{
  "match_info": {
    "home_team": "Argentina",
    "away_team": "Switzerland",
    "tournament": "FIFA World Cup",
    "date": "20260711",
    "timezone": "America/New_York",
    "home_formation": "4-3-1-2",
    "away_formation": "4-2-3-1"
  },
  "prediction": {
    "most_likely_score": "1-0",
    "home_goals": 1,
    "away_goals": 0,
    "most_likely_score_probability": 0.1353,
    "match_resolution": "penalties_if_level",
    "predicted_winner": "Argentina",
    "tiebreaker": {
      "applies": true,
      "method": "penalties_if_level",
      "regulation_draw_probability": 0.2908,
      "shootout_home_win_probability": 0.5319,
      "shootout_away_win_probability": 0.4681,
      "penalty_home_goals": 6,
      "penalty_away_goals": 5,
      "penalty_score": "6-5",
      "penalty_winner": "Argentina",
      "penalty_winner_goals": 6,
      "penalty_loser_goals": 5,
      "penalty_result": "Argentina wins 6-5 on penalties",
      "home_advance_probability": 0.5739,
      "away_advance_probability": 0.4261,
      "projected_winner": "Argentina",
      "projected_winner_probability": 0.5739,
      "final_score_after_penalties": null,
      "reason": "Knockout match: a tied scoreline remains possible, then the advancing team is projected through penalties."
    },
    "top_5_scorelines": [
      {
        "score": "1-0",
        "probability": 0.1353
      },
      {
        "score": "1-1",
        "probability": 0.1335
      },
      {
        "score": "0-0",
        "probability": 0.1125
      },
      {
        "score": "0-1",
        "probability": 0.1067
      },
      {
        "score": "2-0",
        "probability": 0.0837
      }
    ],
    "scoreline_probabilities": {
      "0-0": 0.1125,
      "0-1": 0.1067,
      "0-2": 0.0523,
      "0-3": 0.0169,
      "0-4": 0.0041,
      "0-5": 0.0008,
      "1-0": 0.1353,
      "1-1": 0.1335,
      "1-2": 0.0641,
      "1-3": 0.0207,
      "1-4": 0.005,
      "1-5": 0.001,
      "2-0": 0.0837,
      "2-1": 0.0811,
      "2-2": 0.0393,
      "2-3": 0.0127,
      "2-4": 0.0031,
      "2-5": 0.0006,
      "3-0": 0.0342,
      "3-1": 0.0332,
      "3-2": 0.0161,
      "3-3": 0.0052,
      "3-4": 0.0013,
      "4-0": 0.0105,
      "4-1": 0.0102,
      "4-2": 0.0049,
      "4-3": 0.0016,
      "5-0": 0.0026,
      "5-1": 0.0025,
      "5-2": 0.0012,
      "6-0": 0.0005,
      "6-1": 0.0005
    },
    "outcome": {
      "home_win": 0.4192,
      "draw": 0.2908,
      "away_win": 0.2899
    },
    "markets": {
      "over_2_5_goals": 0.3761,
      "under_2_5_goals": 0.6239,
      "btts_yes": 0.4397,
      "btts_no": 0.5603,
      "home_clean_sheet": 0.3795,
      "away_clean_sheet": 0.2933
    },
    "home_ratings": {
      "DR": 86.84,
      "MCR": 90.54,
      "ATR": 94.87,
      "GK": 91.7
    },
    "away_ratings": {
      "DR": 84.79,
      "MCR": 86.31,
      "ATR": 84.02,
      "GK": 93.64
    },
    "insights": {
      "summary": "Antagonist matchup analysis for Argentina vs Switzerland. Most likely scoreline: 1-0. Lambdas derived from 3 home and 4 away individual player duels.",
      "key_player": "Projected scorer(s): Lionel Messi",
      "tactical_analysis": "Tactical parity between 4-3-1-2 and 4-2-3-1. Match outcome driven primarily by individual player quality. Midfield is evenly contested — Enzo Fernández vs Dan Ndoye will be the pivotal duel. Total antagonist xG — Home: 0.63, Away: 0.92. Home danger zone: Attacking Mid vs Double Pivot — Tight Space Battle. Away danger zone: Striker vs Two Centre Backs — 1v2 Aerial/Physical Battle."
