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France National 3

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France National 3 (09/03/2025 - 11/03/2025) Moyennes générales

Buts Dangereuses Attaques Attaques Corners Tirs cadrés Tirs non cadrés Nombre total de tirs
? 40.52 ? 4.23 ? 5.16 ?

Statistiques d'équipe (09/03/2025 - 11/03/2025) concédé

Nom de l'équipe Buts Dangereuses Attaques Attaques Corners Tirs cadrés Tirs non cadrés Nombre total de tirs
Ajaccio GFCA ? 1.00 30.00 ? ? 76.00 4.00 ? ? 2.00 3.00 ? ? 5.50
Racing Besancon ? 1.00 12.67 ? ? 28.67 6.33 ? ? 3.00 1.33 ? ? 4.67
ASM Belfort ? 2.00 43.67 ? ? 95.67 4.67 ? ? 4.33 4.67 ? ? 10.00
Aubervilliers ? 2.00 57.50 ? ? 74.00 3.00 ? ? 3.50 4.50 ? ? 5.50
Troyes II ? 0.50 47.00 ? ? 73.50 5.50 ? ? 4.00 6.00 ? ? 9.00
Nantes II ? 1.33 65.00 ? ? 103.33 5.33 ? ? 3.33 4.00 ? ? 9.33
Drancy ? 0.50 57.75 ? ? 83.25 5.75 ? ? 2.25 5.00 ? ? 7.00
Lille II ? 2.00 45.50 ? ? 66.00 1.50 ? ? 3.00 8.00 ? ? 6.00
Sainte Genevieve Sports ? 2.00 41.50 ? ? 82.50 5.00 ? ? 3.50 4.00 ? ? 6.00
Marseille II ? 0.00 37.00 ? ? 63.00 4.00 ? ? 7.00 6.00 ? ? 13.50
US Castanet ? 1.00 29.00 ? ? 81.00 3.00 ? ? 5.00 4.00 ? ? 12.00
US Ivry ? 1.00 0.00 ? ? 0.00 5.00 ? ? 1.00 0.00 ? ? 1.00
Caen II ? 0.50 23.00 ? ? 40.00 4.00 ? ? 1.00 2.50 ? ? 2.50
Auxerre II ? 2.00 31.50 ? ? 81.50 2.50 ? ? 5.00 6.00 ? ? 13.00
FC Mulhouse ? 2.00 34.00 ? ? 109.00 2.00 ? ? 2.00 4.00 ? ? 4.00
Lyon Duchere ? 1.00 27.00 ? ? 74.00 4.00 ? ? 4.00 8.00 ? ? 13.00
Lyon II ? 2.67 41.67 ? ? 71.67 5.33 ? ? 4.00 6.00 ? ? 8.33
Strasbourg II ? 1.67 45.33 ? ? 83.00 5.00 ? ? 3.00 5.00 ? ? 7.33
Reims II ? 2.00 29.00 ? ? 60.00 4.00 ? ? 5.00 8.00 ? ? 10.00
Dijon II ? 1.00 53.50 ? ? 81.50 4.50 ? ? 3.50 6.00 ? ? 7.00
Besancon ? 3.00 40.50 ? ? 78.50 4.50 ? ? 5.50 4.00 ? ? 10.50
Colomiers ? 2.00 44.00 ? ? 84.00 5.00 ? ? 4.00 9.00 ? ? 9.00
Challans ? 2.00 24.00 ? ? 84.00 2.00 ? ? 5.00 8.00 ? ? 11.00
Sochaux II ? 2.00 42.00 ? ? 75.00 5.50 ? ? 2.50 6.00 ? ? 9.00
St Etienne II ? 1.67 69.33 ? ? 76.33 4.67 ? ? 3.67 9.67 ? ? 7.67
Ussa Vertou ? 1.00 21.00 ? ? 85.00 1.00 ? ? 3.00 3.00 ? ? 11.00
