{
  "match_info": {
    "home_team": "England",
    "away_team": "Ghana",
    "tournament": "FIFA World Cup",
    "date": "20260623",
    "timezone": "America/New_York",
    "home_formation": "4-2-3-1",
    "away_formation": "4-4-1-1"
  },
  "prediction": {
    "most_likely_score": "3-0",
    "home_goals": 3,
    "away_goals": 0,
    "most_likely_score_probability": 0.1087,
    "top_5_scorelines": [
      {
        "score": "3-0",
        "probability": 0.1087
      },
      {
        "score": "2-0",
        "probability": 0.0962
      },
      {
        "score": "4-0",
        "probability": 0.092
      },
      {
        "score": "3-1",
        "probability": 0.0764
      },
      {
        "score": "2-1",
        "probability": 0.0676
      }
    ],
    "scoreline_probabilities": {
      "0-0": 0.0168,
      "0-1": 0.0118,
      "0-2": 0.0041,
      "0-3": 0.001,
      "1-0": 0.0568,
      "1-1": 0.0399,
      "1-2": 0.014,
      "1-3": 0.0033,
      "1-4": 0.0006,
      "2-0": 0.0962,
      "2-1": 0.0676,
      "2-2": 0.0238,
      "2-3": 0.0056,
      "2-4": 0.001,
      "3-0": 0.1087,
      "3-1": 0.0764,
      "3-2": 0.0269,
      "3-3": 0.0063,
      "3-4": 0.0011,
      "4-0": 0.092,
      "4-1": 0.0647,
      "4-2": 0.0227,
      "4-3": 0.0053,
      "4-4": 0.0009,
      "5-0": 0.0624,
      "5-1": 0.0438,
      "5-2": 0.0154,
      "5-3": 0.0036,
      "5-4": 0.0006,
      "6-0": 0.0352,
      "6-1": 0.0248,
      "6-2": 0.0087,
      "6-3": 0.002,
      "7-0": 0.017,
      "7-1": 0.012,
      "7-2": 0.0042,
      "7-3": 0.001,
      "8-0": 0.0072,
      "8-1": 0.0051,
      "8-2": 0.0018,
      "9-0": 0.0027,
      "9-1": 0.0019,
      "9-2": 0.0007
    },
    "outcome": {
      "home_win": 0.8689,
      "draw": 0.0878,
      "away_win": 0.0432
    },
    "markets": {
      "over_2_5_goals": 0.7743,
      "under_2_5_goals": 0.2257,
      "btts_yes": 0.4878,
      "btts_no": 0.5122,
      "home_clean_sheet": 0.4951,
      "away_clean_sheet": 0.0339
    },
    "home_ratings": {
      "DR": 85.96,
      "MCR": 93.16,
      "ATR": 91.43,
      "GK": 90.23
    },
    "away_ratings": {
      "DR": 82.67,
      "MCR": 82.65,
      "ATR": 80.91,
      "GK": 87.1
    },
    "insights": {
      "summary": "Antagonist matchup analysis for England vs Ghana. Most likely scoreline: 3-0. Lambdas derived from 4 home and 5 away individual player duels.",
      "key_player": "Projected scorer(s): Harry Kane (2), Jude Bellingham",
      "tactical_analysis": "Tactical parity between 4-2-3-1 and 4-4-1-1. Match outcome driven primarily by individual player quality. Home midfield dominates with ~54% possession expected (Jude Bellingham vs Antoine Semenyo). Total antagonist xG — Home: 1.15, Away: 1.21. Home danger zone: Striker vs Two Centre Backs — 1v2 Aerial/Physical Battle. Away danger zone: Right Mid vs Left Back — Wide Channel."
    },
    "confidence": 0.91,
    "home_lambda": 3.388,
    "away_lambda": 0.703
  },
  "pregame_baseline": {
    "fair_win_probability": {
      "home_win": 0.8689,
      "draw": 0.0878,
      "away_win": 0.0432
    },
    "favorite": "England",
    "favorite_win_probability": 0.8689,
    "fair_spread": 2.685,
    "fair_total": 4.091,
    "prop_estimates": [
      {
        "market": "team_total_goals",
        "selection": "England",
        "estimate": 3.388,
        "probability": null,
        "unit": "goals"
      },
      {
        "market": "team_total_goals",
        "selection": "Ghana",
        "estimate": 0.703,
        "probability": null,
        "unit": "goals"
      },
      {
        "market": "over_2_5_goals",
        "selection": "yes",
        "estimate": 2.5,
        "probability": 0.7743,
        "unit": "probability"
      },
      {
        "market": "both_teams_to_score",
        "selection": "yes",
        "estimate": 1.0,
        "probability": 0.4878,
        "unit": "probability"
      },
      {
        "market": "clean_sheet",
        "selection": "England",
        "estimate": 1.0,
        "probability": 0.4951,
        "unit": "probability"
      },
      {
        "market": "clean_sheet",
        "selection": "Ghana",
        "estimate": 1.0,
        "probability": 0.0339,
        "unit": "probability"
      },
      {
        "market": "anytime_goal",
        "selection": "Harry Kane (England)",
        "estimate": 1.0754,
        "probability": 0.8175,
        "unit": "xG"
      },
      {
        "market": "anytime_goal",
        "selection": "Caleb Yirenkyi (Ghana)",
        "estimate": 0.4231,
        "probability": 0.0,
        "unit": "xG"
      },
      {
        "market": "assist",
        "selection": "Noni Madueke (England)",
        "estimate": 0.3162,
        "probability": 0.1553,
        "unit": "xA"
      },
      {
        "market": "assist",
        "selection": "Jordan Ayew (Ghana)",
        "estimate": 0.1454,
        "probability": 0.0,
        "unit": "xA"
      }
    ],
    "expected_pace": {
      "tempo": "high",
      "expected_total_goals": 4.091,
      "expected_total_shots": 28,
      "expected_total_passes": 826,
      "expected_pressing_actions_per_90": 17.1,
      "possession_home_pct": 53.5,
      "possession_away_pct": 46.5,
      "notes": "England projects to control midfield possession"
    },
    "expected_game_script": {
      "favorite": "England",
      "favorite_win_probability": 0.8689,
      "script": "England is the fair winner side, but the baseline remains favorite-led: fair spread +2.69 goals and fair total 4.09.",
      "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; Ghana must keep the match inside one goal.",
      "late_game": "A England lead likely shifts toward control and counters; a draw state keeps set pieces and transition chances live."
    },
    "key_matchup_thesis": "Ghana chance creation leans on Caleb Yirenkyi against John Stones in Right Mid vs Left Back — Wide Channel; England projects to control midfield possession.",
    "expected_rotation_usage_behavior": [
      "England: starters carry the main goal usage through Harry Kane (2), Jude Bellingham; bench watchlist: Bukayo Saka, Morgan Rogers, Kobbie Mainoo.",
      "Ghana: starters carry the main goal usage through the highest xG attackers; bench watchlist: Abdul Fatawu Issahaku, Kamaldeen Sulemana, Brandon Thomas-Asante.",
      "Assist usage should flow through Declan Rice; late lineup changes should re-score these allocations."