    },
    "confidence": 0.71,
    "home_lambda": 1.291,
    "away_lambda": 1.02
  },
  "pregame_baseline": {
    "fair_win_probability": {
      "home_win": 0.4192,
      "draw": 0.2908,
      "away_win": 0.2899
    },
    "favorite": "Argentina",
    "favorite_win_probability": 0.4192,
    "fair_spread": 0.271,
    "fair_total": 2.311,
    "prop_estimates": [
      {
        "market": "team_total_goals",
        "selection": "Argentina",
        "estimate": 1.291,
        "probability": null,
        "unit": "goals"
      },
      {
        "market": "team_total_goals",
        "selection": "Switzerland",
        "estimate": 1.02,
        "probability": null,
        "unit": "goals"
      },
      {
        "market": "over_2_5_goals",
        "selection": "yes",
        "estimate": 2.5,
        "probability": 0.3761,
        "unit": "probability"
      },
      {
        "market": "both_teams_to_score",
        "selection": "yes",
        "estimate": 1.0,
        "probability": 0.4397,
        "unit": "probability"
      },
      {
        "market": "clean_sheet",
        "selection": "Argentina",
        "estimate": 1.0,
        "probability": 0.3795,
        "unit": "probability"
      },
      {
        "market": "clean_sheet",
        "selection": "Switzerland",
        "estimate": 1.0,
        "probability": 0.2933,
        "unit": "probability"
      },
      {
        "market": "anytime_goal",
        "selection": "Gonzalo Montiel (Argentina)",
        "estimate": 0.5453,
        "probability": 0.0484,
        "unit": "xG"
      },
      {
        "market": "anytime_goal",
        "selection": "Breel Embolo (Switzerland)",
        "estimate": 0.3378,
        "probability": 0.0,
        "unit": "xG"
      },
      {
        "market": "assist",
        "selection": "Lionel Messi (Argentina)",
        "estimate": 0.468,
        "probability": 0.2827,
        "unit": "xA"
      },
      {
        "market": "assist",
        "selection": "Dan Ndoye (Switzerland)",
        "estimate": 0.2323,
        "probability": 0.0,
        "unit": "xA"
      }
    ],
    "expected_pace": {
      "tempo": "balanced",
      "expected_total_goals": 2.311,
      "expected_total_shots": 22,
      "expected_total_passes": 1054,
      "expected_pressing_actions_per_90": 15.0,
      "possession_home_pct": 50.9,
      "possession_away_pct": 49.1,
      "notes": "possession projects near even"
    },
    "expected_game_script": {
      "favorite": "Argentina",
      "favorite_win_probability": 0.4192,
      "script": "Argentina is the fair winner side, but the baseline remains narrow: fair spread +0.27 goals and fair total 2.31.",
      "first_half": "Expect balanced tempo while both sides test the matchup thesis; shot baseline is about 11 first-half attempts.",
      "second_half": "If level after halftime, midfield control and bench quality should decide territory; Switzerland must keep the match inside one goal.",
      "late_game": "A Argentina lead likely shifts toward control and counters; if level after extra time, penalties are live; Argentina projects as the advancing side at 57.4% overall advancement probability with 29.1% draw pressure."
    },
    "key_matchup_thesis": "Argentina chance creation leans on Lionel Messi against Fabian Rieder, Denis Zakaria in Attacking Mid vs Double Pivot — Tight Space Battle; possession projects near even.",
    "expected_rotation_usage_behavior": [
      "Argentina: starters carry the main goal usage through Lionel Messi; bench watchlist: Julián Alvarez, Nico Paz, Valentín Barco.",
      "Switzerland: starters carry the main goal usage through the highest xG attackers; bench watchlist: Johan Manzambi, Ardon Jashari, Noah Okafor.",
      "Assist usage should flow through Lionel Messi; late lineup changes should re-score these allocations."
    ],
    "pregame_play_by_play": [
      "0-15: Argentina tries to establish the projected edge; track possession and first-shot share.",
      "15-45: Baseline expects balanced tempo, about 11 total first-half shots, and 1.16 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 Switzerland is chasing, transition and set-piece volume become the primary live deviation signal; if level after extra time, penalties are live; Argentina projects as the advancing side at 57.4% overall advancement probability with 29.1% draw pressure."
    ],
    "invalidation_triggers": [
      "Early red card, injury, or goalkeeper change for Argentina.",
      "Switzerland 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": {
    "Argentina": {
      "formation": "4-3-1-2",
      "players": {
        "Emiliano Martínez": {
          "player_id": 158263,
          "position": "G",
          "position_depth": "G",
          "is_starter": true,
          "shirt_number": 23,
          "height": 195,
          "market_value": 11500000,
          "stats": {
            "saves": 1,
            "goals_prevented": 0.1845,
            "rating": 91.6982,
            "minutes": 91,
            "total_pass": 33,
            "accurate_pass": 25,
            "total_long_balls": 12,
            "accurate_long_balls": 5,
            "touches": 41,
            "clearances": 1,
            "ball_recovery": 8,
            "high_claims": 2,
            "punches": 1.012,
            "aerial_won": 1,
            "sweeper_actions": 1,
            "sweeper_accurate": 1,
            "saves_inside_box": 2,
            "possession_lost": 7.8529,
            "duels_won": 1,
            "duels_lost": 0,
            "total_contest": 0,
            "won_contest": 0,
            "fouls": 0,
            "fouls_drawn": 1,
            "total_own_half_passes": 23,
            "accurate_own_half_passes": 22,
            "expected_saves": 1.92,
            "high_pressure_saves": 0.73,
            "shots_faced": 4.1,
            "opponent_faced": "Breel Embolo, Granit Xhaka",
            "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": 85.0
          },
          "latest_10_games": [
            {
              "match_id": 12812993,
              "match_date": "2026-07-07",
              "home_team": "Argentina",
              "away_team": "Egypt",
              "team_side": "home",
              "is_starting_11": 1,
              "team": "Argentina",
              "opponent": "Egypt",
              "stats": {
                "minutes": 90,
                "rating": 6.0,
                "assists": 0,
                "expected_assists": 0.0018,
                "total_shots": 0,
                "total_pass": 19,
