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Portugal Campeonato Nacional

[6] Mortagua FC 0
1 CG Vitoria Sernache [1]

Round: 12
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Show 1st half stats
Date Home Score Away 1x2 Drop Home Asian Handicap Goal Line Asian Corners Dangerous Attacks Total Shots Shots on Target Corners     
12-04-2026 15:00 [1] CG Vitoria Sernache 1 - 0 Mortagua FC [6] 1
S: - 3.30 ?
K: ?3.20 -
 0%
?
1.850
-
?
?
1.875, 1.925
?-?

6-6

?-?

6-4

Open single page
07-01-2024 15:00 4 [12] CG Vitoria Sernache 1 - 1 Mortagua FC [11] 5
S: - 3.25 ?
K: ?3.10 -
 21%
?
1.900
-
?
?
1.925, 1.875
?-?

13-5

?-?

8-3

Open single page
20-08-2023 16:00 2 [2] Mortagua FC 1 - 1 CG Vitoria Sernache [2] 3
S: - 3.10 ?
K: ?3.50 -
 13%
?
1.975
-
?
?
1.950, 1.850
?-?
5-10
?-?
5-4
Open single page
10-04-2021 11:45 5 [9] CG Vitoria Sernache 2 - 0 Mortagua FC [11] 1
S: - 3.25 ?
K: ?4.00 -
 31%
?
1.775
-
?
-
?-?
8-4
?-?
6-11
Open single page
10-01-2021 11:00 2 [10] Mortagua FC 3 - 3 CG Vitoria Sernache [6] 3
S: - 3.30 ?
K: ?3.40 -
 10%
?
1.800
-
?
-
?-?
13-10
?-?
7-8
Open single page
Mortagua FC CG Vitoria Sernache
Corner 95 - 13th Corner - Mortagua FC
Corner 89 - 12th Corner - Mortagua FC
80 - 6th Yellow Card - CG Vitoria Sernache
Goal 75 - 1st Goal - CG Vitoria Sernache
Corner 73 - 11th Corner - CG Vitoria Sernache
Corner 68 - 10th Corner - Mortagua FC
Corner 66 - 9th Corner - Mortagua FC
Corner 66 - 8th Corner - Mortagua FC
Corner 59 - 7th Corner - Mortagua FC
Corner 53 - 6th Corner - Mortagua FC
Corner 53 - 5th Corner - Mortagua FC
51 - 5th Yellow Card - CG Vitoria Sernache
Corner 49 - 4th Corner - CG Vitoria Sernache
45+3 - 4th Yellow Card - Mortagua FC
42 - 3rd Yellow Card - Mortagua FC
34 - 2nd Yellow Card - CG Vitoria Sernache
Corner 33 - 3rd Corner - Mortagua FC
Corner 28 - 2nd Corner - Mortagua FC
Corner 12 - 1st Corner - CG Vitoria Sernache
6 - 1st Yellow Card - Mortagua FC
  • Current
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  • Last 5
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  • Since Last Goal
Full-Time Corners Penalties Substitutions Ball Safe Injures Goals
Mortagua FC 10 3 0 0 4 78 3 0
CG Vitoria Sernache 3 3 0 0 5 67 1 1
59%
Possession
41%
1
Shots on Target
3
5
Shots off Target
8
110
Attacks
80
?
Dangerous Attacks
?
16:53 - 1x2: 81.000 17.000 1.025
16:47 - Asian Handicap: (0) 1.700, 2.100
16:51 - Goal Line: (1.5) 11.000, 1.050
Last 15 minutes Corners Penalties Substitutions Goals
Mortagua FC 2 0 0 0 1 0
CG Vitoria Sernache 0 1 0 0 2 0
-
Possession
-
1
Shots on Target
0
0
Shots off Target
1
23
Attacks
15
?
Dangerous Attacks
?
1st Half Corners Penalties Substitutions Goals
Mortagua FC 2 3 0 0 1 0
CG Vitoria Sernache 1 1 0 0 0 0
-
Possession
-
0
Shots on Target
1
2
Shots off Target
7
53
Attacks
44
?
Dangerous Attacks
?
2nd half Corners Penalties Substitutions Goals
Mortagua FC 8 0 0 0 3 0
CG Vitoria Sernache 2 2 0 0 1 1
-
Possession
-
1
Shots on Target
2
3
Shots off Target
1
57
Attacks
36
?
Dangerous Attacks
?
Last 5 minutes Corners Penalties Substitutions Goals
Mortagua FC 2 0 0 0 0 0
CG Vitoria Sernache 0 0 0 0 2 0
-
Possession
-
1
Shots on Target
0
0
Shots off Target
0
11
Attacks
7
?
Dangerous Attacks
?
Last 10 minutes Corners Penalties Substitutions Goals
Mortagua FC 2 0 0 0 0 0
CG Vitoria Sernache 0 0 0 0 0 0
-
Possession
-
1
Shots on Target
0
0
Shots off Target
0
17
Attacks
10
?
Dangerous Attacks
?
Last 15 minutes Corners Penalties Substitutions Goals
Mortagua FC 2 0 0 0 0 0
CG Vitoria Sernache 0 1 0 0 2 0
-
Possession
-
1
Shots on Target
0
0
Shots off Target
1
23
Attacks
15
?
Dangerous Attacks
?
Last 20 minutes Corners Penalties Substitutions Goals
Mortagua FC 2 0 0 0 1 0
CG Vitoria Sernache 1 1 0 0 2 1
-
Possession
-
1
Shots on Target
1
1
Shots off Target
1
27
Attacks
18
?
Dangerous Attacks
?
Last 25 minutes Corners Penalties Substitutions Goals
Mortagua FC 3 0 0 0 1 0
CG Vitoria Sernache 1 1 0 0 1 1
-
Possession
-
1
Shots on Target
1
2
Shots off Target
1
36
Attacks
21
?
Dangerous Attacks
?
Since Last Goal Corners Penalties Substitutions Goals
Mortagua FC 2 0 0 0 1 0
CG Vitoria Sernache 0 1 0 0 2 0
-
Possession
-
1
Shots on Target
1
0
Shots off Target
1
24
Attacks
16
?
Dangerous Attacks
?
16:53 - 1x2: 81.000 17.000 1.025
16:47 - Asian Handicap: (0) 1.700, 2.100
16:51 - Goal Line: (1.5) 11.000, 1.050

