{
  "match_info": {
    "home_team": "Argentina",
    "away_team": "Egypt",
    "tournament": "World Championship",
    "date": "20260707",
    "timezone": "America/New_York",
    "home_formation": "4-4-2",
    "away_formation": "4-2-3-1"
  },
  "prediction": {
    "most_likely_score": "1-0",
    "home_goals": 1,
    "away_goals": 0,
    "most_likely_score_probability": 0.1392,
    "match_resolution": "penalties_if_level",
    "predicted_winner": "Argentina",
    "tiebreaker": {
      "applies": true,
      "method": "penalties_if_level",
      "regulation_draw_probability": 0.2029,
      "shootout_home_win_probability": 0.62,
      "shootout_away_win_probability": 0.38,
      "penalty_home_goals": 5,
      "penalty_away_goals": 3,
      "penalty_score": "5-3",
      "penalty_winner": "Argentina",
      "penalty_winner_goals": 5,
      "penalty_loser_goals": 3,
      "penalty_result": "Argentina wins 5-3 on penalties",
      "home_advance_probability": 0.8049,
      "away_advance_probability": 0.1951,
      "projected_winner": "Argentina",
      "projected_winner_probability": 0.8049,
      "final_score_after_penalties": null,
      "reason": "Knockout match: a tied scoreline remains possible, then the advancing team is projected through penalties."
    },
    "top_5_scorelines": [
      {
        "score": "1-0",
        "probability": 0.1392
      },
      {
        "score": "2-0",
        "probability": 0.1376
      },
      {
        "score": "1-1",
        "probability": 0.095
      },
      {
        "score": "2-1",
        "probability": 0.0931
      },
      {
        "score": "3-0",
        "probability": 0.0904
      }
    ],
    "scoreline_probabilities": {
      "0-0": 0.0714,
      "0-1": 0.0475,
      "0-2": 0.0162,
      "0-3": 0.0037,
      "0-4": 0.0006,
      "1-0": 0.1392,
      "1-1": 0.095,
      "1-2": 0.032,
      "1-3": 0.0072,
      "1-4": 0.0012,
      "2-0": 0.1376,
      "2-1": 0.0931,
      "2-2": 0.0315,
      "2-3": 0.0071,
      "2-4": 0.0012,
      "3-0": 0.0904,
      "3-1": 0.0611,
      "3-2": 0.0207,
      "3-3": 0.0047,
      "3-4": 0.0008,
      "4-0": 0.0445,
      "4-1": 0.0301,
      "4-2": 0.0102,
      "4-3": 0.0023,
      "5-0": 0.0175,
      "5-1": 0.0119,
      "5-2": 0.004,
      "5-3": 0.0009,
      "6-0": 0.0058,
      "6-1": 0.0039,
      "6-2": 0.0013,
      "7-0": 0.0016,
      "7-1": 0.0011
    },
    "outcome": {
      "home_win": 0.6791,
      "draw": 0.2029,
      "away_win": 0.1181
    },
    "markets": {
      "over_2_5_goals": 0.4932,
      "under_2_5_goals": 0.5068,
      "btts_yes": 0.4235,
      "btts_no": 0.5765,
      "home_clean_sheet": 0.5084,
      "away_clean_sheet": 0.1394
    },
    "home_ratings": {
      "DR": 87.15,
      "MCR": 90.71,
      "ATR": 94.74,
      "GK": 91.89
    },
    "away_ratings": {
      "DR": 88.15,
      "MCR": 90.57,
      "ATR": 91.58,
      "GK": 89.15
    },
    "insights": {
      "summary": "Antagonist matchup analysis for Argentina vs Egypt. Most likely scoreline: 1-0. Lambdas derived from 4 home and 5 away individual player duels.",
      "key_player": "Projected scorer(s): Lionel Messi",
      "tactical_analysis": "Tactical parity between 4-4-2 and 4-2-3-1. Match outcome driven primarily by individual player quality. Home midfield dominates with ~53% possession expected (Enzo Fernández vs Mohamed Salah). Total antagonist xG — Home: 0.66, Away: 0.58. Home danger zone: Right Mid vs Left Back — Wide Channel. Away danger zone: CAM vs CM."
