{ "match_info": { "home_team": "Real Madrid", "away_team": "Málaga", "tournament": "LaLiga", "date": "20260830", "timezone": "America/New_York", "home_formation": "3-4-2-1", "away_formation": "3-5-2" }, "prediction": { "most_likely_score": "4-0", "home_goals": 4, "away_goals": 0, "most_likely_score_probability": 0.0975, "match_resolution": "regulation", "predicted_winner": "Real Madrid", "tiebreaker": { "applies": false, "method": "none", "regulation_draw_probability": 0.0335, "shootout_home_win_probability": null, "shootout_away_win_probability": null, "penalty_home_goals": null, "penalty_away_goals": null, "penalty_score": null, "penalty_winner": null, "penalty_winner_goals": null, "penalty_loser_goals": null, "penalty_result": null, "home_advance_probability": null, "away_advance_probability": null, "projected_winner": null, "projected_winner_probability": null, "final_score_after_penalties": null, "reason": "Tie-breaker not required for this match context." }, "top_5_scorelines": [ { "score": "4-0", "probability": 0.0975 }, { "score": "5-0", "probability": 0.0936 }, { "score": "3-0", "probability": 0.0812 }, { "score": "6-0", "probability": 0.0749 }, { "score": "4-1", "probability": 0.0634 } ], "scoreline_probabilities": { "0-0": 0.0044, "0-1": 0.0028, "0-2": 0.0009, "1-0": 0.0211, "1-1": 0.0138, "1-2": 0.0045, "1-3": 0.001, "2-0": 0.0508, "2-1": 0.033, "2-2": 0.0107, "2-3": 0.0023, "3-0": 0.0812, "3-1": 0.0528, "3-2": 0.0172, "3-3": 0.0037, "3-4": 0.0006, "4-0": 0.0975, "4-1": 0.0634, "4-2": 0.0206, "4-3": 0.0045, "4-4": 0.0007, "5-0": 0.0936, "5-1": 0.0608, "5-2": 0.0198, "5-3": 0.0043, "5-4": 0.0007, "6-0": 0.0749, "6-1": 0.0487, "6-2": 0.0158, "6-3": 0.0034, "6-4": 0.0006, "7-0": 0.0513, "7-1": 0.0334, "7-2": 0.0108, "7-3": 0.0023, "8-0": 0.0308, "8-1": 0.02, "8-2": 0.0065, "8-3": 0.0014, "9-0": 0.0164, "9-1": 0.0107, "9-2": 0.0035, "9-3": 0.0008 }, "outcome": { "home_win": 0.9533, "draw": 0.0335, "away_win": 0.0132 }, "markets": { "over_2_5_goals": 0.9061, "under_2_5_goals": 0.0939, "btts_yes": 0.4739, "btts_no": 0.5261, "home_clean_sheet": 0.522, "away_clean_sheet": 0.0084 }, "home_ratings": { "DR": 91.63, "MCR": 93.88, "ATR": 88.86, "GK": 96.03 }, "away_ratings": { "DR": 79.83, "MCR": 63.49, "ATR": 39.88, "GK": 81.62 }, "insights": { "summary": "Antagonist matchup analysis for Real Madrid vs Málaga. Most likely scoreline: 4-0. Lambdas derived from 7 home and 6 away individual player duels.", "key_player": "Projected scorer(s): Jude Bellingham, Kylian Mbappé (2), Vinícius Júnior", "tactical_analysis": "Tactical parity between 3-4-2-1 and 3-5-2. Match outcome driven primarily by individual player quality. Home midfield dominates with ~55% possession expected (Jude Bellingham vs David Larrubia). Total antagonist xG — Home: 2.67, Away: 0.36. Home danger zone: Shadow Striker vs Centre Back — Half-Space Threat. Away danger zone: Striker vs Two Centre Backs — 1v2 Aerial/Physical Battle." }, "confidence": 0.95, "home_lambda": 4.8, "away_lambda": 0.65 }, "pregame_baseline": { "fair_win_probability": { "home_win": 0.9533, "draw": 0.0335, "away_win": 0.0132 }, "favorite": "Real Madrid", "favorite_win_probability": 0.9533, "fair_spread": 4.15, "fair_total": 5.45, "prop_estimates": [ { "market": "team_total_goals", "selection": "Real Madrid", "estimate": 4.8, "probability": null, "unit": "goals" }, { "market": "team_total_goals", "selection": "Málaga", "estimate": 0.65, "probability": null, "unit": "goals" }, { "market": "over_2_5_goals", "selection": "yes", "estimate": 2.5, "probability": 0.9061, "unit": "probability" }, { "market": "both_teams_to_score", "selection": "yes", "estimate": 1.0, "probability": 0.4739, "unit": "probability" }, { "market": "clean_sheet", "selection": "Real Madrid", "estimate": 1.0, "probability": 0.522, "unit": "probability" }, { "market": "clean_sheet", "selection": "Málaga", "estimate": 1.0, "probability": 0.0084, "unit": "probability" }, { "market": "anytime_goal", "selection": "Kylian Mbappé (Real Madrid)", "estimate": 2.1157, "probability": 0.7654, "unit": "xG" }, { "market": "anytime_goal", "selection": "David Larrubia (Málaga)", "estimate": 0.2709, "probability": 0.0, "unit": "xG" }, { "market": "assist", "selection": "Vinícius Júnior (Real Madrid)", "estimate": 0.2703, "probability": 0.2759, "unit": "xA" }, { "market": "assist", "selection": "Dani Lorenzo (Málaga)", "estimate": 0.0772, "probability": 0.0, "unit": "xA" } ], "expected_pace": { "tempo": "high", "expected_total_goals": 5.45, "expected_total_shots": 27, "expected_total_passes": 793, "expected_pressing_actions_per_90": 15.7, "possession_home_pct": 55.2, "possession_away_pct": 44.8, "notes": "Real Madrid projects to control midfield possession" }, "expected_game_script": { "favorite": "Real Madrid", "favorite_win_probability": 0.9533, "script": "Real Madrid is the fair winner side, but the baseline remains favorite-led: fair spread +4.15 goals and fair total 5.45.", "first_half": "Expect high tempo while both sides test the matchup thesis; shot baseline is about 14 first-half attempts.", "second_half": "If level after halftime, midfield control and bench quality should decide territory; Málaga must keep the match inside one goal.", "late_game": "A Real Madrid lead likely shifts toward control and counters; a draw state keeps set pieces and transition chances live." }, "key_matchup_thesis": "Real Madrid chance creation leans on Kylian Mbappé against Fernando Calero in Shadow Striker vs Centre Back — Half-Space Threat; Real Madrid projects to control midfield possession.", "expected_rotation_usage_behavior": [ "Real Madrid: starters carry the main goal usage through Jude Bellingham, Kylian Mbappé (2), Vinícius Júnior; bench watchlist: Rodrygo, Franco Mastantuono.", "Málaga: starters carry the main goal usage through the highest xG attackers; bench watchlist: Julen Lobete, Rafa Rodriguez, Eneko Jauregi.", "Assist usage should flow through Arda Güler, Vinícius Júnior; late lineup changes should re-score these allocations." ], "pregame_play_by_play": [ "0-15: Real Madrid tries to establish the projected edge; track possession and first-shot share.", "15-45: Baseline expects high tempo, about 14 total first-half shots, and 2.73 first-half xG pace.", "45-70: If the match is level, watch midfield control and the listed bench watchlists for usage changes.", "70-90: If Málaga is chasing, transition and set-piece volume become the primary live deviation signal; a draw state keeps set pieces and transition chances live." ], "invalidation_triggers": [ "Early red card, injury, or goalkeeper change for Real Madrid.", "Málaga wins the midfield/territory battle beyond the possession baseline.", "Pace collapses: first 25 minutes fall well below the shot and box-entry baseline.", "Set pieces, penalties, or second balls create more danger than the open-play matchup thesis." ], "top_3_risk_factors": [ { "factor": "Low-event scoring variance", "impact": "One penalty, deflection, or missed big chance can overwhelm the fair win probability." }, { "factor": "Late lineup or role change", "impact": "A pregame XI, injury, or tactical role shift can invalidate player prop and usage estimates." }, { "factor": "Discipline and set-piece volatility", "impact": "Cards, fouls in dangerous zones, and corner volume can change the expected game script quickly." } ] }, "teams": { "Real Madrid": { "formation": "3-4-2-1", "players": { "Thibaut Courtois": { "player_id": 70988, "position": "G", "position_depth": "G", "is_starter": true, "shirt_number": 1, "height": 200, "market_value": 14500000, "stats": { "saves": 2, "goals_prevented": 0.3184, "rating": 96.0345, "minutes": 86, "total_pass": 34, "accurate_pass": 26, "total_long_balls": 12, "accurate_long_balls": 5, "touches": 44, "clearances": 2, "ball_recovery": 8, "high_claims": 1, "punches": 1.5332, "aerial_won": 2, "sweeper_actions": 2, "sweeper_accurate": 2, "saves_inside_box": 2, "possession_lost": 7.9009, "duels_won": 1, "duels_lost": 0, "total_contest": 0, "won_contest": 0, "fouls": 0, "fouls_drawn": 1, "total_own_half_passes": 24, "accurate_own_half_passes": 23, "expected_saves": 0.76, "high_pressure_saves": 0.29, "shots_faced": 1.6, "opponent_faced": "Adrián Niño, Izan Merino", "matchup_zone": "Goalkeeper shot-stopping context", "antagonist_source": "formation_fallback", "goals": 0, "projected_goals": 0, "goal_probability": 0.0, "assists": 0, "projected_assists": 0, "assist_probability": 0.0, "expected_goals": 0.0, "expected_assists": 0.0, "fifa_overall": 89.0 }, "latest_10_games": [ { "match_type": "played", "match_id": 16416306, "match_date": "2026-08-22 19:30:00 UTC", "league_name": "LaLiga", "league_id": 8, "league_slug": "laliga", "league_country": "Spain", "season_id": 97268, "season_name": "LaLiga 26/27", "season_year": "26/27", "home_team": "Espanyol", "away_team": "Real Madrid", "home_score_current": 1.0, "away_score_current": 2.0, "team_side": "away", "status_code": 100, "status_type": "finished", "status_description": "Ended", "player_status": "starter", "is_starting_11": true, "team": "Real Madrid", "opponent": "Espanyol", "stats": {}, "has_player_stats": false, "source": "depth_chart.csv" }, { "match_id": 12812994, "match_date": "2026-07-10", "home_team": "Spain", "away_team": "Belgium", "team_side": "away", "is_starting_11": 1, "team": "Belgium", "opponent": "Spain", "stats": { "minutes": 71, "rating": 8.1, "assists": 0, "expected_assists": 0.0019, "total_shots": 0, "total_pass": 29, "accurate_pass": 22, "clearances": 1, "ball_recovery": 4, "saves": 4, "goals_prevented": 0.7834 }, "has_player_stats": true, "league_name": "FIFA World Cup", "league_id": "16", "league_slug": "world-championship", "league_country": "World", "season_id": "58210", "season_name": "World Cup 2026", "season_year": "2026" }, { "match_id": 