                "accurate_pass": 13,
                "ball_recovery": 5,
                "goals_prevented": -0.7852
              },
              "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": 12812999,
              "match_date": "2026-07-03 22:00:00 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": "Argentina",
              "away_team": "Cabo Verde",
              "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": "Argentina",
              "opponent": "Cabo Verde",
              "stats": {},
              "has_player_stats": false,
              "source": "depth_chart.csv"
            },
            {
              "match_id": 15186734,
              "match_date": "2026-06-28",
              "home_team": "Jordan",
              "away_team": "Argentina",
              "team_side": "away",
              "is_starting_11": 1,
              "team": "Argentina",
              "opponent": "Jordan",
              "stats": {
                "minutes": 90,
                "rating": 6.6,
                "assists": 0,
                "expected_assists": 0.0011,
                "total_shots": 0,
                "total_pass": 15,
                "accurate_pass": 15,
                "ball_recovery": 6,
                "goals_prevented": -0.2797
              },
              "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": 15186502,
              "match_date": "2026-06-22",
              "home_team": "Argentina",
              "away_team": "Austria",
              "team_side": "home",
              "is_starting_11": 1,
              "team": "Argentina",
              "opponent": "Austria",
              "stats": {
                "minutes": 90,
                "rating": 6.8,
                "assists": 0,
                "expected_assists": 0.0003,
                "total_shots": 0,
                "total_pass": 24,
                "accurate_pass": 18,
                "ball_recovery": 6,
                "saves": 1,
                "goals_prevented": 0.0489
              },
              "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": 15186854,
              "match_date": "2026-06-17",
              "home_team": "Argentina",
              "away_team": "Algeria",
              "team_side": "home",
              "is_starting_11": 1,
              "team": "Argentina",
              "opponent": "Algeria",
              "stats": {
                "minutes": 90,
                "rating": 6.7,
                "assists": 0,
                "expected_assists": 0.0081,
                "total_shots": 0,
                "total_pass": 41,
                "accurate_pass": 31,
                "clearances": 1,
                "ball_recovery": 2,
                "goals_prevented": -0.2057
              },
              "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": 15632626,
              "match_date": "2026-05-20",
              "home_team": "SC Freiburg",
              "away_team": "Aston Villa",
              "team_side": "away",
              "is_starting_11": 1,
              "team": "Aston Villa",
              "opponent": "SC Freiburg",
              "stats": {
                "minutes": 90,
                "rating": 7.2,
                "assists": 0,
                "expected_assists": 0.0049,
                "total_shots": 0,
                "total_pass": 34,
                "accurate_pass": 26,
                "ball_recovery": 6,
                "saves": 2,
                "goals_prevented": 0.2909
              },
              "has_player_stats": true,
              "league_name": "UEFA Europa League",
              "league_id": "679",
              "league_slug": "uefa-europa-league",
              "league_country": "Europe",
              "season_id": "76984",
              "season_name": "UEFA Europa League 25/26",
              "season_year": "25/26"
            },
            {
              "match_id": 14023928,
              "match_date": "2026-05-15",
              "home_team": "Aston Villa",
              "away_team": "Liverpool FC",
              "team_side": "home",
              "is_starting_11": 1,
              "team": "Aston Villa",
              "opponent": "Liverpool FC",
              "stats": {
                "minutes": 90,
                "rating": 6.8,
                "assists": 0,
                "expected_assists": 0.0055,
                "total_shots": 0,
                "total_pass": 44,
                "accurate_pass": 28,
                "clearances": 1,
                "aerial_won": 2,
                "duels_won": 2,
                "ball_recovery": 7,
                "saves": 3,
                "goals_prevented": -0.3847
              },
              "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": 14023929,
              "match_date": "2026-05-10",
              "home_team": "Burnley",
              "away_team": "Aston Villa",
              "team_side": "away",
              "is_starting_11": 1,
              "team": "Aston Villa",
              "opponent": "Burnley",
              "stats": {
                "minutes": 90,
                "rating": 6.6,
                "assists": 1,
                "expected_assists": 0.0041,
                "total_shots": 0,
                "total_pass": 39,
                "accurate_pass": 34,
                "key_pass": 1,
                "ball_recovery": 9,
                "saves": 4,
                "goals_prevented": -0.2152
              },
              "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": 15632625,
              "match_date": "2026-05-07",
              "home_team": "Aston Villa",
              "away_team": "Nottingham Forest",
              "team_side": "home",
              "is_starting_11": 1,
              "team": "Aston Villa",
              "opponent": "Nottingham Forest",
              "stats": {
                "minutes": 90,
                "rating": 7.1,
                "assists": 0,
                "expected_assists": 0.0015,
                "total_shots": 0,
                "total_pass": 27,
                "accurate_pass": 17,
                "aerial_won": 1,
                "duels_won": 1,
                "ball_recovery": 11,
                "saves": 2,
                "goals_prevented": 0.676
              },
              "has_player_stats": true,
              "league_name": "UEFA Europa League",
              "league_id": "679",
              "league_slug": "uefa-europa-league",
              "league_country": "Europe",
              "season_id": "76984",