    },
    "confidence": 0.8,
    "home_lambda": 2.074,
    "away_lambda": 0.712
  },
  "pregame_baseline": {
    "fair_win_probability": {
      "home_win": 0.6791,
      "draw": 0.2029,
      "away_win": 0.1181
    },
    "favorite": "Argentina",
    "favorite_win_probability": 0.6791,
    "fair_spread": 1.362,
    "fair_total": 2.786,
    "prop_estimates": [
      {
        "market": "team_total_goals",
        "selection": "Argentina",
        "estimate": 2.074,
        "probability": null,
        "unit": "goals"
      },
      {
        "market": "team_total_goals",
        "selection": "Egypt",
        "estimate": 0.712,
        "probability": null,
        "unit": "goals"
      },
      {
        "market": "over_2_5_goals",
        "selection": "yes",
        "estimate": 2.5,
        "probability": 0.4932,
        "unit": "probability"
      },
      {
        "market": "both_teams_to_score",
        "selection": "yes",
        "estimate": 1.0,
        "probability": 0.4235,
        "unit": "probability"
      },
      {
        "market": "clean_sheet",
        "selection": "Argentina",
        "estimate": 1.0,
        "probability": 0.5084,
        "unit": "probability"
      },
      {
        "market": "clean_sheet",
        "selection": "Egypt",
        "estimate": 1.0,
        "probability": 0.1394,
        "unit": "probability"
      },
      {
        "market": "anytime_goal",
        "selection": "Lionel Messi (Argentina)",
        "estimate": 0.8806,
        "probability": 0.4098,
        "unit": "xG"
      },
      {
        "market": "anytime_goal",
        "selection": "Mohamed Salah (Egypt)",
        "estimate": 0.2762,
        "probability": 0.0,
        "unit": "xG"
      },
      {
        "market": "assist",
        "selection": "Lionel Messi (Argentina)",
        "estimate": 0.3379,
        "probability": 0.2421,
        "unit": "xA"
      },
      {
        "market": "assist",
        "selection": "Mohamed Salah (Egypt)",
        "estimate": 0.2061,
        "probability": 0.0,
        "unit": "xA"
      }
    ],
    "expected_pace": {
      "tempo": "high",
      "expected_total_goals": 2.786,
      "expected_total_shots": 28,
      "expected_total_passes": 998,
      "expected_pressing_actions_per_90": 14.9,
      "possession_home_pct": 52.8,
      "possession_away_pct": 47.2,
      "notes": "Argentina projects to control midfield possession"
    },
    "expected_game_script": {
      "favorite": "Argentina",
      "favorite_win_probability": 0.6791,
      "script": "Argentina is the fair winner side, but the baseline remains favorite-led: fair spread +1.36 goals and fair total 2.79.",
      "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; Egypt must keep the match inside one goal.",
      "late_game": "A Argentina lead likely shifts toward control and counters; if level after extra time, penalties are live; Argentina projects as the advancing side at 80.5% overall advancement probability with 20.3% draw pressure."
    },
    "key_matchup_thesis": "Egypt chance creation leans on Mohamed Salah against Thiago Almada in CAM vs CM; Argentina projects to control midfield possession.",
    "expected_rotation_usage_behavior": [
      "Argentina: starters carry the main goal usage through Lionel Messi; bench watchlist: Julián Alvarez, Nico Paz, Franco Mastantuono.",
      "Egypt: starters carry the main goal usage through the highest xG attackers; bench watchlist: Mahmoud Trézéguet, Zizo, Haissem Hassan.",
      "Assist usage should flow through Lionel Messi; late lineup changes should re-score these allocations."
    ],
    "pregame_play_by_play": [
      "0-15: Argentina tries to establish the projected edge; track possession and first-shot share.",
      "15-45: Baseline expects high tempo, about 14 total first-half shots, and 1.39 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 Egypt is chasing, transition and set-piece volume become the primary live deviation signal; if level after extra time, penalties are live; Argentina projects as the advancing side at 80.5% overall advancement probability with 20.3% draw pressure."
    ],
    "invalidation_triggers": [
      "Early red card, injury, or goalkeeper change for Argentina.",
      "Egypt wins the midfield/territory battle beyond the possession baseline.",
      "Pace collapses: first 25 minutes fall well below the shot and box-entry baseline.",
      "Set pieces, penalties, or second balls create more danger than the open-play matchup thesis."
    ],
    "top_3_risk_factors": [
      {
        "factor": "Low-event scoring variance",
        "impact": "One penalty, deflection, or missed big chance can overwhelm the fair win probability."
      },
      {
        "factor": "Late lineup or role change",
        "impact": "A pregame XI, injury, or tactical role shift can invalidate player prop and usage estimates."
      },
      {
        "factor": "Discipline and set-piece volatility",
        "impact": "Cards, fouls in dangerous zones, and corner volume can change the expected game script quickly."
      }
    ]
  },
  "teams": {
    "Argentina": {
      "formation": "4-4-2",
      "players": {
        "Lautaro Martínez": {
          "player_id": 823984,
          "position": "F",
          "position_depth": "F",
          "is_starter": true,
          "shirt_number": 22,
          "height": 175,
          "market_value": 80000000,
          "stats": {
            "expected_goals": 0.3282,
            "goal_rate": 0.0014,
            "goals": 0,
            "shots_on_target": 0,
            "expected_assists": 0.023,
            "key_pass": 0,
            "rating": 95.1591,
            "minutes": 58,
            "total_shots": 3,
            "duels_won": 3,
            "aerial_won": 1,
            "total_pass": 16,
            "accurate_pass": 13,
            "total_long_balls": 1,
            "accurate_long_balls": 1,
            "total_opp_half_passes": 9,
            "accurate_opp_half_passes": 7,
            "crosses_total": 1,
            "crosses_accurate": 0,
            "touches": 26,
            "possession_lost": 7.1335,
            "dispossessed": 2.7865,
            "duels_lost": 5,
            "aerial_lost": 2,
            "total_contest": 3,
            "won_contest": 1,
            "ball_recovery": 3,
            "challenges_lost": 1,
            "fouls": 2,
            "fouls_drawn": 2,
            "assists": 0,
            "shots_off_target": 2,
            "interceptions": 2,
            "tackles_won": 1,
            "tackles": 2,
            "clearances": 2,
            "blocks": 1,
            "big_chances_created": 0,
            "big_chances_missed": 1,
            "xgot": 0.8137,
            "offsides": 1,
            "ball_carries": 7,
            "total_progression": 23,
            "progressive_carries": 1,
            "dribbles_attempted": 2,
            "dribbles_successful": 0.7,
            "crosses_attempted": 0.0,
            "duel_win_rate": 0.373,
            "pressing_faced": "LOW",
