{ "match_info": { "home_team": "Newcastle", "away_team": "Liverpool", "tournament": "Premier League", "date": "20260823", "timezone": "America/New_York", "home_formation": "4-3-3", "away_formation": "4-2-3-1" }, "prediction": { "most_likely_score": "1-1", "home_goals": 1, "away_goals": 1, "most_likely_score_probability": 0.1341, "match_resolution": "draw", "predicted_winner": null, "tiebreaker": { "applies": false, "method": "none", "regulation_draw_probability": 0.2903, "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": "1-1", "probability": 0.1341 }, { "score": "0-1", "probability": 0.129 }, { "score": "0-0", "probability": 0.1094 }, { "score": "1-0", "probability": 0.1091 }, { "score": "1-2", "probability": 0.08 } ], "scoreline_probabilities": { "0-0": 0.1094, "0-1": 0.129, "0-2": 0.0784, "0-3": 0.0315, "0-4": 0.0095, "0-5": 0.0023, "1-0": 0.1091, "1-1": 0.1341, "1-2": 0.08, "1-3": 0.0321, "1-4": 0.0097, "1-5": 0.0023, "2-0": 0.0563, "2-1": 0.0678, "2-2": 0.0408, "2-3": 0.0164, "2-4": 0.0049, "2-5": 0.0012, "3-0": 0.0191, "3-1": 0.023, "3-2": 0.0139, "3-3": 0.0056, "3-4": 0.0017, "4-0": 0.0049, "4-1": 0.0059, "4-2": 0.0035, "4-3": 0.0014, "5-0": 0.001, "5-1": 0.0012, "5-2": 0.0007 }, "outcome": { "home_win": 0.3088, "draw": 0.2903, "away_win": 0.4009 }, "markets": { "over_2_5_goals": 0.3837, "under_2_5_goals": 0.6163, "btts_yes": 0.4488, "btts_no": 0.5512, "home_clean_sheet": 0.3, "away_clean_sheet": 0.3606 }, "home_ratings": { "DR": 85.4, "MCR": 77.71, "ATR": 85.16, "GK": 79.06 }, "away_ratings": { "DR": 89.74, "MCR": 92.85, "ATR": 84.69, "GK": 95.91 }, "insights": { "summary": "Antagonist matchup analysis for Newcastle vs Liverpool. Most likely scoreline: 1-1. Lambdas derived from 5 home and 5 away individual player duels.", "key_player": "Projected scorer(s): Harvey Barnes, Dominik Szoboszlai", "tactical_analysis": "Tactical parity between 4-3-3 and 4-2-3-1. Match outcome driven primarily by individual player quality. Away midfield dictates play with ~52% possession expected (Jacob Ramsey vs Florian Wirtz). Total antagonist xG — Home: 0.52, Away: 0.28. Home danger zone: Left Wing vs Right Back — Flank Battle. Away danger zone: Holding Mid vs Central Mid — Midfield Anchor Duel." }, "confidence": 0.71, "home_lambda": 1.02, "away_lambda": 1.204 }, "pregame_baseline": { "fair_win_probability": { "home_win": 0.3088, "draw": 0.2903, "away_win": 0.4009 }, "favorite": "Liverpool", "favorite_win_probability": 0.4009, "fair_spread": -0.184, "fair_total": 2.224, "prop_estimates": [ { "market": "team_total_goals", "selection": "Newcastle", "estimate": 1.02, "probability": null, "unit": "goals" }, { "market": "team_total_goals", "selection": "Liverpool", "estimate": 1.204, "probability": null, "unit": "goals" }, { "market": "over_2_5_goals", "selection": "yes", "estimate": 2.5, "probability": 0.3837, "unit": "probability" }, { "market": "both_teams_to_score", "selection": "yes", "estimate": 1.0, "probability": 0.4488, "unit": "probability" }, { "market": "clean_sheet", "selection": "Newcastle", "estimate": 1.0, "probability": 0.3, "unit": "probability" }, { "market": "clean_sheet", "selection": "Liverpool", "estimate": 1.0, "probability": 0.3606, "unit": "probability" }, { "market": "anytime_goal", "selection": "Harvey Barnes (Newcastle)", "estimate": 0.3979, "probability": 0.3844, "unit": "xG" }, { "market": "anytime_goal", "selection": "Miloš Kerkez (Liverpool)", "estimate": 0.3092, "probability": 0.0399, "unit": "xG" }, { "market": "assist", "selection": "Harvey Barnes (Newcastle)", "estimate": 0.3981, "probability": 0.2483, "unit": "xA" }, { "market": "assist", "selection": "Dominik Szoboszlai (Liverpool)", "estimate": 0.3168, "probability": 0.3196, "unit": "xA" } ], "expected_pace": { "tempo": "high", "expected_total_goals": 2.224, "expected_total_shots": 