    ],
    "pregame_play_by_play": [
      "0-15: England 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 2.05 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 Ghana is chasing, transition and set-piece volume become the primary live deviation signal."
    ],
    "invalidation_triggers": [
      "Early red card, injury, or goalkeeper change for England.",
      "Ghana 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": {
    "England": {
      "formation": "4-2-3-1",
      "players": {
        "Harry Kane": {
          "player_id": 108579,
          "position": "F",
          "position_depth": "F",
          "is_starter": true,
          "shirt_number": 9,
          "height": 188,
          "market_value": 65000000,
          "stats": {
            "expected_goals": 1.0754,
            "goal_rate": 1.7461,
            "goals": 2,
            "shots_on_target": 2,
            "expected_assists": 0.0841,
            "key_pass": 2,
            "rating": 97.2545,
            "minutes": 91,
            "total_shots": 3,
            "duels_won": 4,
            "aerial_won": 2,
            "total_pass": 23,
            "accurate_pass": 16,
            "total_long_balls": 4,
            "accurate_long_balls": 2,
            "total_opp_half_passes": 22,
            "accurate_opp_half_passes": 16,
            "crosses_total": 1,
            "crosses_accurate": 1,
            "touches": 42,
            "possession_lost": 10.1012,
            "dispossessed": 1.1088,
            "duels_lost": 4,
            "aerial_lost": 2,
            "total_contest": 2,
            "won_contest": 2,
            "ball_recovery": 2,
            "challenges_lost": 1,
            "fouls": 1,
            "fouls_drawn": 2,
            "assists": 0,
            "shots_off_target": 3,
            "interceptions": 1,
            "tackles_won": 1,
            "tackles": 1,
            "clearances": 1,
            "blocks": 1,
            "big_chances_created": 1,
            "big_chances_missed": 1,
            "xgot": 0.9757,
            "offsides": 1,
            "ball_carries": 12,
            "total_progression": 24,
            "progressive_carries": 1,
            "dribbles_attempted": 2,
            "dribbles_successful": 0.6,
            "crosses_attempted": 0.0,
            "duel_win_rate": 0.363,
            "pressing_faced": "LOW",
            "matchup_zone": "Striker vs Two Centre Backs — 1v2 Aerial/Physical Battle",
            "numerical_situation": "1v2",
            "opponent_defenders": "Jerome Opoku, Jonas Adjei Adjetey",
            "opponent_faced": "Jerome Opoku, Jonas Adjei Adjetey",
            "antagonist_source": "attacking_duel",
            "projected_goals": 2,
            "goal_probability": 0.8175,
            "projected_assists": 0,
            "assist_probability": 0.1239,
            "fifa_overall": 89.0
          },
          "latest_10_games": [
            {
              "match_id": 15186504,
              "match_date": "2026-06-17",
              "home_team": "England",
              "away_team": "Croatia",
              "team_side": "home",
              "is_starting_11": 1,
              "team": "England",
              "opponent": "Croatia",
              "stats": {
                "minutes": 90,
                "rating": 8.3,
                "goal_rate": 2.0,
                "goals": 2,
                "assists": 0,
                "expected_goals": 1.0252,
                "expected_assists": 0.0369,
                "total_shots": 7,
                "shots_on_target": 3,
                "shots_off_target": 3,
                "total_pass": 21,
                "accurate_pass": 14,
                "key_pass": 2,
                "tackles": 1,
                "tackles_won": 1,
                "clearances": 1,
                "aerial_won": 2,
                "duels_won": 4,
                "ball_recovery": 1
              },
              "has_player_stats": true,
              "league_name": "FIFA World Cup",
              "league_id": "16",
              "league_slug": "world-championship",
              "league_country": "World",
              "season_id": "58210",
              "season_name": "World Cup 2026",
              "season_year": "2026"
            },
            {
              "match_id": 14065556,
              "match_date": "2026-05-16",
              "home_team": "FC Bayern München",
              "away_team": "1. FC Köln",
              "team_side": "home",
              "is_starting_11": 1,
              "team": "FC Bayern München",
              "opponent": "1. FC Köln",
              "stats": {
                "minutes": 90,
                "rating": 10.0,
                "goal_rate": 3.0,
                "goals": 3,
                "assists": 0,
                "expected_goals": 0.6528,
                "expected_assists": 0.0855,
                "total_shots": 5,
                "shots_on_target": 3,
                "shots_off_target": 1,
                "total_pass": 19,
                "accurate_pass": 16,
                "key_pass": 1,
                "tackles": 1,
                "tackles_won": 1,
                "interceptions": 1,
                "duels_won": 2,
                "ball_recovery": 4
              },
              "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": 14065251,
              "match_date": "2026-05-09",
              "home_team": "VfL Wolfsburg",
              "away_team": "FC Bayern München",
              "team_side": "away",
              "is_starting_11": 1,
              "team": "FC Bayern München",
              "opponent": "VfL Wolfsburg",
              "stats": {
                "minutes": 90,
                "rating": 5.8,
                "assists": 0,
                "expected_goals": 0.9184,
                "expected_assists": 0.1077,
                "total_shots": 3,
                "shots_on_target": 1,
                "shots_off_target": 1,
                "total_pass": 26,
                "accurate_pass": 20,
                "key_pass": 1,
                "tackles": 1,
                "clearances": 1,
                "aerial_won": 1,
                "duels_won": 3,
                "ball_recovery": 3
              },
              "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": 15632634,
              "match_date": "2026-05-06",
              "home_team": "FC Bayern München",
              "away_team": "Paris Saint-Germain",
              "team_side": "home",
              "is_starting_11": 1,
              "team": "FC Bayern München",
              "opponent": "Paris Saint-Germain",
              "stats": {
                "minutes": 90,
                "rating": 7.8,
                "goal_rate": 1.0,
                "goals": 1,
                "assists": 0,
                "expected_goals": 0.2168,
                "expected_assists": 0.0233,
                "total_shots": 3,
                "shots_on_target": 1,
                "total_pass": 29,
                "accurate_pass": 19,
                "key_pass": 1,
                "clearances": 2,
                "aerial_won": 4,
                "duels_won": 8,
                "ball_recovery": 1
              },
              "has_player_stats": true,
              "league_name": "UEFA Champions League",
              "league_id": "7",
              "league_slug": "uefa-champions-league",
              "league_country": "Europe",
              "season_id": "76953",
              "season_name": "UEFA Champions League 25/26",
              "season_year": "25/26"
            },
            {
              "match_id": 14065232,
              "match_date": "2026-05-02",
              "home_team": "FC Bayern München",
              "away_team": "1. FC Heidenheim",
              "team_side": "home",
              "is_starting_11": 0,
              "team": "FC Bayern München",
              "opponent": "1. FC Heidenheim",
              "stats": {
