{
  "match_info": {
    "home_team": "Getafe",
    "away_team": "Málaga",
    "tournament": "LaLiga",
    "date": "20260920",
    "timezone": "America/New_York",
    "home_formation": "3-4-2-1",
    "away_formation": "3-5-2",
    "lineup_status": "projected_from_squad",
    "lineup_source": "/teams/get-squad",
    "lineup_confirmed": false,
    "lineup_confidence": 0.45
  },
  "prediction": {
    "most_likely_score": "1-0",
    "home_goals": 1,
    "away_goals": 0,
    "most_likely_score_probability": 0.1277,
    "match_resolution": "regulation",
    "predicted_winner": "Getafe",
    "tiebreaker": {
      "applies": false,
      "method": "none",
      "regulation_draw_probability": 0.2849,
      "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": "1-0",
        "probability": 0.1277
      },
      {
        "score": "1-1",
        "probability": 0.1326
      },
      {
        "score": "0-0",
        "probability": 0.1035
      },
      {
        "score": "0-1",
        "probability": 0.1032
      },
      {
        "score": "2-1",
        "probability": 0.0828
      }
    ],
    "scoreline_probabilities": {
      "0-0": 0.1035,
      "0-1": 0.1032,
      "0-2": 0.0532,
      "0-3": 0.0181,
      "0-4": 0.0046,
      "0-5": 0.0009,
      "1-0": 0.1277,
      "1-1": 0.1326,
      "1-2": 0.067,
      "1-3": 0.0228,
      "1-4": 0.0058,
      "1-5": 0.0012,
      "2-0": 0.0812,
      "2-1": 0.0828,
      "2-2": 0.0422,
      "2-3": 0.0144,
      "2-4": 0.0037,
      "2-5": 0.0007,
      "3-0": 0.0341,
      "3-1": 0.0348,
      "3-2": 0.0177,
      "3-3": 0.006,
      "3-4": 0.0015,
      "4-0": 0.0107,
      "4-1": 0.011,
      "4-2": 0.0056,
      "4-3": 0.0019,
      "5-0": 0.0027,
      "5-1": 0.0028,
      "5-2": 0.0014,
      "6-0": 0.0006,
      "6-1": 0.0006
    },
    "outcome": {
      "home_win": 0.4169,
      "draw": 0.2849,
      "away_win": 0.2982
    },
    "markets": {
      "over_2_5_goals": 0.3987,
      "under_2_5_goals": 0.6013,
      "btts_yes": 0.4592,
      "btts_no": 0.5408,
      "home_clean_sheet": 0.3606,
      "away_clean_sheet": 0.2837
    },
    "home_ratings": {
      "DR": 5.98,
      "MCR": 6.8,
      "ATR": 6.89,
      "GK": 6.99
    },
    "away_ratings": {
      "DR": 6.72,
      "MCR": 6.7,
      "ATR": 6.85,
      "GK": 7.13
    },
    "insights": {
      "summary": "Antagonist matchup analysis for Getafe vs Málaga. Most likely scoreline: 1-0. Lambdas derived from 7 home and 6 away individual player duels.",
      "key_player": "Projected scorer(s): Martín Satriano",
      "tactical_analysis": "Tactical parity between 3-4-2-1 and 3-5-2. Match outcome driven primarily by individual player quality. Midfield is evenly contested — Mario Martín vs Jens-Lys Cajuste will be the pivotal duel. Total antagonist xG — Home: 1.25, Away: 0.57. Home danger zone: Shadow Striker vs Centre Back — Half-Space Threat. Away danger zone: Striker vs Two Centre Backs — 1v2 Aerial/Physical Battle."
    },
    "confidence": 0.57,
    "home_lambda": 1.26,
    "away_lambda": 1.02,
    "modal_scoreline": "1-1",
    "modal_scoreline_probability": 0.1326,
    "headline_policy": "decisive_score_substitution"
  },
  "pregame_baseline": {
    "fair_win_probability": {
      "home_win": 0.4169,
      "draw": 0.2849,
      "away_win": 0.2982
    },
    "favorite": "Getafe",
    "favorite_win_probability": 0.4169,
    "fair_spread": 0.24,
    "fair_total": 2.28,
    "prop_estimates": [
      {
        "market": "team_total_goals",
        "selection": "Getafe",
        "estimate": 1.26,
        "probability": null,
        "unit": "goals"
      },
      {
        "market": "team_total_goals",
        "selection": "Málaga",
        "estimate": 1.02,
        "probability": null,
        "unit": "goals"
      },
      {
        "market": "over_2_5_goals",
        "selection": "yes",
        "estimate": 2.5,
        "probability": 0.3987,
        "unit": "probability"
      },
      {
        "market": "both_teams_to_score",
        "selection": "yes",
        "estimate": 1.0,
        "probability": 0.4592,
        "unit": "probability"
      },
      {
        "market": "clean_sheet",
        "selection": "Getafe",
        "estimate": 1.0,
        "probability": 0.3606,
        "unit": "probability"
      },
      {
        "market": "clean_sheet",
        "selection": "Málaga",
        "estimate": 1.0,
        "probability": 0.2837,
        "unit": "probability"
      },
      {
        "market": "anytime_goal",
        "selection": "Martín Satriano (Getafe)",
        "estimate": 0.3737,
        "probability": 0.3,
        "unit": "xG"
      },
      {
        "market": "anytime_goal",
        "selection": "Chupete (Málaga)",
        "estimate": 0.2662,
        "probability": 0.0,
        "unit": "xG"
      },
      {
        "market": "assist",
        "selection": "Christantus Uche (Getafe)",
        "estimate": 0.098,
        "probability": 0.0,
        "unit": "xA"
      },
      {
        "market": "assist",
        "selection": "David Larrubia (Málaga)",
        "estimate": 0.1054,
        "probability": 0.0,
        "unit": "xA"
      }
    ],
    "expected_pace": {
      "tempo": "high",
      "expected_total_goals": 2.28,
      "expected_total_shots": 29,
      "expected_total_passes": 609,
      "expected_pressing_actions_per_90": 12.6,
      "possession_home_pct": 50.1,
      "possession_away_pct": 49.9,
      "notes": "possession projects near even"
    },
    "expected_game_script": {
      "favorite": "Getafe",
      "favorite_win_probability": 0.4169,
      "script": "Getafe is the fair winner side, but the baseline remains narrow: fair spread +0.24 goals and fair total 2.28.",
      "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; Málaga must keep the match inside one goal.",
      "late_game": "A Getafe lead likely shifts toward control and counters; a draw state keeps set pieces and transition chances live."
    },
    "key_matchup_thesis": "Getafe chance creation leans on Martín Satriano against Adam Aznou in Shadow Striker vs Centre Back — Half-Space Threat; possession projects near even.",
    "expected_rotation_usage_behavior": [
      "Getafe: starters carry the main goal usage through Martín Satriano; bench watchlist: Borja Mayoral, Nemanja Gudelj, Sebastián Boselli.",
      "Málaga: starters carry the main goal usage through the highest xG attackers; bench watchlist: Joaquín Muñoz, Julen Lobete, Eneko Jauregi.",
      "Assist usage should flow through the projected key-pass leaders; late lineup changes should re-score these allocations."
    ],
    "pregame_play_by_play": [
      "0-15: Getafe 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 1.14 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 Málaga 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 Getafe.",
      "Málaga 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": {
    "Getafe": {
      "formation": "3-4-2-1",
      "players": {
        "David Soria": {
          "player_id": 604258,
          "position": "G",
          "position_depth": "G",
          "is_starter": true,
          "shirt_number": 13,
          "height": 192,
          "market_value": 2700000,
          "stats": {
            "saves": 3,
            "goals_prevented": 0.0,
            "rating": 6.9851,
            "minutes": 88,
            "total_pass": 36,
            "accurate_pass": 17,
            "duels_won": 0,
            "total_long_balls": 32,
            "accurate_long_balls": 13,
            "touches": 42,
            "clearances": 0,
            "ball_recovery": 9,
            "high_claims": 0,
            "punches": 0.0,
            "aerial_won": 0,
            "sweeper_actions": 0,
            "sweeper_accurate": 0,
            "saves_inside_box": 2,
            "possession_lost": 18.6434,
            "duels_lost": 0,
            "total_contest": 0,
            "won_contest": 0,
            "fouls": 0,
            "fouls_drawn": 0,
            "total_own_half_passes": 10,
            "accurate_own_half_passes": 8,
            "goal_rate": 0.0,
            "goals": 0,
            "assists": 0,
            "total_shots": 0,
            "shots_on_target": 0,
            "goalsAgainst": 1.33,
            "shotsOnTargetAgainst": 4.0,
            "cleanSheets": 0.3333,
            "interceptions": 0,
            "tackles_won": 0,
            "crosses_total": 0,
            "offsides": 0,
            "yellowCards": 0.0,
            "redCards": 0.0,
            "penaltySave": 0.3333,
            "ownGoals": 0.0,
            "savePct": 66.7,
            "cleanSheetPct": 33.3,
            "minutesPct": 100.0,
            "pointsPerMatch": 1.0,
            "netGoalDifferencePer90": 0.0,
            "expected_saves": 1.19,
            "high_pressure_saves": 0.45,
            "shots_faced": 2.5,
            "opponent_faced": "Chupete, Adrián Niño",
            "matchup_zone": "Goalkeeper shot-stopping context",
            "antagonist_source": "formation_fallback",
            "projected_goals": 0,
            "goal_probability": 0.0,
            "projected_assists": 0,
            "assist_probability": 0.0,
            "expected_goals": 0.0,
            "expected_assists": 0.0,
            "fifa_overall": 80.0
          },
          "latest_10_games": [
            {
              "match_type": "played",
              "match_id": 16416326.0,
              "match_date": "2026-09-13 16:30:00 UTC",
              "league_name": "LaLiga",
              "league_id": 8.0,
              "league_slug": "laliga",
              "league_country": "Spain",
              "season_id": 97268.0,
              "season_name": "LaLiga 26/27",
              "season_year": "26/27",
              "home_team": "Getafe",
              "away_team": "Deportivo",
              "home_score_current": 1.0,
              "away_score_current": 1.0,
              "team_side": "home",
              "status_code": 100.0,
              "status_type": "finished",
              "status_description": "Ended",
              "player_status": "starter",
              "is_starting_11": true,
              "team": "Getafe",
              "opponent": "Deportivo",
              "stats": {},
              "has_player_stats": false,
              "source": "depth_chart.csv"
            },
            {
              "match_id": 16416348.0,
              "match_date": "2026-09-07",
              "home_team": "Getafe",
              "away_team": "Celta Vigo",
              "team_side": "home",
              "is_starting_11": 1,
              "team": "Getafe",
              "opponent": "Celta Vigo",
              "stats": {
                "minutes": 90,
                "rating": 7.3,
                "assists": 0,
                "expected_assists": 0.0078,
                "total_shots": 0,
                "total_pass": 42,
                "accurate_pass": 19,
                "clearances": 1,
                "ball_recovery": 8,
                "saves": 2,
                "goals_prevented": 0.2135
              },
              "has_player_stats": true,
              "league_name": "LaLiga",
              "league_id": "8.0",
              "league_slug": "laliga",
              "league_country": "Spain",
              "season_id": "97268.0",
              "season_name": "LaLiga 26/27",
              "season_year": "26/27"
            },
            {
              "match_id": 16416314.0,
              "match_date": "2026-08-31",
              "home_team": "Osasuna",
              "away_team": "Getafe",
              "team_side": "away",
              "is_starting_11": 1,
              "team": "Getafe",
              "opponent": "Osasuna",
              "stats": {
                "minutes": 90,
                "rating": 7.1,
                "assists": 0,
                "expected_assists": 0.0099,
                "total_shots": 0,
                "total_pass": 32,
                "accurate_pass": 17,
                "clearances": 2,
                "ball_recovery": 14,
                "saves": 1,
                "goals_prevented": 0.0075
              },
              "has_player_stats": true,
              "league_name": "LaLiga",
              "league_id": "8.0",
              "league_slug": "laliga",
              "league_country": "Spain",
              "season_id": "97268.0",
              "season_name": "LaLiga 26/27",
              "season_year": "26/27"
            },
            {
              "match_id": 16416300.0,
              "match_date": "2026-08-23",
              "home_team": "Getafe",
              "away_team": "Real Racing Club",
              "team_side": "home",
              "is_starting_11": 1,
              "team": "Getafe",
              "opponent": "Real Racing Club",
              "stats": {
                "minutes": 90,
                "rating": 8.1,
                "assists": 0,
                "expected_assists": 0.0021,
                "total_shots": 0,
                "total_pass": 36,
                "accurate_pass": 17,
                "duels_won": 2,
                "ball_recovery": 6,
                "saves": 3,
                "goals_prevented": 1.2046
              },
              "has_player_stats": true,
              "league_name": "LaLiga",
              "league_id": "8.0",
              "league_slug": "laliga",
              "league_country": "Spain",
              "season_id": "97268.0",
              "season_name": "LaLiga 26/27",
              "season_year": "26/27"
            }
          ],
          "ranking": {
            "global_player_rank": 935,
            "combined_rank_score": 436.0,
            "ranking_source": "sofascore_plus_fifa_csv",
            "ranking_status": "combined",
            "sofascore_rank": 122.0,
            "sofascore_rating": 7.4,
            "sofascore_appearances": 3.0,
            "fifa_rank": 750.0,
            "fifa_overall": 80.0,
            "fifa_source": "EA SPORTS FC official ratings",
            "match_squad_rank": 12,
            "squad_role": "starter",
            "projected_match_rating": 6.9851,
            "source_file": "data/player_rankings.csv",
            "player_name": "David Soria",
            "ranking_neighbors": {
              "upper": [
                {
                  "player_name": "Isco",
                  "ranking": 930
                },
                {
                  "player_name": "Karim Benzema",
                  "ranking": 931
                },
                {
                  "player_name": "Julen Agirrezabala",
                  "ranking": 932
                },
                {
                  "player_name": "Koen Casteels",
                  "ranking": 933
                },
                {
                  "player_name": "Danilo Pereira",
                  "ranking": 934
                }
              ],
              "lower": [
                {
                  "player_name": "Jasurbek Jaloliddinov",
                  "ranking": 936
                },
                {
                  "player_name": "Kalidou Koulibaly",
                  "ranking": 937
                },
                {
                  "player_name": "Dragan Ceran",
                  "ranking": 938
                },
                {
                  "player_name": "Benjamín Berríos",
                  "ranking": 939
                },
                {
                  "player_name": "Golib Gaybullaev",
                  "ranking": 940
                }
              ]
            }
          },
          "data_sources": [
            "match_history",
            "market_value",
            "fbref_season"
          ],
          "data_confidence": 0.467,
          "history_matches": 3,
          "xgboost_reasoning": {
            "model_source": "xgboost_regressor",
            "position_service": "G_service",
            "features_evaluated": [
              "minutesPlayed",
              "is_starting_11",
              "totalPass",
              "accuratePass",
              "totalLongBalls",
              "accurateLongBalls",
              "totalOwnHalfPasses",
              "accurateOwnHalfPasses",
              "saves",
              "savedShotsFromInsideTheBox",
              "goodHighClaim",
              "punches",
              "aerialWon",
              "totalKeeperSweeper",
              "accurateKeeperSweeper",
              "totalClearance",
              "ballRecovery",
              "touches",
              "possessionLostCtrl",
              "kilometersCovered",
              "passValueNormalized",
              "defensiveValueNormalized",
              "goalkeeperValueNormalized",
              "pass_accuracy",
              "long_ball_accuracy",
              "save_contribution",
              "inside_box_save_rate",
              "sweeper_accuracy",
              "sweeper_actions_p90",
              "distribution_accuracy",
              "commanding_index",
              "gk_coverage",
              "history_matches"
            ],
            "targets_predicted": [
              "saves",
              "goalsPrevented",
              "rating"
            ],
            "history_matches": 3,
            "data_confidence": 0.467,
            "data_sources": [
              "match_history",
              "market_value",
              "fbref_season"
            ],
            "market_value_adjustment": 0.9812,
            "fbref_prior_metrics": {
              "squad": "Getafe",
              "competition": "La Liga",
              "season": "2026-2027",
              "appearances": 3.0,
              "starts": 3.0,
              "minutes": 270.0,
              "goals_per90": 0.0,
              "assists_per90": 0.0,
              "shots_per90": 0.0,
              "prior_reliability": 0.2
            },
            "rationale": "XGBoost regressor (G_service) evaluated 3 historical appearances across 3 target models; FBref 2026-2027 prior blended (La Liga, Getafe, rel: 0.20, gls/90: 0.0, ast/90: 0.0)."
          },
          "stat_evolution": [
            {
              "step": "xgboost_raw",
              "description": "XGBoost G_service raw output over 3 target models",
              "stats": {
                "saves": 3,
                "goals_prevented": 0.0,
                "rating": 7.1188,
                "minutes": 90,
                "total_pass": 37,
                "accurate_pass": 18,
                "duels_won": 0,
                "total_long_balls": 32,
                "accurate_long_balls": 13,
                "touches": 43,
                "clearances": 0,
                "ball_recovery": 9,
                "high_claims": 0,
                "punches": 0.0,
                "aerial_won": 0,
                "sweeper_actions": 0,
                "sweeper_accurate": 0,
                "saves_inside_box": 2,
                "possession_lost": 19.0,
                "duels_lost": 0,
                "total_contest": 0,
                "won_contest": 0,
                "fouls": 0,
                "fouls_drawn": 0,
                "total_own_half_passes": 10,
                "accurate_own_half_passes": 8
              },
              "trace": {
                "model": {
                  "position_service": "G",
                  "schema_version": 3,
                  "trained_at": "2026-09-15T10:01:40.064367+00:00",
                  "trained_on": {
                    "matches": 93,
                    "players": 113,
                    "rows": 393
                  }
                },
                "player_history": [
                  {
                    "match_date": "2026-09-07",
                    "opponent": "Celta Vigo",
                    "minutes": 90.0,
                    "is_starting": true,
                    "weight": 0.3887,
                    "rating": 7.3
                  },
                  {
                    "match_date": "2026-08-31",
                    "opponent": "Osasuna",
                    "minutes": 90.0,
                    "is_starting": true,
                    "weight": 0.3304,
                    "rating": 7.1
                  },
                  {
                    "match_date": "2026-08-23",
                    "opponent": "Real Racing Club",
                    "minutes": 90.0,
                    "is_starting": true,
                    "weight": 0.2809,
                    "rating": 8.1
                  }
                ],
                "feature_row": {
                  "history_matches": 3.0,
                  "is_starting_11": 1.0,
                  "sweeper_actions_p90": 0.3304,
                  "touches": 42.9524,
                  "totalOwnHalfPasses": 9.9242,
                  "punches": 0.7191,
                  "distribution_accuracy": 0.8768,
                  "accurateKeeperSweeper": 0.0
                },
                "per_target": [
                  {
                    "target": "saves",
                    "predicted": 3.1056785583496094,
                    "scale": "count per match",
                    "top_features": [
                      {
                        "name": "sweeper_actions_p90",
                        "importance": 0.0587
                      },
                      {
                        "name": "accurateKeeperSweeper",
                        "importance": 0.0534
                      },
                      {
                        "name": "touches",
                        "importance": 0.0497
                      },
                      {
                        "name": "totalOwnHalfPasses",
                        "importance": 0.049
                      },
                      {
                        "name": "distribution_accuracy",
                        "importance": 0.043
                      }
                    ],
                    "decomposition": {
                      "base": 2.9806,
                      "items": [
                        {
                          "name": "totalOwnHalfPasses",
                          "contribution": 0.3633
                        },
                        {
                          "name": "sweeper_actions_p90",
                          "contribution": -0.0796
                        },
                        {
                          "name": "totalLongBalls",
                          "contribution": -0.0732
                        },
                        {
                          "name": "passValueNormalized",
                          "contribution": -0.0544
                        },
                        {
                          "name": "ballRecovery",
                          "contribution": 0.047
                        }
                      ],
                      "others": -0.078,
                      "total": 3.1057
                    }
                  },
                  {
                    "target": "goalsPrevented",
                    "predicted": 0.0,
                    "scale": "count per match",
                    "top_features": [
                      {
                        "name": "sweeper_actions_p90",
                        "importance": 0.053
                      },
                      {
                        "name": "punches",
                        "importance": 0.051
                      },
                      {
                        "name": "touches",
                        "importance": 0.0482
                      },
                      {
                        "name": "accurateLongBalls",
                        "importance": 0.0468
                      },
                      {
                        "name": "passValueNormalized",
                        "importance": 0.0432
                      }
                    ],
                    "decomposition": {
                      "base": -0.0536,
                      "items": [
                        {
                          "name": "commanding_index",
                          "contribution": -0.0387
                        },
                        {
                          "name": "sweeper_actions_p90",
                          "contribution": -0.0371
                        },
                        {
                          "name": "accurateLongBalls",
                          "contribution": 0.0316
                        },
                        {
                          "name": "touches",
                          "contribution": 0.0285
                        },
                        {
                          "name": "long_ball_accuracy",
                          "contribution": 0.0251
                        }
                      ],
                      "others": 0.0002,
                      "total": -0.044
                    }
                  },
                  {
                    "target": "rating",
                    "predicted": 7.118755340576172,
                    "scale": "0-10",
                    "top_features": [
                      {
                        "name": "sweeper_actions_p90",
                        "importance": 0.0593
                      },
                      {
                        "name": "touches",
                        "importance": 0.0495
                      },
                      {
                        "name": "distribution_accuracy",
                        "importance": 0.0484
                      },
                      {
                        "name": "savedShotsFromInsideTheBox",
                        "importance": 0.0468
                      },
                      {
                        "name": "punches",
                        "importance": 0.0464
                      }
                    ],
                    "decomposition": {
                      "base": 7.0716,
                      "items": [
                        {
                          "name": "long_ball_accuracy",
                          "contribution": 0.0794
                        },
                        {
                          "name": "commanding_index",
                          "contribution": -0.0758
                        },
                        {
                          "name": "ballRecovery",
                          "contribution": 0.0656
                        },
                        {
                          "name": "sweeper_actions_p90",
                          "contribution": -0.0436
                        },
                        {
                          "name": "touches",
                          "contribution": 0.0322
                        }
                      ],
                      "others": -0.0106,
                      "total": 7.1188
                    }
                  }
                ],
                "caveat": "Raw XGBoost output: no per-90 normalization; minutesPlayed is the player's historical average."
              }
            },
            {
              "step": "market_value_boost",
              "description": "Market-value quality scaling (boost 0.9812, quality 0.437)",
              "stats": {
                "saves": 3,
                "goals_prevented": 0.0,
                "rating": 6.9851,
                "minutes": 88,
                "total_pass": 36,
                "accurate_pass": 17,
                "duels_won": 0,
                "total_long_balls": 32,
                "accurate_long_balls": 13,
                "touches": 42,
                "clearances": 0,
                "ball_recovery": 9,
                "high_claims": 0,
                "punches": 0.0,
                "aerial_won": 0,
                "sweeper_actions": 0,
                "sweeper_accurate": 0,
                "saves_inside_box": 2,
                "possession_lost": 18.6434,
                "duels_lost": 0,
                "total_contest": 0,
                "won_contest": 0,
                "fouls": 0,
                "fouls_drawn": 0,
                "total_own_half_passes": 10,
                "accurate_own_half_passes": 8
              },
              "params": {
                "market_value_eur": 2700000,
                "quality_factor": 0.4374,
                "boost_factor": 0.9812
              }
            },
            {
              "step": "fbref_prior_blend",
              "description": "FBref 2026-27 prior blended (weight 0.0813)",
              "stats": {
                "saves": 3,
                "goals_prevented": 0.0,
                "rating": 6.9851,
                "minutes": 88,
                "total_pass": 36,
                "accurate_pass": 17,
                "duels_won": 0,
                "total_long_balls": 32,
                "accurate_long_balls": 13,
                "touches": 42,
                "clearances": 0,
                "ball_recovery": 9,
                "high_claims": 0,
                "punches": 0.0,
                "aerial_won": 0,
                "sweeper_actions": 0,
                "sweeper_accurate": 0,
                "saves_inside_box": 2,
                "possession_lost": 18.6434,
                "duels_lost": 0,
                "total_contest": 0,
                "won_contest": 0,
                "fouls": 0,
                "fouls_drawn": 0,
                "total_own_half_passes": 10,
                "accurate_own_half_passes": 8,
                "goal_rate": 0.0,
                "goals": 0,
                "assists": 0,
                "total_shots": 0,
                "shots_on_target": 0,
                "goalsAgainst": 1.33,
                "shotsOnTargetAgainst": 4.0,
                "cleanSheets": 0.3333,
                "interceptions": 0,
                "tackles_won": 0,
                "crosses_total": 0,
                "offsides": 0,
                "yellowCards": 0.0,
                "redCards": 0.0,
                "penaltySave": 0.3333,
                "ownGoals": 0.0,
                "savePct": 66.7,
                "cleanSheetPct": 33.3,
                "minutesPct": 100.0,
                "pointsPerMatch": 1.0,
                "netGoalDifferencePer90": -1.0
              },
              "params": {
                "blend_weight": 0.0813,
                "history_matches": 3,
                "prior_reliability": 0.2,
                "competition": "La Liga",
                "squad": "Getafe"
              },
              "changes": [
                {
                  "stat": "wasFouled",
                  "before": 0.0,
                  "after": 0.0542
                },
                {
                  "stat": "saves",
                  "before": 3.0474,
                  "after": 3.0165
                }
              ]
            },
            {
              "step": "final_cap",
              "description": "Stats clamped to historical constraints and shot-component identity",
              "stats": {
                "saves": 3,
                "goals_prevented": 0.0,
                "rating": 6.9851,
                "minutes": 88,
                "total_pass": 36,
                "accurate_pass": 17,
                "duels_won": 0,
                "total_long_balls": 32,
                "accurate_long_balls": 13,
                "touches": 42,
                "clearances": 0,
                "ball_recovery": 9,
                "high_claims": 0,
                "punches": 0.0,
                "aerial_won": 0,
                "sweeper_actions": 0,
                "sweeper_accurate": 0,
                "saves_inside_box": 2,
                "possession_lost": 18.6434,
                "duels_lost": 0,
                "total_contest": 0,
                "won_contest": 0,
                "fouls": 0,
                "fouls_drawn": 0,
                "total_own_half_passes": 10,
                "accurate_own_half_passes": 8,
                "goal_rate": 0.0,
                "goals": 0,
                "assists": 0,
                "total_shots": 0,
                "shots_on_target": 0,
                "goalsAgainst": 1.33,
                "shotsOnTargetAgainst": 4.0,
                "cleanSheets": 0.3333,
                "interceptions": 0,
                "tackles_won": 0,
                "crosses_total": 0,
                "offsides": 0,
                "yellowCards": 0.0,
                "redCards": 0.0,
                "penaltySave": 0.3333,
                "ownGoals": 0.0,
                "savePct": 66.7,
                "cleanSheetPct": 33.3,
                "minutesPct": 100.0,
                "pointsPerMatch": 1.0,
                "netGoalDifferencePer90": 0.0
              },
              "params": {
                "stats_clamped": 0,
                "shot_identity_applied": false
              }
            },
            {
              "step": "enriched_model_output",
              "description": "Model output after duel-context enrichment (pre router post-processing)",
              "stats": {
                "saves": 3,
                "goals_prevented": 0.0,
                "rating": 6.9851,
                "minutes": 88,
                "total_pass": 36,
                "accurate_pass": 17,
                "duels_won": 0,
                "total_long_balls": 32,
                "accurate_long_balls": 13,
                "touches": 42,
                "clearances": 0,
                "ball_recovery": 9,
                "high_claims": 0,
                "punches": 0.0,
                "aerial_won": 0,
                "sweeper_actions": 0,
                "sweeper_accurate": 0,
                "saves_inside_box": 2,
                "possession_lost": 18.6434,
                "duels_lost": 0,
                "total_contest": 0,
                "won_contest": 0,
                "fouls": 0,
                "fouls_drawn": 0,
                "total_own_half_passes": 10,
                "accurate_own_half_passes": 8,
                "goal_rate": 0.0,
                "goals": 0,
                "assists": 0,
                "total_shots": 0,
                "shots_on_target": 0,
                "goalsAgainst": 1.33,
                "shotsOnTargetAgainst": 4.0,
                "cleanSheets": 0.3333,
                "interceptions": 0,
                "tackles_won": 0,
                "crosses_total": 0,
                "offsides": 0,
                "yellowCards": 0.0,
                "redCards": 0.0,
                "penaltySave": 0.3333,
                "ownGoals": 0.0,
                "savePct": 66.7,
                "cleanSheetPct": 33.3,
                "minutesPct": 100.0,
                "pointsPerMatch": 1.0,
                "netGoalDifferencePer90": 0.0,
                "expected_saves": 1.19,
                "high_pressure_saves": 0.45,
                "shots_faced": 2.5,
                "opponent_faced": "Chupete, Adrián Niño",
                "matchup_zone": "Goalkeeper shot-stopping context",
                "antagonist_source": "formation_fallback"
              },
              "params": {
                "duel_context_applied": true,
                "duel_context": {
                  "opponent_faced": "Chupete, Adrián Niño",
                  "matchup_zone": "Goalkeeper shot-stopping context"
                }
              }
            },
            {
              "step": "team_lambda_rescale",
              "description": "Player expected_goals/expected_assists rescaled so squad sum equals team lambda 1.26 (squad xG sum 1.2545, xG scale 1.0044)",
              "stats": {
                "saves": 3,
                "goals_prevented": 0.0,
                "rating": 6.9851,
                "minutes": 88,
                "total_pass": 36,
                "accurate_pass": 17,
                "duels_won": 0,
                "total_long_balls": 32,
                "accurate_long_balls": 13,
                "touches": 42,
                "clearances": 0,
                "ball_recovery": 9,
                "high_claims": 0,
                "punches": 0.0,
                "aerial_won": 0,
                "sweeper_actions": 0,
                "sweeper_accurate": 0,
                "saves_inside_box": 2,
                "possession_lost": 18.6434,
                "duels_lost": 0,
                "total_contest": 0,
                "won_contest": 0,
                "fouls": 0,
                "fouls_drawn": 0,
                "total_own_half_passes": 10,
                "accurate_own_half_passes": 8,
                "goal_rate": 0.0,
                "goals": 0,
                "assists": 0,
                "total_shots": 0,
                "shots_on_target": 0,
                "goalsAgainst": 1.33,
                "shotsOnTargetAgainst": 4.0,
                "cleanSheets": 0.3333,
                "interceptions": 0,
                "tackles_won": 0,
                "crosses_total": 0,
