{
  "match_info": {
    "home_team": "Senegal",
    "away_team": "Iraq",
    "tournament": "FIFA World Cup",
    "date": "20260626",
    "timezone": "America/New_York",
    "home_formation": "4-3-3",
    "away_formation": "4-1-4-1"
  },
  "prediction": {
    "most_likely_score": "2-0",
    "home_goals": 2,
    "away_goals": 0,
    "most_likely_score_probability": 0.1237,
    "top_5_scorelines": [
      {
        "score": "2-0",
        "probability": 0.1237
      },
      {
        "score": "3-0",
        "probability": 0.1164
      },
      {
        "score": "1-0",
        "probability": 0.0876
      },
      {
        "score": "4-0",
        "probability": 0.0822
      },
      {
        "score": "2-1",
        "probability": 0.0804
      }
    ],
    "scoreline_probabilities": {
      "0-0": 0.031,
      "0-1": 0.0202,
      "0-2": 0.0066,
      "0-3": 0.0014,
      "1-0": 0.0876,
      "1-1": 0.057,
      "1-2": 0.0185,
      "1-3": 0.004,
      "1-4": 0.0007,
      "2-0": 0.1237,
      "2-1": 0.0804,
      "2-2": 0.0261,
      "2-3": 0.0057,
      "2-4": 0.0009,
      "3-0": 0.1164,
      "3-1": 0.0757,
      "3-2": 0.0246,
      "3-3": 0.0053,
      "3-4": 0.0009,
      "4-0": 0.0822,
      "4-1": 0.0534,
      "4-2": 0.0174,
      "4-3": 0.0038,
      "4-4": 0.0006,
      "5-0": 0.0464,
      "5-1": 0.0301,
      "5-2": 0.0098,
      "5-3": 0.0021,
      "6-0": 0.0218,
      "6-1": 0.0142,
      "6-2": 0.0046,
      "6-3": 0.001,
      "7-0": 0.0088,
      "7-1": 0.0057,
      "7-2": 0.0019,
      "8-0": 0.0031,
      "8-1": 0.002,
      "8-2": 0.0007,
      "9-0": 0.001,
      "9-1": 0.0006
    },
    "outcome": {
      "home_win": 0.8204,
      "draw": 0.1201,
      "away_win": 0.0595
    },
    "markets": {
      "over_2_5_goals": 0.6739,
      "under_2_5_goals": 0.3261,
      "btts_yes": 0.4495,
      "btts_no": 0.5505,
      "home_clean_sheet": 0.522,
      "away_clean_sheet": 0.0595
    },
    "home_ratings": {
      "DR": 84.45,
      "MCR": 85.54,
      "ATR": 86.35,
      "GK": 76.87
    },
    "away_ratings": {
      "DR": 83.6,
      "MCR": 77.13,
      "ATR": 72.34,
      "GK": 89.54
    },
    "insights": {
      "summary": "Antagonist matchup analysis for Senegal vs Iraq. Most likely scoreline: 2-0. Lambdas derived from 5 home and 5 away individual player duels.",
      "key_player": "Projected scorer(s): Ismaïla Sarr (2)",
      "tactical_analysis": "Tactical parity between 4-3-3 and 4-1-4-1. Match outcome driven primarily by individual player quality. Home midfield dominates with ~53% possession expected (Lamine Camara vs Ahmed Qasem). Total antagonist xG — Home: 1.14, Away: 0.62. Home danger zone: Striker vs Two Centre Backs — 1v2 Aerial/Physical Battle. Away danger zone: Striker vs Two Centre Backs — 1v2 Aerial/Physical Battle."
    },
    "confidence": 0.88,
    "home_lambda": 2.823,
    "away_lambda": 0.65
  },
  "pregame_baseline": {
    "fair_win_probability": {
      "home_win": 0.8204,
      "draw": 0.1201,
      "away_win": 0.0595
    },
    "favorite": "Senegal",
    "favorite_win_probability": 0.8204,
    "fair_spread": 2.173,
    "fair_total": 3.473,
    "prop_estimates": [
      {
        "market": "team_total_goals",
        "selection": "Senegal",
        "estimate": 2.823,
        "probability": null,
        "unit": "goals"
      },
      {
        "market": "team_total_goals",
        "selection": "Iraq",
        "estimate": 0.65,
        "probability": null,
        "unit": "goals"
      },
      {
        "market": "over_2_5_goals",
        "selection": "yes",
        "estimate": 2.5,
        "probability": 0.6739,
        "unit": "probability"
      },
      {
        "market": "both_teams_to_score",
        "selection": "yes",
        "estimate": 1.0,
        "probability": 0.4495,
        "unit": "probability"
      },
      {
        "market": "clean_sheet",
        "selection": "Senegal",
        "estimate": 1.0,
        "probability": 0.522,
        "unit": "probability"
      },
      {
        "market": "clean_sheet",
        "selection": "Iraq",
        "estimate": 1.0,
        "probability": 0.0595,
        "unit": "probability"
      },
      {
        "market": "anytime_goal",
        "selection": "Ismaïla Sarr (Senegal)",
        "estimate": 1.3784,
        "probability": 0.6879,
        "unit": "xG"
      },
      {
        "market": "anytime_goal",
        "selection": "Ali Al-Hamadi (Iraq)",
        "estimate": 0.2871,
        "probability": 0.0,
        "unit": "xG"
      },
      {
        "market": "assist",
        "selection": "Idrissa Gana Gueye (Senegal)",
        "estimate": 0.1733,
        "probability": 0.1555,
        "unit": "xA"
      },
      {
        "market": "assist",
        "selection": "Merchas Doski (Iraq)",
        "estimate": 0.1609,
        "probability": 0.0,
        "unit": "xA"
      }
    ],
    "expected_pace": {
      "tempo": "high",
      "expected_total_goals": 3.473,
      "expected_total_shots": 20,
      "expected_total_passes": 838,
      "expected_pressing_actions_per_90": 14.7,
      "possession_home_pct": 53.2,
      "possession_away_pct": 46.8,
      "notes": "Senegal projects to control midfield possession"
    },
    "expected_game_script": {
      "favorite": "Senegal",
      "favorite_win_probability": 0.8204,
      "script": "Senegal is the fair winner side, but the baseline remains favorite-led: fair spread +2.17 goals and fair total 3.47.",
      "first_half": "Expect high tempo while both sides test the matchup thesis; shot baseline is about 10 first-half attempts.",
      "second_half": "If level after halftime, midfield control and bench quality should decide territory; Iraq must keep the match inside one goal.",
      "late_game": "A Senegal lead likely shifts toward control and counters; a draw state keeps set pieces and transition chances live."
