
67 - 14th Shot Off Target - Machida Zelvia
65 - 7th Shot On Target - Kawasaki Frontale
65 - 4th Assist - Kawasaki Frontale
Goal 65 - 5th Goal - Kawasaki Frontale
64 - 13th Shot Off Target - Machida Zelvia
64 - 12th Shot Off Target - Kawasaki Frontale
Corner 63 - 5th Corner - Kawasaki Frontale
Substitution 60 - Substitution - Machida Zelvia
Substitution 62 - Substitution - Kawasaki Frontale
Substitution 60 - Substitution - Machida Zelvia
59 - 2nd Yellow Card - Machida Zelvia
57 - 11th Shot Off Target - Kawasaki Frontale
Corner 57 - 4th Corner - Kawasaki Frontale
Corner 52 - 3rd Corner - Machida Zelvia
52 - 6th Shot On Target - Machida Zelvia
Substitution 46 - Substitution - Kawasaki Frontale
45+5 - 10th Shot Off Target - Machida Zelvia
45+4 - 5th Shot On Target - Kawasaki Frontale
45+4 - 3rd Assist - Kawasaki Frontale
Goal 45+4 - 4th Goal - Kawasaki Frontale
44 - 9th Shot Off Target - Kawasaki Frontale
Corner 44 - 2nd Corner - Kawasaki Frontale
42 - 8th Shot Off Target - Machida Zelvia
42 - 4th Shot On Target - Machida Zelvia
39 - 7th Shot Off Target - Kawasaki Frontale
36 - 3rd Shot On Target - Machida Zelvia
Goal 36 - 3rd Goal - Machida Zelvia
34 - 6th Shot Off Target - Machida Zelvia
31 - 5th Shot Off Target - Kawasaki Frontale
28 - 2nd Assist - Machida Zelvia
28 - 2nd Shot On Target - Machida Zelvia
Goal 28 - 2nd Goal - Machida Zelvia
Corner 26 - 1st Corner - Machida Zelvia
20 - 1st Shot On Target - Kawasaki Frontale
20 - 1st Assist - Kawasaki Frontale
Goal 20 - 1st Goal - Kawasaki Frontale
16 - 4th Shot Off Target - Machida Zelvia
14 - 3rd Shot Off Target - Kawasaki Frontale
14 - 2nd Shot Off Target - Machida Zelvia
12 - 1st Shot Off Target - Kawasaki Frontale
4 - 1st Offside - Kawasaki Frontale
  • Actual
  • 1st Half
  • 2nd Half
  • Últimos 5
  • Últimos 10
  • Últimos 15
  • Últimos 20
  • Últimos 25
  • Desde el último gol
Full-Time xG Corner Penaltis Sustituciones Offsides Saves Shots Blocked Fouls Ball Safe Injures Goles
Kawasaki Frontale 2.46 4 1 0 0 4 2 3 1 4 72 1 5
Machida Zelvia 1.65 5 2 0 0 5 0 0 2 5 62 0 3
48%
Posesión
52%
6
Remates a portería
6
8
Remates fuera de la portería
9
78
Ataques
109
?
Ataques peligrosos
?
12:08 - 1x2: 1.025 17.000 501.000
12:07 - Asian Handicap: (0) 2.850, 1.400
12:07 - Goal Line: (7.5) 8.100, 1.085
Últimos 15 minutos Corner Penaltis Sustituciones Goles
Kawasaki Frontale 1 1 0 0 0 2
Machida Zelvia 3 1 0 0 3 0
-
Posesión
-
2
Remates a portería
1
1
Remates fuera de la portería
3
14
Ataques
22
?
Ataques peligrosos
?
1st Half Corner Penaltis Sustituciones Goles
Kawasaki Frontale 1 0 0 0 1 2
Machida Zelvia 1 0 0 0 0 2
-
Posesión
-
3
Remates a portería
3
5
Remates fuera de la portería
4
44
Ataques
54
?
Ataques peligrosos
?
2ª mitad Corner Penaltis Sustituciones Goles
Kawasaki Frontale 3 1 0 0 3 3
Machida Zelvia 4 2 0 0 1 1
-
Posesión
-
3
Remates a portería
3
3
Remates fuera de la portería
5
34
Ataques
55
?
Ataques peligrosos
?
Last 5 minutes Corner Penaltis Sustituciones Goles
Kawasaki Frontale 1 1 0 0 0 1
Machida Zelvia 3 0 0 0 1 0
-
Posesión
-
1
Remates a portería
1
1
Remates fuera de la portería
3
10
Ataques
16
?
Ataques peligrosos
?
Last 10 minutes Corner Penaltis Sustituciones Goles
Kawasaki Frontale 1 1 0 0 0 1
Machida Zelvia 3 1 0 0 0 0
-
Posesión
-
1
Remates a portería
1
1
Remates fuera de la portería
3
11
Ataques
18
?
Ataques peligrosos
?
Últimos 15 minutos Corner Penaltis Sustituciones Goles
Kawasaki Frontale 1 1 0 0 2 2
Machida Zelvia 3 1 0 0 3 0
-
Posesión
-
2
Remates a portería
1
1
Remates fuera de la portería
3
14
Ataques
22
?
Ataques peligrosos
?
Last 20 minutes Corner Penaltis Sustituciones Goles
Kawasaki Frontale 1 1 0 0 2 2
Machida Zelvia 3 1 0 0 3 0
-
Posesión
-
2
Remates a portería
1
1
Remates fuera de la portería
3
22
Ataques
27
?
Ataques peligrosos
?
Last 25 minutes Corner Penaltis Sustituciones Goles
Kawasaki Frontale 1 1 0 0 2 2
Machida Zelvia 3 1 0 0 1 1
-
Posesión
-
2
Remates a portería
2
1
Remates fuera de la portería
4
25
Ataques
34
?
Ataques peligrosos
?
Desde el último gol Corner Penaltis Sustituciones Goles
Kawasaki Frontale 0 0 0 0 0 0
Machida Zelvia 0 0 0 0 0 0
-
Posesión
-
0
Remates a portería
0
0
Remates fuera de la portería
0
0
Ataques
0
?
Ataques peligrosos
?
12:08 - 1x2: 1.025 17.000 501.000
12:07 - Asian Handicap: (0) 2.850, 1.400
12:07 - Goal Line: (7.5) 8.100, 1.085

