{
  "match_info": {
    "home_team": "France",
    "away_team": "W98",
    "tournament": "FIFA World Cup",
    "date": "20260714",
    "timezone": "America/New_York",
    "home_formation": "3-4-2-1",
    "away_formation": "4-4-2"
  },
  "prediction": {
    "most_likely_score": "2-0",
    "home_goals": 2,
    "away_goals": 0,
    "most_likely_score_probability": 0.1238,
    "match_resolution": "penalties_if_level",
    "predicted_winner": "France",
    "tiebreaker": {
      "applies": true,
      "method": "penalties_if_level",
      "regulation_draw_probability": 0.1246,
      "shootout_home_win_probability": 0.62,
      "shootout_away_win_probability": 0.38,
      "penalty_home_goals": 4,
      "penalty_away_goals": 2,
      "penalty_score": "4-2",
      "penalty_winner": "France",
      "penalty_winner_goals": 4,
      "penalty_loser_goals": 2,
      "penalty_result": "France wins 4-2 on penalties",
      "home_advance_probability": 0.89,
      "away_advance_probability": 0.11,
      "projected_winner": "France",
      "projected_winner_probability": 0.89,
      "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": "2-0",
        "probability": 0.1238
      },
      {
        "score": "3-0",
        "probability": 0.1147
      },
      {
        "score": "1-0",
        "probability": 0.0889
      },
      {
        "score": "2-1",
        "probability": 0.0819
      },
      {
        "score": "4-0",
        "probability": 0.0797
      }
    ],
    "scoreline_probabilities": {
      "0-0": 0.0322,
      "0-1": 0.021,
      "0-2": 0.007,
      "0-3": 0.0015,
      "1-0": 0.0889,
      "1-1": 0.0591,
      "1-2": 0.0195,
      "1-3": 0.0043,
      "1-4": 0.0007,
      "2-0": 0.1238,
      "2-1": 0.0819,
      "2-2": 0.0271,
      "2-3": 0.006,
      "2-4": 0.001,
      "3-0": 0.1147,
      "3-1": 0.0759,
      "3-2": 0.0251,
      "3-3": 0.0055,
      "3-4": 0.0009,
      "4-0": 0.0797,
      "4-1": 0.0527,
      "4-2": 0.0174,
      "4-3": 0.0038,
      "4-4": 0.0006,
      "5-0": 0.0443,
      "5-1": 0.0293,
      "5-2": 0.0097,
      "5-3": 0.0021,
      "6-0": 0.0205,
      "6-1": 0.0136,
      "6-2": 0.0045,
      "6-3": 0.001,
      "7-0": 0.0082,
      "7-1": 0.0054,
      "7-2": 0.0018,
      "8-0": 0.0028,
      "8-1": 0.0019,
      "8-2": 0.0006,
      "9-0": 0.0009,
      "9-1": 0.0006
    },
    "outcome": {
      "home_win": 0.8127,
      "draw": 0.1246,
      "away_win": 0.0627
    },
    "markets": {
      "over_2_5_goals": 0.6679,
      "under_2_5_goals": 0.3321,
      "btts_yes": 0.4539,
      "btts_no": 0.5461,
      "home_clean_sheet": 0.5162,
      "away_clean_sheet": 0.0621
    },
    "home_ratings": {
      "DR": 94.28,
      "MCR": 90.47,
      "ATR": 96.37,
      "GK": 78.2
    },
    "away_ratings": {
      "DR": 6.8,
      "MCR": 6.9,
      "ATR": 6.9,
      "GK": 6.8
    },
    "insights": {
      "summary": "Antagonist matchup analysis for France vs W98. Most likely scoreline: 2-0. Lambdas derived from 5 home and 6 away individual player duels.",
      "key_player": "Projected scorer(s): Kylian Mbappé (2)",
      "tactical_analysis": "Tactical parity between 3-4-2-1 and 4-4-2. Match outcome driven primarily by individual player quality. Home midfield dominates with ~55% possession expected (Michael Olise vs W98 M1). Total antagonist xG — Home: 0.97, Away: 0.50. Home danger zone: Shadow Striker vs CB + Mid Cover — Layered Defense. Away danger zone: Striker vs Two Centre Backs — 1v2 Aerial/Physical Battle."
    },
    "confidence": 0.88,
    "home_lambda": 2.926,
    "away_lambda": 0.696
  },
  "pregame_baseline": {
    "fair_win_probability": {
      "home_win": 0.8127,
      "draw": 0.1246,
      "away_win": 0.0627
    },
    "favorite": "France",
    "favorite_win_probability": 0.8127,
    "fair_spread": 2.23,
    "fair_total": 3.622,
    "prop_estimates": [
      {
        "market": "team_total_goals",
        "selection": "France",
        "estimate": 2.926,
        "probability": null,
        "unit": "goals"
      },
      {
        "market": "team_total_goals",
        "selection": "W98",
        "estimate": 0.696,
        "probability": null,
        "unit": "goals"
      },
      {
        "market": "over_2_5_goals",
        "selection": "yes",
        "estimate": 2.5,
        "probability": 0.6679,
        "unit": "probability"
      },
      {
        "market": "both_teams_to_score",
        "selection": "yes",
        "estimate": 1.0,
        "probability": 0.4539,
        "unit": "probability"
      },
      {
        "market": "clean_sheet",
        "selection": "France",
        "estimate": 1.0,
        "probability": 0.5162,
        "unit": "probability"
      },
      {
        "market": "clean_sheet",
        "selection": "W98",
        "estimate": 1.0,
        "probability": 0.0621,
        "unit": "probability"
      },
      {
        "market": "anytime_goal",
        "selection": "Kylian Mbappé (France)",
        "estimate": 1.248,
        "probability": 0.624,
        "unit": "xG"
      },
      {
        "market": "anytime_goal",
        "selection": "W98 F1 (W98)",
        "estimate": 0.1227,
        "probability": 0.0,
        "unit": "xG"
      },
      {
        "market": "assist",
        "selection": "Michael Olise (France)",
        "estimate": 0.4213,
        "probability": 0.3218,
        "unit": "xA"
      },
      {
        "market": "assist",
        "selection": "W98 M1 (W98)",
        "estimate": 0.0951,
        "probability": 0.0,
        "unit": "xA"
      }
    ],
    "expected_pace": {
      "tempo": "high",
      "expected_total_goals": 3.622,
      "expected_total_shots": 27,
      "expected_total_passes": 1003,
      "expected_pressing_actions_per_90": 15.2,
      "possession_home_pct": 55.0,
      "possession_away_pct": 45.0,
      "notes": "France projects to control midfield possession"
    },
    "expected_game_script": {
      "favorite": "France",
      "favorite_win_probability": 0.8127,
      "script": "France is the fair winner side, but the baseline remains favorite-led: fair spread +2.23 goals and fair total 3.62.",
      "first_half": "Expect high tempo while both sides test the matchup thesis; shot baseline is about 14 first-half attempts.",
      "second_half": "If level after halftime, midfield control and bench quality should decide territory; W98 must keep the match inside one goal.",
      "late_game": "A France lead likely shifts toward control and counters; if level after extra time, penalties are live; France projects as the advancing side at 89.0% overall advancement probability with 12.5% draw pressure."
