{
  "match_info": {
    "home_team": "Brentford",
    "away_team": "Tottenham",
    "tournament": "Premier League",
    "date": "20260822",
    "timezone": "America/New_York",
    "home_formation": "4-2-3-1",
    "away_formation": "4-3-2-1"
  },
  "prediction": {
    "most_likely_score": "1-1",
    "home_goals": 1,
    "away_goals": 1,
    "most_likely_score_probability": 0.1286,
    "match_resolution": "draw",
    "predicted_winner": null,
    "tiebreaker": {
      "applies": false,
      "method": "none",
      "regulation_draw_probability": 0.2728,
      "shootout_home_win_probability": null,
      "shootout_away_win_probability": null,
      "penalty_home_goals": null,
      "penalty_away_goals": null,
      "penalty_score": null,
      "penalty_winner": null,
      "penalty_winner_goals": null,
      "penalty_loser_goals": null,
      "penalty_result": null,
      "home_advance_probability": null,
      "away_advance_probability": null,
      "projected_winner": null,
      "projected_winner_probability": null,
      "final_score_after_penalties": null,
      "reason": "Tie-breaker not required for this match context."
    },
    "top_5_scorelines": [
      {
        "score": "1-1",
        "probability": 0.1286
      },
      {
        "score": "1-0",
        "probability": 0.124
      },
      {
        "score": "0-0",
        "probability": 0.0914
      },
      {
        "score": "0-1",
        "probability": 0.0911
      },
      {
        "score": "2-1",
        "probability": 0.0883
      }
    ],
    "scoreline_probabilities": {
      "0-0": 0.0914,
      "0-1": 0.0911,
      "0-2": 0.047,
      "0-3": 0.016,
      "0-4": 0.0041,
      "0-5": 0.0008,
      "1-0": 0.124,
      "1-1": 0.1286,
      "1-2": 0.0651,
      "1-3": 0.0221,
      "1-4": 0.0056,
      "1-5": 0.0012,
      "2-0": 0.0865,
      "2-1": 0.0883,
      "2-2": 0.045,
      "2-3": 0.0153,
      "2-4": 0.0039,
      "2-5": 0.0008,
      "3-0": 0.0399,
      "3-1": 0.0407,
      "3-2": 0.0208,
      "3-3": 0.0071,
      "3-4": 0.0018,
      "4-0": 0.0138,
      "4-1": 0.0141,
      "4-2": 0.0072,
      "4-3": 0.0024,
      "4-4": 0.0006,
      "5-0": 0.0038,
      "5-1": 0.0039,
      "5-2": 0.002,
      "5-3": 0.0007,
      "6-0": 0.0009,
      "6-1": 0.0009
    },
    "outcome": {
      "home_win": 0.4513,
      "draw": 0.2728,
      "away_win": 0.2759
    },
    "markets": {
      "over_2_5_goals": 0.4313,
      "under_2_5_goals": 0.5687,
      "btts_yes": 0.4803,
      "btts_no": 0.5197,
      "home_clean_sheet": 0.3606,
      "away_clean_sheet": 0.2506
    },
    "home_ratings": {
      "DR": 82.93,
      "MCR": 83.03,
      "ATR": 81.98,
      "GK": 86.14
    },
    "away_ratings": {
      "DR": 88.08,
      "MCR": 86.92,
      "ATR": 82.64,
      "GK": 81.85
    },
    "insights": {
      "summary": "Antagonist matchup analysis for Brentford vs Tottenham. Most likely scoreline: 1-1. Lambdas derived from 4 home and 4 away individual player duels.",
      "key_player": "Projected scorer(s): Dango Ouattara, Sandro Tonali",
      "tactical_analysis": "Tactical parity between 4-2-3-1 and 4-3-2-1. Match outcome driven primarily by individual player quality. Midfield is evenly contested — Mamadou Sangare vs Sandro Tonali will be the pivotal duel. Total antagonist xG — Home: 0.97, Away: 0.24. Home danger zone: Left Wing vs Right Back — Flank Battle. Away danger zone: CDM vs CDM."