28, "expected_total_passes": 792, "expected_pressing_actions_per_90": 17.6, "possession_home_pct": 48.2, "possession_away_pct": 51.8, "notes": "possession projects near even" }, "expected_game_script": { "favorite": "Liverpool", "favorite_win_probability": 0.4009, "script": "Liverpool is the fair winner side, but the baseline remains narrow: fair spread -0.18 goals and fair total 2.22.", "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; Newcastle must keep the match inside one goal.", "late_game": "A Liverpool lead likely shifts toward control and counters; a draw state keeps set pieces and transition chances live." }, "key_matchup_thesis": "Newcastle chance creation leans on Harvey Barnes against Jeremie Frimpong in Left Wing vs Right Back — Flank Battle; possession projects near even.", "expected_rotation_usage_behavior": [ "Newcastle: starters carry the main goal usage through Harvey Barnes; bench watchlist: Bruno Guimarães, Nick Woltemade, Anthony Gordon.", "Liverpool: starters carry the main goal usage through Dominik Szoboszlai; bench watchlist: Alexis Mac Allister, Hugo Ekitiké, Víctor Muñoz.", "Assist usage should flow through Harvey Barnes, Dominik Szoboszlai; late lineup changes should re-score these allocations." ], "pregame_play_by_play": [ "0-15: Liverpool 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 1.11 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 Newcastle 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 Liverpool.", "Newcastle 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": { "Newcastle": { "formation": "4-3-3", "players": { "Harvey Barnes": { "player_id": 855647, "position": "F", "position_depth": "F", "is_starter": true, "shirt_number": 11, "height": 181, "market_value": 35000000, "stats": { "expected_goals": 0.3979, "goal_rate": 0.9556, "goals": 1, "shots_on_target": 1, "expected_assists": 0.3981, "key_pass": 0, "rating": 87.863, "minutes": 95, "total_shots": 2, "duels_won": 3, "aerial_won": 1, "total_pass": 16, "accurate_pass": 13, "total_long_balls": 1, "accurate_long_balls": 0, "total_opp_half_passes": 10, "accurate_opp_half_passes": 8, "crosses_total": 2, "crosses_accurate": 0, "touches": 32, "possession_lost": 9.6803, "dispossessed": 1.0756, "duels_lost": 5, "aerial_lost": 2, "total_contest": 1, "won_contest": 0, "ball_recovery": 3, "challenges_lost": 1, "fouls": 2, "fouls_drawn": 2, "assists": 1, "shots_off_target": 1, "interceptions": 1, "tackles_won": 1, "tackles": 1, "clearances": 0, "blocks": 0, "big_chances_created": 1, "big_chances_missed": 0, "xgot": 0.5055, "offsides": 3, "ball_carries": 14, "total_progression": 103, "progressive_carries": 5, "dribbles_attempted": 4, "dribbles_successful": 1.8, "crosses_attempted": 2.4, "duel_win_rate": 0.517, "pressing_faced": "HIGH", "matchup_zone": "Left Wing vs Right Back — Flank Battle", "numerical_situation": "1v1", "opponent_defenders": "Jeremie Frimpong", "opponent_faced": "Jeremie Frimpong", "antagonist_source": "attacking_duel", "projected_goals": 1, "goal_probability": 0.3844, "projected_assists": 1, "assist_probability": 0.2483, "fifa_overall": 80.0 }, "latest_10_games": [ { "match_id": 14023965, "match_date": "2026-05-24", "home_team": "Fulham", "away_team": "Newcastle United", "team_side": "away", "is_starting_11": 0, "team": "Newcastle United", "opponent": "Fulham", "stats": { "minutes": 45, "rating": 6.4, "assists": 0, "expected_goals": 0.0826, "expected_assists": 0.0323, "total_shots": 2, "shots_off_target": 1, "total_pass": 16, "accurate_pass": 16, "key_pass": 1, "aerial_won": 1, "duels_won": 1 }, "has_player_stats": true, "league_name": "Premier League", "league_id": "17", "league_slug": "premier-league", "league_country": "England", "season_id": "76986", "season_name": "Premier League 25/26", "season_year": "25/26" }, { "match_id": 