{
  "match_info": {
    "home_team": "Ipswich",
    "away_team": "Sunderland",
    "tournament": "Premier League",
    "date": "20260822",
    "timezone": "America/New_York",
    "home_formation": "4-2-3-1",
    "away_formation": "4-2-3-1"
  },
  "prediction": {
    "most_likely_score": "1-1",
    "home_goals": 1,
    "away_goals": 1,
    "most_likely_score_probability": 0.1256,
    "match_resolution": "draw",
    "predicted_winner": null,
    "tiebreaker": {
      "applies": false,
      "method": "none",
      "regulation_draw_probability": 0.2651,
      "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": 0.1256
      },
      {
        "score": "0-1",
        "probability": 0.1211
      },
      {
        "score": "1-2",
        "probability": 0.0911
      },
      {
        "score": "0-2",
        "probability": 0.0894
      },
      {
        "score": "0-0",
        "probability": 0.0845
      }
    ],
    "scoreline_probabilities": {
      "0-0": 0.0845,
      "0-1": 0.1211,
      "0-2": 0.0894,
      "0-3": 0.0436,
      "0-4": 0.0159,
      "0-5": 0.0047,
      "0-6": 0.0011,
      "1-0": 0.0841,
      "1-1": 0.1256,
      "1-2": 0.0911,
      "1-3": 0.0444,
      "1-4": 0.0163,
      "1-5": 0.0048,
      "1-6": 0.0012,
      "2-0": 0.0434,
      "2-1": 0.0635,
      "2-2": 0.0465,
      "2-3": 0.0227,
      "2-4": 0.0083,
      "2-5": 0.0024,
      "2-6": 0.0006,
      "3-0": 0.0148,
      "3-1": 0.0216,
      "3-2": 0.0158,
      "3-3": 0.0077,
      "3-4": 0.0028,
      "3-5": 0.0008,
      "4-0": 0.0038,
      "4-1": 0.0055,
      "4-2": 0.004,
      "4-3": 0.002,
      "4-4": 0.0007,
      "5-0": 0.0008,
      "5-1": 0.0011,
      "5-2": 0.0008
    },
    "outcome": {
      "home_win": 0.2625,
      "draw": 0.2651,
      "away_win": 0.4724
    },
    "markets": {
      "over_2_5_goals": 0.4518,
      "under_2_5_goals": 0.5482,
      "btts_yes": 0.4924,
      "btts_no": 0.5076,
      "home_clean_sheet": 0.2315,
      "away_clean_sheet": 0.3606
    },
    "home_ratings": {
      "DR": 82.12,
      "MCR": 85.24,
      "ATR": 79.1,
      "GK": 79.81
    },
    "away_ratings": {
      "DR": 80.96,
      "MCR": 82.25,
      "ATR": 84.66,
      "GK": 80.7
    },
    "insights": {
      "summary": "Antagonist matchup analysis for Ipswich vs Sunderland. Most likely scoreline: 1-1. Lambdas derived from 5 home and 5 away individual player duels.",
      "key_player": "Projected scorer(s): Daizen Maeda, Brian Brobbey",
      "tactical_analysis": "Tactical parity between 4-2-3-1 and 4-2-3-1. Match outcome driven primarily by individual player quality. Midfield is evenly contested — Abdul Fatawu Issahaku vs Noah Sadiki will be the pivotal duel. Total antagonist xG — Home: 0.63, Away: 1.01. Home danger zone: Left Wing vs Right Back — Flank Battle. Away danger zone: Striker vs Two Centre Backs — 1v2 Aerial/Physical Battle."
    },
    "confidence": 0.73,
    "home_lambda": 1.02,
    "away_lambda": 1.463
  },
  "pregame_baseline": {
    "fair_win_probability": {
      "home_win": 0.2625,
      "draw": 0.2651,
      "away_win": 0.4724
    },
    "favorite": "Sunderland",
    "favorite_win_probability": 0.4724,
    "fair_spread": -0.443,
    "fair_total": 2.483,
    "prop_estimates": [
      {
        "market": "team_total_goals",
        "selection": "Ipswich",
        "estimate": 1.02,
        "probability": null,
        "unit": "goals"
      },
      {
        "market": "team_total_goals",
        "selection": "Sunderland",
        "estimate": 1.463,
        "probability": null,
        "unit": "goals"
      },
      {
        "market": "over_2_5_goals",
        "selection": "yes",
        "estimate": 2.5,
        "probability": 0.4518,
        "unit": "probability"
      },
      {
        "market": "both_teams_to_score",
        "selection": "yes",
        "estimate": 1.0,
        "probability": 0.4924,
        "unit": "probability"
      },
      {
        "market": "clean_sheet",
        "selection": "Ipswich",
        "estimate": 1.0,
        "probability": 0.2315,
        "unit": "probability"
      },
      {
        "market": "clean_sheet",
        "selection": "Sunderland",
        "estimate": 1.0,
        "probability": 0.3606,
        "unit": "probability"
      },
      {
        "market": "anytime_goal",
        "selection": "Issa Diop (Ipswich)",
        "estimate": 0.6268,
        "probability": 0.2163,
        "unit": "xG"
      },
      {
        "market": "anytime_goal",
        "selection": "Brian Brobbey (Sunderland)",
        "estimate": 0.6085,
        "probability": 0.4145,
        "unit": "xG"
      },
      {
        "market": "assist",
        "selection": "Abdul Fatawu Issahaku (Ipswich)",
        "estimate": 0.1042,
        "probability": 0.0,
        "unit": "xA"
      },
      {
        "market": "assist",
        "selection": "Enzo Le Fée (Sunderland)",
        "estimate": 0.494,
        "probability": 0.6057,
        "unit": "xA"
      }
    ],
    "expected_pace": {
      "tempo": "balanced",
      "expected_total_goals": 2.483,
      "expected_total_shots": 25,
      "expected_total_passes": 785,
      "expected_pressing_actions_per_90": 14.7,
      "possession_home_pct": 49.4,
      "possession_away_pct": 50.6,
      "notes": "possession projects near even"
    },
    "expected_game_script": {
      "favorite": "Sunderland",
      "favorite_win_probability": 0.4724,
      "script": "Sunderland is the fair winner side, but the baseline remains narrow: fair spread -0.44 goals and fair total 2.48.",
      "first_half": "Expect balanced tempo while both sides test the matchup thesis; shot baseline is about 12 first-half attempts.",
      "second_half": "If level after halftime, midfield control and bench quality should decide territory; Ipswich must keep the match inside one goal.",
      "late_game": "A Sunderland lead likely shifts toward control and counters; a draw state keeps set pieces and transition chances live."