    },
    "key_matchup_thesis": "France chance creation leans on Kylian Mbappé against W98 D2, W98 M2 in Shadow Striker vs CB + Mid Cover — Layered Defense; France projects to control midfield possession.",
    "expected_rotation_usage_behavior": [
      "France: starters carry the main goal usage through Kylian Mbappé (2); bench watchlist: Bradley Barcola, Marcus Thuram.",
      "W98: starters carry the main goal usage through the highest xG attackers; bench watchlist: W98 SUB F6, W98 SUB F7, W98 SUB M4.",
      "Assist usage should flow through Michael Olise; late lineup changes should re-score these allocations."
    ],
    "pregame_play_by_play": [
      "0-15: France tries to establish the projected edge; track possession and first-shot share.",
      "15-45: Baseline expects high tempo, about 14 total first-half shots, and 1.81 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 W98 is chasing, transition and set-piece volume become the primary live deviation signal; if level after extra time, penalties are live; France projects as the advancing side at 89.0% overall advancement probability with 12.5% draw pressure."
    ],
    "invalidation_triggers": [
      "Early red card, injury, or goalkeeper change for France.",
      "W98 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": {
    "France": {
      "formation": "3-4-2-1",
      "players": {
        "Robin Risser": {
          "player_id": 1387161,
          "position": "G",
          "position_depth": "G",
          "is_starter": true,
          "shirt_number": 40,
          "height": 193,
          "market_value": 26000000,
          "stats": {
            "saves": 1,
            "goals_prevented": 0.3199,
            "rating": 78.202,
            "minutes": 95,
            "total_pass": 28,
            "accurate_pass": 21,
            "total_long_balls": 11,
            "accurate_long_balls": 5,
            "touches": 36,
            "clearances": 0,
            "ball_recovery": 8,
            "high_claims": 1,
            "punches": 0.0,
            "aerial_won": 0,
            "sweeper_actions": 0,
            "sweeper_accurate": 0,
            "saves_inside_box": 1,
            "possession_lost": 7.0419,
            "duels_won": 0,
            "duels_lost": 0,
            "total_contest": 0,
            "won_contest": 0,
            "fouls": 0,
            "fouls_drawn": 0,
            "total_own_half_passes": 23,
            "accurate_own_half_passes": 19,
            "expected_saves": 1.06,
            "high_pressure_saves": 0.4,
            "shots_faced": 2.3,
            "opponent_faced": "W98 F1, W98 F2",
            "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": 71.0
          },
          "latest_10_games": [
            {
              "match_id": 15889331,
              "match_date": "2026-05-13",
              "home_team": "RC Lens",
              "away_team": "Paris Saint-Germain",
              "team_side": "home",
              "is_starting_11": 1,
              "team": "RC Lens",
              "opponent": "Paris Saint-Germain",
              "stats": {
                "minutes": 90,
                "rating": 6.1,
                "assists": 0,
                "expected_assists": 0.0003,
                "total_shots": 0,
                "total_pass": 28,
                "accurate_pass": 15,
                "ball_recovery": 4,
                "saves": 1,
                "goals_prevented": -0.7039
              },
              "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": 14064514,
              "match_date": "2026-05-08",
              "home_team": "RC Lens",
              "away_team": "Nantes",
              "team_side": "home",
              "is_starting_11": 1,
              "team": "RC Lens",
              "opponent": "Nantes",
              "stats": {
                "minutes": 90,
                "rating": 8.0,
                "assists": 0,
                "expected_assists": 0.0012,
                "total_shots": 0,
                "total_pass": 28,
                "accurate_pass": 24,
                "ball_recovery": 11,
                "saves": 3,
                "goals_prevented": 0.6497
              },
              "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": 14167992,
              "match_date": "2026-05-02",
              "home_team": "Nice",
              "away_team": "RC Lens",
              "team_side": "away",
              "is_starting_11": 1,
              "team": "RC Lens",
              "opponent": "Nice",
              "stats": {
                "minutes": 90,
                "rating": 6.8,
                "assists": 0,
                "expected_assists": 0.0001,
                "total_shots": 0,
                "total_pass": 23,
                "accurate_pass": 20,
                "ball_recovery": 8,
                "saves": 1,
                "goals_prevented": -0.1988
              },
              "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": 17980,
            "combined_rank_score": 2428.5,
            "ranking_source": "sofascore_plus_fifa_csv",
            "ranking_status": "combined",
            "sofascore_rank": null,
            "sofascore_rating": null,
            "sofascore_appearances": 0.0,
            "fifa_rank": 4780.0,
            "fifa_overall": 71.0,
            "fifa_source": "EA SPORTS FC official ratings",
            "match_squad_rank": 17,
            "squad_role": "starter",
            "projected_match_rating": 7.202,
            "source_file": "data/player_rankings.csv",
            "player_name": "Robin Risser",
            "ranking_neighbors": {
              "upper": [
                {
                  "player_name": "Kevin Gutiérrez",
                  "ranking": 17975
                },
                {
                  "player_name": "Seung-beom Ko",
                  "ranking": 17976
                },
                {
                  "player_name": "Abdoulaye Doucouré",
                  "ranking": 17977
                },
                {
                  "player_name": "Oliver Christensen",
                  "ranking": 17978
                },
                {
                  "player_name": "Hugo Picard",
                  "ranking": 17979
                }
              ],
              "lower": [
                {
                  "player_name": "Stijn Spierings",
                  "ranking": 17981
                },
                {
                  "player_name": "Boubacar Traoré",
                  "ranking": 17982
                },
                {
                  "player_name": "Alfonso Espino",
                  "ranking": 17983
                },
                {
                  "player_name": "Tom Louchet",
                  "ranking": 17984
                },
                {