12813002, "match_date": "2026-07-07", "home_team": "USA", "away_team": "Belgium", "team_side": "away", "is_starting_11": 1, "team": "Belgium", "opponent": "USA", "stats": { "minutes": 90, "rating": 6.3, "assists": 0, "expected_assists": 0.005, "total_shots": 0, "total_pass": 39, "accurate_pass": 24, "ball_recovery": 6, "saves": 1, "goals_prevented": -0.7802 }, "has_player_stats": true, "league_name": "FIFA World Cup", "league_id": "16", "league_slug": "world-championship", "league_country": "World", "season_id": "58210", "season_name": "World Cup 2026", "season_year": "2026" }, { "match_type": "played", "match_id": 12813013, "match_date": "2026-07-01 20:00:00 UTC", "league_name": "World Championship", "league_id": 16, "league_slug": "world-championship", "league_country": "World", "season_id": 58210, "season_name": "World Cup 2026", "season_year": "2026", "home_team": "Belgium", "away_team": "Senegal", "home_score_current": 3.0, "away_score_current": 2.0, "team_side": "home", "status_code": 110, "status_type": "finished", "status_description": "AET", "player_status": "starter", "is_starting_11": true, "team": "Belgium", "opponent": "Senegal", "stats": {}, "has_player_stats": false, "source": "depth_chart.csv" }, { "match_id": 15186822, "match_date": "2026-06-27", "home_team": "New Zealand", "away_team": "Belgium", "team_side": "away", "is_starting_11": 1, "team": "Belgium", "opponent": "New Zealand", "stats": { "minutes": 90, "rating": 6.5, "assists": 0, "expected_assists": 0.0053, "total_shots": 0, "total_pass": 30, "accurate_pass": 21, "clearances": 3, "aerial_won": 2, "duels_won": 2, "ball_recovery": 8, "saves": 1, "goals_prevented": -0.7684 }, "has_player_stats": true, "league_name": "FIFA World Cup", "league_id": "16", "league_slug": "world-championship", "league_country": "World", "season_id": "58210", "season_name": "World Cup 2026", "season_year": "2026" }, { "match_id": 15186499, "match_date": "2026-06-21", "home_team": "Belgium", "away_team": "Iran", "team_side": "home", "is_starting_11": 1, "team": "Belgium", "opponent": "Iran", "stats": { "minutes": 90, "rating": 7.8, "assists": 0, "expected_assists": 0.0, "total_shots": 0, "total_pass": 22, "accurate_pass": 11, "ball_recovery": 8, "saves": 3, "goals_prevented": 0.8693 }, "has_player_stats": true, "league_name": "FIFA World Cup", "league_id": "16", "league_slug": "world-championship", "league_country": "World", "season_id": "58210", "season_name": "World Cup 2026", "season_year": "2026" }, { "match_id": 15186837, "match_date": "2026-06-15", "home_team": "Belgium", "away_team": "Egypt", "team_side": "home", "is_starting_11": 1, "team": "Belgium", "opponent": "Egypt", "stats": { "minutes": 90, "rating": 6.9, "assists": 0, "expected_assists": 0.0004, "total_shots": 0, "total_pass": 11, "accurate_pass": 9, "clearances": 3, "ball_recovery": 9, "saves": 2, "goals_prevented": -0.3919 }, "has_player_stats": true, "league_name": "FIFA World Cup", "league_id": "16", "league_slug": "world-championship", "league_country": "World", "season_id": "58210", "season_name": "World Cup 2026", "season_year": "2026" }, { "match_id": 14083731, "match_date": "2026-05-23", "home_team": "Real Madrid", "away_team": "Athletic Club", "team_side": "home", "is_starting_11": 1, "team": "Real Madrid", "opponent": "Athletic Club", "stats": { "minutes": 90, "rating": 6.5, "assists": 0, "expected_assists": 0.0003, "total_shots": 0, "total_pass": 54, "accurate_pass": 51, "ball_recovery": 15, "goals_prevented": -0.3506 }, "has_player_stats": true, "league_name": "LaLiga", "league_id": "8", "league_slug": "laliga", "league_country": "Spain", "season_id": "77559", "season_name": "LaLiga 25/26", "season_year": "25/26" }, { "match_id": 14083702, "match_date": "2026-05-17", "home_team": "Sevilla", "away_team": "Real Madrid", "team_side": "away", "is_starting_11": 1, "team": "Real Madrid", "opponent": "Sevilla", "stats": { "minutes": 90, "rating": 7.9, "assists": 0, "expected_assists": 0.0004, "total_shots": 0, 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"sofascore_plus_fifa_csv", "ranking_status": "combined", "sofascore_rank": 157.0, "sofascore_rating": 7.2909, "sofascore_appearances": 11.0, "fifa_rank": 28.0, "fifa_overall": 89.0, "fifa_source": "EA SPORTS FC official ratings", "match_squad_rank": 17, "squad_role": "starter", "projected_match_rating": 7.0345, "source_file": "data/player_rankings.csv", "player_name": "Thibaut Courtois", "ranking_neighbors": { "upper": [ { "player_name": "Victor Osimhen", "ranking": 81 }, { "player_name": "Jude Bellingham", "ranking": 82 }, { "player_name": "Juan Cornejo", "ranking": 83 }, { "player_name": "Marcus Thuram", "ranking": 84 }, { "player_name": "Valentin Atangana Edoa", "ranking": 85 } ], "lower": [ { "player_name": "Danrlei", "ranking": 87 }, { "player_name": "José Sanhueza", "ranking": 88 }, { "player_name": "Fedor Lapoukhov", "ranking": 89 }, { "player_name": "Bruno