    },
    "key_matchup_thesis": "Sunderland chance creation leans on Brian Brobbey against Jacob Greaves, Dara O'Shea in Striker vs Two Centre Backs — 1v2 Aerial/Physical Battle; possession projects near even.",
    "expected_rotation_usage_behavior": [
      "Ipswich: starters carry the main goal usage through Daizen Maeda; bench watchlist: Julio Enciso, Anis Mehmeti, Chuba Akpom.",
      "Sunderland: starters carry the main goal usage through Brian Brobbey; bench watchlist: Habib Diarra, Eliezer Mayenda, Wilson Isidor.",
      "Assist usage should flow through Enzo Le Fée; late lineup changes should re-score these allocations."
    ],
    "pregame_play_by_play": [
      "0-15: Sunderland tries to establish the projected edge; track possession and first-shot share.",
      "15-45: Baseline expects balanced tempo, about 12 total first-half shots, and 1.24 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 Ipswich 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 Sunderland.",
      "Ipswich 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": {
    "Ipswich": {
      "formation": "4-2-3-1",
      "players": {
        "Emersonn": {
          "player_id": 1128844,
          "position": "F",
          "position_depth": "F",
          "is_starter": true,
          "shirt_number": 13,
          "height": 186,
          "market_value": 7700000,
          "stats": {
            "expected_goals": 0.057,
            "goal_rate": 0.2183,
            "goals": 0,
            "shots_on_target": 0,
            "expected_assists": 0.0367,
            "key_pass": 1,
            "rating": 72.0685,
            "minutes": 28,
            "total_shots": 2,
            "duels_won": 2,
            "aerial_won": 2,
            "total_pass": 5,
            "accurate_pass": 4,
            "total_long_balls": 0,
            "accurate_long_balls": 0,
            "total_opp_half_passes": 4,
            "accurate_opp_half_passes": 3,
            "crosses_total": 0,
            "crosses_accurate": 0,
            "touches": 11,
            "possession_lost": 3.9941,
            "dispossessed": 0.0,
            "duels_lost": 4,
            "aerial_lost": 3,
            "total_contest": 1,
            "won_contest": 0,
            "ball_recovery": 1,
            "challenges_lost": 0,
            "fouls": 1,
            "fouls_drawn": 2,
            "assists": 0,
            "shots_off_target": 2,
            "interceptions": 0,
            "tackles_won": 0,
            "tackles": 0,
            "clearances": 1,
            "blocks": 0,
            "big_chances_created": 0,
            "big_chances_missed": 0,
            "xgot": 0.689,
            "offsides": 1,
            "ball_carries": 3,
            "total_progression": 25,
            "progressive_carries": 1,
            "dribbles_attempted": 2,
            "dribbles_successful": 0.3,
            "crosses_attempted": 0.0,
            "duel_win_rate": 0.185,
            "pressing_faced": "LOW",
            "matchup_zone": "Striker vs Two Centre Backs — 1v2 Aerial/Physical Battle",
            "numerical_situation": "1v2",
            "opponent_defenders": "Daniel Ballard, Reinildo Mandava",
            "opponent_faced": "Daniel Ballard, Reinildo Mandava",
            "antagonist_source": "attacking_duel",
            "projected_goals": 0,
            "goal_probability": 0.2047,
            "projected_assists": 0,
            "assist_probability": 0.0,
            "fifa_overall": 65.0
          },
          "latest_10_games": [
            {
              "match_id": 14064515,
              "match_date": "2026-05-10",
              "home_team": "Toulouse",
              "away_team": "Olympique Lyonnais",
              "team_side": "home",
              "is_starting_11": 0,
              "team": "Toulouse",
              "opponent": "Olympique Lyonnais",
              "stats": {
                "minutes": 29,
                "rating": 6.8,
                "assists": 0,
                "expected_assists": 0.0719,
                "total_shots": 0,
                "total_pass": 8,
                "accurate_pass": 6,
                "key_pass": 2,
                "clearances": 1,
                "aerial_won": 1,
                "duels_won": 3,
                "ball_recovery": 1
              },
              "has_player_stats": true,
              "league_name": "Ligue 1",
              "league_id": "34",
              "league_slug": "ligue-1",
              "league_country": "France",
              "season_id": "77356",
              "season_name": "Ligue 1 25/26",
              "season_year": "25/26"
            },
            {
              "match_id": 14167988,
              "match_date": "2026-05-03",
              "home_team": "RC Strasbourg",
              "away_team": "Toulouse",
              "team_side": "away",
              "is_starting_11": 0,
              "team": "Toulouse",
              "opponent": "RC Strasbourg",
              "stats": {
                "minutes": 27,
                "rating": 7.3,
                "goal_rate": 1.0,
                "goals": 1,
                "assists": 0,
                "expected_goals": 0.5159,
                "expected_assists": 0.0008,
                "total_shots": 3,
                "shots_on_target": 1,
                "shots_off_target": 2,
                "total_pass": 3,
                "accurate_pass": 3,
                "key_pass": 1,
                "clearances": 1,
                "aerial_won": 1,
                "duels_won": 1,
                "ball_recovery": 1
              },
              "has_player_stats": true,
              "league_name": "Ligue 1",
              "league_id": "34",
              "league_slug": "ligue-1",
              "league_country": "France",
              "season_id": "77356",
              "season_name": "Ligue 1 25/26",
              "season_year": "25/26"
            }
          ],
          "ranking": {
            "global_player_rank": 22681,
            "combined_rank_score": 5478.5,
            "ranking_source": "sofascore_plus_fifa_csv",
            "ranking_status": "combined",
            "sofascore_rank": null,
            "sofascore_rating": null,
            "sofascore_appearances": 0.0,