14023957, "match_date": "2026-05-17", "home_team": "Newcastle United", "away_team": "West Ham United", "team_side": "home", "is_starting_11": 1, "team": "Newcastle United", "opponent": "West Ham United", "stats": { "minutes": 75, "rating": 6.8, "assists": 1, "expected_goals": 0.1062, "expected_assists": 0.2472, "total_shots": 2, "shots_on_target": 1, "total_pass": 26, "accurate_pass": 21, "key_pass": 2, "duels_won": 1, "ball_recovery": 2 }, "has_player_stats": true, "league_name": "Premier League", "league_id": "17", "league_slug": "premier-league", "league_country": "England", "season_id": "76986", "season_name": "Premier League 25/26", "season_year": "25/26" }, { "match_id": 14023943, "match_date": "2026-05-10", "home_team": "Nottingham Forest", "away_team": "Newcastle United", "team_side": "away", "is_starting_11": 0, "team": "Newcastle United", "opponent": "Nottingham Forest", "stats": { "minutes": 29, "rating": 7.5, "goal_rate": 1.0, "goals": 1, "assists": 0, "expected_goals": 0.2937, "expected_assists": 0.1141, "total_shots": 1, "shots_on_target": 1, "total_pass": 9, "accurate_pass": 7, "key_pass": 1, "ball_recovery": 1 }, "has_player_stats": true, "league_name": "Premier League", "league_id": "17", "league_slug": "premier-league", "league_country": "England", "season_id": "76986", "season_name": "Premier League 25/26", "season_year": "25/26" }, { "match_id": 15631368, "match_date": "2026-03-18", "home_team": "FC Barcelona", "away_team": "Newcastle United", "team_side": "away", "is_starting_11": 1, "team": "Newcastle United", "opponent": "FC Barcelona", "stats": { "minutes": 90, "rating": 7.1, "assists": 1, "expected_goals": 0.0759, "expected_assists": 0.6753, "total_shots": 2, "shots_on_target": 1, "shots_off_target": 1, "total_pass": 17, "accurate_pass": 15, "key_pass": 1, "tackles": 1, "tackles_won": 1, "duels_won": 3, "ball_recovery": 4 }, "has_player_stats": true, "league_name": "UEFA Champions League", "league_id": "7", "league_slug": "uefa-champions-league", "league_country": "Europe", "season_id": "76953", "season_name": "UEFA Champions League 25/26", "season_year": "25/26" }, { "match_id": 15631347, "match_date": "2026-03-10", "home_team": "Newcastle United", "away_team": "FC Barcelona", "team_side": 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"squad_role": "starter", "projected_match_rating": 7.863, "source_file": "data/player_rankings.csv", "player_name": "Harvey Barnes", "ranking_neighbors": { "upper": [ { "player_name": "Tashiro Masaya", "ranking": 4705 }, { "player_name": "David Stojanović", "ranking": 4706 }, { "player_name": "Franco Mederos", "ranking": 4707 }, { "player_name": "Trincão", "ranking": 4708 }, { "player_name": "Gerard Moreno", "ranking": 4709 } ], "lower": [ { "player_name": "Jong-Min Kim", "ranking": 4711 }, { "player_name": "Péter Szappanos", "ranking": 4712 }, { "player_name": "Marouane Ouhrou", "ranking": 4713 }, { "player_name": "Brahim El Idrissi Bouzidi", "ranking": 4714 }, { "player_name": "Gábor Jurek", "ranking": 4715 } ] } } }, "William Osula": { "player_id": 1122603, "position": "F", "position_depth": "F", "is_starter": true, "shirt_number": 10, "height": 191, "market_value": 26000000, "stats": { "expected_goals": 0.1022, "goal_rate": 0.0005, "goals": 0, "shots_on_target": 0, 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"match_date": "2026-05-17", "home_team": "Newcastle United", "away_team": "West Ham United", "team_side": "home", "is_starting_11": 1, "team": "Newcastle United", "opponent": "West Ham United", "stats": { "minutes": 85, "rating": 9.2, "goal_rate": 2.0, "goals": 2, "assists": 0, "expected_goals": 0.9106, "expected_assists": 0.1517, "total_shots": 3, "shots_on_target": 2, "total_pass": 7, "accurate_pass": 6, "tackles": 1, "tackles_won": 1, "duels_won": 5, "ball_recovery": 2 }, "has_player_stats": true, "league_name": "Premier League", "league_id": "17", "league_slug": "premier-league", "league_country": "England", "season_id": "76986", "season_name": "Premier League 25/26", "season_year": "25/26" }, { "match_id": 14023943, "match_date": "2026-05-10", "home_team": "Nottingham Forest", "away_team": "Newcastle United", "team_side": "away", "is_starting_11": 1, "team": "Newcastle United", "opponent": "Nottingham Forest", "stats": { "minutes": 71, "rating": 6.1, "assists": 0, 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68.0, "fifa_source": "EA SPORTS FC official ratings", "match_squad_rank": 12, "squad_role": "starter", "projected_match_rating": 7.098, "source_file": "data/player_rankings.csv", "player_name": "William Osula", "ranking_neighbors": { "upper": [ { "player_name": "Philipp Hofmann", "ranking": 21316 }, { "player_name": "Saïd Bakari", "ranking": 21317 }, { "player_name": "Lyndon Dykes", "ranking": 21318 }, { "player_name": "Matt Clarke", "ranking": 21319 }, { "player_name": "Juan Mosquera", "ranking": 21320 } ], "lower": [ { "player_name": "Dael Fry", "ranking": 21322 }, { "player_name": "Filipe Soares", "ranking": 21323 }, { "player_name": "Taylan Bulut", "ranking": 21324 }, { "player_name": "Luke McNally", "ranking": 21325 }, { "player_name": "Patrick Mortensen", "ranking": 21326 } ] } } }, "Anthony Elanga": { "player_id": 979232, "position": "F", "position_depth": "F", "is_starter": true, "shirt_number": 19, "height": 178, "market_value": 31000000, "stats": { "expected_goals": 0.0083, 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"aerial_duels_won": 0.9, "defensive_success_rate": 0.483 } ], "duel_analysis": "Harvey Barnes (LW) is slightly favored against Jeremie Frimpong in a direct 1v1 contest. Duel win probability: 52%. Projected xG contribution: 0.272 — creating consistent moderate threat." }, { "attacker": "Anthony Elanga", "attacker_role": "RW", "attacker_market_value": 31000000, "attacker_height": 178, "attacker_skill_quality": 0.725, "defenders": [ "Miloš Kerkez" ], "defender_roles": [ "LB" ], "def_skill_quality_avg": 0.758, "duel_zone": "Right Wing vs Left Back — Flank Battle", "numerical_situation": "1v1", "duel_win_rate": 0.457, "xg_contribution": 0.0057, "shots_in_zone": 1.9, "dribbles_attempted": 4, "dribbles_successful": 1.6, "aerial_duels": 2, "aerial_won": 1.0, "crosses_in_zone": 2.4, "fouls_drawn": 1.3, "pressing_intensity_on_attacker": "HIGH", "defender_stats": [ { "player": "Miloš Kerkez", "role": "LB", "market_value": 36000000, "tackles_attempted": 2.2, "tackles_won": 1.9, "fouls_committed": 0.4, "interceptions_in_zone": 1.2, "clearances_in_zone": 1.1, "aerial_duels_won": 1.0, "defensive_success_rate": 0.543 } ], "duel_analysis": "Anthony Elanga (RW) is evenly matched against Miloš Kerkez in a direct 1v1 contest. Duel win probability: 46%. Projected xG contribution: 0.006 — with neither side clearly dominant." }, { "attacker": "William Osula", "attacker_role": "ST", "attacker_market_value": 26000000, "attacker_height": 191, "attacker_skill_quality": 0.686, "defenders": [ "Virgil van Dijk", "Jérémy Jacquet" ], "defender_roles": [ "CB", "CB" ], "def_skill_quality_avg": 0.715, "duel_zone": "Striker vs Two Centre Backs — 1v2 Aerial/Physical Battle", "numerical_situation": "1v2", "duel_win_rate": 0.18, "xg_contribution": 0.0699, "shots_in_zone": 2.0, "dribbles_attempted": 2, "dribbles_successful": 0.3, "aerial_duels": 3, "aerial_won": 2.0, "crosses_in_zone": 0.0, "fouls_drawn": 1.7, "pressing_intensity_on_attacker": "MEDIUM", "defender_stats": [ { "player": "Virgil van Dijk", "role": "CB", "market_value": 15500000, "tackles_attempted": 1.0, "tackles_won": 1.2, "fouls_committed": 0.5, "interceptions_in_zone": 0.9, "clearances_in_zone": 0.8, "aerial_duels_won": 0.5, "defensive_success_rate": 0.82 }, { "player": "Jérémy