Guimarães", "ranking": 90 }, { "player_name": "Vasilije Kostov", "ranking": 91 } ] } } }, "Dean Huijsen": { "player_id": 1176744, "position": "D", "position_depth": "D", "is_starter": true, "shirt_number": 4, "height": 195, "market_value": 66000000, "stats": { "interceptions": 0, "tackles": 0, "tackles_won": 0, "clearances": 3, "aerial_won": 0, "rating": 89.5735, "minutes": 78, "total_pass": 60, "accurate_pass": 56, "duels_won": 2, "total_long_balls": 4, "accurate_long_balls": 2, "total_own_half_passes": 43, "accurate_own_half_passes": 41, "total_opp_half_passes": 18, "accurate_opp_half_passes": 15, "crosses_total": 0, "crosses_accurate": 0, "touches": 69, "possession_lost": 5.1029, "dispossessed": 0.0, "duels_lost": 2, "aerial_lost": 2, "total_contest": 1, "won_contest": 1, "ball_recovery": 2, "challenges_lost": 1, "fouls": 1, "fouls_drawn": 1, "blocks": 2, "goal_rate": 0.0, "goals": 0, "assists": 0, "expected_goals": 0.0, "expected_assists": 0.0111, "total_shots": 0, "shots_on_target": 0, "shots_off_target": 0, "big_chances_created": 0, "xgot": 0.0, "ball_carries": 20, "total_progression": 91, 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"attacker": "Arda Güler", "attacker_role": "LWB", "attacker_market_value": 87000000, "attacker_height": 176, "attacker_skill_quality": 0.887, "defenders": [ "Joaquín Muñoz" ], "defender_roles": [ "RWB" ], "def_skill_quality_avg": 0.417, "duel_zone": "LWB vs RWB", "numerical_situation": "1v1", "duel_win_rate": 0.647, "xg_contribution": 0.118, "shots_in_zone": 1.3, "dribbles_attempted": 3, "dribbles_successful": 1.7, "aerial_duels": 2, "aerial_won": 0.9, "crosses_in_zone": 3.1, "fouls_drawn": 1.1, "pressing_intensity_on_attacker": "LOW", "defender_stats": [ { "player": "Joaquín Muñoz", "role": "RWB", "market_value": 1400000, "tackles_attempted": 1.9, "tackles_won": 1.2, "fouls_committed": 0.6, "interceptions_in_zone": 0.7, "clearances_in_zone": 0.5, "aerial_duels_won": 1.1, "defensive_success_rate": 0.353 } ], "duel_analysis": "Arda Güler (LWB) has a clear attacking advantage against Joaquín Muñoz in a direct 1v1 contest. Duel win probability: 65%. The quality gap is significant (€87M vs €1M avg). Projected xG contribution: 0.118 — and projects to generate high-quality chances." }, { "attacker": "Jude Bellingham", "attacker_role": "CM", "attacker_market_value": 151000000, "attacker_height": 188, "attacker_skill_quality": 0.899, "defenders": [ "David Larrubia" ], "defender_roles": [ "CDM" ], "def_skill_quality_avg": 0.466, "duel_zone": "Central Mid vs Defensive Mid — Pressing/Creation Duel", "numerical_situation": "1v1", "duel_win_rate": 0.705, "xg_contribution": 0.5478, "shots_in_zone": 2.2, "dribbles_attempted": 3, "dribbles_successful": 1.9, "aerial_duels": 2, "aerial_won": 1.2, "crosses_in_zone": 0.0, "fouls_drawn": 1.0, "pressing_intensity_on_attacker": "LOW", "defender_stats": [ { "player": "David Larrubia", "role": "CDM", "market_value": 5300000, "tackles_attempted": 1.9, "tackles_won": 1.2, "fouls_committed": 0.6, "interceptions_in_zone": 0.7, "clearances_in_zone": 0.5, "aerial_duels_won": 0.8, "defensive_success_rate": 0.295 } ], "duel_analysis": "Jude Bellingham (CM) has a clear attacking advantage against David Larrubia in a direct 1v1 contest. Duel win probability: 71%. The quality gap is significant (€151M vs €5M avg). Projected xG contribution: 0.548 — and projects to generate high-quality chances." }, { "attacker": "Aurélien Tchouaméni", "attacker_role": "CM", "attacker_market_value": 73000000, "attacker_height": 188, "attacker_skill_quality": 0.875, "defenders": [ "David Larrubia" ], "defender_roles": [ "CDM" ], "def_skill_quality_avg": 0.466, "duel_zone": "Central Mid vs Defensive Mid — Pressing/Creation Duel", "numerical_situation": "1v1", "duel_win_rate": 0.694, "xg_contribution": 0.0658, "shots_in_zone": 2.2, "dribbles_attempted": 3, "dribbles_successful": 1.8, "aerial_duels": 2, "aerial_won": 1.2, "crosses_in_zone": 0.0, "fouls_drawn": 1.0, "pressing_intensity_on_attacker": "LOW", "defender_stats": [ { "player": "David Larrubia", "role": "CDM", "market_value": 5300000, "tackles_attempted": 1.9, "tackles_won": 1.2, "fouls_committed": 0.6, "interceptions_in_zone": 0.7, "clearances_in_zone": 0.5, "aerial_duels_won": 0.8, "defensive_success_rate": 0.306 } ], "duel_analysis": "Aurélien Tchouaméni (CM) has a clear attacking advantage against David Larrubia in a direct 1v1 contest. Duel win probability: 69%. The quality gap is significant (€73M vs €5M avg). Projected xG contribution: 0.066 — and projects to generate high-quality chances." }, { "attacker": "Federico Valverde", "attacker_role": "RWB", "attacker_market_value": 87000000, "attacker_height": 181, "attacker_skill_quality": 0.887, "defenders": [ "Juan Cruz" ], "defender_roles": [ "LWB" ], "def_skill_quality_avg": 0.421, "duel_zone": "RWB vs LWB", "numerical_situation": "1v1", "duel_win_rate": 