{
  "match_info": {
    "home_team": "Switzerland",
    "away_team": "Colombia",
    "tournament": "World Championship",
    "date": "20260707",
    "timezone": "America/New_York",
    "home_formation": "4-2-3-1",
    "away_formation": "4-3-3"
  },
  "prediction": {
    "most_likely_score": "1-0",
    "home_goals": 1,
    "away_goals": 0,
    "most_likely_score_probability": 0.1349,
    "match_resolution": "penalties_if_level",
    "predicted_winner": "Switzerland",
    "tiebreaker": {
      "applies": true,
      "method": "penalties_if_level",
      "regulation_draw_probability": 0.2891,
      "shootout_home_win_probability": 0.5337,
      "shootout_away_win_probability": 0.4663,
      "penalty_home_goals": 6,
      "penalty_away_goals": 5,
      "penalty_score": "6-5",
      "penalty_winner": "Switzerland",
      "penalty_winner_goals": 6,
      "penalty_loser_goals": 5,
      "penalty_result": "Switzerland wins 6-5 on penalties",
      "home_advance_probability": 0.5782,
      "away_advance_probability": 0.4218,
      "projected_winner": "Switzerland",
      "projected_winner_probability": 0.5782,
      "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": 0.1349
      },
      {
        "score": "1-1",
        "probability": 0.133
      },
      {
        "score": "0-0",
        "probability": 0.1107
      },
      {
        "score": "0-1",
        "probability": 0.105
      },
      {
        "score": "2-0",
        "probability": 0.0846
      }
    ],
    "scoreline_probabilities": {
      "0-0": 0.1107,
      "0-1": 0.105,
      "0-2": 0.0514,
      "0-3": 0.0166,
      "0-4": 0.004,
      "0-5": 0.0008,
      "1-0": 0.1349,
      "1-1": 0.133,
      "1-2": 0.0639,
      "1-3": 0.0206,
      "1-4": 0.005,
      "1-5": 0.001,
      "2-0": 0.0846,
      "2-1": 0.0819,
      "2-2": 0.0397,
      "2-3": 0.0128,
      "2-4": 0.0031,
      "2-5": 0.0006,
      "3-0": 0.035,
      "3-1": 0.0339,
      "3-2": 0.0164,
      "3-3": 0.0053,
      "3-4": 0.0013,
      "4-0": 0.0109,
      "4-1": 0.0105,
      "4-2": 0.0051,
      "4-3": 0.0016,
      "5-0": 0.0027,
      "5-1": 0.0026,
      "5-2": 0.0013,
      "6-0": 0.0006,
      "6-1": 0.0005
    },
    "outcome": {
      "home_win": 0.4239,
      "draw": 0.2891,
      "away_win": 0.287
    },
    "markets": {
      "over_2_5_goals": 0.3804,
      "under_2_5_goals": 0.6196,
      "btts_yes": 0.4426,
      "btts_no": 0.5574,
      "home_clean_sheet": 0.3795,
      "away_clean_sheet": 0.2886
    },
    "home_ratings": {
      "DR": 84.79,
      "MCR": 85.31,
      "ATR": 84.03,
      "GK": 93.58
    },
    "away_ratings": {
      "DR": 85.81,
      "MCR": 86.94,
      "ATR": 84.19,
      "GK": 88.69
    },
    "insights": {
      "summary": "Antagonist matchup analysis for Switzerland vs Colombia. Most likely scoreline: 1-0. Lambdas derived from 5 home and 5 away individual player duels.",
      "key_player": "Projected scorer(s): Johan Manzambi",
      "tactical_analysis": "Tactical parity between 4-2-3-1 and 4-3-3. Match outcome driven primarily by individual player quality. Midfield is evenly contested — Johan Manzambi vs Luis Díaz will be the pivotal duel. Total antagonist xG — Home: 1.11, Away: 0.80. Home danger zone: Striker vs Two Centre Backs — 1v2 Aerial/Physical Battle. Away danger zone: Central Mid vs Defensive Mid — Pressing/Creation Duel."
    },
    "confidence": 0.71,
    "home_lambda": 1.308,
    "away_lambda": 1.02
  },
  "pregame_baseline": {
    "fair_win_probability": {
      "home_win": 0.4239,
      "draw": 0.2891,
      "away_win": 0.287
    },
    "favorite": "Switzerland",
    "favorite_win_probability": 0.4239,
    "fair_spread": 0.288,
    "fair_total": 2.328,
    "prop_estimates": [
      {
        "market": "team_total_goals",
        "selection": "Switzerland",
        "estimate": 1.308,
        "probability": null,
        "unit": "goals"
      },
      {
        "market": "team_total_goals",
        "selection": "Colombia",
        "estimate": 1.02,
        "probability": null,
        "unit": "goals"
      },
      {
        "market": "over_2_5_goals",
        "selection": "yes",
        "estimate": 2.5,
        "probability": 0.3804,
        "unit": "probability"
      },
      {
        "market": "both_teams_to_score",
        "selection": "yes",
        "estimate": 1.0,
        "probability": 0.4426,
        "unit": "probability"
      },
      {
        "market": "clean_sheet",
        "selection": "Switzerland",
        "estimate": 1.0,
        "probability": 0.3795,
        "unit": "probability"
      },
      {
        "market": "clean_sheet",
        "selection": "Colombia",
        "estimate": 1.0,
        "probability": 0.2886,
        "unit": "probability"
      },
      {
        "market": "anytime_goal",
        "selection": "Breel Embolo (Switzerland)",
        "estimate": 0.4054,
        "probability": 0.1882,
        "unit": "xG"
      },
      {
        "market": "anytime_goal",
        "selection": "Luis Díaz (Colombia)",
        "estimate": 0.2151,
        "probability": 0.0,
        "unit": "xG"
      },
      {
        "market": "assist",
        "selection": "Dan Ndoye (Switzerland)",
        "estimate": 0.2449,
        "probability": 0.2532,
        "unit": "xA"
      },
      {
        "market": "assist",
        "selection": "Luis Díaz (Colombia)",
        "estimate": 0.4002,
        "probability": 0.0,
        "unit": "xA"
      }
    ],
    "expected_pace": {
      "tempo": "high",
      "expected_total_goals": 2.328,
      "expected_total_shots": 28,
      "expected_total_passes": 952,
      "expected_pressing_actions_per_90": 15.0,
      "possession_home_pct": 51.6,
      "possession_away_pct": 48.4,
      "notes": "possession projects near even"
    },
    "expected_game_script": {
      "favorite": "Switzerland",
      "favorite_win_probability": 0.4239,
      "script": "Switzerland is the fair winner side, but the baseline remains narrow: fair spread +0.29 goals and fair total 2.33.",
      "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; Colombia must keep the match inside one goal.",
      "late_game": "A Switzerland lead likely shifts toward control and counters; if level after extra time, penalties are live; Switzerland projects as the advancing side at 57.8% overall advancement probability with 28.9% draw pressure."