                  "player_name": "Roberto Rosales",
                  "ranking": 17985
                }
              ]
            }
          }
        },
        "William Saliba": {
          "player_id": 941168,
          "position": "D",
          "position_depth": "D",
          "is_starter": true,
          "shirt_number": 2,
          "height": 193,
          "market_value": 85000000,
          "stats": {
            "interceptions": 0,
            "tackles": 0,
            "tackles_won": 0,
            "clearances": 6,
            "aerial_won": 2,
            "rating": 94.9312,
            "minutes": 95,
            "total_pass": 76,
            "accurate_pass": 71,
            "duels_won": 5,
            "total_long_balls": 4,
            "accurate_long_balls": 2,
            "total_own_half_passes": 44,
            "accurate_own_half_passes": 42,
            "total_opp_half_passes": 32,
            "accurate_opp_half_passes": 29,
            "crosses_total": 1,
            "crosses_accurate": 0,
            "touches": 88,
            "possession_lost": 5.8578,
            "dispossessed": 1.1158,
            "duels_lost": 3,
            "aerial_lost": 2,
            "total_contest": 1,
            "won_contest": 1,
            "ball_recovery": 4,
            "challenges_lost": 1,
            "fouls": 2,
            "fouls_drawn": 1,
            "blocks": 1,
            "goal_rate": 0.0,
            "goals": 0,
            "assists": 0,
            "expected_goals": 0.1509,
            "expected_assists": 0.0335,
            "total_shots": 0,
            "shots_on_target": 0,
            "shots_off_target": 1,
            "big_chances_created": 0,
            "xgot": 0.0,
            "ball_carries": 22,
            "total_progression": 72,
            "progressive_carries": 0,
            "key_pass": 0,
            "tackles_in_zone": 2.3,
            "tackles_won_in_zone": 2.6,
            "interceptions_in_zone": 1.4,
            "clearances_in_zone": 0.5,
            "aerial_duels_won": 0.9,
            "defensive_success_rate": 0.82,
            "opponent_faced": "W98 M1",
            "pressing_zone": "LM vs CB",
            "matchup_zone": "LM vs CB",
            "antagonist_source": "defensive_duel",
            "projected_goals": 0,
            "goal_probability": 0.0576,
            "projected_assists": 0,
            "assist_probability": 0.0154,
            "fifa_overall": 87.0
          },
          "latest_10_games": [
            {
              "match_type": "played",
              "match_id": 12813016,
              "match_date": "2026-07-09 20:00:00 UTC",
              "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",
              "home_team": "France",
              "away_team": "Morocco",
              "home_score_current": 2.0,
              "away_score_current": 0.0,
              "team_side": "home",
              "status_code": 100,
              "status_type": "finished",
              "status_description": "Ended",
              "player_status": "starter",
              "is_starting_11": true,
              "team": "France",
              "opponent": "Morocco",
              "stats": {},
              "has_player_stats": false,
              "source": "depth_chart.csv"
            },
            {
              "match_id": 12813010,
              "match_date": "2026-07-04",
              "home_team": "Paraguay",
              "away_team": "France",
              "team_side": "away",
              "is_starting_11": 1,
              "team": "France",
              "opponent": "Paraguay",
              "stats": {
                "minutes": 90,
                "rating": 7.2,
                "assists": 0,
                "expected_assists": 0.0281,
                "total_shots": 0,
                "total_pass": 66,
                "accurate_pass": 63,
                "interceptions": 1,
                "clearances": 10,
                "aerial_won": 4,
                "duels_won": 4,
                "ball_recovery": 5
              },
              "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": 12812995,
              "match_date": "2026-06-30",
              "home_team": "France",
              "away_team": "Sweden",
              "team_side": "home",
              "is_starting_11": 1,
              "team": "France",
              "opponent": "Sweden",
              "stats": {
                "minutes": 90,
                "rating": 7.2,
                "assists": 0,
                "expected_assists": 0.0067,
                "total_shots": 0,
                "total_pass": 53,
                "accurate_pass": 49,
                "tackles": 1,
                "interceptions": 1,
                "clearances": 2,
                "aerial_won": 3,
                "duels_won": 5,
                "ball_recovery": 5
              },
              "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": 15186769,
              "match_date": "2026-06-22",
              "home_team": "France",
              "away_team": "Iraq",
              "team_side": "home",
              "is_starting_11": 1,
              "team": "France",
              "opponent": "Iraq",
              "stats": {
                "minutes": 90,
                "rating": 7.1,
                "assists": 0,
                "expected_goals": 0.0512,
                "expected_assists": 0.0228,
                "total_shots": 1,
                "shots_off_target": 1,
                "total_pass": 64,
                "accurate_pass": 61,
                "tackles": 1,
                "interceptions": 2,
                "clearances": 3,
                "aerial_won": 3,
                "duels_won": 4,
                "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": 15186501,
              "match_date": "2026-06-16",
              "home_team": "France",
              "away_team": "Senegal",
              "team_side": "home",
              "is_starting_11": 1,
              "team": "France",
              "opponent": "Senegal",
              "stats": {
                "minutes": 90,
                "rating": 6.5,
                "assists": 0,
                "expected_assists": 0.0049,
                "total_shots": 0,
                "total_pass": 72,
                "accurate_pass": 69,
                "interceptions": 1,
                "clearances": 4,
                "aerial_won": 1,
                "duels_won": 1,
                "ball_recovery": 2
              },
              "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": 14023950,
              "match_date": "2026-05-18",
              "home_team": "Arsenal",
              "away_team": "Burnley",
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            "total_pass": 12,
            "accurate_pass": 10,
            "ball_recovery": 1,