            "fifa_rank": 10761.0,
            "fifa_overall": 65.0,
            "fifa_source": "EA SPORTS FC official ratings",
            "match_squad_rank": 13,
            "squad_role": "starter",
            "projected_match_rating": 7.0685,
            "source_file": "data/player_rankings.csv",
            "player_name": "Emersonn",
            "ranking_neighbors": {
              "upper": [
                {
                  "player_name": "Kay Tejan",
                  "ranking": 22676
                },
                {
                  "player_name": "Etta Eyong",
                  "ranking": 22677
                },
                {
                  "player_name": "Gaspar Gentile",
                  "ranking": 22678
                },
                {
                  "player_name": "Hobie Verhulst",
                  "ranking": 22679
                },
                {
                  "player_name": "Jiang Shenglong",
                  "ranking": 22680
                }
              ],
              "lower": [
                {
                  "player_name": "Meschack Elia",
                  "ranking": 22682
                },
                {
                  "player_name": "Guilherme Biro",
                  "ranking": 22683
                },
                {
                  "player_name": "Antonio Vergara",
                  "ranking": 22684
                },
                {
                  "player_name": "Jens Jakob Thomasen",
                  "ranking": 22685
                },
                {
                  "player_name": "Antonis Tsiftsis",
                  "ranking": 22686
                }
              ]
            }
          }
        },
        "Daizen Maeda": {
          "player_id": 832420,
          "position": "F",
          "position_depth": "F",
          "is_starter": true,
          "shirt_number": 12,
          "height": 173,
          "market_value": 12600000,
          "stats": {
            "expected_goals": 0.16,
            "goal_rate": 0.4129,
            "goals": 1,
            "shots_on_target": 0,
            "expected_assists": 0.0504,
            "key_pass": 0,
            "rating": 86.1263,
            "minutes": 88,
            "total_shots": 2,
            "duels_won": 3,
            "aerial_won": 1,
            "total_pass": 12,
            "accurate_pass": 10,
            "total_long_balls": 1,
            "accurate_long_balls": 1,
            "total_opp_half_passes": 8,
            "accurate_opp_half_passes": 7,
            "crosses_total": 2,
            "crosses_accurate": 0,
            "touches": 29,
            "possession_lost": 8.126,
            "dispossessed": 1.7776,
            "duels_lost": 6,
            "aerial_lost": 1,
            "total_contest": 2,
            "won_contest": 2,
            "ball_recovery": 4,
            "challenges_lost": 2,
            "fouls": 3,
            "fouls_drawn": 1,
            "assists": 0,
            "shots_off_target": 1,
            "interceptions": 2,
            "tackles_won": 2,
            "tackles": 3,
            "clearances": 2,
            "blocks": 0,
            "big_chances_created": 1,
            "big_chances_missed": 1,
            "xgot": 0.8228,
            "offsides": 1,
            "ball_carries": 6,
            "total_progression": 32,
            "progressive_carries": 2,
            "dribbles_attempted": 3,
            "dribbles_successful": 1.1,
            "crosses_attempted": 2.1,
            "duel_win_rate": 0.417,
            "pressing_faced": "MEDIUM",
            "matchup_zone": "Right Wing vs Left Back — Flank Battle",
            "numerical_situation": "1v1",
            "opponent_defenders": "Trai Hume",
            "opponent_faced": "Trai Hume",
            "antagonist_source": "attacking_duel",
            "projected_goals": 1,
            "goal_probability": 0.3296,
            "projected_assists": 0,
            "assist_probability": 0.0,
            "fifa_overall": 79.0
          },
          "latest_10_games": [
            {
              "match_id": 12813012,
              "match_date": "2026-06-29",
              "home_team": "Brazil",
              "away_team": "Japan",
              "team_side": "away",
              "is_starting_11": 1,
              "team": "Japan",
              "opponent": "Brazil",
              "stats": {
                "minutes": 89,
                "rating": 6.8,
                "assists": 0,
                "expected_assists": 0.0068,
                "total_shots": 0,
                "total_pass": 14,
                "accurate_pass": 13,
                "key_pass": 1,
                "tackles": 2,
                "tackles_won": 1,
                "interceptions": 2,
                "clearances": 2,
                "aerial_won": 1,
                "duels_won": 4,
                "ball_recovery": 4
              },
              "has_player_stats": true,
              "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"
            },
            {
              "match_id": 15186972,
              "match_date": "2026-06-25",
              "home_team": "Japan",
              "away_team": "Sweden",
              "team_side": "home",
              "is_starting_11": 1,
              "team": "Japan",
              "opponent": "Sweden",
              "stats": {
                "minutes": 90,
                "rating": 7.9,
                "goal_rate": 1.0,
                "goals": 1,
                "assists": 0,
                "expected_goals": 0.6832,
                "expected_assists": 0.0355,
                "total_shots": 2,
                "shots_on_target": 1,
                "shots_off_target": 1,
                "total_pass": 11,
                "accurate_pass": 11,
                "key_pass": 1,
                "tackles": 4,
                "tackles_won": 2,
                "clearances": 4,
                "aerial_won": 1,
                "duels_won": 5,
                "ball_recovery": 3
              },
              "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": 15186945,
              "match_date": "2026-06-14",
              "home_team": "Netherlands",
              "away_team": "Japan",
              "team_side": "away",