    },
    "key_matchup_thesis": "Switzerland chance creation leans on Breel Embolo against Johan Mojica, Jhon Lucumí in Striker vs Two Centre Backs — 1v2 Aerial/Physical Battle; possession projects near even.",
    "expected_rotation_usage_behavior": [
      "Switzerland: starters carry the main goal usage through Johan Manzambi; bench watchlist: Ardon Jashari, Noah Okafor, Zeki Amdouni.",
      "Colombia: starters carry the main goal usage through the highest xG attackers; bench watchlist: Richard Ríos, Jhon Durán, Cucho Hernández.",
      "Assist usage should flow through Dan Ndoye; late lineup changes should re-score these allocations."
    ],
    "pregame_play_by_play": [
      "0-15: Switzerland 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 1.16 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 Colombia is chasing, transition and set-piece volume become the primary live deviation signal; if level after extra time, penalties are live; Switzerland projects as the advancing side at 57.8% overall advancement probability with 28.9% draw pressure."
    ],
    "invalidation_triggers": [
      "Early red card, injury, or goalkeeper change for Switzerland.",
      "Colombia 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": {
    "Switzerland": {
      "formation": "4-2-3-1",
      "players": {
        "Gregor Kobel": {
          "player_id": 556866,
          "position": "G",
          "position_depth": "G",
          "is_starter": true,
          "shirt_number": 1,
          "height": 193,
          "market_value": 41000000,
          "stats": {
            "saves": 3,
            "goals_prevented": 0.3977,
            "rating": 93.5803,
            "minutes": 95,
            "total_pass": 38,
            "accurate_pass": 29,
            "total_long_balls": 15,
            "accurate_long_balls": 6,
            "touches": 49,
            "clearances": 1,
            "ball_recovery": 9,
            "high_claims": 1,
            "punches": 1.6287,
            "aerial_won": 2,
            "sweeper_actions": 2,
            "sweeper_accurate": 2,
            "saves_inside_box": 3,
            "possession_lost": 9.2943,
            "duels_won": 2,
            "duels_lost": 1,
            "total_contest": 0,
            "won_contest": 0,
            "fouls": 0,
            "fouls_drawn": 1,
            "total_own_half_passes": 28,
            "accurate_own_half_passes": 26,
            "expected_saves": 1.68,
            "high_pressure_saves": 0.64,
            "shots_faced": 3.6,
            "opponent_faced": "Luis Díaz, Jefferson Lerma",
            "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": 86.0
          },
          "latest_10_games": [
            {
              "match_id": 12813019,
              "match_date": "2026-07-03",
              "home_team": "Switzerland",
              "away_team": "Algeria",
              "team_side": "home",
              "is_starting_11": 1,
              "team": "Switzerland",
              "opponent": "Algeria",
              "stats": {
                "minutes": 90,
                "rating": 7.2,
                "assists": 0,
                "expected_assists": 0.0009,
                "total_shots": 0,
                "total_pass": 38,
                "accurate_pass": 26,
                "clearances": 1,
                "ball_recovery": 8,
                "saves": 2,
                "goals_prevented": 0.2804
              },
              "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": 15186821,
              "match_date": "2026-06-24",
              "home_team": "Switzerland",
              "away_team": "Canada",
              "team_side": "home",
              "is_starting_11": 1,
              "team": "Switzerland",
              "opponent": "Canada",
              "stats": {
                "minutes": 90,
                "rating": 8.9,
                "assists": 0,
                "expected_assists": 0.001,
                "total_shots": 0,
                "total_pass": 46,
                "accurate_pass": 40,
                "clearances": 2,
                "aerial_won": 1,
                "duels_won": 2,
                "ball_recovery": 11,
                "saves": 6,
                "goals_prevented": 1.7643
              },
              "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": 15186806,
              "match_date": "2026-06-18",
              "home_team": "Switzerland",
              "away_team": "Bosnia & Herzegovina",
              "team_side": "home",
              "is_starting_11": 1,
              "team": "Switzerland",
              "opponent": "Bosnia & Herzegovina",
              "stats": {
                "minutes": 90,
                "rating": 5.9,
                "assists": 0,
                "expected_assists": 0.0002,
                "total_shots": 0,
                "total_pass": 36,
                "accurate_pass": 24,
                "clearances": 1,
                "aerial_won": 2,
                "duels_won": 2,
                "ball_recovery": 6,
                "saves": 2,
                "goals_prevented": -0.7303
              },
              "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": 15186526,
              "match_date": "2026-06-13",
              "home_team": "Qatar",
              "away_team": "Switzerland",
              "team_side": "away",
              "is_starting_11": 1,
              "team": "Switzerland",
              "opponent": "Qatar",
              "stats": {
                "minutes": 90,
                "rating": 7.2,
                "assists": 0,
                "expected_assists": 0.0001,
                "total_shots": 0,
                "total_pass": 18,
                "accurate_pass": 16,
                "clearances": 1,
                "ball_recovery": 8,