    },
    "key_matchup_thesis": "Senegal chance creation leans on Ismaïla Sarr against Zaid Tahseen, Hussein Ali in Striker vs Two Centre Backs — 1v2 Aerial/Physical Battle; Senegal projects to control midfield possession.",
    "expected_rotation_usage_behavior": [
      "Senegal: starters carry the main goal usage through Ismaïla Sarr (2); bench watchlist: Iliman Ndiaye, Habib Diarra, Assane Diao.",
      "Iraq: starters carry the main goal usage through the highest xG attackers; bench watchlist: Marko Farji, Aimar Sher, Mohanad Ali.",
      "Assist usage should flow through Sadio Mané; late lineup changes should re-score these allocations."
    ],
    "pregame_play_by_play": [
      "0-15: Senegal tries to establish the projected edge; track possession and first-shot share.",
      "15-45: Baseline expects high tempo, about 10 total first-half shots, and 1.74 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 Iraq is chasing, transition and set-piece volume become the primary live deviation signal."
    ],
    "invalidation_triggers": [
      "Early red card, injury, or goalkeeper change for Senegal.",
      "Iraq 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": {
    "Senegal": {
      "formation": "4-3-3",
      "players": {
        "Sadio Mané": {
          "player_id": 217704,
          "position": "M",
          "position_depth": "M",
          "is_starter": true,
          "shirt_number": 10,
          "height": 175,
          "market_value": 5600000,
          "stats": {
            "key_pass": 4,
            "expected_assists": 0.1378,
            "assists": 1,
            "expected_goals": 0.063,
            "rating": 89.7471,
            "minutes": 90,
            "total_pass": 31,
            "accurate_pass": 26,
            "ball_recovery": 3,
            "duels_won": 7,
            "total_shots": 2,
            "total_long_balls": 2,
            "accurate_long_balls": 1,
            "total_own_half_passes": 10,
            "accurate_own_half_passes": 9,
            "total_opp_half_passes": 19,
            "accurate_opp_half_passes": 14,
            "crosses_total": 4,
            "crosses_accurate": 1,
            "touches": 50,
            "possession_lost": 16.052,
            "dispossessed": 1.6547,
            "duels_lost": 8,
            "aerial_won": 1,
            "aerial_lost": 2,
            "interceptions": 2,
            "tackles_won": 2,
            "tackles": 3,
            "clearances": 1,
            "total_contest": 6,
            "won_contest": 2,
            "challenges_lost": 2,
            "fouls": 1,
            "fouls_drawn": 2,
            "goal_rate": 0.9909,
            "goals": 0,
            "shots_on_target": 1,
            "shots_off_target": 1,
            "blocks": 1,
            "big_chances_created": 1,
            "big_chances_missed": 1,
            "xgot": 0.3369,
            "ball_carries": 18,
            "total_progression": 59,
            "progressive_carries": 4,
            "dribbles_attempted": 3,
            "dribbles_successful": 1.2,
            "crosses_attempted": 1.9,
            "duel_win_rate": 0.471,
            "pressing_faced": "LOW",
            "matchup_zone": "Right Wing vs Left Back — Flank Battle",
            "numerical_situation": "1v1",
            "opponent_defenders": "Akam Hashem",
            "opponent_faced": "Akam Hashem",
            "antagonist_source": "attacking_duel, midfield_pairing",
            "projected_goals": 0,
            "goal_probability": 0.1675,
            "projected_assists": 1,
            "assist_probability": 0.3159,
            "fifa_overall": 83.0
          },
          "latest_10_games": [
            {
              "match_id": 15186770,
              "match_date": "2026-06-23",
              "home_team": "Norway",
              "away_team": "Senegal",
              "team_side": "away",
              "is_starting_11": 1,
              "team": "Senegal",
              "opponent": "Norway",
              "stats": {
                "minutes": 90,
                "rating": 7.1,
                "assists": 1,
                "expected_assists": 0.2474,
                "total_shots": 0,
                "total_pass": 34,
                "accurate_pass": 29,
                "key_pass": 5,
                "tackles": 3,
                "tackles_won": 2,
                "aerial_won": 2,
                "duels_won": 11,
                "ball_recovery": 2
              },
              "has_player_stats": true,
              "league_name": "FIFA World Cup",
              "league_id": "16",
              "league_slug": "world-championship",
              "league_country": "World",
              "season_id": "58210",
              "season_name": "World Cup 2026",
              "season_year": "2026"
            },
            {
              "match_id": 15186501,
              "match_date": "2026-06-16",
              "home_team": "France",
              "away_team": "Senegal",
              "team_side": "away",
              "is_starting_11": 1,
              "team": "Senegal",
              "opponent": "France",
              "stats": {
                "minutes": 90,
                "rating": 6.5,
                "assists": 0,
                "expected_goals": 0.0342,
                "expected_assists": 0.0152,
                "total_shots": 1,
                "shots_on_target": 1,
                "total_pass": 30,
                "accurate_pass": 26,
                "interceptions": 2,
                "clearances": 1,
                "aerial_won": 1,
                "duels_won": 5,
                "ball_recovery": 4
              },
              "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": 14773805,
              "match_date": "2026-05-21",
              "home_team": "Al-Nassr",
              "away_team": "Damac FC",
              "team_side": "home",
              "is_starting_11": 1,
              "team": "Al-Nassr",
              "opponent": "Damac FC",
              "stats": {
                "minutes": 87,
                "rating": 6.9,
                "goal_rate": 1.0,
                "goals": 1,
                "assists": 0,
                "expected_goals": 0.4826,
                "expected_assists": 0.0202,
                "total_shots": 2,
                "shots_on_target": 2,
                "total_pass": 24,
                "accurate_pass": 17,
                "aerial_won": 1,
                "duels_won": 2,
                "ball_recovery": 3
              },
              "has_player_stats": true,
              "league_name": "Saudi Pro League",
              "league_id": "955",
              "league_slug": "saudi-pro-league",
              "league_country": "Saudi Arabia",
              "season_id": "80443",
              "season_name": "Saudi Pro League 25/26",
              "season_year": "25/26"
            },
            {
              "match_id": 14771891,
              "match_date": "2026-05-12",
              "home_team": "Al-Nassr",
              "away_team": "Al-Hilal",
              "team_side": "home",
              "is_starting_11": 1,
              "team": "Al-Nassr",
              "opponent": "Al-Hilal",
              "stats": {
                "minutes": 90,
                "rating": 6.8,
                "assists": 0,
                "expected_assists": 0.2326,
                "total_shots": 0,
                "total_pass": 29,
                "accurate_pass": 22,
                "key_pass": 3,
                "interceptions": 1,
                "aerial_won": 1,
                "duels_won": 7,
                "ball_recovery": 5
              },
              "has_player_stats": true,
              "league_name": "Saudi Pro League",
              "league_id": "955",
              "league_slug": "saudi-pro-league",
              "league_country": "Saudi Arabia",
              "season_id": "80443",
              "season_name": "Saudi Pro League 25/26",
              "season_year": "25/26"