              "is_starting_11": 1,
              "team": "Japan",
              "opponent": "Netherlands",
              "stats": {
                "minutes": 66,
                "rating": 6.3,
                "assists": 0,
                "expected_assists": 0.1097,
                "total_shots": 0,
                "total_pass": 5,
                "accurate_pass": 4,
                "clearances": 3,
                "aerial_won": 1,
                "duels_won": 1
              },
              "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": 15981436,
              "match_date": "2026-05-16",
              "home_team": "Celtic",
              "away_team": "Heart of Midlothian",
              "team_side": "home",
              "is_starting_11": 1,
              "team": "Celtic",
              "opponent": "Heart of Midlothian",
              "stats": {
                "minutes": 90,
                "rating": 7.7,
                "goal_rate": 1.0,
                "goals": 1,
                "assists": 0,
                "expected_goals": 0.2671,
                "expected_assists": 0.0488,
                "total_shots": 3,
                "shots_on_target": 1,
                "shots_off_target": 1,
                "total_pass": 17,
                "accurate_pass": 15,
                "key_pass": 1,
                "interceptions": 2,
                "clearances": 1,
                "aerial_won": 2,
                "duels_won": 4,
                "ball_recovery": 5
              },
              "has_player_stats": true,
              "league_name": "Scottish Premiership",
              "league_id": "36",
              "league_slug": "premiership",
              "league_country": "Scotland",
              "season_id": "77128",
              "season_name": "Premiership 25/26",
              "season_year": "25/26"
            },
            {
              "match_id": 15981435,
              "match_date": "2026-05-13",
              "home_team": "Motherwell",
              "away_team": "Celtic",
              "team_side": "away",
              "is_starting_11": 1,
              "team": "Celtic",
              "opponent": "Motherwell",
              "stats": {
                "minutes": 90,
                "rating": 7.2,
                "goal_rate": 1.0,
                "goals": 1,
                "assists": 0,
                "expected_goals": 0.2151,
                "expected_assists": 0.0108,
                "total_shots": 2,
                "shots_on_target": 1,
                "shots_off_target": 1,
                "total_pass": 12,
                "accurate_pass": 11,
                "tackles": 2,
                "tackles_won": 1,
                "interceptions": 2,
                "duels_won": 2
              },
              "has_player_stats": true,
              "league_name": "Scottish Premiership",
              "league_id": "36",
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      "team_totals": {
        "projected_goals": 1,
        "expected_goals": 1.46,
        "expected_assists": 0.77,
        "total_shots": 12,
        "shots_on_target": 7,
        "total_passes": 402,
        "interceptions": 12,
        "tackles": 20,
        "avg_rating": 81.86,
        "possession_estimated_pct": 50.6,
        "pressing_actions_per_90": 7.4
      }
    }
  },
  "antagonist_report": {
    "home_attacking_duels": [
      {
        "attacker": "Marcelino Núñez",
        "attacker_role": "LW",
        "attacker_market_value": 14900000,
        "attacker_height": 173,
        "attacker_skill_quality": 0.578,
        "defenders": [
          "Luke O'Nien"
        ],
        "defender_roles": [
          "RB"
        ],
        "def_skill_quality_avg": 0.408,
        "duel_zone": "Left Wing vs Right Back — Flank Battle",
        "numerical_situation": "1v1",
        "duel_win_rate": 0.552,
        "xg_contribution": 0.2722,
        "shots_in_zone": 2.1,
        "dribbles_attempted": 4,
        "dribbles_successful": 1.9,
        "aerial_duels": 2,
        "aerial_won": 0.9,
        "crosses_in_zone": 2.1,
        "fouls_drawn": 1.1,
        "pressing_intensity_on_attacker": "LOW",
        "defender_stats": [
          {
            "player": "Luke O'Nien",
            "role": "RB",
            "market_value": 660000,
            "tackles_attempted": 1.9,
            "tackles_won": 1.4,
            "fouls_committed": 0.6,
            "interceptions_in_zone": 0.7,
            "clearances_in_zone": 0.6,
            "aerial_duels_won": 1.1,
            "defensive_success_rate": 0.448
          }
        ],
        "duel_analysis": "Marcelino Núñez (LW) is slightly favored against Luke O'Nien in a direct 1v1 contest. Duel win probability: 55%.  Projected xG contribution: 0.272 — creating consistent moderate threat."
      },
      {
        "attacker": "Daizen Maeda",
        "attacker_role": "RW",
        "attacker_market_value": 12600000,
        "attacker_height": 173,
        "attacker_skill_quality": 0.552,
        "defenders": [
          "Trai Hume"
        ],
        "defender_roles": [
          "LB"
        ],
        "def_skill_quality_avg": 0.631,
        "duel_zone": "Right Wing vs Left Back — Flank Battle",
        "numerical_situation": "1v1",
        "duel_win_rate": 0.417,
        "xg_contribution": 0.1992,
        "shots_in_zone": 1.8,
        "dribbles_attempted": 3,
        "dribbles_successful": 1.1,
        "aerial_duels": 2,
        "aerial_won": 0.9,
        "crosses_in_zone": 2.1,
        "fouls_drawn": 1.2,
        "pressing_intensity_on_attacker": "MEDIUM",
        "defender_stats": [
          {
            "player": "Trai Hume",
            "role": "LB",
            "market_value": 20000000,
            "tackles_attempted": 2.1,
            "tackles_won": 1.9,
            "fouls_committed": 0.5,
            "interceptions_in_zone": 1.0,
            "clearances_in_zone": 0.9,
            "aerial_duels_won": 1.1,
            "defensive_success_rate": 0.583
          }
        ],
        "duel_analysis": "Daizen Maeda (RW) faces tough defensive resistance against Trai Hume in a direct 1v1 contest. Duel win probability: 42%.  Projected xG contribution: 0.199 — and is restricted in space and time on the ball."