                "saves": 3,
                "goals_prevented": -0.5358
              },
              "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": 14065561,
              "match_date": "2026-05-16",
              "home_team": "SV Werder Bremen",
              "away_team": "Borussia Dortmund",
              "team_side": "away",
              "is_starting_11": 1,
              "team": "Borussia Dortmund",
              "opponent": "SV Werder Bremen",
              "stats": {
                "minutes": 90,
                "rating": 7.3,
                "assists": 0,
                "expected_assists": 0.0013,
                "total_shots": 0,
                "total_pass": 33,
                "accurate_pass": 25,
                "clearances": 1,
                "ball_recovery": 11,
                "saves": 3,
                "goals_prevented": 0.1778
              },
              "has_player_stats": true,
              "league_name": "Bundesliga",
              "league_id": "35",
              "league_slug": "bundesliga",
              "league_country": "Germany",
              "season_id": "77333",
              "season_name": "Bundesliga 25/26",
              "season_year": "25/26"
            },
            {
              "match_id": 14065245,
              "match_date": "2026-05-08",
              "home_team": "Borussia Dortmund",
              "away_team": "Eintracht Frankfurt",
              "team_side": "home",
              "is_starting_11": 1,
              "team": "Borussia Dortmund",
              "opponent": "Eintracht Frankfurt",
              "stats": {
                "minutes": 90,
                "rating": 6.8,
                "assists": 0,
                "expected_assists": 0.0028,
                "total_shots": 0,
                "total_pass": 32,
                "accurate_pass": 29,
                "clearances": 1,
                "ball_recovery": 4,
                "saves": 2,
                "goals_prevented": -0.0674
              },
              "has_player_stats": true,
              "league_name": "Bundesliga",
              "league_id": "35",
              "league_slug": "bundesliga",
              "league_country": "Germany",
              "season_id": "77333",
              "season_name": "Bundesliga 25/26",
              "season_year": "25/26"
            },
            {
              "match_id": 14065243,
              "match_date": "2026-05-03",
              "home_team": "Borussia M'gladbach",
              "away_team": "Borussia Dortmund",
              "team_side": "away",
              "is_starting_11": 1,
              "team": "Borussia Dortmund",
              "opponent": "Borussia M'gladbach",
              "stats": {
                "minutes": 90,
                "rating": 7.2,
                "assists": 0,
                "expected_assists": 0.0022,
                "total_shots": 0,
                "total_pass": 33,
                "accurate_pass": 20,
                "ball_recovery": 7,
                "saves": 3,
                "goals_prevented": 0.5014
              },
              "has_player_stats": true,
              "league_name": "Bundesliga",
              "league_id": "35",
              "league_slug": "bundesliga",
              "league_country": "Germany",
              "season_id": "77333",
              "season_name": "Bundesliga 25/26",
              "season_year": "25/26"
            },
            {
              "match_id": 14065228,
              "match_date": "2026-04-26",
              "home_team": "Borussia Dortmund",
              "away_team": "SC Freiburg",
              "team_side": "home",
              "is_starting_11": 1,
              "team": "Borussia Dortmund",
              "opponent": "SC Freiburg",
              "stats": {
                "minutes": 90,
                "rating": 8.0,
                "assists": 0,
                "expected_assists": 0.0051,
                "total_shots": 0,
                "total_pass": 43,
                "accurate_pass": 33,
                "ball_recovery": 10,
                "saves": 4,
                "goals_prevented": 1.2582
              },
              "has_player_stats": true,
              "league_name": "Bundesliga",
              "league_id": "35",
              "league_slug": "bundesliga",
              "league_country": "Germany",
              "season_id": "77333",
              "season_name": "Bundesliga 25/26",
              "season_year": "25/26"
            },
            {
              "match_id": 13233687,
              "match_date": "2025-11-18",
              "home_team": "Kosovo",
              "away_team": "Switzerland",
              "team_side": "away",
              "is_starting_11": 1,
              "team": "Switzerland",
              "opponent": "Kosovo",
              "stats": {
                "minutes": 90,
                "rating": 6.8,
                "assists": 0,
                "total_shots": 0,
                "total_pass": 40,
                "accurate_pass": 29,
                "clearances": 1,
                "ball_recovery": 10,
                "saves": 3
              },
              "has_player_stats": true,
              "league_name": "World Cup Qual. UEFA",
              "league_id": "11",
              "league_slug": "world-championship-qual-uefa",
              "league_country": "Europe",
              "season_id": "69427",
              "season_name": "World Cup Qualification, UEFA 2026",
              "season_year": "2026"
            }
          ],
          "ranking": {
            "global_player_rank": 2049,
            "combined_rank_score": 288.0,
            "ranking_source": "sofascore_plus_fifa_csv",
            "ranking_status": "combined",
            "sofascore_rank": 473.0,