1X2 Odds

Dangerous Attacks

Shots on Target

Shots off Target

Possession

Attacks

Statistics based on last games

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Portugal Campeonato Nacional

  • Overall
  • Home
  • Away

Campeonato de Portugal 25/26, Promotion Round, Group 2

P Team W D L Goals PO
1 CG Vitoria Sernache 3 2 0 7:2 11
2 Louletano DC 2 2 1 7:6 8
3 Oliveira Hospital 1 2 2 5:5 5
4 AT Malveira 0 2 3 2:8 2

Campeonato de Portugal 25/26, Promotion Round, Group 1

P Team W D L Goals PO
1 Leca 3 1 1 11:8 10
2 Braganca 2 2 1 5:4 8
3 SC Vianense 2 0 3 9:9 6
4 Rebordosa 1 1 3 4:8 4

Campeonato de Portugal 25/26, Group D

P Team W D L Goals PO
1 Louletano DC 14 8 4 36:15 50
2 AT Malveira 13 8 5 38:23 47
3 Alverca B 14 5 7 49:32 47
4 Juventude de Evora 12 10 4 36:23 46
5 Alcochetense 11 8 7 33:22 41
6 SU Sintrense 11 7 8 30:25 40
7 GD Lagoa 11 6 9 44:34 39
8 O Elvas 9 7 10 33:29 34
9 Serpa 9 7 10 28:34 34
10 Clube Oriental Lisboa 7 11 8 29:35 32
11 Moncarapachense 7 10 9 21:21 31
12 Portimonense B 6 4 16 19:42 22
13 Comercio Industria 2 8 16 20:45 14
14 Vasco Da Gama Vidigueira 1 11 14 20:56 14

