Las features de train, listadas de verdad en cada modelo

Los cuadros de "Features" decían solo "self_* (forma del equipo)". Ahora traen
la lista completa, leída de los artefactos reales:

- cruce: las 328 de matchup_feat_cols.json, separadas por prefijo — self_ (53),
opp_ (157), selfH_ (52) y selfA_ (52) que son el split local/visitante, y 14
de contexto (elo, is_*, form*)
- ptiro: las 72 de datasets_variables.json
- los dos GNN: leídas del bundle .pt (global_bundle.global_feature_columns)

De paso, los .pt traen el summary con los tamaños reales del split, que estaban
sin documentar: ataque 8.506/962/1.108 (validación desde el 16-nov-2025, 5
semillas) y peligro 7.395/842/981 (desde el 17-nov-2025).

CORRECCIÓN: pv_distribution_gnn NO poda features — usa las 1.069 globales,
mientras que el de ataque se queda con 200. Estaba documentado como si
compartieran el criterio. Con el mismo dataset (~10.900 filas) eso le deja una
proporción features/filas mucho más exigente; queda anotado como candidato a
aplicarle la misma poda y medir.

Co-Authored-By: Claude Opus 5 <noreply@anthropic.com>

docs/diccionarios/_reportes_categorias.json

@@ -113,18 +113,6 @@
   "Target": [
    "target_shot (la jugada termina en tiro)"
   ],
-  "Features - métricas de secuencia (65)": [
-   "todas las numéricas de sequences.parquet"
-  ],
-  "Features - ejes z global (7)": [
-   "ejeg_verticalidad",
-   "ejeg_elaboracion",
-   "ejeg_individual",
-   "ejeg_rotura_profundidad",
-   "ejeg_amplitud_centro",
-   "ejeg_robo_alto",
-   "ejeg_aereo_segunda"
-  ],
   "Excluidas - metadatos": [
    "liga",
    "temporada",
@@ -145,6 +133,80 @@
   ],
   "Test": [
    "predicción out-of-fold (AUC ~ 0.980)"
+  ],
+  "Features (72)": [
+   "start_x",
+   "max_x",
+   "n_events",
+   "n_passes",
+   "duration_s",
+   "ball_distance",
+   "pct_largos",
+   "pct_medios",
+   "pct_cortos",
+   "ratio_largo_corto",
+   "ratio_medio_corto",
+   "verticalidad_media",
+   "pct_verticales",
+   "pct_afuera",
+   "pct_adentro",
+   "pct_through",
+   "pct_headpass",
+   "pct_layoff",
+   "pct_launch",
+   "pct_switch",
+   "n_centros",
+   "cross_pvadded_max",
+   "press_media",
+   "press_max",
+   "press_own",
+   "press_mid",
+   "press_final",
+   "fast_break",
+   "hold_mean",
+   "hold_max",
+   "hold_min",
+   "def_h",
+   "def_w",
+   "def_l",
+   "atk_w",
+   "atk_l",
+   "atk_h",
+   "n_involved",
+   "dang_runs",
+   "line_breaks",
+   "pass_options_mean",
+   "opt_quality_mean",
+   "n_takeons",
+   "takeons_ok",
+   "dribbles_last_third",
+   "dribbles_box",
+   "paredes",
+   "broke_last_line",
+   "broke_second_last",
+   "passes_behind_line",
+   "behind_line_ok",
+   "pelotazos_espalda",
+   "deep_completions",
+   "starts_from_dispossess",
+   "cross_inswinger",
+   "cross_outswinger",
+   "cross_floatedcross",
+   "cross_drivencross",
+   "cross_pullback",
+   "prog_x",
+   "transition_speed",
+   "tempo",
+   "indice_verticalidad",
+   "pct_prog_rival",
+   "ppda",
+   "ejeg_verticalidad",
+   "ejeg_elaboracion",
+   "ejeg_individual",
+   "ejeg_rotura_profundidad",
+   "ejeg_amplitud_centro",
+   "ejeg_robo_alto",
+   "ejeg_aereo_segunda"
   ]
  },
  "modelos/cruce": {
@@ -207,20 +269,352 @@
    "xt_lane_Centro",
    "xt_lane_Der"
   ],
-  "Features - equipo": [
-   "self_* (forma a-la-fecha del equipo)"
-  ],
-  "Features - rival": [
-   "opp_* (forma a-la-fecha del rival)"
-  ],
   "Train": [
-   "80% aleatorio",
+   "80% aleatorio (RNG.permutation)",
    "12% del train como eval_set",
    "early stopping paciencia 50"
   ],
   "Test": [
    "20% aleatorio",
    "MAE vs baseline (self_* normalizada)"
+  ],
+  "Features - equipo (self_*)": [
+   "self_elo",
+   "self_def_H",
+   "self_def_M",
+   "self_def_L",
+   "self_atk_Der",
+   "self_atk_Centro",
+   "self_atk_Izq",
+   "self_offxt_H_Der",
+   "self_offxt_H_Centro",
+   "self_offxt_H_Izq",
+   "self_offxt_M_Der",
+   "self_offxt_M_Centro",
+   "self_offxt_M_Izq",
+   "self_offxt_L_Der",
+   "self_offxt_L_Centro",
+   "self_offxt_L_Izq",
+   "self_defxt_H_Der",
+   "self_defxt_H_Centro",
+   "self_defxt_H_Izq",
+   "self_defxt_M_Der",
+   "self_defxt_M_Centro",
+   "self_defxt_M_Izq",
+   "self_defxt_L_Der",
+   "self_defxt_L_Centro",
+   "self_defxt_L_Izq",
+   "self_sh_buildup",
+   "self_sh_counter",
+   "self_sh_direct",
+   "self_sh_setpiece",
+   "self_sh_recovery",
+   "self_sh_progr",
+   "self_cross_pct",
+   "self_pct_long",
+   "self_pct_short",
+   "self_pct_pass_ok",
+   "self_n_attacks",
+   "self_xt_total",
+   "self_xg_total",
+   "self_xt_per_attack",
+   "self_n_seq",
+   "self_n_pass",
+   "self_n_shots",
+   "self_avg_x",
+   "self_avg_y",
+   "self_share_opp_half",
+   "self_recovery_height",
+   "self_n_progr",
+   "self_goals_for",
+   "self_goals_against",
+   "self_win",
+   "self_xt_lane_Der",
+   "self_xt_lane_Centro",
+   "self_xt_lane_Izq"
+  ],
+  "Features - rival (opp_*)": [
+   "opp_self_elo",
+   "opp_self_def_H",
+   "opp_self_def_M",
+   "opp_self_def_L",
+   "opp_self_atk_Der",
+   "opp_self_atk_Centro",
+   "opp_self_atk_Izq",
+   "opp_self_offxt_H_Der",
+   "opp_self_offxt_H_Centro",
+   "opp_self_offxt_H_Izq",
+   "opp_self_offxt_M_Der",
+   "opp_self_offxt_M_Centro",
+   "opp_self_offxt_M_Izq",
+   "opp_self_offxt_L_Der",
+   "opp_self_offxt_L_Centro",
+   "opp_self_offxt_L_Izq",
+   "opp_self_defxt_H_Der",
+   "opp_self_defxt_H_Centro",
+   "opp_self_defxt_H_Izq",
+   "opp_self_defxt_M_Der",
+   "opp_self_defxt_M_Centro",
+   "opp_self_defxt_M_Izq",
+   "opp_self_defxt_L_Der",
+   "opp_self_defxt_L_Centro",
+   "opp_self_defxt_L_Izq",
+   "opp_self_sh_buildup",
+   "opp_self_sh_counter",
+   "opp_self_sh_direct",
+   "opp_self_sh_setpiece",
+   "opp_self_sh_recovery",
+   "opp_self_sh_progr",
+   "opp_self_cross_pct",
+   "opp_self_pct_long",
+   "opp_self_pct_short",
+   "opp_self_pct_pass_ok",
+   "opp_self_n_attacks",
+   "opp_self_xt_total",
+   "opp_self_xg_total",
+   "opp_self_xt_per_attack",
+   "opp_self_n_seq",
+   "opp_self_n_pass",
+   "opp_self_n_shots",
+   "opp_self_avg_x",
+   "opp_self_avg_y",
+   "opp_self_share_opp_half",
+   "opp_self_recovery_height",
+   "opp_self_n_progr",
+   "opp_self_goals_for",