    },
    "confidence": 0.73,
    "home_lambda": 1.384,
    "away_lambda": 1.02
  },
  "pregame_baseline": {
    "fair_win_probability": {
      "home_win": 0.4513,
      "draw": 0.2728,
      "away_win": 0.2759
    },
    "favorite": "Brentford",
    "favorite_win_probability": 0.4513,
    "fair_spread": 0.364,
    "fair_total": 2.404,
    "prop_estimates": [
      {
        "market": "team_total_goals",
        "selection": "Brentford",
        "estimate": 1.384,
        "probability": null,
        "unit": "goals"
      },
      {
        "market": "team_total_goals",
        "selection": "Tottenham",
        "estimate": 1.02,
        "probability": null,
        "unit": "goals"
      },
      {
        "market": "over_2_5_goals",
        "selection": "yes",
        "estimate": 2.5,
        "probability": 0.4313,
        "unit": "probability"
      },
      {
        "market": "both_teams_to_score",
        "selection": "yes",
        "estimate": 1.0,
        "probability": 0.4803,
        "unit": "probability"
      },
      {
        "market": "clean_sheet",
        "selection": "Brentford",
        "estimate": 1.0,
        "probability": 0.3606,
        "unit": "probability"
      },
      {
        "market": "clean_sheet",
        "selection": "Tottenham",
        "estimate": 1.0,
        "probability": 0.2506,
        "unit": "probability"
      },
      {
        "market": "anytime_goal",
        "selection": "Kevin Schade (Brentford)",
        "estimate": 0.3806,
        "probability": 0.2466,
        "unit": "xG"
      },
      {
        "market": "anytime_goal",
        "selection": "Jan Paul van Hecke (Tottenham)",
        "estimate": 0.3199,
        "probability": 0.2094,
        "unit": "xG"
      },
      {
        "market": "assist",
        "selection": "Vitaly Janelt (Brentford)",
        "estimate": 0.149,
        "probability": 0.1279,
        "unit": "xA"
      },
      {
        "market": "assist",
        "selection": "Mateus Fernandes (Tottenham)",
        "estimate": 0.1558,
        "probability": 0.2661,
        "unit": "xA"
      }
    ],
    "expected_pace": {
      "tempo": "balanced",
      "expected_total_goals": 2.404,
      "expected_total_shots": 23,
      "expected_total_passes": 813,
      "expected_pressing_actions_per_90": 16.6,
      "possession_home_pct": 48.7,
      "possession_away_pct": 51.3,
      "notes": "possession projects near even"
    },
    "expected_game_script": {
      "favorite": "Brentford",
      "favorite_win_probability": 0.4513,
      "script": "Brentford is the fair winner side, but the baseline remains narrow: fair spread +0.36 goals and fair total 2.40.",
      "first_half": "Expect balanced tempo while both sides test the matchup thesis; shot baseline is about 12 first-half attempts.",
      "second_half": "If level after halftime, midfield control and bench quality should decide territory; Tottenham must keep the match inside one goal.",
      "late_game": "A Brentford lead likely shifts toward control and counters; a draw state keeps set pieces and transition chances live."
    },
    "key_matchup_thesis": "Brentford chance creation leans on Kevin Schade against Archie Gray in Left Wing vs Right Back — Flank Battle; possession projects near even.",
    "expected_rotation_usage_behavior": [
      "Brentford: starters carry the main goal usage through Dango Ouattara; bench watchlist: Yehor Yarmoliuk, Reiss Nelson, Gustavo Nunes.",
      "Tottenham: starters carry the main goal usage through Sandro Tonali; bench watchlist: Xavi Simons, Dominic Solanke, Randal Kolo Muani.",
      "Assist usage should flow through Mamadou Sangare, Mateus Fernandes; late lineup changes should re-score these allocations."
    ],
    "pregame_play_by_play": [
      "0-15: Brentford tries to establish the projected edge; track possession and first-shot share.",
      "15-45: Baseline expects balanced tempo, about 12 total first-half shots, and 1.20 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 Tottenham is chasing, transition and set-piece volume become the primary live deviation signal; a draw state keeps set pieces and transition chances live."
    ],
    "invalidation_triggers": [
      "Early red card, injury, or goalkeeper change for Brentford.",
      "Tottenham 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": {
    "Brentford": {
      "formation": "4-2-3-1",
      "players": {
        "Igor Thiago": {
          "player_id": 1016907,
          "position": "F",
          "position_depth": "F",
          "is_starter": true,
          "shirt_number": 9,
          "height": 191,
          "market_value": 68000000,
          "stats": {
            "expected_goals": 0.1597,
            "goal_rate": 0.0005,
            "goals": 0,
            "shots_on_target": 0,
            "expected_assists": 0.0174,
            "key_pass": 0,
            "rating": 81.9755,
            "minutes": 92,
            "total_shots": 2,
            "duels_won": 5,
            "aerial_won": 2,
            "total_pass": 15,
            "accurate_pass": 11,
            "total_long_balls": 1,
            "accurate_long_balls": 1,
            "total_opp_half_passes": 11,
            "accurate_opp_half_passes": 7,
            "crosses_total": 2,
            "crosses_accurate": 0,
            "touches": 32,
            "possession_lost": 9.9928,
            "dispossessed": 1.1103,
            "duels_lost": 9,
            "aerial_lost": 4,
            "total_contest": 2,
            "won_contest": 0,
            "ball_recovery": 2,
            "challenges_lost": 1,
            "fouls": 3,
            "fouls_drawn": 2,
            "assists": 0,
            "shots_off_target": 1,
            "interceptions": 1,
            "tackles_won": 1,
            "tackles": 2,
            "clearances": 2,
            "blocks": 1,
            "big_chances_created": 1,
            "big_chances_missed": 1,
            "xgot": 0.2665,
            "offsides": 1,
            "ball_carries": 7,
            "total_progression": 13,
            "progressive_carries": 1,
            "dribbles_attempted": 2,
            "dribbles_successful": 0.5,
            "crosses_attempted": 0.0,
            "duel_win_rate": 0.266,
            "pressing_faced": "HIGH",
            "matchup_zone": "Striker vs Two Centre Backs — 1v2 Aerial/Physical Battle",
            "numerical_situation": "1v2",
            "opponent_defenders": "Marcos Senesi, Jan Paul van Hecke",
            "opponent_faced": "Marcos Senesi, Jan Paul van Hecke",
            "antagonist_source": "attacking_duel",
            "projected_goals": 0,
            "goal_probability": 0.1079,