Campeonato de Portugal 25/26, Group C

P Team W D L Goals PO
1 CG Vitoria Sernache 16 7 3 33:12 55
2 Oliveira Hospital 14 8 4 39:13 50
3 Naval 1893 14 6 6 36:23 48
4 Benfica e Castelo Branco 14 4 8 43:26 46
5 UD da Serra 12 8 6 38:27 44
6 Mortagua FC 11 6 9 23:26 39
7 CF Os Marialvas 10 6 10 33:28 36
8 Fatima 8 8 10 27:29 32
9 Juventude Desportiva Lajense 8 8 10 37:37 32
10 GD Peniche 8 6 12 34:43 30
11 Samora Correia 8 5 13 27:35 29
12 AC Marinhense 5 9 12 20:38 24
13 Electrico 5 4 17 33:62 19
14 Lusitania 4 5 17 24:48 17

Campeonato de Portugal 25/26, Group B

P Team W D L Goals PO
1 Rebordosa 17 7 2 41:17 58
2 Leca 14 9 3 50:23 51
3 Cinfaes 10 10 6 33:21 40
4 Beira Mar 10 8 8 30:22 38
5 FC Alpendorada 9 11 6 30:22 38
6 Florgrade FC 9 10 7 28:28 37
7 Vila Mea 7 13 6 29:28 34
8 Uniao de Lamas 9 6 11 27:33 33
9 Salgueiros 7 11 8 20:19 32
10 Aparecida FC 9 4 13 36:51 31
11 Anadia 7 9 10 27:33 30
12 GD Resende 6 10 10 27:31 28
13 SC Vila Real 5 12 9 23:30 27
14 CD Gouveia 1 4 21 14:57 7

Campeonato de Portugal 25/26, Group A

P Team W D L Goals PO
1 Braganca 14 6 6 41:29 48
2 SC Vianense 14 6 6 49:28 48
3 Brito SC 14 4 8 36:24 46
4 CD Celoricense 11 9 6 35:23 42
5 Limianos 11 8 7 35:32 41
6 FC Tirsense 9 13 4 31:22 40
7 AD Camacha 9 9 8 34:26 36
8 Chaves B 9 9 8 40:29 36
9 AD Machico 10 6 10 28:30 36
10 Sao Martinho 10 4 12 22:31 34
11 SC Mirandela 10 2 14 21:29 32
12 Vilaverdense 4 10 12 16:29 22
13 CD Ribeira Brava 4 8 14 20:46 20
14 Desportivo Moncao 3 6 17 24:54 15

Campeonato de Portugal 25/26, Promotion Round, Group 2

P Team W D L Goals PO
1 Louletano DC 1 1 1 4:4 4
2 CG Vitoria Sernache 0 2 0 0:0 2
3 Oliveira Hospital 0 1 1 2:3 1
4 AT Malveira 0 0 3 1:7 0

Campeonato de Portugal 25/26, Promotion Round, Group 1

P Team W D L Goals PO
1 Braganca 2 1 0 4:2 7
2 Leca 2 0 0 5:2 6
3 Rebordosa 1 1 1 3:5 4
4 SC Vianense 1 0 1 4:4 3