                "offsides": 0,
                "yellowCards": 0.0,
                "redCards": 0.0,
                "penaltySave": 0.3333,
                "ownGoals": 0.0,
                "savePct": 66.7,
                "cleanSheetPct": 33.3,
                "minutesPct": 100.0,
                "pointsPerMatch": 1.0,
                "netGoalDifferencePer90": 0.0,
                "expected_saves": 1.19,
                "high_pressure_saves": 0.45,
                "shots_faced": 2.5,
                "opponent_faced": "Chupete, Adrián Niño",
                "matchup_zone": "Goalkeeper shot-stopping context",
                "antagonist_source": "formation_fallback",
                "projected_goals": 0,
                "goal_probability": 0.0,
                "projected_assists": 0,
                "assist_probability": 0.0,
                "expected_goals": 0.0,
                "expected_assists": 0.0
              },
              "params": {
                "team_lambda": 1.26,
                "squad_xg_sum": 1.2545,
                "xg_scale": 1.0044,
                "scoreline_reset": true
              }
            },
            {
              "step": "rankings_attached",
              "description": "Global ranking attached (match squad rank 12, fifa_overall 80.0)",
              "stats": {
                "saves": 3,
                "goals_prevented": 0.0,
                "rating": 6.9851,
                "minutes": 88,
                "total_pass": 36,
                "accurate_pass": 17,
                "duels_won": 0,
                "total_long_balls": 32,
                "accurate_long_balls": 13,
                "touches": 42,
                "clearances": 0,
                "ball_recovery": 9,
                "high_claims": 0,
                "punches": 0.0,
                "aerial_won": 0,
                "sweeper_actions": 0,
                "sweeper_accurate": 0,
                "saves_inside_box": 2,
                "possession_lost": 18.6434,
                "duels_lost": 0,
                "total_contest": 0,
                "won_contest": 0,
                "fouls": 0,
                "fouls_drawn": 0,
                "total_own_half_passes": 10,
                "accurate_own_half_passes": 8,
                "goal_rate": 0.0,
                "goals": 0,
                "assists": 0,
                "total_shots": 0,
                "shots_on_target": 0,
                "goalsAgainst": 1.33,
                "shotsOnTargetAgainst": 4.0,
                "cleanSheets": 0.3333,
                "interceptions": 0,
                "tackles_won": 0,
                "crosses_total": 0,
                "offsides": 0,
                "yellowCards": 0.0,
                "redCards": 0.0,
                "penaltySave": 0.3333,
                "ownGoals": 0.0,
                "savePct": 66.7,
                "cleanSheetPct": 33.3,
                "minutesPct": 100.0,
                "pointsPerMatch": 1.0,
                "netGoalDifferencePer90": 0.0,
                "expected_saves": 1.19,
                "high_pressure_saves": 0.45,
                "shots_faced": 2.5,
                "opponent_faced": "Chupete, Adrián Niño",
                "matchup_zone": "Goalkeeper shot-stopping context",
                "antagonist_source": "formation_fallback",
                "projected_goals": 0,
                "goal_probability": 0.0,
                "projected_assists": 0,
                "assist_probability": 0.0,
                "expected_goals": 0.0,
                "expected_assists": 0.0,
                "fifa_overall": 80.0
              },
              "params": {
                "match_squad_rank": 12,
                "squad_role": "starter",
                "ranking_source": "sofascore_plus_fifa_csv",
                "ranking_status": "combined",
                "global_player_rank": 935,
                "fifa_rank": 750.0,
                "fifa_source": "EA SPORTS FC official ratings",
                "fifa_overall": 80.0
              }
            },
            {
              "step": "integer_goal_projection",
              "description": "Team scoreline allocation: 1 projected goals distributed by scorer weight",
              "stats": {
                "saves": 3,
                "goals_prevented": 0.0,
                "rating": 6.9851,
                "minutes": 88,
                "total_pass": 36,
                "accurate_pass": 17,
                "duels_won": 0,
                "total_long_balls": 32,
                "accurate_long_balls": 13,
                "touches": 42,
                "clearances": 0,
                "ball_recovery": 9,
                "high_claims": 0,
                "punches": 0.0,
                "aerial_won": 0,
                "sweeper_actions": 0,
                "sweeper_accurate": 0,
                "saves_inside_box": 2,
                "possession_lost": 18.6434,
                "duels_lost": 0,
                "total_contest": 0,
                "won_contest": 0,
                "fouls": 0,
                "fouls_drawn": 0,
                "total_own_half_passes": 10,
                "accurate_own_half_passes": 8,
                "goal_rate": 0.0,
                "goals": 0,
                "assists": 0,
                "total_shots": 0,
                "shots_on_target": 0,
                "goalsAgainst": 1.33,
                "shotsOnTargetAgainst": 4.0,
                "cleanSheets": 0.3333,
                "interceptions": 0,
                "tackles_won": 0,
                "crosses_total": 0,
                "offsides": 0,
                "yellowCards": 0.0,
                "redCards": 0.0,
                "penaltySave": 0.3333,
                "ownGoals": 0.0,
                "savePct": 66.7,
                "cleanSheetPct": 33.3,
                "minutesPct": 100.0,
                "pointsPerMatch": 1.0,
                "netGoalDifferencePer90": 0.0,
                "expected_saves": 1.19,
                "high_pressure_saves": 0.45,
                "shots_faced": 2.5,
                "opponent_faced": "Chupete, Adrián Niño",
                "matchup_zone": "Goalkeeper shot-stopping context",
                "antagonist_source": "formation_fallback",
                "projected_goals": 0,
                "goal_probability": 0.0,
                "projected_assists": 0,
                "assist_probability": 0.0,
                "expected_goals": 0.0,
                "expected_assists": 0.0,
                "fifa_overall": 80.0
              },
              "params": {
                "allocation_applied": true,
                "team_goals": 1,
                "goals_allocated": 0,
                "goal_probability": 0.0,
                "scorer_weight": 0.0,
                "squad_weight_total": 15.5878,
                "weight_share": 0.0,
                "position_multiplier": 0.0
              }
            },
            {
              "step": "integer_assist_projection",
              "description": "Team scoreline allocation skipped: 0 projected assists",
              "stats": {
                "saves": 3,
                "goals_prevented": 0.0,
                "rating": 6.9851,
                "minutes": 88,
                "total_pass": 36,
                "accurate_pass": 17,
                "duels_won": 0,
                "total_long_balls": 32,
                "accurate_long_balls": 13,
                "touches": 42,
                "clearances": 0,
                "ball_recovery": 9,
                "high_claims": 0,
                "punches": 0.0,
                "aerial_won": 0,
                "sweeper_actions": 0,
                "sweeper_accurate": 0,
                "saves_inside_box": 2,
                "possession_lost": 18.6434,
                "duels_lost": 0,
                "total_contest": 0,
                "won_contest": 0,
                "fouls": 0,
                "fouls_drawn": 0,
                "total_own_half_passes": 10,
                "accurate_own_half_passes": 8,
                "goal_rate": 0.0,
                "goals": 0,
                "assists": 0,
                "total_shots": 0,
                "shots_on_target": 0,
                "goalsAgainst": 1.33,
                "shotsOnTargetAgainst": 4.0,
                "cleanSheets": 0.3333,
                "interceptions": 0,
                "tackles_won": 0,
                "crosses_total": 0,
                "offsides": 0,
                "yellowCards": 0.0,
                "redCards": 0.0,
                "penaltySave": 0.3333,
                "ownGoals": 0.0,
                "savePct": 66.7,
                "cleanSheetPct": 33.3,
                "minutesPct": 100.0,
                "pointsPerMatch": 1.0,
                "netGoalDifferencePer90": 0.0,
                "expected_saves": 1.19,
                "high_pressure_saves": 0.45,
                "shots_faced": 2.5,
                "opponent_faced": "Chupete, Adrián Niño",
                "matchup_zone": "Goalkeeper shot-stopping context",
                "antagonist_source": "formation_fallback",
                "projected_goals": 0,
                "goal_probability": 0.0,
                "projected_assists": 0,
                "assist_probability": 0.0,
                "expected_goals": 0.0,
                "expected_assists": 0.0,
                "fifa_overall": 80.0
              },
              "params": {
                "allocation_applied": false,
                "team_assists": 0,
                "assists_allocated": 0,
                "assist_probability": 0.0,
                "provider_weight": 0.0,
                "squad_weight_total": 7.2118,
                "weight_share": 0.0,
                "position_multiplier": 0.0
              }
            }
          ]
        },
        "Andrés García": {
          "player_id": 1457536,
          "position": "D",
          "position_depth": "D",
          "is_starter": true,
          "shirt_number": 21,
          "height": 183,
          "market_value": 6500000,
          "stats": {
            "interceptions": 1,
            "tackles": 2,
            "tackles_won": 1,
            "clearances": 2,
            "aerial_won": 1,
            "rating": 6.5432,
            "minutes": 77,
            "total_pass": 25,
            "accurate_pass": 21,
            "duels_won": 4,
            "total_long_balls": 3,
            "accurate_long_balls": 0,
            "total_own_half_passes": 10,
            "accurate_own_half_passes": 10,
            "total_opp_half_passes": 15,
            "accurate_opp_half_passes": 12,
            "crosses_total": 4,
            "crosses_accurate": 0,
            "touches": 48,
            "possession_lost": 12.9241,
            "dispossessed": 0.0,
            "duels_lost": 2,
            "aerial_lost": 0,
            "total_contest": 2,
            "won_contest": 0,
            "ball_recovery": 5,
            "challenges_lost": 0,
            "fouls": 0,
            "fouls_drawn": 0,
            "blocks": 0,
            "goal_rate": 0.0,
            "goals": 0,
            "assists": 0,
            "expected_goals": 0.0,
            "expected_assists": 0.0298,
            "total_shots": 1,
            "shots_on_target": 0,
            "shots_off_target": 0,
            "big_chances_created": 0,
            "xgot": 0.0,
            "ball_carries": 16,
            "total_progression": 61,
            "progressive_carries": 3,
            "key_pass": 0,
            "offsides": 0,
            "yellowCards": 0.0,
            "redCards": 0.0,
            "ownGoals": 0.0,
            "shotAccuracy": 0.0,
            "shotConversion": 0.0,
            "minutesPct": 84.4,
            "pointsPerMatch": 1.0,
            "netGoalDifferencePer90": 0.0,
            "tackles_in_zone": 1.0,
            "tackles_won_in_zone": 1.1,
            "interceptions_in_zone": 0.8,
            "clearances_in_zone": 0.7,
            "aerial_duels_won": 0.6,
            "defensive_success_rate": 0.776,
            "opponent_faced": "Chupete",
            "pressing_zone": "Striker vs Two Centre Backs — 1v2 Aerial/Physical Battle",
            "matchup_zone": "Striker vs Two Centre Backs — 1v2 Aerial/Physical Battle",
            "antagonist_source": "defensive_duel",
            "projected_goals": 0,
            "goal_probability": 0.0122,
            "projected_assists": 0,
            "assist_probability": 0.0,
            "fifa_overall": 73.0
          },
          "latest_10_games": [
            {
              "match_type": "played",
              "match_id": 16416326.0,
              "match_date": "2026-09-13 16:30:00 UTC",
              "league_name": "LaLiga",
              "league_id": 8.0,
              "league_slug": "laliga",
              "league_country": "Spain",
              "season_id": 97268.0,
              "season_name": "LaLiga 26/27",
              "season_year": "26/27",
              "home_team": "Getafe",
              "away_team": "Deportivo",
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              "away_score_current": 1.0,
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            },
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          ],
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            "combined_rank_score": 1985.5,
            "ranking_source": "sofascore_plus_fifa_csv",
            "ranking_status": "combined",
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            "projected_match_rating": 6.5432,
            "source_file": "data/player_rankings.csv",
            "player_name": "Andrés García",
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              ],
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                  "player_name": "Antoni Milambo",
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                {
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                {
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                },
                {
                  "player_name": "Soungoutou Magassa",
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                },
                {
                  "player_name": "Mikel Amondarain",
                  "ranking": 4008
                }
              ]
            }
          },
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            "model_source": "xgboost_regressor",
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              "accuratePass",
              "totalLongBalls",
              "totalOppositionHalfPasses",
              "duelWon",
              "duelLost",
              "aerialWon",
              "aerialLost",
              "ballRecovery",
              "touches",
              "totalClearance",
              "wonTackle",
              "interceptionWon",
              "dispossessed",
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              "errorLeadToAShot",
              "errorLeadToAGoal",
              "possessionLostCtrl",
              "passValueNormalized",
              "defensiveValueNormalized",
              "ballCarriesCount",
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              "progressiveBallCarriesCount",
              "pass_accuracy",
              "duel_win_rate",
              "opp_half_pass_pct",
              "long_ball_accuracy",
              "defensive_actions",
              "tackle_success_rate",
              "touches_p90",
              "totalTackle_p90",
              "interceptionWon_p90",
              "totalClearance_p90",
              "duelWon_p90",
              "ballRecovery_p90",
              "press_vulnerability",
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              "progressive_carries_p90",
              "history_matches"
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              "totalClearance",
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              "fbref_season"
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            "rationale": "XGBoost regressor (D_service) evaluated 3 historical appearances across 6 target models; FBref 2026-2027 prior blended (La Liga, Getafe, rel: 0.17, gls/90: 0.0, ast/90: 0.0)."
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                },
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                ],
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                  {
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                      {
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                      {
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                      {
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                        {
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                        {
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                  },
                  {
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                      {
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                      {
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                      {
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                      {
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                        {
                          "name": "totalClearance_p90",
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                        {
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                  },
                  {
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                      {
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                      {
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                      {
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                    ],
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                        {
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                      ],
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                ],
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            },
            {
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            {
              "step": "fbref_prior_blend",
              "description": "FBref 2026-27 prior blended (weight 0.0677)",
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              "params": {
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                "competition": "La Liga",
                "squad": "Getafe"
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              "changes": [
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                {
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                {
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                {
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                {
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            {
              "step": "final_cap",
              "description": "Stats clamped to historical constraints and shot-component identity",
              "stats": {
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                "total_long_balls": 3,
                "accurate_long_balls": 0,
                "total_own_half_passes": 10,
                "accurate_own_half_passes": 10,
                "total_opp_half_passes": 15,
                "accurate_opp_half_passes": 12,
                "crosses_total": 4,
                "crosses_accurate": 0,
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                "possession_lost": 12.9241,
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                "shots_on_target": 0,
                "shots_off_target": 0,
                "big_chances_created": 0,
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                "progressive_carries": 3,
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                "pointsPerMatch": 1.0,
                "netGoalDifferencePer90": 0.0
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                "stats_clamped": 0,
                "shot_identity_applied": false
              }
            },
            {
              "step": "enriched_model_output",
              "description": "Model output after duel-context enrichment (pre router post-processing)",
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                "matchup_zone": "Striker vs Two Centre Backs — 1v2 Aerial/Physical Battle",
                "antagonist_source": "defensive_duel"
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              "params": {
                "duel_context_applied": true,
                "duel_context": {
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              }
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            {
              "step": "team_lambda_rescale",
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                "pointsPerMatch": 1.0,
                "netGoalDifferencePer90": 0.0,
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                "defensive_success_rate": 0.776,
                "opponent_faced": "Chupete",
                "pressing_zone": "Striker vs Two Centre Backs — 1v2 Aerial/Physical Battle",
                "matchup_zone": "Striker vs Two Centre Backs — 1v2 Aerial/Physical Battle",
                "antagonist_source": "defensive_duel",
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              "params": {
                "team_lambda": 1.26,
                "squad_xg_sum": 1.2545,
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                "scoreline_reset": true
              }
            },
            {
              "step": "rankings_attached",
              "description": "Global ranking attached (match squad rank 6, fifa_overall 73.0)",
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                "defensive_success_rate": 0.776,
                "opponent_faced": "Chupete",
                "pressing_zone": "Striker vs Two Centre Backs — 1v2 Aerial/Physical Battle",
                "matchup_zone": "Striker vs Two Centre Backs — 1v2 Aerial/Physical Battle",
                "antagonist_source": "defensive_duel",
                "projected_goals": 0,
                "goal_probability": 0.0,
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                "assist_probability": 0.0,
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              },
              "params": {
                "match_squad_rank": 6,
                "squad_role": "starter",
                "ranking_source": "sofascore_plus_fifa_csv",
                "ranking_status": "combined",
                "global_player_rank": 4003,
                "fifa_rank": 3526.0,
                "fifa_source": "EA SPORTS FC official ratings",
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              }
            },
            {
              "step": "integer_goal_projection",
              "description": "Team scoreline allocation: 1 projected goals distributed by scorer weight",
              "stats": {
                "interceptions": 1,
                "tackles": 2,
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                "total_own_half_passes": 10,
                "accurate_own_half_passes": 10,
                "total_opp_half_passes": 15,
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                "xgot": 0.0,
                "ball_carries": 16,
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                "progressive_carries": 3,
                "key_pass": 0,
                "offsides": 0,
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                "minutesPct": 84.4,
                "pointsPerMatch": 1.0,
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                "defensive_success_rate": 0.776,
                "opponent_faced": "Chupete",
                "pressing_zone": "Striker vs Two Centre Backs — 1v2 Aerial/Physical Battle",
                "matchup_zone": "Striker vs Two Centre Backs — 1v2 Aerial/Physical Battle",
                "antagonist_source": "defensive_duel",
                "projected_goals": 0,
                "goal_probability": 0.0122,
                "projected_assists": 0,
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                "fifa_overall": 73.0
              },
              "params": {
                "allocation_applied": true,
                "team_goals": 1,
                "goals_allocated": 0,
                "goal_probability": 0.0122,
                "scorer_weight": 0.1909,
                "squad_weight_total": 15.5878,
                "weight_share": 0.0122,
                "position_multiplier": 0.38
              }
            },
            {
              "step": "integer_assist_projection",
              "description": "Team scoreline allocation skipped: 0 projected assists",
              "stats": {
                "interceptions": 1,
                "tackles": 2,
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                "accurate_own_half_passes": 10,
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                "progressive_carries": 3,
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                "offsides": 0,
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                "minutesPct": 84.4,
                "pointsPerMatch": 1.0,
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                "opponent_faced": "Chupete",
                "pressing_zone": "Striker vs Two Centre Backs — 1v2 Aerial/Physical Battle",
                "matchup_zone": "Striker vs Two Centre Backs — 1v2 Aerial/Physical Battle",
                "antagonist_source": "defensive_duel",
                "projected_goals": 0,
                "goal_probability": 0.0122,
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              },
              "params": {
                "allocation_applied": false,
                "team_assists": 0,
                "assists_allocated": 0,
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                "squad_weight_total": 7.2118,
                "weight_share": 0.0138,
                "position_multiplier": 0.45
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            }
          ]
        },
        "Abdel Abqar": {
          "player_id": 1101232,
          "position": "D",
          "position_depth": "D",
          "is_starter": true,
          "shirt_number": 5,
          "height": 188,
          "market_value": 3300000,
          "stats": {
            "interceptions": 1,
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            "rating": 4.8917,
            "minutes": 1,
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            "possession_lost": 0.9823,
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            "total_shots": 0,
            "shots_on_target": 0,
            "shots_off_target": 0,
            "big_chances_created": 0,
            "xgot": 0.0,
            "ball_carries": 0,
            "total_progression": 0,
            "progressive_carries": 0,
            "key_pass": 0,
            "offsides": 0,
            "yellowCards": 0.0,
            "redCards": 0.0,
            "ownGoals": 0.0,
            "minutesPct": 33.7,
            "pointsPerMatch": 1.5,
            "netGoalDifferencePer90": 0.0,
            "opponent_faced": "Chupete",
            "matchup_zone": "Shape fallback",
            "antagonist_source": "formation_fallback",
            "projected_goals": 0,
            "goal_probability": 0.0213,
            "projected_assists": 0,
            "assist_probability": 0.0,
            "fifa_overall": 79.0
          },
          "latest_10_games": [
            {
              "match_id": 16416300.0,
              "match_date": "2026-08-23",
              "home_team": "Getafe",
              "away_team": "Real Racing Club",
              "team_side": "home",
              "is_starting_11": 0,
              "team": "Getafe",
              "opponent": "Real Racing Club",
              "stats": {
                "minutes": 1,
                "assists": 0,
                "total_shots": 0,
                "total_pass": 1,
                "clearances": 1
              },
              "has_player_stats": true,
              "league_name": "LaLiga",
              "league_id": "8.0",
              "league_slug": "laliga",
              "league_country": "Spain",
              "season_id": "97268.0",
              "season_name": "LaLiga 26/27",
              "season_year": "26/27"
            }
          ],
          "ranking": {
            "global_player_rank": 1666,
            "combined_rank_score": 767.5,
            "ranking_source": "sofascore_plus_fifa_csv_filled",
            "ranking_status": "combined",
            "sofascore_rank": 675.0,
            "sofascore_rating": 6.7227,
            "sofascore_appearances": 23.0,
            "fifa_rank": 860.0,
            "fifa_overall": 79.0,
            "fifa_source": "EA SPORTS FC official ratings",
            "match_squad_rank": 9,
            "squad_role": "starter",
            "projected_match_rating": 4.8917,
            "source_file": "data/player_rankings.csv",
            "player_name": "Abdel Abqar",
            "ranking_neighbors": {
              "upper": [
                {
                  "player_name": "Giacomo Raspadori",
                  "ranking": 1661
                },
                {
                  "player_name": "Wataru Endo",
                  "ranking": 1662
                },
                {
                  "player_name": "Barış Alper Yılmaz",
                  "ranking": 1663
                },
                {
                  "player_name": "Carlos Soler",
                  "ranking": 1664
                },
                {
                  "player_name": "Rodrigo Bentancur",
                  "ranking": 1665
                }
              ],
              "lower": [
                {
                  "player_name": "Sofyan Amrabat",
                  "ranking": 1667
                },
                {
                  "player_name": "Gang-han Lee",
                  "ranking": 1668
                },
                {
                  "player_name": "Choi Chi-ung",
                  "ranking": 1669
                },
                {
                  "player_name": "Robin Koch",
                  "ranking": 1670
                },
                {
                  "player_name": "Ryoji Fujimori",
                  "ranking": 1671
                }
              ]
            }
          },
          "data_sources": [
            "match_history",
            "market_value",
            "fbref_season"
          ],
          "data_confidence": 0.323,
          "history_matches": 1,
          "xgboost_reasoning": {
            "model_source": "xgboost_regressor",
            "position_service": "D_service",
            "features_evaluated": [
              "minutesPlayed",
              "is_starting_11",
              "totalPass",
              "accuratePass",
              "totalLongBalls",
              "totalOppositionHalfPasses",
              "duelWon",
              "duelLost",
              "aerialWon",
              "aerialLost",
              "ballRecovery",
              "touches",
              "totalClearance",
              "wonTackle",
              "interceptionWon",
              "dispossessed",
              "challengeLost",
              "errorLeadToAShot",
              "errorLeadToAGoal",
              "possessionLostCtrl",
              "passValueNormalized",
              "defensiveValueNormalized",
              "ballCarriesCount",
              "totalProgression",
              "progressiveBallCarriesCount",
              "pass_accuracy",
              "duel_win_rate",
              "opp_half_pass_pct",
              "long_ball_accuracy",
              "defensive_actions",
              "tackle_success_rate",
              "touches_p90",
              "totalTackle_p90",
              "interceptionWon_p90",
              "totalClearance_p90",
              "duelWon_p90",
              "ballRecovery_p90",
              "press_vulnerability",
              "error_severity",
              "aerial_dominance",
              "progressive_carries_p90",
              "history_matches"
            ],
            "targets_predicted": [
              "interceptionWon",
              "totalTackle",
              "wonTackle",
              "totalClearance",
              "aerialWon",
              "rating"
            ],
            "history_matches": 1,
            "data_confidence": 0.323,
            "data_sources": [
              "match_history",
              "market_value",
              "fbref_season"
            ],
            "market_value_adjustment": 0.9823,
            "fbref_prior_metrics": {
              "squad": "Getafe",
              "competition": "La Liga",
              "season": "2026-2027",
              "appearances": 2.0,
              "starts": 1.0,
              "minutes": 91.0,
              "goals_per90": 0.0,
              "assists_per90": 0.0,
              "shots_per90": 0.0,
              "prior_reliability": 0.0667
            },
            "rationale": "XGBoost regressor (D_service) evaluated 1 historical appearances across 6 target models; FBref 2026-2027 prior blended (La Liga, Getafe, rel: 0.07, gls/90: 0.0, ast/90: 0.0)."
          },
          "stat_evolution": [
            {
              "step": "xgboost_raw",
              "description": "XGBoost D_service raw output over 6 target models",
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                      "base": 1.2421,
                      "items": [
                        {
                          "name": "aerialWon",
                          "contribution": -0.0952
                        },
                        {
                          "name": "is_starting_11",
                          "contribution": 0.0552
                        },
                        {
                          "name": "error_severity",
                          "contribution": 0.0514
                        },
                        {
                          "name": "totalClearance_p90",
                          "contribution": 0.0485
                        },
                        {
                          "name": "touches_p90",
                          "contribution": -0.0324
                        }
                      ],
                      "others": -0.032,
                      "total": 1.2376
                    }
                  },
                  {
                    "target": "rating",
                    "predicted": 6.617611885070801,
                    "scale": "0-10",
                    "top_features": [
                      {
                        "name": "touches_p90",
                        "importance": 0.0708
                      },
                      {
                        "name": "accuratePass",
                        "importance": 0.0705
                      },
                      {
                        "name": "totalLongBalls",
                        "importance": 0.0537
                      },
                      {
                        "name": "pass_accuracy",
                        "importance": 0.0518
                      },
                      {
                        "name": "minutesPlayed",
                        "importance": 0.0478
                      }
                    ],
                    "decomposition": {
                      "base": 6.6627,
                      "items": [
                        {
                          "name": "passValueNormalized",
                          "contribution": -0.062
                        },
                        {
                          "name": "totalProgression",
                          "contribution": -0.049
                        },
                        {
                          "name": "totalOppositionHalfPasses",
                          "contribution": -0.0297
                        },
                        {
                          "name": "press_vulnerability",
                          "contribution": -0.0279
                        },
                        {
                          "name": "accuratePass",
                          "contribution": 0.0257
                        }
                      ],
                      "others": 0.0978,
                      "total": 6.6176
                    }
                  }
                ],
                "caveat": "Raw XGBoost output: no per-90 normalization; minutesPlayed is the player's historical average."