            "projected_assists": 0,
            "assist_probability": 0.0249,
            "fifa_overall": 75.0
          },
          "latest_10_games": [
            {
              "match_id": 15186850,
              "match_date": "2026-06-13",
              "home_team": "Brazil",
              "away_team": "Morocco",
              "team_side": "home",
              "is_starting_11": 1,
              "team": "Brazil",
              "opponent": "Morocco",
              "stats": {
                "minutes": 62,
                "rating": 6.2,
                "assists": 0,
                "expected_goals": 0.6647,
                "expected_assists": 0.0058,
                "total_shots": 2,
                "shots_on_target": 1,
                "shots_off_target": 1,
                "total_pass": 6,
                "accurate_pass": 5,
                "tackles": 2,
                "tackles_won": 1,
                "aerial_won": 1,
                "duels_won": 3,
                "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": 14023962,
              "match_date": "2026-05-24",
              "home_team": "Liverpool FC",
              "away_team": "Brentford",
              "team_side": "away",
              "is_starting_11": 1,
              "team": "Brentford",
              "opponent": "Liverpool FC",
              "stats": {
                "minutes": 90,
                "rating": 6.4,
                "assists": 0,
                "expected_goals": 0.0544,
                "expected_assists": 0.0047,
                "total_shots": 2,
                "shots_off_target": 1,
                "total_pass": 15,
                "accurate_pass": 11,
                "tackles": 2,
                "tackles_won": 1,
                "clearances": 1,
                "duels_won": 4,
                "ball_recovery": 1
              },
              "has_player_stats": true,
              "league_name": "Premier League",
              "league_id": "17",
              "league_slug": "premier-league",
              "league_country": "England",
              "season_id": "76986",
              "season_name": "Premier League 25/26",
              "season_year": "25/26"
            },
            {
              "match_id": 14023953,
              "match_date": "2026-05-17",
              "home_team": "Brentford",
              "away_team": "Crystal Palace",
              "team_side": "home",
              "is_starting_11": 1,
              "team": "Brentford",
              "opponent": "Crystal Palace",
              "stats": {
                "minutes": 90,
                "rating": 6.3,
                "assists": 0,
                "expected_goals": 0.1068,
                "expected_assists": 0.0461,
                "total_shots": 1,
                "shots_off_target": 1,
                "total_pass": 19,
                "accurate_pass": 10,
                "key_pass": 1,
                "clearances": 4,
                "aerial_won": 3,
                "duels_won": 3,
                "ball_recovery": 2
              },
              "has_player_stats": true,
              "league_name": "Premier League",
              "league_id": "17",
              "league_slug": "premier-league",
              "league_country": "England",
              "season_id": "76986",
              "season_name": "Premier League 25/26",
              "season_year": "25/26"
            },
            {
              "match_id": 14023946,
              "match_date": "2026-05-09",
              "home_team": "Manchester City",
              "away_team": "Brentford",
              "team_side": "away",
              "is_starting_11": 1,
              "team": "Brentford",
              "opponent": "Manchester City",
              "stats": {
                "minutes": 90,
                "rating": 6.2,
                "assists": 0,
                "expected_goals": 0.1885,
                "expected_assists": 0.0143,
                "total_shots": 2,
                "shots_on_target": 2,
                "total_pass": 15,
                "accurate_pass": 12,
                "key_pass": 1,
                "tackles": 2,
                "tackles_won": 1,
                "interceptions": 1,
                "clearances": 1,
                "aerial_won": 5,
                "duels_won": 7,
                "ball_recovery": 1
              },
              "has_player_stats": true,
              "league_name": "Premier League",
              "league_id": "17",
              "league_slug": "premier-league",
              "league_country": "England",
              "season_id": "76986",
              "season_name": "Premier League 25/26",
              "season_year": "25/26"
            }
          ],
          "ranking": {
            "global_player_rank": 17570,
            "combined_rank_score": 1388.0,
            "ranking_source": "sofascore_plus_fifa_csv",
            "ranking_status": "combined",
            "sofascore_rank": 454.0,
            "sofascore_rating": 6.9211,
            "sofascore_appearances": 38.0,
            "fifa_rank": 2322.0,
            "fifa_overall": 75.0,
            "fifa_source": "EA SPORTS FC official ratings",
            "match_squad_rank": 1,
            "squad_role": "starter",
            "projected_match_rating": 6.9755,
            "source_file": "data/player_rankings.csv",
            "player_name": "Igor Thiago",
            "ranking_neighbors": {
              "upper": [
                {
                  "player_name": "András Schäfer",
                  "ranking": 17565
                },
                {
                  "player_name": "Cláudio Winck",
                  "ranking": 17566
                },
                {
                  "player_name": "Samuel Iling Junior",
                  "ranking": 17567
                },
                {
                  "player_name": "Arne Maier",
                  "ranking": 17568
                },
                {
                  "player_name": "Terrats",
                  "ranking": 17569
                }
              ],
              "lower": [
                {
                  "player_name": "Troy Parrott",
                  "ranking": 17571
                },
                {
                  "player_name": "Pedro Diaz",
                  "ranking": 17572
                },
                {
                  "player_name": "Edimilson Fernandes",
                  "ranking": 17573
                },
                {
                  "player_name": "Enis Bardhi",
                  "ranking": 17574
                },
                {
                  "player_name": "Omari Hutchinson",
                  "ranking": 17575