            "duels_won": 1,
            "rating": 6.9,
            "minutes": 22,
            "total_long_balls": 1,
            "accurate_long_balls": 0,
            "total_own_half_passes": 5,
            "accurate_own_half_passes": 4,
            "total_opp_half_passes": 5,
            "accurate_opp_half_passes": 3,
            "crosses_total": 0,
            "crosses_accurate": 0,
            "touches": 16,
            "possession_lost": 1.9775,
            "dispossessed": 0.7,
            "duels_lost": 1,
            "aerial_won": 0,
            "aerial_lost": 1,
            "interceptions": 0,
            "tackles_won": 0,
            "tackles": 0,
            "clearances": 0,
            "total_contest": 1,
            "won_contest": 1,
            "challenges_lost": 1,
            "fouls": 0,
            "fouls_drawn": 0,
            "goal_rate": 0.0146,
            "goals": 0,
            "shots_on_target": 0,
            "shots_off_target": 0,
            "blocks": 0,
            "big_chances_created": 0,
            "big_chances_missed": 0,
            "xgot": 0.0132,
            "ball_carries": 7,
            "total_progression": 18,
            "progressive_carries": 1,
            "bench_appearance_probability": 0.499,
            "bench_expected_minutes": 21.97,
            "projected_substitution_order": 3,
            "substitution_rule_cap": 5,
            "projected_team_substitution_count": 3,
            "projected_substitution_expected_count": 2.415,
            "projected_substitution_game_state_adjustment": 1,
            "substitution_usage": "projected_used_substitute",
            "projected_goals": 0,
            "goal_probability": 0.0,
            "projected_assists": 0,
            "assist_probability": 0.0,
            "fifa_overall": null
          },
          "latest_10_games": [],
          "ranking": {
            "global_player_rank": null,
            "combined_rank_score": null,
            "ranking_source": "missing_player_rankings_csv_row",
            "ranking_status": "missing",
            "sofascore_rank": null,
            "sofascore_rating": null,
            "sofascore_appearances": null,
            "fifa_rank": null,
            "fifa_overall": null,
            "fifa_source": null,
            "match_squad_rank": 7,
            "squad_role": "substitute",
            "projected_match_rating": 6.9,
            "source_file": "data/player_rankings.csv",
            "player_name": "W98 SUB M4",
            "ranking_neighbors": {
              "upper": [],
              "lower": []
            }
          }
        }
      },
      "team_totals": {
        "projected_goals": 0,
        "expected_goals": 0.7,
        "expected_assists": 0.7,
        "total_shots": 10,
        "shots_on_target": 2,
        "total_passes": 475,
        "interceptions": 8,
        "tackles": 18,
        "avg_rating": 6.85,
        "possession_estimated_pct": 45.0,
        "pressing_actions_per_90": 6.2
      }
    }
  },
  "antagonist_report": {
    "home_attacking_duels": [
      {
        "attacker": "Désiré Doué",
        "attacker_role": "ST",
        "attacker_market_value": 93000000,
        "attacker_height": 181,
        "attacker_skill_quality": 0.891,
        "defenders": [
          "W98 D2",
          "W98 D3"
        ],
        "defender_roles": [
          "CB",
          "CB"
        ],
        "def_skill_quality_avg": 0.437,
        "duel_zone": "Striker vs Two Centre Backs — 1v2 Aerial/Physical Battle",
        "numerical_situation": "1v2",
        "duel_win_rate": 0.408,
        "xg_contribution": 0.1548,
        "shots_in_zone": 2.9,
        "dribbles_attempted": 2,
        "dribbles_successful": 0.7,
        "aerial_duels": 3,
        "aerial_won": 1.6,
        "crosses_in_zone": 0.0,
        "fouls_drawn": 1.5,
        "pressing_intensity_on_attacker": "LOW",
        "defender_stats": [
          {
            "player": "W98 D2",
            "role": "CB",
            "market_value": 0,
            "tackles_attempted": 1.0,
            "tackles_won": 0.9,
            "fouls_committed": 0.6,
            "interceptions_in_zone": 0.7,
            "clearances_in_zone": 0.6,
            "aerial_duels_won": 0.7,
            "defensive_success_rate": 0.592
          },
          {
            "player": "W98 D3",
            "role": "CB",
            "market_value": 0,
            "tackles_attempted": 1.0,
            "tackles_won": 0.9,
            "fouls_committed": 0.6,
            "interceptions_in_zone": 0.7,
            "clearances_in_zone": 0.6,
            "aerial_duels_won": 0.7,
            "defensive_success_rate": 0.592
          }
        ],
        "duel_analysis": "Désiré Doué (ST) faces tough defensive resistance against W98 D2 and W98 D3 in a 2-defender block. Duel win probability: 41%. The quality gap is significant (€93M vs €0M avg). Projected xG contribution: 0.155 — and is restricted in space and time on the ball."
      },
      {
        "attacker": "Kylian Mbappé",
        "attacker_role": "SS",
        "attacker_market_value": 212000000,
        "attacker_height": 180,
        "attacker_skill_quality": 0.9,
        "defenders": [
          "W98 D2",
          "W98 M2"
        ],
        "defender_roles": [
          "CB",
          "CM"
        ],
        "def_skill_quality_avg": 0.437,
        "duel_zone": "Shadow Striker vs CB + Mid Cover — Layered Defense",
        "numerical_situation": "1v2",
        "duel_win_rate": 0.488,
        "xg_contribution": 0.6461,
        "shots_in_zone": 2.6,
        "dribbles_attempted": 3,
        "dribbles_successful": 1.3,
        "aerial_duels": 2,
        "aerial_won": 1.1,
        "crosses_in_zone": 0.0,
        "fouls_drawn": 1.4,
        "pressing_intensity_on_attacker": "LOW",
        "defender_stats": [
          {
            "player": "W98 D2",
            "role": "CB",
            "market_value": 0,
            "tackles_attempted": 1.0,
            "tackles_won": 0.8,
            "fouls_committed": 0.6,
            "interceptions_in_zone": 0.7,
            "clearances_in_zone": 0.5,
            "aerial_duels_won": 0.5,
            "defensive_success_rate": 0.512
          },
          {
            "player": "W98 M2",
            "role": "CM",
            "market_value": 0,
            "tackles_attempted": 1.0,
            "tackles_won": 0.8,
            "fouls_committed": 0.6,
            "interceptions_in_zone": 0.7,
            "clearances_in_zone": 0.5,
            "aerial_duels_won": 0.5,
            "defensive_success_rate": 0.512
          }
        ],
        "duel_analysis": "Kylian Mbappé (SS) is evenly matched against W98 D2 and W98 M2 in a 2-defender block. Duel win probability: 49%. The quality gap is significant (€212M vs €0M avg). Projected xG contribution: 0.646 — with neither side clearly dominant."