+   "opp_self_goals_against",
+   "opp_self_win",
+   "opp_self_xt_lane_Der",
+   "opp_self_xt_lane_Centro",
+   "opp_self_xt_lane_Izq",
+   "opp_selfH_def_H",
+   "opp_selfH_def_M",
+   "opp_selfH_def_L",
+   "opp_selfH_atk_Der",
+   "opp_selfH_atk_Centro",
+   "opp_selfH_atk_Izq",
+   "opp_selfH_offxt_H_Der",
+   "opp_selfH_offxt_H_Centro",
+   "opp_selfH_offxt_H_Izq",
+   "opp_selfH_offxt_M_Der",
+   "opp_selfH_offxt_M_Centro",
+   "opp_selfH_offxt_M_Izq",
+   "opp_selfH_offxt_L_Der",
+   "opp_selfH_offxt_L_Centro",
+   "opp_selfH_offxt_L_Izq",
+   "opp_selfH_defxt_H_Der",
+   "opp_selfH_defxt_H_Centro",
+   "opp_selfH_defxt_H_Izq",
+   "opp_selfH_defxt_M_Der",
+   "opp_selfH_defxt_M_Centro",
+   "opp_selfH_defxt_M_Izq",
+   "opp_selfH_defxt_L_Der",
+   "opp_selfH_defxt_L_Centro",
+   "opp_selfH_defxt_L_Izq",
+   "opp_selfH_sh_buildup",
+   "opp_selfH_sh_counter",
+   "opp_selfH_sh_direct",
+   "opp_selfH_sh_setpiece",
+   "opp_selfH_sh_recovery",
+   "opp_selfH_sh_progr",
+   "opp_selfH_cross_pct",
+   "opp_selfH_pct_long",
+   "opp_selfH_pct_short",
+   "opp_selfH_pct_pass_ok",
+   "opp_selfH_n_attacks",
+   "opp_selfH_xt_total",
+   "opp_selfH_xg_total",
+   "opp_selfH_xt_per_attack",
+   "opp_selfH_n_seq",
+   "opp_selfH_n_pass",
+   "opp_selfH_n_shots",
+   "opp_selfH_avg_x",
+   "opp_selfH_avg_y",
+   "opp_selfH_share_opp_half",
+   "opp_selfH_recovery_height",
+   "opp_selfH_n_progr",
+   "opp_selfH_goals_for",
+   "opp_selfH_goals_against",
+   "opp_selfH_win",
+   "opp_selfH_xt_lane_Der",
+   "opp_selfH_xt_lane_Centro",
+   "opp_selfH_xt_lane_Izq",
+   "opp_selfA_def_H",
+   "opp_selfA_def_M",
+   "opp_selfA_def_L",
+   "opp_selfA_atk_Der",
+   "opp_selfA_atk_Centro",
+   "opp_selfA_atk_Izq",
+   "opp_selfA_offxt_H_Der",
+   "opp_selfA_offxt_H_Centro",
+   "opp_selfA_offxt_H_Izq",
+   "opp_selfA_offxt_M_Der",
+   "opp_selfA_offxt_M_Centro",
+   "opp_selfA_offxt_M_Izq",
+   "opp_selfA_offxt_L_Der",
+   "opp_selfA_offxt_L_Centro",
+   "opp_selfA_offxt_L_Izq",
+   "opp_selfA_defxt_H_Der",
+   "opp_selfA_defxt_H_Centro",
+   "opp_selfA_defxt_H_Izq",
+   "opp_selfA_defxt_M_Der",
+   "opp_selfA_defxt_M_Centro",
+   "opp_selfA_defxt_M_Izq",
+   "opp_selfA_defxt_L_Der",
+   "opp_selfA_defxt_L_Centro",
+   "opp_selfA_defxt_L_Izq",
+   "opp_selfA_sh_buildup",
+   "opp_selfA_sh_counter",
+   "opp_selfA_sh_direct",
+   "opp_selfA_sh_setpiece",
+   "opp_selfA_sh_recovery",
+   "opp_selfA_sh_progr",
+   "opp_selfA_cross_pct",
+   "opp_selfA_pct_long",
+   "opp_selfA_pct_short",
+   "opp_selfA_pct_pass_ok",
+   "opp_selfA_n_attacks",
+   "opp_selfA_xt_total",
+   "opp_selfA_xg_total",
+   "opp_selfA_xt_per_attack",
+   "opp_selfA_n_seq",
+   "opp_selfA_n_pass",
+   "opp_selfA_n_shots",
+   "opp_selfA_avg_x",
+   "opp_selfA_avg_y",
+   "opp_selfA_share_opp_half",
+   "opp_selfA_recovery_height",
+   "opp_selfA_n_progr",
+   "opp_selfA_goals_for",
+   "opp_selfA_goals_against",
+   "opp_selfA_win",
+   "opp_selfA_xt_lane_Der",
+   "opp_selfA_xt_lane_Centro",
+   "opp_selfA_xt_lane_Izq"
+  ],
+  "Features - equipo de local (selfH_*)": [
+   "selfH_def_H",
+   "selfH_def_M",
+   "selfH_def_L",
+   "selfH_atk_Der",
+   "selfH_atk_Centro",
+   "selfH_atk_Izq",
+   "selfH_offxt_H_Der",
+   "selfH_offxt_H_Centro",
+   "selfH_offxt_H_Izq",
+   "selfH_offxt_M_Der",
+   "selfH_offxt_M_Centro",
+   "selfH_offxt_M_Izq",
+   "selfH_offxt_L_Der",
+   "selfH_offxt_L_Centro",
+   "selfH_offxt_L_Izq",
+   "selfH_defxt_H_Der",
+   "selfH_defxt_H_Centro",
+   "selfH_defxt_H_Izq",
+   "selfH_defxt_M_Der",
+   "selfH_defxt_M_Centro",
+   "selfH_defxt_M_Izq",
+   "selfH_defxt_L_Der",
+   "selfH_defxt_L_Centro",
+   "selfH_defxt_L_Izq",
+   "selfH_sh_buildup",
+   "selfH_sh_counter",
+   "selfH_sh_direct",
+   "selfH_sh_setpiece",
+   "selfH_sh_recovery",
+   "selfH_sh_progr",
+   "selfH_cross_pct",
+   "selfH_pct_long",
+   "selfH_pct_short",
+   "selfH_pct_pass_ok",
+   "selfH_n_attacks",
+   "selfH_xt_total",
+   "selfH_xg_total",
+   "selfH_xt_per_attack",
+   "selfH_n_seq",
+   "selfH_n_pass",
+   "selfH_n_shots",
+   "selfH_avg_x",
+   "selfH_avg_y",
+   "selfH_share_opp_half",
+   "selfH_recovery_height",
+   "selfH_n_progr",
+   "selfH_goals_for",
+   "selfH_goals_against",
+   "selfH_win",
+   "selfH_xt_lane_Der",
+   "selfH_xt_lane_Centro",
+   "selfH_xt_lane_Izq"
+  ],
+  "Features - equipo de visitante (selfA_*)": [
+   "selfA_def_H",
+   "selfA_def_M",
+   "selfA_def_L",
+   "selfA_atk_Der",
+   "selfA_atk_Centro",
+   "selfA_atk_Izq",
+   "selfA_offxt_H_Der",
+   "selfA_offxt_H_Centro",
+   "selfA_offxt_H_Izq",
+   "selfA_offxt_M_Der",
+   "selfA_offxt_M_Centro",
+   "selfA_offxt_M_Izq",
+   "selfA_offxt_L_Der",
+   "selfA_offxt_L_Centro",
+   "selfA_offxt_L_Izq",
+   "selfA_defxt_H_Der",
+   "selfA_defxt_H_Centro",
+   "selfA_defxt_H_Izq",
+   "selfA_defxt_M_Der",
+   "selfA_defxt_M_Centro",
+   "selfA_defxt_M_Izq",
+   "selfA_defxt_L_Der",
+   "selfA_defxt_L_Centro",
+   "selfA_defxt_L_Izq",
+   "selfA_sh_buildup",
+   "selfA_sh_counter",
+   "selfA_sh_direct",
+   "selfA_sh_setpiece",
+   "selfA_sh_recovery",
+   "selfA_sh_progr",
+   "selfA_cross_pct",
+   "selfA_pct_long",
+   "selfA_pct_short",
+   "selfA_pct_pass_ok",
+   "selfA_n_attacks",
+   "selfA_xt_total",
+   "selfA_xg_total",
+   "selfA_xt_per_attack",
+   "selfA_n_seq",
+   "selfA_n_pass",
+   "selfA_n_shots",
+   "selfA_avg_x",
+   "selfA_avg_y",
+   "selfA_share_opp_half",
+   "selfA_recovery_height",
+   "selfA_n_progr",
+   "selfA_goals_for",
+   "selfA_goals_against",
+   "selfA_win",
+   "selfA_xt_lane_Der",
+   "selfA_xt_lane_Centro",
+   "selfA_xt_lane_Izq"
+  ],
+  "Features - contexto": [
+   "is_home",
+   "elo_diff",
+   "form_4231",
+   "form_4231.0",
+   "form_433",
+   "form_442",
+   "form_3421",
+   "form_433.0",
+   "form_442.0",
+   "form_3421.0",
+   "form_352",
+   "form_4141.0",
+   "form_343",
+   "form_4141"
   ]
  },
  "analisis/choque-de-estilos": {
@@ -351,15 +745,6 @@
    "Cut_Back__Der_ (int der área)",
    "Cross__Der_ (ext der área)"
   ],
-  "Features - globales": [
-   "200 columnas podadas desde ~950 candidatas (mf__* y rolling)",
-   "filtro 1: descarta >60% NaN (NAN_FRAC_MAX=0.60)",
-   "filtro 2: descarta varianza <=1e-9 (VAR_EPS)",