Jacquet", "role": "CB", "market_value": 57000000, "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": 0.5, "defensive_success_rate": 0.82 } ], "duel_analysis": "William Osula (ST) is heavily outmatched defensively against Virgil van Dijk and Jérémy Jacquet in a 2-defender block. Duel win probability: 18%. Projected xG contribution: 0.070 — with very limited chance creation expected." }, { "attacker": "Jacob Ramsey", "attacker_role": "CDM", "attacker_market_value": 36000000, "attacker_height": 180, "attacker_skill_quality": 0.758, "defenders": [ "Ryan Gravenberch" ], "defender_roles": [ "CDM" ], "def_skill_quality_avg": 0.887, "duel_zone": "CDM vs CDM", "numerical_situation": "1v1", "duel_win_rate": 0.322, "xg_contribution": 0.0632, "shots_in_zone": 0.9, "dribbles_attempted": 2, "dribbles_successful": 0.6, "aerial_duels": 2, "aerial_won": 1.1, "crosses_in_zone": 0.0, "fouls_drawn": 1.5, "pressing_intensity_on_attacker": "ULTRA_HIGH", "defender_stats": [ { "player": "Ryan Gravenberch", "role": "CDM", "market_value": 87000000, "tackles_attempted": 2.3, "tackles_won": 2.3, "fouls_committed": 0.4, "interceptions_in_zone": 1.4, "clearances_in_zone": 0.5, "aerial_duels_won": 0.9, "defensive_success_rate": 0.678 } ], "duel_analysis": "Jacob Ramsey (CDM) faces tough defensive resistance against Ryan Gravenberch in a direct 1v1 contest. Duel win probability: 32%. The quality gap is significant (€36M vs €87M avg). Projected xG contribution: 0.063 — and is restricted in space and time on the ball." }, { "attacker": "Aladji Bamba", "attacker_role": "CM", "attacker_market_value": 16700000, "attacker_height": 194, "attacker_skill_quality": 0.597, "defenders": [ "Ryan Gravenberch" ], "defender_roles": [ "CDM" ], "def_skill_quality_avg": 0.887, "duel_zone": "Central Mid vs Defensive Mid — Pressing/Creation Duel", "numerical_situation": "1v1", "duel_win_rate": 0.336, "xg_contribution": 0.1097, "shots_in_zone": 1.4, "dribbles_attempted": 2, "dribbles_successful": 0.6, "aerial_duels": 2, "aerial_won": 1.4, "crosses_in_zone": 0.0, "fouls_drawn": 1.4, "pressing_intensity_on_attacker": "ULTRA_HIGH", "defender_stats": [ { "player": "Ryan Gravenberch", "role": "CDM", "market_value": 87000000, "tackles_attempted": 2.3, "tackles_won": 2.2, "fouls_committed": 0.4, "interceptions_in_zone": 1.4, "clearances_in_zone": 0.5, "aerial_duels_won": 0.6, "defensive_success_rate": 0.664 } ], "duel_analysis": "Aladji Bamba (CM) faces tough defensive resistance against Ryan Gravenberch in a direct 1v1 contest. Duel win probability: 34%. The quality gap is significant (€17M vs €87M avg). Projected xG contribution: 0.110 — and is restricted in space and time on the ball." } ], "away_attacking_duels": [ { "attacker": "Dominik Szoboszlai", "attacker_role": "LW", "attacker_market_value": 91000000, "attacker_height": 187, "attacker_skill_quality": 0.89, "defenders": [ "Amar Dedić" ], "defender_roles": [ "RB" ], "def_skill_quality_avg": 0.625, "duel_zone": "Left Wing vs Right Back — Flank Battle", "numerical_situation": "1v1", "duel_win_rate": 0.627, "xg_contribution": 0.0642, "shots_in_zone": 2.3, "dribbles_attempted": 4, "dribbles_successful": 2.2, "aerial_duels": 2, "aerial_won": 1.2, "crosses_in_zone": 2.7, "fouls_drawn": 1.1, "pressing_intensity_on_attacker": "MEDIUM", "defender_stats": [ { "player": "Amar Dedić", "role": "RB", "market_value": 19400000, "tackles_attempted": 2.1, "tackles_won": 1.4, "fouls_committed": 0.5, "interceptions_in_zone": 1.0, "clearances_in_zone": 0.9, "aerial_duels_won": 0.8, "defensive_success_rate": 0.373 } ], "duel_analysis": "Dominik Szoboszlai (LW) has a clear attacking advantage against Amar Dedić in a direct 1v1 contest. Duel win probability: 63%. The quality gap is significant (€91M vs €19M avg). Projected xG contribution: 0.064 — and projects to generate high-quality