      },
      {
        "attacker": "Rayan Cherki",
        "attacker_role": "LWB",
        "attacker_market_value": 71000000,
        "attacker_height": 176,
        "attacker_skill_quality": 0.872,
        "defenders": [
          "W98 D4"
        ],
        "defender_roles": [
          "RB"
        ],
        "def_skill_quality_avg": 0.437,
        "duel_zone": "Left Wingback vs Right Back — Overlapping Run",
        "numerical_situation": "1v1",
        "duel_win_rate": 0.58,
        "xg_contribution": 0.0721,
        "shots_in_zone": 1.2,
        "dribbles_attempted": 3,
        "dribbles_successful": 1.5,
        "aerial_duels": 2,
        "aerial_won": 0.9,
        "crosses_in_zone": 3.1,
        "fouls_drawn": 1.2,
        "pressing_intensity_on_attacker": "LOW",
        "defender_stats": [
          {
            "player": "W98 D4",
            "role": "RB",
            "market_value": 0,
            "tackles_attempted": 1.9,
            "tackles_won": 1.4,
            "fouls_committed": 0.6,
            "interceptions_in_zone": 0.7,
            "clearances_in_zone": 0.5,
            "aerial_duels_won": 1.1,
            "defensive_success_rate": 0.42
          }
        ],
        "duel_analysis": "Rayan Cherki (LWB) is slightly favored against W98 D4 in a direct 1v1 contest. Duel win probability: 58%. The quality gap is significant (€71M vs €0M avg). Projected xG contribution: 0.072 — creating consistent moderate threat."
      },
      {
        "attacker": "Warren Zaïre-Emery",
        "attacker_role": "RWB",
        "attacker_market_value": 58000000,
        "attacker_height": 178,
        "attacker_skill_quality": 0.848,
        "defenders": [
          "W98 D1"
        ],
        "defender_roles": [
          "LB"
        ],
        "def_skill_quality_avg": 0.437,
        "duel_zone": "Right Wingback vs Left Back — Overlapping Run",
        "numerical_situation": "1v1",
        "duel_win_rate": 0.577,
        "xg_contribution": 0.036,
        "shots_in_zone": 1.2,
        "dribbles_attempted": 2,
        "dribbles_successful": 1.0,
        "aerial_duels": 2,
        "aerial_won": 1.0,
        "crosses_in_zone": 3.0,
        "fouls_drawn": 1.2,
        "pressing_intensity_on_attacker": "LOW",
        "defender_stats": [
          {
            "player": "W98 D1",
            "role": "LB",
            "market_value": 0,
            "tackles_attempted": 1.9,
            "tackles_won": 1.4,
            "fouls_committed": 0.6,
            "interceptions_in_zone": 0.7,
            "clearances_in_zone": 0.5,
            "aerial_duels_won": 1.0,
            "defensive_success_rate": 0.423
          }
        ],
        "duel_analysis": "Warren Zaïre-Emery (RWB) is slightly favored against W98 D1 in a direct 1v1 contest. Duel win probability: 58%. The quality gap is significant (€58M vs €0M avg). Projected xG contribution: 0.036 — creating consistent moderate threat."
      },
      {
        "attacker": "Aurélien Tchouaméni",
        "attacker_role": "CM",
        "attacker_market_value": 78000000,
        "attacker_height": 188,
        "attacker_skill_quality": 0.88,
        "defenders": [
          "W98 M2"
        ],
        "defender_roles": [
          "CM"
        ],
        "def_skill_quality_avg": 0.437,
        "duel_zone": "Central Mid vs Central Mid — Box-to-Box Midfield Contest",
        "numerical_situation": "1v1",
        "duel_win_rate": 0.651,
        "xg_contribution": 0.061,
        "shots_in_zone": 2.1,
        "dribbles_attempted": 3,
        "dribbles_successful": 1.7,
        "aerial_duels": 2,
        "aerial_won": 1.2,
        "crosses_in_zone": 0.0,
        "fouls_drawn": 1.1,
        "pressing_intensity_on_attacker": "LOW",
        "defender_stats": [
          {
            "player": "W98 M2",
            "role": "CM",
            "market_value": 0,
            "tackles_attempted": 1.9,
            "tackles_won": 1.2,
            "fouls_committed": 0.6,
            "interceptions_in_zone": 0.7,
            "clearances_in_zone": 0.5,
            "aerial_duels_won": 0.8,
            "defensive_success_rate": 0.349
          }
        ],
        "duel_analysis": "Aurélien Tchouaméni (CM) has a clear attacking advantage against W98 M2 in a direct 1v1 contest. Duel win probability: 65%. The quality gap is significant (€78M vs €0M avg). Projected xG contribution: 0.061 — and projects to generate high-quality chances."