Poire Sur Vie ? 1.00 39.00 ? ? 78.00 4.00 ? ? 4.00 9.00 ? ? 10.00
Amiens SC II ? 1.00 42.00 ? ? 63.00 4.00 ? ? 3.00 3.00 ? ? 5.00
Romorantin ? 2.00 48.00 ? ? 85.00 4.00 ? ? 3.00 8.00 ? ? 13.00
Jura Sud Foot ? 2.50 32.00 ? ? 107.50 4.00 ? ? 9.00 5.00 ? ? 17.00
Montpellier II ? 0.00 42.00 ? ? 78.00 5.00 ? ? 4.50 8.50 ? ? 11.50
CMS Oissel ? 1.67 49.00 ? ? 91.67 4.33 ? ? 3.33 4.67 ? ? 7.67
Bourgoin Jallieu ? 1.00 25.00 ? ? 80.00 3.00 ? ? 5.00 5.00 ? ? 10.00
FC Chartres ? 2.00 63.00 ? ? 92.00 3.00 ? ? 2.00 5.00 ? ? 9.00
Lannion FC ? 1.00 44.00 ? ? 99.00 3.00 ? ? 9.00 11.00 ? ? 14.00
CA Pontarlier ? 1.00 34.00 ? ? 98.00 3.00 ? ? 3.00 3.00 ? ? 8.00
Blagnac ? 2.00 18.00 ? ? 59.00 2.00 ? ? 3.00 2.00 ? ? 6.00
Bastia II ? 0.00 44.00 ? ? 89.00 5.00 ? ? 2.00 2.00 ? ? 5.00
Hauts Lyonnais ? 1.00 44.00 ? ? 94.00 8.00 ? ? 3.00 7.00 ? ? 6.00
Pau II ? 1.33 38.00 ? ? 78.33 5.33 ? ? 5.33 9.00 ? ? 10.67
Tarbes Pyrenees ? 1.00 0.00 ? ? 0.00 6.00 ? ? 1.00 0.00 ? ? 1.00
Guingamp II ? 0.67 49.67 ? ? 83.33 5.67 ? ? 3.33 4.67 ? ? 8.00
Angers II ? 2.50 24.50 ? ? 72.50 2.50 ? ? 5.00 7.50 ? ? 10.00
Vendee Fontenay ? 1.00 33.00 ? ? 78.00 4.50 ? ? 1.00 6.50 ? ? 7.00
Canet Roussillon ? 2.00 31.00 ? ? 97.00 6.00 ? ? 7.00 5.00 ? ? 16.00
Laval II ? 2.00 63.33 ? ? 80.67 6.00 ? ? 3.33 6.33 ? ? 5.33
Cannet Rocheville ? 1.00 25.00 ? ? 103.00 1.00 ? ? 4.00 1.00 ? ? 12.00
Vierzon Foot ? 3.50 49.50 ? ? 72.00 6.00 ? ? 8.50 7.50 ? ? 15.50
Chauvigny ? 3.00 68.00 ? ? 116.00 1.00 ? ? 5.00 4.00 ? ? 8.00
Olympique d'Ales ? 1.00 41.00 ? ? 88.50 5.00 ? ? 4.50 4.00 ? ? 10.50
CS Bretigny ? 1.50 27.00 ? ? 88.50 2.00 ? ? 5.00 1.50 ? ? 11.00
Pontivy GSI ? 1.00 58.00 ? ? 75.00 3.00 ? ? 3.00 0.00 ? ? 8.00
Stade Beaucairois 30 ? 0.00 39.00 ? ? 90.00 2.00 ? ? 7.00 2.00 ? ? 16.00
Thaon ? 0.00 29.00 ? ? 74.00 2.00 ? ? 4.00 7.00 ? ? 10.00
Gallia Lucciana ? 2.00 38.00 ? ? 91.00 8.00 ? ? 4.00 8.00 ? ? 12.00
US Orleans II ? 0.75 54.25 ? ? 102.25 3.00 ? ? 3.50 7.00 ? ? 11.25
AS La Chataigneraie ? 3.00 32.00 ? ? 80.00 6.00 ? ? 3.00 6.00 ? ? 12.00
Alencon US ? 2.00 37.00 ? ? 139.00 2.00 ? ? 5.00 2.00 ? ? 10.00
AF Virois ? 0.00 50.00 ? ? 111.00 1.00 ? ? 6.00 2.00 ? ? 16.00