              "season_name": "UEFA Europa League 25/26",
              "season_year": "25/26"
            },
            {
              "match_id": 15632623,
              "match_date": "2026-04-30",
              "home_team": "Nottingham Forest",
              "away_team": "Aston Villa",
              "team_side": "away",
              "is_starting_11": 1,
              "team": "Aston Villa",
              "opponent": "Nottingham Forest",
              "stats": {
                "minutes": 90,
                "rating": 7.5,
                "assists": 0,
                "expected_assists": 0.0039,
                "total_shots": 0,
                "total_pass": 30,
                "accurate_pass": 21,
                "ball_recovery": 13,
                "saves": 4,
                "goals_prevented": 0.4553
              },
              "has_player_stats": true,
              "league_name": "UEFA Europa League",
              "league_id": "679",
              "league_slug": "uefa-europa-league",
              "league_country": "Europe",
              "season_id": "76984",
              "season_name": "UEFA Europa League 25/26",
              "season_year": "25/26"
            }
          ],
          "ranking": {
            "global_player_rank": 115,
            "combined_rank_score": 105.5,
            "ranking_source": "sofascore_plus_fifa_csv",
            "ranking_status": "combined",
            "sofascore_rank": 98.0,
            "sofascore_rating": 7.4333,
            "sofascore_appearances": 6.0,
            "fifa_rank": 113.0,
            "fifa_overall": 85.0,
            "fifa_source": "EA SPORTS FC official ratings",
            "match_squad_rank": 14,
            "squad_role": "starter",
            "projected_match_rating": 6.6982,
            "source_file": "data/player_rankings.csv",
            "player_name": "Emiliano Martínez",
            "ranking_neighbors": {
              "upper": [
                {
                  "player_name": "Allan",
                  "ranking": 110
                },
                {
                  "player_name": "Robert Lewandowski",
                  "ranking": 111
                },
                {
                  "player_name": "Jung Seung-bae",
                  "ranking": 112
                },
                {
                  "player_name": "Aleksandr Golovin",
                  "ranking": 113
                },
                {
                  "player_name": "Alexander Badolato",
                  "ranking": 114
                }
              ],
              "lower": [
                {
                  "player_name": "Marquinhos",
                  "ranking": 116
                },
                {
                  "player_name": "Jun-ho Son",
                  "ranking": 117
                },
                {
                  "player_name": "Davron Merganov",
                  "ranking": 118
                },
                {
                  "player_name": "Toni Fruk",
                  "ranking": 119
                },
                {
                  "player_name": "Kayke Ferrari",
                  "ranking": 120
                }
              ]
            }
          }
        },
        "Lautaro Martínez": {
          "player_id": 823984,
          "position": "F",
          "position_depth": "F",
          "is_starter": true,
          "shirt_number": 22,
          "height": 175,
          "market_value": 80000000,
          "stats": {
            "expected_goals": 0.1165,
            "goal_rate": 0.0005,
            "goals": 0,
            "shots_on_target": 0,
            "expected_assists": 0.038,
            "key_pass": 0,
            "rating": 95.3222,
            "minutes": 55,
            "total_shots": 2,
            "duels_won": 3,
            "aerial_won": 1,
            "total_pass": 15,
            "accurate_pass": 12,
            "total_long_balls": 1,
            "accurate_long_balls": 1,
            "total_opp_half_passes": 9,
            "accurate_opp_half_passes": 6,
            "crosses_total": 1,
            "crosses_accurate": 1,
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      "team_totals": {
        "projected_goals": 0,
        "expected_goals": 1.02,
        "expected_assists": 1.02,
        "total_shots": 11,
        "shots_on_target": 7,
        "total_passes": 488,
        "interceptions": 15,
        "tackles": 18,
        "avg_rating": 86.35,
        "possession_estimated_pct": 49.1,
        "pressing_actions_per_90": 7.3
      }
    }
  },
  "antagonist_report": {
    "home_attacking_duels": [
      {
        "attacker": "Lautaro Martínez",
        "attacker_role": "ST",
        "attacker_market_value": 80000000,
        "attacker_height": 175,
        "attacker_skill_quality": 0.882,
        "defenders": [
          "Nico Elvedi",
          "Manuel Akanji"
        ],
        "defender_roles": [
          "CB",
          "CB"
        ],
        "def_skill_quality_avg": 0.537,
        "duel_zone": "Striker vs Two Centre Backs — 1v2 Aerial/Physical Battle",
        "numerical_situation": "1v2",
        "duel_win_rate": 0.305,
        "xg_contribution": 0.1668,
        "shots_in_zone": 2.5,
        "dribbles_attempted": 2,
        "dribbles_successful": 0.5,
        "aerial_duels": 3,
        "aerial_won": 1.4,
        "crosses_in_zone": 0.0,
        "fouls_drawn": 1.7,
        "pressing_intensity_on_attacker": "LOW",
        "defender_stats": [
          {
            "player": "Nico Elvedi",
            "role": "CB",
            "market_value": 7300000,
            "tackles_attempted": 1.0,
            "tackles_won": 1.0,
            "fouls_committed": 0.6,
            "interceptions_in_zone": 0.8,
            "clearances_in_zone": 0.7,
            "aerial_duels_won": 0.8,
            "defensive_success_rate": 0.695
          },
          {
            "player": "Manuel Akanji",
            "role": "CB",
            "market_value": 15500000,
            "tackles_attempted": 1.0,
            "tackles_won": 1.0,
            "fouls_committed": 0.5,
            "interceptions_in_zone": 0.9,
            "clearances_in_zone": 0.8,
            "aerial_duels_won": 0.8,
            "defensive_success_rate": 0.695
          }
        ],
        "duel_analysis": "Lautaro Martínez (ST) is heavily outmatched defensively against Nico Elvedi and Manuel Akanji in a 2-defender block. Duel win probability: 31%. The quality gap is significant (€80M vs €11M avg). Projected xG contribution: 0.167 — with very limited chance creation expected."