                }
              ]
            }
          }
        },
        "Kevin Schade": {
          "player_id": 1006387,
          "position": "M",
          "position_depth": "M",
          "is_starter": true,
          "shirt_number": 7,
          "height": 183,
          "market_value": 36000000,
          "stats": {
            "key_pass": 0,
            "expected_assists": 0.004,
            "assists": 0,
            "expected_goals": 0.3806,
            "rating": 84.9899,
            "minutes": 63,
            "total_pass": 10,
            "accurate_pass": 6,
            "ball_recovery": 4,
            "duels_won": 3,
            "total_shots": 2,
            "total_long_balls": 2,
            "accurate_long_balls": 1,
            "total_own_half_passes": 6,
            "accurate_own_half_passes": 6,
            "total_opp_half_passes": 6,
            "accurate_opp_half_passes": 3,
            "crosses_total": 0,
            "crosses_accurate": 0,
            "touches": 29,
            "possession_lost": 10.2357,
            "dispossessed": 0.0,
            "duels_lost": 8,
            "aerial_won": 1,
            "aerial_lost": 3,
            "interceptions": 0,
            "tackles_won": 1,
            "tackles": 1,
            "clearances": 1,
            "total_contest": 4,
            "won_contest": 0,
            "challenges_lost": 0,
            "fouls": 2,
            "fouls_drawn": 1,
            "goal_rate": 1.0774,
            "goals": 0,
            "shots_on_target": 2,
            "shots_off_target": 1,
            "blocks": 0,
            "big_chances_created": 0,
            "big_chances_missed": 1,
            "xgot": 0.9051,
            "ball_carries": 7,
            "total_progression": 51,
            "progressive_carries": 2,
            "dribbles_attempted": 4,
            "dribbles_successful": 1.7,
            "crosses_attempted": 2.4,
            "duel_win_rate": 0.47,
            "pressing_faced": "HIGH",
            "matchup_zone": "Left Wing vs Right Back — Flank Battle",
            "numerical_situation": "1v1",
            "opponent_defenders": "Archie Gray",
            "opponent_faced": "Archie Gray",
            "antagonist_source": "attacking_duel, midfield_pairing",
            "projected_goals": 0,
            "goal_probability": 0.2466,
            "projected_assists": 0,
            "assist_probability": 0.0287,
            "fifa_overall": 78.0
          },
          "latest_10_games": [
            {
              "match_id": 14023962,
              "match_date": "2026-05-24",
              "home_team": "Liverpool FC",
              "away_team": "Brentford",
              "team_side": "away",
              "is_starting_11": 1,
              "team": "Brentford",
              "opponent": "Liverpool FC",
              "stats": {
                "minutes": 90,
                "rating": 6.8,
                "goal_rate": 1.0,
                "goals": 1,
                "assists": 0,
                "expected_goals": 0.9132,
                "expected_assists": 0.0036,
                "total_shots": 4,
                "shots_on_target": 2,
                "shots_off_target": 1,
                "total_pass": 15,
                "accurate_pass": 10,
                "tackles": 1,
                "tackles_won": 1,
                "clearances": 1,
                "aerial_won": 3,
                "duels_won": 4,
                "ball_recovery": 4
              },
              "has_player_stats": true,
              "league_name": "Premier League",
              "league_id": "17",
              "league_slug": "premier-league",
              "league_country": "England",
              "season_id": "76986",
              "season_name": "Premier League 25/26",
              "season_year": "25/26"
            },
            {
              "match_id": 14023953,
              "match_date": "2026-05-17",
              "home_team": "Brentford",
              "away_team": "Crystal Palace",
              "team_side": "home",
              "is_starting_11": 0,
              "team": "Brentford",
              "opponent": "Crystal Palace",
              "stats": {
                "minutes": 27,
                "rating": 6.4,
                "assists": 0,
                "expected_goals": 0.2092,
                "expected_assists": 0.0035,
                "total_shots": 2,
                "shots_off_target": 1,
                "total_pass": 3,
                "accurate_pass": 1,
                "duels_won": 1
              },
              "has_player_stats": true,
              "league_name": "Premier League",
              "league_id": "17",
              "league_slug": "premier-league",
              "league_country": "England",
              "season_id": "76986",
              "season_name": "Premier League 25/26",
              "season_year": "25/26"
            },
            {
              "match_id": 14023946,
              "match_date": "2026-05-09",
              "home_team": "Manchester City",
              "away_team": "Brentford",
              "team_side": "away",
              "is_starting_11": 1,
              "team": "Brentford",
              "opponent": "Manchester City",
              "stats": {
                "minutes": 90,
                "rating": 6.1,
                "assists": 0,
                "expected_assists": 0.0026,
                "total_shots": 0,
                "total_pass": 13,
                "accurate_pass": 7,
                "tackles": 2,
                "clearances": 2,
                "aerial_won": 3,
                "duels_won": 5
              },
              "has_player_stats": true,
              "league_name": "Premier League",
              "league_id": "17",
              "league_slug": "premier-league",
              "league_country": "England",
              "season_id": "76986",
              "season_name": "Premier League 25/26",
              "season_year": "25/26"
            }
          ],
          "ranking": {
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          {
            "player": "Archie Gray",
            "role": "RB",
            "market_value": 34000000,
            "tackles_attempted": 2.2,
            "tackles_won": 1.8,
            "fouls_committed": 0.4,
            "interceptions_in_zone": 1.2,
            "clearances_in_zone": 1.0,
            "aerial_duels_won": 0.9,
            "defensive_success_rate": 0.53
          }
        ],
        "duel_analysis": "Kevin Schade (LW) is evenly matched against Archie Gray in a direct 1v1 contest. Duel win probability: 47%.  Projected xG contribution: 0.381 — with neither side clearly dominant."