Thonon Evian FC ? 1.00 52.00 ? ? 87.00 6.00 ? ? 6.00 6.00 ? ? 9.00
Saran ? 2.50 41.50 ? ? 85.50 5.00 ? ? 6.00 5.50 ? ? 11.50
Linas-Montlhery ? 1.33 48.00 ? ? 86.67 2.67 ? ? 3.67 5.67 ? ? 9.33
Anglet Genets ? 1.50 39.50 ? ? 76.00 6.50 ? ? 4.50 7.50 ? ? 8.50
US Lege-Cap-Ferret ? 3.00 44.00 ? ? 76.00 7.00 ? ? 5.00 6.00 ? ? 13.00
Maconnais ? 1.00 42.00 ? ? 81.00 2.00 ? ? 3.00 4.00 ? ? 11.00
Racing Paris ? 0.67 46.33 ? ? 83.00 2.67 ? ? 2.67 4.33 ? ? 8.33
Chatellerault ? 4.00 35.00 ? ? 78.00 3.00 ? ? 7.00 9.00 ? ? 12.00
Feurs US ? 2.00 86.00 ? ? 100.00 10.00 ? ? 4.00 5.00 ? ? 9.00
Union Cosnoise ? 4.00 27.00 ? ? 110.00 1.00 ? ? 6.00 2.00 ? ? 16.00
Alberes Argeles ? 2.00 26.00 ? ? 78.00 6.00 ? ? 4.00 3.00 ? ? 8.00
US Pays de Cassel ? 2.00 51.00 ? ? 92.00 10.00 ? ? 6.00 8.00 ? ? 14.00
Carnoux ? 3.00 33.00 ? ? 71.00 4.00 ? ? 5.00 4.25 ? ? 11.00
Balagne ? 1.00 32.50 ? ? 94.00 4.00 ? ? 2.00 8.50 ? ? 6.50
Toulouse II ? 0.00 29.00 ? ? 81.50 3.00 ? ? 5.00 2.50 ? ? 15.00
ASPTT Dijon ? 1.50 50.00 ? ? 67.50 4.00 ? ? 4.50 7.00 ? ? 6.00
ES Fosseenne ? 1.00 41.00 ? ? 71.00 2.00 ? ? 2.00 9.00 ? ? 6.00
St Philbert de Grandlieu ? 2.00 31.00 ? ? 92.50 2.50 ? ? 6.00 2.50 ? ? 12.50
Neuilly Sur Marne ? 3.00 75.00 ? ? 100.00 4.00 ? ? 3.00 2.00 ? ? 10.00
US Le Pays Du Valois ? 1.00 27.50 ? ? 77.50 2.00 ? ? 2.50 3.00 ? ? 10.00
Torcy ? 0.00 39.00 ? ? 93.00 3.00 ? ? 3.00 4.00 ? ? 8.00
AC Seyssinet ? 3.00 50.00 ? ? 95.50 7.00 ? ? 6.00 5.50 ? ? 12.50
Bassin D'Arcachon ? 1.00 35.33 ? ? 65.33 4.33 ? ? 3.33 4.67 ? ? 6.33
Cesson ? 1.00 51.50 ? ? 78.00 3.00 ? ? 2.00 2.50 ? ? 6.00
OCPAM ? 0.50 35.50 ? ? 93.50 1.50 ? ? 6.00 5.50 ? ? 15.50
Versailles 78 II ? 1.00 20.67 ? ? 58.67 3.67 ? ? 2.67 4.33 ? ? 7.33
SA Gazinet-Cestas ? 3.50 12.50 ? ? 30.50 4.50 ? ? 4.50 2.50 ? ? 6.00
FC Chalonnais ? 1.00 23.67 ? ? 57.67 4.33 ? ? 2.67 4.00 ? ? 6.67
Riviera FC ? 2.33 37.00 ? ? 70.00 6.00 ? ? 4.33 5.67 ? ? 8.33
Havre Caucriauville Sportif ? 2.00 34.00 ? ? 76.00 3.00 ? ? 3.00 3.00 ? ? 6.00
Les Sables Vendée ? 2.00 71.00 ? ? 117.00 2.00 ? ? 6.00 11.00 ? ? 11.00
AS Trouville DV ? 4.00 53.00 ? ? 100.00 8.00 ? ? 5.00 9.00 ? ? 8.00