            },
            {
              "match_id": 14773797,
              "match_date": "2026-05-07",
              "home_team": "Al-Shabab",
              "away_team": "Al-Nassr",
              "team_side": "away",
              "is_starting_11": 1,
              "team": "Al-Nassr",
              "opponent": "Al-Shabab",
              "stats": {
                "minutes": 90,
                "rating": 6.8,
                "assists": 1,
                "expected_goals": 0.7119,
                "expected_assists": 0.4938,
                "total_shots": 1,
                "shots_off_target": 1,
                "total_pass": 28,
                "accurate_pass": 22,
                "key_pass": 4,
                "tackles": 1,
                "tackles_won": 1,
                "aerial_won": 2,
                "duels_won": 6,
                "ball_recovery": 6
              },
              "has_player_stats": true,
              "league_name": "Saudi Pro League",
              "league_id": "955",
              "league_slug": "saudi-pro-league",
              "league_country": "Saudi Arabia",
              "season_id": "80443",
              "season_name": "Saudi Pro League 25/26",
              "season_year": "25/26"
            }
          ],
          "ranking": {
            "global_player_rank": 807,
            "combined_rank_score": 240.0,
            "ranking_source": "sofascore_plus_fifa_csv",
            "ranking_status": "combined",
            "sofascore_rank": null,
            "sofascore_rating": null,
            "sofascore_appearances": 0.0,
            "fifa_rank": 274.0,
            "fifa_overall": 83.0,
            "fifa_source": "EA SPORTS FC official ratings",
            "match_squad_rank": 15,
            "squad_role": "starter",
            "projected_match_rating": 6.7471,
            "source_file": "data/player_rankings.csv",
            "player_name": "Sadio Mané",
            "ranking_neighbors": {
              "upper": [
                {
                  "player_name": "Milan Iloski",
                  "ranking": 802
                },
                {
                  "player_name": "Daniel Pereira",
                  "ranking": 803
                },
                {
                  "player_name": "Dje Tah D'Avilla",
                  "ranking": 804
                },
                {
                  "player_name": "Jules Koundé",
                  "ranking": 805
                },
                {
                  "player_name": "Álvaro Angulo",
                  "ranking": 806
                }
              ],
              "lower": [
                {
                  "player_name": "Alexander Isak",
                  "ranking": 808
                },
                {
                  "player_name": "Ángel Di María",
                  "ranking": 809
                },
                {
                  "player_name": "Gleiker Mendoza",
                  "ranking": 810
                },
                {
                  "player_name": "Kawabe Hayao",
                  "ranking": 811
                },
                {
                  "player_name": "Taxiarchis Fountas",
                  "ranking": 812
                }
              ]
            }
          }
        },
        "Nicolas Jackson": {
          "player_id": 1085381,
          "position": "F",
          "position_depth": "F",
          "is_starter": true,
          "shirt_number": 11,
          "height": 186,
          "market_value": 39000000,
          "stats": {
            "expected_goals": 0.6432,
            "goal_rate": 0.0005,
            "goals": 0,
            "shots_on_target": 1,
            "expected_assists": 0.0813,
            "key_pass": 1,
            "rating": 86.5701,
            "minutes": 77,
            "total_shots": 2,
            "duels_won": 3,
            "aerial_won": 1,
            "total_pass": 18,
            "accurate_pass": 14,
            "total_long_balls": 1,
            "accurate_long_balls": 1,
            "total_opp_half_passes": 12,
            "accurate_opp_half_passes": 9,
            "crosses_total": 2,
            "crosses_accurate": 0,
            "touches": 25,
            "possession_lost": 8.1955,
            "dispossessed": 2.5983,
            "duels_lost": 6,
            "aerial_lost": 2,
            "total_contest": 2,
            "won_contest": 1,
            "ball_recovery": 2,
            "challenges_lost": 1,
            "fouls": 2,
            "fouls_drawn": 1,
            "assists": 0,
            "shots_off_target": 1,
            "interceptions": 0,
            "tackles_won": 1,
            "tackles": 1,
            "clearances": 2,
            "blocks": 0,
            "big_chances_created": 1,
            "big_chances_missed": 1,
            "xgot": 0.5305,
            "offsides": 2,
            "ball_carries": 8,
            "total_progression": 33,
            "progressive_carries": 1,
            "dribbles_attempted": 4,
            "dribbles_successful": 2.4,
            "crosses_attempted": 2.5,
            "duel_win_rate": 0.691,
            "pressing_faced": "LOW",
            "matchup_zone": "Left Wing vs Right Back — Flank Battle",
            "numerical_situation": "1v1",
            "opponent_defenders": "Merchas Doski",
            "opponent_faced": "Merchas Doski",
            "antagonist_source": "attacking_duel",
            "projected_goals": 0,
            "goal_probability": 0.2853,
            "projected_assists": 0,
            "assist_probability": 0.0677,
            "fifa_overall": 80.0
          },
          "latest_10_games": [
            {
              "match_id": 15186770,
              "match_date": "2026-06-23",
              "home_team": "Norway",
              "away_team": "Senegal",
              "team_side": "away",
              "is_starting_11": 1,
              "team": "Senegal",
              "opponent": "Norway",
              "stats": {
                "minutes": 90,
                "rating": 6.7,
                "assists": 1,
                "expected_goals": 0.2454,
                "expected_assists": 0.1175,
                "total_shots": 3,
                "shots_on_target": 1,
                "shots_off_target": 1,
                "total_pass": 19,
                "accurate_pass": 16,
                "key_pass": 1,
                "clearances": 1,
                "aerial_won": 4,
                "duels_won": 4,
                "ball_recovery": 2
              },
              "has_player_stats": true,
              "league_name": "FIFA World Cup",
              "league_id": "16",
              "league_slug": "world-championship",
              "league_country": "World",
              "season_id": "58210",
              "season_name": "World Cup 2026",
              "season_year": "2026"
            },
            {
              "match_id": 15186501,
              "match_date": "2026-06-16",
              "home_team": "France",
              "away_team": "Senegal",
              "team_side": "away",
              "is_starting_11": 1,
              "team": "Senegal",
              "opponent": "France",
              "stats": {
                "minutes": 83,
                "rating": 5.9,
                "assists": 0,
                "expected_goals": 0.1289,
                "expected_assists": 0.0218,
                "total_shots": 1,
                "shots_off_target": 1,
                "total_pass": 18,
                "accurate_pass": 12,
                "key_pass": 2,
                "tackles": 1,
                "tackles_won": 1,
                "clearances": 2,
                "aerial_won": 1,
                "duels_won": 2,
                "ball_recovery": 2
              },
              "has_player_stats": true,
              "league_name": "FIFA World Cup",
              "league_id": "16",
              "league_slug": "world-championship",
              "league_country": "World",