1X2 probabilidades

Ataques peligrosos

Remates a portería

Remates fuera de la portería

Posesión

Ataques

Estadísticas basadas en la última partidos

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Japan J-League

  • Overall
  • Casa
  • Visitante

West

P Equipo W D L Goles PO
1 Vissel Kobe 9 6 3 27:21 35
2 Nagoya Grampus 8 5 5 31:28 31
3 Sanfrecce Hiroshima 8 4 6 29:21 30
4 Cerezo Osaka 6 6 5 23:17 28
5 Fagiano Okayama 6 6 5 22:22 26
6 Gamba Osaka 4 8 5 24:21 25
7 Shimizu S-Pulse 4 8 5 18:19 24
8 V-Varen Nagasaki 6 2 9 20:27 21
9 Avispa Fukuoka 3 8 7 17:27 21
10 Kyoto Sanga FC 4 5 8 18:26 20

East

P Equipo W D L Goles PO
1 Kashima Antlers 12 4 1 28:9 42
2 FC Tokyo 9 6 2 28:15 37
3 Machida Zelvia 8 8 2 23:19 37
4 Tokyo Verdy 7 4 6 19:19 28
5 Urawa Red Diamonds 7 4 7 25:18 25
6 Kawasaki Frontale 6 4 7 20:26 25
7 Mito Hollyhock 2 8 7 18:32 18
8 Kashiwa Reysol 5 1 11 17:22 17
9 Yokohama F-Marinos 5 2 10 22:29 17
10 JEF Utd Chiba 3 3 11 16:27 12

West

P Equipo W D L Goles PO
1 Vissel Kobe 6 2 1 14:9 20
2 Nagoya Grampus 5 2 2 15:11 18
3 Sanfrecce Hiroshima 4 3 2 14:9 17
4 Cerezo Osaka 3 4 2 16:9 16
5 Gamba Osaka 3 3 3 15:10 14
6 Fagiano Okayama 4 1 3 9:8 14
7 Shimizu S-Pulse 2 4 2 9:9 13
8 V-Varen Nagasaki 3 2 4 10:14 12
9 Avispa Fukuoka 1 5 3 9:15 12
10 Kyoto Sanga FC 2 3 3 12:12 11