              }
            },
            {
              "step": "market_value_boost",
              "description": "Market-value quality scaling (boost 0.9812, quality 0.437)",
              "stats": {
                "interceptions": 1,
                "tackles": 1,
                "tackles_won": 1,
                "clearances": 4,
                "aerial_won": 1,
                "rating": 6.4934,
                "minutes": 81,
                "total_pass": 40,
                "accurate_pass": 32,
                "duels_won": 4,
                "total_long_balls": 8,
                "accurate_long_balls": 3,
                "total_own_half_passes": 19,
                "accurate_own_half_passes": 17,
                "total_opp_half_passes": 21,
                "accurate_opp_half_passes": 15,
                "crosses_total": 0,
                "crosses_accurate": 0,
                "touches": 56,
                "possession_lost": 11.4509,
                "dispossessed": 0.0,
                "duels_lost": 3,
                "aerial_lost": 0,
                "total_contest": 1,
                "won_contest": 0,
                "ball_recovery": 5,
                "challenges_lost": 0,
                "fouls": 0,
                "fouls_drawn": 0,
                "blocks": 0,
                "goal_rate": 0.0,
                "goals": 0,
                "assists": 0,
                "expected_goals": 0.0,
                "expected_assists": 0.0098,
                "total_shots": 0,
                "shots_on_target": 0,
                "shots_off_target": 0,
                "big_chances_created": 0,
                "xgot": 0.0,
                "ball_carries": 13,
                "total_progression": 61,
                "progressive_carries": 2,
                "key_pass": 0
              },
              "params": {
                "market_value_eur": 2400000,
                "quality_factor": 0.4374,
                "boost_factor": 0.9812
              }
            },
            {
              "step": "fbref_prior_blend",
              "description": "FBref 2026-27 prior blended (weight 0.0813)",
              "stats": {
                "interceptions": 1,
                "tackles": 1,
                "tackles_won": 1,
                "clearances": 4,
                "aerial_won": 1,
                "rating": 6.4934,
                "minutes": 81,
                "total_pass": 40,
                "accurate_pass": 32,
                "duels_won": 4,
                "total_long_balls": 8,
                "accurate_long_balls": 3,
                "total_own_half_passes": 19,
                "accurate_own_half_passes": 17,
                "total_opp_half_passes": 21,
                "accurate_opp_half_passes": 15,
                "crosses_total": 0,
                "crosses_accurate": 0,
                "touches": 56,
                "possession_lost": 11.4509,
                "dispossessed": 0.0,
                "duels_lost": 3,
                "aerial_lost": 0,
                "total_contest": 1,
                "won_contest": 0,
                "ball_recovery": 5,
                "challenges_lost": 0,
                "fouls": 0,
                "fouls_drawn": 0,
                "blocks": 0,
                "goal_rate": 0.0,
                "goals": 0,
                "assists": 0,
                "expected_goals": 0.0,
                "expected_assists": 0.0098,
                "total_shots": 0,
                "shots_on_target": 0,
                "shots_off_target": 0,
                "big_chances_created": 0,
                "xgot": 0.0,
                "ball_carries": 13,
                "total_progression": 61,
                "progressive_carries": 2,
                "key_pass": 0,
                "offsides": 0,
                "yellowCards": 0.0,
                "redCards": 0.0,
                "ownGoals": 0.0,
                "minutesPct": 100.0,
                "pointsPerMatch": 1.0,
                "netGoalDifferencePer90": -1.0
              },
              "params": {
                "blend_weight": 0.0813,
                "history_matches": 3,
                "prior_reliability": 0.2,
                "competition": "La Liga",
                "squad": "Getafe"
              },
              "changes": [
                {
                  "stat": "totalCross",
                  "before": 0.0,
                  "after": 0.1083
                },
                {
                  "stat": "wasFouled",
                  "before": 0.0,
                  "after": 0.0813
                },
                {
                  "stat": "interceptionWon",
                  "before": 0.992,
                  "after": 1.0197
                },
                {
                  "stat": "fouls",
                  "before": 0.0,
                  "after": 0.0271
                },
                {
                  "stat": "totalShots",
                  "before": 0.3238,
                  "after": 0.2975
                },
                {
                  "stat": "wonTackle",
                  "before": 0.9079,
                  "after": 0.9154
                }
              ]
            },
            {
              "step": "final_cap",
              "description": "Stats clamped to historical constraints and shot-component identity",
              "stats": {
                "interceptions": 1,
                "tackles": 1,
                "tackles_won": 1,
                "clearances": 4,
                "aerial_won": 1,
                "rating": 6.4934,
                "minutes": 81,
                "total_pass": 40,
                "accurate_pass": 32,
                "duels_won": 4,
                "total_long_balls": 8,
                "accurate_long_balls": 3,
                "total_own_half_passes": 19,
                "accurate_own_half_passes": 17,
                "total_opp_half_passes": 21,
                "accurate_opp_half_passes": 15,
                "crosses_total": 0,
                "crosses_accurate": 0,
                "touches": 56,
                "possession_lost": 11.4509,
                "dispossessed": 0.0,
                "duels_lost": 3,
                "aerial_lost": 0,
                "total_contest": 1,
                "won_contest": 0,
                "ball_recovery": 5,
                "challenges_lost": 0,
                "fouls": 0,
                "fouls_drawn": 0,
                "blocks": 0,
                "goal_rate": 0.0,
                "goals": 0,
                "assists": 0,
                "expected_goals": 0.0,
                "expected_assists": 0.0098,
                "total_shots": 0,
                "shots_on_target": 0,
                "shots_off_target": 0,
                "big_chances_created": 0,
                "xgot": 0.0,
                "ball_carries": 13,
                "total_progression": 61,
                "progressive_carries": 2,
                "key_pass": 0,
                "offsides": 0,
                "yellowCards": 0.0,
                "redCards": 0.0,
                "ownGoals": 0.0,
                "minutesPct": 100.0,
                "pointsPerMatch": 1.0,
                "netGoalDifferencePer90": 0.0
              },
              "params": {
                "stats_clamped": 0,
                "shot_identity_applied": false
              }
            },
            {
              "step": "enriched_model_output",
              "description": "Model output after duel-context enrichment (pre router post-processing)",
              "stats": {
                "interceptions": 1,
                "tackles": 1,
                "tackles_won": 1,
                "clearances": 4,
                "aerial_won": 1,
                "rating": 6.4934,
                "minutes": 81,
                "total_pass": 40,
                "accurate_pass": 32,
                "duels_won": 4,
                "total_long_balls": 8,
                "accurate_long_balls": 3,
                "total_own_half_passes": 19,
                "accurate_own_half_passes": 17,
                "total_opp_half_passes": 21,
                "accurate_opp_half_passes": 15,
                "crosses_total": 0,
                "crosses_accurate": 0,
                "touches": 56,
                "possession_lost": 11.4509,
                "dispossessed": 0.0,
                "duels_lost": 3,
                "aerial_lost": 0,
                "total_contest": 1,
                "won_contest": 0,
                "ball_recovery": 5,
                "challenges_lost": 0,
                "fouls": 0,
                "fouls_drawn": 0,
                "blocks": 0,
                "goal_rate": 0.0,
                "goals": 0,
                "assists": 0,
                "expected_goals": 0.0,
                "expected_assists": 0.0098,
                "total_shots": 0,
                "shots_on_target": 0,
                "shots_off_target": 0,
                "big_chances_created": 0,
                "xgot": 0.0,
                "ball_carries": 13,
                "total_progression": 61,
                "progressive_carries": 2,
                "key_pass": 0,
                "offsides": 0,
                "yellowCards": 0.0,
                "redCards": 0.0,
                "ownGoals": 0.0,
                "minutesPct": 100.0,
                "pointsPerMatch": 1.0,
                "netGoalDifferencePer90": 0.0,
                "tackles_in_zone": 1.0,
                "tackles_won_in_zone": 1.0,
                "interceptions_in_zone": 0.7,
                "clearances_in_zone": 0.6,
                "aerial_duels_won": 0.6,
                "defensive_success_rate": 0.776,
                "opponent_faced": "Chupete",
                "pressing_zone": "Striker vs Two Centre Backs — 1v2 Aerial/Physical Battle",
                "matchup_zone": "Striker vs Two Centre Backs — 1v2 Aerial/Physical Battle",
                "antagonist_source": "defensive_duel"
              },
              "params": {
                "duel_context_applied": true,
                "duel_context": {
                  "opponent_faced": "Chupete",
                  "matchup_zone": "Striker vs Two Centre Backs — 1v2 Aerial/Physical Battle"
                }
              }
            },
            {
              "step": "team_lambda_rescale",
              "description": "Player expected_goals/expected_assists rescaled so squad sum equals team lambda 1.26 (squad xG sum 1.2545, xG scale 1.0044)",
              "stats": {
                "interceptions": 1,
                "tackles": 1,
                "tackles_won": 1,
                "clearances": 4,
                "aerial_won": 1,
                "rating": 6.4934,
                "minutes": 81,
                "total_pass": 40,
                "accurate_pass": 32,
                "duels_won": 4,
                "total_long_balls": 8,
                "accurate_long_balls": 3,
                "total_own_half_passes": 19,
                "accurate_own_half_passes": 17,
                "total_opp_half_passes": 21,
                "accurate_opp_half_passes": 15,
                "crosses_total": 0,
                "crosses_accurate": 0,
                "touches": 56,
                "possession_lost": 11.4509,
                "dispossessed": 0.0,
                "duels_lost": 3,
                "aerial_lost": 0,
                "total_contest": 1,
                "won_contest": 0,
                "ball_recovery": 5,
                "challenges_lost": 0,
                "fouls": 0,
                "fouls_drawn": 0,
                "blocks": 0,
                "goal_rate": 0.0,
                "goals": 0,
                "assists": 0,
                "expected_goals": 0.0,
                "expected_assists": 0.0098,
                "total_shots": 0,
                "shots_on_target": 0,
                "shots_off_target": 0,
                "big_chances_created": 0,
                "xgot": 0.0,
                "ball_carries": 13,
                "total_progression": 61,
                "progressive_carries": 2,
                "key_pass": 0,
                "offsides": 0,
                "yellowCards": 0.0,
                "redCards": 0.0,
                "ownGoals": 0.0,
                "minutesPct": 100.0,
                "pointsPerMatch": 1.0,
                "netGoalDifferencePer90": 0.0,
                "tackles_in_zone": 1.0,
                "tackles_won_in_zone": 1.0,
                "interceptions_in_zone": 0.7,
                "clearances_in_zone": 0.6,
                "aerial_duels_won": 0.6,
                "defensive_success_rate": 0.776,
                "opponent_faced": "Chupete",
                "pressing_zone": "Striker vs Two Centre Backs — 1v2 Aerial/Physical Battle",
                "matchup_zone": "Striker vs Two Centre Backs — 1v2 Aerial/Physical Battle",
                "antagonist_source": "defensive_duel",
                "projected_goals": 0,
                "goal_probability": 0.0,
                "projected_assists": 0,
                "assist_probability": 0.0
              },
              "params": {
                "team_lambda": 1.26,
                "squad_xg_sum": 1.2545,
                "xg_scale": 1.0044,
                "scoreline_reset": true
              }
            },
            {
              "step": "rankings_attached",
              "description": "Global ranking attached (match squad rank 13, fifa_overall 77.0)",
              "stats": {
                "interceptions": 1,
                "tackles": 1,
                "tackles_won": 1,
                "clearances": 4,
                "aerial_won": 1,
                "rating": 6.4934,
                "minutes": 81,
                "total_pass": 40,
                "accurate_pass": 32,
                "duels_won": 4,
                "total_long_balls": 8,
                "accurate_long_balls": 3,
                "total_own_half_passes": 19,
                "accurate_own_half_passes": 17,
                "total_opp_half_passes": 21,
                "accurate_opp_half_passes": 15,
                "crosses_total": 0,
                "crosses_accurate": 0,
                "touches": 56,
                "possession_lost": 11.4509,
                "dispossessed": 0.0,
                "duels_lost": 3,
                "aerial_lost": 0,
                "total_contest": 1,
                "won_contest": 0,
                "ball_recovery": 5,
                "challenges_lost": 0,
                "fouls": 0,
                "fouls_drawn": 0,
                "blocks": 0,
                "goal_rate": 0.0,
                "goals": 0,
                "assists": 0,
                "expected_goals": 0.0,
                "expected_assists": 0.0098,
                "total_shots": 0,
                "shots_on_target": 0,
                "shots_off_target": 0,
                "big_chances_created": 0,
                "xgot": 0.0,
                "ball_carries": 13,
                "total_progression": 61,
                "progressive_carries": 2,
                "key_pass": 0,
                "offsides": 0,
                "yellowCards": 0.0,
                "redCards": 0.0,
                "ownGoals": 0.0,
                "minutesPct": 100.0,
                "pointsPerMatch": 1.0,
                "netGoalDifferencePer90": 0.0,
                "tackles_in_zone": 1.0,
                "tackles_won_in_zone": 1.0,
                "interceptions_in_zone": 0.7,
                "clearances_in_zone": 0.6,
                "aerial_duels_won": 0.6,
                "defensive_success_rate": 0.776,
                "opponent_faced": "Chupete",
                "pressing_zone": "Striker vs Two Centre Backs — 1v2 Aerial/Physical Battle",
                "matchup_zone": "Striker vs Two Centre Backs — 1v2 Aerial/Physical Battle",
                "antagonist_source": "defensive_duel",
                "projected_goals": 0,
                "goal_probability": 0.0,
                "projected_assists": 0,
                "assist_probability": 0.0,
                "fifa_overall": 77.0
              },
              "params": {
                "match_squad_rank": 13,
                "squad_role": "starter",
                "ranking_source": "sofascore_plus_fifa_csv",
                "ranking_status": "combined",
                "global_player_rank": 2838,
                "fifa_rank": 1572.0,
                "fifa_source": "EA SPORTS FC official ratings",
                "fifa_overall": 77.0
              }
            },
            {
              "step": "integer_goal_projection",
              "description": "Team scoreline allocation: 1 projected goals distributed by scorer weight",
              "stats": {
                "interceptions": 1,
                "tackles": 1,
                "tackles_won": 1,
                "clearances": 4,
                "aerial_won": 1,
                "rating": 6.4934,
                "minutes": 81,
                "total_pass": 40,
                "accurate_pass": 32,
                "duels_won": 4,
                "total_long_balls": 8,
                "accurate_long_balls": 3,
                "total_own_half_passes": 19,
                "accurate_own_half_passes": 17,
                "total_opp_half_passes": 21,
                "accurate_opp_half_passes": 15,
                "crosses_total": 0,
                "crosses_accurate": 0,
                "touches": 56,
                "possession_lost": 11.4509,
                "dispossessed": 0.0,
                "duels_lost": 3,
                "aerial_lost": 0,
                "total_contest": 1,
                "won_contest": 0,
                "ball_recovery": 5,
                "challenges_lost": 0,
                "fouls": 0,
                "fouls_drawn": 0,
                "blocks": 0,
                "goal_rate": 0.0,
                "goals": 0,
                "assists": 0,
                "expected_goals": 0.0,
                "expected_assists": 0.0098,
                "total_shots": 0,
                "shots_on_target": 0,
                "shots_off_target": 0,
                "big_chances_created": 0,
                "xgot": 0.0,
                "ball_carries": 13,
                "total_progression": 61,
                "progressive_carries": 2,
                "key_pass": 0,
                "offsides": 0,
                "yellowCards": 0.0,
                "redCards": 0.0,
                "ownGoals": 0.0,
                "minutesPct": 100.0,
                "pointsPerMatch": 1.0,
                "netGoalDifferencePer90": 0.0,
                "tackles_in_zone": 1.0,
                "tackles_won_in_zone": 1.0,
                "interceptions_in_zone": 0.7,
                "clearances_in_zone": 0.6,
                "aerial_duels_won": 0.6,
                "defensive_success_rate": 0.776,
                "opponent_faced": "Chupete",
                "pressing_zone": "Striker vs Two Centre Backs — 1v2 Aerial/Physical Battle",
                "matchup_zone": "Striker vs Two Centre Backs — 1v2 Aerial/Physical Battle",
                "antagonist_source": "defensive_duel",
                "projected_goals": 0,
                "goal_probability": 0.0329,
                "projected_assists": 0,
                "assist_probability": 0.0,
                "fifa_overall": 77.0
              },
              "params": {
                "allocation_applied": true,
                "team_goals": 1,
                "goals_allocated": 0,
                "goal_probability": 0.0329,
                "scorer_weight": 0.5136,
                "squad_weight_total": 15.5878,
                "weight_share": 0.0329,
                "position_multiplier": 0.38
              }
            },
            {
              "step": "integer_assist_projection",
              "description": "Team scoreline allocation skipped: 0 projected assists",
              "stats": {
                "interceptions": 1,
                "tackles": 1,
                "tackles_won": 1,
                "clearances": 4,
                "aerial_won": 1,
                "rating": 6.4934,
                "minutes": 81,
                "total_pass": 40,
                "accurate_pass": 32,
                "duels_won": 4,
                "total_long_balls": 8,
                "accurate_long_balls": 3,
                "total_own_half_passes": 19,
                "accurate_own_half_passes": 17,
                "total_opp_half_passes": 21,
                "accurate_opp_half_passes": 15,
                "crosses_total": 0,
                "crosses_accurate": 0,
                "touches": 56,
                "possession_lost": 11.4509,
                "dispossessed": 0.0,
                "duels_lost": 3,
                "aerial_lost": 0,
                "total_contest": 1,
                "won_contest": 0,
                "ball_recovery": 5,
                "challenges_lost": 0,
                "fouls": 0,
                "fouls_drawn": 0,
                "blocks": 0,
                "goal_rate": 0.0,
                "goals": 0,
                "assists": 0,
                "expected_goals": 0.0,
                "expected_assists": 0.0098,
                "total_shots": 0,
                "shots_on_target": 0,
                "shots_off_target": 0,
                "big_chances_created": 0,
                "xgot": 0.0,
                "ball_carries": 13,
                "total_progression": 61,
                "progressive_carries": 2,
                "key_pass": 0,
                "offsides": 0,
                "yellowCards": 0.0,
                "redCards": 0.0,
                "ownGoals": 0.0,
                "minutesPct": 100.0,
                "pointsPerMatch": 1.0,
                "netGoalDifferencePer90": 0.0,
                "tackles_in_zone": 1.0,
                "tackles_won_in_zone": 1.0,
                "interceptions_in_zone": 0.7,
                "clearances_in_zone": 0.6,
                "aerial_duels_won": 0.6,
                "defensive_success_rate": 0.776,
                "opponent_faced": "Chupete",
                "pressing_zone": "Striker vs Two Centre Backs — 1v2 Aerial/Physical Battle",
                "matchup_zone": "Striker vs Two Centre Backs — 1v2 Aerial/Physical Battle",
                "antagonist_source": "defensive_duel",
                "projected_goals": 0,
                "goal_probability": 0.0329,
                "projected_assists": 0,
                "assist_probability": 0.0,
                "fifa_overall": 77.0
              },
              "params": {
                "allocation_applied": false,
                "team_assists": 0,
                "assists_allocated": 0,
                "assist_probability": 0.0,
                "provider_weight": 0.0666,
                "squad_weight_total": 7.2118,
                "weight_share": 0.0092,
                "position_multiplier": 0.45
              }
            }
          ]
        },
        "Mario Martín": {
          "player_id": 1154549,
          "position": "M",
          "position_depth": "M",
          "is_starter": true,
          "shirt_number": 6,
          "height": 177,
          "market_value": 10700000,
          "stats": {
            "key_pass": 1,
            "expected_assists": 0.0493,
            "assists": 0,
            "expected_goals": 0.0928,
            "rating": 6.7735,
            "minutes": 91,
            "total_pass": 24,
            "accurate_pass": 19,
            "duels_won": 4,
            "total_long_balls": 4,
            "accurate_long_balls": 4,
            "total_own_half_passes": 11,
            "accurate_own_half_passes": 9,
            "total_opp_half_passes": 13,
            "accurate_opp_half_passes": 10,
            "crosses_total": 1,
            "crosses_accurate": 0,
            "touches": 40,
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            "pressing_faced": "LOW",
            "matchup_zone": "Central Mid vs Defensive Mid — Pressing/Creation Duel",
            "numerical_situation": "1v1",
            "opponent_defenders": "David Larrubia",
            "opponent_faced": "David Larrubia",
            "antagonist_source": "attacking_duel, defensive_duel, midfield_pairing",
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          "latest_10_games": [
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              "match_date": "2026-09-13 16:30:00 UTC",
              "league_name": "LaLiga",
              "league_id": 8.0,
              "league_slug": "laliga",
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              "season_name": "LaLiga 26/27",
              "season_year": "26/27",
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              "home_score_current": 1.0,
              "away_score_current": 1.0,
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              "opponent": "Deportivo",
              "stats": {},
              "has_player_stats": false,
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            {
              "match_id": 16416348.0,
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              "has_player_stats": true,
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              "league_id": "8.0",
              "league_slug": "laliga",
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              "season_id": "97268.0",
              "season_name": "LaLiga 26/27",
              "season_year": "26/27"
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          ],
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            "ranking_source": "sofascore_plus_fifa_csv",
            "ranking_status": "combined",
            "sofascore_rank": 578.0,
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            "fifa_rank": 2918.0,
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            "fifa_source": "EA SPORTS FC official ratings",
            "match_squad_rank": 2,
            "squad_role": "starter",
            "projected_match_rating": 6.7735,
            "source_file": "data/player_rankings.csv",
            "player_name": "Mario Martín",
            "ranking_neighbors": {
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                {
                  "player_name": "Iván Balliu",
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                {
                  "player_name": "Rob Schoofs",
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                },
                {
                  "player_name": "Ezequiel Piovi",
                  "ranking": 3751
                },
                {
                  "player_name": "Patrick Pflücke",
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                {
                  "player_name": "Junya Ito",
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              ],
              "lower": [
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                  "player_name": "Doğucan Haspolat",
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                },
                {
                  "player_name": "Thiago Fernández",
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                },
                {
                  "player_name": "Jarne Steuckers",
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                },
                {
                  "player_name": "Rodrigo Gomes",
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                },
                {
                  "player_name": "Myrto Uzuni",
                  "ranking": 3759
                }
              ]
            }
          },
          "data_sources": [
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            "model_source": "xgboost_regressor",
            "position_service": "M_service",
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              "accurateOppositionHalfPasses",
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              "duelWon",
              "duelLost",
              "aerialWon",
              "ballRecovery",
              "touches",
              "interceptionWon",
              "wonTackle",
              "possessionLostCtrl",
              "dispossessed",
              "numberOfSprints",
              "kilometersCovered",
              "passValueNormalized",
              "dribbleValueNormalized",
              "defensiveValueNormalized",
              "shotValueNormalized",
              "ballCarriesCount",
              "totalProgression",
              "progressiveBallCarriesCount",
              "pass_accuracy",
              "duel_win_rate",
              "opp_half_pass_pct",
              "creative_index",
              "touches_p90",
              "totalPass_p90",
              "keyPass_p90",
              "duelWon_p90",
              "ballRecovery_p90",
              "ballCarriesCount_p90",
              "creative_efficiency",
              "cross_accuracy",
              "cross_creative_contribution",
              "defensive_midfield_actions",
              "press_vulnerability",
              "progressive_carries_p90",
              "intensity_index",
              "history_matches"
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            "targets_predicted": [
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              "expectedAssists",
              "goalAssist",
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              "starts": 1.0,
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            "rationale": "XGBoost regressor (M_service) evaluated 1 historical appearances across 5 target models; FBref 2026-2027 prior blended (La Liga, Getafe, rel: 0.05, gls/90: 0.0, ast/90: 0.0)."
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          "stat_evolution": [
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              "trace": {
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                },
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                ],
                "feature_row": {
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                  },
                  {
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                      {
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                    ],
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                        {
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                        {
                          "name": "kilometersCovered",
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                        {
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                  {
                    "target": "expectedGoals",
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                      {
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                      {
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                      {
                        "name": "possessionLostCtrl",
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                        {
                          "name": "ballCarriesCount_p90",
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                        {
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                        {
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                        {
                          "name": "expectedAssists",
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                  },
                  {
                    "target": "rating",
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                      {
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                      {
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                      {
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                    ],
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                          "name": "duelLost",
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                        {
                          "name": "expectedAssists",
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                        {
                          "name": "defensiveValueNormalized",
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                        {
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                ],
                "caveat": "Raw XGBoost output: no per-90 normalization; minutesPlayed is the player's historical average."
              }
            },
            {
              "step": "market_value_boost",
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            {
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              "params": {
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                "squad": "Getafe"
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                {
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            {
              "step": "final_cap",
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              "passValueNormalized",
              "dribbleValueNormalized",
              "defensiveValueNormalized",
              "shotValueNormalized",
              "ballCarriesCount",
              "totalProgression",
              "progressiveBallCarriesCount",
              "pass_accuracy",
              "duel_win_rate",
              "opp_half_pass_pct",
              "creative_index",
              "touches_p90",
              "totalPass_p90",
              "keyPass_p90",
              "duelWon_p90",
              "ballRecovery_p90",
              "ballCarriesCount_p90",
              "creative_efficiency",
              "cross_accuracy",
              "cross_creative_contribution",
              "defensive_midfield_actions",
              "press_vulnerability",
              "progressive_carries_p90",
              "intensity_index",
              "history_matches"
            ],
            "targets_predicted": [
              "keyPass",
              "expectedAssists",
              "goalAssist",
              "expectedGoals",
              "rating"
            ],
            "history_matches": 3,
            "data_confidence": 0.467,
            "data_sources": [
              "match_history",
              "market_value",
              "fbref_season"
            ],
            "market_value_adjustment": 1.0018,
            "fbref_prior_metrics": {
              "squad": "Getafe",
              "competition": "La Liga",
              "season": "2026-2027",
              "appearances": 3.0,
              "starts": 3.0,
              "minutes": 269.0,
              "goals_per90": 0.0,
              "assists_per90": 0.0,
              "shots_per90": 1.0,
              "shots_on_target_pct": 0.0,
              "prior_reliability": 0.2
            },
            "rationale": "XGBoost regressor (M_service) evaluated 3 historical appearances across 5 target models; FBref 2026-2027 prior blended (La Liga, Getafe, rel: 0.20, gls/90: 0.0, ast/90: 0.0)."
          },
          "stat_evolution": [
            {
              "step": "xgboost_raw",
              "description": "XGBoost M_service raw output over 5 target models",
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                "assists": 0,
                "expected_goals": 0.0358,
                "rating": 6.8824,
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                "accurate_pass": 26,
                "duels_won": 3,
                "total_long_balls": 0,
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                "accurate_own_half_passes": 9,
                "total_opp_half_passes": 20,
                "accurate_opp_half_passes": 18,
                "crosses_total": 0,
                "crosses_accurate": 0,
                "touches": 39,
                "possession_lost": 5.33,
                "dispossessed": 1.33,
                "duels_lost": 4,
                "aerial_won": 0,
                "aerial_lost": 0,
                "interceptions": 0,
                "tackles_won": 0,
                "tackles": 0,
                "clearances": 0,
                "total_contest": 0,
                "won_contest": 0,
                "challenges_lost": 0,
                "fouls": 0,
                "fouls_drawn": 0,
                "goal_rate": 0.0,
                "goals": 0,
                "shots_on_target": 0,
                "shots_off_target": 0,
                "blocks": 0,
                "big_chances_created": 0,
                "big_chances_missed": 0,
                "xgot": 0.0,
                "ball_carries": 15,
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                "progressive_carries": 1
              },
              "trace": {
                "model": {
                  "position_service": "M",
                  "schema_version": 3,
                  "trained_at": "2026-09-15T10:01:48.236605+00:00",
                  "trained_on": {
                    "matches": 93,
                    "players": 461,
                    "rows": 1422
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                },
                "player_history": [
                  {
                    "match_date": "2026-09-07",
                    "opponent": "Celta Vigo",
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                    "is_starting": true,
                    "weight": 0.3887,
                    "rating": 6.3
                  },
                  {
                    "match_date": "2026-08-31",
                    "opponent": "Osasuna",
                    "minutes": 90.0,
                    "is_starting": true,
                    "weight": 0.3304,
                    "rating": 6.9
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                  {
                    "match_date": "2026-08-23",
                    "opponent": "Real Racing Club",
                    "minutes": 89.0,
                    "is_starting": true,
                    "weight": 0.2809,
                    "rating": 6.6
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                ],
                "feature_row": {
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                  "ballRecovery": 2.1642,
                  "intensity_index": 4.5659,
                  "expectedAssists": 0.0173,
                  "kilometersCovered": 10.7704
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                "per_target": [
                  {
                    "target": "keyPass",
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                    "scale": "count per match",
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                      {
                        "name": "expectedAssists",
                        "importance": 0.0489
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                      {
                        "name": "creative_efficiency",
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                      {
                        "name": "creative_index",
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                      {
                        "name": "accurateCross",
                        "importance": 0.0319
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                    ],
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                          "name": "possessionLostCtrl",
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                        {
                          "name": "expectedAssists",
                          "contribution": -0.0454
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                        {
                          "name": "ballCarriesCount_p90",
                          "contribution": -0.0258
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                        {
                          "name": "creative_index",
                          "contribution": -0.0201
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                      ],
                      "others": -0.1026,
                      "total": 0.7693
                    }
                  },
                  {
                    "target": "expectedAssists",
                    "predicted": 0.04616525024175644,
                    "scale": "per match (raw)",
                    "top_features": [
                      {
                        "name": "cross_creative_contribution",
                        "importance": 0.0714
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                      {
                        "name": "totalOppositionHalfPasses",
                        "importance": 0.0375
                      },
                      {
                        "name": "expectedAssists",
                        "importance": 0.0361
                      },
                      {
                        "name": "accurateCross",
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                      {
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                    ],
                    "decomposition": {
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                          "contribution": -0.0166
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                        {
                          "name": "numberOfSprints",
                          "contribution": -0.0042
                        },
                        {
                          "name": "duel_win_rate",
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                        },
                        {
                          "name": "ballCarriesCount_p90",
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                        },
                        {
                          "name": "expectedAssists",
                          "contribution": -0.0032
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                      ],
                      "others": -0.0156,
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                  },
                  {
                    "target": "goalAssist",
                    "predicted": 0.06590736657381058,
                    "scale": "count per match",
                    "top_features": [
                      {
                        "name": "dribbleValueNormalized",
                        "importance": 0.0442
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                      {
                        "name": "keyPass_p90",
                        "importance": 0.0378
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                      {
                        "name": "totalCross",
                        "importance": 0.0368
                      },
                      {
                        "name": "cross_accuracy",
                        "importance": 0.036
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                      {
                        "name": "interceptionWon",
                        "importance": 0.0315
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                    ],
                    "decomposition": {
                      "base": 0.0956,
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                          "name": "numberOfSprints",
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                        {
                          "name": "dribbleValueNormalized",
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                        },
                        {
                          "name": "cross_creative_contribution",
                          "contribution": -0.0036
                        },
                        {
                          "name": "duelLost",
                          "contribution": 0.0031
                        },
                        {
                          "name": "kilometersCovered",
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                      ],
                      "others": -0.0161,
                      "total": 0.0659
                    }
                  },
                  {
                    "target": "expectedGoals",
                    "predicted": 0.03584790229797363,
                    "scale": "per match (raw)",
                    "top_features": [
                      {
                        "name": "totalShots",
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                      {
                        "name": "intensity_index",
                        "importance": 0.0622
                      },
                      {
                        "name": "progressiveBallCarriesCount",
                        "importance": 0.0454
                      },
                      {
                        "name": "possessionLostCtrl",
                        "importance": 0.0399
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                      {
                        "name": "numberOfSprints",
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                    ],
                    "decomposition": {
                      "base": 0.1087,
                      "items": [
                        {
                          "name": "totalShots",
                          "contribution": -0.0295
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                        {
                          "name": "numberOfSprints",
                          "contribution": -0.0145
                        },
                        {
                          "name": "possessionLostCtrl",
                          "contribution": -0.0095
                        },
                        {
                          "name": "intensity_index",
                          "contribution": -0.008
                        },
                        {
                          "name": "is_starting_11",
                          "contribution": 0.0033
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                      ],
                      "others": -0.0147,
                      "total": 0.0358
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                  },
                  {
                    "target": "rating",
                    "predicted": 6.882379055023193,
                    "scale": "0-10",
                    "top_features": [
                      {
                        "name": "ballRecovery_p90",
                        "importance": 0.0847
                      },
                      {
                        "name": "ballRecovery",
                        "importance": 0.0836
                      },
                      {
                        "name": "kilometersCovered",
                        "importance": 0.0597
                      },
                      {
                        "name": "defensive_midfield_actions",
                        "importance": 0.05
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                      {
                        "name": "minutesPlayed",
                        "importance": 0.0441
                      }
                    ],
                    "decomposition": {
                      "base": 6.8318,
                      "items": [
                        {
                          "name": "expectedAssists",
                          "contribution": -0.024
                        },
                        {
                          "name": "defensiveValueNormalized",
                          "contribution": 0.0204
                        },
                        {
                          "name": "creative_index",
                          "contribution": -0.0197
                        },
                        {
                          "name": "duel_win_rate",
                          "contribution": 0.0162
                        },
                        {
                          "name": "is_starting_11",
                          "contribution": 0.0145
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                      ],
                      "others": 0.0432,
                      "total": 6.8824
                    }
                  }
                ],
                "caveat": "Raw XGBoost output: no per-90 normalization; minutesPlayed is the player's historical average."
              }
            },
            {
              "step": "market_value_boost",
              "description": "Market-value quality scaling (boost 1.0018, quality 0.506)",
              "stats": {
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                "assists": 0,
                "expected_goals": 0.0359,
                "rating": 6.8945,
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                "tackles_won": 0,
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                "shots_on_target": 0,
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                "ball_carries": 15,
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              "params": {
                "market_value_eur": 8600000,
                "quality_factor": 0.5059,
                "boost_factor": 1.0018
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            },
            {
              "step": "fbref_prior_blend",
              "description": "FBref 2026-27 prior blended (weight 0.0813)",
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                "duels_won": 3,
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                "accurate_own_half_passes": 9,
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                "big_chances_created": 0,
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                "ball_carries": 15,
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                "total_shots": 1,
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                "yellowCards": 0.3333,
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                "netGoalDifferencePer90": -1.0
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              "params": {
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                "competition": "La Liga",
                "squad": "Getafe"
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              "changes": [
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                {
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                {
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                {
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                {
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            {
              "step": "final_cap",
              "description": "Stats clamped to historical constraints and shot-component identity",
              "stats": {
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                "accurate_own_half_passes": 9,
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                "ball_carries": 15,
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                "progressive_carries": 1,
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                "yellowCards": 0.3333,
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                "minutesPct": 99.6,
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              "params": {
                "stats_clamped": 0,
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            },
            {
              "step": "enriched_model_output",
              "description": "Model output after duel-context enrichment (pre router post-processing)",
              "stats": {
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                "expected_goals": 0.0359,
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                "goal_rate": 0.0,
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                "ball_carries": 15,
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                "total_shots": 2,
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                "yellowCards": 0.3333,
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                "minutesPct": 99.6,
                "pointsPerMatch": 1.0,
                "netGoalDifferencePer90": 0.0,
                "dribbles_attempted": 2,
                "dribbles_successful": 0.9,
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                "pressing_faced": "LOW",
                "matchup_zone": "Central Mid vs Defensive Mid — Pressing/Creation Duel",
                "numerical_situation": "1v1",
                "opponent_defenders": "David Larrubia",
                "opponent_faced": "David Larrubia",
                "antagonist_source": "attacking_duel, midfield_pairing"
              },
              "params": {
                "duel_context_applied": true,
                "duel_context": {
                  "opponent_faced": "David Larrubia",
                  "matchup_zone": "Central Mid vs Defensive Mid — Pressing/Creation Duel",
                  "duel_win_rate": 0.492,
                  "pressing_faced": "LOW",
                  "numerical_situation": "1v1"
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              },
              "changes": [
                {
                  "stat": "aerialWon",
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                },
                {
                  "stat": "totalShots",
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              ]
            },
            {
              "step": "team_lambda_rescale",
              "description": "Player expected_goals/expected_assists rescaled so squad sum equals team lambda 1.26 (squad xG sum 1.2545, xG scale 1.0044)",
              "stats": {
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                "total_pass": 29,
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                "duels_won": 3,
                "total_long_balls": 0,
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                "fouls": 0,
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                "ball_carries": 15,
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                "total_shots": 2,
                "offsides": 0,
                "yellowCards": 0.3333,
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                "minutesPct": 99.6,
                "pointsPerMatch": 1.0,
                "netGoalDifferencePer90": 0.0,
                "dribbles_attempted": 2,
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                "duel_win_rate": 0.492,
                "pressing_faced": "LOW",
                "matchup_zone": "Central Mid vs Defensive Mid — Pressing/Creation Duel",
                "numerical_situation": "1v1",
                "opponent_defenders": "David Larrubia",
                "opponent_faced": "David Larrubia",
                "antagonist_source": "attacking_duel, midfield_pairing",
                "projected_goals": 0,
                "goal_probability": 0.0,
                "projected_assists": 0,
                "assist_probability": 0.0
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              "params": {
                "team_lambda": 1.26,
                "squad_xg_sum": 1.2545,
                "xg_scale": 1.0044,
                "scoreline_reset": true
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            },
            {
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              "ballRecovery",
              "touches",
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              "numberOfSprints",
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              "shotValueNormalized",
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              "creative_index",
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                        "name": "accurateCross",
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                          "name": "ballCarriesCount_p90",
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                        {
                          "name": "creative_efficiency",
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                        },
                        {
                          "name": "is_starting_11",
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                        {
                          "name": "creative_index",
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                      ],
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                  },
                  {
                    "target": "expectedAssists",
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                      {
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                      {
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                      {
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                    ],
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                        {
                          "name": "ballCarriesCount_p90",
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                        {
                          "name": "kilometersCovered",
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                        {
                          "name": "creative_efficiency",
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                        {
                          "name": "expectedAssists",
                          "contribution": 0.0039
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                      ],
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                      "total": 0.0896
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                  },
                  {
                    "target": "goalAssist",
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                    "top_features": [
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                        "name": "dribbleValueNormalized",
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                      {
                        "name": "keyPass_p90",
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                      {
                        "name": "totalCross",
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                      {
                        "name": "cross_accuracy",
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                      {
                        "name": "interceptionWon",
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                    ],
                    "decomposition": {
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                        {
                          "name": "kilometersCovered",
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                        {
                          "name": "dribbleValueNormalized",
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                        {
                          "name": "numberOfSprints",
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                        {
                          "name": "duelWon_p90",
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                        {
                          "name": "totalCross",
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                      ],
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                  },
                  {
                    "target": "expectedGoals",
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                    "scale": "per match (raw)",
                    "top_features": [
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                        "name": "totalShots",
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                      {
                        "name": "intensity_index",
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                      {
                        "name": "progressiveBallCarriesCount",
                        "importance": 0.0454
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                      {
                        "name": "possessionLostCtrl",
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                      {
                        "name": "numberOfSprints",
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                    ],
                    "decomposition": {
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                          "name": "totalShots",
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                        {
                          "name": "cross_accuracy",
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                        {
                          "name": "totalPass_p90",
                          "contribution": 0.0063
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                        {
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                        {
                          "name": "numberOfSprints",
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                      ],
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                  },
                  {
                    "target": "rating",
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                    "top_features": [
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                      {
                        "name": "ballRecovery",
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                      {
                        "name": "kilometersCovered",
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                      {
                        "name": "defensive_midfield_actions",
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                      {
                        "name": "minutesPlayed",
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                    ],
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                        {
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                        {
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                        {
                          "name": "totalShots",
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                      ],
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                  }
                ],
                "caveat": "Raw XGBoost output: no per-90 normalization; minutesPlayed is the player's historical average."
              }
            },
            {
              "step": "market_value_boost",
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            {
              "step": "fbref_prior_blend",
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              "step": "final_cap",
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              "step": "enriched_model_output",
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                "opponent_defenders": "Juan Cruz",
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              "params": {
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                "duel_context": {
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                "numerical_situation": "1v1",
                "opponent_defenders": "Juan Cruz",
                "opponent_faced": "Juan Cruz",
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                "projected_goals": 0,
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              "step": "rankings_attached",
              "description": "Global ranking attached (match squad rank 10, fifa_overall 82.0)",
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                "squad_role": "starter",
                "ranking_source": "sofascore_plus_fifa_csv_filled",
                "ranking_status": "combined",
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                "fifa_rank": 379.0,
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              "step": "integer_goal_projection",
              "description": "Team scoreline allocation: 1 projected goals distributed by scorer weight",
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                "progressive_carries": 2,
                "total_shots": 3,
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                "pressing_faced": "LOW",
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                "numerical_situation": "1v1",
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                "opponent_faced": "Juan Cruz",
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              "has_player_stats": true,
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          ],
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                },
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              ],
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                {
                  "player_name": "Ronaldo De Jesus",
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                {
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                },
                {
                  "player_name": "Muhammadayub Omonov",
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                {
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              ]
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          },
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              "ballRecovery",
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              "defensiveValueNormalized",
              "shotValueNormalized",
              "ballCarriesCount",
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              "progressiveBallCarriesCount",
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              "opp_half_pass_pct",
              "creative_index",
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              "keyPass_p90",
              "duelWon_p90",
              "ballRecovery_p90",
              "ballCarriesCount_p90",
              "creative_efficiency",
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              "defensive_midfield_actions",
              "press_vulnerability",
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              "goalAssist",
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                },
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                ],
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                "per_target": [
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                        {
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                      ],
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                    ],
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                  },
                  {
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                    ],
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                      ],
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                  },
                  {
                    "target": "expectedGoals",
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                      {
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                      {
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                      {
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                      {
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                    ],
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                        {
                          "name": "possessionLostCtrl",
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                        {
                          "name": "defensive_midfield_actions",
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                        {
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                      ],
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                  },
                  {
                    "target": "rating",
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                      {
                        "name": "kilometersCovered",
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                      {
                        "name": "defensive_midfield_actions",
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                      {
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                    ],
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                        {
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                      ],
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                ],
                "caveat": "Raw XGBoost output: no per-90 normalization; minutesPlayed is the player's historical average."
