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Portugal Primeira Liga

[13] AVS 1
0 Guimaraes [7]

Round: 3
  • Live Statistiken
  • Diagramme
  • Quoten
  • Aufstellungen
  • Team Info
  • Zuhause zuletzt
  • Auswärts zuletzt
  • H2H
  • Vergleich
  • Ai Assistant

Aufstellungen

Lineup

4-3-3 4-3-3
93 - Simao Verza Bertelli Bruno Varela - 14
22 - Leo Bruno Gaspar - 76
42 - Cristian Castro Devenish Jorge Fernandes - 44
24 - Kiki Toni Borevkovic - 24
27 - Eric Veiga Joao Mendes - 13
47 - Jonatan Lucca Manu Silva - 6
6 - Baptiste Roux Tomas Handel - 8
8 - Giorgi Aburjania Samu - 20
14 - Lucas Piazon Arcanjo - 18
18 - Nene Jesus . Ramirez - 9
17 - John Mercado Ricardo Mangas - 19

Substitutes

4 - Ignacio Rodriguez Ze Carlos - 28
23 - Gustavo Mendonca Alberto Oliveira Baio - 22
15 - Jaume Grau Maga - 2
11 - Tunde Akinsola Gustavo Da Silva Cunha - 71
5 - Jorge Teixeira Joao Mendes - 17
88 - Pedro Trigueira Mikel Villanueva - 3
16 - Yair Mena Nuno Valente Santos - 77
3 - Rafael Rodrigues Charles - 27
  • Haupt (3)
Zeige Statistiken der ersten Halbzeit
Datum Heim Ergebnis Heim 1x2 Rückgang Heim Asiatisches Handicap Torlinie Asiatische Ecken Gefährliche Angriffe Totale Schüsse Schüsse aufs Tor Eckbälle     
28-11-2025 20:15 [8] Guimaraes 4 - 0 AVS [18] 1
S: - 3.60 ?
K: ?3.50 -
 13%
?
1.800
-
?
?
1.975, 1.825
?-?

12-10

?-?

7-3

Öffne eine einzelne Seite
20-07-2025 18:10 Guimaraes 1 - 1 AVS
S: - 3.25 ?
K: ?3.40 -
 12%
?
1.850
-
?
-
?-?

12-8

?-?

6-3

Öffne eine einzelne Seite
01-02-2025 20:30 1 [8] Guimaraes 2 - 0 AVS [15] 1 4
S: - 4.33 ?
K: ?3.75 -
 0%
?
1.950
-
?
?
1.800, 2.000
?-?

15-2

?-?