-   "filtro 3: descarta |corr|>0.97 con una ya elegida (CORR_PRUNE_THRESHOLD)",
-   "filtro 4: top 200 por señal (DEFAULT_TOP_K)",
-   "señal = max |corr| de la feature contra los 10 targets",
-   "TODO calculado solo sobre filas de train (evita fuga al test)"
-  ],
   "Features - de nodo": [
    "ataque y PV propios por zona",
    "concedidos por zona",
@@ -371,16 +756,218 @@
   ],
   "Train": [
    "split TEMPORAL",
-   "validación = fechas más recientes del train",
-   "early stopping",
-   "weight decay + dropout",
-   "ensemble de semillas"
+   "8.506 filas de train",
+   "962 de validación (desde 2025-11-16)",
+   "early stopping + weight decay + dropout",
+   "ensemble de 5 semillas"
   ],
   "Test": [
-   "split temporal aparte",
-   "MAE vs 2 baselines",
+   "1.108 filas (temporal, aparte)",
+   "MAE vs baseline temporada y últimos 8",
    "intervalos bootstrap",
    "mejora ~3.6%"
+  ],
+  "Features globales (200, tras la poda)": [
+   "long_mean__actual_press_share__x2_y1",
+   "short_mean__actual_press_share__x2_y1",
+   "long_mean__press_cnt__x2_y1",
+   "short_mean__press_cnt__x2_y1",
+   "long_mean__zone_actions__Creativity_Zone",
+   "short_mean__zone_actions__Half_Space__Izq_",
+   "short_mean__zone_actions__Creativity_Zone",
+   "long_mean__zone_actions__Half_Space__Izq_",
+   "long_mean__actual_press_share__x2_y2",
+   "short_mean__actual_press_share__x2_y2",
+   "long_mean__mf__press_int_sum__x2_y1",
+   "long_mean__short_long_pass_ratio",
+   "short_mean__mf__press_int_sum__x2_y1",
+   "short_mean__short_long_pass_ratio",
+   "long_mean__zone_actions__Deep_Cross__Izq_",
+   "long_mean__zone_linesBroken__Deep_Cross__Izq_",
+   "short_mean__passes_short",
+   "short_mean__actual_press_share__x1_y0",
+   "long_mean__zone_linesBroken__Creativity_Zone",
+   "long_mean__passes_short",
+   "long_mean__actual_press_share__x1_y0",
+   "long_mean__mf__pct_pases_largos",
+   "short_mean__zone_actions__Deep_Cross__Izq_",
+   "short_mean__mf__pct_pases_largos",
+   "long_mean__zone_linesBroken__Half_Space__Izq_",
+   "long_mean__press_cnt__x2_y2",
+   "short_mean__zone_linesBroken__Half_Space__Izq_",
+   "long_mean__interception_cnt__x3_y1",
+   "short_mean__press_cnt__x2_y2",
+   "short_mean__zone_linesBroken__Deep_Cross__Izq_",
+   "short_mean__interception_cnt__x3_y1",
+   "short_mean__zone_linesBroken__Creativity_Zone",
+   "league_Liga Profesional Argentina",
+   "short_mean__pressures_total",
+   "long_mean__pressures_total",
+   "short_mean__linesBroken_total",
+   "long_mean__mf__press_cnt__x2_y2",
+   "long_mean__linesBroken_total",
+   "short_mean__zone_pvAdded__Creativity_Zone",
+   "long_mean__press_cnt__x1_y1",
+   "short_mean__actual_recovery_share__x3_y1",
+   "short_mean__press_cnt__x1_y1",
+   "long_mean__mf__pases_progresivos_sobre_pases",
+   "short_mean__mf__pases_progresivos_sobre_pases",
+   "short_mean__zone_actions__Half_Space__Der_",
+   "long_mean__actual_recovery_share__x3_y1",
+   "short_mean__mf__press_cnt__x2_y2",
+   "short_mean__press_cnt__x1_y2",
+   "long_mean__mf__attack_zone_share__Cross (Izq)",
+   "long_mean__zone_pvAdded__Creativity_Zone",
+   "long_mean__passes_per_possession",
+   "long_mean__press_cnt__x1_y2",
+   "short_mean__actual_press_share__x1_y2",
+   "long_mean__press_cnt__x1_y0",
+   "short_mean__passes_per_possession",
+   "short_mean__press_cnt__x1_y0",
+   "short_mean__mf__attack_zone_share__Deep Cross (Izq)",
+   "long_mean__zone_actions__Half_Space__Der_",
+   "long_mean__press_cnt__x2_y0",
+   "short_mean__actual_press_share__x2_y0",
+   "long_mean__actual_press_share__x2_y0",
+   "short_mean__press_cnt__x2_y0",
+   "season_25",
+   "long_mean__actual_press_share__x1_y2",
+   "short_mean__actual_press_share__x3_y2",
+   "long_mean__mf__pressures",
+   "short_mean__actual_recovery_share__x2_y1",
+   "short_mean__mf__attack_zone_share__Deep Cross (Der)",
+   "opp__short_mean__zone_actions__Creativity_Zone__opp",
+   "short_mean__mf__pressures",
+   "opp__long_mean__zone_actions__Creativity_Zone__opp",
+   "short_mean__zone_linesBroken__Half_Space__Der_",
+   "short_mean__zone_linesBroken__Deep_Cross__Der_",
+   "long_mean__press_cnt__x3_y1",
+   "long_mean__actual_press_share__x3_y2",
+   "opp__long_mean__interception_cnt__x1_y1",
+   "season_24-25",
+   "long_mean__mf__press_cnt__x3_y2",
+   "short_mean__mf__attack_zone_share__Cross (Der)",
+   "long_mean__press_cnt__x3_y2",
+   "long_mean__zone_actions__Deep_Cross__Der_",
+   "short_mean__mf__press_cnt__x3_y2",
+   "long_mean__mf__press_cnt__x1_y1",
+   "short_mean__zone_actions__Deep_Cross__Der_",
+   "long_mean__actual_press_share__x3_y1",
+   "short_mean__actual_press_share__x3_y1",
+   "short_mean__mf__attack_zone_pvAdded__Creativity Zone",
+   "short_mean__press_cnt__x3_y1",
+   "short_mean__actual_press_share__x3_y0",
+   "long_mean__mf__attack_zone_pvAdded__Creativity Zone",
+   "long_mean__actual_recovery_share__x2_y1",
+   "short_mean__zone_actions__Cut_Back__Izq_",
+   "long_mean__zone_linesBroken__Half_Space__Der_",
+   "long_mean__mf__recepciones_area",
+   "long_mean__mf__press_int_sum__x3_y1",
+   "short_mean__press_cnt__x3_y2",
+   "long_mean__zone_linesBroken__Deep_Cross__Der_",
+   "short_mean__mf__press_cnt__x1_y1",
+   "short_mean__interception_cnt__x2_y1",
+   "opp__long_mean__mf__recov_cnt__x1_y1",
+   "long_mean__actual_press_share__x3_y0",
+   "short_mean__mf__recepciones_area",
+   "long_std__actual_press_share__x3_y2",
+   "opp__long_mean__mf__recuperaciones_campo_propio",
+   "opp__short_mean__interception_cnt__x1_y1",
+   "long_std__actual_press_share__x2_y1",
+   "opp__short_mean__mf__high_recov_share",
+   "short_mean__mf__pct_centros_pases_totales_ultimo_tercio",
+   "long_mean__zone_actions__Cut_Back__Izq_",
+   "long_mean__mf__press_cnt__x1_y2",
+   "opp__short_mean__mf__attack_zone_share__Half-Space (Der)",
+   "opp__long_mean__mf__attack_zone_share__Cut-Back (Der)",
+   "league_Austrian Bundesliga",
+   "short_mean__mf__attack_zone_pvAdded__Security Behind",
+   "opp__long_mean__zone_actions__Deep_Cross__Izq___opp",
+   "opp__short_mean__mf__recuperaciones_campo_propio",
+   "short_mean__mf__press_int_sum__x3_y1",
+   "short_mean__mf__press_cnt__x1_y2",