            "matchup_zone": "Striker vs Two Centre Backs — 1v2 Aerial/Physical Battle",
            "numerical_situation": "1v2",
            "opponent_defenders": "Rami Rabia, Yasser Ibrahim",
            "opponent_faced": "Rami Rabia, Yasser Ibrahim",
            "antagonist_source": "attacking_duel",
            "projected_goals": 0,
            "goal_probability": 0.1249,
            "projected_assists": 0,
            "assist_probability": 0.0259,
            "fifa_overall": 88.0
          },
          "latest_10_games": [
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              "match_type": "played",
              "match_id": 12812999,
              "match_date": "2026-07-03 22:00:00 UTC",
              "league_name": "World Championship",
              "league_id": 16,
              "league_slug": "world-championship",
              "league_country": "World",
              "season_id": 58210,
              "season_name": "World Cup 2026",
              "season_year": "2026",
              "home_team": "Argentina",
              "away_team": "Cabo Verde",
              "home_score_current": 3.0,
              "away_score_current": 2.0,
              "team_side": "home",
              "status_code": 110,
              "status_type": "finished",
              "status_description": "AET",
              "player_status": "starter",
              "is_starting_11": true,
              "team": "Argentina",
              "opponent": "Cabo Verde",
              "stats": {},
              "has_player_stats": false,
              "source": "depth_chart.csv"
            },
            {
              "match_id": 15186734,
              "match_date": "2026-06-28",
              "home_team": "Jordan",
              "away_team": "Argentina",
              "team_side": "away",
              "is_starting_11": 1,
              "team": "Argentina",
              "opponent": "Jordan",
              "stats": {
                "minutes": 60,
                "rating": 6.4,
                "goal_rate": 1.0,
                "goals": 1,
                "assists": 0,
                "expected_goals": 1.371,
                "expected_assists": 0.0271,
                "total_shots": 3,
                "shots_on_target": 1,
                "shots_off_target": 2,
                "total_pass": 23,
                "accurate_pass": 18,
                "key_pass": 1,
                "ball_recovery": 2
              },
              "has_player_stats": true,
              "league_name": "FIFA World Cup",
              "league_id": "16",
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              "league_country": "World",
              "season_id": "58210",
              "season_name": "World Cup 2026",
              "season_year": "2026"
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            {
              "match_id": 15186502,
              "match_date": "2026-06-22",
              "home_team": "Argentina",
              "away_team": "Austria",
              "team_side": "home",
              "is_starting_11": 1,
              "team": "Argentina",
              "opponent": "Austria",
              "stats": {
                "minutes": 65,
                "rating": 7.2,
                "assists": 0,
                "expected_assists": 0.0284,
                "total_shots": 0,
                "total_pass": 9,
                "accurate_pass": 8,
                "tackles": 2,
                "tackles_won": 1,
                "clearances": 3,
                "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",
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            },
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              "match_date": "2026-06-17",
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              "away_team": "Algeria",
              "team_side": "home",
              "is_starting_11": 1,
              "team": "Argentina",
              "opponent": "Algeria",
              "stats": {
                "minutes": 55,
                "rating": 6.4,
                "assists": 0,
                "expected_goals": 0.1179,
                "expected_assists": 0.0062,
                "total_shots": 1,
                "shots_on_target": 1,
                "total_pass": 13,
                "accurate_pass": 12,
                "tackles": 1,
                "duels_won": 1,
                "ball_recovery": 3
              },
              "has_player_stats": true,
              "league_name": "FIFA World Cup",
              "league_id": "16",
              "league_slug": "world-championship",
              "league_country": "World",
              "season_id": "58210",
              "season_name": "World Cup 2026",
              "season_year": "2026"
            },
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              "match_id": 13980079,
              "match_date": "2026-05-23",
              "home_team": "Bologna",
              "away_team": "Inter",
              "team_side": "away",
              "is_starting_11": 1,
              "team": "Inter",
              "opponent": "Bologna",
              "stats": {
                "minutes": 54,
                "rating": 6.4,
                "assists": 0,
                "expected_assists": 0.0088,
                "total_shots": 0,
                "total_pass": 18,
                "accurate_pass": 13,
                "duels_won": 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": 13980067,
              "match_date": "2026-05-17",
              "home_team": "Inter",
              "away_team": "Hellas Verona",
              "team_side": "home",
              "is_starting_11": 1,
              "team": "Inter",
              "opponent": "Hellas Verona",
              "stats": {
                "minutes": 75,
                "rating": 6.3,
                "assists": 0,
                "expected_goals": 1.014,
                "expected_assists": 0.0809,
                "total_shots": 4,
                "shots_on_target": 2,
                "shots_off_target": 1,
                "total_pass": 25,
                "accurate_pass": 21,
                "tackles": 2,
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              },
              "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": 13980090,
              "match_date": "2026-05-09",
              "home_team": "Lazio",
              "away_team": "Inter",
              "team_side": "away",
              "is_starting_11": 1,
              "team": "Inter",
              "opponent": "Lazio",
              "stats": {
                "minutes": 63,
                "rating": 8.0,
                "goal_rate": 1.0,
                "goals": 1,
                "assists": 1,
                "expected_goals": 0.276,
                "expected_assists": 0.0483,
                "total_shots": 1,
                "shots_on_target": 1,
                "total_pass": 21,
                "accurate_pass": 16,
                "key_pass": 4,
                "tackles": 1,
                "tackles_won": 1,