                "minutes": 45,
                "rating": 6.6,
                "assists": 0,
                "expected_assists": 0.2572,
                "total_shots": 0,
                "total_pass": 10,
                "accurate_pass": 8,
                "key_pass": 1,
                "clearances": 1
              },
              "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": 15632632,
              "match_date": "2026-04-28",
              "home_team": "Paris Saint-Germain",
              "away_team": "FC Bayern München",
              "team_side": "away",
              "is_starting_11": 1,
              "team": "FC Bayern München",
              "opponent": "Paris Saint-Germain",
              "stats": {
                "minutes": 90,
                "rating": 8.0,
                "goal_rate": 1.0,
                "goals": 1,
                "assists": 1,
                "expected_goals": 1.059,
                "expected_assists": 0.4844,
                "total_shots": 3,
                "shots_on_target": 3,
                "total_pass": 28,
                "accurate_pass": 23,
                "key_pass": 2,
                "tackles": 1,
                "tackles_won": 1,
                "aerial_won": 3,
                "duels_won": 8,
                "ball_recovery": 2
              },
              "has_player_stats": true,
              "league_name": "UEFA Champions League",
              "league_id": "7",
              "league_slug": "uefa-champions-league",
              "league_country": "Europe",
              "season_id": "76953",
              "season_name": "UEFA Champions League 25/26",
              "season_year": "25/26"
            },
            {
              "match_id": 15632088,
              "match_date": "2026-04-15",
              "home_team": "FC Bayern München",
              "away_team": "Real Madrid",
              "team_side": "home",
              "is_starting_11": 1,
              "team": "FC Bayern München",
              "opponent": "Real Madrid",
              "stats": {
                "minutes": 90,
                "rating": 8.0,
                "goal_rate": 1.0,
                "goals": 1,
                "assists": 1,
                "expected_goals": 0.2777,
                "expected_assists": 0.1329,
                "total_shots": 3,
                "shots_on_target": 2,
                "shots_off_target": 1,
                "total_pass": 29,
                "accurate_pass": 23,
                "key_pass": 3,
                "interceptions": 1,
                "aerial_won": 1,
                "duels_won": 3,
                "ball_recovery": 5
              },
              "has_player_stats": true,
              "league_name": "UEFA Champions League",
              "league_id": "7",
              "league_slug": "uefa-champions-league",
              "league_country": "Europe",
              "season_id": "76953",
              "season_name": "UEFA Champions League 25/26",
              "season_year": "25/26"
            },
            {
              "match_id": 15632084,
              "match_date": "2026-04-07",
              "home_team": "Real Madrid",
              "away_team": "FC Bayern München",
              "team_side": "away",
              "is_starting_11": 1,
              "team": "FC Bayern München",
              "opponent": "Real Madrid",
              "stats": {
                "minutes": 90,
                "rating": 7.8,
                "goal_rate": 1.0,
                "goals": 1,
                "assists": 0,
                "expected_goals": 0.1766,
                "expected_assists": 0.8646,
                "total_shots": 3,
                "shots_on_target": 1,
                "shots_off_target": 1,
                "total_pass": 22,
                "accurate_pass": 17,
                "key_pass": 1,
                "tackles": 1,
                "tackles_won": 1,
                "interceptions": 1,
                "clearances": 2,
                "duels_won": 3,
                "ball_recovery": 2
              },
              "has_player_stats": true,
              "league_name": "UEFA Champions League",
              "league_id": "7",
              "league_slug": "uefa-champions-league",
              "league_country": "Europe",
              "season_id": "76953",
              "season_name": "UEFA Champions League 25/26",
              "season_year": "25/26"
            },
            {
              "match_id": 15631371,
              "match_date": "2026-03-18",
              "home_team": "FC Bayern München",
              "away_team": "Atalanta",
              "team_side": "home",
              "is_starting_11": 1,
              "team": "FC Bayern München",
              "opponent": "Atalanta",
              "stats": {
                "minutes": 72,
                "rating": 9.1,
                "goal_rate": 2.0,
                "goals": 2,
                "assists": 0,
                "expected_goals": 0.9926,
                "expected_assists": 0.1215,
                "total_shots": 5,
                "shots_on_target": 2,
                "total_pass": 43,
                "accurate_pass": 35,
                "key_pass": 2,
                "duels_won": 4,
                "ball_recovery": 3
              },
              "has_player_stats": true,
              "league_name": "UEFA Champions League",
              "league_id": "7",
              "league_slug": "uefa-champions-league",
              "league_country": "Europe",
              "season_id": "76953",
              "season_name": "UEFA Champions League 25/26",
              "season_year": "25/26"
            }
          ],
          "ranking": {
            "global_player_rank": 14,
            "combined_rank_score": 26.0,
            "ranking_source": "sofascore_plus_fifa_csv",
            "ranking_status": "combined",
            "sofascore_rank": 29.0,
            "sofascore_rating": 7.9308,
            "sofascore_appearances": 13.0,
            "fifa_rank": 23.0,
            "fifa_overall": 89.0,
            "fifa_source": "EA SPORTS FC official ratings",
            "match_squad_rank": 10,
            "squad_role": "starter",
            "projected_match_rating": 8.2545,
            "source_file": "data/player_rankings.csv",
            "player_name": "Harry Kane",
            "ranking_neighbors": {
              "upper": [
                {
                  "player_name": "James Rodríguez",
                  "ranking": 9
                },
                {
                  "player_name": "Memphis Depay",
                  "ranking": 10
                },
                {
                  "player_name": "Gustavo Henrique",
                  "ranking": 11
                },
                {
                  "player_name": "Alejandro Grimaldo",
                  "ranking": 12
                },
                {
                  "player_name": "Virgil van Dijk",
                  "ranking": 13
                }
              ],
              "lower": [
                {
                  "player_name": "Joshua Kimmich",
                  "ranking": 15
                },
                {
                  "player_name": "Vini Jr.",
                  "ranking": 16
                },
                {
                  "player_name": "Florian Wirtz",
                  "ranking": 17
                },
                {
                  "player_name": "Danijel Petković",
                  "ranking": 18
                },
                {
                  "player_name": "Angel Fortuno",
                  "ranking": 19
                }
              ]
            }
          }
        },
        "Anthony Gordon": {
          "player_id": 914902,
          "position": "F",
          "position_depth": "F",
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              "league_id": "16",
              "league_slug": "world-championship",