+   "opp__short_mean__mf__recov_cnt__x1_y1",
+   "short_mean__mf__ritmo_circulacion_pases_por_min",
+   "long_mean__actual_recovery_share__x2_y2",
+   "long_mean__interception_cnt__x2_y1",
+   "long_mean__mf__press_cnt__x2_y0",
+   "league_French Ligue 2",
+   "short_mean__actual_recovery_share__x2_y2",
+   "long_mean__mf__attack_zone_pvAdded__Security Behind",
+   "short_mean__mf__press_cnt__x2_y0",
+   "opp__short_mean__mf__attack_zone_share__Security Behind",
+   "opp__long_mean__mf__attack_zone_share__Deep Cross (Der)",
+   "opp__long_mean__mf__attack_zone_share__Scoring Zone",
+   "long_mean__zone_actions__Cross__Izq_",
+   "short_mean__zone_actions__Cross__Izq_",
+   "short_mean__mf__high_recov_share",
+   "long_mean__mf__attack_zone_share__Half-Space (Izq)",
+   "long_mean__mf__recov_cnt__x1_y1",
+   "short_mean__zone_pvAdded__Half_Space__Izq_",
+   "long_mean__zone_pvAdded__Half_Space__Izq_",
+   "opp__short_mean__zone_actions__Deep_Cross__Izq___opp",
+   "long_mean__mf__press_cnt__x3_y0",
+   "short_mean__zone_pvAdded__Deep_Cross__Der_",
+   "short_mean__interception_cnt__x2_y0",
+   "long_mean__mf__shots_on_target",
+   "short_mean__actual_press_share__x1_y1",
+   "long_mean__mf__progresion_promedio_m_por_posesion",
+   "short_mean__mf__pases_prom_secuencia",
+   "opp__long_mean__actual_recovery_share__x1_y1",
+   "long_mean__mf__ritmo_circulacion_pases_por_min",
+   "opp__short_mean__mf__attack_zone_share__Half-Space (Izq)",
+   "opp__long_mean__mf__attack_zone_share__Cross (Der)",
+   "long_mean__zone_pvAdded__Deep_Cross__Der_",
+   "long_mean__mf__pases_prom_secuencia",
+   "short_mean__mf__progresion_promedio_m_por_posesion",
+   "long_mean__mf__pvValue_sum",
+   "long_mean__mf__attack_zone_share__Scoring Zone",
+   "short_mean__mf__recov_cnt__x2_y1",
+   "long_mean__shots_total",
+   "opp__long_mean__mf__attack_zone_share__Creativity Zone",
+   "long_mean__mf__recov_cnt__x2_y1",
+   "opp__long_mean__mf__attack_zone_share__Cut-Back (Izq)",
+   "short_mean__mf__attack_zone_share__Cut-Back (Der)",
+   "short_mean__mf__press_cnt__x3_y0",
+   "short_mean__shots_total",
+   "short_mean__mf__recov_cnt__x1_y1",
+   "long_mean__interception_cnt__x2_y0",
+   "opp__long_mean__mf__pct_centros_pases_totales_ultimo_tercio",
+   "opp__long_mean__mf__recov_cnt__x1_y2",
+   "long_std__actual_press_share__x0_y2",
+   "short_mean__interception_cnt__x3_y0",
+   "is_home_num",
+   "short_mean__mf__press_cnt__x1_y0",
+   "long_mean__mf__tiros_fuera_de_area",
+   "opp__short_mean__mf__attack_zone_share__Deep Cross (Izq)",
+   "opp__short_mean__actual_recovery_share__x1_y1",
+   "long_mean__interception_cnt__x2_y2",
+   "long_mean__actual_press_share__x0_y1",
+   "short_mean__mf__attack_zone_share__Half-Space (Der)",
+   "short_mean__interception_cnt__x2_y2",
+   "short_mean__mf__shots_on_target",
+   "short_mean__zone_actions__Scoring_Zone",
+   "long_mean__zone_actions__Deep_Cross__Der___opp",
+   "opp__long_mean__mf__attack_zone_share__Cross (Izq)",
+   "short_mean__mf__attack_zone_share__Cut-Back (Izq)",
+   "long_std__actual_press_share__x3_y1",
+   "short_mean__actual_press_share__x0_y1",
+   "long_mean__mf__ancho_promedio_m_por_posesion",
+   "short_mean__mf__ancho_promedio_m_por_posesion",
+   "long_mean__mf__press_cnt__x1_y0",
+   "opp__long_mean__zone_actions__Half_Space__Izq___opp",
+   "long_mean__actual_press_share__x0_y2",
+   "opp__short_mean__zone_actions__Half_Space__Izq___opp",
+   "short_mean__mf__tiros_fuera_de_area",
+   "opp__long_mean__zone_actions__Deep_Cross__Der___opp",
+   "long_mean__mf__pases_totales_ultimo_tercio",
+   "opp__long_mean__mf__recov_cnt__x1_y0",
+   "short_mean__mf__attack_zone_pvAdded__Half-Space (Izq)",
+   "long_mean__zone_actions__Half_Space__Der___opp",
+   "opp__long_mean__mf__attack_zone_pvAdded__Security Behind",
+   "opp__long_mean__zone_actions__Half_Space__Der___opp",
+   "opp__short_mean__zone_actions__Half_Space__Der___opp",
+   "opp__short_mean__mf__attack_zone_pvAdded__Security Behind"
   ]
  },
  "modelos/pv_distribution_gnn": {
@@ -417,13 +1004,1085 @@
   ],
   "Train": [
    "split TEMPORAL",
-   "estandarizacion y medianas calculadas solo sobre train",
-   "hasta 260 epocas con early stopping",
+   "7.395 filas de train",
+   "842 de validación (desde 2025-11-17)",
+   "hasta 260 épocas con early stopping",
    "RANDOM_SEED=42"
   ],
   "Test": [
-   "split temporal aparte",
+   "981 filas (temporal, aparte)",
    "MAE contra los dos baselines"
+  ],
+  "Features globales (1069, SIN poda)": [
+   "long_mean__actual_attack_share__Creativity_Zone",
+   "long_mean__actual_attack_share__Cross__Der_",
+   "long_mean__actual_attack_share__Cross__Izq_",
+   "long_mean__actual_attack_share__Cut_Back__Der_",
+   "long_mean__actual_attack_share__Cut_Back__Izq_",
+   "long_mean__actual_attack_share__Deep_Cross__Der_",
+   "long_mean__actual_attack_share__Deep_Cross__Izq_",
+   "long_mean__actual_attack_share__Half_Space__Der_",
+   "long_mean__actual_attack_share__Half_Space__Izq_",
+   "long_mean__actual_attack_share__Scoring_Zone",
+   "long_mean__actual_conceded_attack_share__Creativity_Zone",
+   "long_mean__actual_conceded_attack_share__Cross__Der_",
+   "long_mean__actual_conceded_attack_share__Cross__Izq_",
+   "long_mean__actual_conceded_attack_share__Cut_Back__Der_",
+   "long_mean__actual_conceded_attack_share__Cut_Back__Izq_",
+   "long_mean__actual_conceded_attack_share__Deep_Cross__Der_",
+   "long_mean__actual_conceded_attack_share__Deep_Cross__Izq_",
+   "long_mean__actual_conceded_attack_share__Half_Space__Der_",
+   "long_mean__actual_conceded_attack_share__Half_Space__Izq_",
+   "long_mean__actual_conceded_attack_share__Scoring_Zone",
+   "long_mean__actual_conceded_pv_share__Creativity_Zone",
+   "long_mean__actual_conceded_pv_share__Cross__Der_",
+   "long_mean__actual_conceded_pv_share__Cross__Izq_",
+   "long_mean__actual_conceded_pv_share__Cut_Back__Der_",
+   "long_mean__actual_conceded_pv_share__Cut_Back__Izq_",
+   "long_mean__actual_conceded_pv_share__Deep_Cross__Der_",
+   "long_mean__actual_conceded_pv_share__Deep_Cross__Izq_",
+   "long_mean__actual_conceded_pv_share__Half_Space__Der_",
+   "long_mean__actual_conceded_pv_share__Half_Space__Izq_",