Variance Average difference from opening line

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Advantage (09/03/2025 - 11/03/2025)

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Nom de l'équipe GF GA Number of Games Advantage
Montpellier II 5 0 3 1.67
Stade Beaucairois 30 1 0 1 1.00
Versailles 78 II 5 4 3 0.33
CS Bretigny 1 3 1 -2.00
Nantes II 8 6 4 0.50
Chatellerault 0 0 0 -
Toulouse II 8 1 3 2.33
SA Gazinet-Cestas 2 3 2 -0.50
Strasbourg II 5 6 4 -0.25
FC Chalonnais 0 0 0 -
Saran 1 1 1 0.00
Maconnais 0 0 0 -
Havre Caucriauville Sportif 1 2 2 -0.50
Caen II 0 0 0 -
Aubervilliers 2 5 3 -1.00
Bastia II 0 0 0 -
OCPAM 2 1 2 0.50
Balagne 0 0 0 -
Anglet Genets 3 3 2 0.00
Pau II 0 0 0 -
Bassin D'Arcachon 2 0 1 2.00
Alberes Argeles 0 0 0 -
US Lege-Cap-Ferret 3 6 2 -1.50
Colomiers 2 2 1 0.00
Ajaccio GFCA 4 2 2 1.00
Lille II 1 1 1 0.00
Vierzon Foot 2 1 1 1.00
Jura Sud Foot 0 0 0 -
Racing Besancon 4 2 3 0.67
ASM Belfort 3 3 2 0.00
Guingamp II 5 2 3 1.00
Cesson 0 0 0 -
Romorantin 1 2 1 -1.00
US Orleans II 10 2 3 2.67
Torcy 0 0 1 0.00
Besancon 1 4 2 -1.50
Dijon II 6 2 2 2.00
St Etienne II 2 1 2 0.50
Bourgoin Jallieu 1 1 1 0.00
Riviera FC 0 0 0 -
Lyon II 5 8 3 -1.00
Carnoux 1 8 2 -3.50
CMS Oissel 3 5 3 -0.67
Linas-Montlhery 4 0 1 4.00
Sainte Genevieve Sports 4 4 2 0.00
Racing Paris 8 1 2 3.50
Blagnac 1 2 2 -0.50
Onet-le-Chateau 0 0 0 -
Reims II 2 2 1 0.00
Drancy 3 0 2 1.50
Laval II 1 6 3 -1.67
AF Virois 0 0 0 -
Feurs US 3 2 1 1.00
Auxerre II 6 3 2 1.50
Sochaux II 1 4 2 -1.50
Troyes II 8 3 3 1.67
Tarbes Pyrenees 0 0 0 -
Canet Roussillon 0 0 0 -
US Castanet 2 0 1 2.00
Amiens SC II 0 0 0 -
St Philbert de Grandlieu 1 4 1 -3.00
US Le Pays Du Valois 0 0 0 -
Vendee Fontenay 5 2 2 1.50
Ussa Vertou 0 0 0 -
AS Trouville DV 0 0 0 -
ES Fosseenne 0 0 0 -
Thonon Evian FC 0 0 0 -
Hauts Lyonnais 4 1 1 3.00
CA Pontarlier 0 0 0 -
Thaon 0 0 0 -
Gallia Lucciana 0 0 0 -
FC Chartres 0 0 0 -
Agde 0 0 0 -
Olympique d'Ales 3 1 1 2.00
Cannet Rocheville 0 0 0 -
Les Sables Vendée 0 0 0 -
Pontivy GSI 0 0 0 -
Angers II 2 5 2 -1.50
Les Sables d'Olonne 0 0 0 -
Alencon US 0 0 0 -
St-Ouen L'Aumone 0 0 0 -
ASPTT Dijon 3 2 1 1.00
SU Dives Cabourg 0 0 0 -
FC Mulhouse 0 0 0 -
US Ivry 2 1 1 1.00
AS La Chataigneraie 1 3 1 -2.00
Poire Sur Vie 0 0 0 -
Marseille II 1 0 1 1.00
AC Seyssinet 1 4 1 -3.00
Chauvigny 0 0 0 -
US Pays de Cassel 0 0 0 -
Lyon Duchere 0 0 0 -
Challans 0 0 0 -
Lannion FC 0 0 0 -
Neuilly Sur Marne 0 3 1 -3.00
Union Cosnoise 0 0 0 -
Nom de l'équipe GF GA Number of Games Advantage
Montpellier II 0 0 0 -