      },
      {
        "attacker": "Mamadou Sangare",
        "attacker_role": "CAM",
        "attacker_market_value": 39000000,
        "attacker_height": 181,
        "attacker_skill_quality": 0.775,
        "defenders": [
          "Mateus Fernandes"
        ],
        "defender_roles": [
          "CDM"
        ],
        "def_skill_quality_avg": 0.821,
        "duel_zone": "Attacking Mid vs Single Holding Mid — Space Creator Duel",
        "numerical_situation": "1v1",
        "duel_win_rate": 0.452,
        "xg_contribution": 0.0888,
        "shots_in_zone": 2.3,
        "dribbles_attempted": 3,
        "dribbles_successful": 1.2,
        "aerial_duels": 2,
        "aerial_won": 1.1,
        "crosses_in_zone": 0.0,
        "fouls_drawn": 1.4,
        "pressing_intensity_on_attacker": "ULTRA_HIGH",
        "defender_stats": [
          {
            "player": "Mateus Fernandes",
            "role": "CDM",
            "market_value": 49000000,
            "tackles_attempted": 2.3,
            "tackles_won": 1.9,
            "fouls_committed": 0.4,
            "interceptions_in_zone": 1.3,
            "clearances_in_zone": 0.5,
            "aerial_duels_won": 0.9,
            "defensive_success_rate": 0.548
          }
        ],
        "duel_analysis": "Mamadou Sangare (CAM) is evenly matched against Mateus Fernandes in a direct 1v1 contest. Duel win probability: 45%.  Projected xG contribution: 0.089 — with neither side clearly dominant."
      },
      {
        "attacker": "Dango Ouattara",
        "attacker_role": "RW",
        "attacker_market_value": 36000000,
        "attacker_height": 177,
        "attacker_skill_quality": 0.758,
        "defenders": [
          "Andy Robertson"
        ],
        "defender_roles": [
          "LB"
        ],
        "def_skill_quality_avg": 0.493,
        "duel_zone": "Right Wing vs Left Back — Flank Battle",
        "numerical_situation": "1v1",
        "duel_win_rate": 0.595,
        "xg_contribution": 0.3539,
        "shots_in_zone": 2.2,
        "dribbles_attempted": 4,
        "dribbles_successful": 2.1,
        "aerial_duels": 2,
        "aerial_won": 1.0,
        "crosses_in_zone": 2.4,
        "fouls_drawn": 1.1,
        "pressing_intensity_on_attacker": "LOW",
        "defender_stats": [
          {
            "player": "Andy Robertson",
            "role": "LB",
            "market_value": 7500000,
            "tackles_attempted": 2.0,
            "tackles_won": 1.4,
            "fouls_committed": 0.6,
            "interceptions_in_zone": 0.8,
            "clearances_in_zone": 0.7,
            "aerial_duels_won": 1.0,
            "defensive_success_rate": 0.405
          }
        ],
        "duel_analysis": "Dango Ouattara (RW) is slightly favored against Andy Robertson in a direct 1v1 contest. Duel win probability: 60%. The quality gap is significant (€36M vs €8M avg). Projected xG contribution: 0.354 — creating consistent moderate threat."
      },
      {
        "attacker": "Igor Thiago",
        "attacker_role": "ST",
        "attacker_market_value": 68000000,
        "attacker_height": 191,
        "attacker_skill_quality": 0.868,
        "defenders": [
          "Marcos Senesi",
          "Jan Paul van Hecke"
        ],
        "defender_roles": [
          "CB",
          "CB"
        ],
        "def_skill_quality_avg": 0.761,
        "duel_zone": "Striker vs Two Centre Backs — 1v2 Aerial/Physical Battle",
        "numerical_situation": "1v2",
        "duel_win_rate": 0.266,
        "xg_contribution": 0.1494,
        "shots_in_zone": 2.4,
        "dribbles_attempted": 2,
        "dribbles_successful": 0.5,
        "aerial_duels": 3,
        "aerial_won": 2.0,
        "crosses_in_zone": 0.0,
        "fouls_drawn": 1.7,
        "pressing_intensity_on_attacker": "HIGH",
        "defender_stats": [
          {
            "player": "Marcos Senesi",
            "role": "CB",
            "market_value": 23000000,
            "tackles_attempted": 1.1,
            "tackles_won": 1.1,
            "fouls_committed": 0.5,
            "interceptions_in_zone": 1.1,
            "clearances_in_zone": 0.9,
            "aerial_duels_won": 0.5,
            "defensive_success_rate": 0.734
          },
          {
            "player": "Jan Paul van Hecke",
            "role": "CB",
            "market_value": 65000000,
            "tackles_attempted": 1.1,
            "tackles_won": 1.2,
            "fouls_committed": 0.4,
            "interceptions_in_zone": 1.4,
            "clearances_in_zone": 1.2,
            "aerial_duels_won": 0.5,
            "defensive_success_rate": 0.734
          }
        ],
        "duel_analysis": "Igor Thiago (ST) is heavily outmatched defensively against Marcos Senesi and Jan Paul van Hecke in a 2-defender block. Duel win probability: 27%. The quality gap is significant (€68M vs €44M avg). Projected xG contribution: 0.149 — with very limited chance creation expected."