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            },
            {
              "step": "market_value_boost",
              "description": "Market-value quality scaling (boost 0.9816, quality 0.439)",
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              "params": {
                "market_value_eur": 3100000,
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            },
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              "step": "integer_goal_projection",
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            },
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          ]
        },
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            "opponent_faced": "Adam Aznou, Fernando Calero",
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            "source_file": "data/player_rankings.csv",
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            "ranking_neighbors": {
              "upper": [
                {
                  "player_name": "Musa Barrow",
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                },
                {
                  "player_name": "Mailson",
                  "ranking": 3342
                },
                {
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                },
                {
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                  "ranking": 3344
                },
                {
                  "player_name": "Musab Al Juwair",
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                }
              ],
              "lower": [
                {
                  "player_name": "Yerry Mina",
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                },
                {
                  "player_name": "Ángel Correa",
                  "ranking": 3348
                },
                {
                  "player_name": "Patrik Hrošovský",
                  "ranking": 3349
                },
                {
                  "player_name": "Aníbal Moreno",
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                },
                {
                  "player_name": "Morato",
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              ]
            }
          },
          "data_sources": [
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          "xgboost_reasoning": {
            "model_source": "market_value_prior",
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              "market_value"
            ],
            "market_value_adjustment": 0.5593,
            "fbref_prior_metrics": null,
            "rationale": "Market-value baseline (€13,200,000) applied for position F (quality factor 0.56)."
          },
          "stat_evolution": [
            {
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            "fifa_rank": 1576.0,
            "fifa_overall": 77.0,
            "fifa_source": "EA SPORTS FC official ratings",
            "match_squad_rank": 3,
            "squad_role": "starter",
            "projected_match_rating": 6.9387,
            "source_file": "data/player_rankings.csv",
            "player_name": "Martín Satriano",
            "ranking_neighbors": {
              "upper": [
                {
                  "player_name": "Tsuyoshi Watanabe",
                  "ranking": 3112
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                {
                  "player_name": "Arnau Martínez",
                  "ranking": 3113
                },
                {
                  "player_name": "Ayase Ueda",
                  "ranking": 3114
                },
                {
                  "player_name": "Mika Godts",
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                },
                {
                  "player_name": "Youri Baas",
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                }
              ],
              "lower": [
                {
                  "player_name": "Marcos Leonardo",
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                },
                {
                  "player_name": "Chidera Ejuke",
                  "ranking": 3119
                },
                {
                  "player_name": "Adrián Martínez",
                  "ranking": 3120
                },
                {
                  "player_name": "Emile Smith Rowe",
                  "ranking": 3121
                },
                {
                  "player_name": "Santiago Giménez",
                  "ranking": 3122
                }
              ]
            }
          },
          "data_sources": [
            "match_history",
            "market_value",
            "fbref_season"
          ],
          "data_confidence": 0.465,
          "history_matches": 3,
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            "model_source": "xgboost_regressor",
            "position_service": "F_service",
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              "minutesPlayed",
              "is_starting_11",
              "totalPass",
              "accuratePass",
              "totalOppositionHalfPasses",
              "accurateOppositionHalfPasses",
              "totalShots",
              "onTargetScoringAttempt",
              "shotOffTarget",
              "bigChanceMissed",
              "expectedAssists",
              "keyPass",
              "duelWon",
              "duelLost",
              "aerialWon",
              "aerialLost",
              "touches",
              "dispossessed",
              "wasFouled",
              "topSpeed",
              "numberOfSprints",
              "ballRecovery",
              "possessionLostCtrl",
              "passValueNormalized",
              "dribbleValueNormalized",
              "defensiveValueNormalized",
              "shotValueNormalized",
              "ballCarriesCount",
              "totalProgression",
              "progressiveBallCarriesCount",
              "pass_accuracy",
              "duel_win_rate",
              "opp_half_pass_pct",
              "shot_accuracy",
              "xg_per_shot",
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              "totalShots_p90",
              "duelWon_p90",
              "ballCarriesCount_p90",
              "big_chance_conversion",
              "shot_waste_rate",
              "aerial_dominance",
              "press_resistance_fwd",
              "speed_threat",
              "progressive_carries_p90",
              "history_matches"
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              "onTargetScoringAttempt",
              "expectedAssists",
              "keyPass",
              "rating"
            ],
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              "market_value",
              "fbref_season"
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                      {
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                  },
                  {
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                      {
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                      {
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                        {
                          "name": "ballCarriesCount",
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                        {
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                        {
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                "caveat": "Raw XGBoost output: no per-90 normalization; minutesPlayed is the player's historical average."
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                {
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              "stats": {
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                "pressing_faced": "LOW",
                "matchup_zone": "Shadow Striker vs Centre Back — Half-Space Threat",
                "numerical_situation": "1v1",
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                "opponent_faced": "Adam Aznou",
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              },
              "has_player_stats": true,
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              "league_slug": "laliga",
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              "season_year": "26/27"
            },
            {
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              },
              "has_player_stats": true,
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              "league_slug": "laliga",
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          ],
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            "source_file": "data/player_rankings.csv",
            "player_name": "Enes Ünal",
            "ranking_neighbors": {
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                },
                {
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                },
                {
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                },
                {
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                {
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                }
              ],
              "lower": [
                {
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                },
                {
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                },
                {
                  "player_name": "Sergio Camello",
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                },
                {
                  "player_name": "Mio Backhaus",
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                },
                {
                  "player_name": "Jindřich Staněk",
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                }
              ]
            }
          },
          "data_sources": [
            "match_history",
            "market_value",
            "fbref_season"
          ],
          "data_confidence": 0.463,
          "history_matches": 3,
          "xgboost_reasoning": {
            "model_source": "xgboost_regressor",
            "position_service": "F_service",
            "features_evaluated": [
              "minutesPlayed",
              "is_starting_11",
              "totalPass",
              "accuratePass",
              "totalOppositionHalfPasses",
              "accurateOppositionHalfPasses",
              "totalShots",
              "onTargetScoringAttempt",
              "shotOffTarget",
              "bigChanceMissed",
              "expectedAssists",
              "keyPass",
              "duelWon",
              "duelLost",
              "aerialWon",
              "aerialLost",
              "touches",
              "dispossessed",
              "wasFouled",
              "topSpeed",
              "numberOfSprints",
              "ballRecovery",
              "possessionLostCtrl",
              "passValueNormalized",
              "dribbleValueNormalized",
              "defensiveValueNormalized",
              "shotValueNormalized",
              "ballCarriesCount",
              "totalProgression",
              "progressiveBallCarriesCount",
              "pass_accuracy",
              "duel_win_rate",
              "opp_half_pass_pct",
              "shot_accuracy",
              "xg_per_shot",
              "touches_p90",
              "totalShots_p90",
              "duelWon_p90",
              "ballCarriesCount_p90",
              "big_chance_conversion",
              "shot_waste_rate",
              "aerial_dominance",
              "press_resistance_fwd",
              "speed_threat",
              "progressive_carries_p90",
              "history_matches"
            ],
            "targets_predicted": [
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              "goals",
              "onTargetScoringAttempt",
              "expectedAssists",
              "keyPass",
              "rating"
            ],
            "history_matches": 3,
            "data_confidence": 0.463,
            "data_sources": [
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              "market_value",
              "fbref_season"
            ],
            "market_value_adjustment": 0.9953,
            "fbref_prior_metrics": {
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              "competition": "La Liga",
              "season": "2026-2027",
              "appearances": 3.0,
              "starts": 2.0,
              "minutes": 225.0,
              "goals_per90": 0.4,
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              "prior_reliability": 0.1667
            },
            "rationale": "XGBoost regressor (F_service) evaluated 3 historical appearances across 6 target models; FBref 2026-2027 prior blended (La Liga, Getafe, rel: 0.17, gls/90: 0.4, ast/90: 0.0)."
          },
          "stat_evolution": [
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                "key_pass": 1,
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                "minutes": 90,
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                "duels_won": 6,
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                "offsides": 0,
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                "total_progression": 5,
                "progressive_carries": 1,
                "total_shots": 3,
                "yellowCards": 0.4,
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                "ownGoals": 0.0,
                "shotAccuracy": 25.0,
                "shotConversion": 0.25,
                "minutesPct": 83.3,
                "pointsPerMatch": 1.0,
                "netGoalDifferencePer90": 0.0,
                "dribbles_attempted": 2,
                "dribbles_successful": 0.8,
                "aerial_won": 1,
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                "pressing_faced": "LOW",
                "matchup_zone": "Shadow Striker vs Centre Back — Half-Space Threat",
                "numerical_situation": "1v1",
                "opponent_defenders": "Adam Aznou",
                "opponent_faced": "Adam Aznou",
                "antagonist_source": "attacking_duel",
                "projected_goals": 0,
                "goal_probability": 0.0,
                "projected_assists": 0,
                "assist_probability": 0.0,
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              },
              "params": {
                "match_squad_rank": 5,
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                "ranking_source": "sofascore_plus_fifa_csv",
                "ranking_status": "combined",
                "global_player_rank": 3539,
                "fifa_rank": 2191.0,
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            },
            {
              "step": "integer_goal_projection",
              "description": "Team scoreline allocation: 1 projected goals distributed by scorer weight",
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                "shots_on_target": 1,
                "expected_assists": 0.0329,
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                "pressing_faced": "LOW",
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                "numerical_situation": "1v1",
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                "opponent_faced": "Adam Aznou",
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                "allocation_applied": true,
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            },
            {
              "step": "integer_assist_projection",
              "description": "Team scoreline allocation skipped: 0 projected assists",
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                "numerical_situation": "1v1",
                "opponent_defenders": "Adam Aznou",
                "opponent_faced": "Adam Aznou",
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              "params": {
                "allocation_applied": false,
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          ]
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      "bench_players": {
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              "lower": [
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                  "player_name": "Emin Bayram",
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                {
                  "player_name": "Anthony Musaba",
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                },
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                {
                  "player_name": "Gift Orban",
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                },
                {
                  "player_name": "Semih Kılıçsoy",
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              ]
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          },
          "data_sources": [
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            "rationale": "Bench projection from market-value prior (€1,900,000) scaled to 4.4 expected mins; FBref playing time empirical prior: 0.0 sub appearances, 0 mins/sub."
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          "stat_evolution": [
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              "step": "market_value_prior",
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                "market_value_eur": 1900000,
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            {
              "step": "fbref_prior_blend",
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              "params": {
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            },
            {
              "step": "minutes_scale",
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            {
              "step": "final_cap",
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            },
            {
              "step": "rankings_attached",
              "description": "Global ranking attached (match squad rank 14, fifa_overall 69.0)",
              "stats": {
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                "projected_team_substitution_count": 3,
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                "substitution_usage": "available_bench_not_projected_used",
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                "ranking_source": "sofascore_plus_fifa_csv",
                "ranking_status": "combined",
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                "fifa_source": "EA SPORTS FC official ratings",
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        },
        "Sebastián Boselli": {
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            "projected_substitution_game_state_adjustment": 0,
            "substitution_usage": "projected_used_substitute",
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              "match_date": "2026-09-13 16:30:00 UTC",
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              "league_slug": "laliga",
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              "season_name": "LaLiga 26/27",
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              "away_score_current": 1.0,
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              "status_type": "finished",
              "status_description": "Ended",
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              "team": "Getafe",
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              "stats": {},
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              "source": "depth_chart.csv"
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            {
              "match_id": 16416348.0,
              "match_date": "2026-09-07",
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              "away_team": "Celta Vigo",
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              "team": "Getafe",
              "opponent": "Celta Vigo",
              "stats": {
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                "total_shots": 0
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              "has_player_stats": true,
              "league_name": "LaLiga",
              "league_id": "8.0",
              "league_slug": "laliga",
              "league_country": "Spain",
              "season_id": "97268.0",
              "season_name": "LaLiga 26/27",
              "season_year": "26/27"
            },
            {
              "match_id": 16416300.0,
              "match_date": "2026-08-23",
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              "away_team": "Real Racing Club",
              "team_side": "home",
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              "team": "Getafe",
              "opponent": "Real Racing Club",
              "stats": {
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                "expected_assists": 0.0002,
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                "total_pass": 1,
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              "has_player_stats": true,
              "league_name": "LaLiga",
              "league_id": "8.0",
              "league_slug": "laliga",
              "league_country": "Spain",
              "season_id": "97268.0",
              "season_name": "LaLiga 26/27",
              "season_year": "26/27"
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          ],
          "ranking": {
            "global_player_rank": 3818,
            "combined_rank_score": 1819.0,
            "ranking_source": "sofascore_plus_fifa_csv",
            "ranking_status": "combined",
            "sofascore_rank": 721.0,
            "sofascore_rating": 6.68,
            "sofascore_appearances": 11.0,
            "fifa_rank": 2917.0,
            "fifa_overall": 74.0,
            "fifa_source": "EA SPORTS FC official ratings",
            "match_squad_rank": 17,
            "squad_role": "substitute",
            "projected_match_rating": 5.7763,
            "source_file": "data/player_rankings.csv",
            "player_name": "Sebastián Boselli",
            "ranking_neighbors": {
              "upper": [
                {
                  "player_name": "David Møller Wolfe",
                  "ranking": 3813
                },
                {
                  "player_name": "Sebastian Berhalter",
                  "ranking": 3814
                },
                {
                  "player_name": "Sheraldo Becker",
                  "ranking": 3815
                },
                {
                  "player_name": "Hamza Igamane",
                  "ranking": 3816
                },
                {
                  "player_name": "Ciro Immobile",
                  "ranking": 3817
                }
              ],
              "lower": [
                {
                  "player_name": "Paul Pogba",
                  "ranking": 3819
                },
                {
                  "player_name": "Geoffrey Kondogbia",
                  "ranking": 3820
                },
                {
                  "player_name": "Mikey Moore",
                  "ranking": 3821
                },
                {
                  "player_name": "Laurent Abergel",
                  "ranking": 3822
                },
                {
                  "player_name": "Zeki Amdouni",
                  "ranking": 3823
                }
              ]
            }
          },
          "data_sources": [
            "match_history",
            "market_value",
            "fbref_season"
          ],
          "data_confidence": 0.377,
          "history_matches": 2,
          "xgboost_reasoning": {
            "model_source": "xgboost_regressor",
            "position_service": "D_service",
            "features_evaluated": [
              "minutesPlayed",
              "is_starting_11",
              "totalPass",
              "accuratePass",
              "totalLongBalls",
              "totalOppositionHalfPasses",
              "duelWon",
              "duelLost",
              "aerialWon",
              "aerialLost",
              "ballRecovery",
              "touches",
              "totalClearance",
              "wonTackle",
              "interceptionWon",
              "dispossessed",
              "challengeLost",
              "errorLeadToAShot",
              "errorLeadToAGoal",
              "possessionLostCtrl",
              "passValueNormalized",
              "defensiveValueNormalized",
              "ballCarriesCount",
              "totalProgression",
              "progressiveBallCarriesCount",
              "pass_accuracy",
              "duel_win_rate",
              "opp_half_pass_pct",
              "long_ball_accuracy",
              "defensive_actions",
              "tackle_success_rate",
              "touches_p90",
              "totalTackle_p90",
              "interceptionWon_p90",
              "totalClearance_p90",
              "duelWon_p90",
              "ballRecovery_p90",
              "press_vulnerability",
              "error_severity",
              "aerial_dominance",
              "progressive_carries_p90",
              "history_matches"
            ],
            "targets_predicted": [
              "interceptionWon",
              "totalTackle",
              "wonTackle",
              "totalClearance",
              "aerialWon",
              "rating"
            ],
            "history_matches": 2,
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              "match_history",
              "market_value",
              "fbref_season"
            ],
            "bench_expected_minutes": 10.51,
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            "market_value_adjustment": 0.9812,
            "fbref_prior_metrics": {
              "squad": "Getafe",
              "competition": "La Liga",
              "season": "2026-2027",
              "appearances": 2.0,
              "starts": 0.0,
              "sub_appearances": 2.0,
              "minutes_per_sub": 8.0,
              "goals_per90": 0.0,
              "assists_per90": 0.0,
              "prior_reliability": 0.0133
            },
            "rationale": "Bench projection scaled from XGBoost D_service (2 historical appearances) to 10.5 expected mins (appearance prob 0.60); FBref playing time empirical prior: 2.0 sub appearances, 8.0 mins/sub."
          },
          "stat_evolution": [
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                "shots_on_target": 0,
                "shots_off_target": 0,
                "big_chances_created": 0,
                "xgot": 0.0,
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                "progressive_carries": 0,
                "key_pass": 0
              },
              "trace": {
                "model": {
                  "position_service": "D",
                  "schema_version": 3,
                  "trained_at": "2026-09-15T10:01:44.724055+00:00",
                  "trained_on": {
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                    "players": 374,
                    "rows": 1289
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                },
                "player_history": [
                  {
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                    "opponent": "Celta Vigo",
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                    "weight": 0.5405,
                    "rating": null
                  },
                  {
                    "match_date": "2026-08-23",
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                ],
                "feature_row": {
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                "per_target": [
                  {
                    "target": "interceptionWon",
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                        "name": "duel_win_rate",
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                      {
                        "name": "duelWon_p90",
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                      {
                        "name": "interceptionWon_p90",
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                      {
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                          "name": "ballRecovery_p90",
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                          "name": "defensiveValueNormalized",
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                        {
                          "name": "duelWon_p90",
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                      ],
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                  {
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                    "top_features": [
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                      {
                        "name": "duelLost",
                        "importance": 0.0461
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                      {
                        "name": "possessionLostCtrl",
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                      {
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                      {
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                    ],
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                        {
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                          "name": "duelLost",
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                      ],
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                  },
                  {
                    "target": "wonTackle",
                    "predicted": 0.37970679998397827,
                    "scale": "count per match",
                    "top_features": [
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                      {
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                      {
                        "name": "challengeLost",
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                      {
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                      {
                        "name": "wonTackle",
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                    ],
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                      ],
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                  },
                  {
                    "target": "totalClearance",
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                    "scale": "count per match",
                    "top_features": [
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                      {
                        "name": "opp_half_pass_pct",
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                      {
                        "name": "totalClearance_p90",
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                      {
                        "name": "aerialWon",
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                      {
                        "name": "tackle_success_rate",
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                    ],
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                        {
                          "name": "aerialWon",
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                        {
                          "name": "totalPass",
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                        {
                          "name": "ballCarriesCount",
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                        {
                          "name": "possessionLostCtrl",
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                      ],
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                  },
                  {
                    "target": "aerialWon",
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                    "scale": "count per match",
                    "top_features": [
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                      {
                        "name": "aerialWon",
                        "importance": 0.0597
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                      {
                        "name": "totalClearance",
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                      {
                        "name": "accuratePass",
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                      {
                        "name": "errorLeadToAShot",
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                    ],
                    "decomposition": {
                      "base": 1.2421,
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                        },
                        {
                          "name": "passValueNormalized",
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                        {
                          "name": "aerialWon",
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                        },
                        {
                          "name": "totalClearance",
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                        {
                          "name": "ballRecovery_p90",
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                      ],
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                  },
                  {
                    "target": "rating",
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                    "top_features": [
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                      {
                        "name": "accuratePass",
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                      {
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                      {
                        "name": "pass_accuracy",
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                      {
                        "name": "minutesPlayed",
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                    ],
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                      "base": 6.6627,
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                        {
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                        {
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                      ],
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                ],
                "caveat": "Raw XGBoost output: no per-90 normalization; minutesPlayed is the player's historical average."
              }
            },
            {
              "step": "market_value_boost",
              "description": "Market-value quality scaling (boost 0.9812, quality 0.437)",
              "stats": {
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              "params": {
                "market_value_eur": 1500000,
                "quality_factor": 0.4374,
                "boost_factor": 0.9812
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            },
            {
              "step": "fbref_prior_blend",
              "description": "FBref 2026-27 prior blended (weight 0.0062)",
              "stats": {
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                "total_long_balls": 0,
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              "params": {
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                "history_matches": 2,
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                "competition": "La Liga",
                "squad": "Getafe"
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            },
            {
              "step": "minutes_scale",
              "description": "Bench projection scaled to 10.5 expected minutes (appearance prob 0.60)",
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                "minutesPct": 5.9,
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              "params": {
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            },
            {
              "step": "final_cap",
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              "stats": {
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                "total_pass": 5,
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              "params": {
                "stats_clamped": 0,
                "shot_identity_applied": false
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            },
            {
              "step": "team_lambda_rescale",
              "description": "Player expected_goals/expected_assists rescaled so squad sum equals team lambda 1.26 (squad xG sum 1.2545, xG scale 1.0044)",
              "stats": {
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                "total_pass": 5,
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                "total_long_balls": 0,
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            {
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                "ranking_source": "sofascore_plus_fifa_csv",
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              "has_player_stats": true,
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              "has_player_stats": true,
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              ],
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                  "player_name": "Kevin Mac Allister",
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                {
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                },
                {
                  "player_name": "Hervé Koffi",
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                },
                {
                  "player_name": "Ifeanyi Eze",
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                },
                {
                  "player_name": "Jack Harrison",
                  "ranking": 2313
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              ]
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          },
          "data_sources": [
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            "fbref_season"
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            "model_source": "xgboost_regressor",
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              "aerialWon",
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              "ballRecovery",
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              "totalClearance",
              "wonTackle",
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              "dispossessed",
              "challengeLost",
              "errorLeadToAShot",
              "errorLeadToAGoal",
              "possessionLostCtrl",
              "passValueNormalized",
              "defensiveValueNormalized",
              "ballCarriesCount",
              "totalProgression",
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              "pass_accuracy",
              "duel_win_rate",
              "opp_half_pass_pct",
              "long_ball_accuracy",
              "defensive_actions",
              "tackle_success_rate",
              "touches_p90",
              "totalTackle_p90",
              "interceptionWon_p90",
              "totalClearance_p90",
              "duelWon_p90",
              "ballRecovery_p90",
              "press_vulnerability",
              "error_severity",
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              "progressive_carries_p90",
              "history_matches"
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            "targets_predicted": [
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              "fbref_season"
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            "rationale": "Bench projection scaled from XGBoost D_service (3 historical appearances) to 13.6 expected mins (appearance prob 0.22); FBref playing time empirical prior: 0.0 sub appearances, 0 mins/sub."
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                },
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                ],
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                  "possessionLostCtrl": 7.6113,
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                "per_target": [
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                      ],
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                  },
                  {
                    "target": "totalTackle",
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                      {
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                      {
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                          "name": "totalClearance_p90",
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                      ],
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                  },
                  {
                    "target": "wonTackle",
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                      {
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                      {
                        "name": "challengeLost",
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                      {
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                      {
                        "name": "wonTackle",
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                    ],
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                        {
                          "name": "totalClearance_p90",
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                          "name": "totalLongBalls",
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                      ],
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                  },
                  {
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                      {
                        "name": "opp_half_pass_pct",
                        "importance": 0.0506
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                      {
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                      {
                        "name": "aerialWon",
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                      {
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                    ],
                    "decomposition": {
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                          "name": "is_starting_11",
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                        {
                          "name": "totalLongBalls",
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                        {
                          "name": "aerialWon",
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                        {
                          "name": "aerial_dominance",
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                          "name": "opp_half_pass_pct",
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                  },
                  {
                    "target": "aerialWon",
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                    "scale": "count per match",
                    "top_features": [
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                        "name": "is_starting_11",
                        "importance": 0.0798
                      },
                      {
                        "name": "aerialWon",
                        "importance": 0.0597
                      },
                      {
                        "name": "totalClearance",
                        "importance": 0.0439
                      },
                      {
                        "name": "accuratePass",
                        "importance": 0.0426
                      },
                      {
                        "name": "errorLeadToAShot",
                        "importance": 0.0411
                      }
                    ],
                    "decomposition": {
                      "base": 1.2421,
                      "items": [
                        {
                          "name": "is_starting_11",
                          "contribution": -0.3234
                        },
                        {
                          "name": "aerialWon",
                          "contribution": -0.0652
                        },
                        {
                          "name": "totalClearance",
                          "contribution": -0.0408
                        },
                        {
                          "name": "totalClearance_p90",
                          "contribution": -0.0269
                        },
                        {
                          "name": "ballRecovery_p90",
                          "contribution": 0.0256
                        }
                      ],
                      "others": -0.0008,
                      "total": 0.8106
                    }
                  },
                  {
                    "target": "rating",
                    "predicted": 6.317648410797119,
                    "scale": "0-10",
                    "top_features": [
                      {
                        "name": "touches_p90",
                        "importance": 0.0708
                      },
                      {
                        "name": "accuratePass",
                        "importance": 0.0705
                      },
                      {
                        "name": "totalLongBalls",
                        "importance": 0.0537
                      },
                      {
                        "name": "pass_accuracy",
                        "importance": 0.0518
                      },
                      {
                        "name": "minutesPlayed",
                        "importance": 0.0478
                      }
                    ],
                    "decomposition": {
                      "base": 6.6627,
                      "items": [
                        {
                          "name": "is_starting_11",
                          "contribution": -0.0759
                        },
                        {
                          "name": "aerial_dominance",
                          "contribution": -0.0748
                        },
                        {
                          "name": "duelWon_p90",
                          "contribution": -0.0629
                        },
                        {
                          "name": "totalOppositionHalfPasses",
                          "contribution": -0.0452
                        },
                        {
                          "name": "passValueNormalized",
                          "contribution": -0.031
                        }
                      ],
                      "others": -0.0553,
                      "total": 6.3176
                    }
                  }
                ],
                "caveat": "Raw XGBoost output: no per-90 normalization; minutesPlayed is the player's historical average."