      },
      {
        "attacker": "Abdul Fatawu Issahaku",
        "attacker_role": "CAM",
        "attacker_market_value": 21000000,
        "attacker_height": 180,
        "attacker_skill_quality": 0.641,
        "defenders": [
          "Nilson Angulo",
          "Noah Sadiki"
        ],
        "defender_roles": [
          "CDM",
          "CDM"
        ],
        "def_skill_quality_avg": 0.68,
        "duel_zone": "Attacking Mid vs Double Pivot — Tight Space Battle",
        "numerical_situation": "1v2",
        "duel_win_rate": 0.232,
        "xg_contribution": 0.0376,
        "shots_in_zone": 1.6,
        "dribbles_attempted": 3,
        "dribbles_successful": 0.6,
        "aerial_duels": 2,
        "aerial_won": 1.1,
        "crosses_in_zone": 0.0,
        "fouls_drawn": 1.6,
        "pressing_intensity_on_attacker": "MEDIUM",
        "defender_stats": [
          {
            "player": "Nilson Angulo",
            "role": "CDM",
            "market_value": 16500000,
            "tackles_attempted": 1.0,
            "tackles_won": 1.1,
            "fouls_committed": 0.5,
            "interceptions_in_zone": 1.0,
            "clearances_in_zone": 0.5,
            "aerial_duels_won": 0.5,
            "defensive_success_rate": 0.768
          },
          {
            "player": "Noah Sadiki",
            "role": "CDM",
            "market_value": 37000000,
            "tackles_attempted": 1.1,
            "tackles_won": 1.2,
            "fouls_committed": 0.4,
            "interceptions_in_zone": 1.2,
            "clearances_in_zone": 0.5,
            "aerial_duels_won": 0.5,
            "defensive_success_rate": 0.768
          }
        ],
        "duel_analysis": "Abdul Fatawu Issahaku (CAM) is heavily outmatched defensively against Nilson Angulo and Noah Sadiki in a 2-defender block. Duel win probability: 23%.  Projected xG contribution: 0.038 — with very limited chance creation expected."
      },
      {
        "attacker": "Emersonn",
        "attacker_role": "ST",
        "attacker_market_value": 7700000,
        "attacker_height": 186,
        "attacker_skill_quality": 0.495,
        "defenders": [
          "Daniel Ballard",
          "Reinildo Mandava"
        ],
        "defender_roles": [
          "CB",
          "CB"
        ],
        "def_skill_quality_avg": 0.551,
        "duel_zone": "Striker vs Two Centre Backs — 1v2 Aerial/Physical Battle",
        "numerical_situation": "1v2",
        "duel_win_rate": 0.185,
        "xg_contribution": 0.0709,
        "shots_in_zone": 2.1,
        "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": "LOW",
        "defender_stats": [
          {
            "player": "Daniel Ballard",
            "role": "CB",
            "market_value": 22000000,
            "tackles_attempted": 1.1,
            "tackles_won": 1.2,
            "fouls_committed": 0.5,
            "interceptions_in_zone": 1.0,
            "clearances_in_zone": 0.9,
            "aerial_duels_won": 0.6,
            "defensive_success_rate": 0.815
          },
          {
            "player": "Reinildo Mandava",
            "role": "CB",
            "market_value": 4099999,
            "tackles_attempted": 1.0,
            "tackles_won": 1.1,
            "fouls_committed": 0.6,
            "interceptions_in_zone": 0.7,
            "clearances_in_zone": 0.6,
            "aerial_duels_won": 0.6,
            "defensive_success_rate": 0.815
          }
        ],
        "duel_analysis": "Emersonn (ST) is heavily outmatched defensively against Daniel Ballard and Reinildo Mandava in a 2-defender block. Duel win probability: 18%.  Projected xG contribution: 0.071 — with very limited chance creation expected."
      },
      {
        "attacker": "Saša Lukić",
        "attacker_role": "CDM",
        "attacker_market_value": 9400000,
        "attacker_height": 183,
        "attacker_skill_quality": 0.515,
        "defenders": [
          "Nilson Angulo"
        ],
        "defender_roles": [
          "CDM"
        ],
        "def_skill_quality_avg": 0.595,
        "duel_zone": "CDM vs CDM",
        "numerical_situation": "1v1",
        "duel_win_rate": 0.388,
        "xg_contribution": 0.0542,
        "shots_in_zone": 1.0,
        "dribbles_attempted": 2,
        "dribbles_successful": 0.7,
        "aerial_duels": 2,
        "aerial_won": 1.1,
        "crosses_in_zone": 0.0,
        "fouls_drawn": 1.2,
        "pressing_intensity_on_attacker": "LOW",
        "defender_stats": [
          {
            "player": "Nilson Angulo",
            "role": "CDM",
            "market_value": 16500000,
            "tackles_attempted": 2.1,
            "tackles_won": 1.9,
            "fouls_committed": 0.5,
            "interceptions_in_zone": 1.0,
            "clearances_in_zone": 0.5,
            "aerial_duels_won": 0.9,
            "defensive_success_rate": 0.612
          }
        ],
        "duel_analysis": "Saša Lukić (CDM) faces tough defensive resistance against Nilson Angulo in a direct 1v1 contest. Duel win probability: 39%.  Projected xG contribution: 0.054 — and is restricted in space and time on the ball."