                "interceptions": 2,
                "duels_won": 2,
                "ball_recovery": 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": 14169218,
              "match_date": "2025-09-09",
              "home_team": "Ecuador",
              "away_team": "Argentina",
              "team_side": "away",
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              "team": "Argentina",
              "opponent": "Ecuador",
              "stats": {
                "minutes": 63,
                "rating": 6.6,
                "assists": 0,
                "total_shots": 2,
                "shots_off_target": 2,
                "total_pass": 22,
                "accurate_pass": 18,
                "clearances": 1,
                "aerial_won": 1,
                "duels_won": 2,
                "ball_recovery": 4
              },
              "has_player_stats": true,
              "league_name": "World Cup Qual. CONMEBOL",
              "league_id": "295",
              "league_slug": "world-championship-qual-conmebol",
              "league_country": "South America",
              "season_id": "53820",
              "season_name": "World Cup Qualification, CONMEBOL 2025",
              "season_year": "2026"
            },
            {
              "match_id": 14169215,
              "match_date": "2025-09-04",
              "home_team": "Argentina",
              "away_team": "Venezuela",
              "team_side": "home",
              "is_starting_11": 0,
              "team": "Argentina",
              "opponent": "Venezuela",
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                "rating": 7.2,
                "goal_rate": 1.0,
                "goals": 1,
                "assists": 0,
                "total_shots": 1,
                "shots_on_target": 1,
                "total_pass": 5,
                "accurate_pass": 4
              },
              "has_player_stats": true,
              "league_name": "World Cup Qual. CONMEBOL",
              "league_id": "295",
              "league_slug": "world-championship-qual-conmebol",
              "league_country": "South America",
              "season_id": "53820",
              "season_name": "World Cup Qualification, CONMEBOL 2025",
              "season_year": "2026"
            },
            {
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              "match_date": "2024-07-10",
              "home_team": "Argentina",
              "away_team": "Canada",
              "team_side": "home",
              "is_starting_11": 0,
              "team": "Argentina",
              "opponent": "Canada",
              "stats": {
                "minutes": 12,
                "rating": 6.5,
                "assists": 0,
                "expected_assists": 0.0001,
                "total_shots": 0,
                "total_pass": 2,
                "accurate_pass": 2
              },
              "has_player_stats": true,
              "league_name": "Copa América",
              "league_id": "133",
              "league_slug": "copa-america",
              "league_country": "South America",
              "season_id": "57114",
              "season_name": "Copa America 2024",
              "season_year": "2024"
            }
          ],
          "ranking": {
            "global_player_rank": 175,
            "combined_rank_score": 132.5,
            "ranking_source": "sofascore_plus_fifa_csv",
            "ranking_status": "combined",
            "sofascore_rank": 231.0,
            "sofascore_rating": 7.1167,
            "sofascore_appearances": 6.0,
            "fifa_rank": 34.0,
            "fifa_overall": 88.0,
            "fifa_source": "EA SPORTS FC official ratings",
            "match_squad_rank": 4,
            "squad_role": "starter",
            "projected_match_rating": 7.1591,
            "source_file": "data/player_rankings.csv",
            "player_name": "Lautaro Martínez",
            "ranking_neighbors": {
              "upper": [
                {
                  "player_name": "Yarek Gasiorowski",
                  "ranking": 170
                },
                {
                  "player_name": "Rey Manaj",
                  "ranking": 171
                },
                {
                  "player_name": "Tiago Gabriel",
                  "ranking": 172
                },
                {
                  "player_name": "Filip Jørgensen",
                  "ranking": 173
                },
                {
                  "player_name": "Frank Anguissa",
                  "ranking": 174
                }
              ],
              "lower": [
                {
                  "player_name": "Seon-min Kim",
                  "ranking": 176
                },
                {
                  "player_name": "Tijjani Reijnders",
                  "ranking": 177
                },
                {
                  "player_name": "De Gea",
                  "ranking": 178
                },
                {
                  "player_name": "Mikel Merino",
                  "ranking": 179
                },
                {
                  "player_name": "Giovino Flamarion",
                  "ranking": 180
                }
              ]
            }
          }
        },
        "Lionel Messi": {
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      {
        "attacker": "Lautaro Martínez",
        "attacker_role": "ST",
        "attacker_market_value": 80000000,
        "attacker_height": 175,
        "attacker_skill_quality": 0.882,
        "defenders": [
          "Rami Rabia",
          "Yasser Ibrahim"
        ],
        "defender_roles": [
          "CB",
          "CB"
        ],
        "def_skill_quality_avg": 0.405,
        "duel_zone": "Striker vs Two Centre Backs — 1v2 Aerial/Physical Battle",
        "numerical_situation": "1v2",
        "duel_win_rate": 0.373,
        "xg_contribution": 0.1797,
        "shots_in_zone": 2.8,
        "dribbles_attempted": 2,
        "dribbles_successful": 0.7,
        "aerial_duels": 3,
        "aerial_won": 1.4,
        "crosses_in_zone": 0.0,
        "fouls_drawn": 1.6,
        "pressing_intensity_on_attacker": "LOW",
        "defender_stats": [
          {
            "player": "Rami Rabia",
            "role": "CB",
            "market_value": 580000,
            "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": 0.8,
            "defensive_success_rate": 0.627
          },
          {
            "player": "Yasser Ibrahim",
            "role": "CB",
            "market_value": 270000,
            "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": 0.8,
            "defensive_success_rate": 0.627
          }
        ],
        "duel_analysis": "Lautaro Martínez (ST) faces tough defensive resistance against Rami Rabia and Yasser Ibrahim in a 2-defender block. Duel win probability: 37%. The quality gap is significant (€80M vs €0M avg). Projected xG contribution: 0.180 — and is restricted in space and time on the ball."