              "league_country": "World",
              "season_id": "58210",
              "season_name": "World Cup 2026",
              "season_year": "2026"
            },
            {
              "match_id": 13980080,
              "match_date": "2026-05-22",
              "home_team": "Fiorentina",
              "away_team": "Atalanta",
              "team_side": "away",
              "is_starting_11": 1,
              "team": "Atalanta",
              "opponent": "Fiorentina",
              "stats": {
                "minutes": 81,
                "rating": 7.0,
                "assists": 0,
                "expected_goals": 0.1866,
                "expected_assists": 0.2932,
                "total_shots": 3,
                "shots_on_target": 1,
                "shots_off_target": 2,
                "total_pass": 39,
                "accurate_pass": 36,
                "key_pass": 2,
                "duels_won": 2,
                "ball_recovery": 2
              },
              "has_player_stats": true,
              "league_name": "Serie A",
              "league_id": "23",
              "league_slug": "serie-a",
              "league_country": "Italy",
              "season_id": "76457",
              "season_name": "Serie A 25/26",
              "season_year": "25/26"
            },
            {
              "match_id": 13980058,
              "match_date": "2026-05-17",
              "home_team": "Atalanta",
              "away_team": "Bologna",
              "team_side": "home",
              "is_starting_11": 0,
              "team": "Atalanta",
              "opponent": "Bologna",
              "stats": {
                "minutes": 26,
                "rating": 6.5,
                "assists": 0,
                "expected_goals": 0.0676,
                "expected_assists": 0.023,
                "total_shots": 1,
                "shots_off_target": 1,
                "total_pass": 7,
                "accurate_pass": 6,
                "key_pass": 1
              },
              "has_player_stats": true,
              "league_name": "Serie A",
              "league_id": "23",
              "league_slug": "serie-a",
              "league_country": "Italy",
              "season_id": "76457",
              "season_name": "Serie A 25/26",
              "season_year": "25/26"
            },
            {
              "match_id": 15631371,
              "match_date": "2026-03-18",
              "home_team": "FC Bayern München",
              "away_team": "Atalanta",
              "team_side": "away",
              "is_starting_11": 1,
              "team": "Atalanta",
              "opponent": "FC Bayern München",
              "stats": {
                "minutes": 71,
                "rating": 6.4,
                "assists": 0,
                "expected_goals": 0.1064,
                "expected_assists": 0.0029,
                "total_shots": 1,
                "shots_on_target": 1,
                "total_pass": 17,
                "accurate_pass": 13,
                "tackles": 1,
                "interceptions": 1,
                "clearances": 2,
                "aerial_won": 1,
                "duels_won": 4,
                "ball_recovery": 5
              },
              "has_player_stats": true,
              "league_name": "UEFA Champions League",
              "league_id": "7",
              "league_slug": "uefa-champions-league",
              "league_country": "Europe",
              "season_id": "76953",
              "season_name": "UEFA Champions League 25/26",
              "season_year": "25/26"
            },
            {
              "match_id": 15631361,
              "match_date": "2026-03-10",
              "home_team": "Atalanta",
              "away_team": "FC Bayern München",
              "team_side": "home",
              "is_starting_11": 1,
              "team": "Atalanta",
              "opponent": "FC Bayern München",
              "stats": {
                "minutes": 73,
                "rating": 6.2,
                "assists": 0,
                "expected_assists": 0.0109,
                "total_shots": 0,
                "total_pass": 16,
                "accurate_pass": 11,
                "tackles": 1,
                "clearances": 1,
                "duels_won": 4,
                "ball_recovery": 1
              },
              "has_player_stats": true,
              "league_name": "UEFA Champions League",
              "league_id": "7",
              "league_slug": "uefa-champions-league",
              "league_country": "Europe",
              "season_id": "76953",
              "season_name": "UEFA Champions League 25/26",
              "season_year": "25/26"
            }
          ],
          "ranking": {
            "global_player_rank": 18077,
            "combined_rank_score": 2493.0,
            "ranking_source": "sofascore_plus_fifa_csv",
            "ranking_status": "combined",
            "sofascore_rank": null,
            "sofascore_rating": null,
            "sofascore_appearances": 0.0,
            "fifa_rank": 4882.0,
            "fifa_overall": 71.0,
            "fifa_source": "EA SPORTS FC official ratings",
            "match_squad_rank": 3,
            "squad_role": "substitute",
            "projected_match_rating": 6.7741,
            "source_file": "data/player_rankings.csv",
            "player_name": "Kamaldeen Sulemana",
            "ranking_neighbors": {
              "upper": [
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                  "ranking": 18072
                },
                {
                  "player_name": "Rúben Vezo",
                  "ranking": 18073
                },
                {
                  "player_name": "Adama Camara",
                  "ranking": 18074
                },
                {
                  "player_name": "Eugenio Mena",
                  "ranking": 18075
                },
                {
                  "player_name": "Patrick Sequeira",
                  "ranking": 18076
                }
              ],
              "lower": [
                {
                  "player_name": "Jure Balkovec",
                  "ranking": 18078
                },
                {
                  "player_name": "Habib Maïga",
                  "ranking": 18079
                },
                {
                  "player_name": "Mattijs Branderhorst",
                  "ranking": 18080
                },
                {
                  "player_name": "Iván Ramírez",
                  "ranking": 18081
                },
                {
                  "player_name": "Jeremy Ebobisse",
                  "ranking": 18082
                }
              ]
            }
          }
        },
        "Brandon Thomas-Asante": {
          "player_id": 846061,
          "position": "F",
          "position_depth": "F_BENCH",
          "is_starter": false,
          "shirt_number": 23,
          "height": 180,
          "market_value": 16500000,
          "stats": {
            "expected_goals": 0.0,
            "goal_rate": 0.0001,
            "goals": 0,
            "shots_on_target": 0,
            "expected_assists": 0.0002,
            "key_pass": 0,
            "rating": 75.849,
            "minutes": 26,
            "total_shots": 0,
            "duels_won": 1,
            "aerial_won": 0,
            "total_pass": 2,
            "accurate_pass": 0,
            "total_long_balls": 0,
            "accurate_long_balls": 0,
            "total_opp_half_passes": 1,
            "accurate_opp_half_passes": 0,
            "crosses_total": 0,
            "crosses_accurate": 0,
            "touches": 4,
            "possession_lost": 2.6658,
            "dispossessed": 0.0,
            "duels_lost": 0,
            "aerial_lost": 0,
            "total_contest": 0,
            "won_contest": 0,
