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Brazil Campeonato Paulista

[9] Mirassol 1
1 Gremio Novorizontino [1]

Round: 6
  • Statistiques en direct
  • Graphiques
  • Cotes
  • Lineups
  • Infos équipes
  • Domicile Précédent
  • Extérieur Précédent
  • H2H
  • Comparison
  • Ai Assistant

Lineups

Lineup

4-3-3 4-2-3-1
22 - Walter Jordi - 93
32 - Igor Formiga Alexis Alvarino - 22
4 - Luiz Otavio Gabriel Bahia - 26
3 - Willian Machado Eduardo Schroeder Brock - 14
14 - Igor Carius Mayk - 77
25 - Neto Moura Luis Oyama - 6
21 - Jose Aldo Matheus Henrique Bianqui - 17
7 - Shaylon Helio - 41
17 - Everton Galdino Romulo - 10
78 - Renato Marques Maykon Kesley de Jesus Ramalho - 66
70 - Rodrigo Farofa Robson - 11

Substitutes

10 - Chico Kim Alemao - 21
9 - Nathan Fogaca Jhones Kaue Almeida dos Santos - 23
23 - Alex Muralha Bruno Santana Vitorio - 27
35 - Luiz Silva Diego Henrique Galo da Silva - 19
90 - Thomazella Luiz Otavio Maria - 15
5 - Yuri Jhilmar Lora - 24
8 - Denilson Alves Borges Cesar Augusto - 31
11 - Negueba Jardiel - 40
2 - Lucas Oliveira Patrick Marcos de Sousa Freitas - 4
96 - Carlos Eduardo Juninho - 50
97 - Rodrigues Vinicius Paiva - 16
26 - Lucas Mugni Nicolas Mores da Cruz - 30
  • Principale (5)
Afficher les statistiques de la 1ere mi-temps
Date Domicile Score Extérieure 1x2 Dépôt Handicap Asiatique a domicile Ligne de but Corners asiatiques Dangereuses Attaques Nombre total de tirs Tirs cadrés Corners     
17-02-2025 23:00 5 [2] Gremio Novorizontino 2 - 1 Mirassol [2] 2
S: - 3.10 ?
K: ?3.25 -
 4%
?
2.050
-
?
?
1.950, 1.850
?-?

17-8

?-?

4-2

Ouvrir une seule page
19-10-2024 20:00 3 [4] Mirassol 1 - 0 Gremio Novorizontino [2] 3
S: - 2.80 ?
K: ?3.00 -
 4%
?
1.825
-
?
?
1.900, 1.900
?-?

6-15

?-?

9-4

Ouvrir une seule page
02-07-2024 23:00 7 1 [11] Gremio Novorizontino 1 - 1 Mirassol [10] 3
S: - 2.90 ?
K: ?2.75 -
 12%
?
2.050
-
?
?
1.850, 1.950
?-?

8-12

?-?

2-6

Ouvrir une seule page
28-01-2024 22:00 1 [3] Mirassol 1 - 1 Gremio Novorizontino [4] 3
S: - 3.10 ?
K: ?3.00 -
 6%
?
1.950
-
?
?
1.825, 1.975
?-?

15-11

?-?

8-5

Ouvrir une seule page
11-08-2023 22:00 1 1 [3] Gremio Novorizontino 2 - 1 Mirassol [8] 1 2
S: - 3.00 ?
K: ?3.50 -
 54%
?
2.050
-
?
?
1.925, 1.875
?-?

10-12

?-?

