Gurmanat Kaur Sandhu vs Ruby Ward
UTR PTT Melbourne Women 02 | Hard |
16 Dic 2025, 06:35
Predicción IA (XGBoost 1.0.0)
Gurmanat Kaur Sandhu
Gurmanat …: 56,2% Ruby …: 43,8%
¿Por qué Gurmanat Kaur Sandhu?
UTR 9,50 vs 9,00 (+1,57) — Ligera ventaja
Gurmanat …
W35-L20
64% WR
vs UTR 8,7
W1
Ruby …
W42-L19
69% WR
vs UTR 8,2
L1
Confianza baja | Tier: ?
Datos limitados: Esta predicción tiene baja confianza (30%). No recomendamos usar como value bet.
Comparativo de Odds
Fuente Gurmanat … Ruby … Prob Impl. P1
IA Fair Odds 1,78 2,29 56,2%
Estadísticas de Jugadores
Gurmanat Kaur Sandhu
Ranking #-
UTR Rating 9,50 Junior
UTR Ranking #472
Forma L5 40% (5p)
Forma L10 43% (7p)
WR Hard 0/0 = 0,0%
Ruby Ward
Ranking #-
UTR Rating 9,00 Junior
UTR Ranking #906
Forma L5 60% (5p)
Forma L10 57% (7p)
WR Hard 0/0 = 0,0%
Momentum & Forma UTR
Gurmanat Kaur Sandhu
Record 2025 35W - 20L (64%)
Racha 1W
UTR Oponentes 8,7
Últimos 5:
W L L W L
Ruby Ward
Record 2025 42W - 19L (69%)
Racha 1L
UTR Oponentes 8,2
Últimos 5:
L W L W W
Análisis Momentum
Momentum similar entre ambos jugadores.
Features del Modelo XGBoost (60 features)
Rankings
rank_advantage 0,0000
rank_ratio 1,0000
log_rank_ratio 0,0000
rank_tier_advantage 0,0000
points_diff 0,0000
best_rank_diff 0,0000
Superficie
surface_wr_diff 0,0000
surface_wr_diff_adjusted 0,0000
surface_matches_ratio 0,0000
surface_tournaments_won_diff 0,0000
surface_wr_p1 0,0000
surface_wr_p2 0,0000
surface_wr_p1_stable 50,0000
surface_wr_p2_stable 50,0000
p1_surface_matches 0,0000
p2_surface_matches 0,0000
p1_surface_dominance 0,0000
Confianza
p1_confidence 0,3000
p2_confidence 0,3000
combined_confidence 0,3000
Servicio
serve_quality_diff 0,0000
first_serve_won_diff 0,0000
second_serve_won_diff 0,0000
bp_saved_diff 0,0000
bp_converted_diff 0,0000
aces_per_match_diff 0,0000
Forma
last5_wr_diff -0,2000
last3_wr_diff -0,3333
momentum_p1 22,0000
momentum_p2 68,0000
momentum_diff -46,0000
weighted_momentum_diff -34,5000
current_streak_diff -3,0000
days_since_last_match_p1 2,0000
days_since_last_match_p2 1,0000
match_load_p1 5,0000
match_load_p2 5,0000
match_load_diff 0,0000
H2H
h2h_wins_diff 0,0000
h2h_matches 0,0000
h2h_win_rate_p1 0,5000
h2h_on_surface 0,0000
h2h_recency_weighted 0,5000
h2h_confidence_score 0,0000
Consistencia
winner_ue_ratio_p1 0,0000
winner_ue_ratio_p2 0,0000
tiebreak_wr_p1 0,0000
tiebreak_wr_p2 0,0000
serve_consistency_p1 1,7201
serve_consistency_p2 10,4742
Interacción
surface_rank_synergy 0,0000
rank_surface_mismatch_p1 0,5000
rank_surface_mismatch_p2 0,5000
elite_surface_amplifier 0,0000
UTR
utr_diff 1,5700
utr_p1 0,1847
utr_p2 0,0000
utr_advantage 17,8714
utr_both_pro 0,0000
utr_available 1,0000
utr_expected_prob 0,0000
utr_closeness 0,0000
utr_data_quality 0,0000
Top 10 Features (Modelo)
Info del Partido
Match ID 19490
API ID 15213432
Gamdom ID -
Torneo UTR PTT Melbourne Women 02
Superficie Hard
Ronda
Status finished
JSON Data
{
  "match": {
    "id": 19490,
    "api_id": 15213432,
    "gamdom_id": null,
    "player1": "Gurmanat Kaur Sandhu",
    "player2": "Ruby Ward",
    "tournament": "UTR PTT Melbourne Women 02",
    "surface": "hard",
    "round": "",
    "date": "2025-12-16T02:35:00+00:00",
    "status": "finished"
  },
  "odds": {
    "sofascore": {
      "p1": null,
      "p2": null
    },
    "gamdom": {
      "p1": null,
      "p2": null
    },
    "tnnslive": {
      "p1": null,
      "p2": null
    }
  },
  "prediction": {
    "prob_p1": 0.5624,
    "prob_p2": 0.4376,
    "winner": 1,
    "confidence": 0.5624,
    "model_version": "1.0.0"
  },
  "player_stats": {
    "p1": {
      "ranking": null,
      "utr_singles": 9.5,
      "utr_ranking": 472,
      "utr_division": "Junior",
      "utr_pro": true,
      "utr_v4_wins": 35,
      "utr_v4_losses": 20,
      "utr_v4_wr": 63.63636363636363,
      "utr_v4_win_streak": 1,
      "utr_v4_lose_streak": 0,
      "utr_v4_avg_opp_utr": 8.68,
      "utr_v4_recent": [
        {
          "win": true,
          "opponent_utr": 8.0,
          "opponent_name": "Piper Freeman"
        },
        {
          "win": false,
          "opponent_utr": 9.65,
          "opponent_name": "Elena Jamshidi"
        },