Campeonato de Portugal 25/26, Group D

P Team W D L Goals PO
1 Louletano DC 8 2 3 16:8 26
2 Juventude de Evora 7 5 1 19:9 26
3 Alverca B 8 1 4 26:13 25
4 AT Malveira 7 3 3 19:12 24
5 GD Lagoa 7 3 3 27:16 24
6 Serpa 7 2 4 14:12 23
7 SU Sintrense 6 5 2 19:12 23
8 Alcochetense 6 3 4 14:9 21
9 O Elvas 5 4 4 22:15 19
10 Clube Oriental Lisboa 4 6 3 16:16 18
11 Moncarapachense 4 5 4 12:12 17
12 Portimonense B 3 3 7 11:23 12
13 Vasco Da Gama Vidigueira 1 7 5 12:23 10
14 Comercio Industria 1 6 6 11:18 9

Campeonato de Portugal 25/26, Group C

P Team W D L Goals PO
1 Naval 1893 10 2 1 27:10 32
2 CG Vitoria Sernache 9 2 2 18:4 29
3 Oliveira Hospital 8 3 2 24:5 27
4 UD da Serra 7 6 0 19:6 27
5 Benfica e Castelo Branco 8 2 3 28:10 26
6 Samora Correia 6 1 6 16:15 19
7 Mortagua FC 5 4 4 12:12 19
8 GD Peniche 5 3 5 18:14 18
9 Juventude Desportiva Lajense 5 3 5 19:15 18
10 Fatima 4 5 4 18:16 17
11 CF Os Marialvas 4 5 4 15:15 17
12 AC Marinhense 3 6 4 12:15 15
13 Electrico 4 1 8 20:28 13
14 Lusitania 2 2 9 12:24 8

Campeonato de Portugal 25/26, Group B

P Team W D L Goals PO
1 Rebordosa 11 2 0 22:5 35
2 Leca 10 3 0 32:9 33
3 Florgrade FC 7 5 1 20:12 26
4 Cinfaes 7 5 1 20:8 26
5 Uniao de Lamas 7 5 1 14:6 26
6 Aparecida FC 8 0 5 25:25 24
7 Beira Mar 6 5 2 18:10 23
8 FC Alpendorada 6 4 3 18:14 22
9 Vila Mea 4 9 0 10:6 21
10 Anadia 5 4 4 19:21 19
11 Salgueiros 4 5 4 8:7 17
12 SC Vila Real 3 7 3 13:16 16
13 GD Resende 3 5 5 10:11 14
14 CD Gouveia 1 3 9 9:27 6

Campeonato de Portugal 25/26, Group A

P Team W D L Goals PO
1 Braganca 9 3 1 26:13 30
2 Brito SC 8 3 2 23:11 27
3 AD Machico 8 2 3 14:6 26
4 SC Vianense 7 4 2 22:12 25
5 Limianos 7 4 2 24:11 25
6 AD Camacha 7 4 2 22:11 25
7 FC Tirsense 6 5 2 19:12 23
8 SC Mirandela 7 1 5 13:9 22
9 CD Celoricense 5 6 2 22:13 21
10 Chaves B 6 2 5 21:12 20
11 Sao Martinho 5 3 5 12:12 18
12 CD Ribeira Brava 3 5 5 12:20 14
13 Vilaverdense 2 5 6 10:16 11
14 Desportivo Moncao 2 3 8 10:24 9

Campeonato de Portugal 25/26, Promotion Round, Group 2

P Team W D L Goals PO
1 CG Vitoria Sernache 3 0 0 7:2 9
2 Louletano DC 1 1 0 3:2 4
3 Oliveira Hospital 1 1 1 3:2 4
4 AT Malveira 0 2 0 1:1 2

Campeonato de Portugal 25/26, Promotion Round, Group 1

P Team W D L Goals PO
1 Leca 1 1 1 6:6 4
2 SC Vianense 1 0 2 5:5 3
3 Braganca 0 1 1 1:2 1
4 Rebordosa 0 0 2 1:3 0