      }
    ],
    "away_attacking_duels": [
      {
        "attacker": "Richarlison",
        "attacker_role": "ST",
        "attacker_market_value": 24000000,
        "attacker_height": 184,
        "attacker_skill_quality": 0.669,
        "defenders": [
          "Kristoffer Ajer",
          "Nathan Collins"
        ],
        "defender_roles": [
          "CB",
          "CB"
        ],
        "def_skill_quality_avg": 0.689,
        "duel_zone": "Striker vs Two Centre Backs — 1v2 Aerial/Physical Battle",
        "numerical_situation": "1v2",
        "duel_win_rate": 0.18,
        "xg_contribution": 0.0574,
        "shots_in_zone": 2.0,
        "dribbles_attempted": 2,
        "dribbles_successful": 0.3,
        "aerial_duels": 3,
        "aerial_won": 1.7,
        "crosses_in_zone": 0.0,
        "fouls_drawn": 1.7,
        "pressing_intensity_on_attacker": "MEDIUM",
        "defender_stats": [
          {
            "player": "Kristoffer Ajer",
            "role": "CB",
            "market_value": 24000000,
            "tackles_attempted": 1.1,
            "tackles_won": 1.2,
            "fouls_committed": 0.5,
            "interceptions_in_zone": 1.1,
            "clearances_in_zone": 0.9,
            "aerial_duels_won": 0.6,
            "defensive_success_rate": 0.82
          },
          {
            "player": "Nathan Collins",
            "role": "CB",
            "market_value": 29000000,
            "tackles_attempted": 1.1,
            "tackles_won": 1.2,
            "fouls_committed": 0.4,
            "interceptions_in_zone": 1.1,
            "clearances_in_zone": 1.0,
            "aerial_duels_won": 0.6,
            "defensive_success_rate": 0.82
          }
        ],
        "duel_analysis": "Richarlison (ST) is heavily outmatched defensively against Kristoffer Ajer and Nathan Collins in a 2-defender block. Duel win probability: 18%.  Projected xG contribution: 0.057 — with very limited chance creation expected."
      },
      {
        "attacker": "Mathys Tel",
        "attacker_role": "SS",
        "attacker_market_value": 23000000,
        "attacker_height": 183,
        "attacker_skill_quality": 0.66,
        "defenders": [
          "Vitaly Janelt",
          "Kristoffer Ajer"
        ],
        "defender_roles": [
          "CDM",
          "CB"
        ],
        "def_skill_quality_avg": 0.632,
        "duel_zone": "Shadow Striker vs CDM + CB — Zone 14 Battle",
        "numerical_situation": "1v2",
        "duel_win_rate": 0.254,
        "xg_contribution": 0.028,
        "shots_in_zone": 1.9,
        "dribbles_attempted": 3,
        "dribbles_successful": 0.7,
        "aerial_duels": 2,
        "aerial_won": 1.1,
        "crosses_in_zone": 0.0,
        "fouls_drawn": 1.6,
        "pressing_intensity_on_attacker": "MEDIUM",
        "defender_stats": [
          {
            "player": "Vitaly Janelt",
            "role": "CDM",
            "market_value": 16600000,
            "tackles_attempted": 1.0,
            "tackles_won": 1.1,
            "fouls_committed": 0.5,
            "interceptions_in_zone": 1.0,
            "clearances_in_zone": 0.5,
            "aerial_duels_won": 0.4,
            "defensive_success_rate": 0.746
          },
          {
            "player": "Kristoffer Ajer",
            "role": "CB",
            "market_value": 24000000,
            "tackles_attempted": 1.1,
            "tackles_won": 1.1,
            "fouls_committed": 0.5,
            "interceptions_in_zone": 1.1,
            "clearances_in_zone": 0.5,
            "aerial_duels_won": 0.4,
            "defensive_success_rate": 0.746
          }
        ],
        "duel_analysis": "Mathys Tel (SS) is heavily outmatched defensively against Vitaly Janelt and Kristoffer Ajer in a 2-defender block. Duel win probability: 25%.  Projected xG contribution: 0.028 — with very limited chance creation expected."
      },
      {
        "attacker": "Mateus Fernandes",
        "attacker_role": "CDM",
        "attacker_market_value": 49000000,
        "attacker_height": 178,
        "attacker_skill_quality": 0.821,
        "defenders": [
          "Vitaly Janelt"
        ],
        "defender_roles": [
          "CDM"
        ],
        "def_skill_quality_avg": 0.596,
        "duel_zone": "CDM vs CDM",
        "numerical_situation": "1v1",
        "duel_win_rate": 0.497,
        "xg_contribution": 0.1005,
        "shots_in_zone": 1.1,
        "dribbles_attempted": 2,
        "dribbles_successful": 0.9,
        "aerial_duels": 2,
        "aerial_won": 1.0,
        "crosses_in_zone": 0.0,
        "fouls_drawn": 1.3,
        "pressing_intensity_on_attacker": "LOW",
        "defender_stats": [
          {
            "player": "Vitaly Janelt",
            "role": "CDM",
            "market_value": 16600000,
            "tackles_attempted": 2.1,
            "tackles_won": 1.7,
            "fouls_committed": 0.5,
            "interceptions_in_zone": 1.0,
            "clearances_in_zone": 0.5,
            "aerial_duels_won": 1.0,
            "defensive_success_rate": 0.503
          }
        ],
        "duel_analysis": "Mateus Fernandes (CDM) is evenly matched against Vitaly Janelt in a direct 1v1 contest. Duel win probability: 50%. The quality gap is significant (€49M vs €17M avg). Projected xG contribution: 0.100 — with neither side clearly dominant."