East

P Equipo W D L Goles PO
1 Kashima Antlers 7 1 0 13:2 23
2 Tokyo Verdy 5 2 1 10:6 19
3 Machida Zelvia 4 3 2 9:10 18
4 FC Tokyo 4 3 2 14:10 17
5 Kawasaki Frontale 4 2 3 15:18 16
6 Urawa Red Diamonds 3 3 3 13:10 12
7 Mito Hollyhock 2 4 2 9:10 12
8 Kashiwa Reysol 3 0 5 9:8 9
9 Yokohama F-Marinos 2 2 5 11:15 8
10 JEF Utd Chiba 2 2 5 17:24 8

West

P Equipo W D L Goles PO
1 Vissel Kobe 3 4 2 13:12 15
2 Sanfrecce Hiroshima 4 1 4 15:12 13
3 Nagoya Grampus 3 3 3 16:17 13
4 Fagiano Okayama 2 5 2 13:14 12
5 Cerezo Osaka 3 2 3 7:8 12
6 Shimizu S-Pulse 2 4 3 9:10 11
7 Gamba Osaka 1 5 2 9:11 11
8 V-Varen Nagasaki 3 0 5 10:13 9
9 Avispa Fukuoka 2 3 4 8:12 9
10 Kyoto Sanga FC 2 2 5 6:14 9

East

P Equipo W D L Goles PO
1 FC Tokyo 5 3 0 14:5 20
2 Kashima Antlers 5 3 1 15:7 19
3 Machida Zelvia 4 5 0 14:9 19
4 Urawa Red Diamonds 4 1 4 12:8 13
5 Kawasaki Frontale 2 2 4 14:16 9
6 Yokohama F-Marinos 3 0 5 11:14 9
7 Tokyo Verdy 2 2 5 9:13 9
8 Kashiwa Reysol 2 1 6 8:14 8
9 Mito Hollyhock 0 4 5 9:22 6
10 JEF Utd Chiba 1 1 6 7:12 4

AFC Champions League Elite

  • Overall
  • Casa
  • Visitante

AFC Champions League Elite 25/26, West

P Equipo W D L Goles PO
1 Al Hilal Riyadh 7 1 0 17:6 22
2 Al Ahli Jeddah 5 2 1 21:9 17
3 Tractor Sazi 5 2 1 12:4 17
4 Al Ittihad Jeddah 5 0 3 22:9 15
5 Al Wahda Abu Dhabi 4 2 2 11:7 14
6 Shabab Al Ahli Dubai 3 2 3 14:14 11
7 Al Duhail 2 2 4 16:16 8
8 Al Sadd 2 2 4 12:16 8
9 Sharjah SCC 2 2 4 8:16 8
10 Al Gharafa 2 0 6 7:21 6
11 Al Shorta SC 1 2 5 6:20 5
12 Nasaf Qarshi 1 1 6 9:17 4

AFC Champions League Elite 25/26, East

P Equipo W D L Goles PO
1 Machida Zelvia 5 2 1 15:7 17
2 Vissel Kobe 5 1 2 14:7 16
3 Sanfrecce Hiroshima 4 3 1 10:6 15
4 Buriram United 4 2 2 10:8 14
5 Melbourne City 4 2 2 9:7 14
6 Johor Darul Takzim 3 2 3 8:7 11
7 FC Seoul 2 4 2 10:9 10
8 Gangwon FC 2 3 3 9:11 9
9 Ulsan HD 2 3 3 6:8 9
10 Chengdu Rongcheng 1 3 4 7:11 6
11 Shanghai Shenhua 1 1 6 5:13 4
12 Shanghai Port 0 4 4 2:11 4