            "sofascore_rating": 6.85,
            "sofascore_appearances": 6.0,
            "fifa_rank": 103.0,
            "fifa_overall": 86.0,
            "fifa_source": "EA SPORTS FC official ratings",
            "match_squad_rank": 2,
            "squad_role": "starter",
            "projected_match_rating": 7.5803,
            "source_file": "data/player_rankings.csv",
            "player_name": "Gregor Kobel",
            "ranking_neighbors": {
              "upper": [
                {
                  "player_name": "Hyeok-chan Son",
                  "ranking": 2044
                },
                {
                  "player_name": "Alisher Odilov",
                  "ranking": 2045
                },
                {
                  "player_name": "Akmal Muzaffarov",
                  "ranking": 2046
                },
                {
                  "player_name": "Juan Viacava",
                  "ranking": 2047
                },
                {
                  "player_name": "Raniele",
                  "ranking": 2048
                }
              ],
              "lower": [
                {
                  "player_name": "Daniel Horák",
                  "ranking": 2050
                },
                {
                  "player_name": "Sota Nakamura",
                  "ranking": 2051
                },
                {
                  "player_name": "Francesco Antonucci",
                  "ranking": 2052
                },
                {
                  "player_name": "Albert Labík",
                  "ranking": 2053
                },
                {
                  "player_name": "Mohammed Al-Thani",
                  "ranking": 2054
                }
              ]
            }
          }
        },
        "Breel Embolo": {
          "player_id": 352296,
          "position": "F",
          "position_depth": "F",
          "is_starter": true,
          "shirt_number": 7,
          "height": 185,
          "market_value": 13600000,
          "stats": {
            "expected_goals": 0.4054,
            "goal_rate": 0.0016,
            "goals": 0,
            "shots_on_target": 0,
            "expected_assists": 0.138,
            "key_pass": 1,
            "rating": 84.0276,
            "minutes": 73,
            "total_shots": 2,
            "duels_won": 5,
            "aerial_won": 2,
            "total_pass": 12,
            "accurate_pass": 9,
            "total_long_balls": 1,
            "accurate_long_balls": 1,
            "total_opp_half_passes": 9,
            "accurate_opp_half_passes": 6,
            "crosses_total": 2,
            "crosses_accurate": 0,
            "touches": 25,
            "possession_lost": 8.0307,
            "dispossessed": 1.865,
            "duels_lost": 4,
            "aerial_lost": 2,
            "total_contest": 2,
            "won_contest": 1,
            "ball_recovery": 2,
            "challenges_lost": 1,
            "fouls": 2,
            "fouls_drawn": 3,
            "assists": 0,
            "shots_off_target": 2,
            "interceptions": 1,
            "tackles_won": 0,
            "tackles": 1,
            "clearances": 2,
            "blocks": 0,
            "big_chances_created": 1,
            "big_chances_missed": 1,
            "xgot": 0.6013,
            "offsides": 2,
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                {
                  "player_name": "Juanlu Sánchez",
                  "ranking": 16641
                },
                {
                  "player_name": "Pedro de la Vega",
                  "ranking": 16642
                },
                {
                  "player_name": "Giovanni Fabbian",
                  "ranking": 16643
                },
                {
                  "player_name": "Sekou Koita",
                  "ranking": 16644
                }
              ]
            }
          }
        }
      },
      "team_totals": {
        "projected_goals": 0,
        "expected_goals": 1.02,
        "expected_assists": 1.02,
        "total_shots": 17,
        "shots_on_target": 9,
        "total_passes": 467,
        "interceptions": 7,
        "tackles": 18,
        "avg_rating": 86.54,
        "possession_estimated_pct": 48.4,
        "pressing_actions_per_90": 6.8
      }
    }
  },
  "antagonist_report": {
    "home_attacking_duels": [
      {
        "attacker": "Rubén Vargas",
        "attacker_role": "LW",
        "attacker_market_value": 11100000,
        "attacker_height": 179,
        "attacker_skill_quality": 0.535,
        "defenders": [
          "Gustavo Puerta"
        ],
        "defender_roles": [
          "RB"
        ],
        "def_skill_quality_avg": 0.531,
        "duel_zone": "Left Wing vs Right Back — Flank Battle",
        "numerical_situation": "1v1",
        "duel_win_rate": 0.514,
        "xg_contribution": 0.1431,
        "shots_in_zone": 2.0,
        "dribbles_attempted": 3,
        "dribbles_successful": 1.4,
        "aerial_duels": 2,
        "aerial_won": 1.0,
        "crosses_in_zone": 2.0,
        "fouls_drawn": 1.1,
        "pressing_intensity_on_attacker": "LOW",
        "defender_stats": [
          {
            "player": "Gustavo Puerta",
            "role": "RB",
            "market_value": 10700000,
            "tackles_attempted": 2.0,
            "tackles_won": 1.6,
            "fouls_committed": 0.5,
            "interceptions_in_zone": 0.8,
            "clearances_in_zone": 0.7,
            "aerial_duels_won": 1.0,
            "defensive_success_rate": 0.486
          }
        ],
        "duel_analysis": "Rubén Vargas (LW) is slightly favored against Gustavo Puerta in a direct 1v1 contest. Duel win probability: 51%.  Projected xG contribution: 0.143 — creating consistent moderate threat."