              }
            },
            {
              "step": "market_value_boost",
              "description": "Market-value quality scaling (boost 0.9812, quality 0.437)",
              "stats": {
                "interceptions": 1,
                "tackles": 1,
                "tackles_won": 1,
                "clearances": 2,
                "aerial_won": 1,
                "rating": 6.1991,
                "minutes": 88,
                "total_pass": 38,
                "accurate_pass": 31,
                "duels_won": 4,
                "total_long_balls": 9,
                "accurate_long_balls": 3,
                "total_own_half_passes": 22,
                "accurate_own_half_passes": 20,
                "total_opp_half_passes": 16,
                "accurate_opp_half_passes": 11,
                "crosses_total": 0,
                "crosses_accurate": 0,
                "touches": 44,
                "possession_lost": 7.526,
                "dispossessed": 0.0,
                "duels_lost": 2,
                "aerial_lost": 0,
                "total_contest": 0,
                "won_contest": 0,
                "ball_recovery": 7,
                "challenges_lost": 0,
                "fouls": 0,
                "fouls_drawn": 0,
                "blocks": 0,
                "goal_rate": 0.0,
                "goals": 0,
                "assists": 0,
                "expected_goals": 0.0,
                "expected_assists": 0.0,
                "total_shots": 0,
                "shots_on_target": 0,
                "shots_off_target": 0,
                "big_chances_created": 0,
                "xgot": 0.0,
                "ball_carries": 14,
                "total_progression": 25,
                "progressive_carries": 0,
                "key_pass": 0
              },
              "params": {
                "market_value_eur": 1500000,
                "quality_factor": 0.4374,
                "boost_factor": 0.9812
              }
            },
            {
              "step": "fbref_prior_blend",
              "description": "FBref 2026-27 prior blended (weight 0.0785)",
              "stats": {
                "interceptions": 1,
                "tackles": 1,
                "tackles_won": 1,
                "clearances": 2,
                "aerial_won": 1,
                "rating": 6.1991,
                "minutes": 88,
                "total_pass": 38,
                "accurate_pass": 31,
                "duels_won": 4,
                "total_long_balls": 9,
                "accurate_long_balls": 3,
                "total_own_half_passes": 22,
                "accurate_own_half_passes": 20,
                "total_opp_half_passes": 16,
                "accurate_opp_half_passes": 11,
                "crosses_total": 0,
                "crosses_accurate": 0,
                "touches": 44,
                "possession_lost": 7.526,
                "dispossessed": 0.0,
                "duels_lost": 2,
                "aerial_lost": 0,
                "total_contest": 0,
                "won_contest": 0,
                "ball_recovery": 7,
                "challenges_lost": 0,
                "fouls": 0,
                "fouls_drawn": 0,
                "blocks": 0,
                "goal_rate": 0.0,
                "goals": 0,
                "assists": 0,
                "expected_goals": 0.0,
                "expected_assists": 0.0,
                "total_shots": 0,
                "shots_on_target": 0,
                "shots_off_target": 0,
                "big_chances_created": 0,
                "xgot": 0.0,
                "ball_carries": 14,
                "total_progression": 25,
                "progressive_carries": 0,
                "key_pass": 0,
                "offsides": 0,
                "yellowCards": 0.6897,
                "redCards": 0.0,
                "ownGoals": 0.0,
                "minutesPct": 96.3,
                "pointsPerMatch": 1.0,
                "netGoalDifferencePer90": -0.35
              },
              "params": {
                "blend_weight": 0.0785,
                "history_matches": 3,
                "prior_reliability": 0.1933,
                "competition": "La Liga",
                "squad": "Getafe"
              },
              "changes": [
                {
                  "stat": "fouls",
                  "before": 0.0,
                  "after": 0.1354
                },
                {
                  "stat": "interceptionWon",
                  "before": 0.8087,
                  "after": 0.8806
                },
                {
                  "stat": "wonTackle",
                  "before": 0.6154,
                  "after": 0.6483
                },
                {
                  "stat": "totalCross",
                  "before": 0.0,
                  "after": 0.0271
                }
              ]
            },
            {
              "step": "minutes_scale",
              "description": "Bench projection scaled to 13.6 expected minutes (appearance prob 0.22)",
              "stats": {
                "interceptions": 0,
                "tackles": 0,
                "tackles_won": 0,
                "clearances": 0,
                "aerial_won": 0,
                "rating": 6.1991,
                "minutes": 14,
                "total_pass": 6,
                "accurate_pass": 5,
                "duels_won": 1,
                "total_long_balls": 1,
                "accurate_long_balls": 0,
                "total_own_half_passes": 3,
                "accurate_own_half_passes": 3,
                "total_opp_half_passes": 2,
                "accurate_opp_half_passes": 2,
                "crosses_total": 0,
                "crosses_accurate": 0,
                "touches": 7,
                "possession_lost": 1.1349,
                "dispossessed": 0.0,
                "duels_lost": 0,
                "aerial_lost": 0,
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                "won_contest": 0,
                "ball_recovery": 1,
                "challenges_lost": 0,
                "fouls": 0,
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                "blocks": 0,
                "goal_rate": 0.0,
                "goals": 0,
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                "expected_goals": 0.0,
                "expected_assists": 0.0,
                "total_shots": 0,
                "shots_on_target": 0,
                "shots_off_target": 0,
                "big_chances_created": 0,
                "xgot": 0.0,
                "ball_carries": 2,
                "total_progression": 4,
                "progressive_carries": 0,
                "key_pass": 0,
                "offsides": 0,
                "yellowCards": 0.6897,
                "redCards": 0.0,
                "ownGoals": 0.0,
                "minutesPct": 96.3,
                "pointsPerMatch": 1.0,
                "netGoalDifferencePer90": 0.0,
                "bench_appearance_probability": 0.217,
                "bench_expected_minutes": 13.57
              },
              "params": {
                "expected_minutes": 13.57,
                "appearance_probability": 0.217
              }
            },
            {
              "step": "final_cap",
              "description": "Stats clamped to historical constraints and shot-component identity",
              "stats": {
                "interceptions": 0,
                "tackles": 0,
                "tackles_won": 0,
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                "aerial_won": 0,
                "rating": 6.1991,
                "minutes": 14,
                "total_pass": 6,
                "accurate_pass": 5,
                "duels_won": 1,
                "total_long_balls": 1,
                "accurate_long_balls": 0,
                "total_own_half_passes": 3,
                "accurate_own_half_passes": 3,
                "total_opp_half_passes": 2,
                "accurate_opp_half_passes": 2,
                "crosses_total": 0,
                "crosses_accurate": 0,
                "touches": 7,
                "possession_lost": 1.1349,
                "dispossessed": 0.0,
                "duels_lost": 0,
                "aerial_lost": 0,
                "total_contest": 0,
                "won_contest": 0,
                "ball_recovery": 1,
                "challenges_lost": 0,
                "fouls": 0,
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                "goals": 0,
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                "expected_goals": 0.0,
                "expected_assists": 0.0,
                "total_shots": 0,
                "shots_on_target": 0,
                "shots_off_target": 0,
                "big_chances_created": 0,
                "xgot": 0.0,
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                "progressive_carries": 0,
                "key_pass": 0,
                "offsides": 0,
                "yellowCards": 0.6897,
                "redCards": 0.0,
                "ownGoals": 0.0,
                "minutesPct": 96.3,
                "pointsPerMatch": 1.0,
                "netGoalDifferencePer90": 0.0,
                "bench_appearance_probability": 0.217,
                "bench_expected_minutes": 13.57
              },
              "params": {
                "stats_clamped": 0,
                "shot_identity_applied": false
              }
            },
            {
              "step": "rankings_attached",
              "description": "Global ranking attached (match squad rank 16, fifa_overall 79.0)",
              "stats": {
                "interceptions": 0,
                "tackles": 0,
                "tackles_won": 0,
                "clearances": 0,
                "aerial_won": 0,
                "rating": 6.1991,
                "minutes": 14,
                "total_pass": 6,
                "accurate_pass": 5,
                "duels_won": 1,
                "total_long_balls": 1,
                "accurate_long_balls": 0,
                "total_own_half_passes": 3,
                "accurate_own_half_passes": 3,
                "total_opp_half_passes": 2,
                "accurate_opp_half_passes": 2,
                "crosses_total": 0,
                "crosses_accurate": 0,
                "touches": 7,
                "possession_lost": 1.1349,
                "dispossessed": 0.0,
                "duels_lost": 0,
                "aerial_lost": 0,
                "total_contest": 0,
                "won_contest": 0,
                "ball_recovery": 1,
                "challenges_lost": 0,
                "fouls": 0,
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                "goal_rate": 0.0,
                "goals": 0,
                "assists": 0,
                "expected_goals": 0.0,
                "expected_assists": 0.0,
                "total_shots": 0,
                "shots_on_target": 0,
                "shots_off_target": 0,
                "big_chances_created": 0,
                "xgot": 0.0,
                "ball_carries": 2,
                "total_progression": 4,
                "progressive_carries": 0,
                "key_pass": 0,
                "offsides": 0,
                "yellowCards": 0.6897,
                "redCards": 0.0,
                "ownGoals": 0.0,
                "minutesPct": 96.3,
                "pointsPerMatch": 1.0,
                "netGoalDifferencePer90": 0.0,
                "bench_appearance_probability": 0.217,
                "bench_expected_minutes": 13.57,
                "substitution_rule_cap": 5,
                "projected_team_substitution_count": 3,
                "projected_substitution_expected_count": 3.079,
                "projected_substitution_game_state_adjustment": 0,
                "substitution_usage": "available_bench_not_projected_used",
                "projected_goals": 0,
                "goal_probability": 0.0,
                "projected_assists": 0,
                "assist_probability": 0.0,
                "fifa_overall": 79.0
              },
              "params": {
                "match_squad_rank": 16,
                "squad_role": "substitute",
                "ranking_source": "sofascore_plus_fifa_csv_filled",
                "ranking_status": "combined",
                "global_player_rank": 2308,
                "fifa_rank": 841.0,
                "fifa_source": "EA SPORTS FC official ratings",
                "fifa_overall": 79.0
              }
            }
          ]
        },
        "Nemanja Gudelj": {
          "player_id": 68332,
          "position": "M",
          "position_depth": "M_BENCH",
          "is_starter": false,
          "shirt_number": 8,
          "height": 187,
          "market_value": 1900000,
          "stats": {
            "key_pass": 0,
            "expected_assists": 0.0078,
            "assists": 0,
            "expected_goals": 0.006,
            "rating": 6.6185,
            "minutes": 18,
            "total_pass": 4,
            "accurate_pass": 3,
            "duels_won": 1,
            "total_long_balls": 0,
            "accurate_long_balls": 0,
            "total_own_half_passes": 1,
            "accurate_own_half_passes": 1,
            "total_opp_half_passes": 3,
            "accurate_opp_half_passes": 2,
            "crosses_total": 0,
            "crosses_accurate": 0,
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            "possession_lost": 1.3844,
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            "tackles_won": 0,
            "tackles": 0,
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            "total_contest": 0,
            "won_contest": 0,
            "challenges_lost": 0,
            "fouls": 0,
            "fouls_drawn": 0,
            "goal_rate": 0.0,
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            "shots_off_target": 0,
            "blocks": 0,
            "big_chances_created": 0,
            "big_chances_missed": 0,
            "xgot": 0.0,
            "ball_carries": 1,
            "total_progression": 0,
            "progressive_carries": 0,
            "total_shots": 1,
            "offsides": 0,
            "yellowCards": 0.0,
            "redCards": 0.0,
            "ownGoals": 0.0,
            "shotAccuracy": 0.0,
            "shotConversion": 0.0,
            "minutesPct": 5.6,
            "pointsPerMatch": 0.0,
            "netGoalDifferencePer90": 0.0,
            "bench_appearance_probability": 0.692,
            "bench_expected_minutes": 18.14,
            "projected_substitution_order": 2,
            "substitution_rule_cap": 5,
            "projected_team_substitution_count": 3,
            "projected_substitution_expected_count": 3.079,
            "projected_substitution_game_state_adjustment": 0,
            "substitution_usage": "projected_used_substitute",
            "projected_goals": 0,
            "goal_probability": 0.0,
            "projected_assists": 0,
            "assist_probability": 0.0,
            "fifa_overall": 78.0
          },
          "latest_10_games": [
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              "match_type": "played",
              "match_id": 16416326.0,
              "match_date": "2026-09-13 16:30:00 UTC",
              "league_name": "LaLiga",
              "league_id": 8.0,
              "league_slug": "laliga",
              "league_country": "Spain",
              "season_id": 97268.0,
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              "season_year": "26/27",
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              "away_score_current": 1.0,
              "team_side": "home",
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              "status_type": "finished",
              "status_description": "Ended",
              "player_status": "starter",
              "is_starting_11": true,
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              "opponent": "Deportivo",
              "stats": {},
              "has_player_stats": false,
              "source": "depth_chart.csv"
            },
            {
              "match_id": 16416348.0,
              "match_date": "2026-09-07",
              "home_team": "Getafe",
              "away_team": "Celta Vigo",
              "team_side": "home",
              "is_starting_11": 1,
              "team": "Getafe",
              "opponent": "Celta Vigo",
              "stats": {
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                "rating": 6.3,
                "assists": 0,
                "expected_goals": 0.0218,
                "expected_assists": 0.0078,
                "total_shots": 1,
                "shots_off_target": 1,
                "total_pass": 30,
                "accurate_pass": 17,
                "tackles": 1,
                "tackles_won": 1,
                "interceptions": 1,
                "clearances": 1,
                "aerial_won": 2,
                "duels_won": 3,
                "ball_recovery": 1
              },
              "has_player_stats": true,
              "league_name": "LaLiga",
              "league_id": "8.0",
              "league_slug": "laliga",
              "league_country": "Spain",
              "season_id": "97268.0",
              "season_name": "LaLiga 26/27",
              "season_year": "26/27"
            },
            {
              "match_id": 16416314.0,
              "match_date": "2026-08-31",
              "home_team": "Osasuna",
              "away_team": "Getafe",
              "team_side": "away",
              "is_starting_11": 0,
              "team": "Getafe",
              "opponent": "Osasuna",
              "stats": {
                "minutes": 14,
                "rating": 6.7,
                "assists": 0,
                "expected_goals": 0.0213,
                "expected_assists": 0.0144,
                "total_shots": 1,
                "total_pass": 12,
                "accurate_pass": 12,
                "clearances": 2
              },
              "has_player_stats": true,
              "league_name": "LaLiga",
              "league_id": "8.0",
              "league_slug": "laliga",
              "league_country": "Spain",
              "season_id": "97268.0",
              "season_name": "LaLiga 26/27",
              "season_year": "26/27"
            }
          ],
          "ranking": {
            "global_player_rank": 1778,
            "combined_rank_score": 964.5,
            "ranking_source": "sofascore_plus_fifa_csv_filled",
            "ranking_status": "combined",
            "sofascore_rank": 698.0,
            "sofascore_rating": 6.7,
            "sofascore_appearances": 1.0,
            "fifa_rank": 1231.0,
            "fifa_overall": 78.0,
            "fifa_source": "EA SPORTS FC official ratings",
            "match_squad_rank": 15,
            "squad_role": "substitute",
            "projected_match_rating": 6.6185,
            "source_file": "data/player_rankings.csv",
            "player_name": "Nemanja Gudelj",
            "ranking_neighbors": {
              "upper": [
                {
                  "player_name": "Jake Grech",
                  "ranking": 1773
                },
                {
                  "player_name": "Domantas Antanavičius",
                  "ranking": 1774
                },
                {
                  "player_name": "Emil Tsenov",
                  "ranking": 1775
                },
                {
                  "player_name": "Maksim Myakish",
                  "ranking": 1776
                },
                {
                  "player_name": "Jun'ai Byfield",
                  "ranking": 1777
                }
              ],
              "lower": [
                {
                  "player_name": "Jon Guridi",
                  "ranking": 1779
                },
                {
                  "player_name": "Pedro Felipe",
                  "ranking": 1780
                },
                {
                  "player_name": "Nico Guillén",
                  "ranking": 1781
                },
                {
                  "player_name": "Gabriel Pires",
                  "ranking": 1782
                },
                {
                  "player_name": "Yuri",
                  "ranking": 1783
                }
              ]
            }
          },
          "data_sources": [
            "match_history",
            "market_value",
            "fbref_season"
          ],
          "data_confidence": 0.377,
          "history_matches": 2,
          "xgboost_reasoning": {
            "model_source": "xgboost_regressor",
            "position_service": "M_service",
            "features_evaluated": [
              "minutesPlayed",
              "is_starting_11",
              "totalPass",
              "accuratePass",
              "totalOppositionHalfPasses",
              "accurateOppositionHalfPasses",
              "totalShots",
              "keyPass",
              "expectedAssists",
              "totalCross",
              "accurateCross",
              "duelWon",
              "duelLost",
              "aerialWon",
              "ballRecovery",
              "touches",
              "interceptionWon",
              "wonTackle",
              "possessionLostCtrl",
              "dispossessed",
              "numberOfSprints",
              "kilometersCovered",
              "passValueNormalized",
              "dribbleValueNormalized",
              "defensiveValueNormalized",
              "shotValueNormalized",
              "ballCarriesCount",
              "totalProgression",
              "progressiveBallCarriesCount",
              "pass_accuracy",
              "duel_win_rate",
              "opp_half_pass_pct",
              "creative_index",
              "touches_p90",
              "totalPass_p90",
              "keyPass_p90",
              "duelWon_p90",
              "ballRecovery_p90",
              "ballCarriesCount_p90",
              "creative_efficiency",
              "cross_accuracy",
              "cross_creative_contribution",
              "defensive_midfield_actions",
              "press_vulnerability",
              "progressive_carries_p90",
              "intensity_index",
              "history_matches"
            ],
            "targets_predicted": [
              "keyPass",
              "expectedAssists",
              "goalAssist",
              "expectedGoals",
              "rating"
            ],
            "history_matches": 2,
            "data_confidence": 0.377,
            "data_sources": [
              "match_history",
              "market_value",
              "fbref_season"
            ],
            "bench_expected_minutes": 18.14,
            "bench_appearance_prob": 0.692,
            "market_value_adjustment": 0.9812,
            "fbref_prior_metrics": {
              "squad": "Getafe",
              "competition": "La Liga",
              "season": "2026-2027",
              "appearances": 1.0,
              "starts": 0.0,
              "sub_appearances": 1.0,
              "minutes_per_sub": 15.0,
              "goals_per90": 0.0,
              "assists_per90": 0.0,
              "prior_reliability": 0.0133
            },
            "rationale": "Bench projection scaled from XGBoost M_service (2 historical appearances) to 18.1 expected mins (appearance prob 0.69); FBref playing time empirical prior: 1.0 sub appearances, 15.0 mins/sub."
          },
          "stat_evolution": [
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              "description": "XGBoost M_service raw output over 5 target models",
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                "accurate_own_half_passes": 6,
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                "progressive_carries": 0
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              "trace": {
                "model": {
                  "position_service": "M",
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                  "trained_on": {
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                    "rows": 1422
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                },
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                  {
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                ],
                "feature_row": {
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                        {
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                        {
                          "name": "creative_index",
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                  },
                  {
                    "target": "expectedAssists",
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                    "scale": "per match (raw)",
                    "top_features": [
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                      {
                        "name": "totalOppositionHalfPasses",
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                      {
                        "name": "expectedAssists",
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                      {
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                    "decomposition": {
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                          "name": "expectedAssists",
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                          "name": "ballCarriesCount",
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                        {
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                      ],
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                  },
                  {
                    "target": "goalAssist",
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                      {
                        "name": "keyPass_p90",
                        "importance": 0.0378
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                      {
                        "name": "totalCross",
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                      {
                        "name": "cross_accuracy",
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                      {
                        "name": "interceptionWon",
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                    ],
                    "decomposition": {
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                        {
                          "name": "numberOfSprints",
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                        {
                          "name": "expectedAssists",
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                        {
                          "name": "totalPass_p90",
                          "contribution": 0.0028
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                      ],
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                  },
                  {
                    "target": "expectedGoals",
                    "predicted": 0.030222397297620773,
                    "scale": "per match (raw)",
                    "top_features": [
                      {
                        "name": "totalShots",
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                      {
                        "name": "intensity_index",
                        "importance": 0.0622
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                      {
                        "name": "progressiveBallCarriesCount",
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                      {
                        "name": "possessionLostCtrl",
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                      {
                        "name": "numberOfSprints",
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                    ],
                    "decomposition": {
                      "base": 0.1087,
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                        {
                          "name": "is_starting_11",
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                        {
                          "name": "numberOfSprints",
                          "contribution": -0.0142
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                        {
                          "name": "intensity_index",
                          "contribution": -0.011
                        },
                        {
                          "name": "possessionLostCtrl",
                          "contribution": -0.0068
                        },
                        {
                          "name": "kilometersCovered",
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                      ],
                      "others": -0.0143,
                      "total": 0.0302
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                  },
                  {
                    "target": "rating",
                    "predicted": 6.7450971603393555,
                    "scale": "0-10",
                    "top_features": [
                      {
                        "name": "ballRecovery_p90",
                        "importance": 0.0847
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                      {
                        "name": "ballRecovery",
                        "importance": 0.0836
                      },
                      {
                        "name": "kilometersCovered",
                        "importance": 0.0597
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                      {
                        "name": "defensive_midfield_actions",
                        "importance": 0.05
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                      {
                        "name": "minutesPlayed",
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                    ],
                    "decomposition": {
                      "base": 6.8318,
                      "items": [
                        {
                          "name": "is_starting_11",
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                        {
                          "name": "duel_win_rate",
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                        {
                          "name": "expectedAssists",
                          "contribution": -0.0218
                        },
                        {
                          "name": "defensiveValueNormalized",
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                        {
                          "name": "ballRecovery_p90",
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                      ],
                      "others": -0.0087,
                      "total": 6.7451
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                ],
                "caveat": "Raw XGBoost output: no per-90 normalization; minutesPlayed is the player's historical average."
              }
            },
            {
              "step": "market_value_boost",
              "description": "Market-value quality scaling (boost 0.9812, quality 0.437)",
              "stats": {
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                "quality_factor": 0.4374,
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            {
              "step": "fbref_prior_blend",
              "description": "FBref 2026-27 prior blended (weight 0.0062)",
              "stats": {
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                "squad": "Getafe"
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              "changes": [
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            {
              "step": "minutes_scale",
              "description": "Bench projection scaled to 18.1 expected minutes (appearance prob 0.69)",
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            {
              "step": "final_cap",
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              "stats": {
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            {
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              "description": "Player expected_goals/expected_assists rescaled so squad sum equals team lambda 1.26 (squad xG sum 1.2545, xG scale 1.0044)",
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            {
              "step": "rankings_attached",
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                "projected_team_substitution_count": 3,
                "projected_substitution_expected_count": 3.079,
                "projected_substitution_game_state_adjustment": 0,
                "substitution_usage": "projected_used_substitute",
                "projected_goals": 0,
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              "params": {
                "match_squad_rank": 15,
                "squad_role": "substitute",
                "ranking_source": "sofascore_plus_fifa_csv_filled",
                "ranking_status": "combined",
                "global_player_rank": 1778,
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            }
          ]
        },
        "Oscar Lopez": {
          "player_id": 1994823,
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          "position_depth": "M_BENCH",
          "is_starter": false,
          "shirt_number": 30,
          "height": 180,
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          "stats": {
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            "expected_goals": 0.0089,
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            "minutes": 22,
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            "accurate_pass": 9,
            "duels_won": 1,
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            "accurate_long_balls": 0,
            "total_own_half_passes": 0,
            "accurate_own_half_passes": 0,
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            "accurate_opp_half_passes": 0,
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            "fouls": 0,
            "fouls_drawn": 0,
            "goal_rate": 0.0,
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            "shots_on_target": 0,
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            "blocks": 0,
            "big_chances_created": 0,
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            "total_progression": 0,
            "progressive_carries": 0,
            "bench_appearance_probability": 0.499,
            "bench_expected_minutes": 21.97,
            "substitution_rule_cap": 5,
            "projected_team_substitution_count": 3,
            "projected_substitution_expected_count": 3.079,
            "projected_substitution_game_state_adjustment": 0,
            "substitution_usage": "available_bench_not_projected_used",
            "projected_goals": 0,
            "goal_probability": 0.0,
            "projected_assists": 0,
            "assist_probability": 0.0,
            "fifa_overall": 84.0
          },
          "latest_10_games": [
            {
              "match_id": 16416348.0,
              "match_date": "2026-09-07",
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              "away_team": "Celta Vigo",
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              "is_starting_11": 0,
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              "opponent": "Celta Vigo",
              "stats": {
                "minutes": 1,
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                "total_shots": 0
              },
              "has_player_stats": true,
              "league_name": "LaLiga",
              "league_id": "8.0",
              "league_slug": "laliga",
              "league_country": "Spain",
              "season_id": "97268.0",
              "season_name": "LaLiga 26/27",
              "season_year": "26/27"
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          ],
          "ranking": {
            "global_player_rank": 474,
            "combined_rank_score": 239.0,
            "ranking_source": "sofascore_plus_fifa_csv_filled",
            "ranking_status": "combined",
            "sofascore_rank": null,
            "sofascore_rating": null,
            "sofascore_appearances": 0.0,
            "fifa_rank": 196.0,
            "fifa_overall": 84.0,
            "fifa_source": "EA SPORTS FC official ratings",
            "match_squad_rank": 18,
            "squad_role": "substitute",
            "projected_match_rating": 6.4644,
            "source_file": "data/player_rankings.csv",
            "player_name": "Oscar Lopez",
            "ranking_neighbors": {
              "upper": [
                {
                  "player_name": "Anthony Caceres",
                  "ranking": 469
                },
                {
                  "player_name": "James Garner",
                  "ranking": 470
                },
                {
                  "player_name": "Marcus Rashford",
                  "ranking": 471
                },
                {
                  "player_name": "João Cancelo",
                  "ranking": 472
                },
                {
                  "player_name": "Oh-kyu Kim",
                  "ranking": 473
                }
              ],
              "lower": [
                {
                  "player_name": "Eberechi Eze",
                  "ranking": 475
                },
                {
                  "player_name": "Hugo Ekitiké",
                  "ranking": 476
                },
                {
                  "player_name": "Manuel Ángel Castillo",
                  "ranking": 477
                },
                {
                  "player_name": "Willi Orbán",
                  "ranking": 478
                },
                {
                  "player_name": "Kuvondik Ruziev",
                  "ranking": 479
                }
              ]
            }
          },
          "data_sources": [
            "match_history",
            "market_value",
            "fbref_season"
          ],
          "data_confidence": 0.312,
          "history_matches": 1,
          "xgboost_reasoning": {
            "model_source": "xgboost_regressor",
            "position_service": "M_service",
            "features_evaluated": [
              "minutesPlayed",
              "is_starting_11",
              "totalPass",
              "accuratePass",
              "totalOppositionHalfPasses",
              "accurateOppositionHalfPasses",
              "totalShots",
              "keyPass",
              "expectedAssists",
              "totalCross",
              "accurateCross",
              "duelWon",
              "duelLost",
              "aerialWon",
              "ballRecovery",
              "touches",
              "interceptionWon",
              "wonTackle",
              "possessionLostCtrl",
              "dispossessed",
              "numberOfSprints",
              "kilometersCovered",
              "passValueNormalized",
              "dribbleValueNormalized",
              "defensiveValueNormalized",
              "shotValueNormalized",
              "ballCarriesCount",
              "totalProgression",
              "progressiveBallCarriesCount",
              "pass_accuracy",
              "duel_win_rate",
              "opp_half_pass_pct",
              "creative_index",
              "touches_p90",
              "totalPass_p90",
              "keyPass_p90",
              "duelWon_p90",
              "ballRecovery_p90",
              "ballCarriesCount_p90",
              "creative_efficiency",
              "cross_accuracy",
              "cross_creative_contribution",
              "defensive_midfield_actions",
              "press_vulnerability",
              "progressive_carries_p90",
              "intensity_index",
              "history_matches"
            ],
            "targets_predicted": [
              "keyPass",
              "expectedAssists",
              "goalAssist",
              "expectedGoals",
              "rating"
            ],
            "history_matches": 1,
            "data_confidence": 0.312,
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              "match_history",
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              "fbref_season"
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            "bench_expected_minutes": 21.97222218756125,
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            "market_value_adjustment": 0.9812,
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              "competition": "La Liga",
              "season": "2026-2027",
              "appearances": 0.0,
              "starts": 0.0,
              "sub_appearances": 0.0,
              "prior_reliability": 0.0
            },
            "rationale": "Bench projection scaled from XGBoost M_service (1 historical appearances) to 22.0 expected mins (appearance prob 0.50); FBref playing time empirical prior: 0.0 sub appearances, 0 mins/sub."
          },
          "stat_evolution": [
            {
              "step": "xgboost_raw",
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                "expected_goals": 0.037,
                "rating": 6.5881,
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                "duels_won": 4,
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                "accurate_own_half_passes": 0,
                "total_opp_half_passes": 0,
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                "goal_rate": 0.0,
                "goals": 0,
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              },
              "trace": {
                "model": {
                  "position_service": "M",
                  "schema_version": 3,
                  "trained_at": "2026-09-15T10:01:48.236605+00:00",
                  "trained_on": {
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                    "players": 461,
                    "rows": 1422
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                },
                "player_history": [
                  {
                    "match_date": "2026-09-07",
                    "opponent": "Celta Vigo",
                    "minutes": 1.0,
                    "is_starting": false,
                    "weight": 1.0,
                    "rating": null
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                ],
                "feature_row": {
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                  "ballRecovery": 0.0,
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                "per_target": [
                  {
                    "target": "keyPass",
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                    "scale": "count per match",
                    "top_features": [
                      {
                        "name": "is_starting_11",
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                      {
                        "name": "expectedAssists",
                        "importance": 0.0489
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                      {
                        "name": "creative_efficiency",
                        "importance": 0.0393
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                      {
                        "name": "creative_index",
                        "importance": 0.035
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                      {
                        "name": "accurateCross",
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                    ],
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                        {
                          "name": "is_starting_11",
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                        {
                          "name": "possessionLostCtrl",
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                        {
                          "name": "expectedAssists",
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                        {
                          "name": "defensive_midfield_actions",
                          "contribution": 0.0223
                        },
                        {
                          "name": "ballCarriesCount",
                          "contribution": -0.022
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                      ],
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                  },
                  {
                    "target": "expectedAssists",
                    "predicted": 0.04120735079050064,
                    "scale": "per match (raw)",
                    "top_features": [
                      {
                        "name": "cross_creative_contribution",
                        "importance": 0.0714
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                      {
                        "name": "totalOppositionHalfPasses",
                        "importance": 0.0375
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                      {
                        "name": "expectedAssists",
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                      {
                        "name": "accurateCross",
                        "importance": 0.0356
                      },
                      {
                        "name": "creative_index",
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                    ],
                    "decomposition": {
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                          "name": "cross_creative_contribution",
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                        {
                          "name": "is_starting_11",
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                        {
                          "name": "defensive_midfield_actions",
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                        {
                          "name": "ballCarriesCount_p90",
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                        {
                          "name": "totalOppositionHalfPasses",
                          "contribution": -0.0055
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                      ],
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                      "total": 0.0412
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                  },
                  {
                    "target": "goalAssist",
                    "predicted": 0.0707632452249527,
                    "scale": "count per match",
                    "top_features": [
                      {
                        "name": "dribbleValueNormalized",
                        "importance": 0.0442
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                      {
                        "name": "keyPass_p90",
                        "importance": 0.0378
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                      {
                        "name": "totalCross",
                        "importance": 0.0368
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                      {
                        "name": "cross_accuracy",
                        "importance": 0.036
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                      {
                        "name": "interceptionWon",
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                    ],
                    "decomposition": {
                      "base": 0.0956,
                      "items": [
                        {
                          "name": "dribbleValueNormalized",
                          "contribution": -0.0065
                        },
                        {
                          "name": "numberOfSprints",
                          "contribution": -0.0051
                        },
                        {
                          "name": "expectedAssists",
                          "contribution": -0.0042
                        },
                        {
                          "name": "cross_creative_contribution",
                          "contribution": -0.0036
                        },
                        {
                          "name": "pass_accuracy",
                          "contribution": 0.002
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                      ],
                      "others": -0.0074,
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                  },
                  {
                    "target": "expectedGoals",
                    "predicted": 0.03702271357178688,
                    "scale": "per match (raw)",
                    "top_features": [
                      {
                        "name": "totalShots",
                        "importance": 0.077
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                      {
                        "name": "intensity_index",
                        "importance": 0.0622
                      },
                      {
                        "name": "progressiveBallCarriesCount",
                        "importance": 0.0454
                      },
                      {
                        "name": "possessionLostCtrl",
                        "importance": 0.0399
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                      {
                        "name": "numberOfSprints",
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                    ],
                    "decomposition": {
                      "base": 0.1087,
                      "items": [
                        {
                          "name": "is_starting_11",
                          "contribution": -0.0285
                        },
                        {
                          "name": "totalShots",
                          "contribution": -0.0156
                        },
                        {
                          "name": "defensive_midfield_actions",
                          "contribution": 0.008
                        },
                        {
                          "name": "possessionLostCtrl",
                          "contribution": -0.008
                        },
                        {
                          "name": "intensity_index",
                          "contribution": -0.0066
                        }
                      ],
                      "others": -0.021,
                      "total": 0.037
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                  },
                  {
                    "target": "rating",
                    "predicted": 6.5880842208862305,
                    "scale": "0-10",
                    "top_features": [
                      {
                        "name": "ballRecovery_p90",
                        "importance": 0.0847
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                      {
                        "name": "ballRecovery",
                        "importance": 0.0836
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                      {
                        "name": "kilometersCovered",
                        "importance": 0.0597
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                      {
                        "name": "defensive_midfield_actions",
                        "importance": 0.05
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                      {
                        "name": "minutesPlayed",
                        "importance": 0.0441
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                    ],
                    "decomposition": {
                      "base": 6.8318,
                      "items": [
                        {
                          "name": "kilometersCovered",
                          "contribution": -0.1857
                        },
                        {
                          "name": "ballCarriesCount",
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                        },
                        {
                          "name": "ballRecovery_p90",
                          "contribution": 0.1223
                        },
                        {
                          "name": "defensive_midfield_actions",
                          "contribution": 0.0695
                        },
                        {
                          "name": "intensity_index",
                          "contribution": 0.0692
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                      ],
                      "others": -0.1658,
                      "total": 6.5881
                    }
                  }
                ],
                "caveat": "Raw XGBoost output: no per-90 normalization; minutesPlayed is the player's historical average."
              }
            },
            {
              "step": "market_value_boost",
              "description": "Market-value quality scaling (boost 0.9812, quality 0.437)",
              "stats": {
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                "rating": 6.4644,
                "minutes": 1,
                "total_pass": 44,
                "accurate_pass": 35,
                "duels_won": 4,
                "total_long_balls": 0,
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                "goal_rate": 0.0,
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                "blocks": 0,
                "big_chances_created": 0,
                "big_chances_missed": 0,
                "xgot": 0.0,
                "ball_carries": 0,
                "total_progression": 0,
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              },
              "params": {
                "market_value_eur": 220000,
                "quality_factor": 0.4374,
                "boost_factor": 0.9812
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            },
            {
              "step": "fbref_prior_blend",
              "description": "FBref 2026-27 prior blended (weight 0.0000)",
              "stats": {
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                "expected_assists": 0.0404,
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                "expected_goals": 0.0363,
                "rating": 6.4644,
                "minutes": 1,
                "total_pass": 44,
                "accurate_pass": 35,
                "duels_won": 4,
                "total_long_balls": 0,
                "accurate_long_balls": 0,
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                "accurate_own_half_passes": 0,
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              },
              "params": {
                "blend_weight": 0.0,
                "history_matches": 1,
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                "competition": "La Liga",
                "squad": "Getafe"
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            },
            {
              "step": "minutes_scale",
              "description": "Bench projection scaled to 22.0 expected minutes (appearance prob 0.50)",
              "stats": {
                "key_pass": 0,
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                "minutes": 22,
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                "bench_appearance_probability": 0.499,
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              "params": {
                "expected_minutes": 21.97,
                "appearance_probability": 0.499
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            },
            {
              "step": "final_cap",
              "description": "Stats clamped to historical constraints and shot-component identity",
              "stats": {
                "key_pass": 0,
                "expected_assists": 0.0099,
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                "expected_goals": 0.0089,
                "rating": 6.4644,
                "minutes": 22,
                "total_pass": 11,
                "accurate_pass": 9,
                "duels_won": 1,
                "total_long_balls": 0,
                "accurate_long_balls": 0,
                "total_own_half_passes": 0,
                "accurate_own_half_passes": 0,
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              "params": {
                "stats_clamped": 0,
                "shot_identity_applied": false
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            },
            {
              "step": "rankings_attached",
              "description": "Global ranking attached (match squad rank 18, fifa_overall 84.0)",
              "stats": {
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                "expected_assists": 0.0099,
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                "total_opp_half_passes": 0,
                "accurate_opp_half_passes": 0,
                "crosses_total": 0,
                "crosses_accurate": 0,
                "touches": 0,
                "possession_lost": 0.0,
                "dispossessed": 0.0,
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                "tackles_won": 0,
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                "clearances": 0,
                "total_contest": 0,
                "won_contest": 0,
                "challenges_lost": 0,
                "fouls": 0,
                "fouls_drawn": 0,
                "goal_rate": 0.0,
                "goals": 0,
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                "shots_off_target": 0,
                "blocks": 0,
                "big_chances_created": 0,
                "big_chances_missed": 0,
                "xgot": 0.0,
                "ball_carries": 0,
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                "bench_expected_minutes": 21.97,
                "substitution_rule_cap": 5,
                "projected_team_substitution_count": 3,
                "projected_substitution_expected_count": 3.079,
                "projected_substitution_game_state_adjustment": 0,
                "substitution_usage": "available_bench_not_projected_used",
                "projected_goals": 0,
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                "assist_probability": 0.0,
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              },
              "params": {
                "match_squad_rank": 18,
                "squad_role": "substitute",
                "ranking_source": "sofascore_plus_fifa_csv_filled",
                "ranking_status": "combined",
                "global_player_rank": 474,
                "fifa_rank": 196.0,
                "fifa_source": "EA SPORTS FC official ratings",
                "fifa_overall": 84.0
              }
            }
          ]
        },
        "Borja Mayoral": {
          "player_id": 604954,
          "position": "F",
          "position_depth": "F_BENCH",
          "is_starter": false,
          "shirt_number": 9,
          "height": 182,
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            "goal_rate": 0.0167,
            "goals": 0,
            "shots_on_target": 0,
            "expected_assists": 0.0029,
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            "accurate_long_balls": 0,
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            "pointsPerMatch": 1.5,
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            "projected_substitution_expected_count": 3.079,
            "projected_substitution_game_state_adjustment": 0,
            "substitution_usage": "projected_used_substitute",
            "projected_goals": 0,
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          "latest_10_games": [
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              "match_id": 16416314.0,
              "match_date": "2026-08-31",
              "home_team": "Osasuna",
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              "team_side": "away",
              "is_starting_11": 0,
              "team": "Getafe",
              "opponent": "Osasuna",
              "stats": {
                "minutes": 9,
                "rating": 6.4,
                "assists": 0,
                "total_shots": 0,
                "total_pass": 1,
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              },
              "has_player_stats": true,
              "league_name": "LaLiga",
              "league_id": "8.0",
              "league_slug": "laliga",
              "league_country": "Spain",
              "season_id": "97268.0",
              "season_name": "LaLiga 26/27",
              "season_year": "26/27"
            },
            {
              "match_id": 16416300.0,
              "match_date": "2026-08-23",
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              "away_team": "Real Racing Club",
              "team_side": "home",
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              "team": "Getafe",
              "opponent": "Real Racing Club",
              "stats": {
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                "total_shots": 0,
                "total_pass": 1,
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              },
              "has_player_stats": true,
              "league_name": "LaLiga",
              "league_id": "8.0",
              "league_slug": "laliga",
              "league_country": "Spain",
              "season_id": "97268.0",
              "season_name": "LaLiga 26/27",
              "season_year": "26/27"
            }
          ],
          "ranking": {
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            "combined_rank_score": 1361.0,
            "ranking_source": "sofascore_plus_fifa_csv",
            "ranking_status": "combined",
            "sofascore_rank": 765.0,
            "sofascore_rating": 6.65,
            "sofascore_appearances": 16.0,
            "fifa_rank": 1957.0,
            "fifa_overall": 76.0,
            "fifa_source": "EA SPORTS FC official ratings",
            "match_squad_rank": 7,
            "squad_role": "substitute",
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            "source_file": "data/player_rankings.csv",
            "player_name": "Borja Mayoral",
            "ranking_neighbors": {
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                {
                  "player_name": "Denis Vavro",
                  "ranking": 3384
                },
                {
                  "player_name": "Phillipp Mwene",
                  "ranking": 3385
                },
                {
                  "player_name": "Jesús Rodriguez",
                  "ranking": 3386
                },
                {
                  "player_name": "Ismael Koné",
                  "ranking": 3387
                },
                {
                  "player_name": "Tomáš Holeš",
                  "ranking": 3388
                }
              ],
              "lower": [
                {
                  "player_name": "Álex Moreno",
                  "ranking": 3390
                },
                {
                  "player_name": "Rico Henry",
                  "ranking": 3391
                },
                {
                  "player_name": "Leo Østigård",
                  "ranking": 3392
                },
                {
                  "player_name": "Guido Carrillo",
                  "ranking": 3393
                },
                {
                  "player_name": "Juanlu Sánchez",
                  "ranking": 3394
                }
              ]
            }
          },
          "data_sources": [
            "match_history",
            "market_value",
            "fbref_season"
          ],
          "data_confidence": 0.376,
          "history_matches": 2,
          "xgboost_reasoning": {
            "model_source": "xgboost_regressor",
            "position_service": "F_service",
            "features_evaluated": [
              "minutesPlayed",
              "is_starting_11",
              "totalPass",
              "accuratePass",
              "totalOppositionHalfPasses",
              "accurateOppositionHalfPasses",
              "totalShots",
              "onTargetScoringAttempt",
              "shotOffTarget",
              "bigChanceMissed",
              "expectedAssists",
              "keyPass",
              "duelWon",
              "duelLost",
              "aerialWon",
              "aerialLost",
              "touches",
              "dispossessed",
              "wasFouled",
              "topSpeed",
              "numberOfSprints",
              "ballRecovery",
              "possessionLostCtrl",
              "passValueNormalized",
              "dribbleValueNormalized",
              "defensiveValueNormalized",
              "shotValueNormalized",
              "ballCarriesCount",
              "totalProgression",
              "progressiveBallCarriesCount",
              "pass_accuracy",
              "duel_win_rate",
              "opp_half_pass_pct",
              "shot_accuracy",
              "xg_per_shot",
              "touches_p90",
              "totalShots_p90",
              "duelWon_p90",
              "ballCarriesCount_p90",
              "big_chance_conversion",
              "shot_waste_rate",
              "aerial_dominance",
              "press_resistance_fwd",
              "speed_threat",
              "progressive_carries_p90",
              "history_matches"
            ],
            "targets_predicted": [
              "expectedGoals",
              "goals",
              "onTargetScoringAttempt",
              "expectedAssists",
              "keyPass",
              "rating"
            ],
            "history_matches": 2,
            "data_confidence": 0.376,
            "data_sources": [
              "match_history",
              "market_value",
              "fbref_season"
            ],
            "bench_expected_minutes": 13.1,
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            "market_value_adjustment": 0.9934,
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              "competition": "La Liga",
              "season": "2026-2027",
              "appearances": 2.0,
              "starts": 0.0,
              "sub_appearances": 2.0,
              "minutes_per_sub": 3.0,
              "goals_per90": 0.0,
              "assists_per90": 0.0,
              "prior_reliability": 0.0067
            },
            "rationale": "Bench projection scaled from XGBoost F_service (2 historical appearances) to 13.1 expected mins (appearance prob 0.72); FBref playing time empirical prior: 2.0 sub appearances, 3.0 mins/sub."