      }
    ],
    "away_attacking_duels": [
      {
        "attacker": "W98 M1",
        "attacker_role": "LM",
        "attacker_market_value": 3000000,
        "attacker_height": 180,
        "attacker_skill_quality": 0.437,
        "defenders": [
          "William Saliba"
        ],
        "defender_roles": [
          "CB"
        ],
        "def_skill_quality_avg": 0.886,
        "duel_zone": "LM vs CB",
        "numerical_situation": "1v1",
        "duel_win_rate": 0.18,
        "xg_contribution": 0.0522,
        "shots_in_zone": 1.0,
        "dribbles_attempted": 3,
        "dribbles_successful": 0.5,
        "aerial_duels": 2,
        "aerial_won": 1.1,
        "crosses_in_zone": 2.0,
        "fouls_drawn": 1.4,
        "pressing_intensity_on_attacker": "ULTRA_HIGH",
        "defender_stats": [
          {
            "player": "William Saliba",
            "role": "CB",
            "market_value": 85000000,
            "tackles_attempted": 2.3,
            "tackles_won": 2.6,
            "fouls_committed": 0.4,
            "interceptions_in_zone": 1.4,
            "clearances_in_zone": 0.5,
            "aerial_duels_won": 0.9,
            "defensive_success_rate": 0.82
          }
        ],
        "duel_analysis": "W98 M1 (LM) is heavily outmatched defensively against William Saliba in a direct 1v1 contest. Duel win probability: 18%. The quality gap is significant (€0M vs €85M avg). Projected xG contribution: 0.052 — with very limited chance creation expected."
      },
      {
        "attacker": "W98 M2",
        "attacker_role": "CM",
        "attacker_market_value": 3000000,
        "attacker_height": 180,
        "attacker_skill_quality": 0.437,
        "defenders": [
          "Aurélien Tchouaméni"
        ],
        "defender_roles": [
          "CM"
        ],
        "def_skill_quality_avg": 0.88,
        "duel_zone": "Central Mid vs Central Mid — Box-to-Box Midfield Contest",
        "numerical_situation": "1v1",
        "duel_win_rate": 0.189,
        "xg_contribution": 0.0533,
        "shots_in_zone": 1.1,
        "dribbles_attempted": 2,
        "dribbles_successful": 0.3,
        "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": "Aurélien Tchouaméni",
            "role": "CM",
            "market_value": 78000000,
            "tackles_attempted": 2.3,
            "tackles_won": 2.6,
            "fouls_committed": 0.4,
            "interceptions_in_zone": 1.4,
            "clearances_in_zone": 0.5,
            "aerial_duels_won": 0.9,
            "defensive_success_rate": 0.811
          }
        ],
        "duel_analysis": "W98 M2 (CM) is heavily outmatched defensively against Aurélien Tchouaméni in a direct 1v1 contest. Duel win probability: 19%. The quality gap is significant (€0M vs €78M avg). Projected xG contribution: 0.053 — with very limited chance creation expected."
      },
      {
        "attacker": "W98 M3",
        "attacker_role": "CM",
        "attacker_market_value": 3000000,
        "attacker_height": 180,
        "attacker_skill_quality": 0.437,
        "defenders": [
          "Aurélien Tchouaméni"
        ],
        "defender_roles": [
          "CM"
        ],
        "def_skill_quality_avg": 0.88,
        "duel_zone": "Central Mid vs Central Mid — Box-to-Box Midfield Contest",
        "numerical_situation": "1v1",
        "duel_win_rate": 0.189,
        "xg_contribution": 0.0533,
        "shots_in_zone": 1.1,
        "dribbles_attempted": 2,
        "dribbles_successful": 0.3,
        "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": "Aurélien Tchouaméni",
            "role": "CM",
            "market_value": 78000000,
            "tackles_attempted": 2.3,
            "tackles_won": 2.6,
            "fouls_committed": 0.4,
            "interceptions_in_zone": 1.4,
            "clearances_in_zone": 0.5,
            "aerial_duels_won": 0.9,
            "defensive_success_rate": 0.811
          }
        ],
        "duel_analysis": "W98 M3 (CM) is heavily outmatched defensively against Aurélien Tchouaméni in a direct 1v1 contest. Duel win probability: 19%. The quality gap is significant (€0M vs €78M avg). Projected xG contribution: 0.053 — with very limited chance creation expected."
      },
      {
        "attacker": "W98 M4",
        "attacker_role": "RM",
        "attacker_market_value": 3000000,
        "attacker_height": 180,
        "attacker_skill_quality": 0.437,
        "defenders": [
          "William Saliba"
        ],
        "defender_roles": [
          "CB"
        ],
        "def_skill_quality_avg": 0.886,
        "duel_zone": "RM vs CB",
        "numerical_situation": "1v1",
        "duel_win_rate": 0.18,
        "xg_contribution": 0.0522,
        "shots_in_zone": 1.0,
        "dribbles_attempted": 3,
        "dribbles_successful": 0.5,
        "aerial_duels": 2,
        "aerial_won": 1.1,
        "crosses_in_zone": 2.0,
        "fouls_drawn": 1.4,
        "pressing_intensity_on_attacker": "ULTRA_HIGH",
        "defender_stats": [
          {
            "player": "William Saliba",
            "role": "CB",
            "market_value": 85000000,
            "tackles_attempted": 2.3,
            "tackles_won": 2.6,
            "fouls_committed": 0.4,
            "interceptions_in_zone": 1.4,
            "clearances_in_zone": 0.5,
            "aerial_duels_won": 0.9,
            "defensive_success_rate": 0.82
          }
        ],
        "duel_analysis": "W98 M4 (RM) is heavily outmatched defensively against William Saliba in a direct 1v1 contest. Duel win probability: 18%. The quality gap is significant (€0M vs €85M avg). Projected xG contribution: 0.052 — with very limited chance creation expected."
      },
      {
        "attacker": "W98 F1",
        "attacker_role": "ST",
        "attacker_market_value": 3000000,
        "attacker_height": 180,
        "attacker_skill_quality": 0.437,
        "defenders": [
          "William Saliba",
          "Jules Koundé"
        ],
        "defender_roles": [
          "CB",
          "CB"
        ],
        "def_skill_quality_avg": 0.878,
        "duel_zone": "Striker vs Two Centre Backs — 1v2 Aerial/Physical Battle",
        "numerical_situation": "1v2",
        "duel_win_rate": 0.18,
        "xg_contribution": 0.1457,
        "shots_in_zone": 2.0,
        "dribbles_attempted": 2,
        "dribbles_successful": 0.3,
        "aerial_duels": 3,
        "aerial_won": 1.6,
        "crosses_in_zone": 0.0,
        "fouls_drawn": 1.4,
        "pressing_intensity_on_attacker": "ULTRA_HIGH",
        "defender_stats": [
          {
            "player": "William Saliba",
            "role": "CB",
            "market_value": 85000000,
            "tackles_attempted": 1.2,
            "tackles_won": 1.3,
            "fouls_committed": 0.4,
            "interceptions_in_zone": 1.4,
            "clearances_in_zone": 1.2,
            "aerial_duels_won": 0.7,
            "defensive_success_rate": 0.82
          },
          {
            "player": "Jules Koundé",
            "role": "CB",
            "market_value": 69000000,
            "tackles_attempted": 1.2,
            "tackles_won": 1.3,
            "fouls_committed": 0.4,
            "interceptions_in_zone": 1.4,
            "clearances_in_zone": 1.2,
            "aerial_duels_won": 0.7,
            "defensive_success_rate": 0.82
          }
        ],
        "duel_analysis": "W98 F1 (ST) is heavily outmatched defensively against William Saliba and Jules Koundé in a 2-defender block. Duel win probability: 18%. The quality gap is significant (€0M vs €77M avg). Projected xG contribution: 0.146 — with very limited chance creation expected."