0.638, "xg_contribution": 0.119, "shots_in_zone": 1.3, "dribbles_attempted": 3, "dribbles_successful": 1.7, "aerial_duels": 2, "aerial_won": 1.1, "crosses_in_zone": 3.1, "fouls_drawn": 1.1, "pressing_intensity_on_attacker": "LOW", "defender_stats": [ { "player": "Juan Cruz", "role": "LWB", "market_value": 1700000, "tackles_attempted": 1.9, "tackles_won": 1.3, "fouls_committed": 0.6, "interceptions_in_zone": 0.7, "clearances_in_zone": 0.5, "aerial_duels_won": 0.9, "defensive_success_rate": 0.362 } ], "duel_analysis": "Federico Valverde (RWB) has a clear attacking advantage against Juan Cruz in a direct 1v1 contest. Duel win probability: 64%. The quality gap is significant (€87M vs €2M avg). Projected xG contribution: 0.119 — and projects to generate high-quality chances." }, { "attacker": "Kylian Mbappé", "attacker_role": "SS", "attacker_market_value": 212000000, "attacker_height": 180, "attacker_skill_quality": 0.9, "defenders": [ "Fernando Calero" ], "defender_roles": [ "CB" ], "def_skill_quality_avg": 0.426, "duel_zone": "Shadow Striker vs Centre Back — Half-Space Threat", "numerical_situation": "1v1", "duel_win_rate": 0.651, "xg_contribution": 1.1619, "shots_in_zone": 3.1, "dribbles_attempted": 3, "dribbles_successful": 1.7, "aerial_duels": 2, "aerial_won": 1.1, "crosses_in_zone": 0.0, "fouls_drawn": 1.1, "pressing_intensity_on_attacker": "LOW", "defender_stats": [ { "player": "Fernando Calero", "role": "CB", "market_value": 2100000, "tackles_attempted": 1.9, "tackles_won": 1.2, "fouls_committed": 0.6, "interceptions_in_zone": 0.7, "clearances_in_zone": 0.5, "aerial_duels_won": 0.9, "defensive_success_rate": 0.349 } ], "duel_analysis": "Kylian Mbappé (SS) has a clear attacking advantage against Fernando Calero in a direct 1v1 contest. Duel win probability: 65%. The quality gap is significant (€212M vs €2M avg). Projected xG contribution: 1.162 — and projects to generate high-quality chances." }, { "attacker": "Vinícius Júnior", "attacker_role": "SS", "attacker_market_value": 146000000, "attacker_height": 176, "attacker_skill_quality": 0.899, "defenders": [ "Fernando Calero" ], "defender_roles": [ "CB" ], "def_skill_quality_avg": 0.426, "duel_zone": "Shadow Striker vs Centre Back — Half-Space Threat", "numerical_situation": "1v1", "duel_win_rate": 0.635, "xg_contribution": 0.5775, "shots_in_zone": 3.1, "dribbles_attempted": 3, "dribbles_successful": 1.7, "aerial_duels": 2, "aerial_won": 0.9, "crosses_in_zone": 0.0, "fouls_drawn": 1.1, "pressing_intensity_on_attacker": "LOW", "defender_stats": [ { "player": "Fernando Calero", "role": "CB", "market_value": 2100000, "tackles_attempted": 1.9, "tackles_won": 1.3, "fouls_committed": 0.6, "interceptions_in_zone": 0.7, "clearances_in_zone": 0.5, "aerial_duels_won": 1.1, "defensive_success_rate": 0.365 } ], "duel_analysis": "Vinícius Júnior (SS) has a clear attacking advantage against Fernando Calero in a direct 1v1 contest. Duel win probability: 63%. The quality gap is significant (€146M vs €2M avg). Projected xG contribution: 0.577 — and projects to generate high-quality chances." }, { "attacker": "Yan Diomande", "attacker_role": "ST", "attacker_market_value": 99000000, "attacker_height": 180, "attacker_skill_quality": 0.893, "defenders": [ "Fernando Calero", "Jose Salinas" ], "defender_roles": [ "CB", "CB" ], "def_skill_quality_avg": 0.424, "duel_zone": "Striker vs Two Centre Backs — 1v2 Aerial/Physical Battle", "numerical_situation": "1v2", "duel_win_rate": 0.409, "xg_contribution": 0.0832, "shots_in_zone": 2.9, "dribbles_attempted": 2, "dribbles_successful": 0.7, "aerial_duels": 3, "aerial_won": 1.6, "crosses_in_zone": 0.0, "fouls_drawn": 1.5, "pressing_intensity_on_attacker": "LOW", "defender_stats": [ { "player": "Fernando Calero", "role": "CB", "market_value": 2100000, "tackles_attempted": 1.0, "tackles_won": 0.9, "fouls_committed": 0.6, "interceptions_in_zone": 0.7, "clearances_in_zone": 0.6, "aerial_duels_won": 0.7, "defensive_success_rate": 0.591 }, { "player": "Jose Salinas", "role": "CB", "market_value": 1800000, "tackles_attempted": 1.0, "tackles_won": 0.9, "fouls_committed": 0.6, "interceptions_in_zone": 0.7, "clearances_in_zone": 0.6, "aerial_duels_won": 0.7, "defensive_success_rate": 0.591 } ], "duel_analysis": "Yan Diomande (ST) faces tough defensive resistance against Fernando Calero and Jose Salinas in a 2-defender block. Duel win probability: 41%. The quality gap is significant (€99M vs €2M avg). Projected xG contribution: 0.083 — and is restricted in space and time on the ball." } ], "away_attacking_duels": [ { "attacker": "Juan Cruz", "attacker_role": "LWB", "attacker_market_value": 1700000, "attacker_height": 179, "attacker_skill_quality": 0.421, "defenders": [ "Federico Valverde" ], "defender_roles": [ "RWB" ], "def_skill_quality_avg": 0.887, "duel_zone": "LWB vs RWB", "numerical_situation": "1v1", "duel_win_rate": 0.202, "xg_contribution": 0.0489, "shots_in_zone": 