              "season_id": "58210",
              "season_name": "World Cup 2026",
              "season_year": "2026"
            },
            {
              "match_id": 14065556,
              "match_date": "2026-05-16",
              "home_team": "FC Bayern München",
              "away_team": "1. FC Köln",
              "team_side": "home",
              "is_starting_11": 0,
              "team": "FC Bayern München",
              "opponent": "1. FC Köln",
              "stats": {
                "minutes": 12,
                "rating": 7.6,
                "goal_rate": 1.0,
                "goals": 1,
                "assists": 0,
                "expected_goals": 0.296,
                "expected_assists": 0.009,
                "total_shots": 1,
                "shots_on_target": 1,
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                  "ranking": 20472
                }
              ]
            }
          }
        },
        "Mohanad Ali": {
          "player_id": 951859,
          "position": "F",
          "position_depth": "F_BENCH",
          "is_starter": false,
          "shirt_number": 10,
          "height": 182,
          "market_value": 1300000,
          "stats": {
            "expected_goals": 0.0,
            "goal_rate": 0.0001,
            "goals": 0,
            "shots_on_target": 0,
            "expected_assists": 0.0,
            "key_pass": 0,
            "rating": 88.442,
            "minutes": 25,
            "total_shots": 0,
            "duels_won": 1,
            "aerial_won": 0,
            "total_pass": 1,
            "accurate_pass": 0,
            "total_long_balls": 0,
            "accurate_long_balls": 0,
            "total_opp_half_passes": 0,
            "accurate_opp_half_passes": 0,
            "crosses_total": 0,
            "crosses_accurate": 0,
            "touches": 1,
            "possession_lost": 0.5515,
            "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": 0,
            "ball_carries": 0,
            "total_progression": 0,
            "progressive_carries": 0,
            "bench_appearance_probability": 0.559,
            "bench_expected_minutes": 25.29,
            "projected_goals": 0,
            "goal_probability": 0.0,
            "projected_assists": 0,
            "assist_probability": 0.0,
            "fifa_overall": 82.0
          },
          "latest_10_games": [
            {
              "match_id": 15186773,
              "match_date": "2026-06-16",
              "home_team": "Iraq",
              "away_team": "Norway",
              "team_side": "home",
              "is_starting_11": 0,
              "team": "Iraq",
              "opponent": "Norway",
              "stats": {
                "minutes": 12,
                "rating": 6.5,
                "assists": 0,
                "expected_assists": 0.0,
                "total_shots": 0,
                "total_pass": 2,
                "accurate_pass": 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": 1293,
            "combined_rank_score": 322.0,
            "ranking_source": "sofascore_plus_fifa_csv_filled",
            "ranking_status": "combined",
            "sofascore_rank": null,
            "sofascore_rating": null,
            "sofascore_appearances": 0.0,
            "fifa_rank": 389.0,
            "fifa_overall": 82.0,
            "fifa_source": "EA SPORTS FC official ratings",
            "match_squad_rank": 6,
            "squad_role": "substitute",
            "projected_match_rating": 6.442,
            "source_file": "data/player_rankings.csv",
            "player_name": "Mohanad Ali",
            "ranking_neighbors": {
              "upper": [
                {
                  "player_name": "Ahmed Hadzimujovic",
                  "ranking": 1288
                },
                {
                  "player_name": "Mahmoud Marei",
                  "ranking": 1289
                },
                {
                  "player_name": "Cristian Calderón",
                  "ranking": 1290
                },
                {
                  "player_name": "Sebastián Santos",
                  "ranking": 1291
                },
                {
                  "player_name": "Lucas Merolla",
                  "ranking": 1292
                }
              ],
              "lower": [
                {
                  "player_name": "Matheus Donelli",
                  "ranking": 1294
                },
                {
                  "player_name": "Shaqueel van Persie",
                  "ranking": 1295
                },
                {
                  "player_name": "Mateus Carvalho",
                  "ranking": 1296
                },
                {
                  "player_name": "Igor Rabello",
                  "ranking": 1297
                },
                {
                  "player_name": "Hossein Kanaani",
                  "ranking": 1298
                }
              ]
            }
          }
        },
        "Youssef Amyn": {
          "player_id": 1106352,
          "position": "F",
          "position_depth": "F_BENCH",
          "is_starter": false,
          "shirt_number": 7,
          "height": 175,
          "market_value": 535000,
          "stats": {
            "expected_goals": 0.0,
            "goal_rate": 0.0001,
            "goals": 0,
            "shots_on_target": 0,
            "expected_assists": 0.0014,
            "key_pass": 0,
            "rating": 87.4354,
            "minutes": 25,
            "total_shots": 0,
            "duels_won": 0,
            "aerial_won": 0,
            "total_pass": 1,
            "accurate_pass": 1,
            "total_long_balls": 0,
            "accurate_long_balls": 0,
            "total_opp_half_passes": 1,
            "accurate_opp_half_passes": 1,
            "crosses_total": 0,
            "crosses_accurate": 0,
            "touches": 3,
            "possession_lost": 1.103,
            "dispossessed": 0.9812,
            "duels_lost": 1,
            "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": 0,
            "ball_carries": 1,
            "total_progression": 2,
            "progressive_carries": 0,
            "bench_appearance_probability": 0.559,
            "bench_expected_minutes": 25.29,
            "projected_goals": 0,
            "goal_probability": 0.0,
            "projected_assists": 0,
            "assist_probability": 0.0,
            "fifa_overall": 81.0
          },
          "latest_10_games": [
            {
              "match_id": 15186769,
              "match_date": "2026-06-22",
              "home_team": "France",
              "away_team": "Iraq",
              "team_side": "away",
              "is_starting_11": 0,
              "team": "Iraq",
              "opponent": "France",
              "stats": {
                "minutes": 30,
                "rating": 6.5,
                "assists": 0,
                "expected_assists": 0.0052,
                "total_shots": 0,
                "total_pass": 5,
                "accurate_pass": 5,
                "tackles": 1,
                "duels_won": 1,
                "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": 2926,
            "combined_rank_score": 432.5,
            "ranking_source": "sofascore_plus_fifa_csv_filled",
            "ranking_status": "combined",
            "sofascore_rank": null,
            "sofascore_rating": null,
            "sofascore_appearances": 0.0,
            "fifa_rank": 525.0,
            "fifa_overall": 81.0,
            "fifa_source": "EA SPORTS FC official ratings",
            "match_squad_rank": 12,
            "squad_role": "substitute",
            "projected_match_rating": 6.4354,
            "source_file": "data/player_rankings.csv",
            "player_name": "Youssef Amyn",
            "ranking_neighbors": {
              "upper": [
                {
                  "player_name": "Min-deok Kim",
                  "ranking": 2921