      },
      {
        "attacker": "W98 F2",
        "attacker_role": "ST",
        "attacker_market_value": 3000000,
        "attacker_height": 180,
        "attacker_skill_quality": 0.437,
        "defenders": [
          "William Saliba",
          "Jules Koundé"
        ],
        "defender_roles": [
          "CB",
          "CB"
        ],
        "def_skill_quality_avg": 0.878,
        "duel_zone": "Striker vs Two Centre Backs — 1v2 Aerial/Physical Battle",
        "numerical_situation": "1v2",
        "duel_win_rate": 0.18,
        "xg_contribution": 0.1457,
        "shots_in_zone": 2.0,
        "dribbles_attempted": 2,
        "dribbles_successful": 0.3,
        "aerial_duels": 3,
        "aerial_won": 1.6,
        "crosses_in_zone": 0.0,
        "fouls_drawn": 1.4,
        "pressing_intensity_on_attacker": "ULTRA_HIGH",
        "defender_stats": [
          {
            "player": "William Saliba",
            "role": "CB",
            "market_value": 85000000,
            "tackles_attempted": 1.2,
            "tackles_won": 1.3,
            "fouls_committed": 0.4,
            "interceptions_in_zone": 1.4,
            "clearances_in_zone": 1.2,
            "aerial_duels_won": 0.7,
            "defensive_success_rate": 0.82
          },
          {
            "player": "Jules Koundé",
            "role": "CB",
            "market_value": 69000000,
            "tackles_attempted": 1.2,
            "tackles_won": 1.3,
            "fouls_committed": 0.4,
            "interceptions_in_zone": 1.4,
            "clearances_in_zone": 1.2,
            "aerial_duels_won": 0.7,
            "defensive_success_rate": 0.82
          }
        ],
        "duel_analysis": "W98 F2 (ST) is heavily outmatched defensively against William Saliba and Jules Koundé in a 2-defender block. Duel win probability: 18%. The quality gap is significant (€0M vs €77M avg). Projected xG contribution: 0.146 — with very limited chance creation expected."
      }
    ],
    "midfield_battle": {
      "home_midfield_power": 0.9,
      "away_midfield_power": 0.462,
      "home_creative_power": 0.832,
      "away_creative_power": 0.503,
      "home_defensive_power": 0.825,
      "away_defensive_power": 0.393,
      "home_dominance_ratio": 0.661,
      "home_midfield_count": 4,
      "away_midfield_count": 4,
      "home_midfield_players": [
        "Michael Olise",
        "Aurélien Tchouaméni",
        "Rayan Cherki",
        "Warren Zaïre-Emery"
      ],
      "away_midfield_players": [
        "W98 M1",
        "W98 M2",
        "W98 M3",
        "W98 M4"
      ],
      "possession_advantage": "home",
      "estimated_possession_home_pct": 55.0,
      "estimated_possession_away_pct": 45.0,
      "home_pressing_actions_per_90": 9.0,
      "away_pressing_actions_per_90": 6.2,
      "home_key_passes_projected": 6.5,
      "away_key_passes_projected": 4.5,
      "home_throughball_threat": 3.1,
      "away_throughball_threat": 2.1,
      "key_personal_duel": "Michael Olise vs W98 M1",
      "midfield_lambda_factor_home": 1.06,
      "midfield_lambda_factor_away": 0.948
    },
    "formation_analysis": {
      "home_formation": "3-4-2-1",
      "away_formation": "4-4-2",
      "home_tactical_bonus": -0.04,
      "away_tactical_bonus": 0.04,
      "formation_verdict": "Tactical parity between 3-4-2-1 and 4-4-2. Match outcome driven primarily by individual player quality."