1-6

Ouvrir une seule page
Mirassol Gremio Novorizontino
Substitution 90 - Substitution - Gremio Novorizontino
Substitution 90 - Substitution - Gremio Novorizontino
96 - 20th Shot Off Target - Mirassol
95 - 19th Shot Off Target - Gremio Novorizontino
92 - 18th Shot Off Target - Mirassol
92 - 7th Shot On Target - Mirassol
Goal 92 - 2nd Goal - Mirassol
Substitution 82 - Substitution - Gremio Novorizontino
Substitution 77 - Substitution - Mirassol
Corner 87 - 8th Corner - Mirassol
86 - 6th Shot On Target - Mirassol
82 - 4th Yellow Card - Mirassol
81 - 17th Shot Off Target - Gremio Novorizontino
80 - 3rd Offside - Mirassol
77 - 16th Shot Off Target - Mirassol
75 - 3rd Yellow Card - Gremio Novorizontino
75 - 2nd Yellow Card - Gremio Novorizontino
Corner 75 - 7th Corner - Gremio Novorizontino
Corner 75 - 6th Corner - Gremio Novorizontino
Substitution 62 - Substitution - Gremio Novorizontino
72 - 5th Shot On Target - Mirassol
70 - 15th Shot Off Target - Mirassol
Substitution 46 - Substitution - Mirassol
Substitution 46 - Substitution - Mirassol
67 - 14th Shot Off Target - Mirassol
Substitution 46 - Substitution - Mirassol
Substitution 46 - Substitution - Mirassol
62 - 13th Shot Off Target - Mirassol
59 - 12th Shot Off Target - Mirassol
56 - 11th Shot Off Target - Mirassol
41 - 4th Shot On Target - Mirassol
41 - 4th Shot On Target - Mirassol
41 - 10th Shot Off Target - Mirassol
Corner 41 - 5th Corner - Mirassol
Corner 40 - 4th Corner - Mirassol
22 - 9th Shot Off Target - Mirassol
34 - 3rd Shot On Target - Mirassol
32 - 2nd Shot On Target - Mirassol
27 - 8th Shot Off Target - Mirassol
Corner 27 - 3rd Corner - Mirassol
23 - 7th Shot Off Target - Mirassol
16 - 1st Shot On Target - Gremio Novorizontino
Goal 16 - 1st Goal - Gremio Novorizontino
15 - 6th Shot Off Target - Gremio Novorizontino
14 - 1st Yellow Card - Mirassol
13 - 2nd Offside - Gremio Novorizontino
11 - 5th Shot Off Target - Mirassol
Corner 11 - 2nd Corner - Mirassol
11 - 4th Shot Off Target - Mirassol
6 - 3rd Shot Off Target - Gremio Novorizontino
5 - 2nd Shot Off Target - Gremio Novorizontino
4 - 1st Shot Off Target - Gremio Novorizontino
Corner 4 - 1st Corner - Gremio Novorizontino
2 - 1st Offside - Gremio Novorizontino
  • Courant
  • 1st Half
  • 2nd Half
  • Dernières 5
  • Dernières 10
  • Dernières 15
  • Depuis le dernier but
Full-Time xG Corners Penalties Substitutions Offsides Saves Shots Blocked Fouls Ball Safe Injures Buts
Mirassol 1.89 5 2 0 0 5 0 0 3 11 46 0 1
Gremio Novorizontino 0.81 3 2 0 0 4 1 5 2 6 37 1 1
70%
Possession
30%
4
Tirs cadrés
1
5
Tirs non cadrés
5
38
Attaques
47
?
Dangereuses Attaques
?
18:51 - 1x2: - - -
18:44 - Asian Handicap: (0) -, -
18:46 - Goal Line: (2.5) -, -
Dernières 15 minutes Corners Penalties Substitutions Buts
Mirassol 1 0 0 0 1 1
Gremio Novorizontino 0 0 0 0 3 0
-
Possession
-
1
Tirs cadrés
0
0
Tirs non cadrés
0
0
Attaques
0
?
Dangereuses Attaques
?
1st Half Corners Penalties Substitutions Buts
Mirassol 4 1 0 0 4 0
Gremio Novorizontino 1 2 0 0 1 1
-
Possession
-
3
Tirs cadrés
1
5
Tirs non cadrés
5
38
Attaques
47
?
Dangereuses Attaques
?
2ème mi-temps Corners Penalties Substitutions Buts
Mirassol 1 1 0 0 1 1
Gremio Novorizontino 2 0 0 0 0 0
-
Possession
-
1
Tirs cadrés
0
0
Tirs non cadrés
0
0
Attaques
0
?
Dangereuses Attaques
?
Last 5 minutes Corners Penalties Substitutions Buts
Mirassol 0 0 0 0 0 0
Gremio Novorizontino 0 0 0 0 2 0
-
Possession
-
0
Tirs cadrés
0
0
Tirs non cadrés
0
0
Attaques
0
?
Dangereuses Attaques
?
Last 10 minutes Corners Penalties Substitutions Buts
Mirassol 0 0 0 0 1 1
Gremio Novorizontino 0 0 0 0 0 0
-
Possession
-
1
Tirs cadrés
0
0
Tirs non cadrés
0
0
Attaques
0
?
Dangereuses Attaques
?
Dernières 15 minutes Corners Penalties Substitutions Buts
Mirassol 1 0 0 0 1 1
Gremio Novorizontino 0 0 0 0 3 0
-
Possession
-
1
Tirs cadrés
0
0
Tirs non cadrés
0
0
Attaques
0
?
Dangereuses Attaques
?
Depuis le dernier but Corners Penalties Substitutions Buts
Mirassol 0 0 0 0 0 1
Gremio Novorizontino 0 0 0 0 2 0
-
Possession
-
1
Tirs cadrés
0
0
Tirs non cadrés
0
0
Attaques
0
?
Dangereuses Attaques
?
18:51 - 1x2: - - -
18:44 - Asian Handicap: (0) -, -
18:46 - Goal Line: (2.5) -, -