                },
                {
                  "player_name": "Ioan Vermesan",
                  "ranking": 2922
                },
                {
                  "player_name": "Niko Takahashi",
                  "ranking": 2923
                },
                {
                  "player_name": "Zain Issaka",
                  "ranking": 2924
                },
                {
                  "player_name": "Maksym Smiyan",
                  "ranking": 2925
                }
              ],
              "lower": [
                {
                  "player_name": "Alireza Jahanbakhsh",
                  "ranking": 2927
                },
                {
                  "player_name": "Rami Rabia",
                  "ranking": 2928
                },
                {
                  "player_name": "Galymzhan Kenzhebek",
                  "ranking": 2929
                },
                {
                  "player_name": "Abdulla Abdullaev",
                  "ranking": 2930
                },
                {
                  "player_name": "Lūkass Vapne",
                  "ranking": 2931
                }
              ]
            }
          }
        }
      },
      "team_totals": {
        "projected_goals": 0,
        "expected_goals": 0.65,
        "expected_assists": 0.43,
        "total_shots": 8,
        "shots_on_target": 1,
        "total_passes": 390,
        "interceptions": 10,
        "tackles": 19,
        "avg_rating": 80.17,
        "possession_estimated_pct": 46.8,
        "pressing_actions_per_90": 6.3
      }
    }
  },
  "antagonist_report": {
    "home_attacking_duels": [
      {
        "attacker": "Pape Gueye",
        "attacker_role": "CM",
        "attacker_market_value": 39000000,
        "attacker_height": 187,
        "attacker_skill_quality": 0.775,
        "defenders": [
          "Zaid Ismail"
        ],
        "defender_roles": [
          "CDM"
        ],
        "def_skill_quality_avg": 0.406,
        "duel_zone": "Central Mid vs Defensive Mid — Pressing/Creation Duel",
        "numerical_situation": "1v1",
        "duel_win_rate": 0.624,
        "xg_contribution": 0.1954,
        "shots_in_zone": 2.0,
        "dribbles_attempted": 3,
        "dribbles_successful": 1.6,
        "aerial_duels": 2,
        "aerial_won": 1.2,
        "crosses_in_zone": 0.0,
        "fouls_drawn": 1.1,
        "pressing_intensity_on_attacker": "LOW",
        "defender_stats": [
          {
            "player": "Zaid Ismail",
            "role": "CDM",
            "market_value": 480000,
            "tackles_attempted": 1.9,
            "tackles_won": 1.3,
            "fouls_committed": 0.6,
            "interceptions_in_zone": 0.6,
            "clearances_in_zone": 0.5,
            "aerial_duels_won": 0.8,
            "defensive_success_rate": 0.376
          }
        ],
        "duel_analysis": "Pape Gueye (CM) has a clear attacking advantage against Zaid Ismail in a direct 1v1 contest. Duel win probability: 62%. The quality gap is significant (€39M vs €0M avg). Projected xG contribution: 0.195 — and projects to generate high-quality chances."
      },
      {
        "attacker": "Lamine Camara",
        "attacker_role": "CM",
        "attacker_market_value": 41000000,
        "attacker_height": 174,
        "attacker_skill_quality": 0.786,
        "defenders": [
          "Zaid Ismail"
        ],
        "defender_roles": [
          "CDM"
        ],
        "def_skill_quality_avg": 0.406,
        "duel_zone": "Central Mid vs Defensive Mid — Pressing/Creation Duel",
        "numerical_situation": "1v1",
        "duel_win_rate": 0.577,
        "xg_contribution": 0.1514,
        "shots_in_zone": 1.9,
        "dribbles_attempted": 3,
        "dribbles_successful": 1.5,
        "aerial_duels": 2,
        "aerial_won": 0.9,
        "crosses_in_zone": 0.0,
        "fouls_drawn": 1.2,
        "pressing_intensity_on_attacker": "LOW",
        "defender_stats": [
          {
            "player": "Zaid Ismail",
            "role": "CDM",
            "market_value": 480000,
            "tackles_attempted": 1.9,
            "tackles_won": 1.4,
            "fouls_committed": 0.6,
            "interceptions_in_zone": 0.6,
            "clearances_in_zone": 0.5,
            "aerial_duels_won": 1.1,
            "defensive_success_rate": 0.423
          }
        ],
        "duel_analysis": "Lamine Camara (CM) is slightly favored against Zaid Ismail in a direct 1v1 contest. Duel win probability: 58%. The quality gap is significant (€41M vs €0M avg). Projected xG contribution: 0.151 — creating consistent moderate threat."
      },
      {
        "attacker": "Nicolas Jackson",
        "attacker_role": "LW",
        "attacker_market_value": 39000000,
        "attacker_height": 186,
        "attacker_skill_quality": 0.775,
        "defenders": [
          "Merchas Doski"
        ],
        "defender_roles": [
          "RB"
        ],
        "def_skill_quality_avg": 0.422,
        "duel_zone": "Left Wing vs Right Back — Flank Battle",
        "numerical_situation": "1v1",
        "duel_win_rate": 0.691,
        "xg_contribution": 0.2441,
        "shots_in_zone": 2.4,
        "dribbles_attempted": 4,
        "dribbles_successful": 2.4,
        "aerial_duels": 2,
        "aerial_won": 1.2,
        "crosses_in_zone": 2.5,
        "fouls_drawn": 1.0,
        "pressing_intensity_on_attacker": "LOW",
        "defender_stats": [
          {
            "player": "Merchas Doski",
            "role": "RB",
            "market_value": 1800000,
            "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": 0.8,
            "defensive_success_rate": 0.309
          }
        ],
        "duel_analysis": "Nicolas Jackson (LW) has a clear attacking advantage against Merchas Doski in a direct 1v1 contest. Duel win probability: 69%. The quality gap is significant (€39M vs €2M avg). Projected xG contribution: 0.244 — and projects to generate high-quality chances."
      },
      {
        "attacker": "Ismaïla Sarr",
        "attacker_role": "ST",
        "attacker_market_value": 38000000,
        "attacker_height": 185,
        "attacker_skill_quality": 0.77,
        "defenders": [
          "Zaid Tahseen",
          "Hussein Ali"
        ],
        "defender_roles": [
          "CB",
          "CB"
        ],
        "def_skill_quality_avg": 0.406,
        "duel_zone": "Striker vs Two Centre Backs — 1v2 Aerial/Physical Battle",
        "numerical_situation": "1v2",
        "duel_win_rate": 0.358,
        "xg_contribution": 0.5231,
        "shots_in_zone": 2.7,
        "dribbles_attempted": 2,
        "dribbles_successful": 0.6,
        "aerial_duels": 3,
        "aerial_won": 1.8,
        "crosses_in_zone": 0.0,
        "fouls_drawn": 1.5,
        "pressing_intensity_on_attacker": "LOW",
        "defender_stats": [
          {
            "player": "Zaid Tahseen",
            "role": "CB",
            "market_value": 565000,
            "tackles_attempted": 0.9,
            "tackles_won": 0.9,
            "fouls_committed": 0.6,
            "interceptions_in_zone": 0.7,
            "clearances_in_zone": 0.6,
            "aerial_duels_won": 0.6,
            "defensive_success_rate": 0.642
          },
          {
            "player": "Hussein Ali",
            "role": "CB",
            "market_value": 370000,
            "tackles_attempted": 0.9,
            "tackles_won": 0.9,
            "fouls_committed": 0.6,
            "interceptions_in_zone": 0.6,
            "clearances_in_zone": 0.6,
            "aerial_duels_won": 0.6,
            "defensive_success_rate": 0.642
          }
        ],
        "duel_analysis": "Ismaïla Sarr (ST) faces tough defensive resistance against Zaid Tahseen and Hussein Ali in a 2-defender block. Duel win probability: 36%. The quality gap is significant (€38M vs €0M avg). Projected xG contribution: 0.523 — and is restricted in space and time on the ball."