Stade Beaucairois 30 0 1 1 -1.00
Versailles 78 II 0 1 1 -1.00
CS Bretigny 3 2 2 0.50
Nantes II 4 1 1 3.00
Chatellerault 1 5 2 -2.00
Toulouse II 0 0 0 -
SA Gazinet-Cestas 0 5 1 -5.00
Strasbourg II 0 0 0 -
FC Chalonnais 4 3 4 0.25
Saran 1 4 1 -3.00
Maconnais 1 1 1 0.00
Havre Caucriauville Sportif 1 2 1 -1.00
Caen II 3 2 3 0.33
Aubervilliers 0 0 0 -
Bastia II 0 0 1 0.00
OCPAM 0 0 0 -
Balagne 0 2 2 -1.00
Anglet Genets 0 0 0 -
Pau II 5 4 3 0.33
Bassin D'Arcachon 2 3 2 -0.50
Alberes Argeles 0 2 1 -2.00
US Lege-Cap-Ferret 0 0 0 -
Colomiers 4 3 2 0.50
Ajaccio GFCA 0 0 0 -
Lille II 2 3 1 -1.00
Vierzon Foot 0 6 1 -6.00
Jura Sud Foot 2 5 2 -1.50
Racing Besancon 1 2 1 -1.00
ASM Belfort 2 4 2 -1.00
Guingamp II 0 0 0 -
Cesson 2 2 2 0.00
Romorantin 1 1 1 0.00
US Orleans II 2 3 2 -0.50
Torcy 0 0 1 0.00
Besancon 1 5 3 -1.33
Dijon II 0 0 0 -
St Etienne II 1 5 2 -2.00
Bourgoin Jallieu 0 0 0 -
Riviera FC 4 7 3 -1.00
Lyon II 0 0 0 -
Carnoux 6 4 2 1.00
CMS Oissel 0 0 0 -
Linas-Montlhery 5 4 2 0.50
Sainte Genevieve Sports 0 0 0 -
Racing Paris 7 2 2 2.50
Blagnac 0 0 0 -
Onet-le-Chateau 0 0 1 0.00
Reims II 0 0 0 -
Drancy 5 2 2 1.50
Laval II 0 0 0 -
AF Virois 3 0 1 3.00
Feurs US 2 2 1 0.00
Auxerre II 2 4 2 -1.00
Sochaux II 2 2 1 0.00
Troyes II 2 1 1 1.00
Tarbes Pyrenees 2 1 1 1.00
Canet Roussillon 2 2 1 0.00
US Castanet 1 2 1 -1.00
Amiens SC II 0 1 1 -1.00
St Philbert de Grandlieu 2 0 1 2.00
US Le Pays Du Valois 1 2 2 -0.50
Vendee Fontenay 0 0 0 -
Ussa Vertou 2 1 1 1.00
AS Trouville DV 0 4 1 -4.00
ES Fosseenne 6 1 1 5.00
Thonon Evian FC 4 1 1 3.00
Hauts Lyonnais 0 0 0 -
CA Pontarlier 3 4 2 -0.50
Thaon 2 0 1 2.00
Gallia Lucciana 0 2 1 -2.00
FC Chartres 3 2 2 0.50
Agde 1 1 1 0.00
Olympique d'Ales 4 1 1 3.00
Cannet Rocheville 2 1 1 1.00
Les Sables Vendée 2 2 1 0.00
Pontivy GSI 2 1 1 1.00
Angers II 0 0 0 -
Les Sables d'Olonne 2 2 1 0.00
Alencon US 1 2 1 -1.00
St-Ouen L'Aumone 1 7 1 -6.00
ASPTT Dijon 0 1 1 -1.00
SU Dives Cabourg 1 2 1 -1.00
FC Mulhouse 2 2 1 0.00
US Ivry 0 0 0 -
AS La Chataigneraie 0 0 0 -
Poire Sur Vie 3 1 1 2.00
Marseille II 2 0 1 2.00
AC Seyssinet 0 2 1 -2.00
Chauvigny 1 3 1 -2.00
US Pays de Cassel 1 2 1 -1.00
Lyon Duchere 0 1 1 -1.00
Challans 3 2 1 1.00
Lannion FC 0 1 1 -1.00
Neuilly Sur Marne 0 0 0 -
Union Cosnoise 3 4 1 -1.00

Overall Advantage (09/03/2025 - 11/03/2025)

Nom de l'équipe GF GA Number of Games Advantage
Domicile 166 140 102 0.25
Extérieure 140 166 102 -0.25

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  • 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.