            "ball_recovery": 0,
            "challenges_lost": 0,
            "fouls": 0,
            "fouls_drawn": 0,
            "assists": 0,
            "shots_off_target": 0,
            "interceptions": 0,
            "tackles_won": 0,
            "tackles": 0,
            "clearances": 0,
            "blocks": 0,
            "big_chances_created": 0,
            "big_chances_missed": 0,
            "xgot": 0.0,
            "offsides": 1,
            "ball_carries": 1,
            "total_progression": 4,
            "progressive_carries": 0,
            "bench_appearance_probability": 0.587,
            "bench_expected_minutes": 25.92,
            "projected_goals": 0,
            "goal_probability": 0.0,
            "projected_assists": 0,
            "assist_probability": 0.0,
            "fifa_overall": 69.0
          },
          "latest_10_games": [
            {
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              "match_date": "2026-06-17",
              "home_team": "Ghana",
              "away_team": "Panama",
              "team_side": "home",
              "is_starting_11": 0,
              "team": "Ghana",
              "opponent": "Panama",
              "stats": {
                "minutes": 32,
                "rating": 6.6,
                "assists": 1,
                "expected_assists": 0.0006,
                "total_shots": 0,
                "total_pass": 6,
                "accurate_pass": 1,
                "key_pass": 1,
                "aerial_won": 1,
                "duels_won": 2,
                "ball_recovery": 1
              },
              "has_player_stats": true,
              "league_name": "FIFA World Cup",
              "league_id": "16",
              "league_slug": "world-championship",
              "league_country": "World",
              "season_id": "58210",
              "season_name": "World Cup 2026",
              "season_year": "2026"
            }
          ],
          "ranking": {
            "global_player_rank": 19004,
            "combined_rank_score": 3220.5,
            "ranking_source": "sofascore_plus_fifa_csv",
            "ranking_status": "combined",
            "sofascore_rank": null,
            "sofascore_rating": null,
            "sofascore_appearances": 0.0,
            "fifa_rank": 6327.0,
            "fifa_overall": 69.0,
            "fifa_source": "EA SPORTS FC official ratings",
            "match_squad_rank": 4,
            "squad_role": "substitute",
            "projected_match_rating": 6.849,
            "source_file": "data/player_rankings.csv",
            "player_name": "Brandon Thomas-Asante",
            "ranking_neighbors": {
              "upper": [
                {
                  "player_name": "Zico Buurmeester",
                  "ranking": 18999
                },
                {
                  "player_name": "Shaq Moore",
                  "ranking": 19000
                },
                {
                  "player_name": "Fernando Tobio",
                  "ranking": 19001
                },
                {
                  "player_name": "Nazar Voloshyn",
                  "ranking": 19002
                },
                {
                  "player_name": "Raul Florucz",
                  "ranking": 19003
                }
              ],
              "lower": [
                {
                  "player_name": "Jannik Huth",
                  "ranking": 19005
                },
                {
                  "player_name": "Rubén Yáñez",
                  "ranking": 19006
                },
                {
                  "player_name": "Maxime Crépeau",
                  "ranking": 19007
                },
                {
                  "player_name": "Andrés Andrade",
                  "ranking": 19008
                },
                {
                  "player_name": "Morgan Poaty",
                  "ranking": 19009
                }
              ]
            }
          }
        }
      },
      "team_totals": {
        "projected_goals": 0,
        "expected_goals": 0.7,
        "expected_assists": 0.44,
        "total_shots": 11,
        "shots_on_target": 5,
        "total_passes": 341,
        "interceptions": 10,
        "tackles": 15,
        "avg_rating": 82.75,
        "possession_estimated_pct": 46.5,
        "pressing_actions_per_90": 7.2
      }
    }
  },
  "antagonist_report": {
    "home_attacking_duels": [
      {
        "attacker": "Declan Rice",
        "attacker_role": "LW",
        "attacker_market_value": 114000000,
        "attacker_height": 188,
        "attacker_skill_quality": 0.897,
        "defenders": [
          "Marvin Senaya"
        ],
        "defender_roles": [
          "RB"
        ],
        "def_skill_quality_avg": 0.439,
        "duel_zone": "Left Wing vs Right Back — Flank Battle",
        "numerical_situation": "1v1",
        "duel_win_rate": 0.722,
        "xg_contribution": 0.0422,
        "shots_in_zone": 2.5,
        "dribbles_attempted": 4,
        "dribbles_successful": 2.5,
        "aerial_duels": 2,
        "aerial_won": 1.2,
        "crosses_in_zone": 2.7,
        "fouls_drawn": 1.0,
        "pressing_intensity_on_attacker": "LOW",
        "defender_stats": [
          {
            "player": "Marvin Senaya",
            "role": "RB",
            "market_value": 3100000,
            "tackles_attempted": 1.9,
            "tackles_won": 1.1,
            "fouls_committed": 0.6,
            "interceptions_in_zone": 0.7,
            "clearances_in_zone": 0.6,
            "aerial_duels_won": 0.8,
            "defensive_success_rate": 0.278
          }
        ],
        "duel_analysis": "Declan Rice (LW) has a clear attacking advantage against Marvin Senaya in a direct 1v1 contest. Duel win probability: 72%. The quality gap is significant (€114M vs €3M avg). Projected xG contribution: 0.042 — and projects to generate high-quality chances."
      },
      {
        "attacker": "Harry Kane",
        "attacker_role": "ST",
        "attacker_market_value": 65000000,
        "attacker_height": 188,
        "attacker_skill_quality": 0.863,
        "defenders": [
          "Jerome Opoku",
          "Jonas Adjei Adjetey"
        ],
        "defender_roles": [
          "CB",
          "CB"
        ],
        "def_skill_quality_avg": 0.473,
        "duel_zone": "Striker vs Two Centre Backs — 1v2 Aerial/Physical Battle",
        "numerical_situation": "1v2",
        "duel_win_rate": 0.363,
        "xg_contribution": 0.7956,
        "shots_in_zone": 2.8,
        "dribbles_attempted": 2,
        "dribbles_successful": 0.6,
        "aerial_duels": 3,
        "aerial_won": 1.9,
        "crosses_in_zone": 0.0,
        "fouls_drawn": 1.6,
        "pressing_intensity_on_attacker": "LOW",
        "defender_stats": [
          {
            "player": "Jerome Opoku",
            "role": "CB",
            "market_value": 5400000,
            "tackles_attempted": 1.0,
            "tackles_won": 0.9,
            "fouls_committed": 0.6,
            "interceptions_in_zone": 0.7,
            "clearances_in_zone": 0.7,
            "aerial_duels_won": 0.6,
            "defensive_success_rate": 0.637
          },
          {
            "player": "Jonas Adjei Adjetey",
            "role": "CB",
            "market_value": 6400000,
            "tackles_attempted": 1.0,
            "tackles_won": 0.9,
            "fouls_committed": 0.6,
            "interceptions_in_zone": 0.8,
            "clearances_in_zone": 0.7,
            "aerial_duels_won": 0.6,
            "defensive_success_rate": 0.637
          }
        ],
        "duel_analysis": "Harry Kane (ST) faces tough defensive resistance against Jerome Opoku and Jonas Adjei Adjetey in a 2-defender block. Duel win probability: 36%. The quality gap is significant (€65M vs €6M avg). Projected xG contribution: 0.796 — and is restricted in space and time on the ball."