          },
          "stat_evolution": [
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              "step": "xgboost_raw",
              "description": "XGBoost F_service raw output over 6 target models",
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                "key_pass": 0,
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                "minutes": 5,
                "total_pass": 1,
                "accurate_pass": 0,
                "duels_won": 3,
                "total_long_balls": 0,
                "accurate_long_balls": 0,
                "total_opp_half_passes": 1,
                "accurate_opp_half_passes": 0,
                "crosses_total": 0,
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                "xgot": 0.0,
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              },
              "trace": {
                "model": {
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                  "schema_version": 3,
                  "trained_at": "2026-09-15T10:01:52.318462+00:00",
                  "trained_on": {
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                    "players": 278,
                    "rows": 769
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                },
                "player_history": [
                  {
                    "match_date": "2026-08-31",
                    "opponent": "Osasuna",
                    "minutes": 9.0,
                    "is_starting": false,
                    "weight": 0.5405,
                    "rating": 6.4
                  },
                  {
                    "match_date": "2026-08-23",
                    "opponent": "Real Racing Club",
                    "minutes": 1.0,
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                    "weight": 0.4595,
                    "rating": null
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                ],
                "feature_row": {
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                  "totalShots": 0.0,
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                "per_target": [
                  {
                    "target": "expectedGoals",
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                    "scale": "per match (raw)",
                    "top_features": [
                      {
                        "name": "minutesPlayed",
                        "importance": 0.093
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                      {
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                      {
                        "name": "totalShots",
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                      {
                        "name": "onTargetScoringAttempt",
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                      {
                        "name": "expectedAssists",
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                          "name": "is_starting_11",
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                        {
                          "name": "passValueNormalized",
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                        {
                          "name": "touches_p90",
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                        {
                          "name": "expectedAssists",
                          "contribution": 0.0108
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                      ],
                      "others": -0.0578,
                      "total": 0.1002
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                  },
                  {
                    "target": "goals",
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                    "scale": "count per match",
                    "top_features": [
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                        "importance": 0.1
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                      {
                        "name": "totalShots",
                        "importance": 0.0715
                      },
                      {
                        "name": "is_starting_11",
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                      {
                        "name": "minutesPlayed",
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                      {
                        "name": "passValueNormalized",
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                    ],
                    "decomposition": {
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                          "name": "opp_half_pass_pct",
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                        {
                          "name": "passValueNormalized",
                          "contribution": -0.0377
                        },
                        {
                          "name": "duelLost",
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                        },
                        {
                          "name": "totalShots",
                          "contribution": -0.0223
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                      ],
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                    }
                  },
                  {
                    "target": "onTargetScoringAttempt",
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                    "scale": "count per match",
                    "top_features": [
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                      {
                        "name": "totalShots",
                        "importance": 0.0583
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                      {
                        "name": "dribbleValueNormalized",
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                      },
                      {
                        "name": "touches",
                        "importance": 0.0401
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                      {
                        "name": "minutesPlayed",
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                    ],
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                        {
                          "name": "totalShots",
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                        {
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                        {
                          "name": "possessionLostCtrl",
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                        {
                          "name": "minutesPlayed",
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                      ],
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                    }
                  },
                  {
                    "target": "expectedAssists",
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                    "scale": "per match (raw)",
                    "top_features": [
                      {
                        "name": "touches",
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                      {
                        "name": "accuratePass",
                        "importance": 0.0621
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                      {
                        "name": "accurateOppositionHalfPasses",
                        "importance": 0.0547
                      },
                      {
                        "name": "totalPass",
                        "importance": 0.0537
                      },
                      {
                        "name": "numberOfSprints",
                        "importance": 0.0397
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                    ],
                    "decomposition": {
                      "base": 0.0579,
                      "items": [
                        {
                          "name": "numberOfSprints",
                          "contribution": -0.0121
                        },
                        {
                          "name": "minutesPlayed",
                          "contribution": -0.0067
                        },
                        {
                          "name": "opp_half_pass_pct",
                          "contribution": -0.0054
                        },
                        {
                          "name": "accuratePass",
                          "contribution": -0.0038
                        },
                        {
                          "name": "possessionLostCtrl",
                          "contribution": -0.0032
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                      ],
                      "others": -0.0069,
                      "total": 0.0198
                    }
                  },
                  {
                    "target": "keyPass",
                    "predicted": 0.3440074026584625,
                    "scale": "count per match",
                    "top_features": [
                      {
                        "name": "is_starting_11",
                        "importance": 0.0738
                      },
                      {
                        "name": "dribbleValueNormalized",
                        "importance": 0.0657
                      },
                      {
                        "name": "ballCarriesCount",
                        "importance": 0.0615
                      },
                      {
                        "name": "keyPass",
                        "importance": 0.0458
                      },
                      {
                        "name": "aerialLost",
                        "importance": 0.0313
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                    ],
                    "decomposition": {
                      "base": 0.6829,
                      "items": [
                        {
                          "name": "is_starting_11",
                          "contribution": -0.1833
                        },
                        {
                          "name": "duelWon",
                          "contribution": -0.0325
                        },
                        {
                          "name": "totalPass",
                          "contribution": -0.0224
                        },
                        {
                          "name": "accuratePass",
                          "contribution": -0.021
                        },
                        {
                          "name": "opp_half_pass_pct",
                          "contribution": -0.0189
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                      ],
                      "others": -0.0608,
                      "total": 0.344
                    }
                  },
                  {
                    "target": "rating",
                    "predicted": 6.596835136413574,
                    "scale": "0-10",
                    "top_features": [
                      {
                        "name": "speed_threat",
                        "importance": 0.0598
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                      {
                        "name": "is_starting_11",
                        "importance": 0.0489
                      },
                      {
                        "name": "opp_half_pass_pct",
                        "importance": 0.0439
                      },
                      {
                        "name": "minutesPlayed",
                        "importance": 0.0425
                      },
                      {
                        "name": "onTargetScoringAttempt",
                        "importance": 0.0404
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                    ],
                    "decomposition": {
                      "base": 6.7136,
                      "items": [
                        {
                          "name": "topSpeed",
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                        },
                        {
                          "name": "minutesPlayed",
                          "contribution": -0.1045
                        },
                        {
                          "name": "possessionLostCtrl",
                          "contribution": -0.0623
                        },
                        {
                          "name": "is_starting_11",
                          "contribution": -0.0533
                        },
                        {
                          "name": "opp_half_pass_pct",
                          "contribution": -0.0532
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                      ],
                      "others": 0.0474,
                      "total": 6.5968
                    }
                  }
                ],
                "caveat": "Raw XGBoost output: no per-90 normalization; minutesPlayed is the player's historical average."
              }
            },
            {
              "step": "market_value_boost",
              "description": "Market-value quality scaling (boost 0.9934, quality 0.478)",
              "stats": {
                "expected_goals": 0.0995,
                "goal_rate": 0.1153,
                "goals": 0,
                "shots_on_target": 0,
                "expected_assists": 0.0197,
                "key_pass": 0,
                "rating": 6.5535,
                "minutes": 5,
                "total_pass": 1,
                "accurate_pass": 0,
                "duels_won": 3,
                "total_long_balls": 0,
                "accurate_long_balls": 0,
                "total_opp_half_passes": 1,
                "accurate_opp_half_passes": 0,
                "crosses_total": 0,
                "crosses_accurate": 0,
                "touches": 2,
                "possession_lost": 1.9869,
                "dispossessed": 0.0,
                "duels_lost": 0,
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                "total_contest": 0,
                "won_contest": 0,
                "ball_recovery": 0,
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                "fouls": 0,
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                "big_chances_created": 0,
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                "xgot": 0.0,
                "offsides": 0,
                "ball_carries": 0,
                "total_progression": 0,
                "progressive_carries": 0
              },
              "params": {
                "market_value_eur": 6300000,
                "quality_factor": 0.4781,
                "boost_factor": 0.9934
              }
            },
            {
              "step": "fbref_prior_blend",
              "description": "FBref 2026-27 prior blended (weight 0.0031)",
              "stats": {
                "expected_goals": 0.0995,
                "goal_rate": 0.1149,
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                "shots_on_target": 0,
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                "key_pass": 0,
                "rating": 6.5535,
                "minutes": 5,
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                "duels_won": 3,
                "total_long_balls": 0,
                "accurate_long_balls": 0,
                "total_opp_half_passes": 1,
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                "crosses_accurate": 0,
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                "possession_lost": 1.9869,
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                  },
                  {
                    "target": "expectedAssists",
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                      {
                        "name": "accurateOppositionHalfPasses",
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                      {
                        "name": "totalPass",
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                      {
                        "name": "numberOfSprints",
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                    ],
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                        {
                          "name": "totalPass",
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                      ],
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                  },
                  {
                    "target": "keyPass",
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                    "scale": "count per match",
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                      {
                        "name": "dribbleValueNormalized",
                        "importance": 0.0657
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                      {
                        "name": "ballCarriesCount",
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                      {
                        "name": "keyPass",
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                      {
                        "name": "aerialLost",
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                    ],
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                          "name": "is_starting_11",
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                        {
                          "name": "duelWon",
                          "contribution": -0.0292
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                        {
                          "name": "totalPass",
                          "contribution": -0.0271
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                        {
                          "name": "pass_accuracy",
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                        {
                          "name": "accuratePass",
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                      ],
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                  },
                  {
                    "target": "rating",
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                      {
                        "name": "is_starting_11",
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                      {
                        "name": "opp_half_pass_pct",
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                      {
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                      {
                        "name": "onTargetScoringAttempt",
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                    ],
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                        {
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                          "name": "passValueNormalized",
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                      ],
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                  }
                ],
                "caveat": "Raw XGBoost output: no per-90 normalization; minutesPlayed is the player's historical average."
              }
            },
            {
              "step": "market_value_boost",
              "description": "Market-value quality scaling (boost 0.9894, quality 0.465)",
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              "params": {
                "market_value_eur": 5200000,
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            },
            {
              "step": "minutes_scale",
              "description": "Bench projection scaled to 25.4 expected minutes (appearance prob 0.56)",
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              "params": {
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            {
              "step": "final_cap",
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              "params": {
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                "shot_identity_applied": false
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            },
            {
              "step": "rankings_attached",
              "description": "Global ranking attached (match squad rank 8, fifa_overall 70.0)",
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                "projected_substitution_game_state_adjustment": 0,
                "substitution_usage": "available_bench_not_projected_used",
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                "ranking_source": "sofascore_plus_fifa_csv",
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      },
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              "has_player_stats": true,
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              "has_player_stats": true,
              "league_name": "LaLiga",
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              "league_slug": "laliga",
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                  "player_name": "Denis Vavro",
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                {
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                {
                  "player_name": "Jesús Rodriguez",
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                {
                  "player_name": "Ismael Koné",
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                {
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              ],
              "lower": [
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                {
                  "player_name": "Rico Henry",
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                {
                  "player_name": "Leo Østigård",
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                },
                {
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                {
                  "player_name": "Juanlu Sánchez",
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              ]
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          },
          "data_sources": [
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          "data_confidence": 0.376,
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          "xgboost_reasoning": {
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              "onTargetScoringAttempt",
              "shotOffTarget",
              "bigChanceMissed",
              "expectedAssists",
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              "duelWon",
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              "touches",
              "dispossessed",
              "wasFouled",
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              "ballRecovery",
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              "passValueNormalized",
              "dribbleValueNormalized",
              "defensiveValueNormalized",
              "shotValueNormalized",
              "ballCarriesCount",
              "totalProgression",
              "progressiveBallCarriesCount",
              "pass_accuracy",
              "duel_win_rate",
              "opp_half_pass_pct",
              "shot_accuracy",
              "xg_per_shot",
              "touches_p90",
              "totalShots_p90",
              "duelWon_p90",
              "ballCarriesCount_p90",
              "big_chance_conversion",
              "shot_waste_rate",
              "aerial_dominance",
              "press_resistance_fwd",
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            "targets_predicted": [
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              "expectedAssists",
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              "fbref_season"
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            "bench_expected_minutes": 13.1,
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              "season": "2026-2027",
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              "starts": 0.0,
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            "rationale": "Bench projection scaled from XGBoost F_service (2 historical appearances) to 13.1 expected mins (appearance prob 0.72); FBref playing time empirical prior: 2.0 sub appearances, 3.0 mins/sub."
          },
          "stat_evolution": [
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                "duels_won": 3,
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                "total_opp_half_passes": 1,
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                "possession_lost": 2.0,
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                "big_chances_created": 0,
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                "xgot": 0.0,
                "offsides": 0,
                "ball_carries": 0,
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                "progressive_carries": 0
              },
              "trace": {
                "model": {
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                  "schema_version": 3,
                  "trained_at": "2026-09-15T10:01:52.318462+00:00",
                  "trained_on": {
                    "matches": 93,
                    "players": 278,
                    "rows": 769
                  }
                },
                "player_history": [
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                    "match_date": "2026-08-31",
                    "opponent": "Osasuna",
                    "minutes": 9.0,
                    "is_starting": false,
                    "weight": 0.5405,
                    "rating": 6.4
                  },
                  {
                    "match_date": "2026-08-23",
                    "opponent": "Real Racing Club",
                    "minutes": 1.0,
                    "is_starting": false,
                    "weight": 0.4595,
                    "rating": null
                  }
                ],
                "feature_row": {
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                  "is_starting_11": 0.0,
                  "onTargetScoringAttempt": 0.0,
                  "totalShots": 0.0,
                  "minutesPlayed": 5.3243,
                  "touches": 2.5405,
                  "dribbleValueNormalized": 0.0
                },
                "per_target": [
                  {
                    "target": "expectedGoals",
                    "predicted": 0.10018515586853027,
                    "scale": "per match (raw)",
                    "top_features": [
                      {
                        "name": "minutesPlayed",
                        "importance": 0.093
                      },
                      {
                        "name": "is_starting_11",
                        "importance": 0.0745
                      },
                      {
                        "name": "totalShots",
                        "importance": 0.0545
                      },
                      {
                        "name": "onTargetScoringAttempt",
                        "importance": 0.043
                      },
                      {
                        "name": "expectedAssists",
                        "importance": 0.0314
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                    ],
                    "decomposition": {
                      "base": 0.2757,
                      "items": [
                        {
                          "name": "minutesPlayed",
                          "contribution": -0.0596
                        },
                        {
                          "name": "is_starting_11",
                          "contribution": -0.0356
                        },
                        {
                          "name": "passValueNormalized",
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                        {
                          "name": "touches_p90",
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                        {
                          "name": "expectedAssists",
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                      ],
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                  },
                  {
                    "target": "goals",
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                    "top_features": [
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                      {
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                      {
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                      {
                        "name": "minutesPlayed",
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                      {
                        "name": "passValueNormalized",
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                    ],
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                        {
                          "name": "passValueNormalized",
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                        {
                          "name": "duelLost",
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                        {
                          "name": "totalShots",
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                      ],
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                      "total": 0.1161
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                  },
                  {
                    "target": "onTargetScoringAttempt",
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                    "scale": "count per match",
                    "top_features": [
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                        "name": "onTargetScoringAttempt",
                        "importance": 0.0703
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                      {
                        "name": "totalShots",
                        "importance": 0.0583
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                      {
                        "name": "dribbleValueNormalized",
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                      },
                      {
                        "name": "touches",
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                      {
                        "name": "minutesPlayed",
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                    ],
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                      "base": 0.6329,
                      "items": [
                        {
                          "name": "is_starting_11",
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                        {
                          "name": "totalShots",
                          "contribution": -0.041
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                        {
                          "name": "topSpeed",
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                        {
                          "name": "possessionLostCtrl",
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                        {
                          "name": "minutesPlayed",
                          "contribution": -0.0115
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                      ],
                      "others": -0.0796,
                      "total": 0.4767
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                  },
                  {
                    "target": "expectedAssists",
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                    "scale": "per match (raw)",
                    "top_features": [
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                      {
                        "name": "accuratePass",
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                      {
                        "name": "accurateOppositionHalfPasses",
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                      {
                        "name": "totalPass",
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                      {
                        "name": "numberOfSprints",
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                    ],
                    "decomposition": {
                      "base": 0.0579,
                      "items": [
                        {
                          "name": "numberOfSprints",
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                        },
                        {
                          "name": "minutesPlayed",
                          "contribution": -0.0067
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                        {
                          "name": "opp_half_pass_pct",
                          "contribution": -0.0054
                        },
                        {
                          "name": "accuratePass",
                          "contribution": -0.0038
                        },
                        {
                          "name": "possessionLostCtrl",
                          "contribution": -0.0032
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                      ],
                      "others": -0.0069,
                      "total": 0.0198
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                  },
                  {
                    "target": "keyPass",
                    "predicted": 0.3440074026584625,
                    "scale": "count per match",
                    "top_features": [
                      {
                        "name": "is_starting_11",
                        "importance": 0.0738
                      },
                      {
                        "name": "dribbleValueNormalized",
                        "importance": 0.0657
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                      {
                        "name": "ballCarriesCount",
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                      },
                      {
                        "name": "keyPass",
                        "importance": 0.0458
                      },
                      {
                        "name": "aerialLost",
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                    ],
                    "decomposition": {
                      "base": 0.6829,
                      "items": [
                        {
                          "name": "is_starting_11",
                          "contribution": -0.1833
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                        {
                          "name": "duelWon",
                          "contribution": -0.0325
                        },
                        {
                          "name": "totalPass",
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                        },
                        {
                          "name": "accuratePass",
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                        {
                          "name": "opp_half_pass_pct",
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                      ],
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                      "total": 0.344
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                  },
                  {
                    "target": "rating",
                    "predicted": 6.596835136413574,
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                    "top_features": [
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                      {
                        "name": "is_starting_11",
                        "importance": 0.0489
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                      {
                        "name": "opp_half_pass_pct",
                        "importance": 0.0439
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                      {
                        "name": "minutesPlayed",
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                      {
                        "name": "onTargetScoringAttempt",
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                    ],
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                      "base": 6.7136,
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                        {
                          "name": "possessionLostCtrl",
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                        {
                          "name": "is_starting_11",
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                        {
                          "name": "opp_half_pass_pct",
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                      ],
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                ],
                "caveat": "Raw XGBoost output: no per-90 normalization; minutesPlayed is the player's historical average."
              }
            },
            {
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            {
              "step": "fbref_prior_blend",
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              "params": {
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                {
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            {
              "step": "minutes_scale",
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              "params": {
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            {
              "step": "final_cap",
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              "stats": {
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            {
              "step": "team_lambda_rescale",
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                "projected_team_substitution_count": 3,
                "projected_substitution_expected_count": 3.079,
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                "substitution_usage": "projected_used_substitute",
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            },
            {
              "step": "rankings_attached",
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                "projected_substitution_expected_count": 3.079,
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                "substitution_usage": "projected_used_substitute",
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                "ranking_source": "sofascore_plus_fifa_csv",
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                "fifa_source": "EA SPORTS FC official ratings",
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            }
          ]
        },
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            "substitution_usage": "projected_used_substitute",
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              "match_id": 16416326.0,
              "match_date": "2026-09-13 16:30:00 UTC",
              "league_name": "LaLiga",
              "league_id": 8.0,
              "league_slug": "laliga",
              "league_country": "Spain",
              "season_id": 97268.0,
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              "away_score_current": 1.0,
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              "is_starting_11": true,
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              "stats": {},
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              "source": "depth_chart.csv"
            },
            {
              "match_id": 16416348.0,
              "match_date": "2026-09-07",
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              "away_team": "Celta Vigo",
              "team_side": "home",
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              "opponent": "Celta Vigo",
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                "rating": 6.3,
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                "expected_goals": 0.0218,
                "expected_assists": 0.0078,
                "total_shots": 1,
                "shots_off_target": 1,
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                "accurate_pass": 17,
                "tackles": 1,
                "tackles_won": 1,
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              },
              "has_player_stats": true,
              "league_name": "LaLiga",
              "league_id": "8.0",
              "league_slug": "laliga",
              "league_country": "Spain",
              "season_id": "97268.0",
              "season_name": "LaLiga 26/27",
              "season_year": "26/27"
            },
            {
              "match_id": 16416314.0,
              "match_date": "2026-08-31",
              "home_team": "Osasuna",
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              "opponent": "Osasuna",
              "stats": {
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                "expected_assists": 0.0144,
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                "accurate_pass": 12,
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              },
              "has_player_stats": true,
              "league_name": "LaLiga",
              "league_id": "8.0",
              "league_slug": "laliga",
              "league_country": "Spain",
              "season_id": "97268.0",
              "season_name": "LaLiga 26/27",
              "season_year": "26/27"
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          ],
          "ranking": {
            "global_player_rank": 1778,
            "combined_rank_score": 964.5,
            "ranking_source": "sofascore_plus_fifa_csv_filled",
            "ranking_status": "combined",
            "sofascore_rank": 698.0,
            "sofascore_rating": 6.7,
            "sofascore_appearances": 1.0,
            "fifa_rank": 1231.0,
            "fifa_overall": 78.0,
            "fifa_source": "EA SPORTS FC official ratings",
            "match_squad_rank": 15,
            "squad_role": "substitute",
            "projected_match_rating": 6.6185,
            "source_file": "data/player_rankings.csv",
            "player_name": "Nemanja Gudelj",
            "ranking_neighbors": {
              "upper": [
                {
                  "player_name": "Jake Grech",
                  "ranking": 1773
                },
                {
                  "player_name": "Domantas Antanavičius",
                  "ranking": 1774
                },
                {
                  "player_name": "Emil Tsenov",
                  "ranking": 1775
                },
                {
                  "player_name": "Maksim Myakish",
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                },
                {
                  "player_name": "Jun'ai Byfield",
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              ],
              "lower": [
                {
                  "player_name": "Jon Guridi",
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                },
                {
                  "player_name": "Pedro Felipe",
                  "ranking": 1780
                },
                {
                  "player_name": "Nico Guillén",
                  "ranking": 1781
                },
                {
                  "player_name": "Gabriel Pires",
                  "ranking": 1782
                },
                {
                  "player_name": "Yuri",
                  "ranking": 1783
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              ]
            }
          },
          "data_sources": [
            "match_history",
            "market_value",
            "fbref_season"
          ],
          "data_confidence": 0.377,
          "history_matches": 2,
          "xgboost_reasoning": {
            "model_source": "xgboost_regressor",
            "position_service": "M_service",
            "features_evaluated": [
              "minutesPlayed",
              "is_starting_11",
              "totalPass",
              "accuratePass",
              "totalOppositionHalfPasses",
              "accurateOppositionHalfPasses",
              "totalShots",
              "keyPass",
              "expectedAssists",
              "totalCross",
              "accurateCross",
              "duelWon",
              "duelLost",
              "aerialWon",
              "ballRecovery",
              "touches",
              "interceptionWon",
              "wonTackle",
              "possessionLostCtrl",
              "dispossessed",
              "numberOfSprints",
              "kilometersCovered",
              "passValueNormalized",
              "dribbleValueNormalized",
              "defensiveValueNormalized",
              "shotValueNormalized",
              "ballCarriesCount",
              "totalProgression",
              "progressiveBallCarriesCount",
              "pass_accuracy",
              "duel_win_rate",
              "opp_half_pass_pct",
              "creative_index",
              "touches_p90",
              "totalPass_p90",
              "keyPass_p90",
              "duelWon_p90",
              "ballRecovery_p90",
              "ballCarriesCount_p90",
              "creative_efficiency",
              "cross_accuracy",
              "cross_creative_contribution",
              "defensive_midfield_actions",
              "press_vulnerability",
              "progressive_carries_p90",
              "intensity_index",
              "history_matches"
            ],
            "targets_predicted": [
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              "expectedAssists",
              "goalAssist",
              "expectedGoals",
              "rating"
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            "history_matches": 2,
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              "match_history",
              "market_value",
              "fbref_season"
            ],
            "bench_expected_minutes": 18.14,
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            "market_value_adjustment": 0.9812,
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              "competition": "La Liga",
              "season": "2026-2027",
              "appearances": 1.0,
              "starts": 0.0,
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              "minutes_per_sub": 15.0,
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            "rationale": "Bench projection scaled from XGBoost M_service (2 historical appearances) to 18.1 expected mins (appearance prob 0.69); FBref playing time empirical prior: 1.0 sub appearances, 15.0 mins/sub."
          },
          "stat_evolution": [
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                "accurate_own_half_passes": 6,
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                "ball_carries": 6,
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              "trace": {
                "model": {
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                  "trained_on": {
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                    "players": 461,
                    "rows": 1422
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                },
                "player_history": [
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                    "is_starting": true,
                    "weight": 0.5405,
                    "rating": 6.3
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                  {
                    "match_date": "2026-08-31",
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                    "weight": 0.4595,
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                ],
                "feature_row": {
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                  "kilometersCovered": 5.9568
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                "per_target": [
                  {
                    "target": "keyPass",
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                    "top_features": [
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                      {
                        "name": "creative_efficiency",
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                      {
                        "name": "creative_index",
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                      {
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                    ],
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                        {
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                        {
                          "name": "ballCarriesCount",
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                        {
                          "name": "creative_index",
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                      ],
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                  },
                  {
                    "target": "expectedAssists",
                    "predicted": 0.03955630958080292,
                    "scale": "per match (raw)",
                    "top_features": [
                      {
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                        "importance": 0.0714
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                      {
                        "name": "totalOppositionHalfPasses",
                        "importance": 0.0375
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                      {
                        "name": "expectedAssists",
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                      {
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                    ],
                    "decomposition": {
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                        {
                          "name": "ballCarriesCount",
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                        {
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                      ],
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                  },
                  {
                    "target": "goalAssist",
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                    "scale": "count per match",
                    "top_features": [
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                      {
                        "name": "keyPass_p90",
                        "importance": 0.0378
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                      {
                        "name": "totalCross",
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                      {
                        "name": "cross_accuracy",
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                      {
                        "name": "interceptionWon",
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                    ],
                    "decomposition": {
                      "base": 0.0956,
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                        {
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                          "name": "cross_creative_contribution",
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                        {
                          "name": "expectedAssists",
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                        {
                          "name": "totalPass_p90",
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                      ],
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                  },
                  {
                    "target": "expectedGoals",
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                    "scale": "per match (raw)",
                    "top_features": [
                      {
                        "name": "totalShots",
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                      {
                        "name": "intensity_index",
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                      {
                        "name": "progressiveBallCarriesCount",
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                      {
                        "name": "possessionLostCtrl",
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                      {
                        "name": "numberOfSprints",
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                    ],
                    "decomposition": {
                      "base": 0.1087,
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                        {
                          "name": "numberOfSprints",
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                        },
                        {
                          "name": "intensity_index",
                          "contribution": -0.011
                        },
                        {
                          "name": "possessionLostCtrl",
                          "contribution": -0.0068
                        },
                        {
                          "name": "kilometersCovered",
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                      ],
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                  },
                  {
                    "target": "rating",
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                    "top_features": [
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                        "name": "ballRecovery_p90",
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                      {
                        "name": "ballRecovery",
                        "importance": 0.0836
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                      {
                        "name": "kilometersCovered",
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                      {
                        "name": "defensive_midfield_actions",
                        "importance": 0.05
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                      {
                        "name": "minutesPlayed",
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                    ],
                    "decomposition": {
                      "base": 6.8318,
                      "items": [
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                          "name": "is_starting_11",
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                        {
                          "name": "duel_win_rate",
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                        {
                          "name": "expectedAssists",
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                        },
                        {
                          "name": "defensiveValueNormalized",
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                        {
                          "name": "ballRecovery_p90",
                          "contribution": 0.0143
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                      ],
                      "others": -0.0087,
                      "total": 6.7451
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                  }
                ],
                "caveat": "Raw XGBoost output: no per-90 normalization; minutesPlayed is the player's historical average."
              }
            },
            {
              "step": "market_value_boost",
              "description": "Market-value quality scaling (boost 0.9812, quality 0.437)",
              "stats": {
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                "total_long_balls": 0,
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                "possession_lost": 6.8686,
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                "fouls": 1,
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                "ball_carries": 5,
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              "params": {
                "market_value_eur": 1900000,
                "quality_factor": 0.4374,
                "boost_factor": 0.9812
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            },
            {
              "step": "fbref_prior_blend",
              "description": "FBref 2026-27 prior blended (weight 0.0062)",
              "stats": {
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                "expected_goals": 0.0297,
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                "total_pass": 21,
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                "duels_won": 4,
                "total_long_balls": 0,
                "accurate_long_balls": 0,
                "total_own_half_passes": 7,
                "accurate_own_half_passes": 6,
                "total_opp_half_passes": 14,
                "accurate_opp_half_passes": 8,
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                "crosses_accurate": 0,
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                "possession_lost": 6.8686,
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                "tackles_won": 0,
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                "ball_carries": 5,
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                "total_shots": 6,
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                "yellowCards": 0.0,
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                "minutesPct": 5.6,
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              "params": {
                "blend_weight": 0.0062,
                "history_matches": 2,
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                "competition": "La Liga",
                "squad": "Getafe"
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              "changes": [
                {
                  "stat": "fouls",
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                  "after": 1.006
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              ]
            },
            {
              "step": "minutes_scale",
              "description": "Bench projection scaled to 18.1 expected minutes (appearance prob 0.69)",
              "stats": {
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                "minutes": 18,
                "total_pass": 4,
                "accurate_pass": 3,
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                "accurate_own_half_passes": 1,
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                "minutesPct": 5.6,
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              "params": {
                "expected_minutes": 18.14,
                "appearance_probability": 0.692
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            },
            {
              "step": "final_cap",
              "description": "Stats clamped to historical constraints and shot-component identity",
              "stats": {
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                "minutes": 18,
                "total_pass": 4,
                "accurate_pass": 3,
                "duels_won": 1,
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                "total_own_half_passes": 1,
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                "ranking_source": "sofascore_plus_fifa_csv_filled",
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              "has_player_stats": true,
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                },
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                },
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              ],
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                  "player_name": "Paul Pogba",
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                },
                {
                  "player_name": "Geoffrey Kondogbia",
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                },
                {
                  "player_name": "Mikey Moore",
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                },
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                },
                {
                  "player_name": "Zeki Amdouni",
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                }
              ]
            }
          },
          "data_sources": [
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              "wonTackle",
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              "duel_win_rate",
              "opp_half_pass_pct",
              "long_ball_accuracy",
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              "touches_p90",
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              "interceptionWon_p90",
              "totalClearance_p90",
              "duelWon_p90",
              "ballRecovery_p90",
              "press_vulnerability",
              "error_severity",
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              "progressive_carries_p90",
              "history_matches"
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              "season": "2026-2027",
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            "rationale": "Bench projection scaled from XGBoost D_service (2 historical appearances) to 10.5 expected mins (appearance prob 0.60); FBref playing time empirical prior: 2.0 sub appearances, 8.0 mins/sub."