      },
      {
        "attacker": "Sandro Tonali",
        "attacker_role": "CM",
        "attacker_market_value": 74000000,
        "attacker_height": 181,
        "attacker_skill_quality": 0.876,
        "defenders": [
          "Vitaly Janelt"
        ],
        "defender_roles": [
          "CDM"
        ],
        "def_skill_quality_avg": 0.596,
        "duel_zone": "Central Mid vs Defensive Mid — Pressing/Creation Duel",
        "numerical_situation": "1v1",
        "duel_win_rate": 0.564,
        "xg_contribution": 0.0528,
        "shots_in_zone": 1.9,
        "dribbles_attempted": 3,
        "dribbles_successful": 1.5,
        "aerial_duels": 2,
        "aerial_won": 1.1,
        "crosses_in_zone": 0.0,
        "fouls_drawn": 1.2,
        "pressing_intensity_on_attacker": "LOW",
        "defender_stats": [
          {
            "player": "Vitaly Janelt",
            "role": "CDM",
            "market_value": 16600000,
            "tackles_attempted": 2.1,
            "tackles_won": 1.5,
            "fouls_committed": 0.5,
            "interceptions_in_zone": 1.0,
            "clearances_in_zone": 0.5,
            "aerial_duels_won": 0.9,
            "defensive_success_rate": 0.436
          }
        ],
        "duel_analysis": "Sandro Tonali (CM) is slightly favored against Vitaly Janelt in a direct 1v1 contest. Duel win probability: 56%. The quality gap is significant (€74M vs €17M avg). Projected xG contribution: 0.053 — creating consistent moderate threat."
      }
    ],
    "midfield_battle": {
      "home_midfield_power": 0.733,
      "away_midfield_power": 0.817,
      "home_creative_power": 0.717,
      "away_creative_power": 0.789,
      "home_defensive_power": 0.632,
      "away_defensive_power": 0.825,
      "home_dominance_ratio": 0.473,
      "home_midfield_count": 5,
      "away_midfield_count": 4,
      "home_midfield_players": [
        "Kevin Schade",
        "Vitaly Janelt",
        "Dango Ouattara",
        "Mamadou Sangare",
        "Mathias Jensen"
      ],
      "away_midfield_players": [
        "Archie Gray",
        "Sandro Tonali",
        "Mateus Fernandes",
        "Conor Gallagher"
      ],
      "possession_advantage": "neutral",
      "estimated_possession_home_pct": 48.7,
      "estimated_possession_away_pct": 51.3,
      "home_pressing_actions_per_90": 7.8,
      "away_pressing_actions_per_90": 8.8,
      "home_key_passes_projected": 5.8,
      "away_key_passes_projected": 6.2,
      "home_throughball_threat": 2.7,
      "away_throughball_threat": 3.0,
      "key_personal_duel": "Mamadou Sangare vs Sandro Tonali",
      "midfield_lambda_factor_home": 0.989,
      "midfield_lambda_factor_away": 1.014
    },
    "formation_analysis": {
      "home_formation": "4-2-3-1",
      "away_formation": "4-3-2-1",
      "home_tactical_bonus": 0.01,
      "away_tactical_bonus": -0.01,
      "formation_verdict": "Tactical parity between 4-2-3-1 and 4-3-2-1. Match outcome driven primarily by individual player quality."
    },
    "home_lambda": 1.384,
    "away_lambda": 1.02,
    "home_top_threat_zones": [
      "Left Wing vs Right Back — Flank Battle",
      "Right Wing vs Left Back — Flank Battle"
    ],
    "away_top_threat_zones": [
      "CDM vs CDM",
      "Striker vs Two Centre Backs — 1v2 Aerial/Physical Battle"
    ],
    "home_player_antagonists": {
      "Kevin Schade": {
        "opponents": [
          "Archie Gray"
        ],
        "primary_zone": "Left Wing vs Right Back — Flank Battle",
        "source": "attacking_duel, midfield_pairing"
      },
      "Mamadou Sangare": {
        "opponents": [
          "Mateus Fernandes"
        ],
        "primary_zone": "Attacking Mid vs Single Holding Mid — Space Creator Duel",
        "source": "attacking_duel, midfield_pairing"
      },
      "Dango Ouattara": {
        "opponents": [
          "Andy Robertson",
          "Mateus Fernandes"
        ],
        "primary_zone": "Right Wing vs Left Back — Flank Battle",
        "source": "attacking_duel, midfield_pairing"
      },
      "Igor Thiago": {
        "opponents": [
          "Marcos Senesi",
          "Jan Paul van Hecke"
        ],
        "primary_zone": "Striker vs Two Centre Backs — 1v2 Aerial/Physical Battle",
        "source": "attacking_duel"
      },
      "Kristoffer Ajer": {
        "opponents": [
          "Richarlison",
          "Mathys Tel"
        ],
        "primary_zone": "Striker vs Two Centre Backs — 1v2 Aerial/Physical Battle",
        "source": "defensive_duel"
      },
      "Nathan Collins": {
        "opponents": [
          "Richarlison"
        ],
        "primary_zone": "Striker vs Two Centre Backs — 1v2 Aerial/Physical Battle",
        "source": "defensive_duel"
      },
      "Vitaly Janelt": {
        "opponents": [
          "Mathys Tel",
          "Mateus Fernandes",
          "Sandro Tonali"
        ],
        "primary_zone": "Shadow Striker vs CDM + CB — Zone 14 Battle",
        "source": "defensive_duel, midfield_pairing"
      },
      "Mathias Jensen": {
        "opponents": [
          "Conor Gallagher"
        ],
        "primary_zone": "Midfield lane",
        "source": "midfield_pairing"
      },
      "Caoimhin Kelleher": {
        "opponents": [
          "Mikey Moore",
          "Richarlison"
        ],