0.7, "dribbles_attempted": 2, "dribbles_successful": 0.4, "aerial_duels": 2, "aerial_won": 1.0, "crosses_in_zone": 2.1, "fouls_drawn": 1.4, "pressing_intensity_on_attacker": "ULTRA_HIGH", "defender_stats": [ { "player": "Federico Valverde", "role": "RWB", "market_value": 87000000, "tackles_attempted": 2.3, "tackles_won": 2.5, "fouls_committed": 0.4, "interceptions_in_zone": 1.4, "clearances_in_zone": 0.5, "aerial_duels_won": 1.0, "defensive_success_rate": 0.798 } ], "duel_analysis": "Juan Cruz (LWB) is heavily outmatched defensively against Federico Valverde in a direct 1v1 contest. Duel win probability: 20%. The quality gap is significant (€2M vs €87M avg). Projected xG contribution: 0.049 — with very limited chance creation expected." }, { "attacker": "Dani Lorenzo", "attacker_role": "CM", "attacker_market_value": 1400000, "attacker_height": 176, "attacker_skill_quality": 0.417, "defenders": [ "Jude Bellingham" ], "defender_roles": [ "CM" ], "def_skill_quality_avg": 0.899, "duel_zone": "Central Mid vs Central Mid — Box-to-Box Midfield Contest", "numerical_situation": "1v1", "duel_win_rate": 0.18, "xg_contribution": 0.0647, "shots_in_zone": 1.1, "dribbles_attempted": 2, "dribbles_successful": 0.3, "aerial_duels": 2, "aerial_won": 0.9, "crosses_in_zone": 0.0, "fouls_drawn": 1.4, "pressing_intensity_on_attacker": "ULTRA_HIGH", "defender_stats": [ { "player": "Jude Bellingham", "role": "CM", "market_value": 151000000, "tackles_attempted": 2.3, "tackles_won": 2.6, "fouls_committed": 0.4, "interceptions_in_zone": 1.4, "clearances_in_zone": 0.5, "aerial_duels_won": 1.1, "defensive_success_rate": 0.82 } ], "duel_analysis": "Dani Lorenzo (CM) is heavily outmatched defensively against Jude Bellingham in a direct 1v1 contest. Duel win probability: 18%. The quality gap is significant (€1M vs €151M avg). Projected xG contribution: 0.065 — with very limited chance creation expected." }, { "attacker": "Izan Merino", "attacker_role": "CM", "attacker_market_value": 1900000, "attacker_height": 186, "attacker_skill_quality": 0.424, "defenders": [ "Jude Bellingham" ], "defender_roles": [ "CM" ], "def_skill_quality_avg": 0.899, "duel_zone": "Central Mid vs Central Mid — Box-to-Box Midfield Contest", "numerical_situation": "1v1", "duel_win_rate": 0.198, "xg_contribution": 0.068, "shots_in_zone": 1.1, "dribbles_attempted": 2, "dribbles_successful": 0.3, "aerial_duels": 2, "aerial_won": 1.2, "crosses_in_zone": 0.0, "fouls_drawn": 1.4, "pressing_intensity_on_attacker": "ULTRA_HIGH", "defender_stats": [ { "player": "Jude Bellingham", "role": "CM", "market_value": 151000000, "tackles_attempted": 2.3, "tackles_won": 2.6, "fouls_committed": 0.4, "interceptions_in_zone": 1.4, "clearances_in_zone": 0.5, "aerial_duels_won": 0.8, "defensive_success_rate": 0.802 } ], "duel_analysis": "Izan Merino (CM) is heavily outmatched defensively against Jude Bellingham in a direct 1v1 contest. Duel win probability: 20%. The quality gap is significant (€2M vs €151M avg). Projected xG contribution: 0.068 — with very limited chance creation expected." }, { "attacker": "Joaquín Muñoz", "attacker_role": "RWB", "attacker_market_value": 1400000, "attacker_height": 172, "attacker_skill_quality": 0.417, "defenders": [ "Arda Güler" ], "defender_roles": [ "LWB" ], "def_skill_quality_avg": 0.887, "duel_zone": "RWB vs LWB", "numerical_situation": "1v1", "duel_win_rate": 0.193, "xg_contribution": 0.0476, "shots_in_zone": 0.7, "dribbles_attempted": 2, "dribbles_successful": 0.3, "aerial_duels": 2, "aerial_won": 0.8, "crosses_in_zone": 2.1, "fouls_drawn": 1.4, "pressing_intensity_on_attacker": "ULTRA_HIGH", "defender_stats": [ { "player": "Arda Güler", "role": "LWB", "market_value": 87000000, "tackles_attempted": 2.3, "tackles_won": 2.6, "fouls_committed": 0.4, "interceptions_in_zone": 1.4, "clearances_in_zone": 0.5, "aerial_duels_won": 1.1, "defensive_success_rate": 0.807 } ], "duel_analysis": "Joaquín Muñoz (RWB) is heavily outmatched defensively against Arda Güler in a direct 1v1 contest. Duel win probability: 19%. The quality gap is significant (€1M vs €87M avg). Projected xG contribution: 0.048 — with very limited chance creation expected." }, { "attacker": "Chupete", "attacker_role": "ST", "attacker_market_value": 10700000, "attacker_height": 185, "attacker_skill_quality": 0.531, "defenders": [ "Dean Huijsen", "Marc Cucurella" ], "defender_roles": [ "CB", "CB" ], "def_skill_quality_avg": 0.861, "duel_zone": "Striker vs Two Centre Backs — 1v2 Aerial/Physical Battle", "numerical_situation": "1v2", "duel_win_rate": 0.18, "xg_contribution": 0.0366, "shots_in_zone": 2.0, "dribbles_attempted": 2, "dribbles_successful": 0.3, "aerial_duels": 3, "aerial_won": 1.8, "crosses_in_zone": 0.0, "fouls_drawn": 1.5, "pressing_intensity_on_attacker": "ULTRA_HIGH", "defender_stats": [ { "player": "Dean Huijsen", "role": "CB", "market_value": 66000000, "tackles_attempted": 1.2, "tackles_won": 