      },
      {
        "attacker": "Enzo Fernández",
        "attacker_role": "LM",
        "attacker_market_value": 87000000,
        "attacker_height": 177,
        "attacker_skill_quality": 0.887,
        "defenders": [
          "Marwan Attia"
        ],
        "defender_roles": [
          "RB"
        ],
        "def_skill_quality_avg": 0.449,
        "duel_zone": "Left Mid vs Right Back — Wide Channel",
        "numerical_situation": "1v1",
        "duel_win_rate": 0.677,
        "xg_contribution": 0.1579,
        "shots_in_zone": 2.0,
        "dribbles_attempted": 3,
        "dribbles_successful": 1.8,
        "aerial_duels": 2,
        "aerial_won": 1.0,
        "crosses_in_zone": 2.9,
        "fouls_drawn": 1.1,
        "pressing_intensity_on_attacker": "LOW",
        "defender_stats": [
          {
            "player": "Marwan Attia",
            "role": "RB",
            "market_value": 3900000,
            "tackles_attempted": 1.9,
            "tackles_won": 1.2,
            "fouls_committed": 0.6,
            "interceptions_in_zone": 0.7,
            "clearances_in_zone": 0.5,
            "aerial_duels_won": 1.0,
            "defensive_success_rate": 0.323
          }
        ],
        "duel_analysis": "Enzo Fernández (LM) has a clear attacking advantage against Marwan Attia in a direct 1v1 contest. Duel win probability: 68%. The quality gap is significant (€87M vs €4M avg). Projected xG contribution: 0.158 — and projects to generate high-quality chances."
      },
      {
        "attacker": "Rodrigo De Paul",
        "attacker_role": "RM",
        "attacker_market_value": 14500000,
        "attacker_height": 180,
        "attacker_skill_quality": 0.574,
        "defenders": [
          "Mohamed Hany"
        ],
        "defender_roles": [
          "LB"
        ],
        "def_skill_quality_avg": 0.417,
        "duel_zone": "Right Mid vs Left Back — Wide Channel",
        "numerical_situation": "1v1",
        "duel_win_rate": 0.53,
        "xg_contribution": 0.1824,
        "shots_in_zone": 1.7,
        "dribbles_attempted": 3,
        "dribbles_successful": 1.4,
        "aerial_duels": 2,
        "aerial_won": 1.1,
        "crosses_in_zone": 2.3,
        "fouls_drawn": 1.1,
        "pressing_intensity_on_attacker": "LOW",
        "defender_stats": [
          {
            "player": "Mohamed Hany",
            "role": "LB",
            "market_value": 1400000,
            "tackles_attempted": 1.9,
            "tackles_won": 1.5,
            "fouls_committed": 0.6,
            "interceptions_in_zone": 0.7,
            "clearances_in_zone": 0.5,
            "aerial_duels_won": 0.9,
            "defensive_success_rate": 0.47
          }
        ],
        "duel_analysis": "Rodrigo De Paul (RM) is slightly favored against Mohamed Hany in a direct 1v1 contest. Duel win probability: 53%.  Projected xG contribution: 0.182 — creating consistent moderate threat."
      },
      {
        "attacker": "Thiago Almada",
        "attacker_role": "CM",
        "attacker_market_value": 16000000,
        "attacker_height": 171,
        "attacker_skill_quality": 0.59,
        "defenders": [
          "Mohanad Lasheen"
        ],
        "defender_roles": [
          "CDM"
        ],
        "def_skill_quality_avg": 0.44,
        "duel_zone": "Central Mid vs Defensive Mid — Pressing/Creation Duel",
        "numerical_situation": "1v1",
        "duel_win_rate": 0.486,
        "xg_contribution": 0.1363,
        "shots_in_zone": 1.7,
        "dribbles_attempted": 2,
        "dribbles_successful": 0.9,
        "aerial_duels": 2,
        "aerial_won": 0.8,
        "crosses_in_zone": 0.0,
        "fouls_drawn": 1.2,
        "pressing_intensity_on_attacker": "LOW",
        "defender_stats": [
          {
            "player": "Mohanad Lasheen",
            "role": "CDM",
            "market_value": 3200000,
            "tackles_attempted": 1.9,
            "tackles_won": 1.6,
            "fouls_committed": 0.6,
            "interceptions_in_zone": 0.7,
            "clearances_in_zone": 0.5,
            "aerial_duels_won": 1.2,
            "defensive_success_rate": 0.514
          }
        ],
        "duel_analysis": "Thiago Almada (CM) is evenly matched against Mohanad Lasheen in a direct 1v1 contest. Duel win probability: 49%.  Projected xG contribution: 0.136 — with neither side clearly dominant."
      }
    ],
    "away_attacking_duels": [
      {
        "attacker": "Emam Ashour",
        "attacker_role": "LW",
        "attacker_market_value": 4200000,
        "attacker_height": 182,
        "attacker_skill_quality": 0.452,
        "defenders": [
          "Lisandro Martínez"
        ],
        "defender_roles": [
          "RB"
        ],
        "def_skill_quality_avg": 0.791,
        "duel_zone": "Left Wing vs Right Back — Flank Battle",
        "numerical_situation": "1v1",
        "duel_win_rate": 0.356,
        "xg_contribution": 0.0404,
        "shots_in_zone": 1.6,
        "dribbles_attempted": 3,
        "dribbles_successful": 0.9,
        "aerial_duels": 2,
        "aerial_won": 1.1,
        "crosses_in_zone": 1.9,
        "fouls_drawn": 1.2,
        "pressing_intensity_on_attacker": "HIGH",
        "defender_stats": [
          {
            "player": "Lisandro Martínez",
            "role": "RB",
            "market_value": 42000000,
            "tackles_attempted": 2.2,
            "tackles_won": 2.1,
            "fouls_committed": 0.4,
            "interceptions_in_zone": 1.3,
            "clearances_in_zone": 1.1,
            "aerial_duels_won": 0.9,
            "defensive_success_rate": 0.644
          }
        ],
        "duel_analysis": "Emam Ashour (LW) faces tough defensive resistance against Lisandro Martínez in a direct 1v1 contest. Duel win probability: 36%. The quality gap is significant (€4M vs €42M avg). Projected xG contribution: 0.040 — and is restricted in space and time on the ball."