        "primary_zone": "Shape fallback",
        "source": "formation_fallback"
      },
      "Keane Lewis-Potter": {
        "opponents": [
          "Mikey Moore"
        ],
        "primary_zone": "Shape fallback",
        "source": "formation_fallback"
      },
      "Michael Kayode": {
        "opponents": [
          "Mathys Tel"
        ],
        "primary_zone": "Shape fallback",
        "source": "formation_fallback"
      }
    },
    "away_player_antagonists": {
      "Archie Gray": {
        "opponents": [
          "Kevin Schade"
        ],
        "primary_zone": "Left Wing vs Right Back — Flank Battle",
        "source": "defensive_duel, midfield_pairing"
      },
      "Mateus Fernandes": {
        "opponents": [
          "Mamadou Sangare",
          "Vitaly Janelt",
          "Dango Ouattara"
        ],
        "primary_zone": "Attacking Mid vs Single Holding Mid — Space Creator Duel",
        "source": "defensive_duel, attacking_duel, midfield_pairing"
      },
      "Andy Robertson": {
        "opponents": [
          "Dango Ouattara"
        ],
        "primary_zone": "Right Wing vs Left Back — Flank Battle",
        "source": "defensive_duel"
      },
      "Marcos Senesi": {
        "opponents": [
          "Igor Thiago"
        ],
        "primary_zone": "Striker vs Two Centre Backs — 1v2 Aerial/Physical Battle",
        "source": "defensive_duel"
      },
      "Jan Paul van Hecke": {
        "opponents": [
          "Igor Thiago"
        ],
        "primary_zone": "Striker vs Two Centre Backs — 1v2 Aerial/Physical Battle",
        "source": "defensive_duel"
      },
      "Richarlison": {
        "opponents": [
          "Kristoffer Ajer",
          "Nathan Collins"
        ],
        "primary_zone": "Striker vs Two Centre Backs — 1v2 Aerial/Physical Battle",
        "source": "attacking_duel"
      },
      "Mathys Tel": {
        "opponents": [
          "Vitaly Janelt",
          "Kristoffer Ajer"
        ],
        "primary_zone": "Shadow Striker vs CDM + CB — Zone 14 Battle",
        "source": "attacking_duel"
      },
      "Sandro Tonali": {
        "opponents": [
          "Vitaly Janelt"
        ],
        "primary_zone": "Central Mid vs Defensive Mid — Pressing/Creation Duel",
        "source": "attacking_duel, midfield_pairing"
      },
      "Conor Gallagher": {
        "opponents": [
          "Mathias Jensen"
        ],
        "primary_zone": "Midfield lane",
        "source": "midfield_pairing"
      },
      "Antonín Kinský": {
        "opponents": [
          "Igor Thiago",
          "Mamadou Sangare"
        ],
        "primary_zone": "Shape fallback",
        "source": "formation_fallback"
      },
      "Mikey Moore": {
        "opponents": [
          "Michael Kayode",
          "Keane Lewis-Potter"
        ],
        "primary_zone": "Shape fallback",
        "source": "formation_fallback"
      }
    },
    "key_tactical_insight": "Midfield is evenly contested — Mamadou Sangare vs Sandro Tonali will be the pivotal duel. Total antagonist xG — Home: 0.97, Away: 0.24. Home danger zone: Left Wing vs Right Back — Flank Battle. Away danger zone: CDM vs CDM.",
    "lambda_factors": {
      "home_gk_opposition_factor": 0.9494,
      "away_gk_opposition_factor": 0.9123,
      "home_set_piece_bonus": 0.18,
      "away_set_piece_bonus": 0.0597,
      "home_defensive_solidity_vs": 0.9367,
      "away_defensive_solidity_vs": 0.9035,
      "home_midfield_factor": 0.989,
      "away_midfield_factor": 1.014,
      "stage_discount": 1.0,
      "quality_gap_applied": false,
      "home_avg_quality": 0.7105,
      "away_avg_quality": 0.7126,
      "avg_quality_gap": -0.002,
      "squad_value_gap_log": -0.0782,
      "top5_value_gap_log": -0.1428,
      "attack_value_gap_log": -0.1988,
      "elite_count_gap": -2,
      "combined_quality_gap": -0.0423,
      "stronger_lambda_boost": 0.0,
      "weaker_lambda_suppression": 0.0,
      "home_bench_lambda_bonus": 0.0493,
      "away_bench_lambda_bonus": 0.204,
      "home_bench_players_modelled": 7,
      "away_bench_players_modelled": 7,
      "mismatch_score_pressure_applied": false,
      "competitive_underdog_floor_applied": true,
      "competitive_underdog_floor": 1.02,
      "pre_competitive_floor_home_lambda": 1.384,
      "pre_competitive_floor_away_lambda": 0.804,
      "pre_calibration_home_lambda": 1.3843,
      "pre_calibration_away_lambda": 0.804,
      "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": false,
      "final_home_lambda": 1.384,
      "final_away_lambda": 1.02
    }
  },
  "home_standing": {
    "available": true,
    "team_position": 4,
    "opponent_position": 20,
    "standing_lambda_multiplier": 1.0,
    "attack_index": 1.0,
    "defense_concede_index": 1.0,
    "form_multiplier": 1.0,
    "team_attack_rate_contextual": 0.0,
    "opp_defense_rate_contextual": 0.0,
    "team_ppg": 0.0,
    "opponent_ppg": 0.0
  },
  "away_standing": {
    "available": true,
    "team_position": 20,
    "opponent_position": 4,
    "standing_lambda_multiplier": 1.0,
    "attack_index": 1.0,
    "defense_concede_index": 1.0,
    "form_multiplier": 1.0,
    "team_attack_rate_contextual": 0.0,
    "opp_defense_rate_contextual": 0.0,
    "team_ppg": 0.0,
    "opponent_ppg": 0.0
  },
  "timestamp": "2026-08-22T13:31:51Z"
}