      },
      {
        "attacker": "Anthony Gordon",
        "attacker_role": "RW",
        "attacker_market_value": 67000000,
        "attacker_height": 183,
        "attacker_skill_quality": 0.866,
        "defenders": [
          "Gideon Mensah"
        ],
        "defender_roles": [
          "LB"
        ],
        "def_skill_quality_avg": 0.446,
        "duel_zone": "Right Wing vs Left Back — Flank Battle",
        "numerical_situation": "1v1",
        "duel_win_rate": 0.693,
        "xg_contribution": 0.2618,
        "shots_in_zone": 2.4,
        "dribbles_attempted": 4,
        "dribbles_successful": 2.4,
        "aerial_duels": 2,
        "aerial_won": 1.1,
        "crosses_in_zone": 2.6,
        "fouls_drawn": 1.0,
        "pressing_intensity_on_attacker": "LOW",
        "defender_stats": [
          {
            "player": "Gideon Mensah",
            "role": "LB",
            "market_value": 3700000,
            "tackles_attempted": 1.9,
            "tackles_won": 1.2,
            "fouls_committed": 0.6,
            "interceptions_in_zone": 0.7,
            "clearances_in_zone": 0.6,
            "aerial_duels_won": 0.9,
            "defensive_success_rate": 0.307
          }
        ],
        "duel_analysis": "Anthony Gordon (RW) has a clear attacking advantage against Gideon Mensah in a direct 1v1 contest. Duel win probability: 69%. The quality gap is significant (€67M vs €4M avg). Projected xG contribution: 0.262 — and projects to generate high-quality chances."
      },
      {
        "attacker": "Noni Madueke",
        "attacker_role": "CAM",
        "attacker_market_value": 54000000,
        "attacker_height": 182,
        "attacker_skill_quality": 0.837,
        "defenders": [
          "Antoine Semenyo"
        ],
        "defender_roles": [
          "CM"
        ],
        "def_skill_quality_avg": 0.886,
        "duel_zone": "CAM vs CM",
        "numerical_situation": "1v1",
        "duel_win_rate": 0.386,
        "xg_contribution": 0.0528,
        "shots_in_zone": 2.1,
        "dribbles_attempted": 3,
        "dribbles_successful": 1.0,
        "aerial_duels": 2,
        "aerial_won": 1.1,
        "crosses_in_zone": 0.0,
        "fouls_drawn": 1.5,
        "pressing_intensity_on_attacker": "ULTRA_HIGH",
        "defender_stats": [
          {
            "player": "Antoine Semenyo",
            "role": "CM",
            "market_value": 85000000,
            "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": 0.614
          }
        ],
        "duel_analysis": "Noni Madueke (CAM) faces tough defensive resistance against Antoine Semenyo in a direct 1v1 contest. Duel win probability: 39%. The quality gap is significant (€54M vs €85M avg). Projected xG contribution: 0.053 — and is restricted in space and time on the ball."
      }
    ],
    "away_attacking_duels": [
      {
        "attacker": "Ernest Nuamah",
        "attacker_role": "ST",
        "attacker_market_value": 9500000,
        "attacker_height": 178,
        "attacker_skill_quality": 0.517,
        "defenders": [
          "Nico O'Reilly",
          "Reece James"
        ],
        "defender_roles": [
          "CB",
          "CB"
        ],
        "def_skill_quality_avg": 0.869,
        "duel_zone": "Striker vs Two Centre Backs — 1v2 Aerial/Physical Battle",
        "numerical_situation": "1v2",
        "duel_win_rate": 0.18,
        "xg_contribution": 0.0017,
        "shots_in_zone": 2.0,
        "dribbles_attempted": 2,
        "dribbles_successful": 0.3,
        "aerial_duels": 3,
        "aerial_won": 1.5,
        "crosses_in_zone": 0.0,
        "fouls_drawn": 1.5,
        "pressing_intensity_on_attacker": "ULTRA_HIGH",
        "defender_stats": [
          {
            "player": "Nico O'Reilly",
            "role": "CB",
            "market_value": 76000000,
            "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": 0.8,
            "defensive_success_rate": 0.82
          },
          {
            "player": "Reece James",
            "role": "CB",
            "market_value": 63000000,
            "tackles_attempted": 1.1,
            "tackles_won": 1.3,
            "fouls_committed": 0.4,
            "interceptions_in_zone": 1.4,
            "clearances_in_zone": 1.2,
            "aerial_duels_won": 0.8,
            "defensive_success_rate": 0.82
          }
        ],
        "duel_analysis": "Ernest Nuamah (ST) is heavily outmatched defensively against Nico O'Reilly and Reece James in a 2-defender block. Duel win probability: 18%. The quality gap is significant (€10M vs €70M avg). Projected xG contribution: 0.002 — with very limited chance creation expected."
      },
      {
        "attacker": "Jordan Ayew",
        "attacker_role": "SS",
        "attacker_market_value": 1100000,
        "attacker_height": 182,
        "attacker_skill_quality": 0.414,
        "defenders": [
          "Jude Bellingham",
          "Elliot Anderson"
        ],
        "defender_roles": [
          "CDM",
          "CDM"
        ],
        "def_skill_quality_avg": 0.883,
        "duel_zone": "SS vs CDM + CDM",
        "numerical_situation": "1v2",
        "duel_win_rate": 0.18,
        "xg_contribution": 0.1288,
        "shots_in_zone": 1.6,
        "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": "Jude Bellingham",
            "role": "CDM",
            "market_value": 123000000,
            "tackles_attempted": 1.2,
            "tackles_won": 1.3,
            "fouls_committed": 0.4,
            "interceptions_in_zone": 1.4,
            "clearances_in_zone": 0.5,
            "aerial_duels_won": 0.4,
            "defensive_success_rate": 0.82
          },
          {
            "player": "Elliot Anderson",
            "role": "CDM",
            "market_value": 68000000,
            "tackles_attempted": 1.2,
            "tackles_won": 1.3,
            "fouls_committed": 0.4,
            "interceptions_in_zone": 1.4,
            "clearances_in_zone": 0.5,
            "aerial_duels_won": 0.4,
            "defensive_success_rate": 0.82
          }
        ],
        "duel_analysis": "Jordan Ayew (SS) is heavily outmatched defensively against Jude Bellingham and Elliot Anderson in a 2-defender block. Duel win probability: 18%. The quality gap is significant (€1M vs €96M avg). Projected xG contribution: 0.129 — with very limited chance creation expected."