      },
      {
        "attacker": "Lionel Messi",
        "attacker_role": "CAM",
        "attacker_market_value": 16300000,
        "attacker_height": 169,
        "attacker_skill_quality": 0.593,
        "defenders": [
          "Fabian Rieder",
          "Denis Zakaria"
        ],
        "defender_roles": [
          "CDM",
          "CDM"
        ],
        "def_skill_quality_avg": 0.611,
        "duel_zone": "Attacking Mid vs Double Pivot — Tight Space Battle",
        "numerical_situation": "1v2",
        "duel_win_rate": 0.18,
        "xg_contribution": 0.3572,
        "shots_in_zone": 1.5,
        "dribbles_attempted": 3,
        "dribbles_successful": 0.5,
        "aerial_duels": 2,
        "aerial_won": 0.8,
        "crosses_in_zone": 0.0,
        "fouls_drawn": 1.6,
        "pressing_intensity_on_attacker": "LOW",
        "defender_stats": [
          {
            "player": "Fabian Rieder",
            "role": "CDM",
            "market_value": 11100000,
            "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": 0.82
          },
          {
            "player": "Denis Zakaria",
            "role": "CDM",
            "market_value": 26000000,
            "tackles_attempted": 1.1,
            "tackles_won": 1.2,
            "fouls_committed": 0.5,
            "interceptions_in_zone": 1.1,
            "clearances_in_zone": 0.5,
            "aerial_duels_won": 0.6,
            "defensive_success_rate": 0.82
          }
        ],
        "duel_analysis": "Lionel Messi (CAM) is heavily outmatched defensively against Fabian Rieder and Denis Zakaria in a 2-defender block. Duel win probability: 18%.  Projected xG contribution: 0.357 — with very limited chance creation expected."
      },
      {
        "attacker": "Alexis Mac Allister",
        "attacker_role": "CM",
        "attacker_market_value": 77000000,
        "attacker_height": 176,
        "attacker_skill_quality": 0.879,
        "defenders": [
          "Fabian Rieder"
        ],
        "defender_roles": [
          "CDM"
        ],
        "def_skill_quality_avg": 0.535,
        "duel_zone": "Central Mid vs Defensive Mid — Pressing/Creation Duel",
        "numerical_situation": "1v1",
        "duel_win_rate": 0.585,
        "xg_contribution": 0.1034,
        "shots_in_zone": 1.9,
        "dribbles_attempted": 3,
        "dribbles_successful": 1.5,
        "aerial_duels": 2,
        "aerial_won": 0.9,
        "crosses_in_zone": 0.0,
        "fouls_drawn": 1.2,
        "pressing_intensity_on_attacker": "LOW",
        "defender_stats": [
          {
            "player": "Fabian Rieder",
            "role": "CDM",
            "market_value": 11100000,
            "tackles_attempted": 2.0,
            "tackles_won": 1.4,
            "fouls_committed": 0.5,
            "interceptions_in_zone": 0.9,
            "clearances_in_zone": 0.5,
            "aerial_duels_won": 1.1,
            "defensive_success_rate": 0.415
          }
        ],
        "duel_analysis": "Alexis Mac Allister (CM) is slightly favored against Fabian Rieder in a direct 1v1 contest. Duel win probability: 58%. The quality gap is significant (€77M vs €11M avg). Projected xG contribution: 0.103 — creating consistent moderate threat."