      },
      {
        "attacker": "Granit Xhaka",
        "attacker_role": "RW",
        "attacker_market_value": 8500000,
        "attacker_height": 185,
        "attacker_skill_quality": 0.505,
        "defenders": [
          "Davinson Sánchez"
        ],
        "defender_roles": [
          "LB"
        ],
        "def_skill_quality_avg": 0.595,
        "duel_zone": "Right Wing vs Left Back — Flank Battle",
        "numerical_situation": "1v1",
        "duel_win_rate": 0.431,
        "xg_contribution": 0.2121,
        "shots_in_zone": 1.8,
        "dribbles_attempted": 3,
        "dribbles_successful": 1.1,
        "aerial_duels": 2,
        "aerial_won": 1.2,
        "crosses_in_zone": 2.0,
        "fouls_drawn": 1.2,
        "pressing_intensity_on_attacker": "LOW",
        "defender_stats": [
          {
            "player": "Davinson Sánchez",
            "role": "LB",
            "market_value": 16500000,
            "tackles_attempted": 2.1,
            "tackles_won": 1.8,
            "fouls_committed": 0.5,
            "interceptions_in_zone": 1.0,
            "clearances_in_zone": 0.8,
            "aerial_duels_won": 0.8,
            "defensive_success_rate": 0.569
          }
        ],
        "duel_analysis": "Granit Xhaka (RW) is evenly matched against Davinson Sánchez in a direct 1v1 contest. Duel win probability: 43%.  Projected xG contribution: 0.212 — with neither side clearly dominant."
      },
      {
        "attacker": "Dan Ndoye",
        "attacker_role": "CAM",
        "attacker_market_value": 31000000,
        "attacker_height": 184,
        "attacker_skill_quality": 0.725,
        "defenders": [
          "Daniel Muñoz"
        ],
        "defender_roles": [
          "CDM"
        ],
        "def_skill_quality_avg": 0.66,
        "duel_zone": "Attacking Mid vs Single Holding Mid — Space Creator Duel",
        "numerical_situation": "1v1",
        "duel_win_rate": 0.493,
        "xg_contribution": 0.2492,
        "shots_in_zone": 2.4,
        "dribbles_attempted": 3,
        "dribbles_successful": 1.3,
        "aerial_duels": 2,
        "aerial_won": 1.1,
        "crosses_in_zone": 0.0,
        "fouls_drawn": 1.3,
        "pressing_intensity_on_attacker": "MEDIUM",
        "defender_stats": [
          {
            "player": "Daniel Muñoz",
            "role": "CDM",
            "market_value": 23000000,
            "tackles_attempted": 2.1,
            "tackles_won": 1.7,
            "fouls_committed": 0.5,
            "interceptions_in_zone": 1.1,
            "clearances_in_zone": 0.5,
            "aerial_duels_won": 0.9,
            "defensive_success_rate": 0.507
          }
        ],
        "duel_analysis": "Dan Ndoye (CAM) is evenly matched against Daniel Muñoz in a direct 1v1 contest. Duel win probability: 49%.  Projected xG contribution: 0.249 — with neither side clearly dominant."
      },
      {
        "attacker": "Breel Embolo",
        "attacker_role": "ST",
        "attacker_market_value": 13600000,
        "attacker_height": 185,
        "attacker_skill_quality": 0.564,
        "defenders": [
          "Johan Mojica",
          "Jhon Lucumí"
        ],
        "defender_roles": [
          "CB",
          "CB"
        ],
        "def_skill_quality_avg": 0.539,
        "duel_zone": "Striker vs Two Centre Backs — 1v2 Aerial/Physical Battle",
        "numerical_situation": "1v2",
        "duel_win_rate": 0.211,
        "xg_contribution": 0.3538,
        "shots_in_zone": 2.2,
        "dribbles_attempted": 2,
        "dribbles_successful": 0.4,
        "aerial_duels": 3,
        "aerial_won": 1.8,
        "crosses_in_zone": 0.0,
        "fouls_drawn": 1.5,
        "pressing_intensity_on_attacker": "LOW",
        "defender_stats": [
          {
            "player": "Johan Mojica",
            "role": "CB",
            "market_value": 1400000,
            "tackles_attempted": 1.0,
            "tackles_won": 1.0,
            "fouls_committed": 0.6,
            "interceptions_in_zone": 0.7,
            "clearances_in_zone": 0.6,
            "aerial_duels_won": 0.6,
            "defensive_success_rate": 0.789
          },
          {
            "player": "Jhon Lucumí",
            "role": "CB",
            "market_value": 23000000,
            "tackles_attempted": 1.1,
            "tackles_won": 1.2,
            "fouls_committed": 0.5,
            "interceptions_in_zone": 1.1,
            "clearances_in_zone": 0.9,
            "aerial_duels_won": 0.6,
            "defensive_success_rate": 0.789
          }
        ],
        "duel_analysis": "Breel Embolo (ST) is heavily outmatched defensively against Johan Mojica and Jhon Lucumí in a 2-defender block. Duel win probability: 21%.  Projected xG contribution: 0.354 — with very limited chance creation expected."
      },
      {
        "attacker": "Johan Manzambi",
        "attacker_role": "CDM",
        "attacker_market_value": 54000000,
        "attacker_height": 182,
        "attacker_skill_quality": 0.837,
        "defenders": [
          "Luis Díaz"
        ],
        "defender_roles": [
          "CM"
        ],
        "def_skill_quality_avg": 0.878,
        "duel_zone": "Holding Mid vs Central Mid — Midfield Anchor Duel",
        "numerical_situation": "1v1",
        "duel_win_rate": 0.398,
        "xg_contribution": 0.1501,
        "shots_in_zone": 1.0,
        "dribbles_attempted": 2,
        "dribbles_successful": 0.7,
        "aerial_duels": 2,
        "aerial_won": 1.1,
        "crosses_in_zone": 0.0,
        "fouls_drawn": 1.5,
        "pressing_intensity_on_attacker": "ULTRA_HIGH",
        "defender_stats": [
          {
            "player": "Luis Díaz",
            "role": "CM",
            "market_value": 76000000,
            "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": 0.602
          }
        ],
        "duel_analysis": "Johan Manzambi (CDM) faces tough defensive resistance against Luis Díaz in a direct 1v1 contest. Duel win probability: 40%. The quality gap is significant (€54M vs €76M avg). Projected xG contribution: 0.150 — and is restricted in space and time on the ball."