      },
      {
        "attacker": "Thomas Partey",
        "attacker_role": "LM",
        "attacker_market_value": 1900000,
        "attacker_height": 185,
        "attacker_skill_quality": 0.424,
        "defenders": [
          "Ezri Konsa"
        ],
        "defender_roles": [
          "RB"
        ],
        "def_skill_quality_avg": 0.791,
        "duel_zone": "Left Mid vs Right Back — Wide Channel",
        "numerical_situation": "1v1",
        "duel_win_rate": 0.303,
        "xg_contribution": 0.0724,
        "shots_in_zone": 1.3,
        "dribbles_attempted": 3,
        "dribbles_successful": 0.8,
        "aerial_duels": 2,
        "aerial_won": 1.2,
        "crosses_in_zone": 2.0,
        "fouls_drawn": 1.3,
        "pressing_intensity_on_attacker": "HIGH",
        "defender_stats": [
          {
            "player": "Ezri Konsa",
            "role": "RB",
            "market_value": 42000000,
            "tackles_attempted": 2.2,
            "tackles_won": 2.2,
            "fouls_committed": 0.4,
            "interceptions_in_zone": 1.3,
            "clearances_in_zone": 0.5,
            "aerial_duels_won": 0.8,
            "defensive_success_rate": 0.697
          }
        ],
        "duel_analysis": "Thomas Partey (LM) is heavily outmatched defensively against Ezri Konsa in a direct 1v1 contest. Duel win probability: 30%. The quality gap is significant (€2M vs €42M avg). Projected xG contribution: 0.072 — with very limited chance creation expected."
      },
      {
        "attacker": "Caleb Yirenkyi",
        "attacker_role": "RM",
        "attacker_market_value": 10400000,
        "attacker_height": 182,
        "attacker_skill_quality": 0.527,
        "defenders": [
          "John Stones"
        ],
        "defender_roles": [
          "LB"
        ],
        "def_skill_quality_avg": 0.533,
        "duel_zone": "Right Mid vs Left Back — Wide Channel",
        "numerical_situation": "1v1",
        "duel_win_rate": 0.433,
        "xg_contribution": 0.8854,
        "shots_in_zone": 1.5,
        "dribbles_attempted": 3,
        "dribbles_successful": 1.1,
        "aerial_duels": 2,
        "aerial_won": 1.1,
        "crosses_in_zone": 2.2,
        "fouls_drawn": 1.2,
        "pressing_intensity_on_attacker": "LOW",
        "defender_stats": [
          {
            "player": "John Stones",
            "role": "LB",
            "market_value": 10900000,
            "tackles_attempted": 2.0,
            "tackles_won": 1.7,
            "fouls_committed": 0.5,
            "interceptions_in_zone": 0.9,
            "clearances_in_zone": 0.5,
            "aerial_duels_won": 0.9,
            "defensive_success_rate": 0.567
          }
        ],
        "duel_analysis": "Caleb Yirenkyi (RM) is evenly matched against John Stones in a direct 1v1 contest. Duel win probability: 43%.  Projected xG contribution: 0.885 — with neither side clearly dominant."
      },
      {
        "attacker": "Antoine Semenyo",
        "attacker_role": "CM",
        "attacker_market_value": 85000000,
        "attacker_height": 185,
        "attacker_skill_quality": 0.886,
        "defenders": [
          "Jude Bellingham"
        ],
        "defender_roles": [
          "CDM"
        ],
        "def_skill_quality_avg": 0.898,
        "duel_zone": "Central Mid vs Defensive Mid — Pressing/Creation Duel",
        "numerical_situation": "1v1",
        "duel_win_rate": 0.433,
        "xg_contribution": 0.1222,
        "shots_in_zone": 1.6,
        "dribbles_attempted": 3,
        "dribbles_successful": 1.1,
        "aerial_duels": 2,
        "aerial_won": 1.2,
        "crosses_in_zone": 0.0,
        "fouls_drawn": 1.5,
        "pressing_intensity_on_attacker": "ULTRA_HIGH",
        "defender_stats": [
          {
            "player": "Jude Bellingham",
            "role": "CDM",
            "market_value": 123000000,
            "tackles_attempted": 2.3,
            "tackles_won": 2.0,
            "fouls_committed": 0.4,
            "interceptions_in_zone": 1.4,
            "clearances_in_zone": 0.5,
            "aerial_duels_won": 0.8,
            "defensive_success_rate": 0.567
          }
        ],
        "duel_analysis": "Antoine Semenyo (CM) is evenly matched against Jude Bellingham in a direct 1v1 contest. Duel win probability: 43%. The quality gap is significant (€85M vs €123M avg). Projected xG contribution: 0.122 — with neither side clearly dominant."
      }
    ],
    "midfield_battle": {
      "home_midfield_power": 0.887,
      "away_midfield_power": 0.598,
      "home_creative_power": 1.031,
      "away_creative_power": 0.557,
      "home_defensive_power": 1.015,
      "away_defensive_power": 0.56,
      "home_dominance_ratio": 0.598,
      "home_midfield_count": 3,
      "away_midfield_count": 4,
      "home_midfield_players": [
        "Jude Bellingham",
        "Declan Rice",
        "Elliot Anderson"
      ],
      "away_midfield_players": [
        "Thomas Partey",
        "Antoine Semenyo",
        "Caleb Yirenkyi",
        "Elisha Owusu"
      ],
      "possession_advantage": "home",
      "estimated_possession_home_pct": 53.5,
      "estimated_possession_away_pct": 46.5,
      "home_pressing_actions_per_90": 9.9,
      "away_pressing_actions_per_90": 7.2,
      "home_key_passes_projected": 7.7,
      "away_key_passes_projected": 4.8,
      "home_throughball_threat": 3.7,
      "away_throughball_threat": 2.3,
      "key_personal_duel": "Jude Bellingham vs Antoine Semenyo",
      "midfield_lambda_factor_home": 1.042,
      "midfield_lambda_factor_away": 0.958
    },
    "formation_analysis": {
      "home_formation": "4-2-3-1",
      "away_formation": "4-4-1-1",
      "home_tactical_bonus": 0.04,
      "away_tactical_bonus": -0.04,
      "formation_verdict": "Tactical parity between 4-2-3-1 and 4-4-1-1. Match outcome driven primarily by individual player quality."