    },
    "home_lambda": 2.926,
    "away_lambda": 0.696,
    "home_top_threat_zones": [
      "Shadow Striker vs CB + Mid Cover — Layered Defense",
      "Striker vs Two Centre Backs — 1v2 Aerial/Physical Battle"
    ],
    "away_top_threat_zones": [
      "Striker vs Two Centre Backs — 1v2 Aerial/Physical Battle",
      "Striker vs Two Centre Backs — 1v2 Aerial/Physical Battle"
    ],
    "home_player_antagonists": {
      "Désiré Doué": {
        "opponents": [
          "W98 D2",
          "W98 D3"
        ],
        "primary_zone": "Striker vs Two Centre Backs — 1v2 Aerial/Physical Battle",
        "source": "attacking_duel"
      },
      "Kylian Mbappé": {
        "opponents": [
          "W98 D2",
          "W98 M2"
        ],
        "primary_zone": "Shadow Striker vs CB + Mid Cover — Layered Defense",
        "source": "attacking_duel"
      },
      "Rayan Cherki": {
        "opponents": [
          "W98 D4",
          "W98 M1"
        ],
        "primary_zone": "Left Wingback vs Right Back — Overlapping Run",
        "source": "attacking_duel, midfield_pairing"
      },
      "Warren Zaïre-Emery": {
        "opponents": [
          "W98 D1",
          "W98 M4"
        ],
        "primary_zone": "Right Wingback vs Left Back — Overlapping Run",
        "source": "attacking_duel, midfield_pairing"
      },
      "Aurélien Tchouaméni": {
        "opponents": [
          "W98 M2",
          "W98 M3"
        ],
        "primary_zone": "Central Mid vs Central Mid — Box-to-Box Midfield Contest",
        "source": "attacking_duel, defensive_duel, midfield_pairing"
      },
      "William Saliba": {
        "opponents": [
          "W98 M1",
          "W98 M4",
          "W98 F1",
          "W98 F2"
        ],
        "primary_zone": "LM vs CB",
        "source": "defensive_duel"
      },
      "Jules Koundé": {
        "opponents": [
          "W98 F1",
          "W98 F2"
        ],
        "primary_zone": "Striker vs Two Centre Backs — 1v2 Aerial/Physical Battle",
        "source": "defensive_duel"
      },
      "Michael Olise": {
        "opponents": [
          "W98 M3"
        ],
        "primary_zone": "Midfield lane",
        "source": "midfield_pairing"
      },
      "Robin Risser": {
        "opponents": [
          "W98 F1",
          "W98 F2"
        ],
        "primary_zone": "Shape fallback",
        "source": "formation_fallback"
      },
      "Dayot Upamecano": {
        "opponents": [
          "W98 F1"
        ],
        "primary_zone": "Shape fallback",
        "source": "formation_fallback"
      },
      "Ousmane Dembélé": {
        "opponents": [
          "W98 D1",
          "W98 D3"
        ],
        "primary_zone": "Shape fallback",
        "source": "formation_fallback"
      }
    },
    "away_player_antagonists": {
      "W98 D2": {
        "opponents": [
          "Désiré Doué",
          "Kylian Mbappé"
        ],
        "primary_zone": "Striker vs Two Centre Backs — 1v2 Aerial/Physical Battle",
        "source": "defensive_duel"
      },
      "W98 D3": {
        "opponents": [
          "Désiré Doué"
        ],
        "primary_zone": "Striker vs Two Centre Backs — 1v2 Aerial/Physical Battle",
        "source": "defensive_duel"
      },
      "W98 M2": {
        "opponents": [
          "Kylian Mbappé",
          "Aurélien Tchouaméni"
        ],
        "primary_zone": "Shadow Striker vs CB + Mid Cover — Layered Defense",
        "source": "defensive_duel, attacking_duel, midfield_pairing"
      },
      "W98 D4": {
        "opponents": [
          "Rayan Cherki"
        ],
        "primary_zone": "Left Wingback vs Right Back — Overlapping Run",
        "source": "defensive_duel"
      },
      "W98 D1": {
        "opponents": [
          "Warren Zaïre-Emery"
        ],
        "primary_zone": "Right Wingback vs Left Back — Overlapping Run",
        "source": "defensive_duel"
      },
      "W98 M1": {
        "opponents": [
          "William Saliba",
          "Rayan Cherki"
        ],
        "primary_zone": "LM vs CB",
        "source": "attacking_duel, midfield_pairing"
      },
      "W98 M3": {
        "opponents": [
          "Aurélien Tchouaméni",
          "Michael Olise"
        ],
        "primary_zone": "Central Mid vs Central Mid — Box-to-Box Midfield Contest",
        "source": "attacking_duel, midfield_pairing"
      },
      "W98 M4": {
        "opponents": [
          "William Saliba",
          "Warren Zaïre-Emery"
        ],
        "primary_zone": "RM vs CB",
        "source": "attacking_duel, midfield_pairing"
      },
      "W98 F1": {
        "opponents": [
          "William Saliba",
          "Jules Koundé"
        ],
        "primary_zone": "Striker vs Two Centre Backs — 1v2 Aerial/Physical Battle",
        "source": "attacking_duel"
      },
      "W98 F2": {
        "opponents": [
          "William Saliba",
          "Jules Koundé"
        ],
        "primary_zone": "Striker vs Two Centre Backs — 1v2 Aerial/Physical Battle",
        "source": "attacking_duel"
      },
      "W98 G1": {
        "opponents": [
          "Ousmane Dembélé",
          "Kylian Mbappé"
        ],
        "primary_zone": "Shape fallback",
        "source": "formation_fallback"
      }
    },
    "key_tactical_insight": "Home midfield dominates with ~55% possession expected (Michael Olise vs W98 M1). Total antagonist xG — Home: 0.97, Away: 0.50. Home danger zone: Shadow Striker vs CB + Mid Cover — Layered Defense. Away danger zone: Striker vs Two Centre Backs — 1v2 Aerial/Physical Battle.",
    "lambda_factors": {
      "home_gk_opposition_factor": 1.0005,
      "away_gk_opposition_factor": 0.9088,
      "home_set_piece_bonus": 0.1248,
      "away_set_piece_bonus": 0.0,
      "home_defensive_solidity_vs": 0.9913,
      "away_defensive_solidity_vs": 0.8666,
      "home_midfield_factor": 1.06,
      "away_midfield_factor": 0.948,
      "stage_discount": 1.0,
      "quality_gap_applied": true,
      "home_avg_quality": 0.8799,
      "away_avg_quality": 0.4374,
      "avg_quality_gap": 0.4425,
      "squad_value_gap_log": 6.8711,
      "top5_value_gap_log": 6.4345,
      "attack_value_gap_log": 6.6134,
      "elite_count_gap": 10,
      "combined_quality_gap": 0.978,
      "stronger_lambda_boost": 0.95,
      "weaker_lambda_suppression": 0.6,
      "home_bench_lambda_bonus": 0.0248,
      "away_bench_lambda_bonus": 0.106,
      "home_bench_players_modelled": 7,
      "away_bench_players_modelled": 7,
      "mismatch_score_pressure_applied": true,
      "mismatch_score_pressure_gap": 0.978,
      "mismatch_favorite_lambda_boost": 1.23,
      "mismatch_underdog_lambda_factor": 0.92,
      "pre_mismatch_home_lambda": 2.379,
      "pre_mismatch_away_lambda": 0.756,
      "competitive_underdog_floor_applied": false,
      "pre_calibration_home_lambda": 2.3788,
      "pre_calibration_away_lambda": 0.756,
      "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": 2.926,
      "final_away_lambda": 0.696
    }
  },
  "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": "2026-07-12T13:30:47Z"
}