      }
    ],
    "away_attacking_duels": [
      {
        "attacker": "Chemsdine Talbi",
        "attacker_role": "LW",
        "attacker_market_value": 23000000,
        "attacker_height": 175,
        "attacker_skill_quality": 0.66,
        "defenders": [
          "Issa Diop"
        ],
        "defender_roles": [
          "RB"
        ],
        "def_skill_quality_avg": 0.501,
        "duel_zone": "Left Wing vs Right Back — Flank Battle",
        "numerical_situation": "1v1",
        "duel_win_rate": 0.491,
        "xg_contribution": 0.275,
        "shots_in_zone": 2.0,
        "dribbles_attempted": 4,
        "dribbles_successful": 1.7,
        "aerial_duels": 2,
        "aerial_won": 0.9,
        "crosses_in_zone": 2.3,
        "fouls_drawn": 1.2,
        "pressing_intensity_on_attacker": "LOW",
        "defender_stats": [
          {
            "player": "Issa Diop",
            "role": "RB",
            "market_value": 8199999,
            "tackles_attempted": 2.0,
            "tackles_won": 1.6,
            "fouls_committed": 0.5,
            "interceptions_in_zone": 0.8,
            "clearances_in_zone": 0.7,
            "aerial_duels_won": 1.1,
            "defensive_success_rate": 0.509
          }
        ],
        "duel_analysis": "Chemsdine Talbi (LW) is evenly matched against Issa Diop in a direct 1v1 contest. Duel win probability: 49%.  Projected xG contribution: 0.275 — with neither side clearly dominant."
      },
      {
        "attacker": "Granit Xhaka",
        "attacker_role": "RW",
        "attacker_market_value": 8500000,
        "attacker_height": 185,
        "attacker_skill_quality": 0.505,
        "defenders": [
          "Leif Davis"
        ],
        "defender_roles": [
          "LB"
        ],
        "def_skill_quality_avg": 0.641,
        "duel_zone": "Right Wing vs Left Back — Flank Battle",
        "numerical_situation": "1v1",
        "duel_win_rate": 0.431,
        "xg_contribution": 0.212,
        "shots_in_zone": 1.8,
        "dribbles_attempted": 3,
        "dribbles_successful": 1.1,
        "aerial_duels": 2,
        "aerial_won": 1.2,
        "crosses_in_zone": 2.0,
        "fouls_drawn": 1.2,
        "pressing_intensity_on_attacker": "MEDIUM",
        "defender_stats": [
          {
            "player": "Leif Davis",
            "role": "LB",
            "market_value": 21000000,
            "tackles_attempted": 2.1,
            "tackles_won": 1.8,
            "fouls_committed": 0.5,
            "interceptions_in_zone": 1.0,
            "clearances_in_zone": 0.9,
            "aerial_duels_won": 0.8,
            "defensive_success_rate": 0.569
          }
        ],
        "duel_analysis": "Granit Xhaka (RW) is evenly matched against Leif Davis in a direct 1v1 contest. Duel win probability: 43%.  Projected xG contribution: 0.212 — with neither side clearly dominant."
      },
      {
        "attacker": "Enzo Le Fée",
        "attacker_role": "CAM",
        "attacker_market_value": 26000000,
        "attacker_height": 173,
        "attacker_skill_quality": 0.686,
        "defenders": [
          "Saša Lukić",
          "Florentino Luís"
        ],
        "defender_roles": [
          "CDM",
          "CDM"
        ],
        "def_skill_quality_avg": 0.55,
        "duel_zone": "Attacking Mid vs Double Pivot — Tight Space Battle",
        "numerical_situation": "1v2",
        "duel_win_rate": 0.259,
        "xg_contribution": 0.1816,
        "shots_in_zone": 1.7,
        "dribbles_attempted": 3,
        "dribbles_successful": 0.7,
        "aerial_duels": 2,
        "aerial_won": 0.9,
        "crosses_in_zone": 0.0,
        "fouls_drawn": 1.6,
        "pressing_intensity_on_attacker": "LOW",
        "defender_stats": [
          {
            "player": "Saša Lukić",
            "role": "CDM",
            "market_value": 9400000,
            "tackles_attempted": 1.0,
            "tackles_won": 1.0,
            "fouls_committed": 0.5,
            "interceptions_in_zone": 0.8,
            "clearances_in_zone": 0.5,
            "aerial_duels_won": 0.6,
            "defensive_success_rate": 0.741
          },
          {
            "player": "Florentino Luís",
            "role": "CDM",
            "market_value": 15500000,
            "tackles_attempted": 1.0,
            "tackles_won": 1.1,
            "fouls_committed": 0.5,
            "interceptions_in_zone": 0.9,
            "clearances_in_zone": 0.5,
            "aerial_duels_won": 0.6,
            "defensive_success_rate": 0.741
          }
        ],
        "duel_analysis": "Enzo Le Fée (CAM) is heavily outmatched defensively against Saša Lukić and Florentino Luís in a 2-defender block. Duel win probability: 26%.  Projected xG contribution: 0.182 — with very limited chance creation expected."
      },
      {
        "attacker": "Brian Brobbey",
        "attacker_role": "ST",
        "attacker_market_value": 42000000,
        "attacker_height": 180,
        "attacker_skill_quality": 0.791,
        "defenders": [
          "Jacob Greaves",
          "Dara O'Shea"
        ],
        "defender_roles": [
          "CB",
          "CB"
        ],
        "def_skill_quality_avg": 0.581,
        "duel_zone": "Striker vs Two Centre Backs — 1v2 Aerial/Physical Battle",
        "numerical_situation": "1v2",
        "duel_win_rate": 0.252,
        "xg_contribution": 0.3009,
        "shots_in_zone": 2.3,
        "dribbles_attempted": 2,
        "dribbles_successful": 0.4,
        "aerial_duels": 3,
        "aerial_won": 1.6,
        "crosses_in_zone": 0.0,
        "fouls_drawn": 1.7,
        "pressing_intensity_on_attacker": "LOW",
        "defender_stats": [
          {
            "player": "Jacob Greaves",
            "role": "CB",
            "market_value": 13400000,
            "tackles_attempted": 1.0,
            "tackles_won": 1.1,
            "fouls_committed": 0.5,
            "interceptions_in_zone": 0.9,
            "clearances_in_zone": 0.8,
            "aerial_duels_won": 0.7,
            "defensive_success_rate": 0.748
          },
          {
            "player": "Dara O'Shea",
            "role": "CB",
            "market_value": 17000000,
            "tackles_attempted": 1.0,
            "tackles_won": 1.1,
            "fouls_committed": 0.5,
            "interceptions_in_zone": 1.0,
            "clearances_in_zone": 0.8,
            "aerial_duels_won": 0.7,
            "defensive_success_rate": 0.748
          }
        ],
        "duel_analysis": "Brian Brobbey (ST) is heavily outmatched defensively against Jacob Greaves and Dara O'Shea in a 2-defender block. Duel win probability: 25%. The quality gap is significant (€42M vs €15M avg). Projected xG contribution: 0.301 — with very limited chance creation expected."