      },
      {
        "attacker": "Sadio Mané",
        "attacker_role": "RW",
        "attacker_market_value": 5600000,
        "attacker_height": 175,
        "attacker_skill_quality": 0.47,
        "defenders": [
          "Akam Hashem"
        ],
        "defender_roles": [
          "LB"
        ],
        "def_skill_quality_avg": 0.409,
        "duel_zone": "Right Wing vs Left Back — Flank Battle",
        "numerical_situation": "1v1",
        "duel_win_rate": 0.471,
        "xg_contribution": 0.0256,
        "shots_in_zone": 1.9,
        "dribbles_attempted": 3,
        "dribbles_successful": 1.2,
        "aerial_duels": 2,
        "aerial_won": 0.9,
        "crosses_in_zone": 1.9,
        "fouls_drawn": 1.1,
        "pressing_intensity_on_attacker": "LOW",
        "defender_stats": [
          {
            "player": "Akam Hashem",
            "role": "LB",
            "market_value": 720000,
            "tackles_attempted": 1.9,
            "tackles_won": 1.6,
            "fouls_committed": 0.6,
            "interceptions_in_zone": 0.7,
            "clearances_in_zone": 0.6,
            "aerial_duels_won": 1.1,
            "defensive_success_rate": 0.529
          }
        ],
        "duel_analysis": "Sadio Mané (RW) is evenly matched against Akam Hashem in a direct 1v1 contest. Duel win probability: 47%.  Projected xG contribution: 0.026 — with neither side clearly dominant."
      }
    ],
    "away_attacking_duels": [
      {
        "attacker": "Ali Al-Hamadi",
        "attacker_role": "ST",
        "attacker_market_value": 1500000,
        "attacker_height": 187,
        "attacker_skill_quality": 0.419,
        "defenders": [
          "Kalidou Koulibaly",
          "Moussa Niakhaté"
        ],
        "defender_roles": [
          "CB",
          "CB"
        ],
        "def_skill_quality_avg": 0.515,
        "duel_zone": "Striker vs Two Centre Backs — 1v2 Aerial/Physical Battle",
        "numerical_situation": "1v2",
        "duel_win_rate": 0.18,
        "xg_contribution": 0.2456,
        "shots_in_zone": 2.0,
        "dribbles_attempted": 2,
        "dribbles_successful": 0.3,
        "aerial_duels": 3,
        "aerial_won": 1.8,
        "crosses_in_zone": 0.0,
        "fouls_drawn": 1.4,
        "pressing_intensity_on_attacker": "LOW",
        "defender_stats": [
          {
            "player": "Kalidou Koulibaly",
            "role": "CB",
            "market_value": 4400000,
            "tackles_attempted": 1.0,
            "tackles_won": 1.1,
            "fouls_committed": 0.6,
            "interceptions_in_zone": 0.7,
            "clearances_in_zone": 0.6,
            "aerial_duels_won": 0.6,
            "defensive_success_rate": 0.82
          },
          {
            "player": "Moussa Niakhaté",
            "role": "CB",
            "market_value": 14600000,
            "tackles_attempted": 1.0,
            "tackles_won": 1.1,
            "fouls_committed": 0.5,
            "interceptions_in_zone": 0.9,
            "clearances_in_zone": 0.8,
            "aerial_duels_won": 0.6,
            "defensive_success_rate": 0.82
          }
        ],
        "duel_analysis": "Ali Al-Hamadi (ST) is heavily outmatched defensively against Kalidou Koulibaly and Moussa Niakhaté in a 2-defender block. Duel win probability: 18%.  Projected xG contribution: 0.246 — with very limited chance creation expected."
      },
      {
        "attacker": "Ibrahim Bayesh",
        "attacker_role": "LM",
        "attacker_market_value": 730000,
        "attacker_height": 177,
        "attacker_skill_quality": 0.409,
        "defenders": [
          "Idrissa Gana Gueye"
        ],
        "defender_roles": [
          "RB"
        ],
        "def_skill_quality_avg": 0.406,
        "duel_zone": "Left Mid vs Right Back — Wide Channel",
        "numerical_situation": "1v1",
        "duel_win_rate": 0.473,
        "xg_contribution": 0.1443,
        "shots_in_zone": 1.6,
        "dribbles_attempted": 3,
        "dribbles_successful": 1.2,
        "aerial_duels": 2,
        "aerial_won": 1.0,
        "crosses_in_zone": 2.0,
        "fouls_drawn": 1.0,
        "pressing_intensity_on_attacker": "LOW",
        "defender_stats": [
          {
            "player": "Idrissa Gana Gueye",
            "role": "RB",
            "market_value": 485000,
            "tackles_attempted": 1.9,
            "tackles_won": 1.6,
            "fouls_committed": 0.6,
            "interceptions_in_zone": 0.6,
            "clearances_in_zone": 0.5,
            "aerial_duels_won": 1.0,
            "defensive_success_rate": 0.527
          }
        ],
        "duel_analysis": "Ibrahim Bayesh (LM) is evenly matched against Idrissa Gana Gueye in a direct 1v1 contest. Duel win probability: 47%.  Projected xG contribution: 0.144 — with neither side clearly dominant."
      },
      {
        "attacker": "Zidane Iqbal",
        "attacker_role": "RM",
        "attacker_market_value": 1000000,
        "attacker_height": 180,
        "attacker_skill_quality": 0.412,
        "defenders": [
          "El Hadji Malick Diouf"
        ],
        "defender_roles": [
          "LB"
        ],
        "def_skill_quality_avg": 0.71,
        "duel_zone": "Right Mid vs Left Back — Wide Channel",
        "numerical_situation": "1v1",
        "duel_win_rate": 0.314,
        "xg_contribution": 0.108,
        "shots_in_zone": 1.3,
        "dribbles_attempted": 3,
        "dribbles_successful": 0.8,
        "aerial_duels": 2,
        "aerial_won": 1.1,
        "crosses_in_zone": 2.0,
        "fouls_drawn": 1.3,
        "pressing_intensity_on_attacker": "MEDIUM",
        "defender_stats": [
          {
            "player": "El Hadji Malick Diouf",
            "role": "LB",
            "market_value": 29000000,
            "tackles_attempted": 2.2,
            "tackles_won": 2.1,
            "fouls_committed": 0.4,
            "interceptions_in_zone": 1.1,
            "clearances_in_zone": 0.5,
            "aerial_duels_won": 0.9,
            "defensive_success_rate": 0.686
          }
        ],
        "duel_analysis": "Zidane Iqbal (RM) is heavily outmatched defensively against El Hadji Malick Diouf in a direct 1v1 contest. Duel win probability: 31%. The quality gap is significant (€1M vs €29M avg). Projected xG contribution: 0.108 — with very limited chance creation expected."