1X2 Cotes

Dangereuses Attaques

Tirs cadrés

Tirs non cadrés

Possession

Attaques

Statistiques basées sur les dernières jeux

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Brazil Serie A

  • Overall
  • Domicile
  • Extérieure

Brasileiro Serie A 2026

P Équipe W D L Buts PO
1 Palmeiras 3 1 0 12:5 10
2 Sao Paulo 3 1 0 6:2 10
3 Corinthians 2 1 1 5:3 7
4 EC Bahia 2 1 0 4:2 7
5 Fluminense 2 1 1 5:4 7
6 Athletico Paranaense 2 1 1 4:3 7
7 Bragantino 2 1 1 3:3 7
8 Gremio 2 0 2 8:8 6
9 Chapecoense 1 2 0 8:6 5
10 Mirassol 1 2 0 6:5 5
11 Flamengo 1 1 1 4:4 4
12 Coritiba 1 1 2 5:6 4
13 Santos 1 1 2 6:8 4
14 Botafogo 1 0 2 7:6 3
15 Vitoria 1 0 2 4:7 3
16 Clube Do Remo 0 3 1 6:8 3
17 Atletico Mineiro 0 2 2 6:8 2
18 Internacional 0 2 2 3:6 2
19 Cruzeiro 0 2 2 4:9 2
20 Vasco da Gama 0 1 3 3:6 1

Brasileiro Serie A 2026

P Équipe W D L Buts PO
1 Palmeiras 2 0 0 7:2 6
2 Gremio 2 0 0 7:4 6
3 Sao Paulo 2 0 0 4:1 6
4 Fluminense 2 0 0 3:1 6
5 Chapecoense 1 1 0 7:5 4
6 Mirassol 1 1 0 4:3 4
7 Santos 1 1 0 3:2 4
8 Bragantino 1 1 0 2:1 4
9 Botafogo 1 0 0 4:0 3
10 Vitoria 1 0 1 3:2 3
10 Corinthians 1 0 1 3:2 3
12 Athletico Paranaense 1 0 1 2:2 3
13 Atletico Mineiro 0 2 0 5:5 2
14 Clube Do Remo 0 2 0 3:3 2
15 Flamengo 0 1 0 1:1 1
15 EC Bahia 0 1 0 1:1 1
17 Cruzeiro 0 1 1 2:3 1
18 Vasco da Gama 0 1 1 1:2 1
19 Coritiba 0 0 2 0:2 0
20 Internacional 0 0 2 1:4 0

Brasileiro Serie A 2026

P Équipe W D L Buts PO
1 EC Bahia 2 0 0 3:1 6
2 Palmeiras 1 1 0 5:3 4
3 Coritiba 1 1 0 5:4 4
4 Athletico Paranaense 1 1 0 2:1 4
4 Sao Paulo 1 1 0 2:1 4
4 Corinthians 1 1 0 2:1 4
7 Flamengo 1 0 1 3:3 3
8 Bragantino 1 0 1 1:2 3
9 Internacional 0 2 0 2:2 2
10 Mirassol 0 1 0 2:2 1
11 Chapecoense 0 1 0 1:1 1
12 Fluminense 0 1 1 2:3 1
13 Clube Do Remo 0 1 1 3:5 1
14 Cruzeiro 0 1 1 2:6 1
15 Vasco da Gama 0 0 2 2:4 0
16 Atletico Mineiro 0 0 2 1:3 0
17 Botafogo 0 0 2 3:6 0
17 Santos 0 0 2 3:6 0
19 Gremio 0 0 2 1:4 0
20 Vitoria 0 0 1 1:5 0