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                },
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                      ],
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                      {
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                    "target": "wonTackle",
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                  },
                  {
                    "target": "totalClearance",
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                      {
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                      {
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                      {
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                      {
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                    ],
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                        {
                          "name": "totalPass",
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                        {
                          "name": "ballCarriesCount",
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                  },
                  {
                    "target": "aerialWon",
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                    "top_features": [
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                      {
                        "name": "aerialWon",
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                      {
                        "name": "totalClearance",
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                      },
                      {
                        "name": "accuratePass",
                        "importance": 0.0426
                      },
                      {
                        "name": "errorLeadToAShot",
                        "importance": 0.0411
                      }
                    ],
                    "decomposition": {
                      "base": 1.2421,
                      "items": [
                        {
                          "name": "is_starting_11",
                          "contribution": -0.3243
                        },
                        {
                          "name": "passValueNormalized",
                          "contribution": -0.0488
                        },
                        {
                          "name": "aerialWon",
                          "contribution": -0.0303
                        },
                        {
                          "name": "totalClearance",
                          "contribution": -0.0278
                        },
                        {
                          "name": "ballRecovery_p90",
                          "contribution": -0.0241
                        }
                      ],
                      "others": -0.0782,
                      "total": 0.7086
                    }
                  },
                  {
                    "target": "rating",
                    "predicted": 5.886807918548584,
                    "scale": "0-10",
                    "top_features": [
                      {
                        "name": "touches_p90",
                        "importance": 0.0708
                      },
                      {
                        "name": "accuratePass",
                        "importance": 0.0705
                      },
                      {
                        "name": "totalLongBalls",
                        "importance": 0.0537
                      },
                      {
                        "name": "pass_accuracy",
                        "importance": 0.0518
                      },
                      {
                        "name": "minutesPlayed",
                        "importance": 0.0478
                      }
                    ],
                    "decomposition": {
                      "base": 6.6627,
                      "items": [
                        {
                          "name": "accuratePass",
                          "contribution": -0.3941
                        },
                        {
                          "name": "touches_p90",
                          "contribution": 0.307
                        },
                        {
                          "name": "pass_accuracy",
                          "contribution": -0.2843
                        },
                        {
                          "name": "passValueNormalized",
                          "contribution": -0.1315
                        },
                        {
                          "name": "totalPass",
                          "contribution": -0.1285
                        }
                      ],
                      "others": -0.1445,
                      "total": 5.8868
                    }
                  }
                ],
                "caveat": "Raw XGBoost output: no per-90 normalization; minutesPlayed is the player's historical average."
              }
            },
            {
              "step": "market_value_boost",
              "description": "Market-value quality scaling (boost 0.9812, quality 0.437)",
              "stats": {
                "interceptions": 1,
                "tackles": 1,
                "tackles_won": 0,
                "clearances": 1,
                "aerial_won": 1,
                "rating": 5.7763,
                "minutes": 6,
                "total_pass": 39,
                "accurate_pass": 31,
                "duels_won": 4,
                "total_long_balls": 0,
                "accurate_long_balls": 0,
                "total_own_half_passes": 0,
                "accurate_own_half_passes": 0,
                "total_opp_half_passes": 0,
                "accurate_opp_half_passes": 0,
                "crosses_total": 0,
                "crosses_accurate": 0,
                "touches": 0,
                "possession_lost": 0.0,
                "dispossessed": 0.0,
                "duels_lost": 0,
                "aerial_lost": 0,
                "total_contest": 0,
                "won_contest": 0,
                "ball_recovery": 0,
                "challenges_lost": 0,
                "fouls": 0,
                "fouls_drawn": 0,
                "blocks": 0,
                "goal_rate": 0.0,
                "goals": 0,
                "assists": 0,
                "expected_goals": 0.0,
                "expected_assists": 0.0,
                "total_shots": 0,
                "shots_on_target": 0,
                "shots_off_target": 0,
                "big_chances_created": 0,
                "xgot": 0.0,
                "ball_carries": 0,
                "total_progression": 0,
                "progressive_carries": 0,
                "key_pass": 0
              },
              "params": {
                "market_value_eur": 1500000,
                "quality_factor": 0.4374,
                "boost_factor": 0.9812
              }
            },
            {
              "step": "fbref_prior_blend",
              "description": "FBref 2026-27 prior blended (weight 0.0062)",
              "stats": {
                "interceptions": 1,
                "tackles": 1,
                "tackles_won": 0,
                "clearances": 1,
                "aerial_won": 1,
                "rating": 5.7763,
                "minutes": 6,
                "total_pass": 39,
                "accurate_pass": 31,
                "duels_won": 4,
                "total_long_balls": 0,
                "accurate_long_balls": 0,
                "total_own_half_passes": 0,
                "accurate_own_half_passes": 0,
                "total_opp_half_passes": 0,
                "accurate_opp_half_passes": 0,
                "crosses_total": 0,
                "crosses_accurate": 0,
                "touches": 0,
                "possession_lost": 0.0,
                "dispossessed": 0.0,
                "duels_lost": 0,
                "aerial_lost": 0,
                "total_contest": 0,
                "won_contest": 0,
                "ball_recovery": 0,
                "challenges_lost": 0,
                "fouls": 0,
                "fouls_drawn": 0,
                "blocks": 0,
                "goal_rate": 0.0,
                "goals": 0,
                "assists": 0,
                "expected_goals": 0.0,
                "expected_assists": 0.0,
                "total_shots": 0,
                "shots_on_target": 0,
                "shots_off_target": 0,
                "big_chances_created": 0,
                "xgot": 0.0,
                "ball_carries": 0,
                "total_progression": 0,
                "progressive_carries": 0,
                "key_pass": 0,
                "offsides": 0,
                "yellowCards": 0.0,
                "redCards": 0.0,
                "ownGoals": 0.0,
                "minutesPct": 5.9,
                "pointsPerMatch": 1.5,
                "netGoalDifferencePer90": -11.25
              },
              "params": {
                "blend_weight": 0.0062,
                "history_matches": 2,
                "prior_reliability": 0.0133,
                "competition": "La Liga",
                "squad": "Getafe"
              }
            },
            {
              "step": "minutes_scale",
              "description": "Bench projection scaled to 10.5 expected minutes (appearance prob 0.60)",
              "stats": {
                "interceptions": 0,
                "tackles": 0,
                "tackles_won": 0,
                "clearances": 0,
                "aerial_won": 0,
                "rating": 5.7763,
                "minutes": 11,
                "total_pass": 5,
                "accurate_pass": 4,
                "duels_won": 0,
                "total_long_balls": 0,
                "accurate_long_balls": 0,
                "total_own_half_passes": 0,
                "accurate_own_half_passes": 0,
                "total_opp_half_passes": 0,
                "accurate_opp_half_passes": 0,
                "crosses_total": 0,
                "crosses_accurate": 0,
                "touches": 0,
                "possession_lost": 0.0,
                "dispossessed": 0.0,
                "duels_lost": 0,
                "aerial_lost": 0,
                "total_contest": 0,
                "won_contest": 0,
                "ball_recovery": 0,
                "challenges_lost": 0,
                "fouls": 0,
                "fouls_drawn": 0,
                "blocks": 0,
                "goal_rate": 0.0,
                "goals": 0,
                "assists": 0,
                "expected_goals": 0.0,
                "expected_assists": 0.0,
                "total_shots": 0,
                "shots_on_target": 0,
                "shots_off_target": 0,
                "big_chances_created": 0,
                "xgot": 0.0,
                "ball_carries": 0,
                "total_progression": 0,
                "progressive_carries": 0,
                "key_pass": 0,
                "offsides": 0,
                "yellowCards": 0.0,
                "redCards": 0.0,
                "ownGoals": 0.0,
                "minutesPct": 5.9,
                "pointsPerMatch": 1.5,
                "netGoalDifferencePer90": 0.0,
                "bench_appearance_probability": 0.602,
                "bench_expected_minutes": 10.51
              },
              "params": {
                "expected_minutes": 10.51,
                "appearance_probability": 0.602
              }
            },
            {
              "step": "final_cap",
              "description": "Stats clamped to historical constraints and shot-component identity",
              "stats": {
                "interceptions": 0,
                "tackles": 0,
                "tackles_won": 0,
                "clearances": 0,
                "aerial_won": 0,
                "rating": 5.7763,
                "minutes": 11,
                "total_pass": 5,
                "accurate_pass": 4,
                "duels_won": 0,
                "total_long_balls": 0,
                "accurate_long_balls": 0,
                "total_own_half_passes": 0,
                "accurate_own_half_passes": 0,
                "total_opp_half_passes": 0,
                "accurate_opp_half_passes": 0,
                "crosses_total": 0,
                "crosses_accurate": 0,
                "touches": 0,
                "possession_lost": 0.0,
                "dispossessed": 0.0,
                "duels_lost": 0,
                "aerial_lost": 0,
                "total_contest": 0,
                "won_contest": 0,
                "ball_recovery": 0,
                "challenges_lost": 0,
                "fouls": 0,
                "fouls_drawn": 0,
                "blocks": 0,
                "goal_rate": 0.0,
                "goals": 0,
                "assists": 0,
                "expected_goals": 0.0,
                "expected_assists": 0.0,
                "total_shots": 0,
                "shots_on_target": 0,
                "shots_off_target": 0,
                "big_chances_created": 0,
                "xgot": 0.0,
                "ball_carries": 0,
                "total_progression": 0,
                "progressive_carries": 0,
                "key_pass": 0,
                "offsides": 0,
                "yellowCards": 0.0,
                "redCards": 0.0,
                "ownGoals": 0.0,
                "minutesPct": 5.9,
                "pointsPerMatch": 1.5,
                "netGoalDifferencePer90": 0.0,
                "bench_appearance_probability": 0.602,
                "bench_expected_minutes": 10.51
              },
              "params": {
                "stats_clamped": 0,
                "shot_identity_applied": false
              }
            },
            {
              "step": "team_lambda_rescale",
              "description": "Player expected_goals/expected_assists rescaled so squad sum equals team lambda 1.26 (squad xG sum 1.2545, xG scale 1.0044)",
              "stats": {
                "interceptions": 0,
                "tackles": 0,
                "tackles_won": 0,
                "clearances": 0,
                "aerial_won": 0,
                "rating": 5.7763,
                "minutes": 11,
                "total_pass": 5,
                "accurate_pass": 4,
                "duels_won": 0,
                "total_long_balls": 0,
                "accurate_long_balls": 0,
                "total_own_half_passes": 0,
                "accurate_own_half_passes": 0,
                "total_opp_half_passes": 0,
                "accurate_opp_half_passes": 0,
                "crosses_total": 0,
                "crosses_accurate": 0,
                "touches": 0,
                "possession_lost": 0.0,
                "dispossessed": 0.0,
                "duels_lost": 0,
                "aerial_lost": 0,
                "total_contest": 0,
                "won_contest": 0,
                "ball_recovery": 0,
                "challenges_lost": 0,
                "fouls": 0,
                "fouls_drawn": 0,
                "blocks": 0,
                "goal_rate": 0.0,
                "goals": 0,
                "assists": 0,
                "expected_goals": 0.0,
                "expected_assists": 0.0,
                "total_shots": 0,
                "shots_on_target": 0,
                "shots_off_target": 0,
                "big_chances_created": 0,
                "xgot": 0.0,
                "ball_carries": 0,
                "total_progression": 0,
                "progressive_carries": 0,
                "key_pass": 0,
                "offsides": 0,
                "yellowCards": 0.0,
                "redCards": 0.0,
                "ownGoals": 0.0,
                "minutesPct": 5.9,
                "pointsPerMatch": 1.5,
                "netGoalDifferencePer90": 0.0,
                "bench_appearance_probability": 0.602,
                "bench_expected_minutes": 10.51,
                "projected_substitution_order": 3,
                "substitution_rule_cap": 5,
                "projected_team_substitution_count": 3,
                "projected_substitution_expected_count": 3.079,
                "projected_substitution_game_state_adjustment": 0,
                "substitution_usage": "projected_used_substitute",
                "projected_goals": 0,
                "goal_probability": 0.0,
                "projected_assists": 0,
                "assist_probability": 0.0
              },
              "params": {
                "team_lambda": 1.26,
                "squad_xg_sum": 1.2545,
                "xg_scale": 1.0044,
                "scoreline_reset": true
              }
            },
            {
              "step": "rankings_attached",
              "description": "Global ranking attached (match squad rank 17, fifa_overall 74.0)",
              "stats": {
                "interceptions": 0,
                "tackles": 0,
                "tackles_won": 0,
                "clearances": 0,
                "aerial_won": 0,
                "rating": 5.7763,
                "minutes": 11,
                "total_pass": 5,
                "accurate_pass": 4,
                "duels_won": 0,
                "total_long_balls": 0,
                "accurate_long_balls": 0,
                "total_own_half_passes": 0,
                "accurate_own_half_passes": 0,
                "total_opp_half_passes": 0,
                "accurate_opp_half_passes": 0,
                "crosses_total": 0,
                "crosses_accurate": 0,
                "touches": 0,
                "possession_lost": 0.0,
                "dispossessed": 0.0,
                "duels_lost": 0,
                "aerial_lost": 0,
                "total_contest": 0,
                "won_contest": 0,
                "ball_recovery": 0,
                "challenges_lost": 0,
                "fouls": 0,
                "fouls_drawn": 0,
                "blocks": 0,
                "goal_rate": 0.0,
                "goals": 0,
                "assists": 0,
                "expected_goals": 0.0,
                "expected_assists": 0.0,
                "total_shots": 0,
                "shots_on_target": 0,
                "shots_off_target": 0,
                "big_chances_created": 0,
                "xgot": 0.0,
                "ball_carries": 0,
                "total_progression": 0,
                "progressive_carries": 0,
                "key_pass": 0,
                "offsides": 0,
                "yellowCards": 0.0,
                "redCards": 0.0,
                "ownGoals": 0.0,
                "minutesPct": 5.9,
                "pointsPerMatch": 1.5,
                "netGoalDifferencePer90": 0.0,
                "bench_appearance_probability": 0.602,
                "bench_expected_minutes": 10.51,
                "projected_substitution_order": 3,
                "substitution_rule_cap": 5,
                "projected_team_substitution_count": 3,
                "projected_substitution_expected_count": 3.079,
                "projected_substitution_game_state_adjustment": 0,
                "substitution_usage": "projected_used_substitute",
                "projected_goals": 0,
                "goal_probability": 0.0,
                "projected_assists": 0,
                "assist_probability": 0.0,
                "fifa_overall": 74.0
              },
              "params": {
                "match_squad_rank": 17,
                "squad_role": "substitute",
                "ranking_source": "sofascore_plus_fifa_csv",
                "ranking_status": "combined",
                "global_player_rank": 3818,
                "fifa_rank": 2917.0,
                "fifa_source": "EA SPORTS FC official ratings",
                "fifa_overall": 74.0
              }
            }
          ]
        }
      },
      "team_totals": {
        "projected_goals": 1,
        "expected_goals": 1.26,
        "expected_assists": 0.47,
        "total_shots": 19,
        "shots_on_target": 5,
        "total_passes": 291,
        "interceptions": 5,
        "tackles": 12,
        "avg_rating": 6.62,
        "possession_estimated_pct": 50.1,
        "pressing_actions_per_90": 6.3
      }
    },
    "Málaga": {
      "formation": "3-5-2",
      "players": {
        "Alfonso Herrero": {
          "player_id": 96371,
          "position": "G",
          "position_depth": "G",
          "is_starter": true,
          "shirt_number": 1,
          "height": 180,
          "market_value": 420000,
          "stats": {
            "saves": 3,
            "goals_prevented": 0.2199,
            "rating": 7.1304,
            "minutes": 88,
            "total_pass": 36,
            "accurate_pass": 27,
            "duels_won": 0,
            "total_long_balls": 15,
            "accurate_long_balls": 7,
            "touches": 45,
            "clearances": 0,
            "ball_recovery": 7,
            "high_claims": 0,
            "punches": 0.0,
            "aerial_won": 0,
            "sweeper_actions": 0,
            "sweeper_accurate": 0,
            "saves_inside_box": 2,
            "possession_lost": 8.0951,
            "duels_lost": 0,
            "total_contest": 0,
            "won_contest": 0,
            "fouls": 0,
            "fouls_drawn": 0,
            "total_own_half_passes": 28,
            "accurate_own_half_passes": 26,
            "expected_saves": 2.62,
            "high_pressure_saves": 1.0,
            "shots_faced": 5.6,
            "opponent_faced": "Martín Satriano, Enes Ünal",
            "matchup_zone": "Goalkeeper shot-stopping context",
            "antagonist_source": "formation_fallback",
            "goals": 0,
            "projected_goals": 0,
            "goal_probability": 0.0,
            "assists": 0,
            "projected_assists": 0,
            "assist_probability": 0.0,
            "expected_goals": 0.0,
            "expected_assists": 0.0,
            "fifa_overall": 75.0
          },
          "latest_10_games": [
            {
              "match_type": "played",
              "match_id": 16416347.0,
              "match_date": "2026-09-13 12:00:00 UTC",
              "league_name": "LaLiga",
              "league_id": 8.0,
              "league_slug": "laliga",
              "league_country": "Spain",
              "season_id": 97268.0,
              "season_name": "LaLiga 26/27",
              "season_year": "26/27",
              "home_team": "Celta",
              "away_team": "Málaga",
              "home_score_current": 1.0,
              "away_score_current": 1.0,
              "team_side": "away",
              "status_code": 100.0,
              "status_type": "finished",
              "status_description": "Ended",
              "player_status": "starter",
              "is_starting_11": true,
              "team": "Málaga",
              "opponent": "Celta",
              "stats": {},
              "has_player_stats": false,
              "source": "depth_chart.csv"
            },
            {
              "match_id": 16416320.0,
              "match_date": "2026-09-06",
              "home_team": "Málaga CF",
              "away_team": "Levante UD",
              "team_side": "home",
              "is_starting_11": 1,
              "team": "Málaga CF",
              "opponent": "Levante UD",
              "stats": {
                "minutes": 90,
                "rating": 8.1,
                "assists": 0,
                "expected_assists": 0.0001,
                "total_shots": 0,
                "total_pass": 46,
                "accurate_pass": 34,
                "clearances": 2,
                "aerial_won": 1,
                "duels_won": 1,
                "ball_recovery": 5,
                "saves": 3,
                "goals_prevented": 0.9391
              },
              "has_player_stats": true,
              "league_name": "LaLiga",
              "league_id": "8.0",
              "league_slug": "laliga",
              "league_country": "Spain",
              "season_id": "97268.0",
              "season_name": "LaLiga 26/27",
              "season_year": "26/27"
            },
            {
              "match_id": 16416312.0,
              "match_date": "2026-08-30",
              "home_team": "Real Madrid",
              "away_team": "Málaga CF",
              "team_side": "away",
              "is_starting_11": 1,
              "team": "Málaga CF",
              "opponent": "Real Madrid",
              "stats": {
                "minutes": 90,
                "rating": 7.1,
                "assists": 0,
                "expected_assists": 0.0001,
                "total_shots": 0,
                "total_pass": 21,
                "accurate_pass": 18,
                "clearances": 1,
                "ball_recovery": 7,
                "saves": 4,
                "goals_prevented": -0.7359
              },
              "has_player_stats": true,
              "league_name": "LaLiga",
              "league_id": "8.0",
              "league_slug": "laliga",
              "league_country": "Spain",
              "season_id": "97268.0",
              "season_name": "LaLiga 26/27",
              "season_year": "26/27"
            },
            {
              "match_id": 16416307.0,
              "match_date": "2026-08-24",
              "home_team": "Málaga CF",
              "away_team": "Deportivo de A Coruña",
              "team_side": "home",
              "is_starting_11": 1,
              "team": "Málaga CF",
              "opponent": "Deportivo de A Coruña",
              "stats": {
                "minutes": 90,
                "rating": 6.9,
                "assists": 0,
                "expected_assists": 0.0023,
                "total_shots": 0,
                "total_pass": 31,
                "accurate_pass": 28,
                "clearances": 1,
                "ball_recovery": 7,
                "saves": 4,
                "goals_prevented": 0.1734
              },
              "has_player_stats": true,
              "league_name": "LaLiga",
              "league_id": "8.0",
              "league_slug": "laliga",
              "league_country": "Spain",
              "season_id": "97268.0",
              "season_name": "LaLiga 26/27",
              "season_year": "26/27"
            },
            {
              "match_id": 16421055.0,
              "match_date": "2026-08-19",
              "home_team": "Atlético Madrid",
              "away_team": "Málaga CF",
              "team_side": "away",
              "is_starting_11": 1,
              "team": "Málaga CF",
              "opponent": "Atlético Madrid",
              "stats": {
                "minutes": 90,
                "rating": 7.8,
                "assists": 0,
                "expected_assists": 0.0027,
                "total_shots": 0,
                "total_pass": 47,
                "accurate_pass": 32,
                "ball_recovery": 9,
                "saves": 4,
                "goals_prevented": 0.6449
              },
              "has_player_stats": true,
              "league_name": "LaLiga",
              "league_id": "8.0",
              "league_slug": "laliga",
              "league_country": "Spain",
              "season_id": "97268.0",
              "season_name": "LaLiga 26/27",
              "season_year": "26/27"
            }
          ],
          "ranking": {
            "global_player_rank": 3276,
            "combined_rank_score": 1220.5,
            "ranking_source": "sofascore_plus_fifa_csv",
            "ranking_status": "combined",
            "sofascore_rank": 44.0,
            "sofascore_rating": 7.8,
            "sofascore_appearances": 1.0,
            "fifa_rank": 2397.0,
            "fifa_overall": 75.0,
            "fifa_source": "EA SPORTS FC official ratings",
            "match_squad_rank": 17,
            "squad_role": "starter",
            "projected_match_rating": 7.1304,
            "source_file": "data/player_rankings.csv",
            "player_name": "Alfonso Herrero",
            "ranking_neighbors": {
              "upper": [
                {
                  "player_name": "Federico Viñas",
                  "ranking": 3271
                },
                {
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                {
                  "player_name": "Santiago Bueno",
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                {
                  "player_name": "Hany Mukhtar",
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                {
                  "player_name": "Aleksey Miranchuk",
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              ],
              "lower": [
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                  "player_name": "Tim Iroegbunam",
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                {
                  "player_name": "Jaminton Campaz",
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                {
                  "player_name": "Miguel Merentiel",
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                {
                  "player_name": "Pep Biel",
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                {
                  "player_name": "Beñat Prados",
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              ]
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              "goodHighClaim",
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              "defensiveValueNormalized",
              "goalkeeperValueNormalized",
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              "long_ball_accuracy",
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              "sweeper_accuracy",
              "sweeper_actions_p90",
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              "trace": {
                "model": {
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                },
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                  {
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                  {
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                  {
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                ],
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                          "name": "long_ball_accuracy",
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                      ],
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                  },
                  {
                    "target": "goalsPrevented",
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                    "top_features": [
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                      {
                        "name": "punches",
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                      {
                        "name": "touches",
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                      {
                        "name": "accurateLongBalls",
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                      {
                        "name": "passValueNormalized",
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                    ],
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                          "name": "passValueNormalized",
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                        {
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                          "name": "touches",
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                        {
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                        {
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                  },
                  {
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                        "name": "distribution_accuracy",
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                      {
                        "name": "savedShotsFromInsideTheBox",
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                      {
                        "name": "punches",
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                    ],
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                      ],
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                ],
                "caveat": "Raw XGBoost output: no per-90 normalization; minutesPlayed is the player's historical average."
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            },
            {
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              "params": {
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            },
            {
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            {
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          ]
        },
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          "player_id": 1466124,
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            "source_file": "data/player_rankings.csv",
            "player_name": "Adam Aznou",
            "ranking_neighbors": {
              "upper": [
                {
                  "player_name": "Xavier Arreaga",
                  "ranking": 6307
                },
                {
                  "player_name": "Gustavo Nunes",
                  "ranking": 6308
                },
                {
                  "player_name": "Tom Watson",
                  "ranking": 6309
                },
                {
                  "player_name": "Daniel Piña",
                  "ranking": 6310
                },
                {
                  "player_name": "Angus Thurgate",
                  "ranking": 6311
                }
              ],
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                {
                  "player_name": "Fernando Meza",
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                },
                {
                  "player_name": "David Miculescu",
                  "ranking": 6314
                },
                {
                  "player_name": "Dino Beširović",
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                },
                {
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                },
                {
                  "player_name": "Enrique Triverio",
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              ]
            }
          },
          "data_sources": [
            "market_value"
          ],
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              "market_value"
            ],
            "market_value_adjustment": 0.4769,
            "fbref_prior_metrics": null,
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          "stat_evolution": [
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              "step": "market_value_prior",
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                "progressive_carries": 4
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                "market_value_eur": 6200000,
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            },
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              "step": "final_cap",
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              "params": {
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            {
              "step": "enriched_model_output",
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                "opponent_faced": "Martín Satriano",
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              "params": {
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              }
            },
            {
              "step": "team_lambda_rescale",
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            },
            {
              "step": "rankings_attached",
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            },
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              "step": "integer_goal_projection",
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            },
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              "step": "integer_assist_projection",
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          ]
        },
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          "latest_10_games": [],
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            "source_file": "data/player_rankings.csv",
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                  "player_name": "Jesse Lingard",
                  "ranking": 1181
                },
                {
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                  "player_name": "Pijus Širvys",
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              ],
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                  "player_name": "Diego Rubio",
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                  "player_name": "Ismaïla Sarr",
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                },
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                  "player_name": "Kevin Danso",
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                },
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                  "player_name": "Folarin Balogun",
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                },
                {
                  "player_name": "Jonathan David",
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              ]
            }
          },
          "data_sources": [
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            "model_source": "market_value_prior",
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            "market_value_adjustment": 0.4374,
            "fbref_prior_metrics": null,
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          "stat_evolution": [
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              "step": "market_value_prior",
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              "step": "enriched_model_output",
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                },
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                  {
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                  {
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                },
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                ],
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                  },
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                    ],
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                  },
                  {
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                      {
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                      {
                        "name": "possessionLostCtrl",
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                    ],
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                        {
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                        {
                          "name": "totalShots",
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                        {
                          "name": "passValueNormalized",
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                        {
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                      ],
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                  },
                  {
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                      {
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                    ],
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                ],
                "caveat": "Raw XGBoost output: no per-90 normalization; minutesPlayed is the player's historical average."
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            },
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            {
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              ],
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              "step": "integer_goal_projection",
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                "opponent_defenders": "Andrés García, Zaid Romero",
                "opponent_faced": "Andrés García, Zaid Romero",
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            {
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              "numberOfSprints",
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              "passValueNormalized",
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              "defensiveValueNormalized",
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              "ballCarriesCount",
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              "duel_win_rate",
              "opp_half_pass_pct",
              "creative_index",
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              "keyPass_p90",
              "duelWon_p90",
              "ballRecovery_p90",
              "ballCarriesCount_p90",
              "creative_efficiency",
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              "defensive_midfield_actions",
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            "targets_predicted": [
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                  {
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                  {
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                  {
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            {
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              ],
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                        {
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                  },
                  {
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                      {
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                      {
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                        {
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                        {
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                  {
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                      {
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                      {
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              ],
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                },
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                  },
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                  },
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                    ],
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                      ],
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                  },
                  {
                    "target": "keyPass",
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                      {
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                      {
                        "name": "keyPass",
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                      {
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                    ],
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                        {
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                  },
                  {
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                      {
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                      {
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                      {
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                    ],
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                ],
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            },
            {
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                          "name": "accuratePass",
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                      ],
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                  },
                  {
                    "target": "keyPass",
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                    "top_features": [
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                        "name": "is_starting_11",
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                      {
                        "name": "dribbleValueNormalized",
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                      {
                        "name": "ballCarriesCount",
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                      {
                        "name": "keyPass",
                        "importance": 0.0458
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                      {
                        "name": "aerialLost",
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                    ],
                    "decomposition": {
                      "base": 0.6829,
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                          "name": "is_starting_11",
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                        {
                          "name": "totalPass",
                          "contribution": -0.0247
                        },
                        {
                          "name": "accuratePass",
                          "contribution": -0.0215
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                        {
                          "name": "expectedAssists",
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                        {
                          "name": "ballRecovery",
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                      ],
                      "others": -0.0436,
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                  },
                  {
                    "target": "rating",
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                    "top_features": [
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                        "name": "speed_threat",
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                      {
                        "name": "is_starting_11",
                        "importance": 0.0489
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                      {
                        "name": "opp_half_pass_pct",
                        "importance": 0.0439
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                      {
                        "name": "minutesPlayed",
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                      {
                        "name": "onTargetScoringAttempt",
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                    ],
                    "decomposition": {
                      "base": 6.7136,
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                        {
                          "name": "is_starting_11",
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                        {
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                      ],
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                ],
                "caveat": "Raw XGBoost output: no per-90 normalization; minutesPlayed is the player's historical average."
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            },
            {
              "step": "market_value_boost",
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              "params": {
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            {
              "step": "minutes_scale",
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              "params": {
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              "step": "final_cap",
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            },
            {
              "step": "team_lambda_rescale",
              "description": "Player expected_goals/expected_assists rescaled so squad sum equals team lambda 1.02 (squad xG sum 0.8596, xG scale 1.1866)",
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              "changes": [
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            {
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              "params": {
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          ]
        },
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          "latest_10_games": [
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              "has_player_stats": true,
              "league_name": "LaLiga",
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              "league_slug": "laliga",
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              ],
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                {
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                },
                {
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              "touches",
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              "passValueNormalized",
              "dribbleValueNormalized",
              "defensiveValueNormalized",
              "shotValueNormalized",
              "ballCarriesCount",
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              "progressiveBallCarriesCount",
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              "opp_half_pass_pct",
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              "totalShots_p90",
              "duelWon_p90",
              "ballCarriesCount_p90",
              "big_chance_conversion",
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            "targets_predicted": [
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          "stat_evolution": [
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              "step": "xgboost_raw",
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              "trace": {
                "model": {
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                  "schema_version": 3,
                  "trained_at": "2026-09-15T10:01:52.318462+00:00",
                  "trained_on": {
                    "matches": 93,
                    "players": 278,
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                },
                "player_history": [
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                    "match_date": "2026-08-24",
                    "opponent": "Deportivo de A Coruña",
                    "minutes": 9.0,
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                    "weight": 1.0,
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                ],
                "feature_row": {
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                  "dribbleValueNormalized": 0.1
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                "per_target": [
                  {
                    "target": "expectedGoals",
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                    "scale": "per match (raw)",
                    "top_features": [
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                        "name": "minutesPlayed",
                        "importance": 0.093
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                      {
                        "name": "is_starting_11",
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                      {
                        "name": "totalShots",
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                      {
                        "name": "onTargetScoringAttempt",
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                      {
                        "name": "expectedAssists",
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                    ],
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                        {
                          "name": "passValueNormalized",
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                        {
                          "name": "expectedAssists",
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                        {
                          "name": "numberOfSprints",
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                      ],
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                  {
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                      {
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            "projected_match_rating": 6.6825,
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                  "player_name": "Jorge Ruvalcaba",
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              ],
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                  "player_name": "Odin Luraas Bjørtuft",
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                {
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                  "player_name": "Reo Hatate",
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                  {
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                ],
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                  {
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                        {
                          "name": "duelLost",
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                          "name": "kilometersCovered",
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                  },
                  {
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                      {
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                      {
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                      {
                        "name": "possessionLostCtrl",
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                        {
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                        {
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                        {
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                  {
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                      {
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                      {
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                "assist_probability": 0.0,
                "fifa_overall": 71.0
              },
              "params": {
                "match_squad_rank": 14,
                "squad_role": "substitute",
                "ranking_source": "sofascore_plus_fifa_csv",
                "ranking_status": "combined",
                "global_player_rank": 4788,
                "fifa_rank": 5029.0,
                "fifa_source": "EA SPORTS FC official ratings",
                "fifa_overall": 71.0
              }
            }
          ]
        }
      },
      "team_totals": {
        "projected_goals": 0,
        "expected_goals": 1.02,
        "expected_assists": 0.63,
        "total_shots": 10,
        "shots_on_target": 2,
        "total_passes": 318,
        "interceptions": 4,
        "tackles": 12,
        "avg_rating": 6.77,
        "possession_estimated_pct": 49.9,
        "pressing_actions_per_90": 6.3
      }
    }
  },
  "antagonist_report": {
    "home_attacking_duels": [
      {
        "attacker": "Ramón Terrats",
        "attacker_role": "LWB",
        "attacker_market_value": 3200000,
        "attacker_height": 179,
        "attacker_skill_quality": 0.44,
        "defenders": [
          "Juan Cruz"
        ],
        "defender_roles": [
          "RWB"
        ],
        "def_skill_quality_avg": 0.421,
        "duel_zone": "LWB vs RWB",
        "numerical_situation": "1v1",
        "duel_win_rate": 0.428,
        "xg_contribution": 0.1701,
        "shots_in_zone": 1.0,
        "dribbles_attempted": 2,
        "dribbles_successful": 0.8,
        "aerial_duels": 2,
        "aerial_won": 1.0,
        "crosses_in_zone": 2.2,
        "fouls_drawn": 1.1,
        "pressing_intensity_on_attacker": "LOW",
        "defender_stats": [
          {
            "player": "Juan Cruz",
            "role": "RWB",
            "market_value": 1700000,
            "tackles_attempted": 1.9,
            "tackles_won": 1.7,
            "fouls_committed": 0.6,
            "interceptions_in_zone": 0.7,
            "clearances_in_zone": 0.5,
            "aerial_duels_won": 1.0,
            "defensive_success_rate": 0.572
          }
        ],
        "duel_analysis": "Ramón Terrats (LWB) is evenly matched against Juan Cruz in a direct 1v1 contest. Duel win probability: 43%.  Projected xG contribution: 0.170 — with neither side clearly dominant."