+   "long_mean__actual_conceded_pv_share__Scoring_Zone",
+   "long_mean__actual_press_share__x0_y0",
+   "long_mean__actual_press_share__x0_y1",
+   "long_mean__actual_press_share__x0_y2",
+   "long_mean__actual_press_share__x1_y0",
+   "long_mean__actual_press_share__x1_y1",
+   "long_mean__actual_press_share__x1_y2",
+   "long_mean__actual_press_share__x2_y0",
+   "long_mean__actual_press_share__x2_y1",
+   "long_mean__actual_press_share__x2_y2",
+   "long_mean__actual_press_share__x3_y0",
+   "long_mean__actual_press_share__x3_y1",
+   "long_mean__actual_press_share__x3_y2",
+   "long_mean__actual_pv_share__Creativity_Zone",
+   "long_mean__actual_pv_share__Cross__Der_",
+   "long_mean__actual_pv_share__Cross__Izq_",
+   "long_mean__actual_pv_share__Cut_Back__Der_",
+   "long_mean__actual_pv_share__Cut_Back__Izq_",
+   "long_mean__actual_pv_share__Deep_Cross__Der_",
+   "long_mean__actual_pv_share__Deep_Cross__Izq_",
+   "long_mean__actual_pv_share__Half_Space__Der_",
+   "long_mean__actual_pv_share__Half_Space__Izq_",
+   "long_mean__actual_pv_share__Scoring_Zone",
+   "long_mean__actual_recovery_share__x0_y0",
+   "long_mean__actual_recovery_share__x0_y1",
+   "long_mean__actual_recovery_share__x0_y2",
+   "long_mean__actual_recovery_share__x1_y0",
+   "long_mean__actual_recovery_share__x1_y1",
+   "long_mean__actual_recovery_share__x1_y2",
+   "long_mean__actual_recovery_share__x2_y0",
+   "long_mean__actual_recovery_share__x2_y1",
+   "long_mean__actual_recovery_share__x2_y2",
+   "long_mean__actual_recovery_share__x3_y0",
+   "long_mean__actual_recovery_share__x3_y1",
+   "long_mean__actual_recovery_share__x3_y2",
+   "long_mean__goals_against",
+   "long_mean__goals_for",
+   "long_mean__goals_for__opp",
+   "long_mean__interception_cnt__x0_y0",
+   "long_mean__interception_cnt__x0_y1",
+   "long_mean__interception_cnt__x0_y2",
+   "long_mean__interception_cnt__x1_y0",
+   "long_mean__interception_cnt__x1_y1",
+   "long_mean__interception_cnt__x1_y2",
+   "long_mean__interception_cnt__x2_y0",
+   "long_mean__interception_cnt__x2_y1",
+   "long_mean__interception_cnt__x2_y2",
+   "long_mean__interception_cnt__x3_y0",
+   "long_mean__interception_cnt__x3_y1",
+   "long_mean__interception_cnt__x3_y2",
+   "long_mean__linesBroken_total",
+   "long_mean__mf__acciones_defensivas_en_ofensiva",
+   "long_mean__mf__acciones_defensivas_totales",
+   "long_mean__mf__altura_media_recuperacion",
+   "long_mean__mf__ancho_promedio_m_por_posesion",
+   "long_mean__mf__attack_zone_pvAdded__Creativity Zone",
+   "long_mean__mf__attack_zone_pvAdded__Cross (Der)",
+   "long_mean__mf__attack_zone_pvAdded__Cross (Izq)",
+   "long_mean__mf__attack_zone_pvAdded__Cut-Back (Der)",
+   "long_mean__mf__attack_zone_pvAdded__Cut-Back (Izq)",
+   "long_mean__mf__attack_zone_pvAdded__Deep Cross (Der)",
+   "long_mean__mf__attack_zone_pvAdded__Deep Cross (Izq)",
+   "long_mean__mf__attack_zone_pvAdded__Half-Space (Der)",
+   "long_mean__mf__attack_zone_pvAdded__Half-Space (Izq)",
+   "long_mean__mf__attack_zone_pvAdded__Scoring Zone",
+   "long_mean__mf__attack_zone_pvAdded__Security Behind",
+   "long_mean__mf__attack_zone_share__Creativity Zone",
+   "long_mean__mf__attack_zone_share__Cross (Der)",
+   "long_mean__mf__attack_zone_share__Cross (Izq)",
+   "long_mean__mf__attack_zone_share__Cut-Back (Der)",
+   "long_mean__mf__attack_zone_share__Cut-Back (Izq)",
+   "long_mean__mf__attack_zone_share__Deep Cross (Der)",
+   "long_mean__mf__attack_zone_share__Deep Cross (Izq)",
+   "long_mean__mf__attack_zone_share__Half-Space (Der)",
+   "long_mean__mf__attack_zone_share__Half-Space (Izq)",
+   "long_mean__mf__attack_zone_share__Scoring Zone",
+   "long_mean__mf__attack_zone_share__Security Behind",
+   "long_mean__mf__avg_end_x_pass",
+   "long_mean__mf__big_chances_generadas",
+   "long_mean__mf__centros_totales_ultimo_tercio",
+   "long_mean__mf__counter_press_recovery",
+   "long_mean__mf__cross_share_last3",
+   "long_mean__mf__final3_success",
+   "long_mean__mf__high_recov_share",
+   "long_mean__mf__pases_area",
+   "long_mean__mf__pases_progresivos_sobre_pases",
+   "long_mean__mf__pases_prom_secuencia",
+   "long_mean__mf__pases_totales_ultimo_tercio",
+   "long_mean__mf__passes_per_loss",
+   "long_mean__mf__passes_per_shot",
+   "long_mean__mf__pct_centros_pases_totales_ultimo_tercio",
+   "long_mean__mf__pct_pases_largos",
+   "long_mean__mf__possession_nunique",
+   "long_mean__mf__ppda",
+   "long_mean__mf__ppda_inv",
+   "long_mean__mf__press_cnt__x0_y0",
+   "long_mean__mf__press_cnt__x0_y1",
+   "long_mean__mf__press_cnt__x0_y2",
+   "long_mean__mf__press_cnt__x1_y0",
+   "long_mean__mf__press_cnt__x1_y1",
+   "long_mean__mf__press_cnt__x1_y2",
+   "long_mean__mf__press_cnt__x2_y0",
+   "long_mean__mf__press_cnt__x2_y1",
+   "long_mean__mf__press_cnt__x2_y2",
+   "long_mean__mf__press_cnt__x3_y0",
+   "long_mean__mf__press_cnt__x3_y1",
+   "long_mean__mf__press_cnt__x3_y2",
+   "long_mean__mf__press_int_sum__x0_y0",
+   "long_mean__mf__press_int_sum__x0_y1",
+   "long_mean__mf__press_int_sum__x0_y2",
+   "long_mean__mf__press_int_sum__x1_y0",
+   "long_mean__mf__press_int_sum__x1_y1",
+   "long_mean__mf__press_int_sum__x1_y2",
+   "long_mean__mf__press_int_sum__x2_y0",
+   "long_mean__mf__press_int_sum__x2_y1",
+   "long_mean__mf__press_int_sum__x2_y2",
+   "long_mean__mf__press_int_sum__x3_y0",
+   "long_mean__mf__press_int_sum__x3_y1",
+   "long_mean__mf__press_int_sum__x3_y2",
+   "long_mean__mf__pressure_intensity_sum",
+   "long_mean__mf__pressures",
+   "long_mean__mf__progresion_promedio_m_por_posesion",
+   "long_mean__mf__pvAdded_sum",
+   "long_mean__mf__pvValue_sum",
+   "long_mean__mf__recepciones_area",
+   "long_mean__mf__recov_cnt__x0_y0",
+   "long_mean__mf__recov_cnt__x0_y1",
+   "long_mean__mf__recov_cnt__x0_y2",
+   "long_mean__mf__recov_cnt__x1_y0",
+   "long_mean__mf__recov_cnt__x1_y1",
+   "long_mean__mf__recov_cnt__x1_y2",
+   "long_mean__mf__recov_cnt__x2_y0",
+   "long_mean__mf__recov_cnt__x2_y1",
+   "long_mean__mf__recov_cnt__x2_y2",
+   "long_mean__mf__recov_cnt__x3_y0",
+   "long_mean__mf__recov_cnt__x3_y1",
+   "long_mean__mf__recov_cnt__x3_y2",