      },
      {
        "attacker": "Amir Al-Ammari",
        "attacker_role": "CM",
        "attacker_market_value": 935000,
        "attacker_height": 180,
        "attacker_skill_quality": 0.412,
        "defenders": [
          "Pape Gueye"
        ],
        "defender_roles": [
          "CM"
        ],
        "def_skill_quality_avg": 0.775,
        "duel_zone": "Central Mid vs Central Mid — Box-to-Box Midfield Contest",
        "numerical_situation": "1v1",
        "duel_win_rate": 0.228,
        "xg_contribution": 0.0713,
        "shots_in_zone": 1.2,
        "dribbles_attempted": 2,
        "dribbles_successful": 0.4,
        "aerial_duels": 2,
        "aerial_won": 1.1,
        "crosses_in_zone": 0.0,
        "fouls_drawn": 1.4,
        "pressing_intensity_on_attacker": "HIGH",
        "defender_stats": [
          {
            "player": "Pape Gueye",
            "role": "CM",
            "market_value": 39000000,
            "tackles_attempted": 2.2,
            "tackles_won": 2.4,
            "fouls_committed": 0.4,
            "interceptions_in_zone": 1.2,
            "clearances_in_zone": 0.5,
            "aerial_duels_won": 0.9,
            "defensive_success_rate": 0.772
          }
        ],
        "duel_analysis": "Amir Al-Ammari (CM) is heavily outmatched defensively against Pape Gueye in a direct 1v1 contest. Duel win probability: 23%. The quality gap is significant (€1M vs €39M avg). Projected xG contribution: 0.071 — with very limited chance creation expected."
      },
      {
        "attacker": "Zaid Ismail",
        "attacker_role": "CDM",
        "attacker_market_value": 480000,
        "attacker_height": 185,
        "attacker_skill_quality": 0.406,
        "defenders": [
          "Krépin Diatta"
        ],
        "defender_roles": [
          "CDM"
        ],
        "def_skill_quality_avg": 0.472,
        "duel_zone": "CDM vs CDM",
        "numerical_situation": "1v1",
        "duel_win_rate": 0.438,
        "xg_contribution": 0.0506,
        "shots_in_zone": 1.0,
        "dribbles_attempted": 1,
        "dribbles_successful": 0.4,
        "aerial_duels": 2,
        "aerial_won": 1.2,
        "crosses_in_zone": 0.0,
        "fouls_drawn": 1.1,
        "pressing_intensity_on_attacker": "LOW",
        "defender_stats": [
          {
            "player": "Krépin Diatta",
            "role": "CDM",
            "market_value": 5800000,
            "tackles_attempted": 2.0,
            "tackles_won": 1.7,
            "fouls_committed": 0.6,
            "interceptions_in_zone": 0.8,
            "clearances_in_zone": 0.5,
            "aerial_duels_won": 0.8,
            "defensive_success_rate": 0.562
          }
        ],
        "duel_analysis": "Zaid Ismail (CDM) is evenly matched against Krépin Diatta in a direct 1v1 contest. Duel win probability: 44%.  Projected xG contribution: 0.051 — with neither side clearly dominant."
      }
    ],
    "midfield_battle": {
      "home_midfield_power": 0.632,
      "away_midfield_power": 0.467,
      "home_creative_power": 0.552,
      "away_creative_power": 0.4,
      "home_defensive_power": 0.781,
      "away_defensive_power": 0.417,
      "home_dominance_ratio": 0.575,
      "home_midfield_count": 5,
      "away_midfield_count": 5,
      "home_midfield_players": [
        "Sadio Mané",
        "Pape Gueye",
        "Idrissa Gana Gueye",
        "Lamine Camara",
        "Krépin Diatta"
      ],
      "away_midfield_players": [
        "Ibrahim Bayesh",
        "Zidane Iqbal",
        "Zaid Ismail",
        "Amir Al-Ammari",
        "Ahmed Qasem"
      ],
      "possession_advantage": "home",
      "estimated_possession_home_pct": 53.2,
      "estimated_possession_away_pct": 46.8,
      "home_pressing_actions_per_90": 8.4,
      "away_pressing_actions_per_90": 6.3,
      "home_key_passes_projected": 4.8,
      "away_key_passes_projected": 3.9,
      "home_throughball_threat": 2.3,
      "away_throughball_threat": 1.8,
      "key_personal_duel": "Lamine Camara vs Ahmed Qasem",
      "midfield_lambda_factor_home": 1.026,
      "midfield_lambda_factor_away": 0.961
    },
    "formation_analysis": {
      "home_formation": "4-3-3",
      "away_formation": "4-1-4-1",
      "home_tactical_bonus": 0.01,
      "away_tactical_bonus": -0.01,
      "formation_verdict": "Tactical parity between 4-3-3 and 4-1-4-1. Match outcome driven primarily by individual player quality."