      }
    ],
    "away_attacking_duels": [
      {
        "attacker": "Rubén Vargas",
        "attacker_role": "LW",
        "attacker_market_value": 11100000,
        "attacker_height": 179,
        "attacker_skill_quality": 0.535,
        "defenders": [
          "Lisandro Martínez"
        ],
        "defender_roles": [
          "RB"
        ],
        "def_skill_quality_avg": 0.791,
        "duel_zone": "Left Wing vs Right Back — Flank Battle",
        "numerical_situation": "1v1",
        "duel_win_rate": 0.381,
        "xg_contribution": 0.1182,
        "shots_in_zone": 1.7,
        "dribbles_attempted": 3,
        "dribbles_successful": 1.0,
        "aerial_duels": 2,
        "aerial_won": 1.0,
        "crosses_in_zone": 2.0,
        "fouls_drawn": 1.3,
        "pressing_intensity_on_attacker": "HIGH",
        "defender_stats": [
          {
            "player": "Lisandro Martínez",
            "role": "RB",
            "market_value": 42000000,
            "tackles_attempted": 2.2,
            "tackles_won": 2.1,
            "fouls_committed": 0.4,
            "interceptions_in_zone": 1.3,
            "clearances_in_zone": 1.1,
            "aerial_duels_won": 1.0,
            "defensive_success_rate": 0.619
          }
        ],
        "duel_analysis": "Rubén Vargas (LW) faces tough defensive resistance against Lisandro Martínez in a direct 1v1 contest. Duel win probability: 38%. The quality gap is significant (€11M vs €42M avg). Projected xG contribution: 0.118 — and is restricted in space and time on the ball."
      },
      {
        "attacker": "Dan Ndoye",
        "attacker_role": "CAM",
        "attacker_market_value": 31000000,
        "attacker_height": 184,
        "attacker_skill_quality": 0.725,
        "defenders": [
          "Alexis Mac Allister"
        ],
        "defender_roles": [
          "CM"
        ],
        "def_skill_quality_avg": 0.879,
        "duel_zone": "CAM vs CM",
        "numerical_situation": "1v1",
        "duel_win_rate": 0.383,
        "xg_contribution": 0.2125,
        "shots_in_zone": 2.1,
        "dribbles_attempted": 3,
        "dribbles_successful": 1.0,
        "aerial_duels": 2,
        "aerial_won": 1.1,
        "crosses_in_zone": 0.0,
        "fouls_drawn": 1.4,
        "pressing_intensity_on_attacker": "ULTRA_HIGH",
        "defender_stats": [
          {
            "player": "Alexis Mac Allister",
            "role": "CM",
            "market_value": 77000000,
            "tackles_attempted": 2.3,
            "tackles_won": 2.1,
            "fouls_committed": 0.4,
            "interceptions_in_zone": 1.4,
            "clearances_in_zone": 0.5,
            "aerial_duels_won": 0.9,
            "defensive_success_rate": 0.617
          }
        ],
        "duel_analysis": "Dan Ndoye (CAM) faces tough defensive resistance against Alexis Mac Allister in a direct 1v1 contest. Duel win probability: 38%. The quality gap is significant (€31M vs €77M avg). Projected xG contribution: 0.212 — and is restricted in space and time on the ball."
      },
      {
        "attacker": "Granit Xhaka",
        "attacker_role": "RW",
        "attacker_market_value": 8500000,
        "attacker_height": 185,
        "attacker_skill_quality": 0.505,
        "defenders": [
          "Nicolás Tagliafico"
        ],
        "defender_roles": [
          "LB"
        ],
        "def_skill_quality_avg": 0.447,
        "duel_zone": "Right Wing vs Left Back — Flank Battle",
        "numerical_situation": "1v1",
        "duel_win_rate": 0.558,
        "xg_contribution": 0.2511,
        "shots_in_zone": 2.1,
        "dribbles_attempted": 3,
        "dribbles_successful": 1.5,
        "aerial_duels": 2,
        "aerial_won": 1.2,
        "crosses_in_zone": 2.0,
        "fouls_drawn": 1.0,
        "pressing_intensity_on_attacker": "LOW",
        "defender_stats": [
          {
            "player": "Nicolás Tagliafico",
            "role": "LB",
            "market_value": 3800000,
            "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": 0.8,
            "defensive_success_rate": 0.442
          }
        ],
        "duel_analysis": "Granit Xhaka (RW) is slightly favored against Nicolás Tagliafico in a direct 1v1 contest. Duel win probability: 56%.  Projected xG contribution: 0.251 — creating consistent moderate threat."
      },
      {
        "attacker": "Breel Embolo",
        "attacker_role": "ST",
        "attacker_market_value": 13600000,
        "attacker_height": 185,
        "attacker_skill_quality": 0.564,
        "defenders": [
          "Cristian Romero",
          "Gonzalo Montiel"
        ],
        "defender_roles": [
          "CB",
          "CB"
        ],
        "def_skill_quality_avg": 0.625,
        "duel_zone": "Striker vs Two Centre Backs — 1v2 Aerial/Physical Battle",
        "numerical_situation": "1v2",
        "duel_win_rate": 0.192,
        "xg_contribution": 0.3341,
        "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": 1.6,
        "pressing_intensity_on_attacker": "MEDIUM",
        "defender_stats": [
          {
            "player": "Cristian Romero",
            "role": "CB",
            "market_value": 42000000,
            "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": 0.6,
            "defensive_success_rate": 0.808
          },
          {
            "player": "Gonzalo Montiel",
            "role": "CB",
            "market_value": 4800000,
            "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": 0.808
          }
        ],
        "duel_analysis": "Breel Embolo (ST) is heavily outmatched defensively against Cristian Romero and Gonzalo Montiel in a 2-defender block. Duel win probability: 19%.  Projected xG contribution: 0.334 — with very limited chance creation expected."