+   "long_mean__mf__recuperaciones_campo_propio",
+   "long_mean__mf__recuperaciones_campo_rival",
+   "long_mean__mf__ritmo_circulacion_pases_por_min",
+   "long_mean__mf__shots",
+   "long_mean__mf__shots_on_target",
+   "long_mean__mf__tiros_area_grande",
+   "long_mean__mf__tiros_area_pequeña",
+   "long_mean__mf__tiros_fuera_de_area",
+   "long_mean__mf__touches_area",
+   "long_mean__mf__xg_por_tiro",
+   "long_mean__mf__xg_suma_tiros",
+   "long_mean__passes_long",
+   "long_mean__passes_per_possession",
+   "long_mean__passes_short",
+   "long_mean__passes_total",
+   "long_mean__possessions_nunique",
+   "long_mean__press_cnt__x0_y0",
+   "long_mean__press_cnt__x0_y1",
+   "long_mean__press_cnt__x0_y2",
+   "long_mean__press_cnt__x1_y0",
+   "long_mean__press_cnt__x1_y1",
+   "long_mean__press_cnt__x1_y2",
+   "long_mean__press_cnt__x2_y0",
+   "long_mean__press_cnt__x2_y1",
+   "long_mean__press_cnt__x2_y2",
+   "long_mean__press_cnt__x3_y0",
+   "long_mean__press_cnt__x3_y1",
+   "long_mean__press_cnt__x3_y2",
+   "long_mean__pressures_total",
+   "long_mean__pvAdded_total",
+   "long_mean__pvAdded_total__opp",
+   "long_mean__recoveries_total",
+   "long_mean__short_long_pass_ratio",
+   "long_mean__shots_total",
+   "long_mean__shots_total__opp",
+   "long_mean__zone_actions__Creativity_Zone",
+   "long_mean__zone_actions__Creativity_Zone__opp",
+   "long_mean__zone_actions__Cross__Der_",
+   "long_mean__zone_actions__Cross__Der___opp",
+   "long_mean__zone_actions__Cross__Izq_",
+   "long_mean__zone_actions__Cross__Izq___opp",
+   "long_mean__zone_actions__Cut_Back__Der_",
+   "long_mean__zone_actions__Cut_Back__Der___opp",
+   "long_mean__zone_actions__Cut_Back__Izq_",
+   "long_mean__zone_actions__Cut_Back__Izq___opp",
+   "long_mean__zone_actions__Deep_Cross__Der_",
+   "long_mean__zone_actions__Deep_Cross__Der___opp",
+   "long_mean__zone_actions__Deep_Cross__Izq_",
+   "long_mean__zone_actions__Deep_Cross__Izq___opp",
+   "long_mean__zone_actions__Half_Space__Der_",
+   "long_mean__zone_actions__Half_Space__Der___opp",
+   "long_mean__zone_actions__Half_Space__Izq_",
+   "long_mean__zone_actions__Half_Space__Izq___opp",
+   "long_mean__zone_actions__Scoring_Zone",
+   "long_mean__zone_actions__Scoring_Zone__opp",
+   "long_mean__zone_linesBroken__Creativity_Zone",
+   "long_mean__zone_linesBroken__Cross__Der_",
+   "long_mean__zone_linesBroken__Cross__Izq_",
+   "long_mean__zone_linesBroken__Cut_Back__Der_",
+   "long_mean__zone_linesBroken__Cut_Back__Izq_",
+   "long_mean__zone_linesBroken__Deep_Cross__Der_",
+   "long_mean__zone_linesBroken__Deep_Cross__Izq_",
+   "long_mean__zone_linesBroken__Half_Space__Der_",
+   "long_mean__zone_linesBroken__Half_Space__Izq_",
+   "long_mean__zone_linesBroken__Scoring_Zone",
+   "long_mean__zone_pvAdded_shots__Creativity_Zone",
+   "long_mean__zone_pvAdded_shots__Cross__Der_",
+   "long_mean__zone_pvAdded_shots__Cross__Izq_",
+   "long_mean__zone_pvAdded_shots__Cut_Back__Der_",
+   "long_mean__zone_pvAdded_shots__Cut_Back__Izq_",
+   "long_mean__zone_pvAdded_shots__Deep_Cross__Der_",
+   "long_mean__zone_pvAdded_shots__Deep_Cross__Izq_",
+   "long_mean__zone_pvAdded_shots__Half_Space__Der_",
+   "long_mean__zone_pvAdded_shots__Half_Space__Izq_",
+   "long_mean__zone_pvAdded_shots__Scoring_Zone",
+   "long_std__actual_press_share__x0_y0",
+   "long_std__actual_press_share__x0_y1",
+   "long_std__actual_press_share__x0_y2",
+   "long_std__actual_press_share__x1_y0",
+   "long_std__actual_press_share__x1_y1",
+   "long_std__actual_press_share__x1_y2",
+   "long_std__actual_press_share__x2_y0",
+   "long_std__actual_press_share__x2_y1",
+   "long_std__actual_press_share__x2_y2",
+   "long_std__actual_press_share__x3_y0",
+   "long_std__actual_press_share__x3_y1",
+   "long_std__actual_press_share__x3_y2",
+   "long_std__actual_recovery_share__x0_y0",
+   "long_std__actual_recovery_share__x0_y1",
+   "long_std__actual_recovery_share__x0_y2",
+   "long_std__actual_recovery_share__x1_y0",
+   "long_std__actual_recovery_share__x1_y1",
+   "long_std__actual_recovery_share__x1_y2",
+   "long_std__actual_recovery_share__x2_y0",
+   "long_std__actual_recovery_share__x2_y1",
+   "long_std__actual_recovery_share__x2_y2",
+   "long_std__actual_recovery_share__x3_y0",
+   "long_std__actual_recovery_share__x3_y1",
+   "long_std__actual_recovery_share__x3_y2",
+   "opp__long_mean__actual_attack_share__Creativity_Zone",
+   "opp__long_mean__actual_attack_share__Cross__Der_",
+   "opp__long_mean__actual_attack_share__Cross__Izq_",
+   "opp__long_mean__actual_attack_share__Cut_Back__Der_",
+   "opp__long_mean__actual_attack_share__Cut_Back__Izq_",
+   "opp__long_mean__actual_attack_share__Deep_Cross__Der_",
+   "opp__long_mean__actual_attack_share__Deep_Cross__Izq_",
+   "opp__long_mean__actual_attack_share__Half_Space__Der_",
+   "opp__long_mean__actual_attack_share__Half_Space__Izq_",
+   "opp__long_mean__actual_attack_share__Scoring_Zone",
+   "opp__long_mean__actual_conceded_attack_share__Creativity_Zone",
+   "opp__long_mean__actual_conceded_attack_share__Cross__Der_",
+   "opp__long_mean__actual_conceded_attack_share__Cross__Izq_",
+   "opp__long_mean__actual_conceded_attack_share__Cut_Back__Der_",
+   "opp__long_mean__actual_conceded_attack_share__Cut_Back__Izq_",
+   "opp__long_mean__actual_conceded_attack_share__Deep_Cross__Der_",
+   "opp__long_mean__actual_conceded_attack_share__Deep_Cross__Izq_",
+   "opp__long_mean__actual_conceded_attack_share__Half_Space__Der_",
+   "opp__long_mean__actual_conceded_attack_share__Half_Space__Izq_",
+   "opp__long_mean__actual_conceded_attack_share__Scoring_Zone",
+   "opp__long_mean__actual_conceded_pv_share__Creativity_Zone",
+   "opp__long_mean__actual_conceded_pv_share__Cross__Der_",
+   "opp__long_mean__actual_conceded_pv_share__Cross__Izq_",
+   "opp__long_mean__actual_conceded_pv_share__Cut_Back__Der_",
+   "opp__long_mean__actual_conceded_pv_share__Cut_Back__Izq_",
+   "opp__long_mean__actual_conceded_pv_share__Deep_Cross__Der_",
+   "opp__long_mean__actual_conceded_pv_share__Deep_Cross__Izq_",
+   "opp__long_mean__actual_conceded_pv_share__Half_Space__Der_",
+   "opp__long_mean__actual_conceded_pv_share__Half_Space__Izq_",