      }
    ],
    "away_attacking_duels": [
      {
        "attacker": "Luis Javier Suárez",
        "attacker_role": "LW",
        "attacker_market_value": 27000000,
        "attacker_height": 185,
        "attacker_skill_quality": 0.694,
        "defenders": [
          "Remo Freuler"
        ],
        "defender_roles": [
          "RB"
        ],
        "def_skill_quality_avg": 0.439,
        "duel_zone": "Left Wing vs Right Back — Flank Battle",
        "numerical_situation": "1v1",
        "duel_win_rate": 0.611,
        "xg_contribution": 0.2101,
        "shots_in_zone": 2.2,
        "dribbles_attempted": 4,
        "dribbles_successful": 2.2,
        "aerial_duels": 2,
        "aerial_won": 1.2,
        "crosses_in_zone": 2.3,
        "fouls_drawn": 1.1,
        "pressing_intensity_on_attacker": "LOW",
        "defender_stats": [
          {
            "player": "Remo Freuler",
            "role": "RB",
            "market_value": 3100000,
            "tackles_attempted": 1.9,
            "tackles_won": 1.3,
            "fouls_committed": 0.6,
            "interceptions_in_zone": 0.7,
            "clearances_in_zone": 0.6,
            "aerial_duels_won": 0.8,
            "defensive_success_rate": 0.389
          }
        ],
        "duel_analysis": "Luis Javier Suárez (LW) has a clear attacking advantage against Remo Freuler in a direct 1v1 contest. Duel win probability: 61%. The quality gap is significant (€27M vs €3M avg). Projected xG contribution: 0.210 — and projects to generate high-quality chances."
      },
      {
        "attacker": "Jefferson Lerma",
        "attacker_role": "RW",
        "attacker_market_value": 5500000,
        "attacker_height": 179,
        "attacker_skill_quality": 0.468,
        "defenders": [
          "Ricardo Rodríguez"
        ],
        "defender_roles": [
          "LB"
        ],
        "def_skill_quality_avg": 0.419,
        "duel_zone": "Right Wing vs Left Back — Flank Battle",
        "numerical_situation": "1v1",
        "duel_win_rate": 0.49,
        "xg_contribution": 0.2199,
        "shots_in_zone": 2.0,
        "dribbles_attempted": 3,
        "dribbles_successful": 1.3,
        "aerial_duels": 2,
        "aerial_won": 1.0,
        "crosses_in_zone": 1.9,
        "fouls_drawn": 1.1,
        "pressing_intensity_on_attacker": "LOW",
        "defender_stats": [
          {
            "player": "Ricardo Rodríguez",
            "role": "LB",
            "market_value": 1500000,
            "tackles_attempted": 1.9,
            "tackles_won": 1.5,
            "fouls_committed": 0.6,
            "interceptions_in_zone": 0.7,
            "clearances_in_zone": 0.6,
            "aerial_duels_won": 1.0,
            "defensive_success_rate": 0.51
          }
        ],
        "duel_analysis": "Jefferson Lerma (RW) is evenly matched against Ricardo Rodríguez in a direct 1v1 contest. Duel win probability: 49%.  Projected xG contribution: 0.220 — with neither side clearly dominant."
      },
      {
        "attacker": "James Rodríguez",
        "attacker_role": "ST",
        "attacker_market_value": 1500000,
        "attacker_height": 180,
        "attacker_skill_quality": 0.419,
        "defenders": [
          "Manuel Akanji",
          "Nico Elvedi"
        ],
        "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": 0.18,
        "xg_contribution": 0.0441,
        "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": "LOW",
        "defender_stats": [
          {
            "player": "Manuel Akanji",
            "role": "CB",
            "market_value": 15500000,
            "tackles_attempted": 1.0,
            "tackles_won": 1.2,
            "fouls_committed": 0.5,
            "interceptions_in_zone": 0.9,
            "clearances_in_zone": 0.8,
            "aerial_duels_won": 0.7,
            "defensive_success_rate": 0.82
          },
          {
            "player": "Nico Elvedi",
            "role": "CB",
            "market_value": 7300000,
            "tackles_attempted": 1.0,
            "tackles_won": 1.1,
            "fouls_committed": 0.6,
            "interceptions_in_zone": 0.8,
            "clearances_in_zone": 0.7,
            "aerial_duels_won": 0.7,
            "defensive_success_rate": 0.82
          }
        ],
        "duel_analysis": "James Rodríguez (ST) is heavily outmatched defensively against Manuel Akanji and Nico Elvedi in a 2-defender block. Duel win probability: 18%.  Projected xG contribution: 0.044 — with very limited chance creation expected."
      },
      {
        "attacker": "Daniel Muñoz",
        "attacker_role": "CDM",
        "attacker_market_value": 23000000,
        "attacker_height": 183,
        "attacker_skill_quality": 0.66,
        "defenders": [
          "Johan Manzambi"
        ],
        "defender_roles": [
          "CDM"
        ],
        "def_skill_quality_avg": 0.837,
        "duel_zone": "CDM vs CDM",
        "numerical_situation": "1v1",
        "duel_win_rate": 0.344,
        "xg_contribution": 0.0525,
        "shots_in_zone": 0.9,
        "dribbles_attempted": 2,
        "dribbles_successful": 0.6,
        "aerial_duels": 2,
        "aerial_won": 1.1,
        "crosses_in_zone": 0.0,
        "fouls_drawn": 1.4,
        "pressing_intensity_on_attacker": "ULTRA_HIGH",
        "defender_stats": [
          {
            "player": "Johan Manzambi",
            "role": "CDM",
            "market_value": 54000000,
            "tackles_attempted": 2.3,
            "tackles_won": 2.2,
            "fouls_committed": 0.4,
            "interceptions_in_zone": 1.3,
            "clearances_in_zone": 0.5,
            "aerial_duels_won": 0.9,
            "defensive_success_rate": 0.656
          }
        ],
        "duel_analysis": "Daniel Muñoz (CDM) faces tough defensive resistance against Johan Manzambi in a direct 1v1 contest. Duel win probability: 34%. The quality gap is significant (€23M vs €54M avg). Projected xG contribution: 0.053 — and is restricted in space and time on the ball."