        {
          "win": false,
          "opponent_utr": 10.66,
          "opponent_name": "Sujeong Jang"
        },
        {
          "win": true,
          "opponent_utr": 9.51,
          "opponent_name": "Cara Korhonen"
        },
        {
          "win": false,
          "opponent_utr": 10.23,
          "opponent_name": "Monique Barry"
        }
      ],
      "utr_v4_synced": "2025-12-07T19:56:33.259369+00:00",
      "utr_v4_available": true,
      "wr_surface": 0,
      "wr_surface_wins": 0,
      "wr_surface_total": 0,
      "wr_surface_source": "TennisPlayerYearStats",
      "form_l5_wr": 40.0,
      "form_l10_wr": 42.857142857142854,
      "form_l5_matches": 5,
      "form_l10_matches": 7
    },
    "p2": {
      "ranking": null,
      "utr_singles": 9.0,
      "utr_ranking": 906,
      "utr_division": "Junior",
      "utr_pro": false,
      "utr_v4_wins": 42,
      "utr_v4_losses": 19,
      "utr_v4_wr": 68.85245901639344,
      "utr_v4_win_streak": 0,
      "utr_v4_lose_streak": 1,
      "utr_v4_avg_opp_utr": 8.16,
      "utr_v4_recent": [
        {
          "win": false,
          "opponent_utr": 9.0,
          "opponent_name": "Mylene Halemai"
        },
        {
          "win": true,
          "opponent_utr": 8.0,
          "opponent_name": "Georgiana Ruhrig"
        },
        {
          "win": false,
          "opponent_utr": 8.0,
          "opponent_name": "Arabelle MANCINI"
        },
        {
          "win": true,
          "opponent_utr": 7.0,
          "opponent_name": "Aurelie KOSTOVA"
        },
        {
          "win": true,
          "opponent_utr": 7.0,
          "opponent_name": "Diahna Srikanth"
        }
      ],
      "utr_v4_synced": "2025-12-07T19:58:23.938932+00:00",
      "utr_v4_available": true,
      "wr_surface": 0,
      "wr_surface_wins": 0,
      "wr_surface_total": 0,
      "wr_surface_source": "TennisPlayerYearStats",
      "form_l5_wr": 60.0,
      "form_l10_wr": 57.14285714285714,
      "form_l5_matches": 5,
      "form_l10_matches": 7
    }
  },
  "utr": {
    "p1": {
      "score": 9.5,
      "ranking": 472,
      "division": "Junior",
      "is_pro": true
    },
    "p2": {
      "score": 9.0,
      "ranking": 906,
      "division": "Junior",
      "is_pro": false
    }
  },
  "features": {
    "utr_p1": 0.18470588235294122,
    "utr_p2": 0.0,
    "utr_diff": 1.5700000000000003,
    "rank_ratio": 1.0,
    "h2h_matches": 0,
    "momentum_p1": 22.0,
    "momentum_p2": 68.0,
    "points_diff": 0,
    "utr_both_pro": 0.0,
    "bp_saved_diff": 0,
    "h2h_wins_diff": 0,
    "last3_wr_diff": -0.3333333333333333,
    "last5_wr_diff": -0.19999999999999996,
    "match_load_p1": 5,
    "match_load_p2": 5,
    "momentum_diff": -46.0,
    "p1_confidence": 0.3,
    "p2_confidence": 0.3,
    "surface_wr_p1": 0,
    "surface_wr_p2": 0,
    "utr_advantage": 17.871371656232217,
    "utr_available": 1.0,
    "best_rank_diff": 0,
    "h2h_on_surface": 0,
    "log_rank_ratio": 0.0,
    "rank_advantage": 0,
    "tiebreak_wr_p1": 0.0,
    "tiebreak_wr_p2": 0.0,
    "h2h_win_rate_p1": 0.5,
    "match_load_diff": 0,
    "surface_wr_diff": 0,
    "bp_converted_diff": 0,
    "p1_surface_matches": 0,
    "p2_surface_matches": 0,
    "serve_quality_diff": 0.0,
    "winner_ue_ratio_p1": 0.0,
    "winner_ue_ratio_p2": 0.0,
    "aces_per_match_diff": 0,
    "combined_confidence": 0.3,
    "current_streak_diff": -3,
    "rank_tier_advantage": 0,
    "first_serve_won_diff": 0,
    "h2h_confidence_score": 0.0,
    "h2h_recency_weighted": 0.5,
    "p1_surface_dominance": 0.0,
    "serve_consistency_p1": 1.7201317000144827,
    "serve_consistency_p2": 10.47421640039894,
    "surface_rank_synergy": 0.0,
    "surface_wr_p1_stable": 50.0,
    "surface_wr_p2_stable": 50.0,
    "second_serve_won_diff": 0,
    "surface_matches_ratio": 0.0,
    "weighted_momentum_diff": -34.5,
    "elite_surface_amplifier": 0,
    "days_since_last_match_p1": 2,
    "days_since_last_match_p2": 1,
    "rank_surface_mismatch_p1": 0.5,
    "rank_surface_mismatch_p2": 0.5,
    "surface_wr_diff_adjusted": 0.0,
    "surface_tournaments_won_diff": 0
  },
  "feature_importance": {}
}