chances." }, { "attacker": "Rio Ngumoha", "attacker_role": "RW", "attacker_market_value": 29000000, "attacker_height": 170, "attacker_skill_quality": 0.71, "defenders": [ "Lewis Hall" ], "defender_roles": [ "LB" ], "def_skill_quality_avg": 0.77, "duel_zone": "Right Wing vs Left Back — Flank Battle", "numerical_situation": "1v1", "duel_win_rate": 0.417, "xg_contribution": 0.0284, "shots_in_zone": 1.8, "dribbles_attempted": 4, "dribbles_successful": 1.5, "aerial_duels": 2, "aerial_won": 0.8, "crosses_in_zone": 2.4, "fouls_drawn": 1.4, "pressing_intensity_on_attacker": "HIGH", "defender_stats": [ { "player": "Lewis Hall", "role": "LB", "market_value": 38000000, "tackles_attempted": 2.2, "tackles_won": 2.0, "fouls_committed": 0.4, "interceptions_in_zone": 1.2, "clearances_in_zone": 1.1, "aerial_duels_won": 1.2, "defensive_success_rate": 0.583 } ], "duel_analysis": "Rio Ngumoha (RW) faces tough defensive resistance against Lewis Hall in a direct 1v1 contest. Duel win probability: 42%. Projected xG contribution: 0.028 — and is restricted in space and time on the ball." }, { "attacker": "Cody Gakpo", "attacker_role": "CAM", "attacker_market_value": 58000000, "attacker_height": 193, "attacker_skill_quality": 0.848, "defenders": [ "Jacob Ramsey" ], "defender_roles": [ "CDM" ], "def_skill_quality_avg": 0.758, "duel_zone": "Attacking Mid vs Single Holding Mid — Space Creator Duel", "numerical_situation": "1v1", "duel_win_rate": 0.552, "xg_contribution": 0.0658, "shots_in_zone": 2.6, "dribbles_attempted": 3, "dribbles_successful": 1.5, "aerial_duels": 2, "aerial_won": 1.4, "crosses_in_zone": 0.0, "fouls_drawn": 1.2, "pressing_intensity_on_attacker": "HIGH", "defender_stats": [ { "player": "Jacob Ramsey", "role": "CDM", "market_value": 36000000, "tackles_attempted": 2.2, "tackles_won": 1.7, "fouls_committed": 0.4, "interceptions_in_zone": 1.2, "clearances_in_zone": 0.5, "aerial_duels_won": 0.6, "defensive_success_rate": 0.448 } ], "duel_analysis": "Cody Gakpo (CAM) is slightly favored against Jacob Ramsey in a direct 1v1 contest. Duel win probability: 55%. The quality gap is significant (€58M vs €36M avg). Projected xG contribution: 0.066 — creating consistent moderate threat." }, { "attacker": "Alexander Isak", "attacker_role": "ST", "attacker_market_value": 88000000, "attacker_height": 193, "attacker_skill_quality": 0.888, "defenders": [ "Sven Botman", "Malick Thiaw" ], "defender_roles": [ "CB", "CB" ], "def_skill_quality_avg": 0.762, "duel_zone": "Striker vs Two Centre Backs — 1v2 Aerial/Physical Battle", "numerical_situation": "1v2", "duel_win_rate": 0.254, "xg_contribution": 0.0566, "shots_in_zone": 2.3, "dribbles_attempted": 2, "dribbles_successful": 0.4, "aerial_duels": 3, "aerial_won": 2.1, "crosses_in_zone": 0.0, "fouls_drawn": 1.8, "pressing_intensity_on_attacker": "HIGH", "defender_stats": [ { "player": "Sven Botman", "role": "CB", "market_value": 33000000, "tackles_attempted": 1.1, "tackles_won": 1.1, "fouls_committed": 0.4, "interceptions_in_zone": 1.2, "clearances_in_zone": 1.0, "aerial_duels_won": 0.5, "defensive_success_rate": 0.746 }, { "player": "Malick Thiaw", "role": "CB", "market_value": 41000000, "tackles_attempted": 1.1, "tackles_won": 1.2, "fouls_committed": 0.4, "interceptions_in_zone": 1.3, "clearances_in_zone": 1.1, "aerial_duels_won": 0.5, "defensive_success_rate": 0.746 } ], "duel_analysis": "Alexander Isak (ST) is heavily outmatched defensively against Sven Botman and Malick Thiaw in a 2-defender block. Duel win probability: 25%. The quality gap is significant (€88M vs €37M avg). Projected xG contribution: 0.057 — with very limited chance creation expected." }, { "attacker": "Ryan Gravenberch", "attacker_role": "CDM", "attacker_market_value": 87000000, "attacker_height": 190, "attacker_skill_quality": 0.887, "defenders": [ "Aladji