    },
    "home_lambda": 2.823,
    "away_lambda": 0.65,
    "home_top_threat_zones": [
      "Striker vs Two Centre Backs — 1v2 Aerial/Physical Battle",
      "Left Wing vs Right Back — Flank Battle"
    ],
    "away_top_threat_zones": [
      "Striker vs Two Centre Backs — 1v2 Aerial/Physical Battle",
      "Left Mid vs Right Back — Wide Channel"
    ],
    "home_player_antagonists": {
      "Pape Gueye": {
        "opponents": [
          "Zaid Ismail",
          "Amir Al-Ammari"
        ],
        "primary_zone": "Central Mid vs Defensive Mid — Pressing/Creation Duel",
        "source": "attacking_duel, defensive_duel, midfield_pairing"
      },
      "Lamine Camara": {
        "opponents": [
          "Zaid Ismail",
          "Ahmed Qasem"
        ],
        "primary_zone": "Central Mid vs Defensive Mid — Pressing/Creation Duel",
        "source": "attacking_duel, midfield_pairing"
      },
      "Nicolas Jackson": {
        "opponents": [
          "Merchas Doski"
        ],
        "primary_zone": "Left Wing vs Right Back — Flank Battle",
        "source": "attacking_duel"
      },
      "Ismaïla Sarr": {
        "opponents": [
          "Zaid Tahseen",
          "Hussein Ali"
        ],
        "primary_zone": "Striker vs Two Centre Backs — 1v2 Aerial/Physical Battle",
        "source": "attacking_duel"
      },
      "Sadio Mané": {
        "opponents": [
          "Akam Hashem",
          "Zidane Iqbal"
        ],
        "primary_zone": "Right Wing vs Left Back — Flank Battle",
        "source": "attacking_duel, midfield_pairing"
      },
      "Kalidou Koulibaly": {
        "opponents": [
          "Ali Al-Hamadi"
        ],
        "primary_zone": "Striker vs Two Centre Backs — 1v2 Aerial/Physical Battle",
        "source": "defensive_duel"
      },
      "Moussa Niakhaté": {
        "opponents": [
          "Ali Al-Hamadi"
        ],
        "primary_zone": "Striker vs Two Centre Backs — 1v2 Aerial/Physical Battle",
        "source": "defensive_duel"
      },
      "Idrissa Gana Gueye": {
        "opponents": [
          "Ibrahim Bayesh"
        ],
        "primary_zone": "Left Mid vs Right Back — Wide Channel",
        "source": "defensive_duel, midfield_pairing"
      },
      "El Hadji Malick Diouf": {
        "opponents": [
          "Zidane Iqbal"
        ],
        "primary_zone": "Right Mid vs Left Back — Wide Channel",
        "source": "defensive_duel"
      },
      "Krépin Diatta": {
        "opponents": [
          "Zaid Ismail"
        ],
        "primary_zone": "CDM vs CDM",
        "source": "defensive_duel, midfield_pairing"
      },
      "Mory Diaw": {
        "opponents": [
          "Ali Al-Hamadi",
          "Ahmed Qasem"
        ],
        "primary_zone": "Shape fallback",
        "source": "formation_fallback"
      }
    },
    "away_player_antagonists": {
      "Zaid Ismail": {
        "opponents": [
          "Pape Gueye",
          "Lamine Camara",
          "Krépin Diatta"
        ],
        "primary_zone": "Central Mid vs Defensive Mid — Pressing/Creation Duel",
        "source": "defensive_duel, attacking_duel, midfield_pairing"
      },
      "Merchas Doski": {
        "opponents": [
          "Nicolas Jackson"
        ],
        "primary_zone": "Left Wing vs Right Back — Flank Battle",
        "source": "defensive_duel"
      },
      "Zaid Tahseen": {
        "opponents": [
          "Ismaïla Sarr"
        ],
        "primary_zone": "Striker vs Two Centre Backs — 1v2 Aerial/Physical Battle",
        "source": "defensive_duel"
      },
      "Hussein Ali": {
        "opponents": [
          "Ismaïla Sarr"
        ],
        "primary_zone": "Striker vs Two Centre Backs — 1v2 Aerial/Physical Battle",
        "source": "defensive_duel"
      },
      "Akam Hashem": {
        "opponents": [
          "Sadio Mané"
        ],
        "primary_zone": "Right Wing vs Left Back — Flank Battle",
        "source": "defensive_duel"
      },
      "Ali Al-Hamadi": {
        "opponents": [
          "Kalidou Koulibaly",
          "Moussa Niakhaté"
        ],
        "primary_zone": "Striker vs Two Centre Backs — 1v2 Aerial/Physical Battle",
        "source": "attacking_duel"
      },
      "Ibrahim Bayesh": {
        "opponents": [
          "Idrissa Gana Gueye"
        ],
        "primary_zone": "Left Mid vs Right Back — Wide Channel",
        "source": "attacking_duel, midfield_pairing"
      },
      "Zidane Iqbal": {
        "opponents": [
          "El Hadji Malick Diouf",
          "Sadio Mané"
        ],
        "primary_zone": "Right Mid vs Left Back — Wide Channel",
        "source": "attacking_duel, midfield_pairing"
      },
      "Amir Al-Ammari": {
        "opponents": [
          "Pape Gueye"
        ],
        "primary_zone": "Central Mid vs Central Mid — Box-to-Box Midfield Contest",
        "source": "attacking_duel, midfield_pairing"
      },
      "Ahmed Qasem": {
        "opponents": [
          "Lamine Camara"
        ],
        "primary_zone": "Midfield lane",
        "source": "midfield_pairing"
      },
      "Ahmed Basil": {
        "opponents": [
          "Nicolas Jackson",
          "Ismaïla Sarr"
        ],
        "primary_zone": "Shape fallback",
        "source": "formation_fallback"
      }
    },
    "key_tactical_insight": "Home midfield dominates with ~53% possession expected (Lamine Camara vs Ahmed Qasem). Total antagonist xG — Home: 1.14, Away: 0.62. Home danger zone: Striker vs Two Centre Backs — 1v2 Aerial/Physical Battle. Away danger zone: Striker vs Two Centre Backs — 1v2 Aerial/Physical Battle.",
    "lambda_factors": {
      "home_gk_opposition_factor": 1.0236,
      "away_gk_opposition_factor": 1.0211,
      "home_set_piece_bonus": 0.1257,
      "away_set_piece_bonus": 0.092,
      "home_defensive_solidity_vs": 1.0153,
      "away_defensive_solidity_vs": 0.9678,
      "home_midfield_factor": 1.026,
      "away_midfield_factor": 0.961,
      "stage_discount": 1.0,
      "quality_gap_applied": true,
      "home_avg_quality": 0.6194,
      "away_avg_quality": 0.4146,
      "avg_quality_gap": 0.2048,
      "squad_value_gap_log": 2.3471,
      "top5_value_gap_log": 2.4003,
      "attack_value_gap_log": 2.3741,
      "elite_count_gap": 1,
      "combined_quality_gap": 0.3591,
      "stronger_lambda_boost": 0.79,
      "weaker_lambda_suppression": 0.5027,
      "home_bench_lambda_bonus": 0.0409,
      "away_bench_lambda_bonus": 0.0052,
      "home_bench_players_modelled": 7,
      "away_bench_players_modelled": 7,
      "mismatch_score_pressure_applied": true,
      "mismatch_score_pressure_gap": 0.3591,
      "mismatch_favorite_lambda_boost": 1.0948,
      "mismatch_underdog_lambda_factor": 0.9741,
      "pre_mismatch_home_lambda": 2.579,
      "pre_mismatch_away_lambda": 0.655,
      "competitive_underdog_floor_applied": false,
      "pre_calibration_home_lambda": 2.5789,
      "pre_calibration_away_lambda": 0.6552,
      "competition_calibration_applied": false,
      "competition_calibration_reason": "no_sofascore_matches_data",
      "competition_calibration_samples": 0,
      "competition_observed_total_goals": 0.0,
      "competition_calibration_scale": 1.0,
      "neutral_share_preserved": true,
      "final_home_lambda": 2.823,
      "final_away_lambda": 0.65
    }
  },
  "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": "2026-06-26T13:33:54Z"
}