      },
      {
        "attacker": "Luis Díaz",
        "attacker_role": "CM",
        "attacker_market_value": 76000000,
        "attacker_height": 178,
        "attacker_skill_quality": 0.878,
        "defenders": [
          "Johan Manzambi"
        ],
        "defender_roles": [
          "CDM"
        ],
        "def_skill_quality_avg": 0.837,
        "duel_zone": "Central Mid vs Defensive Mid — Pressing/Creation Duel",
        "numerical_situation": "1v1",
        "duel_win_rate": 0.452,
        "xg_contribution": 0.275,
        "shots_in_zone": 1.7,
        "dribbles_attempted": 3,
        "dribbles_successful": 1.2,
        "aerial_duels": 2,
        "aerial_won": 1.0,
        "crosses_in_zone": 0.0,
        "fouls_drawn": 1.4,
        "pressing_intensity_on_attacker": "ULTRA_HIGH",
        "defender_stats": [
          {
            "player": "Johan Manzambi",
            "role": "CDM",
            "market_value": 54000000,
            "tackles_attempted": 2.3,
            "tackles_won": 1.9,
            "fouls_committed": 0.4,
            "interceptions_in_zone": 1.3,
            "clearances_in_zone": 0.5,
            "aerial_duels_won": 1.0,
            "defensive_success_rate": 0.548
          }
        ],
        "duel_analysis": "Luis Díaz (CM) is evenly matched against Johan Manzambi in a direct 1v1 contest. Duel win probability: 45%. The quality gap is significant (€76M vs €54M avg). Projected xG contribution: 0.275 — with neither side clearly dominant."
      }
    ],
    "midfield_battle": {
      "home_midfield_power": 0.696,
      "away_midfield_power": 0.666,
      "home_creative_power": 0.596,
      "away_creative_power": 0.6,
      "home_defensive_power": 0.727,
      "away_defensive_power": 0.451,
      "home_dominance_ratio": 0.511,
      "home_midfield_count": 6,
      "away_midfield_count": 6,
      "home_midfield_players": [
        "Rubén Vargas",
        "Johan Manzambi",
        "Dan Ndoye",
        "Granit Xhaka",
        "Remo Freuler",
        "Denis Zakaria"
      ],
      "away_midfield_players": [
        "James Rodríguez",
        "Jefferson Lerma",
        "Jhon Arias",
        "Gustavo Puerta",
        "Daniel Muñoz",
        "Luis Díaz"
      ],
      "possession_advantage": "neutral",
      "estimated_possession_home_pct": 51.6,
      "estimated_possession_away_pct": 48.4,
      "home_pressing_actions_per_90": 8.2,
      "away_pressing_actions_per_90": 6.8,
      "home_key_passes_projected": 5.1,
      "away_key_passes_projected": 5.1,
      "home_throughball_threat": 2.4,
      "away_throughball_threat": 2.4,
      "key_personal_duel": "Johan Manzambi vs Luis Díaz",
      "midfield_lambda_factor_home": 1.012,
      "midfield_lambda_factor_away": 0.991
    },
    "formation_analysis": {
      "home_formation": "4-2-3-1",
      "away_formation": "4-3-3",
      "home_tactical_bonus": -0.01,
      "away_tactical_bonus": 0.03,
      "formation_verdict": "Tactical parity between 4-2-3-1 and 4-3-3. Match outcome driven primarily by individual player quality."
    },
    "home_lambda": 1.308,
    "away_lambda": 1.02,
    "home_top_threat_zones": [
      "Striker vs Two Centre Backs — 1v2 Aerial/Physical Battle",
      "Attacking Mid vs Single Holding Mid — Space Creator Duel"
    ],
    "away_top_threat_zones": [
      "Central Mid vs Defensive Mid — Pressing/Creation Duel",
      "Right Wing vs Left Back — Flank Battle"
    ],
    "home_player_antagonists": {
      "Rubén Vargas": {
        "opponents": [
          "Gustavo Puerta"
        ],
        "primary_zone": "Left Wing vs Right Back — Flank Battle",
        "source": "attacking_duel, midfield_pairing"
      },
      "Granit Xhaka": {
        "opponents": [
          "Davinson Sánchez",
          "James Rodríguez"
        ],
        "primary_zone": "Right Wing vs Left Back — Flank Battle",
        "source": "attacking_duel, midfield_pairing"
      },
      "Dan Ndoye": {
        "opponents": [
          "Daniel Muñoz"
        ],
        "primary_zone": "Attacking Mid vs Single Holding Mid — Space Creator Duel",
        "source": "attacking_duel, midfield_pairing"
      },
      "Breel Embolo": {
        "opponents": [
          "Johan Mojica",
          "Jhon Lucumí"
        ],
        "primary_zone": "Striker vs Two Centre Backs — 1v2 Aerial/Physical Battle",
        "source": "attacking_duel"
      },
      "Johan Manzambi": {
        "opponents": [
          "Luis Díaz",
          "Daniel Muñoz"
        ],
        "primary_zone": "Holding Mid vs Central Mid — Midfield Anchor Duel",
        "source": "attacking_duel, defensive_duel, midfield_pairing"
      },
      "Remo Freuler": {
        "opponents": [
          "Luis Javier Suárez",
          "Jefferson Lerma"
        ],
        "primary_zone": "Left Wing vs Right Back — Flank Battle",
        "source": "defensive_duel, midfield_pairing"
      },
      "Ricardo Rodríguez": {
        "opponents": [