      }
    ],
    "midfield_battle": {
      "home_midfield_power": 0.726,
      "away_midfield_power": 0.646,
      "home_creative_power": 0.635,
      "away_creative_power": 0.568,
      "home_defensive_power": 0.632,
      "away_defensive_power": 0.558,
      "home_dominance_ratio": 0.529,
      "home_midfield_count": 4,
      "away_midfield_count": 6,
      "home_midfield_players": [
        "Alexis Mac Allister",
        "Enzo Fernández",
        "Leandro Paredes",
        "Rodrigo De Paul"
      ],
      "away_midfield_players": [
        "Rubén Vargas",
        "Fabian Rieder",
        "Dan Ndoye",
        "Granit Xhaka",
        "Remo Freuler",
        "Denis Zakaria"
      ],
      "possession_advantage": "neutral",
      "estimated_possession_home_pct": 50.9,
      "estimated_possession_away_pct": 49.1,
      "home_pressing_actions_per_90": 7.7,
      "away_pressing_actions_per_90": 7.3,
      "home_key_passes_projected": 5.3,
      "away_key_passes_projected": 4.9,
      "home_throughball_threat": 2.5,
      "away_throughball_threat": 2.3,
      "key_personal_duel": "Enzo Fernández vs Dan Ndoye",
      "midfield_lambda_factor_home": 1.011,
      "midfield_lambda_factor_away": 0.99
    },
    "formation_analysis": {
      "home_formation": "4-3-1-2",
      "away_formation": "4-2-3-1",
      "home_tactical_bonus": -0.02,
      "away_tactical_bonus": 0.02,
      "formation_verdict": "Tactical parity between 4-3-1-2 and 4-2-3-1. Match outcome driven primarily by individual player quality."
    },
    "home_lambda": 1.291,
    "away_lambda": 1.02,
    "home_top_threat_zones": [
      "Attacking Mid vs Double Pivot — Tight Space Battle",
      "Striker vs Two Centre Backs — 1v2 Aerial/Physical Battle"
    ],
    "away_top_threat_zones": [
      "Striker vs Two Centre Backs — 1v2 Aerial/Physical Battle",
      "Right Wing vs Left Back — Flank Battle"
    ],
    "home_player_antagonists": {
      "Lautaro Martínez": {
        "opponents": [
          "Nico Elvedi",
          "Manuel Akanji"
        ],
        "primary_zone": "Striker vs Two Centre Backs — 1v2 Aerial/Physical Battle",
        "source": "attacking_duel"
      },
      "Lionel Messi": {
        "opponents": [
          "Fabian Rieder",
          "Denis Zakaria"
        ],
        "primary_zone": "Attacking Mid vs Double Pivot — Tight Space Battle",
        "source": "attacking_duel"
      },
      "Alexis Mac Allister": {
        "opponents": [
          "Fabian Rieder",
          "Dan Ndoye",
          "Remo Freuler"
        ],
        "primary_zone": "Central Mid vs Defensive Mid — Pressing/Creation Duel",
        "source": "attacking_duel, defensive_duel, midfield_pairing"
      },
      "Lisandro Martínez": {
        "opponents": [
          "Rubén Vargas"
        ],
        "primary_zone": "Left Wing vs Right Back — Flank Battle",
        "source": "defensive_duel"
      },
      "Nicolás Tagliafico": {
        "opponents": [
          "Granit Xhaka"
        ],
        "primary_zone": "Right Wing vs Left Back — Flank Battle",
        "source": "defensive_duel"
      },
      "Cristian Romero": {
        "opponents": [
          "Breel Embolo"
        ],
        "primary_zone": "Striker vs Two Centre Backs — 1v2 Aerial/Physical Battle",
        "source": "defensive_duel"
      },
      "Gonzalo Montiel": {
        "opponents": [
          "Breel Embolo"
        ],
        "primary_zone": "Striker vs Two Centre Backs — 1v2 Aerial/Physical Battle",
        "source": "defensive_duel"
      },
      "Enzo Fernández": {
        "opponents": [
          "Fabian Rieder",
          "Granit Xhaka"
        ],
        "primary_zone": "Midfield lane",
        "source": "midfield_pairing"
      },
      "Rodrigo De Paul": {
        "opponents": [
          "Denis Zakaria"
        ],
        "primary_zone": "Midfield lane",
        "source": "midfield_pairing"
      },
      "Leandro Paredes": {
        "opponents": [
          "Rubén Vargas"
        ],
        "primary_zone": "Midfield lane",
        "source": "midfield_pairing"
      },
      "Emiliano Martínez": {
        "opponents": [
          "Breel Embolo",
          "Dan Ndoye"
        ],
        "primary_zone": "Shape fallback",
        "source": "formation_fallback"
      }
    },
    "away_player_antagonists": {
      "Nico Elvedi": {
        "opponents": [
          "Lautaro Martínez"
        ],
        "primary_zone": "Striker vs Two Centre Backs — 1v2 Aerial/Physical Battle",
        "source": "defensive_duel"
      },