Campeonato de Portugal 25/26, Group D

P Team W D L Goals PO
1 Louletano DC 6 6 1 20:7 24
2 AT Malveira 6 5 2 19:11 23
3 Alverca B 6 4 3 23:19 22
4 Alcochetense 5 5 3 19:13 20
5 Juventude de Evora 5 5 3 17:14 20
6 SU Sintrense 5 2 6 11:13 17
7 O Elvas 4 3 6 11:14 15
8 GD Lagoa 4 3 6 17:18 15
9 Moncarapachense 3 5 5 9:9 14
10 Clube Oriental Lisboa 3 5 5 13:19 14
11 Serpa 2 5 6 14:22 11
12 Portimonense B 3 1 9 8:19 10
13 Comercio Industria 1 2 10 9:27 5
14 Vasco Da Gama Vidigueira 0 4 9 8:33 4

Campeonato de Portugal 25/26, Group C

P Team W D L Goals PO
1 CG Vitoria Sernache 7 5 1 15:8 26
2 Oliveira Hospital 6 5 2 15:8 23
3 Benfica e Castelo Branco 6 2 5 15:16 20
4 Mortagua FC 6 2 5 11:14 20
5 CF Os Marialvas 6 1 6 18:13 19
6 UD da Serra 5 2 6 19:21 17
7 Naval 1893 4 4 5 9:13 16
8 Fatima 4 3 6 9:13 15
9 Juventude Desportiva Lajense 3 5 5 18:22 14
10 GD Peniche 3 3 7 16:29 12
11 Samora Correia 2 4 7 11:20 10
12 Lusitania 2 3 8 12:24 9
13 AC Marinhense 2 3 8 8:23 9
14 Electrico 1 3 9 13:34 6

Campeonato de Portugal 25/26, Group B

P Team W D L Goals PO
1 Rebordosa 6 5 2 19:12 23
2 Leca 4 6 3 18:14 18
3 FC Alpendorada 3 7 3 12:8 16
4 Salgueiros 3 6 4 12:12 15
5 Beira Mar 4 3 6 12:12 15
6 Cinfaes 3 5 5 13:13 14
7 GD Resende 3 5 5 17:20 14
8 Vila Mea 3 4 6 19:22 13
9 SC Vila Real 2 5 6 10:14 11
10 Florgrade FC 2 5 6 8:16 11
11 Anadia 2 5 6 8:12 11
12 Aparecida FC 1 4 8 11:26 7
13 Uniao de Lamas 2 1 10 13:27 7
14 CD Gouveia 0 1 12 5:30 1

Campeonato de Portugal 25/26, Group A

P Team W D L Goals PO
1 SC Vianense 7 2 4 27:16 23
2 CD Celoricense 6 3 4 13:10 21
3 Brito SC 6 1 6 13:13 19
4 Braganca 5 3 5 15:16 18
5 FC Tirsense 3 8 2 12:10 17
6 Sao Martinho 5 1 7 10:19 16
7 Limianos 4 4 5 11:21 16
8 Chaves B 3 7 3 19:17 16
9 AD Camacha 2 5 6 12:15 11
10 Vilaverdense 2 5 6 6:13 11
11 SC Mirandela 3 1 9 8:20 10
12 AD Machico 2 4 7 14:24 10
13 CD Ribeira Brava 1 3 9 8:26 6
14 Desportivo Moncao 1 3 9 14:30 6
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Likelihood Statistics
Previous Matches
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Scoring and Conceding Statistics
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Pregame recommendation: **Bet:** Under 2.0 Goals **Winning Probability:** 70% **Odds:** 1.875 **Reasoning:** CG Vitoria Sernache has an exceptional defensive record, conceding only 4 goals in 11 overall matches and 3 in 5 away matches. Mortagua FC's home scoring is modest (1.0 goals per game) with a 40% chance of failing to score at home. The overall likelihood for Under 2.5 goals is 65%, suggesting an even higher probability for Under 2.0 goals (win or push).

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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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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.

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

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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
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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:

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  • Enhanced accuracy: You can exclude 0-0 games from calculations for more accurate statistics (feature added January 2025)
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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:

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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.