      },
      {
        "attacker": "Mostafa Ziko",
        "attacker_role": "RW",
        "attacker_market_value": 2000000,
        "attacker_height": 180,
        "attacker_skill_quality": 0.425,
        "defenders": [
          "Nicolás Tagliafico"
        ],
        "defender_roles": [
          "LB"
        ],
        "def_skill_quality_avg": 0.447,
        "duel_zone": "Right Wing vs Left Back — Flank Battle",
        "numerical_situation": "1v1",
        "duel_win_rate": 0.502,
        "xg_contribution": 0.1174,
        "shots_in_zone": 2.0,
        "dribbles_attempted": 3,
        "dribbles_successful": 1.3,
        "aerial_duels": 2,
        "aerial_won": 1.1,
        "crosses_in_zone": 1.8,
        "fouls_drawn": 1.0,
        "pressing_intensity_on_attacker": "LOW",
        "defender_stats": [
          {
            "player": "Nicolás Tagliafico",
            "role": "LB",
            "market_value": 3800000,
            "tackles_attempted": 1.9,
            "tackles_won": 1.5,
            "fouls_committed": 0.6,
            "interceptions_in_zone": 0.7,
            "clearances_in_zone": 0.6,
            "aerial_duels_won": 0.9,
            "defensive_success_rate": 0.498
          }
        ],
        "duel_analysis": "Mostafa Ziko (RW) is slightly favored against Nicolás Tagliafico in a direct 1v1 contest. Duel win probability: 50%.  Projected xG contribution: 0.117 — creating consistent moderate threat."
      },
      {
        "attacker": "Mohamed Salah",
        "attacker_role": "CAM",
        "attacker_market_value": 21000000,
        "attacker_height": 175,
        "attacker_skill_quality": 0.641,
        "defenders": [
          "Thiago Almada"
        ],
        "defender_roles": [
          "CM"
        ],
        "def_skill_quality_avg": 0.59,
        "duel_zone": "CAM vs CM",
        "numerical_situation": "1v1",
        "duel_win_rate": 0.459,
        "xg_contribution": 0.2653,
        "shots_in_zone": 2.3,
        "dribbles_attempted": 3,
        "dribbles_successful": 1.2,
        "aerial_duels": 2,
        "aerial_won": 0.9,
        "crosses_in_zone": 0.0,
        "fouls_drawn": 1.2,
        "pressing_intensity_on_attacker": "LOW",
        "defender_stats": [
          {
            "player": "Thiago Almada",
            "role": "CM",
            "market_value": 16000000,
            "tackles_attempted": 2.1,
            "tackles_won": 1.7,
            "fouls_committed": 0.5,
            "interceptions_in_zone": 0.9,
            "clearances_in_zone": 0.5,
            "aerial_duels_won": 1.1,
            "defensive_success_rate": 0.541
          }
        ],
        "duel_analysis": "Mohamed Salah (CAM) is evenly matched against Thiago Almada in a direct 1v1 contest. Duel win probability: 46%.  Projected xG contribution: 0.265 — with neither side clearly dominant."
      },
      {
        "attacker": "Omar Marmoush",
        "attacker_role": "ST",
        "attacker_market_value": 55000000,
        "attacker_height": 183,
        "attacker_skill_quality": 0.84,
        "defenders": [
          "Cristian Romero",
          "Nahuel Molina"
        ],
        "defender_roles": [
          "CB",
          "CB"
        ],
        "def_skill_quality_avg": 0.683,
        "duel_zone": "Striker vs Two Centre Backs — 1v2 Aerial/Physical Battle",
        "numerical_situation": "1v2",
        "duel_win_rate": 0.283,
        "xg_contribution": 0.114,
        "shots_in_zone": 2.4,
        "dribbles_attempted": 2,
        "dribbles_successful": 0.5,
        "aerial_duels": 3,
        "aerial_won": 1.7,
        "crosses_in_zone": 0.0,
        "fouls_drawn": 1.7,
        "pressing_intensity_on_attacker": "MEDIUM",
        "defender_stats": [
          {
            "player": "Cristian Romero",
            "role": "CB",
            "market_value": 42000000,
            "tackles_attempted": 1.1,
            "tackles_won": 1.1,
            "fouls_committed": 0.4,
            "interceptions_in_zone": 1.3,
            "clearances_in_zone": 1.1,
            "aerial_duels_won": 0.7,
            "defensive_success_rate": 0.717
          },
          {
            "player": "Nahuel Molina",
            "role": "CB",
            "market_value": 14600000,
            "tackles_attempted": 1.0,
            "tackles_won": 1.0,
            "fouls_committed": 0.5,
            "interceptions_in_zone": 0.9,
            "clearances_in_zone": 0.8,
            "aerial_duels_won": 0.7,
            "defensive_success_rate": 0.717
          }
        ],
        "duel_analysis": "Omar Marmoush (ST) is heavily outmatched defensively against Cristian Romero and Nahuel Molina in a 2-defender block. Duel win probability: 28%. The quality gap is significant (€55M vs €28M avg). Projected xG contribution: 0.114 — with very limited chance creation expected."