AFC Champions League Elite 25/26, West

P Equipo W D L Goles PO
1 Al Hilal Riyadh 4 0 0 11:3 12
2 Al Wahda Abu Dhabi 3 1 0 8:3 10
3 Al Ittihad Jeddah 3 0 1 11:1 9
4 Al Ahli Jeddah 3 0 1 12:6 9
5 Al Duhail 2 2 0 11:6 8
6 Shabab Al Ahli Dubai 2 2 0 7:2 8
7 Tractor Sazi 2 1 1 3:3 7
8 Al Gharafa 2 0 2 4:4 6
9 Al Sadd 1 1 2 7:9 4
10 Al Shorta SC 1 1 2 5:12 4
11 Sharjah SCC 1 0 3 5:11 3
12 Nasaf Qarshi 0 1 3 4:7 1

AFC Champions League Elite 25/26, East

P Equipo W D L Goles PO
1 Buriram United 3 1 0 8:3 10
2 Vissel Kobe 3 1 0 6:2 10
3 Sanfrecce Hiroshima 3 1 0 5:2 10
4 Johor Darul Takzim 2 2 0 4:1 8
5 Machida Zelvia 2 1 1 8:6 7
6 Melbourne City 2 1 1 4:3 7
6 Ulsan HD 2 1 1 4:3 7
8 Gangwon FC 2 1 1 7:7 7
9 FC Seoul 1 3 0 6:3 6
10 Shanghai Shenhua 1 1 2 3:5 4
11 Chengdu Rongcheng 1 1 2 2:4 4
12 Shanghai Port 0 1 3 1:8 1

AFC Champions League Elite 25/26, West

P Equipo W D L Goles PO
1 Tractor Sazi 3 1 0 9:1 10
2 Al Hilal Riyadh 3 1 0 6:3 10
3 Al Ahli Jeddah 2 2 0 9:3 8
4 Al Ittihad Jeddah 2 0 2 11:8 6
5 Sharjah SCC 1 2 1 3:5 5
6 Al Wahda Abu Dhabi 1 1 2 3:4 4
7 Al Sadd 1 1 2 5:7 4
8 Shabab Al Ahli Dubai 1 0 3 7:12 3
9 Nasaf Qarshi 1 0 3 5:10 3
10 Al Shorta SC 0 1 3 1:8 1
11 Al Duhail 0 0 4 5:10 0
12 Al Gharafa 0 0 4 3:17 0

AFC Champions League Elite 25/26, East

P Equipo W D L Goles PO
1 Machida Zelvia 3 1 0 7:1 10
2 Melbourne City 2 1 1 5:4 7
3 Vissel Kobe 2 0 2 8:5 6
4 Sanfrecce Hiroshima 1 2 1 5:4 5
5 FC Seoul 1 1 2 4:6 4
6 Buriram United 1 1 2 2:5 4
7 Johor Darul Takzim 1 0 3 4:6 3
8 Shanghai Port 0 3 1 1:3 3
9 Chengdu Rongcheng 0 2 2 5:7 2
10 Gangwon FC 0 2 2 2:4 2
11 Ulsan HD 0 2 2 2:5 2
12 Shanghai Shenhua 0 0 4 2:8 0
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Datasets to include

Likelihood Statistics
Previous Matches
Mutual Games
Head to Head
Scoring and Conceding Statistics
Averages
Variance Statistics
Comeback and Winning factors
Odds
Live Match Statistics and Events
Pregame recommendation: **Bet:** Machida Zelvia -0.25 **Winning Probability:** 70% **Odds:** 1.9 **Reasoning:** Machida Zelvia is in exceptional form, with 10 consecutive wins, and ranks as the best away team in the league. Kawasaki Frontale's performance is inconsistent. Machida has also won 8 of their last 10 Asian Handicap bets, indicating they consistently outperform market expectations.

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  • In-Play Integration: Now includes xG stats directly in the likelihood stats column for even more insights

Combine Likelihood Stats with live statistics to avoid situations where real-time stats aren't backed up by historical performance. This dual approach helps identify genuinely profitable betting opportunities rather than statistical anomalies.

What are Variance Stats and how do they identify mispriced teams?

Variance Stats (also called Error Stats) show the average difference from starting lines, helping you identify mispriced teams in seconds:

  • Asian Handicap Variance: Shows which teams consistently outperform or underperform their handicap lines
  • Goal Line Variance: Identifies teams whose matches regularly go over or under expected totals
  • Asian Corners Variance: Reveals teams that generate more or fewer corners than bookmakers expect
  • Quick Identification: Find the most mispriced teams in your league or competition instantly

Variance Stats help you exploit consistent market inefficiencies by showing which teams the bookmakers systematically misprice across the most popular betting markets.