8-2

Öffne eine einzelne Seite
AVS Guimaraes
98 - 18th Shot Off Target - AVS
98 - 18th Shot Off Target - Guimaraes
95 - 9th Offside - AVS
94 - 17th Shot Off Target - Guimaraes
Corner 94 - 9th Corner - Guimaraes
93 - 8th Offside - AVS
Corner 89 - 8th Corner - AVS
Corner 87 - 7th Corner - Guimaraes
Corner 84 - 6th Corner - Guimaraes
79 - 8th Shot On Target - Guimaraes
74 - 1st Assist - AVS
74 - 7th Shot On Target - AVS
Goal 74 - 1st Goal - AVS
73 - 16th Shot Off Target - AVS
Corner 74 - 5th Corner - AVS
69 - 15th Shot Off Target - AVS
67 - 6th Shot On Target - AVS
Corner 67 - 4th Corner - AVS
66 - 14th Shot Off Target - AVS
63 - 13th Shot Off Target - Guimaraes
63 - 12th Shot Off Target - Guimaraes
60 - 7th Offside - Guimaraes
56 - 11th Shot Off Target - Guimaraes
49 - 6th Offside - AVS
49 - 6th Offside - AVS
46 - 10th Shot Off Target - Guimaraes
39 - 11th Shot Off Target - AVS
36 - 4th Offside - AVS
33 - 10th Shot Off Target - Guimaraes
29 - 9th Shot Off Target - Guimaraes
29 - 3rd Offside - Guimaraes
27 - 8th Shot Off Target - AVS
27 - 7th Shot Off Target - AVS
22 - 5th Shot On Target - Guimaraes
22 - 7th Shot Off Target - AVS
19 - 6th Shot Off Target - AVS
17 - 4th Shot On Target - Guimaraes
18 - 3rd Shot On Target - Guimaraes
16 - 2nd Shot On Target - Guimaraes
Corner 16 - 3rd Corner - Guimaraes
7 - 5th Shot Off Target - Guimaraes
15 - 2nd Offside - Guimaraes
14 - 4th Shot Off Target - Guimaraes
11 - 1st Shot On Target - Guimaraes
Corner 11 - 2nd Corner - Guimaraes
7 - 3rd Shot Off Target - Guimaraes
6 - 2nd Shot Off Target - Guimaraes
6 - 1st Shot On Target - Guimaraes
Corner 2 - 1st Corner - Guimaraes
2 - 1st Offside - AVS
1 - 1st Shot Off Target - AVS
  • Derzeit
  • 1st Half
  • 2nd Half
  • Letzte 5
  • Letzte 10
  • Letzte 15
  • Letzte 20
  • Letzte 25
  • Seit letztem Tor
Abpfiff xG Eckbälle Elfmeter Wechsel Offsides Saves Shots Blocked Fouls Ball Safe Injures Tore
AVS 0.64 3 4 0 0 5 6 5 3 14 58 1 1
Guimaraes 1.60 6 3 0 0 5 3 1 1 14 63 0 0
35%
Ballbesitz
65%
1
Schüsse aufs Tor
5
10
Schüsse neben das Tor
10
58
Angriffe
110
?
Gefährliche Angriffe
?
21:30 - 1x2: 1.050 11.000 201.000
21:28 - Asian Handicap: (0) 5.100, 1.170
21:28 - Goal Line: (1.5) 8.750, 1.075
Letzte 15 Minuten Eckbälle Elfmeter Wechsel Tore
AVS 1 2 0 0 0 0
Guimaraes 3 2 0 0 0 0
-
Ballbesitz
-
0
Schüsse aufs Tor
0
1
Schüsse neben das Tor
2
10
Angriffe
20
?
Gefährliche Angriffe
?
1st Half Eckbälle Elfmeter Wechsel Tore
AVS 0 1 0 0 0 0
Guimaraes 3 0 0 0 0 0
-
Ballbesitz
-
0
Schüsse aufs Tor
4
6
Schüsse neben das Tor
5
32
Angriffe
54
?
Gefährliche Angriffe
?
2. Hälfte Eckbälle Elfmeter Wechsel Tore
AVS 3 3 0 0 5 1
Guimaraes 3 3 0 0 0 0
-
Ballbesitz
-
1
Schüsse aufs Tor
1
4
Schüsse neben das Tor
5
26
Angriffe
56
?
Gefährliche Angriffe
?
Last 5 minutes Eckbälle Elfmeter Wechsel Tore
AVS 0 0 0 0 0 0
Guimaraes 0 0 0 0 0 0
-
Ballbesitz
-
0
Schüsse aufs Tor
0
1
Schüsse neben das Tor
0
2
Angriffe
0
?
Gefährliche Angriffe
?
Last 10 minutes Eckbälle Elfmeter Wechsel Tore
AVS 1 2 0 0 0 0
Guimaraes 1 0 0 0 0 0
-
Ballbesitz
-
0
Schüsse aufs Tor
0
1
Schüsse neben das Tor
2
9
Angriffe
11
?
Gefährliche Angriffe
?
Letzte 15 Minuten Eckbälle Elfmeter Wechsel Tore
AVS 1 2 0 0 0 0
Guimaraes 3 2 0 0 0 0
-
Ballbesitz
-
0
Schüsse aufs Tor
0
1
Schüsse neben das Tor
2
10
Angriffe
20
?
Gefährliche Angriffe
?
Last 20 minutes Eckbälle Elfmeter Wechsel Tore
AVS 1 2 0 0 2 0
Guimaraes 3 3 0 0 1 0
-
Ballbesitz
-
0
Schüsse aufs Tor
1
1
Schüsse neben das Tor
2
10
Angriffe
21
?
Gefährliche Angriffe
?
Last 25 minutes Eckbälle Elfmeter Wechsel Tore
AVS 2 2 0 0 3 1
Guimaraes 3 3 0 0 0 0
-
Ballbesitz
-
0
Schüsse aufs Tor
1
2
Schüsse neben das Tor
2
12
Angriffe
24
?
Gefährliche Angriffe
?
Seit letztem Tor Eckbälle Elfmeter Wechsel Tore
AVS 1 2 0 0 2 0
Guimaraes 3 3 0 0 1 0
-
Ballbesitz
-
0
Schüsse aufs Tor
1
1
Schüsse neben das Tor
2
10
Angriffe
23
?
Gefährliche Angriffe
?
21:30 - 1x2: 1.050 11.000 201.000
21:28 - Asian Handicap: (0) 5.100, 1.170
21:28 - Goal Line: (1.5) 8.750, 1.075