1.3, "fouls_committed": 0.4, "interceptions_in_zone": 1.4, "clearances_in_zone": 1.2, "aerial_duels_won": 0.6, "defensive_success_rate": 0.82 }, { "player": "Marc Cucurella", "role": "CB", "market_value": 62000000, "tackles_attempted": 1.1, "tackles_won": 1.3, "fouls_committed": 0.4, "interceptions_in_zone": 1.4, "clearances_in_zone": 1.2, "aerial_duels_won": 0.6, "defensive_success_rate": 0.82 } ], "duel_analysis": "Chupete (ST) is heavily outmatched defensively against Dean Huijsen and Marc Cucurella in a 2-defender block. Duel win probability: 18%. The quality gap is significant (€11M vs €64M avg). Projected xG contribution: 0.037 — with very limited chance creation expected." }, { "attacker": "Adrián Niño", "attacker_role": "ST", "attacker_market_value": 1900000, "attacker_height": 186, "attacker_skill_quality": 0.424, "defenders": [ "Dean Huijsen", "Marc Cucurella" ], "defender_roles": [ "CB", "CB" ], "def_skill_quality_avg": 0.861, "duel_zone": "Striker vs Two Centre Backs — 1v2 Aerial/Physical Battle", "numerical_situation": "1v2", "duel_win_rate": 0.18, "xg_contribution": 0.0949, "shots_in_zone": 2.0, "dribbles_attempted": 2, "dribbles_successful": 0.3, "aerial_duels": 3, "aerial_won": 1.8, "crosses_in_zone": 0.0, "fouls_drawn": 1.4, "pressing_intensity_on_attacker": "ULTRA_HIGH", "defender_stats": [ { "player": "Dean Huijsen", "role": "CB", "market_value": 66000000, "tackles_attempted": 1.2, "tackles_won": 1.3, "fouls_committed": 0.4, "interceptions_in_zone": 1.4, "clearances_in_zone": 1.2, "aerial_duels_won": 0.6, "defensive_success_rate": 0.82 }, { "player": "Marc Cucurella", "role": "CB", "market_value": 62000000, "tackles_attempted": 1.1, "tackles_won": 1.3, "fouls_committed": 0.4, "interceptions_in_zone": 1.4, "clearances_in_zone": 1.2, "aerial_duels_won": 0.6, "defensive_success_rate": 0.82 } ], "duel_analysis": "Adrián Niño (ST) is heavily outmatched defensively against Dean Huijsen and Marc Cucurella in a 2-defender block. Duel win probability: 18%. The quality gap is significant (€2M vs €64M avg). Projected xG contribution: 0.095 — with very limited chance creation expected." } ], "midfield_battle": { "home_midfield_power": 0.912, "away_midfield_power": 0.479, "home_creative_power": 0.887, "away_creative_power": 0.357, "home_defensive_power": 0.931, "away_defensive_power": 0.393, "home_dominance_ratio": 0.656, "home_midfield_count": 4, "away_midfield_count": 5, "home_midfield_players": [ "Jude Bellingham", "Arda Güler", "Federico Valverde", "Aurélien Tchouaméni" ], "away_midfield_players": [ "David Larrubia", "Izan Merino", "Juan Cruz", "Joaquín Muñoz", "Dani Lorenzo" ], "possession_advantage": "home", "estimated_possession_home_pct": 55.2, "estimated_possession_away_pct": 44.8, "home_pressing_actions_per_90": 9.5, "away_pressing_actions_per_90": 6.2, "home_key_passes_projected": 6.8, "away_key_passes_projected": 3.6, "home_throughball_threat": 3.3, "away_throughball_threat": 1.7, "key_personal_duel": "Jude Bellingham vs David Larrubia", "midfield_lambda_factor_home": 1.061, "midfield_lambda_factor_away": 0.935 }, "formation_analysis": { "home_formation": "3-4-2-1", "away_formation": "3-5-2", "home_tactical_bonus": 0.02, "away_tactical_bonus": -0.02, "formation_verdict": "Tactical parity between 3-4-2-1 and 3-5-2. Match outcome driven primarily by individual player quality." }, "home_lambda": 4.8, "away_lambda": 0.65, "home_top_threat_zones": [ "Shadow Striker vs Centre Back — Half-Space Threat", "Shadow Striker vs Centre Back — Half-Space Threat" ], "away_top_threat_zones": [ "Striker vs Two Centre Backs — 1v2 Aerial/Physical Battle", "Central Mid vs Central Mid — Box-to-Box Midfield Contest" ], "home_player_antagonists": { "Arda Güler": { "opponents": [ "Joaquín Muñoz", "Izan Merino" ], "primary_zone": "LWB vs RWB", "source": "attacking_duel, defensive_duel, midfield_pairing" }, "Jude Bellingham": { "opponents": [ "David Larrubia", "Dani Lorenzo", "Izan Merino", "Joaquín Muñoz" ], "primary_zone": "Central Mid vs Defensive Mid — Pressing/Creation Duel", "source": "attacking_duel, defensive_duel, midfield_pairing" }, "Aurélien Tchouaméni": { "opponents": [ "David Larrubia", "Dani Lorenzo" ], "primary_zone": "Central Mid vs Defensive Mid — Pressing/Creation Duel", "source": "attacking_duel, midfield_pairing" }, "Federico Valverde": { "opponents": [ "Juan Cruz" ], "primary_zone": "RWB vs LWB", "source": "attacking_duel, defensive_duel, midfield_pairing" }, "Kylian Mbappé": { "opponents": [ "Fernando Calero" ], "primary_zone": "Shadow Striker vs Centre Back — Half-Space Threat", "source": "attacking_duel" }, "Vinícius Júnior": { "opponents": [ "Fernando Calero" ], "primary_zone": "Shadow Striker vs Centre Back — Half-Space Threat", "source": "attacking_duel" }, "Yan Diomande": { "opponents": [ "Fernando Calero", "Jose Salinas" ], "primary_zone": "Striker vs Two Centre Backs — 1v2 Aerial/Physical