Brazil Campeonato Paulista

  • Overall
  • Domicile
  • Extérieure

Paulista, Serie A1 2026

P Équipe W D L Buts PO
1 Gremio Novorizontino 5 1 2 16:10 16
2 Palmeiras 5 1 2 8:7 16
3 Bragantino 4 4 0 14:2 16
4 Portuguesa Desportos 5 0 3 11:7 15
5 Corinthians 4 2 2 10:6 14
6 Sao Paulo 4 1 3 11:12 13
7 Capivariano SP 4 1 3 7:10 13
8 Santos 3 3 2 12:7 12
9 Guarani 3 3 2 6:7 12
10 Botafogo SP 3 2 3 5:9 11
11 Mirassol 2 2 4 10:8 8
12 Primavera SP 2 2 4 14:15 8
13 Sao Bernardo SP 2 2 4 8:10 8
14 Noroeste 1 5 2 11:11 8
15 Velo Clube SP 1 2 5 2:13 5
16 Ponte Preta 0 1 7 3:14 1

Paulista, Serie A1 2026

P Équipe W D L Buts PO
1 Gremio Novorizontino 4 0 0 10:1 12
2 Bragantino 3 1 0 12:1 10
3 Palmeiras 3 1 0 6:2 10
4 Sao Paulo 3 0 1 7:4 9
5 Capivariano SP 3 0 1 5:2 9
6 Santos 2 2 0 9:2 8
7 Corinthians 2 1 1 7:2 7
8 Botafogo SP 2 1 1 3:2 7
9 Portuguesa Desportos 2 0 2 4:2 6
10 Mirassol 1 2 1 5:3 5
11 Guarani 1 2 1 3:4 5
12 Primavera SP 1 1 2 10:10 4
13 Noroeste 1 1 2 4:4 4
14 Sao Bernardo SP 1 1 2 5:6 4
15 Velo Clube SP 0 2 2 1:3 2
16 Ponte Preta 0 1 3 3:6 1

Paulista, Serie A1 2026

P Équipe W D L Buts PO
1 Portuguesa Desportos 3 0 1 7:5 9
2 Guarani 2 1 1 3:3 7
3 Corinthians 2 1 1 3:4 7
4 Palmeiras 2 0 2 2:5 6
5 Bragantino 1 3 0 2:1 6
6 Primavera SP 1 1 2 4:5 4
7 Sao Bernardo SP 1 1 2 3:4 4
8 Santos 1 1 2 3:5 4
9 Gremio Novorizontino 1 1 2 6:9 4
10 Sao Paulo 1 1 2 4:8 4
11 Botafogo SP 1 1 2 2:7 4
12 Capivariano SP 1 1 2 2:8 4
13 Noroeste 0 4 0 7:7 4
14 Mirassol 1 0 3 5:5 3
15 Velo Clube SP 1 0 3 1:10 3
16 Ponte Preta 0 0 4 0:8 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
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Live Match Statistics and Events
Pregame recommendation: **Bet:** Mirassol -0.5 **Winning Probability:** 70% **Odds:** 1.9 **Reasoning:** Mirassol has an exceptional home record, winning 9 of their last 10 home matches. Gremio Novorizontino's recent away form is inconsistent (2 wins, 1 draw, 2 losses in their last 5), making the home side a strong favorite.

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    Enhanced Winning and Comeback Statistics We’ve refined our winning and comeback formulas with two key improvements: New filtering option: You can now exclude 0-0 games from calculations for more accurate statistics Transparency feature: Hover over any stat to see the complete list of games used in the calculation These enhanced statistics are now available across […]

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    We’re thrilled to announce two awesome updates that will take your match analysis to the next level! 1️⃣ You can now view xG stats not only on the match page but also on the in-play page! Simply enable it, and you’ll find these valuable insights in the likelihood stats column.   2️⃣ We’ve introduced two […]

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    The Comeback Factor What is it? The Comeback Factor measures how effectively a team can recover after falling behind in a match. It tells you how often a team can bounce back by scoring the next goal after the other team has taken the lead. How does it work? Every time a team falls behind, […]

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Frequently Asked Questions

Everything you need to know about football betting statistics, live scores, and using BetBallers effectively

What statistics and features does BetBallers provide for football betting?