          "Jefferson Lerma"
        ],
        "primary_zone": "Right Wing vs Left Back — Flank Battle",
        "source": "defensive_duel"
      },
      "Manuel Akanji": {
        "opponents": [
          "James Rodríguez"
        ],
        "primary_zone": "Striker vs Two Centre Backs — 1v2 Aerial/Physical Battle",
        "source": "defensive_duel"
      },
      "Nico Elvedi": {
        "opponents": [
          "James Rodríguez"
        ],
        "primary_zone": "Striker vs Two Centre Backs — 1v2 Aerial/Physical Battle",
        "source": "defensive_duel"
      },
      "Denis Zakaria": {
        "opponents": [
          "Jhon Arias"
        ],
        "primary_zone": "Midfield lane",
        "source": "midfield_pairing"
      },
      "Gregor Kobel": {
        "opponents": [
          "Luis Javier Suárez",
          "Luis Díaz"
        ],
        "primary_zone": "Shape fallback",
        "source": "formation_fallback"
      }
    },
    "away_player_antagonists": {
      "Gustavo Puerta": {
        "opponents": [
          "Rubén Vargas"
        ],
        "primary_zone": "Left Wing vs Right Back — Flank Battle",
        "source": "defensive_duel, midfield_pairing"
      },
      "Davinson Sánchez": {
        "opponents": [
          "Granit Xhaka"
        ],
        "primary_zone": "Right Wing vs Left Back — Flank Battle",
        "source": "defensive_duel"
      },
      "Daniel Muñoz": {
        "opponents": [
          "Dan Ndoye",
          "Johan Manzambi"
        ],
        "primary_zone": "Attacking Mid vs Single Holding Mid — Space Creator Duel",
        "source": "defensive_duel, attacking_duel, midfield_pairing"
      },
      "Johan Mojica": {
        "opponents": [
          "Breel Embolo"
        ],
        "primary_zone": "Striker vs Two Centre Backs — 1v2 Aerial/Physical Battle",
        "source": "defensive_duel"
      },
      "Jhon Lucumí": {
        "opponents": [
          "Breel Embolo"
        ],
        "primary_zone": "Striker vs Two Centre Backs — 1v2 Aerial/Physical Battle",
        "source": "defensive_duel"
      },
      "Luis Díaz": {
        "opponents": [
          "Johan Manzambi"
        ],
        "primary_zone": "Holding Mid vs Central Mid — Midfield Anchor Duel",
        "source": "defensive_duel, attacking_duel, midfield_pairing"
      },
      "Luis Javier Suárez": {
        "opponents": [
          "Remo Freuler"
        ],
        "primary_zone": "Left Wing vs Right Back — Flank Battle",
        "source": "attacking_duel"
      },
      "Jefferson Lerma": {
        "opponents": [
          "Ricardo Rodríguez",
          "Remo Freuler"
        ],
        "primary_zone": "Right Wing vs Left Back — Flank Battle",
        "source": "attacking_duel, midfield_pairing"
      },
      "James Rodríguez": {
        "opponents": [
          "Manuel Akanji",
          "Nico Elvedi",
          "Granit Xhaka"
        ],
        "primary_zone": "Striker vs Two Centre Backs — 1v2 Aerial/Physical Battle",
        "source": "attacking_duel, midfield_pairing"
      },
      "Jhon Arias": {
        "opponents": [
          "Denis Zakaria"
        ],
        "primary_zone": "Midfield lane",
        "source": "midfield_pairing"
      },
      "Camilo Vargas": {
        "opponents": [
          "Breel Embolo",
          "Dan Ndoye"
        ],
        "primary_zone": "Shape fallback",
        "source": "formation_fallback"
      }
    },
    "key_tactical_insight": "Midfield is evenly contested — Johan Manzambi vs Luis Díaz will be the pivotal duel. Total antagonist xG — Home: 1.11, Away: 0.80. Home danger zone: Striker vs Two Centre Backs — 1v2 Aerial/Physical Battle. Away danger zone: Central Mid vs Defensive Mid — Pressing/Creation Duel.",
    "lambda_factors": {
      "home_gk_opposition_factor": 1.0236,
      "away_gk_opposition_factor": 0.8678,
      "home_set_piece_bonus": 0.1007,
      "away_set_piece_bonus": 0.0757,
      "home_defensive_solidity_vs": 0.9805,
      "away_defensive_solidity_vs": 0.997,
      "home_midfield_factor": 1.012,
      "away_midfield_factor": 0.991,
      "stage_discount": 1.0,
      "quality_gap_applied": false,
      "home_avg_quality": 0.5784,
      "away_avg_quality": 0.5913,
      "avg_quality_gap": -0.0129,
      "squad_value_gap_log": -0.1486,
      "top5_value_gap_log": -0.1563,
      "attack_value_gap_log": -0.0765,
      "elite_count_gap": 0,
      "combined_quality_gap": -0.0292,
      "stronger_lambda_boost": 0.0,
      "weaker_lambda_suppression": 0.0,
      "home_bench_lambda_bonus": 0.0202,
      "away_bench_lambda_bonus": 0.0977,
      "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": 1.308,
      "pre_competitive_floor_away_lambda": 1.014,
      "pre_calibration_home_lambda": 1.3082,
      "pre_calibration_away_lambda": 1.0137,
      "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": 1.308,
      "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": "2026-07-07T13:31:16Z"
}