1X2 Quoten

Gefährliche Angriffe

Schüsse aufs Tor

Schüsse neben das Tor

Ballbesitz

Angriffe

Statistiken basierend auf den letzten spielen

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Portugal Primeira Liga

  • Insgesamt
  • Heim
  • Heim

Liga Portugal 25/26

P Mannschaften W D L Tore PO
1 FC Porto 12 1 0 27:3 37
2 Sporting 11 2 1 38:7 35
3 Benfica 9 5 0 30:8 32
4 Gil Vicente 7 4 3 17:7 25
5 Famalicao 6 5 3 18:9 23
6 Braga 6 4 3 25:12 22
7 Guimaraes 6 3 5 15:17 21
8 Moreirense 6 2 6 21:24 20
9 Alverca 5 2 6 15:19 17
10 Rio Ave 3 7 4 17:22 16
11 Santa Clara 4 3 6 11:14 15
12 Estoril 3 5 6 22:25 14
13 Estrela 3 5 5 16:19 14
14 Nacional 3 3 7 12:18 12
15 Casa Pia 2 4 8 14:28 10
16 Tondela 2 3 8 7:22 9
17 Arouca 2 3 8 14:37 9
18 AVS 0 3 11 9:37 3

Liga Portugal 25/26

P Mannschaften W D L Tore PO
1 FC Porto 5 1 0 11:1 16
2 Sporting 5 1 1 23:3 16
3 Benfica 3 4 0 15:6 13
4 Moreirense 4 1 2 12:11 13
5 Guimaraes 3 3 1 11:8 12
6 Gil Vicente 4 0 2 7:3 12
7 Famalicao 3 2 3 11:5 11
8 Braga 3 1 2 11:5 10
9 Santa Clara 3 1 3 7:6 10
10 Alverca 3 1 3 6:10 10
11 Estoril 2 3 2 12:11 9
12 Estrela 2 2 3 10:9 8
13 Rio Ave 1 3 3 7:12 6
14 Arouca 1 2 4 7:17 5
15 Nacional 1 0 5 6:13 3
16 Casa Pia 0 3 4 7:15 3
17 AVS 0 2 5 5:14 2
18 Tondela 0 2 4 2:9 2

Liga Portugal 25/26

P Mannschaften W D L Tore PO
1 FC Porto 7 0 0 16:2 21
2 Sporting 6 1 0 15:4 19
3 Benfica 6 1 0 15:2 19
4 Gil Vicente 3 4 1 10:4 13
5 Braga 3 3 1 14:7 12
6 Famalicao 3 3 0 7:4 12
7 Rio Ave 2 4 1 10:10 10
8 Nacional 2 3 2 6:5 9
9 Guimaraes 3 0 4 4:9 9
10 Alverca 2 1 3 9:9 7
11 Moreirense 2 1 4 9:13 7
12 Casa Pia 2 1 4 7:13 7
13 Tondela 2 1 4 5:13 7
14 Estrela 1 3 2 6:10 6
15 Santa Clara 1 2 3 4:8 5
16 Estoril 1 2 4 10:14 5
17 Arouca 1 1 4 7:20 4
18 AVS 0 1 6 4:23 1
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Ask our AI Assistant