      "Manuel Akanji": {
        "opponents": [
          "Lautaro Martínez"
        ],
        "primary_zone": "Striker vs Two Centre Backs — 1v2 Aerial/Physical Battle",
        "source": "defensive_duel"
      },
      "Fabian Rieder": {
        "opponents": [
          "Lionel Messi",
          "Alexis Mac Allister",
          "Enzo Fernández"
        ],
        "primary_zone": "Attacking Mid vs Double Pivot — Tight Space Battle",
        "source": "defensive_duel, midfield_pairing"
      },
      "Denis Zakaria": {
        "opponents": [
          "Lionel Messi",
          "Rodrigo De Paul"
        ],
        "primary_zone": "Attacking Mid vs Double Pivot — Tight Space Battle",
        "source": "defensive_duel, midfield_pairing"
      },
      "Rubén Vargas": {
        "opponents": [
          "Lisandro Martínez",
          "Leandro Paredes"
        ],
        "primary_zone": "Left Wing vs Right Back — Flank Battle",
        "source": "attacking_duel, midfield_pairing"
      },
      "Dan Ndoye": {
        "opponents": [
          "Alexis Mac Allister"
        ],
        "primary_zone": "CAM vs CM",
        "source": "attacking_duel, midfield_pairing"
      },
      "Granit Xhaka": {
        "opponents": [
          "Nicolás Tagliafico",
          "Enzo Fernández"
        ],
        "primary_zone": "Right Wing vs Left Back — Flank Battle",
        "source": "attacking_duel, midfield_pairing"
      },
      "Breel Embolo": {
        "opponents": [
          "Cristian Romero",
          "Gonzalo Montiel"
        ],
        "primary_zone": "Striker vs Two Centre Backs — 1v2 Aerial/Physical Battle",
        "source": "attacking_duel"
      },
      "Remo Freuler": {
        "opponents": [
          "Alexis Mac Allister"
        ],
        "primary_zone": "Midfield lane",
        "source": "midfield_pairing"
      },
      "Gregor Kobel": {
        "opponents": [
          "Lautaro Martínez",
          "Lionel Messi"
        ],
        "primary_zone": "Shape fallback",
        "source": "formation_fallback"
      },
      "Ricardo Rodríguez": {
        "opponents": [
          "Lautaro Martínez"
        ],
        "primary_zone": "Shape fallback",
        "source": "formation_fallback"
      }
    },
    "key_tactical_insight": "Midfield is evenly contested — Enzo Fernández vs Dan Ndoye will be the pivotal duel. Total antagonist xG — Home: 0.63, Away: 0.92. Home danger zone: Attacking Mid vs Double Pivot — Tight Space Battle. Away danger zone: Striker vs Two Centre Backs — 1v2 Aerial/Physical Battle.",
    "lambda_factors": {
      "home_gk_opposition_factor": 0.8678,
      "away_gk_opposition_factor": 0.9686,
      "home_set_piece_bonus": 0.0257,
      "away_set_piece_bonus": 0.0901,
      "home_defensive_solidity_vs": 0.997,
      "away_defensive_solidity_vs": 0.9434,
      "home_midfield_factor": 1.011,
      "away_midfield_factor": 0.99,
      "stage_discount": 1.0,
      "quality_gap_applied": true,
      "home_avg_quality": 0.677,
      "away_avg_quality": 0.5482,
      "avg_quality_gap": 0.1288,
      "squad_value_gap_log": 1.0149,
      "top5_value_gap_log": 1.1483,
      "attack_value_gap_log": 0.9305,
      "elite_count_gap": 5,
      "combined_quality_gap": 0.2222,
      "stronger_lambda_boost": 0.4888,
      "weaker_lambda_suppression": 0.311,
      "home_bench_lambda_bonus": 0.0577,
      "away_bench_lambda_bonus": 0.0441,
      "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": 1.291,
      "pre_competitive_floor_away_lambda": 0.786,
      "pre_calibration_home_lambda": 1.2907,
      "pre_calibration_away_lambda": 0.7861,
      "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": true,
      "final_home_lambda": 1.291,
      "final_away_lambda": 1.02
    }
  },
  "home_standing": {
    "available": false,
    "team_position": null,
    "opponent_position": null,
    "standing_lambda_multiplier": 1.0,
    "attack_index": null,
    "defense_concede_index": null,
    "form_multiplier": null,
    "team_attack_rate_contextual": null,
    "opp_defense_rate_contextual": null,
    "team_ppg": null,
    "opponent_ppg": null
  },
  "away_standing": {
    "available": false,
    "team_position": null,
    "opponent_position": null,
    "standing_lambda_multiplier": 1.0,
    "attack_index": null,
    "defense_concede_index": null,
    "form_multiplier": null,
    "team_attack_rate_contextual": null,
    "opp_defense_rate_contextual": null,
    "team_ppg": null,
    "opponent_ppg": null
  },
  "timestamp": "2026-07-11T13:30:58Z"
}