      },
      {
        "attacker": "Nilson Angulo",
        "attacker_role": "CDM",
        "attacker_market_value": 16500000,
        "attacker_height": 182,
        "attacker_skill_quality": 0.595,
        "defenders": [
          "Saša Lukić"
        ],
        "defender_roles": [
          "CDM"
        ],
        "def_skill_quality_avg": 0.515,
        "duel_zone": "CDM vs CDM",
        "numerical_situation": "1v1",
        "duel_win_rate": 0.452,
        "xg_contribution": 0.0453,
        "shots_in_zone": 1.0,
        "dribbles_attempted": 2,
        "dribbles_successful": 0.8,
        "aerial_duels": 2,
        "aerial_won": 1.1,
        "crosses_in_zone": 0.0,
        "fouls_drawn": 1.2,
        "pressing_intensity_on_attacker": "LOW",
        "defender_stats": [
          {
            "player": "Saša Lukić",
            "role": "CDM",
            "market_value": 9400000,
            "tackles_attempted": 2.0,
            "tackles_won": 1.7,
            "fouls_committed": 0.5,
            "interceptions_in_zone": 0.8,
            "clearances_in_zone": 0.5,
            "aerial_duels_won": 0.9,
            "defensive_success_rate": 0.548
          }
        ],
        "duel_analysis": "Nilson Angulo (CDM) is evenly matched against Saša Lukić in a direct 1v1 contest. Duel win probability: 45%.  Projected xG contribution: 0.045 — with neither side clearly dominant."
      }
    ],
    "midfield_battle": {
      "home_midfield_power": 0.605,
      "away_midfield_power": 0.692,
      "home_creative_power": 0.518,
      "away_creative_power": 0.607,
      "home_defensive_power": 0.575,
      "away_defensive_power": 0.581,
      "home_dominance_ratio": 0.466,
      "home_midfield_count": 4,
      "away_midfield_count": 5,
      "home_midfield_players": [
        "Marcelino Núñez",
        "Abdul Fatawu Issahaku",
        "Saša Lukić",
        "Florentino Luís"
      ],
      "away_midfield_players": [
        "Nilson Angulo",
        "Enzo Le Fée",
        "Chemsdine Talbi",
        "Noah Sadiki",
        "Granit Xhaka"
      ],
      "possession_advantage": "neutral",
      "estimated_possession_home_pct": 49.4,
      "estimated_possession_away_pct": 50.6,
      "home_pressing_actions_per_90": 7.3,
      "away_pressing_actions_per_90": 7.4,
      "home_key_passes_projected": 4.6,
      "away_key_passes_projected": 5.1,
      "home_throughball_threat": 2.2,
      "away_throughball_threat": 2.4,
      "key_personal_duel": "Abdul Fatawu Issahaku vs Noah Sadiki",
      "midfield_lambda_factor_home": 0.989,
      "midfield_lambda_factor_away": 1.009
    },
    "formation_analysis": {
      "home_formation": "4-2-3-1",
      "away_formation": "4-2-3-1",
      "home_tactical_bonus": 0.0,
      "away_tactical_bonus": 0.0,
      "formation_verdict": "Tactical parity between 4-2-3-1 and 4-2-3-1. Match outcome driven primarily by individual player quality."
    },
    "home_lambda": 1.02,
    "away_lambda": 1.463,
    "home_top_threat_zones": [
      "Left Wing vs Right Back — Flank Battle",
      "Right Wing vs Left Back — Flank Battle"
    ],
    "away_top_threat_zones": [
      "Striker vs Two Centre Backs — 1v2 Aerial/Physical Battle",
      "Left Wing vs Right Back — Flank Battle"
    ],
    "home_player_antagonists": {
      "Marcelino Núñez": {
        "opponents": [
          "Luke O'Nien",
          "Chemsdine Talbi"
        ],
        "primary_zone": "Left Wing vs Right Back — Flank Battle",
        "source": "attacking_duel, midfield_pairing"
      },
      "Daizen Maeda": {
        "opponents": [
          "Trai Hume"
        ],
        "primary_zone": "Right Wing vs Left Back — Flank Battle",
        "source": "attacking_duel"
      },
      "Abdul Fatawu Issahaku": {
        "opponents": [
          "Nilson Angulo",
          "Noah Sadiki",
          "Enzo Le Fée",
          "Granit Xhaka"
        ],
        "primary_zone": "Attacking Mid vs Double Pivot — Tight Space Battle",
        "source": "attacking_duel, midfield_pairing"
      },
      "Emersonn": {
        "opponents": [
          "Daniel Ballard",
          "Reinildo Mandava"
        ],
        "primary_zone": "Striker vs Two Centre Backs — 1v2 Aerial/Physical Battle",
        "source": "attacking_duel"
      },
      "Saša Lukić": {
        "opponents": [
          "Nilson Angulo",
          "Enzo Le Fée"
        ],
        "primary_zone": "CDM vs CDM",
        "source": "attacking_duel, defensive_duel, midfield_pairing"
      },
      "Issa Diop": {
        "opponents": [
          "Chemsdine Talbi"
        ],
        "primary_zone": "Left Wing vs Right Back — Flank Battle",
        "source": "defensive_duel"
      },
      "Leif Davis": {
        "opponents": [
          "Granit Xhaka"
        ],
        "primary_zone": "Right Wing vs Left Back — Flank Battle",
        "source": "defensive_duel"
      },
      "Florentino Luís": {
        "opponents": [
          "Enzo Le Fée",
          "Noah Sadiki"
        ],
        "primary_zone": "Attacking Mid vs Double Pivot — Tight Space Battle",