Bamba" ], "defender_roles": [ "CM" ], "def_skill_quality_avg": 0.597, "duel_zone": "Holding Mid vs Central Mid — Midfield Anchor Duel", "numerical_situation": "1v1", "duel_win_rate": 0.514, "xg_contribution": 0.0662, "shots_in_zone": 1.1, "dribbles_attempted": 2, "dribbles_successful": 0.9, "aerial_duels": 2, "aerial_won": 1.3, "crosses_in_zone": 0.0, "fouls_drawn": 1.3, "pressing_intensity_on_attacker": "LOW", "defender_stats": [ { "player": "Aladji Bamba", "role": "CM", "market_value": 16700000, "tackles_attempted": 2.1, "tackles_won": 1.6, "fouls_committed": 0.5, "interceptions_in_zone": 1.0, "clearances_in_zone": 0.5, "aerial_duels_won": 0.7, "defensive_success_rate": 0.486 } ], "duel_analysis": "Ryan Gravenberch (CDM) is slightly favored against Aladji Bamba in a direct 1v1 contest. Duel win probability: 51%. The quality gap is significant (€87M vs €17M avg). Projected xG contribution: 0.066 — creating consistent moderate threat." } ], "midfield_battle": { "home_midfield_power": 0.653, "away_midfield_power": 0.904, "home_creative_power": 0.555, "away_creative_power": 0.923, "home_defensive_power": 0.779, "away_defensive_power": 0.871, "home_dominance_ratio": 0.419, "home_midfield_count": 2, "away_midfield_count": 4, "home_midfield_players": [ "Jacob Ramsey", "Aladji Bamba" ], "away_midfield_players": [ "Ryan Gravenberch", "Dominik Szoboszlai", "Florian Wirtz", "Cody Gakpo" ], "possession_advantage": "away", "estimated_possession_home_pct": 48.2, "estimated_possession_away_pct": 51.8, "home_pressing_actions_per_90": 8.4, "away_pressing_actions_per_90": 9.2, "home_key_passes_projected": 4.8, "away_key_passes_projected": 7.0, "home_throughball_threat": 2.3, "away_throughball_threat": 3.4, "key_personal_duel": "Jacob Ramsey vs Florian Wirtz", "midfield_lambda_factor_home": 0.967, "midfield_lambda_factor_away": 1.024 }, "formation_analysis": { "home_formation": "4-3-3", "away_formation": "4-2-3-1", "home_tactical_bonus": 0.03, "away_tactical_bonus": -0.01, "formation_verdict": "Tactical parity between 4-3-3 and 4-2-3-1. Match outcome driven primarily by individual player quality." }, "home_lambda": 1.02, "away_lambda": 1.204, "home_top_threat_zones": [ "Left Wing vs Right Back — Flank Battle", "Central Mid vs Defensive Mid — Pressing/Creation Duel" ], "away_top_threat_zones": [ "Holding Mid vs Central Mid — Midfield Anchor Duel", "Attacking Mid vs Single Holding Mid — Space Creator Duel" ], "home_player_antagonists": { "Harvey Barnes": { "opponents": [ "Jeremie Frimpong" ], "primary_zone": "Left Wing vs Right Back — Flank Battle", "source": "attacking_duel" }, "Anthony Elanga": { "opponents": [ "Miloš Kerkez" ], "primary_zone": "Right Wing vs Left Back — Flank Battle", "source": "attacking_duel" }, "William Osula": { "opponents": [ "Virgil van Dijk", "Jérémy Jacquet" ], "primary_zone": "Striker vs Two Centre Backs — 1v2 Aerial/Physical Battle", "source": "attacking_duel" }, "Jacob Ramsey": { "opponents": [ "Ryan Gravenberch", "Cody Gakpo", "Florian Wirtz" ], "primary_zone": "CDM vs CDM", "source": "attacking_duel, defensive_duel, midfield_pairing" }, "Aladji Bamba": { "opponents": [ "Ryan Gravenberch", "Dominik Szoboszlai" ], "primary_zone": "Central Mid vs Defensive Mid — Pressing/Creation Duel", "source": "attacking_duel, defensive_duel, midfield_pairing" }, "Amar Dedić": { "opponents": [ "Dominik Szoboszlai" ], "primary_zone": "Left Wing vs Right Back — Flank Battle", "source": "defensive_duel" }, "Lewis Hall": { "opponents": [ "Rio Ngumoha" ], "primary_zone": "Right Wing vs Left Back — Flank Battle", "source": "defensive_duel" }, "Sven Botman": { "opponents": [ "Alexander Isak" ], "primary_zone": "Striker vs Two Centre Backs — 1v2 Aerial/Physical Battle", "source": "defensive_duel" }, "Malick Thiaw": { "opponents": [ "Alexander Isak" ], "primary_zone": "Striker vs Two