Battle", "source": "attacking_duel" }, "Dean Huijsen": { "opponents": [ "Chupete", "Adrián Niño" ], "primary_zone": "Striker vs Two Centre Backs — 1v2 Aerial/Physical Battle", "source": "defensive_duel" }, "Marc Cucurella": { "opponents": [ "Chupete", "Adrián Niño" ], "primary_zone": "Striker vs Two Centre Backs — 1v2 Aerial/Physical Battle", "source": "defensive_duel" }, "Thibaut Courtois": { "opponents": [ "Chupete", "Adrián Niño" ], "primary_zone": "Shape fallback", "source": "formation_fallback" }, "Trent Alexander-Arnold": { "opponents": [ "Chupete" ], "primary_zone": "Shape fallback", "source": "formation_fallback" } }, "away_player_antagonists": { "Joaquín Muñoz": { "opponents": [ "Arda Güler", "Jude Bellingham" ], "primary_zone": "LWB vs RWB", "source": "defensive_duel, attacking_duel, midfield_pairing" }, "David Larrubia": { "opponents": [ "Jude Bellingham", "Aurélien Tchouaméni" ], "primary_zone": "Central Mid vs Defensive Mid — Pressing/Creation Duel", "source": "defensive_duel, midfield_pairing" }, "Juan Cruz": { "opponents": [ "Federico Valverde" ], "primary_zone": "RWB vs LWB", "source": "defensive_duel, attacking_duel, midfield_pairing" }, "Fernando Calero": { "opponents": [ "Kylian Mbappé", "Vinícius Júnior", "Yan Diomande" ], "primary_zone": "Shadow Striker vs Centre Back — Half-Space Threat", "source": "defensive_duel" }, "Jose Salinas": { "opponents": [ "Yan Diomande" ], "primary_zone": "Striker vs Two Centre Backs — 1v2 Aerial/Physical Battle", "source": "defensive_duel" }, "Dani Lorenzo": { "opponents": [ "Jude Bellingham", "Aurélien Tchouaméni" ], "primary_zone": "Central Mid vs Central Mid — Box-to-Box Midfield Contest", "source": "attacking_duel, midfield_pairing" }, "Izan Merino": { "opponents": [ "Jude Bellingham", "Arda Güler" ], "primary_zone": "Central Mid vs Central Mid — Box-to-Box Midfield Contest", "source": "attacking_duel, midfield_pairing" }, "Chupete": { "opponents": [ "Dean Huijsen", "Marc Cucurella" ], "primary_zone": "Striker vs Two Centre Backs — 1v2 Aerial/Physical Battle", "source": "attacking_duel" }, "Adrián Niño": { "opponents": [ "Dean Huijsen", "Marc Cucurella" ], "primary_zone": "Striker vs Two Centre Backs — 1v2 Aerial/Physical Battle", "source": "attacking_duel" }, "Alfonso Herrero": { "opponents": [ "Kylian Mbappé", "Vinícius Júnior" ], "primary_zone": "Shape fallback", "source": "formation_fallback" }, "Diego Murillo": { "opponents": [ "Kylian Mbappé" ], "primary_zone": "Shape fallback", "source": "formation_fallback" } }, "key_tactical_insight": "Home midfield dominates with ~55% possession expected (Jude Bellingham vs David Larrubia). Total antagonist xG — Home: 2.67, Away: 0.36. Home danger zone: Shadow Striker vs Centre Back — Half-Space Threat. Away danger zone: Striker vs Two Centre Backs — 1v2 Aerial/Physical Battle.", "lambda_factors": { "home_gk_opposition_factor": 1.0238, "away_gk_opposition_factor": 0.9548, "home_set_piece_bonus": 0.1656, "away_set_piece_bonus": 0.026, "home_defensive_solidity_vs": 1.0262, "away_defensive_solidity_vs": 0.8778, "home_midfield_factor": 1.061, "away_midfield_factor": 0.935, "stage_discount": 1.0, "quality_gap_applied": true, "home_avg_quality": 0.8819, "away_avg_quality": 0.4369, "avg_quality_gap": 0.445, "squad_value_gap_log": 3.2774, "top5_value_gap_log": 3.0956, "attack_value_gap_log": 3.2276, "elite_count_gap": 10, "combined_quality_gap": 0.9666, "stronger_lambda_boost": 0.95, "weaker_lambda_suppression": 0.6, "home_bench_lambda_bonus": 0.0299, "away_bench_lambda_bonus": 0.0378, "home_bench_players_modelled": 7, "away_bench_players_modelled": 7, "mismatch_score_pressure_applied": true, "mismatch_score_pressure_gap": 0.9666, "mismatch_favorite_lambda_boost": 1.23, "mismatch_underdog_lambda_factor": 0.92, "pre_mismatch_home_lambda": 4.53, "pre_mismatch_away_lambda": 0.688, "competitive_underdog_floor_applied": false, "pre_calibration_home_lambda": 4.5299, "pre_calibration_away_lambda": 0.6878, "competition_calibration_applied": false, "competition_calibration_reason": "no_sofascore_matches_data", "competition_calibration_samples": 0, "competition_observed_total_goals": 0.0, "competition_calibration_scale": 1.0, "neutral_share_preserved": false, "final_home_lambda": 4.8, "final_away_lambda": 0.65 } }, "home_standing": { "available": true, "team_position": 15, "opponent_position": 18, "standing_lambda_multiplier": 0.9313, "attack_index": 1.0, "defense_concede_index": 0.836, "form_multiplier": 1.0, "team_attack_rate_contextual": 0.0, "opp_defense_rate_contextual": 1.0, "team_ppg": 0.0, "opponent_ppg": 0.0 }, "away_standing": { "available": true, "team_position": 18, "opponent_position": 15, "standing_lambda_multiplier": 1.0, "attack_index": 1.0, "defense_concede_index": 1.0, "form_multiplier": 1.0, "team_attack_rate_contextual": 0.0, "opp_defense_rate_contextual": 0.0, "team_ppg": 0.0, "opponent_ppg": 0.0 }, "timestamp": "2026-08-30T13:30:59Z" }