      },
      {
        "attacker": "Mario Martín",
        "attacker_role": "CM",
        "attacker_market_value": 10700000,
        "attacker_height": 177,
        "attacker_skill_quality": 0.531,
        "defenders": [
          "David Larrubia"
        ],
        "defender_roles": [
          "CDM"
        ],
        "def_skill_quality_avg": 0.466,
        "duel_zone": "Central Mid vs Defensive Mid — Pressing/Creation Duel",
        "numerical_situation": "1v1",
        "duel_win_rate": 0.499,
        "xg_contribution": 0.1029,
        "shots_in_zone": 1.8,
        "dribbles_attempted": 2,
        "dribbles_successful": 0.9,
        "aerial_duels": 2,
        "aerial_won": 1.0,
        "crosses_in_zone": 0.0,
        "fouls_drawn": 1.1,
        "pressing_intensity_on_attacker": "LOW",
        "defender_stats": [
          {
            "player": "David Larrubia",
            "role": "CDM",
            "market_value": 5300000,
            "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": 1.0,
            "defensive_success_rate": 0.501
          }
        ],
        "duel_analysis": "Mario Martín (CM) is evenly matched against David Larrubia in a direct 1v1 contest. Duel win probability: 50%.  Projected xG contribution: 0.103 — with neither side clearly dominant."
      },
      {
        "attacker": "Orel Mangala",
        "attacker_role": "CM",
        "attacker_market_value": 8600000,
        "attacker_height": 178,
        "attacker_skill_quality": 0.506,
        "defenders": [
          "David Larrubia"
        ],
        "defender_roles": [
          "CDM"
        ],
        "def_skill_quality_avg": 0.466,
        "duel_zone": "Central Mid vs Defensive Mid — Pressing/Creation Duel",
        "numerical_situation": "1v1",
        "duel_win_rate": 0.492,
        "xg_contribution": 0.0396,
        "shots_in_zone": 1.7,
        "dribbles_attempted": 2,
        "dribbles_successful": 0.9,
        "aerial_duels": 2,
        "aerial_won": 1.0,
        "crosses_in_zone": 0.0,
        "fouls_drawn": 1.1,
        "pressing_intensity_on_attacker": "LOW",
        "defender_stats": [
          {
            "player": "David Larrubia",
            "role": "CDM",
            "market_value": 5300000,
            "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": 1.0,
            "defensive_success_rate": 0.508
          }
        ],
        "duel_analysis": "Orel Mangala (CM) is evenly matched against David Larrubia in a direct 1v1 contest. Duel win probability: 49%.  Projected xG contribution: 0.040 — with neither side clearly dominant."
      },
      {
        "attacker": "Francho Serrano",
        "attacker_role": "RWB",
        "attacker_market_value": 3100000,
        "attacker_height": 177,
        "attacker_skill_quality": 0.439,
        "defenders": [
          "Izan Merino"
        ],
        "defender_roles": [
          "LWB"
        ],
        "def_skill_quality_avg": 0.424,
        "duel_zone": "RWB vs LWB",
        "numerical_situation": "1v1",
        "duel_win_rate": 0.391,
        "xg_contribution": 0.0439,
        "shots_in_zone": 1.0,
        "dribbles_attempted": 2,
        "dribbles_successful": 0.7,
        "aerial_duels": 2,
        "aerial_won": 1.0,
        "crosses_in_zone": 2.2,
        "fouls_drawn": 1.2,
        "pressing_intensity_on_attacker": "LOW",
        "defender_stats": [
          {
            "player": "Izan Merino",
            "role": "LWB",
            "market_value": 1900000,
            "tackles_attempted": 1.9,
            "tackles_won": 1.7,
            "fouls_committed": 0.6,
            "interceptions_in_zone": 0.7,
            "clearances_in_zone": 0.5,
            "aerial_duels_won": 1.0,
            "defensive_success_rate": 0.609
          }
        ],
        "duel_analysis": "Francho Serrano (RWB) faces tough defensive resistance against Izan Merino in a direct 1v1 contest. Duel win probability: 39%.  Projected xG contribution: 0.044 — and is restricted in space and time on the ball."
      },
      {
        "attacker": "Martín Satriano",
        "attacker_role": "SS",
        "attacker_market_value": 10600000,
        "attacker_height": 187,
        "attacker_skill_quality": 0.529,
        "defenders": [
          "Adam Aznou"
        ],
        "defender_roles": [
          "CB"
        ],
        "def_skill_quality_avg": 0.477,
        "duel_zone": "Shadow Striker vs Centre Back — Half-Space Threat",
        "numerical_situation": "1v1",
        "duel_win_rate": 0.51,
        "xg_contribution": 0.3721,
        "shots_in_zone": 2.7,
        "dribbles_attempted": 3,
        "dribbles_successful": 1.3,
        "aerial_duels": 2,
        "aerial_won": 1.2,
        "crosses_in_zone": 0.0,
        "fouls_drawn": 1.1,
        "pressing_intensity_on_attacker": "LOW",
        "defender_stats": [
          {
            "player": "Adam Aznou",
            "role": "CB",
            "market_value": 6200000,
            "tackles_attempted": 2.0,
            "tackles_won": 1.5,
            "fouls_committed": 0.6,
            "interceptions_in_zone": 0.8,
            "clearances_in_zone": 0.5,
            "aerial_duels_won": 0.8,
            "defensive_success_rate": 0.49
          }
        ],
        "duel_analysis": "Martín Satriano (SS) is slightly favored against Adam Aznou in a direct 1v1 contest. Duel win probability: 51%.  Projected xG contribution: 0.372 — creating consistent moderate threat."
      },
      {
        "attacker": "Enes Ünal",
        "attacker_role": "SS",
        "attacker_market_value": 6800000,
        "attacker_height": 185,
        "attacker_skill_quality": 0.484,
        "defenders": [
          "Adam Aznou"
        ],
        "defender_roles": [
          "CB"
        ],
        "def_skill_quality_avg": 0.477,
        "duel_zone": "Shadow Striker vs Centre Back — Half-Space Threat",
        "numerical_situation": "1v1",
        "duel_win_rate": 0.481,
        "xg_contribution": 0.3004,
        "shots_in_zone": 2.6,
        "dribbles_attempted": 2,
        "dribbles_successful": 0.8,
        "aerial_duels": 2,
        "aerial_won": 1.2,
        "crosses_in_zone": 0.0,
        "fouls_drawn": 1.1,
        "pressing_intensity_on_attacker": "LOW",
        "defender_stats": [
          {
            "player": "Adam Aznou",
            "role": "CB",
            "market_value": 6200000,
            "tackles_attempted": 2.0,
            "tackles_won": 1.6,
            "fouls_committed": 0.6,
            "interceptions_in_zone": 0.8,
            "clearances_in_zone": 0.5,
            "aerial_duels_won": 0.8,
            "defensive_success_rate": 0.519
          }
        ],
        "duel_analysis": "Enes Ünal (SS) is evenly matched against Adam Aznou in a direct 1v1 contest. Duel win probability: 48%.  Projected xG contribution: 0.300 — with neither side clearly dominant."
      },
      {
        "attacker": "Christantus Uche",
        "attacker_role": "ST",
        "attacker_market_value": 13200000,
        "attacker_height": 190,
        "attacker_skill_quality": 0.559,
        "defenders": [
          "Adam Aznou",
          "Fernando Calero"
        ],
        "defender_roles": [
          "CB",
          "CB"
        ],
        "def_skill_quality_avg": 0.452,
        "duel_zone": "Striker vs Two Centre Backs — 1v2 Aerial/Physical Battle",
        "numerical_situation": "1v2",
        "duel_win_rate": 0.286,
        "xg_contribution": 0.2187,
        "shots_in_zone": 2.5,
        "dribbles_attempted": 2,
        "dribbles_successful": 0.5,
        "aerial_duels": 3,
        "aerial_won": 2.0,
        "crosses_in_zone": 0.0,
        "fouls_drawn": 1.4,
        "pressing_intensity_on_attacker": "LOW",
        "defender_stats": [
          {
            "player": "Adam Aznou",
            "role": "CB",
            "market_value": 6200000,
            "tackles_attempted": 1.0,
            "tackles_won": 1.0,
            "fouls_committed": 0.6,
            "interceptions_in_zone": 0.8,
            "clearances_in_zone": 0.7,
            "aerial_duels_won": 0.5,
            "defensive_success_rate": 0.714
          },
          {
            "player": "Fernando Calero",
            "role": "CB",
            "market_value": 2100000,
            "tackles_attempted": 1.0,
            "tackles_won": 1.0,
            "fouls_committed": 0.6,
            "interceptions_in_zone": 0.7,
            "clearances_in_zone": 0.6,
            "aerial_duels_won": 0.5,
            "defensive_success_rate": 0.714
          }
        ],
        "duel_analysis": "Christantus Uche (ST) is heavily outmatched defensively against Adam Aznou and Fernando Calero in a 2-defender block. Duel win probability: 29%.  Projected xG contribution: 0.219 — with very limited chance creation expected."
      }
    ],
    "away_attacking_duels": [
      {
        "attacker": "Izan Merino",
        "attacker_role": "LWB",
        "attacker_market_value": 1900000,
        "attacker_height": 186,
        "attacker_skill_quality": 0.424,
        "defenders": [
          "Francho Serrano"
        ],
        "defender_roles": [
          "RWB"
        ],
        "def_skill_quality_avg": 0.439,
        "duel_zone": "LWB vs RWB",
        "numerical_situation": "1v1",
        "duel_win_rate": 0.449,
        "xg_contribution": 0.0359,
        "shots_in_zone": 1.0,
        "dribbles_attempted": 2,
        "dribbles_successful": 0.8,
        "aerial_duels": 2,
        "aerial_won": 1.2,
        "crosses_in_zone": 2.1,
        "fouls_drawn": 1.1,
        "pressing_intensity_on_attacker": "LOW",
        "defender_stats": [
          {
            "player": "Francho Serrano",
            "role": "RWB",
            "market_value": 3100000,
            "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": 0.8,
            "defensive_success_rate": 0.551
          }
        ],
        "duel_analysis": "Izan Merino (LWB) is evenly matched against Francho Serrano in a direct 1v1 contest. Duel win probability: 45%.  Projected xG contribution: 0.036 — with neither side clearly dominant."
      },
      {
        "attacker": "Jens-Lys Cajuste",
        "attacker_role": "CM",
        "attacker_market_value": 6600000,
        "attacker_height": 188,
        "attacker_skill_quality": 0.482,
        "defenders": [
          "Mario Martín"
        ],
        "defender_roles": [
          "CM"
        ],
        "def_skill_quality_avg": 0.531,
        "duel_zone": "Central Mid vs Central Mid — Box-to-Box Midfield Contest",
        "numerical_situation": "1v1",
        "duel_win_rate": 0.442,
        "xg_contribution": 0.0463,
        "shots_in_zone": 1.6,
        "dribbles_attempted": 2,
        "dribbles_successful": 0.8,
        "aerial_duels": 2,
        "aerial_won": 1.2,
        "crosses_in_zone": 0.0,
        "fouls_drawn": 1.1,
        "pressing_intensity_on_attacker": "LOW",
        "defender_stats": [
          {
            "player": "Mario Martín",
            "role": "CM",
            "market_value": 10700000,
            "tackles_attempted": 2.0,
            "tackles_won": 1.7,
            "fouls_committed": 0.5,
            "interceptions_in_zone": 0.8,
            "clearances_in_zone": 0.5,
            "aerial_duels_won": 0.8,
            "defensive_success_rate": 0.558
          }
        ],
        "duel_analysis": "Jens-Lys Cajuste (CM) is evenly matched against Mario Martín in a direct 1v1 contest. Duel win probability: 44%.  Projected xG contribution: 0.046 — with neither side clearly dominant."
      },
      {
        "attacker": "Pablo Martínez",
        "attacker_role": "CM",
        "attacker_market_value": 3100000,
        "attacker_height": 182,
        "attacker_skill_quality": 0.439,
        "defenders": [
          "Mario Martín"
        ],
        "defender_roles": [
          "CM"
        ],
        "def_skill_quality_avg": 0.531,
        "duel_zone": "Central Mid vs Central Mid — Box-to-Box Midfield Contest",
        "numerical_situation": "1v1",
        "duel_win_rate": 0.399,
        "xg_contribution": 0.0349,
        "shots_in_zone": 1.5,
        "dribbles_attempted": 2,
        "dribbles_successful": 0.7,
        "aerial_duels": 2,
        "aerial_won": 1.1,
        "crosses_in_zone": 0.0,
        "fouls_drawn": 1.2,
        "pressing_intensity_on_attacker": "LOW",
        "defender_stats": [
          {
            "player": "Mario Martín",
            "role": "CM",
            "market_value": 10700000,
            "tackles_attempted": 2.0,
            "tackles_won": 1.8,
            "fouls_committed": 0.5,
            "interceptions_in_zone": 0.8,
            "clearances_in_zone": 0.5,
            "aerial_duels_won": 0.9,
            "defensive_success_rate": 0.601
          }
        ],
        "duel_analysis": "Pablo Martínez (CM) faces tough defensive resistance against Mario Martín in a direct 1v1 contest. Duel win probability: 40%.  Projected xG contribution: 0.035 — and is restricted in space and time on the ball."
      },
      {
        "attacker": "Juan Cruz",
        "attacker_role": "RWB",
        "attacker_market_value": 1700000,
        "attacker_height": 179,
        "attacker_skill_quality": 0.421,
        "defenders": [
          "Ramón Terrats"
        ],
        "defender_roles": [
          "LWB"
        ],
        "def_skill_quality_avg": 0.44,
        "duel_zone": "RWB vs LWB",
        "numerical_situation": "1v1",
        "duel_win_rate": 0.412,
        "xg_contribution": 0.078,
        "shots_in_zone": 1.0,
        "dribbles_attempted": 2,
        "dribbles_successful": 0.7,
        "aerial_duels": 2,
        "aerial_won": 1.0,
        "crosses_in_zone": 2.1,
        "fouls_drawn": 1.1,
        "pressing_intensity_on_attacker": "LOW",
        "defender_stats": [
          {
            "player": "Ramón Terrats",
            "role": "LWB",
            "market_value": 3200000,
            "tackles_attempted": 1.9,
            "tackles_won": 1.7,
            "fouls_committed": 0.6,
            "interceptions_in_zone": 0.7,
            "clearances_in_zone": 0.5,
            "aerial_duels_won": 1.0,
            "defensive_success_rate": 0.588
          }
        ],
        "duel_analysis": "Juan Cruz (RWB) faces tough defensive resistance against Ramón Terrats in a direct 1v1 contest. Duel win probability: 41%.  Projected xG contribution: 0.078 — and is restricted in space and time on the ball."
      },
      {
        "attacker": "Chupete",
        "attacker_role": "ST",
        "attacker_market_value": 10700000,
        "attacker_height": 185,
        "attacker_skill_quality": 0.531,
        "defenders": [
          "Andrés García",
          "Zaid Romero"
        ],
        "defender_roles": [
          "CB",
          "CB"
        ],
        "def_skill_quality_avg": 0.455,
        "duel_zone": "Striker vs Two Centre Backs — 1v2 Aerial/Physical Battle",
        "numerical_situation": "1v2",
        "duel_win_rate": 0.224,
        "xg_contribution": 0.2243,
        "shots_in_zone": 2.2,
        "dribbles_attempted": 2,
        "dribbles_successful": 0.4,
        "aerial_duels": 3,
        "aerial_won": 1.8,
        "crosses_in_zone": 0.0,
        "fouls_drawn": 1.5,
        "pressing_intensity_on_attacker": "LOW",
        "defender_stats": [
          {
            "player": "Andrés García",
            "role": "CB",
            "market_value": 6500000,
            "tackles_attempted": 1.0,
            "tackles_won": 1.1,
            "fouls_committed": 0.6,
            "interceptions_in_zone": 0.8,
            "clearances_in_zone": 0.7,
            "aerial_duels_won": 0.6,
            "defensive_success_rate": 0.776
          },
          {
            "player": "Zaid Romero",
            "role": "CB",
            "market_value": 2400000,
            "tackles_attempted": 1.0,
            "tackles_won": 1.0,
            "fouls_committed": 0.6,
            "interceptions_in_zone": 0.7,
            "clearances_in_zone": 0.6,
            "aerial_duels_won": 0.6,
            "defensive_success_rate": 0.776
          }
        ],
        "duel_analysis": "Chupete (ST) is heavily outmatched defensively against Andrés García and Zaid Romero in a 2-defender block. Duel win probability: 22%.  Projected xG contribution: 0.224 — with very limited chance creation expected."
      },
      {
        "attacker": "Adrián Niño",
        "attacker_role": "ST",
        "attacker_market_value": 1900000,
        "attacker_height": 186,
        "attacker_skill_quality": 0.424,
        "defenders": [
          "Andrés García",
          "Zaid Romero"
        ],
        "defender_roles": [
          "CB",
          "CB"
        ],
        "def_skill_quality_avg": 0.455,
        "duel_zone": "Striker vs Two Centre Backs — 1v2 Aerial/Physical Battle",
        "numerical_situation": "1v2",
        "duel_win_rate": 0.18,
        "xg_contribution": 0.1457,
        "shots_in_zone": 2.0,
        "dribbles_attempted": 2,
        "dribbles_successful": 0.3,
        "aerial_duels": 3,
        "aerial_won": 1.8,
        "crosses_in_zone": 0.0,
        "fouls_drawn": 1.4,
        "pressing_intensity_on_attacker": "LOW",
        "defender_stats": [
          {
            "player": "Andrés García",
            "role": "CB",
            "market_value": 6500000,
            "tackles_attempted": 1.0,
            "tackles_won": 1.1,
            "fouls_committed": 0.6,
            "interceptions_in_zone": 0.8,
            "clearances_in_zone": 0.7,
            "aerial_duels_won": 0.6,
            "defensive_success_rate": 0.82
          },
          {
            "player": "Zaid Romero",
            "role": "CB",
            "market_value": 2400000,
            "tackles_attempted": 1.0,
            "tackles_won": 1.1,
            "fouls_committed": 0.6,
            "interceptions_in_zone": 0.7,
            "clearances_in_zone": 0.6,
            "aerial_duels_won": 0.6,
            "defensive_success_rate": 0.82
          }
        ],
        "duel_analysis": "Adrián Niño (ST) is heavily outmatched defensively against Andrés García and Zaid Romero in a 2-defender block. Duel win probability: 18%.  Projected xG contribution: 0.146 — with very limited chance creation expected."
      }
    ],
    "midfield_battle": {
      "home_midfield_power": 0.504,
      "away_midfield_power": 0.496,
      "home_creative_power": 0.407,
      "away_creative_power": 0.375,
      "home_defensive_power": 0.407,
      "away_defensive_power": 0.407,
      "home_dominance_ratio": 0.504,
      "home_midfield_count": 4,
      "away_midfield_count": 5,
      "home_midfield_players": [
        "Mario Martín",
        "Orel Mangala",
        "Ramón Terrats",
        "Francho Serrano"
      ],
      "away_midfield_players": [
        "Jens-Lys Cajuste",
        "David Larrubia",
        "Pablo Martínez",
        "Izan Merino",
        "Juan Cruz"
      ],
      "possession_advantage": "neutral",
      "estimated_possession_home_pct": 50.1,
      "estimated_possession_away_pct": 49.9,
      "home_pressing_actions_per_90": 6.3,
      "away_pressing_actions_per_90": 6.3,
      "home_key_passes_projected": 3.9,
      "away_key_passes_projected": 3.8,
      "home_throughball_threat": 1.8,
      "away_throughball_threat": 1.7,
      "key_personal_duel": "Mario Martín vs Jens-Lys Cajuste",
      "midfield_lambda_factor_home": 1.001,
      "midfield_lambda_factor_away": 0.996
    },
    "formation_analysis": {
      "home_formation": "3-4-2-1",
      "away_formation": "3-5-2",
      "home_tactical_bonus": 0.02,
      "away_tactical_bonus": -0.02,
      "formation_verdict": "Tactical parity between 3-4-2-1 and 3-5-2. Match outcome driven primarily by individual player quality."
    },
    "home_lambda": 1.26,
    "away_lambda": 1.02,
    "home_top_threat_zones": [
      "Shadow Striker vs Centre Back — Half-Space Threat",
      "Shadow Striker vs Centre Back — Half-Space Threat"
    ],
    "away_top_threat_zones": [
      "Striker vs Two Centre Backs — 1v2 Aerial/Physical Battle",
      "Striker vs Two Centre Backs — 1v2 Aerial/Physical Battle"
    ],
    "home_player_antagonists": {
      "Ramón Terrats": {
        "opponents": [
          "Juan Cruz",
          "Pablo Martínez"
        ],
        "primary_zone": "LWB vs RWB",
        "source": "attacking_duel, defensive_duel, midfield_pairing"
      },
      "Mario Martín": {
        "opponents": [
          "David Larrubia",
          "Jens-Lys Cajuste",
          "Pablo Martínez",
          "Juan Cruz"
        ],
        "primary_zone": "Central Mid vs Defensive Mid — Pressing/Creation Duel",
        "source": "attacking_duel, defensive_duel, midfield_pairing"
      },
      "Orel Mangala": {
        "opponents": [
          "David Larrubia",
          "Jens-Lys Cajuste"
        ],
        "primary_zone": "Central Mid vs Defensive Mid — Pressing/Creation Duel",
        "source": "attacking_duel, midfield_pairing"
      },
      "Francho Serrano": {
        "opponents": [
          "Izan Merino"
        ],
        "primary_zone": "RWB vs LWB",
        "source": "attacking_duel, defensive_duel, midfield_pairing"
      },
      "Martín Satriano": {
        "opponents": [
          "Adam Aznou"
        ],
        "primary_zone": "Shadow Striker vs Centre Back — Half-Space Threat",
        "source": "attacking_duel"
      },
      "Enes Ünal": {
        "opponents": [
          "Adam Aznou"
        ],
        "primary_zone": "Shadow Striker vs Centre Back — Half-Space Threat",
        "source": "attacking_duel"
      },
      "Christantus Uche": {
        "opponents": [
          "Adam Aznou",
          "Fernando Calero"
        ],
        "primary_zone": "Striker vs Two Centre Backs — 1v2 Aerial/Physical Battle",
        "source": "attacking_duel"
      },
      "Andrés García": {
        "opponents": [
          "Chupete",
          "Adrián Niño"
        ],
        "primary_zone": "Striker vs Two Centre Backs — 1v2 Aerial/Physical Battle",
        "source": "defensive_duel"
      },
      "Zaid Romero": {
        "opponents": [
          "Chupete",
          "Adrián Niño"
        ],
        "primary_zone": "Striker vs Two Centre Backs — 1v2 Aerial/Physical Battle",
        "source": "defensive_duel"
      },
      "David Soria": {
        "opponents": [
          "Chupete",
          "Adrián Niño"
        ],
        "primary_zone": "Shape fallback",
        "source": "formation_fallback"
      },
      "Abdel Abqar": {
        "opponents": [
          "Chupete"
        ],
        "primary_zone": "Shape fallback",
        "source": "formation_fallback"
      }
    },
    "away_player_antagonists": {
      "Juan Cruz": {
        "opponents": [
          "Ramón Terrats",
          "Mario Martín"
        ],
        "primary_zone": "LWB vs RWB",
        "source": "defensive_duel, attacking_duel, midfield_pairing"
      },
      "David Larrubia": {
        "opponents": [
          "Mario Martín",
          "Orel Mangala"
        ],
        "primary_zone": "Central Mid vs Defensive Mid — Pressing/Creation Duel",
        "source": "defensive_duel, midfield_pairing"
      },
      "Izan Merino": {
        "opponents": [
          "Francho Serrano"
        ],
        "primary_zone": "RWB vs LWB",
        "source": "defensive_duel, attacking_duel, midfield_pairing"
      },
      "Adam Aznou": {
        "opponents": [
          "Martín Satriano",
          "Enes Ünal",
          "Christantus Uche"
        ],
        "primary_zone": "Shadow Striker vs Centre Back — Half-Space Threat",
        "source": "defensive_duel"
      },
      "Fernando Calero": {
        "opponents": [
          "Christantus Uche"
        ],
        "primary_zone": "Striker vs Two Centre Backs — 1v2 Aerial/Physical Battle",
        "source": "defensive_duel"
      },
      "Jens-Lys Cajuste": {
        "opponents": [
          "Mario Martín",
          "Orel Mangala"
        ],
        "primary_zone": "Central Mid vs Central Mid — Box-to-Box Midfield Contest",
        "source": "attacking_duel, midfield_pairing"
      },
      "Pablo Martínez": {
        "opponents": [
          "Mario Martín",
          "Ramón Terrats"
        ],
        "primary_zone": "Central Mid vs Central Mid — Box-to-Box Midfield Contest",
        "source": "attacking_duel, midfield_pairing"
      },
      "Chupete": {
        "opponents": [
          "Andrés García",
          "Zaid Romero"
        ],
        "primary_zone": "Striker vs Two Centre Backs — 1v2 Aerial/Physical Battle",
        "source": "attacking_duel"
      },
      "Adrián Niño": {
        "opponents": [
          "Andrés García",
          "Zaid Romero"
        ],
        "primary_zone": "Striker vs Two Centre Backs — 1v2 Aerial/Physical Battle",
        "source": "attacking_duel"
      },
      "Alfonso Herrero": {
        "opponents": [
          "Martín Satriano",
          "Enes Ünal"
        ],
        "primary_zone": "Shape fallback",
        "source": "formation_fallback"
      },
      "Jose Salinas": {
        "opponents": [
          "Christantus Uche"
        ],
        "primary_zone": "Shape fallback",
        "source": "formation_fallback"
      }
    },
    "key_tactical_insight": "Midfield is evenly contested — Mario Martín vs Jens-Lys Cajuste will be the pivotal duel. Total antagonist xG — Home: 1.25, Away: 0.57. Home danger zone: Shadow Striker vs Centre Back — Half-Space Threat. Away danger zone: Striker vs Two Centre Backs — 1v2 Aerial/Physical Battle.",
    "lambda_factors": {
      "home_gk_opposition_factor": 1.0238,
      "away_gk_opposition_factor": 1.0122,
      "home_set_piece_bonus": 0.159,
      "away_set_piece_bonus": 0.021,
      "home_defensive_solidity_vs": 1.0098,
      "away_defensive_solidity_vs": 1.0168,
      "home_midfield_factor": 1.001,
      "away_midfield_factor": 0.996,
      "stage_discount": 1.0,
      "quality_gap_applied": true,
      "home_avg_quality": 0.484,
      "away_avg_quality": 0.4511,
      "avg_quality_gap": 0.0328,
      "squad_value_gap_log": 0.4241,
      "top5_value_gap_log": 0.3574,
      "attack_value_gap_log": 0.4742,
      "elite_count_gap": 0,
      "combined_quality_gap": 0.0853,
      "stronger_lambda_boost": 0.0469,
      "weaker_lambda_suppression": 0.0273,
      "home_bench_lambda_bonus": 0.0644,
      "away_bench_lambda_bonus": 0.0666,
      "home_bench_players_modelled": 7,
      "away_bench_players_modelled": 7,
      "fbref_team_priors": {
        "applied": true,
        "home_squad": "Getafe",
        "away_squad": "Málaga CF",
        "home_goals_per90": 0.3333333333333333,
        "away_goals_against_per90": 0.33,
        "away_goals_per90": 0.3333333333333333,
        "home_goals_against_per90": 0.33,
        "home_empirical_lambda": 0.2,
        "away_empirical_lambda": 0.2,
        "blending_weight": 0.228
      },
      "mismatch_score_pressure_applied": false,
      "competitive_underdog_floor_applied": true,
      "competitive_underdog_floor": 1.02,
      "pre_competitive_floor_home_lambda": 1.26,
      "pre_competitive_floor_away_lambda": 0.65,
      "pre_calibration_home_lambda": 1.2595,
      "pre_calibration_away_lambda": 0.5988,
      "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": 1.26,
      "final_away_lambda": 1.02
    }
  },
  "home_standing": {
    "available": true,
    "team_position": 15,
    "opponent_position": 18,
    "standing_lambda_multiplier": 0.8288,
    "attack_index": 0.416,
    "defense_concede_index": 1.458,
    "form_multiplier": 1.028,
    "team_attack_rate_contextual": 0.5,
    "opp_defense_rate_contextual": 1.75,
    "team_ppg": 1.0,
    "opponent_ppg": 0.5
  },
  "away_standing": {
    "available": true,
    "team_position": 18,
    "opponent_position": 15,
    "standing_lambda_multiplier": 0.6345,
    "attack_index": 0.208,
    "defense_concede_index": 1.041,
    "form_multiplier": 0.972,
    "team_attack_rate_contextual": 0.25,
    "opp_defense_rate_contextual": 1.25,
    "team_ppg": 0.5,
    "opponent_ppg": 1.0
  },
  "xgboost_reasoning": {
    "summary": "Antagonist + XGBoost match analysis for Getafe vs Málaga. Player statistics regressed using position-specific XGBoost models (G, D, M, F) with 2026-2027 FBref priors. Micro-duels resolved across 3-4-2-1 vs 3-5-2 (duel lambdas: Home 1.260, Away 0.599). Final calibrated Poisson lambdas: Home 1.260, Away 1.020 (most likely score 1-0).",
    "competition": "LaLiga",
    "model_coverage": {
      "home_starters_count": 11,
      "home_xgboost_players": 10,
      "home_fbref_players": 10,
      "away_starters_count": 11,
      "away_xgboost_players": 8,
      "away_fbref_players": 0,
      "home_bench_modelled": 7,
      "away_bench_modelled": 7
    },
    "team_priors": {
      "applied": true,
      "home_squad": "Getafe",
      "away_squad": "Málaga CF",
      "home_goals_per90": 0.3333333333333333,
      "away_goals_against_per90": 0.33,
      "away_goals_per90": 0.3333333333333333,
      "home_goals_against_per90": 0.33,
      "home_empirical_lambda": 0.2,
      "away_empirical_lambda": 0.2,
      "blending_weight": 0.228
    },
    "pipeline_stages": [
      "1. XGBoost player regressions for volume & event rates with market-value quality scaling",
      "2. Multi-source prior blending (FBref 2026-2027 tables + Sofascore season history)",
      "3. Antagonist formation duel matrix resolving 1v1 and zonal matchups",
      "4. Team-level prior calibration (FBref possession and attack/defense efficiencies)",
      "5. Bivariate Poisson matrix with Dixon-Coles low-score correction"
    ],
    "final_lambdas": {
      "home_lambda": 1.26,
      "away_lambda": 1.02,
      "micro_duel_home_lambda": 1.26,
      "micro_duel_away_lambda": 0.599
    },
    "calibration_and_pressure": {
      "competition_calibration_applied": false,
      "competition_calibration_scale": 1.0,
      "mismatch_pressure_applied": false,
      "underdog_floor_applied": true
    }
  },
  "timestamp": "2026-09-19T13:31:56Z",
  "stat_limits": {
    "saves": 15.0,
    "goalsPrevented": 5.0,
    "keeperSaveValue": 3.0,
    "interceptionWon": 10.0,
    "totalTackle": 12.0,
    "wonTackle": 10.0,
    "totalClearance": 18.0,
    "aerialWon": 15.0,
    "totalPass": 150.0,
    "accuratePass": 145.0,
    "keyPass": 8.0,
    "expectedAssists": 1.5,
    "goalAssist": 4.0,
    "expectedGoals": 3.0,
    "goals": 5.0,
    "totalShots": 12.0,
    "onTargetScoringAttempt": 8.0,
    "rating": 10.0,
    "minutesPlayed": 95.0,
    "duelWon": 20.0,
    "ballRecovery": 18.0,
    "fouls": 8.0
  }
}