Centre Backs — 1v2 Aerial/Physical Battle", "source": "defensive_duel" }, "Lukáš Horníček": { "opponents": [ "Rio Ngumoha", "Alexander Isak" ], "primary_zone": "Shape fallback", "source": "formation_fallback" }, "Yoane Wissa": { "opponents": [ "Jérémy Jacquet", "Jeremie Frimpong" ], "primary_zone": "Shape fallback", "source": "formation_fallback" } }, "away_player_antagonists": { "Jeremie Frimpong": { "opponents": [ "Harvey Barnes" ], "primary_zone": "Left Wing vs Right Back — Flank Battle", "source": "defensive_duel" }, "Miloš Kerkez": { "opponents": [ "Anthony Elanga" ], "primary_zone": "Right Wing vs Left Back — Flank Battle", "source": "defensive_duel" }, "Virgil van Dijk": { "opponents": [ "William Osula" ], "primary_zone": "Striker vs Two Centre Backs — 1v2 Aerial/Physical Battle", "source": "defensive_duel" }, "Jérémy Jacquet": { "opponents": [ "William Osula" ], "primary_zone": "Striker vs Two Centre Backs — 1v2 Aerial/Physical Battle", "source": "defensive_duel" }, "Ryan Gravenberch": { "opponents": [ "Jacob Ramsey", "Aladji Bamba" ], "primary_zone": "CDM vs CDM", "source": "defensive_duel, attacking_duel, midfield_pairing" }, "Dominik Szoboszlai": { "opponents": [ "Amar Dedić", "Aladji Bamba" ], "primary_zone": "Left Wing vs Right Back — Flank Battle", "source": "attacking_duel, midfield_pairing" }, "Rio Ngumoha": { "opponents": [ "Lewis Hall" ], "primary_zone": "Right Wing vs Left Back — Flank Battle", "source": "attacking_duel" }, "Cody Gakpo": { "opponents": [ "Jacob Ramsey" ], "primary_zone": "Attacking Mid vs Single Holding Mid — Space Creator Duel", "source": "attacking_duel, midfield_pairing" }, "Alexander Isak": { "opponents": [ "Sven Botman", "Malick Thiaw" ], "primary_zone": "Striker vs Two Centre Backs — 1v2 Aerial/Physical Battle", "source": "attacking_duel" }, "Florian Wirtz": { "opponents": [ "Jacob Ramsey" ], "primary_zone": "Midfield lane", "source": "midfield_pairing" }, "Alisson": { "opponents": [ "Yoane Wissa", "Harvey Barnes" ], "primary_zone": "Shape fallback", "source": "formation_fallback" } }, "key_tactical_insight": "Away midfield dictates play with ~52% possession expected (Jacob Ramsey vs Florian Wirtz). Total antagonist xG — Home: 0.52, Away: 0.28. Home danger zone: Left Wing vs Right Back — Flank Battle. Away danger zone: Holding Mid vs Central Mid — Midfield Anchor Duel.", "lambda_factors": { "home_gk_opposition_factor": 0.9459, "away_gk_opposition_factor": 0.9442, "home_set_piece_bonus": 0.18, "away_set_piece_bonus": 0.18, "home_defensive_solidity_vs": 0.9046, "away_defensive_solidity_vs": 0.9018, "home_midfield_factor": 0.967, "away_midfield_factor": 1.024, "stage_discount": 1.0, "quality_gap_applied": true, "home_avg_quality": 0.7098, "away_avg_quality": 0.806, "avg_quality_gap": -0.0963, "squad_value_gap_log": -0.6674, "top5_value_gap_log": -0.7988, "attack_value_gap_log": -0.9468, "elite_count_gap": -5, "combined_quality_gap": -0.2541, "stronger_lambda_boost": 0.5589, "weaker_lambda_suppression": 0.3557, "home_bench_lambda_bonus": 0.0378, "away_bench_lambda_bonus": 0.1522, "home_bench_players_modelled": 7, "away_bench_players_modelled": 7, "mismatch_score_pressure_applied": false, "competitive_underdog_floor_applied": true, "competitive_underdog_floor": 1.02, "pre_competitive_floor_home_lambda": 0.688, "pre_competitive_floor_away_lambda": 1.204, "pre_calibration_home_lambda": 0.6878, "pre_calibration_away_lambda": 1.2042, "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": 1.02, "final_away_lambda": 1.204 } }, "home_standing": { "available": true, "team_position": 17, "opponent_position": 14, "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 }, "away_standing": { "available": true, "team_position": 14, "opponent_position": 17, "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": "2026-08-23T13:31:23Z" }