+   "opp__long_mean__actual_conceded_pv_share__Scoring_Zone",
+   "opp__long_mean__actual_press_share__x0_y0",
+   "opp__long_mean__actual_press_share__x0_y1",
+   "opp__long_mean__actual_press_share__x0_y2",
+   "opp__long_mean__actual_press_share__x1_y0",
+   "opp__long_mean__actual_press_share__x1_y1",
+   "opp__long_mean__actual_press_share__x1_y2",
+   "opp__long_mean__actual_press_share__x2_y0",
+   "opp__long_mean__actual_press_share__x2_y1",
+   "opp__long_mean__actual_press_share__x2_y2",
+   "opp__long_mean__actual_press_share__x3_y0",
+   "opp__long_mean__actual_press_share__x3_y1",
+   "opp__long_mean__actual_press_share__x3_y2",
+   "opp__long_mean__actual_pv_share__Creativity_Zone",
+   "opp__long_mean__actual_pv_share__Cross__Der_",
+   "opp__long_mean__actual_pv_share__Cross__Izq_",
+   "opp__long_mean__actual_pv_share__Cut_Back__Der_",
+   "opp__long_mean__actual_pv_share__Cut_Back__Izq_",
+   "opp__long_mean__actual_pv_share__Deep_Cross__Der_",
+   "opp__long_mean__actual_pv_share__Deep_Cross__Izq_",
+   "opp__long_mean__actual_pv_share__Half_Space__Der_",
+   "opp__long_mean__actual_pv_share__Half_Space__Izq_",
+   "opp__long_mean__actual_pv_share__Scoring_Zone",
+   "opp__long_mean__actual_recovery_share__x0_y0",
+   "opp__long_mean__actual_recovery_share__x0_y1",
+   "opp__long_mean__actual_recovery_share__x0_y2",
+   "opp__long_mean__actual_recovery_share__x1_y0",
+   "opp__long_mean__actual_recovery_share__x1_y1",
+   "opp__long_mean__actual_recovery_share__x1_y2",
+   "opp__long_mean__actual_recovery_share__x2_y0",
+   "opp__long_mean__actual_recovery_share__x2_y1",
+   "opp__long_mean__actual_recovery_share__x2_y2",
+   "opp__long_mean__actual_recovery_share__x3_y0",
+   "opp__long_mean__actual_recovery_share__x3_y1",
+   "opp__long_mean__actual_recovery_share__x3_y2",
+   "opp__long_mean__goals_against",
+   "opp__long_mean__goals_for",
+   "opp__long_mean__goals_for__opp",
+   "opp__long_mean__interception_cnt__x0_y0",
+   "opp__long_mean__interception_cnt__x0_y1",
+   "opp__long_mean__interception_cnt__x0_y2",
+   "opp__long_mean__interception_cnt__x1_y0",
+   "opp__long_mean__interception_cnt__x1_y1",
+   "opp__long_mean__interception_cnt__x1_y2",
+   "opp__long_mean__interception_cnt__x2_y0",
+   "opp__long_mean__interception_cnt__x2_y1",
+   "opp__long_mean__interception_cnt__x2_y2",
+   "opp__long_mean__interception_cnt__x3_y0",
+   "opp__long_mean__interception_cnt__x3_y1",
+   "opp__long_mean__interception_cnt__x3_y2",
+   "opp__long_mean__linesBroken_total",
+   "opp__long_mean__mf__acciones_defensivas_en_ofensiva",
+   "opp__long_mean__mf__acciones_defensivas_totales",
+   "opp__long_mean__mf__altura_media_recuperacion",
+   "opp__long_mean__mf__ancho_promedio_m_por_posesion",
+   "opp__long_mean__mf__attack_zone_pvAdded__Creativity Zone",
+   "opp__long_mean__mf__attack_zone_pvAdded__Cross (Der)",
+   "opp__long_mean__mf__attack_zone_pvAdded__Cross (Izq)",
+   "opp__long_mean__mf__attack_zone_pvAdded__Cut-Back (Der)",
+   "opp__long_mean__mf__attack_zone_pvAdded__Cut-Back (Izq)",
+   "opp__long_mean__mf__attack_zone_pvAdded__Deep Cross (Der)",
+   "opp__long_mean__mf__attack_zone_pvAdded__Deep Cross (Izq)",
+   "opp__long_mean__mf__attack_zone_pvAdded__Half-Space (Der)",
+   "opp__long_mean__mf__attack_zone_pvAdded__Half-Space (Izq)",
+   "opp__long_mean__mf__attack_zone_pvAdded__Scoring Zone",
+   "opp__long_mean__mf__attack_zone_pvAdded__Security Behind",
+   "opp__long_mean__mf__attack_zone_share__Creativity Zone",
+   "opp__long_mean__mf__attack_zone_share__Cross (Der)",
+   "opp__long_mean__mf__attack_zone_share__Cross (Izq)",
+   "opp__long_mean__mf__attack_zone_share__Cut-Back (Der)",
+   "opp__long_mean__mf__attack_zone_share__Cut-Back (Izq)",
+   "opp__long_mean__mf__attack_zone_share__Deep Cross (Der)",
+   "opp__long_mean__mf__attack_zone_share__Deep Cross (Izq)",
+   "opp__long_mean__mf__attack_zone_share__Half-Space (Der)",
+   "opp__long_mean__mf__attack_zone_share__Half-Space (Izq)",
+   "opp__long_mean__mf__attack_zone_share__Scoring Zone",
+   "opp__long_mean__mf__attack_zone_share__Security Behind",
+   "opp__long_mean__mf__avg_end_x_pass",
+   "opp__long_mean__mf__big_chances_generadas",
+   "opp__long_mean__mf__centros_totales_ultimo_tercio",
+   "opp__long_mean__mf__counter_press_recovery",
+   "opp__long_mean__mf__cross_share_last3",
+   "opp__long_mean__mf__final3_success",
+   "opp__long_mean__mf__high_recov_share",
+   "opp__long_mean__mf__pases_area",
+   "opp__long_mean__mf__pases_progresivos_sobre_pases",
+   "opp__long_mean__mf__pases_prom_secuencia",
+   "opp__long_mean__mf__pases_totales_ultimo_tercio",
+   "opp__long_mean__mf__passes_per_loss",
+   "opp__long_mean__mf__passes_per_shot",
+   "opp__long_mean__mf__pct_centros_pases_totales_ultimo_tercio",
+   "opp__long_mean__mf__pct_pases_largos",
+   "opp__long_mean__mf__possession_nunique",
+   "opp__long_mean__mf__ppda",
+   "opp__long_mean__mf__ppda_inv",
+   "opp__long_mean__mf__press_cnt__x0_y0",
+   "opp__long_mean__mf__press_cnt__x0_y1",
+   "opp__long_mean__mf__press_cnt__x0_y2",
+   "opp__long_mean__mf__press_cnt__x1_y0",
+   "opp__long_mean__mf__press_cnt__x1_y1",
+   "opp__long_mean__mf__press_cnt__x1_y2",
+   "opp__long_mean__mf__press_cnt__x2_y0",
+   "opp__long_mean__mf__press_cnt__x2_y1",
+   "opp__long_mean__mf__press_cnt__x2_y2",
+   "opp__long_mean__mf__press_cnt__x3_y0",
+   "opp__long_mean__mf__press_cnt__x3_y1",
+   "opp__long_mean__mf__press_cnt__x3_y2",
+   "opp__long_mean__mf__press_int_sum__x0_y0",
+   "opp__long_mean__mf__press_int_sum__x0_y1",
+   "opp__long_mean__mf__press_int_sum__x0_y2",
+   "opp__long_mean__mf__press_int_sum__x1_y0",
+   "opp__long_mean__mf__press_int_sum__x1_y1",
+   "opp__long_mean__mf__press_int_sum__x1_y2",
+   "opp__long_mean__mf__press_int_sum__x2_y0",
+   "opp__long_mean__mf__press_int_sum__x2_y1",
+   "opp__long_mean__mf__press_int_sum__x2_y2",
+   "opp__long_mean__mf__press_int_sum__x3_y0",
+   "opp__long_mean__mf__press_int_sum__x3_y1",
+   "opp__long_mean__mf__press_int_sum__x3_y2",
+   "opp__long_mean__mf__pressure_intensity_sum",
+   "opp__long_mean__mf__pressures",
+   "opp__long_mean__mf__progresion_promedio_m_por_posesion",