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

Only users with 1, 3 or 6 months subscriptions can use this feature

Kürzliche Updates

  • Spiel

    New Feature: AI Assistant We’ve added an AI Assistant to help you find better betting opportunities and get quick match insights. Schedule Page Analysis AI now scans upcoming matches and highlights value bets with higher success probability Get specific betting tips with explanations instead of sorting through raw data yourself Live Match Intelligence New AI […]

    Weiterlesen

  • Spiel

    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 […]

    Weiterlesen

  • Spiel

    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 […]

    Weiterlesen
Alle Beiträge

Blog

  • Spiel

    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, […]

    Weiterlesen
  • Football fans

    Spiel

    While football is undoubtedly the most popular sport in the world, not all football leagues are created equal when it comes to betting. Some leagues offer plenty of opportunities for excitement and high-stakes betting, while others may not be as appealing to those looking to add some thrill to their viewing experience. In this article, […]

    Weiterlesen
  • Soccer betting statistics

    Spiel

    Football, the world’s most popular sport, offers bettors a wealth of opportunities to engage in exciting and potentially lucrative wagers. With numerous leagues and competitions taking place across the globe, knowing where to place your bets can be overwhelming. In this post, we’ll take a closer look at the top 10 most exciting football leagues […]

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Why Choose BetBallers for Football Betting Statistics?

The most comprehensive football betting platform with live scores, in-play statistics, AI assistant, backtesting tools, and unique analytical features

  • Live Football Scores & In-Play Stats

    Real-time match data with live scores, in-play statistics, dangerous attacks, and pressure index for informed betting decisions.

    Live Scores In-Play Stats Real-Time Data

  • Comeback & Winning Factor Analysis Unique

    Proprietary metric measuring how teams recover after falling behind - exclusive to BetBallers for underdog betting strategies.

    Comeback Factor Underdog Stats Winning Factor

  • Football Betting Statistics & Odds

    Complete match statistics including corners, shots, Asian handicap data, head-to-head records, and betting odds comparison.

    Statistiken Betting Odds Asiatisches Handicap

  • Momentum Betting Tracker aka Pressure Index

    Track game momentum shifts in real-time to identify betting opportunities during live matches with visual momentum indicators.

    Momentum Live Betting Match Flow

  • Match Schedule, Results & Standings

    Complete fixture schedule, historical results, league standings, and pre-match analysis for Premier League, La Liga, and 100+ leagues.

    Kalender Resultate Standings

  • Customizable Betting Alerts

    Set personalized notifications for goals, corners, cards, and statistical thresholds across your favorite teams and leagues.

    Alerts Benachrichtigungen Custom

  • AI Betting Assistant & Agent AI Powered

    Intelligent AI agent analyzes matches, suggests betting opportunities, and provides data-driven insights based on historical patterns and live statistics.

    AI Assistant Smart Predictions AI Agent

  • Betting Strategy Backtesting Pro

    Test your betting strategies against historical data, analyze ROI, track performance metrics, and optimize your betting approach with proven results.

    Backtesting Strategy Testing ROI Analysis

Popular Football Betting Categories

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
  • Automated Scanning: The system automatically scans all in-play games and alerts you when your criteria is met
  • Visual Alerts: Notifications appear on the top right corner when matches meet your set criteria
  • Results Tracking: The system tracks all notifications received with results easily filterable by different options

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
  • Live Scenario Simulation: Simulates live betting scenarios based on your custom notification rules for each game
  • 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:

  • Schedule Page Analysis: AI scans upcoming matches and highlights value betting opportunities with higher probability of success
  • Specific Betting Tips: Get concrete betting recommendations with explanations instead of sorting through raw data yourself
  • Live Match Intelligence: Each live game includes an AI assistant tab providing real-time analysis based on your customized dataset preferences
  • Quick Match Overviews: Get instant summaries of match situations without manually reviewing all statistics

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
  • 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.