      },
      {
        "attacker": "Mohanad Lasheen",
        "attacker_role": "CDM",
        "attacker_market_value": 3200000,
        "attacker_height": 179,
        "attacker_skill_quality": 0.44,
        "defenders": [
          "Thiago Almada"
        ],
        "defender_roles": [
          "CM"
        ],
        "def_skill_quality_avg": 0.59,
        "duel_zone": "Holding Mid vs Central Mid — Midfield Anchor Duel",
        "numerical_situation": "1v1",
        "duel_win_rate": 0.364,
        "xg_contribution": 0.0474,
        "shots_in_zone": 0.9,
        "dribbles_attempted": 2,
        "dribbles_successful": 0.6,
        "aerial_duels": 2,
        "aerial_won": 1.0,
        "crosses_in_zone": 0.0,
        "fouls_drawn": 1.2,
        "pressing_intensity_on_attacker": "LOW",
        "defender_stats": [
          {
            "player": "Thiago Almada",
            "role": "CM",
            "market_value": 16000000,
            "tackles_attempted": 2.1,
            "tackles_won": 1.9,
            "fouls_committed": 0.5,
            "interceptions_in_zone": 0.9,
            "clearances_in_zone": 0.5,
            "aerial_duels_won": 1.0,
            "defensive_success_rate": 0.636
          }
        ],
        "duel_analysis": "Mohanad Lasheen (CDM) faces tough defensive resistance against Thiago Almada in a direct 1v1 contest. Duel win probability: 36%.  Projected xG contribution: 0.047 — and is restricted in space and time on the ball."
      }
    ],
    "midfield_battle": {
      "home_midfield_power": 0.758,
      "away_midfield_power": 0.547,
      "home_creative_power": 0.621,
      "away_creative_power": 0.531,
      "home_defensive_power": 0.733,
      "away_defensive_power": 0.459,
      "home_dominance_ratio": 0.581,
      "home_midfield_count": 4,
      "away_midfield_count": 6,
      "home_midfield_players": [
        "Thiago Almada",
        "Enzo Fernández",
        "Alexis Mac Allister",
        "Rodrigo De Paul"
      ],
      "away_midfield_players": [
        "Emam Ashour",
        "Marwan Attia",
        "Mohanad Lasheen",
        "Hamdy Fathy",
        "Mohamed Salah",
        "Mostafa Ziko"
      ],
      "possession_advantage": "home",
      "estimated_possession_home_pct": 52.8,
      "estimated_possession_away_pct": 47.2,
      "home_pressing_actions_per_90": 8.3,
      "away_pressing_actions_per_90": 6.6,
      "home_key_passes_projected": 5.2,
      "away_key_passes_projected": 4.7,
      "home_throughball_threat": 2.5,
      "away_throughball_threat": 2.2,
      "key_personal_duel": "Enzo Fernández vs Mohamed Salah",
      "midfield_lambda_factor_home": 1.028,
      "midfield_lambda_factor_away": 0.971
    },
    "formation_analysis": {
      "home_formation": "4-4-2",
      "away_formation": "4-2-3-1",
      "home_tactical_bonus": -0.04,
      "away_tactical_bonus": 0.07,
      "formation_verdict": "Tactical parity between 4-4-2 and 4-2-3-1. Match outcome driven primarily by individual player quality."
    },
    "home_lambda": 2.074,
    "away_lambda": 0.712,
    "home_top_threat_zones": [
      "Right Mid vs Left Back — Wide Channel",
      "Striker vs Two Centre Backs — 1v2 Aerial/Physical Battle"
    ],
    "away_top_threat_zones": [
      "CAM vs CM",
      "Right Wing vs Left Back — Flank Battle"
    ],
    "home_player_antagonists": {
      "Lautaro Martínez": {
        "opponents": [
          "Rami Rabia",
          "Yasser Ibrahim"
        ],
        "primary_zone": "Striker vs Two Centre Backs — 1v2 Aerial/Physical Battle",
        "source": "attacking_duel"
      },
      "Enzo Fernández": {
        "opponents": [
          "Marwan Attia",
          "Hamdy Fathy"
        ],
        "primary_zone": "Left Mid vs Right Back — Wide Channel",
        "source": "attacking_duel, midfield_pairing"
      },
      "Rodrigo De Paul": {
        "opponents": [
          "Mohamed Hany",
          "Emam Ashour"
        ],
        "primary_zone": "Right Mid vs Left Back — Wide Channel",
        "source": "attacking_duel, midfield_pairing"
      },
      "Thiago Almada": {
        "opponents": [
          "Mohanad Lasheen",
          "Mohamed Salah",
          "Marwan Attia"
        ],
        "primary_zone": "Central Mid vs Defensive Mid — Pressing/Creation Duel",
        "source": "attacking_duel, defensive_duel, midfield_pairing"
      },
      "Lisandro Martínez": {
        "opponents": [
          "Emam Ashour"
        ],
        "primary_zone": "Left Wing vs Right Back — Flank Battle",
        "source": "defensive_duel"
      },
      "Nicolás Tagliafico": {
        "opponents": [
          "Mostafa Ziko"
        ],
        "primary_zone": "Right Wing vs Left Back — Flank Battle",
        "source": "defensive_duel"
      },
      "Cristian Romero": {
        "opponents": [
          "Omar Marmoush"
        ],
        "primary_zone": "Striker vs Two Centre Backs — 1v2 Aerial/Physical Battle",
        "source": "defensive_duel"
      },
      "Nahuel Molina": {
        "opponents": [
          "Omar Marmoush"
        ],
        "primary_zone": "Striker vs Two Centre Backs — 1v2 Aerial/Physical Battle",