    },
    "home_lambda": 3.388,
    "away_lambda": 0.703,
    "home_top_threat_zones": [
      "Striker vs Two Centre Backs — 1v2 Aerial/Physical Battle",
      "Right Wing vs Left Back — Flank Battle"
    ],
    "away_top_threat_zones": [
      "Right Mid vs Left Back — Wide Channel",
      "SS vs CDM + CDM"
    ],
    "home_player_antagonists": {
      "Declan Rice": {
        "opponents": [
          "Marvin Senaya",
          "Thomas Partey"
        ],
        "primary_zone": "Left Wing vs Right Back — Flank Battle",
        "source": "attacking_duel, midfield_pairing"
      },
      "Harry Kane": {
        "opponents": [
          "Jerome Opoku",
          "Jonas Adjei Adjetey"
        ],
        "primary_zone": "Striker vs Two Centre Backs — 1v2 Aerial/Physical Battle",
        "source": "attacking_duel"
      },
      "Anthony Gordon": {
        "opponents": [
          "Gideon Mensah"
        ],
        "primary_zone": "Right Wing vs Left Back — Flank Battle",
        "source": "attacking_duel"
      },
      "Noni Madueke": {
        "opponents": [
          "Antoine Semenyo"
        ],
        "primary_zone": "CAM vs CM",
        "source": "attacking_duel"
      },
      "Nico O'Reilly": {
        "opponents": [
          "Ernest Nuamah"
        ],
        "primary_zone": "Striker vs Two Centre Backs — 1v2 Aerial/Physical Battle",
        "source": "defensive_duel"
      },
      "Reece James": {
        "opponents": [
          "Ernest Nuamah"
        ],
        "primary_zone": "Striker vs Two Centre Backs — 1v2 Aerial/Physical Battle",
        "source": "defensive_duel"
      },
      "Jude Bellingham": {
        "opponents": [
          "Jordan Ayew",
          "Antoine Semenyo",
          "Caleb Yirenkyi"
        ],
        "primary_zone": "SS vs CDM + CDM",
        "source": "defensive_duel, midfield_pairing"
      },
      "Elliot Anderson": {
        "opponents": [
          "Jordan Ayew",
          "Elisha Owusu"
        ],
        "primary_zone": "SS vs CDM + CDM",
        "source": "defensive_duel, midfield_pairing"
      },
      "Ezri Konsa": {
        "opponents": [
          "Thomas Partey"
        ],
        "primary_zone": "Left Mid vs Right Back — Wide Channel",
        "source": "defensive_duel"
      },
      "John Stones": {
        "opponents": [
          "Caleb Yirenkyi"
        ],
        "primary_zone": "Right Mid vs Left Back — Wide Channel",
        "source": "defensive_duel"
      },
      "Jordan Pickford": {
        "opponents": [
          "Ernest Nuamah",
          "Jordan Ayew"
        ],
        "primary_zone": "Shape fallback",
        "source": "formation_fallback"
      }
    },
    "away_player_antagonists": {
      "Marvin Senaya": {
        "opponents": [
          "Declan Rice"
        ],
        "primary_zone": "Left Wing vs Right Back — Flank Battle",
        "source": "defensive_duel"
      },
      "Jerome Opoku": {
        "opponents": [
          "Harry Kane"
        ],
        "primary_zone": "Striker vs Two Centre Backs — 1v2 Aerial/Physical Battle",
        "source": "defensive_duel"
      },
      "Jonas Adjei Adjetey": {
        "opponents": [
          "Harry Kane"
        ],
        "primary_zone": "Striker vs Two Centre Backs — 1v2 Aerial/Physical Battle",
        "source": "defensive_duel"
      },
      "Gideon Mensah": {
        "opponents": [
          "Anthony Gordon"
        ],
        "primary_zone": "Right Wing vs Left Back — Flank Battle",
        "source": "defensive_duel"
      },
      "Antoine Semenyo": {
        "opponents": [
          "Noni Madueke",
          "Jude Bellingham"
        ],
        "primary_zone": "CAM vs CM",
        "source": "defensive_duel, attacking_duel, midfield_pairing"
      },
      "Ernest Nuamah": {
        "opponents": [
          "Nico O'Reilly",
          "Reece James"
        ],
        "primary_zone": "Striker vs Two Centre Backs — 1v2 Aerial/Physical Battle",
        "source": "attacking_duel"
      },
      "Jordan Ayew": {
        "opponents": [
          "Jude Bellingham",
          "Elliot Anderson"
        ],
        "primary_zone": "SS vs CDM + CDM",
        "source": "attacking_duel"
      },
      "Thomas Partey": {
        "opponents": [
          "Ezri Konsa",
          "Declan Rice"
        ],
        "primary_zone": "Left Mid vs Right Back — Wide Channel",
        "source": "attacking_duel, midfield_pairing"
      },
      "Caleb Yirenkyi": {
        "opponents": [
          "John Stones",
          "Jude Bellingham"
        ],
        "primary_zone": "Right Mid vs Left Back — Wide Channel",
        "source": "attacking_duel, midfield_pairing"
      },
      "Elisha Owusu": {
        "opponents": [
          "Elliot Anderson"
        ],
        "primary_zone": "Midfield lane",
        "source": "midfield_pairing"
      },
      "Benjamin Asare": {
        "opponents": [
          "Anthony Gordon",
          "Noni Madueke"
        ],
        "primary_zone": "Shape fallback",
        "source": "formation_fallback"
      }
    },
    "key_tactical_insight": "Home midfield dominates with ~54% possession expected (Jude Bellingham vs Antoine Semenyo). Total antagonist xG — Home: 1.15, Away: 1.21. Home danger zone: Striker vs Two Centre Backs — 1v2 Aerial/Physical Battle. Away danger zone: Right Mid vs Left Back — Wide Channel.",
    "lambda_factors": {
      "home_gk_opposition_factor": 1.0255,
      "away_gk_opposition_factor": 0.9575,
      "home_set_piece_bonus": 0.18,
      "away_set_piece_bonus": 0.097,
      "home_defensive_solidity_vs": 0.9993,
      "away_defensive_solidity_vs": 0.8998,
      "home_midfield_factor": 1.042,
      "away_midfield_factor": 0.958,
      "stage_discount": 1.0,
      "quality_gap_applied": true,
      "home_avg_quality": 0.8289,
      "away_avg_quality": 0.5052,
      "avg_quality_gap": 0.3237,
      "squad_value_gap_log": 1.5935,
      "top5_value_gap_log": 1.285,
      "attack_value_gap_log": 1.4109,
      "elite_count_gap": 8,
      "combined_quality_gap": 0.4212,
      "stronger_lambda_boost": 0.9266,
      "weaker_lambda_suppression": 0.5897,
      "home_bench_lambda_bonus": 0.0777,
      "away_bench_lambda_bonus": 0.0761,
      "home_bench_players_modelled": 7,
      "away_bench_players_modelled": 7,
      "mismatch_score_pressure_applied": true,
      "mismatch_score_pressure_gap": 0.4212,
      "mismatch_favorite_lambda_boost": 1.1103,
      "mismatch_underdog_lambda_factor": 0.9679,
      "pre_mismatch_home_lambda": 3.051,
      "pre_mismatch_away_lambda": 0.726,
      "competitive_underdog_floor_applied": false,
      "pre_calibration_home_lambda": 3.0507,
      "pre_calibration_away_lambda": 0.7261,
      "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": 3.388,
      "final_away_lambda": 0.703
    }
  },
  "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": "2026-06-23T13:35:38Z"
}