        "source": "defensive_duel, midfield_pairing"
      },
      "Jacob Greaves": {
        "opponents": [
          "Brian Brobbey"
        ],
        "primary_zone": "Striker vs Two Centre Backs — 1v2 Aerial/Physical Battle",
        "source": "defensive_duel"
      },
      "Dara O'Shea": {
        "opponents": [
          "Brian Brobbey"
        ],
        "primary_zone": "Striker vs Two Centre Backs — 1v2 Aerial/Physical Battle",
        "source": "defensive_duel"
      },
      "Kjell Scherpen": {
        "opponents": [
          "Brian Brobbey",
          "Noah Sadiki"
        ],
        "primary_zone": "Shape fallback",
        "source": "formation_fallback"
      }
    },
    "away_player_antagonists": {
      "Luke O'Nien": {
        "opponents": [
          "Marcelino Núñez"
        ],
        "primary_zone": "Left Wing vs Right Back — Flank Battle",
        "source": "defensive_duel"
      },
      "Trai Hume": {
        "opponents": [
          "Daizen Maeda"
        ],
        "primary_zone": "Right Wing vs Left Back — Flank Battle",
        "source": "defensive_duel"
      },
      "Nilson Angulo": {
        "opponents": [
          "Abdul Fatawu Issahaku",
          "Saša Lukić"
        ],
        "primary_zone": "Attacking Mid vs Double Pivot — Tight Space Battle",
        "source": "defensive_duel, attacking_duel, midfield_pairing"
      },
      "Noah Sadiki": {
        "opponents": [
          "Abdul Fatawu Issahaku",
          "Florentino Luís"
        ],
        "primary_zone": "Attacking Mid vs Double Pivot — Tight Space Battle",
        "source": "defensive_duel, midfield_pairing"
      },
      "Daniel Ballard": {
        "opponents": [
          "Emersonn"
        ],
        "primary_zone": "Striker vs Two Centre Backs — 1v2 Aerial/Physical Battle",
        "source": "defensive_duel"
      },
      "Reinildo Mandava": {
        "opponents": [
          "Emersonn"
        ],
        "primary_zone": "Striker vs Two Centre Backs — 1v2 Aerial/Physical Battle",
        "source": "defensive_duel"
      },
      "Chemsdine Talbi": {
        "opponents": [
          "Issa Diop",
          "Marcelino Núñez"
        ],
        "primary_zone": "Left Wing vs Right Back — Flank Battle",
        "source": "attacking_duel, midfield_pairing"
      },
      "Granit Xhaka": {
        "opponents": [
          "Leif Davis",
          "Abdul Fatawu Issahaku"
        ],
        "primary_zone": "Right Wing vs Left Back — Flank Battle",
        "source": "attacking_duel, midfield_pairing"
      },
      "Enzo Le Fée": {
        "opponents": [
          "Saša Lukić",
          "Florentino Luís",
          "Abdul Fatawu Issahaku"
        ],
        "primary_zone": "Attacking Mid vs Double Pivot — Tight Space Battle",
        "source": "attacking_duel, midfield_pairing"
      },
      "Brian Brobbey": {
        "opponents": [
          "Jacob Greaves",
          "Dara O'Shea"
        ],
        "primary_zone": "Striker vs Two Centre Backs — 1v2 Aerial/Physical Battle",
        "source": "attacking_duel"
      },
      "Robin Roefs": {
        "opponents": [
          "Daizen Maeda",
          "Emersonn"
        ],
        "primary_zone": "Shape fallback",
        "source": "formation_fallback"
      }
    },
    "key_tactical_insight": "Midfield is evenly contested — Abdul Fatawu Issahaku vs Noah Sadiki will be the pivotal duel. Total antagonist xG — Home: 0.63, Away: 1.01. Home danger zone: Left Wing vs Right Back — Flank Battle. Away danger zone: Striker vs Two Centre Backs — 1v2 Aerial/Physical Battle.",
    "lambda_factors": {
      "home_gk_opposition_factor": 0.8989,
      "away_gk_opposition_factor": 0.987,
      "home_set_piece_bonus": 0.174,
      "away_set_piece_bonus": 0.0529,
      "home_defensive_solidity_vs": 0.9708,
      "away_defensive_solidity_vs": 0.9642,
      "home_midfield_factor": 0.989,
      "away_midfield_factor": 1.009,
      "stage_discount": 1.0,
      "quality_gap_applied": true,
      "home_avg_quality": 0.567,
      "away_avg_quality": 0.6141,
      "avg_quality_gap": -0.0471,
      "squad_value_gap_log": -0.3307,
      "top5_value_gap_log": -0.476,
      "attack_value_gap_log": -0.5818,
      "elite_count_gap": -1,
      "combined_quality_gap": -0.1143,
      "stronger_lambda_boost": 0.2514,
      "weaker_lambda_suppression": 0.16,
      "home_bench_lambda_bonus": 0.0862,
      "away_bench_lambda_bonus": 0.0474,
      "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": 0.931,
      "pre_competitive_floor_away_lambda": 1.463,
      "pre_calibration_home_lambda": 0.9312,
      "pre_calibration_away_lambda": 1.4634,
      "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": 1.463
    }
  },
  "home_standing": {
    "available": true,
    "team_position": 12,
    "opponent_position": 19,
    "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": 19,
    "opponent_position": 12,
    "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": "2026-08-22T13:31:33Z"
}