What is the Pressure Index and how is it calculated?

The Pressure Index is a composite statistic that measures which team is dominating a match by combining multiple attacking metrics:

  • Dangerous Attacks: Genuine scoring opportunities where the attacking team gets into dangerous positions
  • Total Shots: All shot attempts including both on-target and off-target efforts
  • Corners: Corner kicks awarded, indicating sustained attacking pressure
  • Percentage Display: Shows as a percentage (e.g., 66% means one team has twice the combined attacking stats)

Use Pressure Index in custom notifications to identify matches where one team is dominating but hasn't scored yet. For example, a notification for home teams with 66%+ Pressure Index while losing 1-0 achieved a 71% win rate in backtesting across 100,000 games.

What subscription plans does BetBallers offer and what features are included?

BetBallers offers a free trial and multiple subscription tiers to suit different betting needs:

  • Free 2-Day Trial: €4.90 - Test all features with full access for 2 days
  • 1-Month Gold-Baller: €29.99 - Full access to all features including AI Assistant and backtesting system
  • 6-Month Gold-Baller: €149.90 - Extended subscription with significant savings per month

All Gold-Baller subscriptions include:

  • Live scores and in-play statistics for all major leagues
  • Custom notification system with unlimited alerts
  • Backtesting system (100,000 games analysis)
  • AI Assistant for schedule and live match analysis
  • Likelihood Stats with color-coding for all markets
  • Variance Stats for Asian Handicap, Goal Line, and Corners
  • Comeback Factor and Pressure Index statistics
  • xG Stats on match and in-play pages

Note: The 2-day trial does not include access to the backtesting system. Backtesting is only available with 1, 3, or 6-month Gold-Baller subscriptions.

What are xG (Expected Goals) stats and how can I use them for betting?

Expected Goals (xG) is an advanced metric that measures the quality of scoring chances by calculating the probability that a shot will result in a goal:

  • Available on Multiple Pages: View xG stats on both the match page and the in-play page for comprehensive analysis
  • Likelihood Stats Integration: Enable xG display to see these valuable insights directly in the likelihood stats column during live matches
  • Quality vs Quantity: xG reveals whether a team is creating genuine scoring opportunities or just accumulating low-quality shots
  • Value Betting Indicator: When a team has high xG but hasn't scored, it often indicates the score doesn't reflect match dominance

How to use xG for in-play betting:

  • Compare xG to actual score - if Team A has 2.3 xG but is losing 0-1, they may be unlucky and due for goals
  • Look for xG gaps between teams - a 1.5+ xG difference suggests one team is creating significantly better chances
  • Combine with Pressure Index - high xG plus 66%+ Pressure Index confirms genuine dominance
  • Use in notifications - create alerts for matches where xG doesn't match the scoreline for value betting opportunities

xG stats were added to the in-play page in August 2024, making BetBallers one of the few platforms to provide real-time expected goals data during live matches for immediate betting decisions.

How do I create effective custom notifications using BetBallers?

Creating effective custom notifications involves combining different statistics and using the backtesting system to validate profitability:

  • Mix Different Stats: Combine real-time stats, likelihood stats, averages, and odds for more accurate filtering
  • Use Likelihood Validation: Include likelihood stats to ensure real-time performance is backed by historical patterns
  • Test Thoroughly: Run backtests on your notifications to validate profitability across 100,000 historical matches
  • Refine and Iterate: If results are unsatisfactory, tweak your rules and run backtests again until you find winning combinations
  • Filter Results: Use filters to exclude games with incomplete stats or where goals were scored within 2 minutes of notification

Example winning notification:

Home underdog, losing by 1 goal, with 66%+ Pressure Index, current Asian Handicap +0.5 (minimum odds 1.80), and kick-off 1X2 odds under 5.00. This achieved 71% win rate (52 wins from 73 matches).

Fine-tuning takes time, but the backtesting system dramatically speeds up the process by providing instant validation instead of waiting months for real-world results.