        "source": "defensive_duel"
      },
      "Alexis Mac Allister": {
        "opponents": [
          "Mohanad Lasheen",
          "Mostafa Ziko"
        ],
        "primary_zone": "Midfield lane",
        "source": "midfield_pairing"
      },
      "Emiliano Martínez": {
        "opponents": [
          "Omar Marmoush",
          "Mohamed Salah"
        ],
        "primary_zone": "Shape fallback",
        "source": "formation_fallback"
      },
      "Lionel Messi": {
        "opponents": [
          "Mohamed Hany",
          "Rami Rabia"
        ],
        "primary_zone": "Shape fallback",
        "source": "formation_fallback"
      }
    },
    "away_player_antagonists": {
      "Rami Rabia": {
        "opponents": [
          "Lautaro Martínez"
        ],
        "primary_zone": "Striker vs Two Centre Backs — 1v2 Aerial/Physical Battle",
        "source": "defensive_duel"
      },
      "Yasser Ibrahim": {
        "opponents": [
          "Lautaro Martínez"
        ],
        "primary_zone": "Striker vs Two Centre Backs — 1v2 Aerial/Physical Battle",
        "source": "defensive_duel"
      },
      "Marwan Attia": {
        "opponents": [
          "Enzo Fernández",
          "Thiago Almada"
        ],
        "primary_zone": "Left Mid vs Right Back — Wide Channel",
        "source": "defensive_duel, midfield_pairing"
      },
      "Mohamed Hany": {
        "opponents": [
          "Rodrigo De Paul"
        ],
        "primary_zone": "Right Mid vs Left Back — Wide Channel",
        "source": "defensive_duel"
      },
      "Mohanad Lasheen": {
        "opponents": [
          "Thiago Almada",
          "Alexis Mac Allister"
        ],
        "primary_zone": "Central Mid vs Defensive Mid — Pressing/Creation Duel",
        "source": "defensive_duel, attacking_duel, midfield_pairing"
      },
      "Emam Ashour": {
        "opponents": [
          "Lisandro Martínez",
          "Rodrigo De Paul"
        ],
        "primary_zone": "Left Wing vs Right Back — Flank Battle",
        "source": "attacking_duel, midfield_pairing"
      },
      "Mostafa Ziko": {
        "opponents": [
          "Nicolás Tagliafico",
          "Alexis Mac Allister"
        ],
        "primary_zone": "Right Wing vs Left Back — Flank Battle",
        "source": "attacking_duel, midfield_pairing"
      },
      "Mohamed Salah": {
        "opponents": [
          "Thiago Almada"
        ],
        "primary_zone": "CAM vs CM",
        "source": "attacking_duel, midfield_pairing"
      },
      "Omar Marmoush": {
        "opponents": [
          "Cristian Romero",
          "Nahuel Molina"
        ],
        "primary_zone": "Striker vs Two Centre Backs — 1v2 Aerial/Physical Battle",
        "source": "attacking_duel"
      },
      "Hamdy Fathy": {
        "opponents": [
          "Enzo Fernández"
        ],
        "primary_zone": "Midfield lane",
        "source": "midfield_pairing"
      },
      "Mostafa Shobeir": {
        "opponents": [
          "Lionel Messi",
          "Lautaro Martínez"
        ],
        "primary_zone": "Shape fallback",
        "source": "formation_fallback"
      }
    },
    "key_tactical_insight": "Home midfield dominates with ~53% possession expected (Enzo Fernández vs Mohamed Salah). Total antagonist xG — Home: 0.66, Away: 0.58. Home danger zone: Right Mid vs Left Back — Wide Channel. Away danger zone: CAM vs CM.",
    "lambda_factors": {
      "home_gk_opposition_factor": 1.0193,
      "away_gk_opposition_factor": 0.9686,
      "home_set_piece_bonus": 0.0257,
      "away_set_piece_bonus": 0.036,
      "home_defensive_solidity_vs": 1.0258,
      "away_defensive_solidity_vs": 0.9337,
      "home_midfield_factor": 1.028,
      "away_midfield_factor": 0.971,
      "stage_discount": 1.0,
      "quality_gap_applied": true,
      "home_avg_quality": 0.7009,
      "away_avg_quality": 0.4898,
      "avg_quality_gap": 0.2111,
      "squad_value_gap_log": 1.3603,
      "top5_value_gap_log": 1.2452,
      "attack_value_gap_log": 1.0893,
      "elite_count_gap": 4,
      "combined_quality_gap": 0.4156,
      "stronger_lambda_boost": 0.9144,
      "weaker_lambda_suppression": 0.5819,
      "home_bench_lambda_bonus": 0.0393,
      "away_bench_lambda_bonus": 0.0847,
      "home_bench_players_modelled": 7,
      "away_bench_players_modelled": 7,
      "mismatch_score_pressure_applied": true,
      "mismatch_score_pressure_gap": 0.4156,
      "mismatch_favorite_lambda_boost": 1.1089,
      "mismatch_underdog_lambda_factor": 0.9684,
      "pre_mismatch_home_lambda": 1.87,
      "pre_mismatch_away_lambda": 0.735,
      "competitive_underdog_floor_applied": false,
      "pre_calibration_home_lambda": 1.8703,
      "pre_calibration_away_lambda": 0.7347,
      "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": 2.074,
      "final_away_lambda": 0.712
    }
  },
  "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,
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    "team_attack_rate_contextual": null,
    "opp_defense_rate_contextual": null,
    "team_ppg": null,
    "opponent_ppg": null
  },
  "timestamp": "2026-07-07T13:30:57Z"
}