BetBallers is a comprehensive tool designed for football bettors to enhance in-play and pre-game betting performance. The platform provides:

  • Live Match Statistics: Real-time stats including dangerous attacks, corners, shots, and pressure index for all in-play matches
  • Likelihood Stats: Color-coded system covering all markets from First Half Overs to Corners, making it easy to spot whether odds are backed by statistics
  • Variance Stats: Shows average differences from starting lines for Asian Handicap, Goal Line, and Asian Corners to identify mispriced teams in seconds
  • Comeback Factor: Measures how effectively teams recover after falling behind by tracking how often they score the next goal
  • xG Stats: Expected goals available on both match pages and in-play pages within the likelihood stats column
  • Pressure Index: Combines dangerous attacks, total shots, and corners to measure which team is dominating the match

The platform features a customizable and user-friendly layout with the best coverage of games to ensure you never miss potential betting opportunities.

How does the BetBallers notification system work?

BetBallers offers a powerful notification system that significantly reduces the chance of missing potential bets:

  • Custom Notifications: Create pre-set or fully customizable notifications using combinations of real-time stats, likelihood stats, averages, and odds
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  • Visual Alerts: Notifications appear on the top right corner when matches meet your set criteria
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Example notification: Alert for home underdogs losing by 1 goal but with 66%+ Pressure Index, Asian Handicap +0.5, and kick-off odds under 5.00. This specific notification has achieved a 71% win rate (52 wins, 21 losses) in backtesting.

What is the Backtesting System and how does it work?

The Backtesting System is a game-changing feature that validates your in-play betting strategies in minutes instead of waiting months for results:

  • Massive Data Analysis: Every test analyzes the last 100,000 finished games (approximately 5-6 months of matches) from the database
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  • Retrospective Likelihood Stats: Each game's likelihood stats are calculated retrospectively from that particular match for accurate testing
  • Results in Minutes: Get comprehensive backtest results in minutes or even seconds, depending on your rule complexity
  • Advanced Filtering: Filter results by Asian Handicap, Goal Line, Asian Corners, specific days, goals scored within 2 minutes, or missing dangerous attacks

The backtesting system excludes E-Soccer, Beach Soccer, and other shortened matches to ensure data quality. This feature is available to all Gold-Ballers subscription users (1, 3, or 6-month plans).

How does the AI Assistant enhance betting decisions?

BetBallers' AI Assistant helps identify the best value bets and provides quick match insights to enhance your betting strategy:

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The AI Assistant helps you make faster, more informed betting decisions by processing complex statistical relationships that would be time-consuming to analyze manually.

What is the Comeback Factor and how can I use it for betting?

The Comeback Factor is a unique BetBallers metric that measures how effectively a team can recover after falling behind in a match:

  • What it measures: Tracks how often a team scores the next goal after the opponent has taken the lead
  • How it works: Every time a team falls behind, the system records whether they manage to score the next goal or not
  • Enhanced accuracy: You can exclude 0-0 games from calculations for more accurate statistics (feature added January 2025)
  • Transparency: Hover over any Comeback Factor stat to see the complete list of games used in the calculation

Use the Comeback Factor to identify teams with strong resilience when trailing, creating valuable in-play betting opportunities when these teams fall behind. The enhanced statistics are available across multiple pages including team profiles and head-to-head comparisons.

How do Likelihood Stats help identify value bets?

Likelihood Stats are one of BetBallers' most powerful features, using an eye-catching color-coding system to show whether current odds are backed by historical statistics:

  • Comprehensive Market Coverage: Covers all possible markets from First Half Overs to Corners and everything in between
  • Color-Coded Indicators: Visual system makes it easy to spot at a glance whether odds represent good value or not
  • Historical Validation: Shows how current match statistics compare to historical performance patterns
  • 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
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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
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  • 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.