+   "opp__long_mean__mf__pvAdded_sum",
+   "opp__long_mean__mf__pvValue_sum",
+   "opp__long_mean__mf__recepciones_area",
+   "opp__long_mean__mf__recov_cnt__x0_y0",
+   "opp__long_mean__mf__recov_cnt__x0_y1",
+   "opp__long_mean__mf__recov_cnt__x0_y2",
+   "opp__long_mean__mf__recov_cnt__x1_y0",
+   "opp__long_mean__mf__recov_cnt__x1_y1",
+   "opp__long_mean__mf__recov_cnt__x1_y2",
+   "opp__long_mean__mf__recov_cnt__x2_y0",
+   "opp__long_mean__mf__recov_cnt__x2_y1",
+   "opp__long_mean__mf__recov_cnt__x2_y2",
+   "opp__long_mean__mf__recov_cnt__x3_y0",
+   "opp__long_mean__mf__recov_cnt__x3_y1",
+   "opp__long_mean__mf__recov_cnt__x3_y2",
+   "opp__long_mean__mf__recuperaciones_campo_propio",
+   "opp__long_mean__mf__recuperaciones_campo_rival",
+   "opp__long_mean__mf__ritmo_circulacion_pases_por_min",
+   "opp__long_mean__mf__shots",
+   "opp__long_mean__mf__shots_on_target",
+   "opp__long_mean__mf__tiros_area_grande",
+   "opp__long_mean__mf__tiros_area_pequeña",
+   "opp__long_mean__mf__tiros_fuera_de_area",
+   "opp__long_mean__mf__touches_area",
+   "opp__long_mean__mf__xg_por_tiro",
+   "opp__long_mean__mf__xg_suma_tiros",
+   "opp__long_mean__passes_long",
+   "opp__long_mean__passes_per_possession",
+   "opp__long_mean__passes_short",
+   "opp__long_mean__passes_total",
+   "opp__long_mean__possessions_nunique",
+   "opp__long_mean__press_cnt__x0_y0",
+   "opp__long_mean__press_cnt__x0_y1",
+   "opp__long_mean__press_cnt__x0_y2",
+   "opp__long_mean__press_cnt__x1_y0",
+   "opp__long_mean__press_cnt__x1_y1",
+   "opp__long_mean__press_cnt__x1_y2",
+   "opp__long_mean__press_cnt__x2_y0",
+   "opp__long_mean__press_cnt__x2_y1",
+   "opp__long_mean__press_cnt__x2_y2",
+   "opp__long_mean__press_cnt__x3_y0",
+   "opp__long_mean__press_cnt__x3_y1",
+   "opp__long_mean__press_cnt__x3_y2",
+   "opp__long_mean__pressures_total",
+   "opp__long_mean__pvAdded_total",
+   "opp__long_mean__pvAdded_total__opp",
+   "opp__long_mean__recoveries_total",
+   "opp__long_mean__short_long_pass_ratio",
+   "opp__long_mean__shots_total",
+   "opp__long_mean__shots_total__opp",
+   "opp__long_mean__zone_actions__Creativity_Zone",
+   "opp__long_mean__zone_actions__Creativity_Zone__opp",
+   "opp__long_mean__zone_actions__Cross__Der_",
+   "opp__long_mean__zone_actions__Cross__Der___opp",
+   "opp__long_mean__zone_actions__Cross__Izq_",
+   "opp__long_mean__zone_actions__Cross__Izq___opp",
+   "opp__long_mean__zone_actions__Cut_Back__Der_",
+   "opp__long_mean__zone_actions__Cut_Back__Der___opp",
+   "opp__long_mean__zone_actions__Cut_Back__Izq_",
+   "opp__long_mean__zone_actions__Cut_Back__Izq___opp",
+   "opp__long_mean__zone_actions__Deep_Cross__Der_",
+   "opp__long_mean__zone_actions__Deep_Cross__Der___opp",
+   "opp__long_mean__zone_actions__Deep_Cross__Izq_",
+   "opp__long_mean__zone_actions__Deep_Cross__Izq___opp",
+   "opp__long_mean__zone_actions__Half_Space__Der_",
+   "opp__long_mean__zone_actions__Half_Space__Der___opp",
+   "opp__long_mean__zone_actions__Half_Space__Izq_",
+   "opp__long_mean__zone_actions__Half_Space__Izq___opp",
+   "opp__long_mean__zone_actions__Scoring_Zone",
+   "opp__long_mean__zone_actions__Scoring_Zone__opp",
+   "opp__long_mean__zone_linesBroken__Creativity_Zone",
+   "opp__long_mean__zone_linesBroken__Cross__Der_",
+   "opp__long_mean__zone_linesBroken__Cross__Izq_",
+   "opp__long_mean__zone_linesBroken__Cut_Back__Der_",
+   "opp__long_mean__zone_linesBroken__Cut_Back__Izq_",
+   "opp__long_mean__zone_linesBroken__Deep_Cross__Der_",
+   "opp__long_mean__zone_linesBroken__Deep_Cross__Izq_",
+   "opp__long_mean__zone_linesBroken__Half_Space__Der_",
+   "opp__long_mean__zone_linesBroken__Half_Space__Izq_",
+   "opp__long_mean__zone_linesBroken__Scoring_Zone",
+   "opp__long_mean__zone_pvAdded__Creativity_Zone",
+   "opp__long_mean__zone_pvAdded__Creativity_Zone__opp",
+   "opp__long_mean__zone_pvAdded__Cross__Der_",
+   "opp__long_mean__zone_pvAdded__Cross__Der___opp",
+   "opp__long_mean__zone_pvAdded__Cross__Izq_",
+   "opp__long_mean__zone_pvAdded__Cross__Izq___opp",
+   "opp__long_mean__zone_pvAdded__Cut_Back__Der_",
+   "opp__long_mean__zone_pvAdded__Cut_Back__Der___opp",
+   "opp__long_mean__zone_pvAdded__Cut_Back__Izq_",
+   "opp__long_mean__zone_pvAdded__Cut_Back__Izq___opp",
+   "opp__long_mean__zone_pvAdded__Deep_Cross__Der_",
+   "opp__long_mean__zone_pvAdded__Deep_Cross__Der___opp",
+   "opp__long_mean__zone_pvAdded__Deep_Cross__Izq_",
+   "opp__long_mean__zone_pvAdded__Deep_Cross__Izq___opp",
+   "opp__long_mean__zone_pvAdded__Half_Space__Der_",
+   "opp__long_mean__zone_pvAdded__Half_Space__Der___opp",
+   "opp__long_mean__zone_pvAdded__Half_Space__Izq_",
+   "opp__long_mean__zone_pvAdded__Half_Space__Izq___opp",
+   "opp__long_mean__zone_pvAdded__Scoring_Zone",
+   "opp__long_mean__zone_pvAdded__Scoring_Zone__opp",
+   "opp__long_mean__zone_pvAdded_shots__Creativity_Zone",
+   "opp__long_mean__zone_pvAdded_shots__Cross__Der_",
+   "opp__long_mean__zone_pvAdded_shots__Cross__Izq_",
+   "opp__long_mean__zone_pvAdded_shots__Cut_Back__Der_",
+   "opp__long_mean__zone_pvAdded_shots__Cut_Back__Izq_",
+   "opp__long_mean__zone_pvAdded_shots__Deep_Cross__Der_",
+   "opp__long_mean__zone_pvAdded_shots__Deep_Cross__Izq_",
+   "opp__long_mean__zone_pvAdded_shots__Half_Space__Der_",
+   "opp__long_mean__zone_pvAdded_shots__Half_Space__Izq_",
+   "opp__long_mean__zone_pvAdded_shots__Scoring_Zone",
+   "opp__long_std__actual_press_share__x0_y0",
+   "opp__long_std__actual_press_share__x0_y1",
+   "opp__long_std__actual_press_share__x0_y2",
+   "opp__long_std__actual_press_share__x1_y0",
+   "opp__long_std__actual_press_share__x1_y1",
+   "opp__long_std__actual_press_share__x1_y2",
+   "opp__long_std__actual_press_share__x2_y0",
+   "opp__long_std__actual_press_share__x2_y1",
+   "opp__long_std__actual_press_share__x2_y2",
+   "opp__long_std__actual_press_share__x3_y0",
+   "opp__long_std__actual_press_share__x3_y1",
+   "opp__long_std__actual_press_share__x3_y2",
+   "opp__long_std__actual_recovery_share__x0_y0",
+   "opp__long_std__actual_recovery_share__x0_y1",
+   "opp__long_std__actual_recovery_share__x0_y2",
+   "opp__long_std__actual_recovery_share__x1_y0",
+   "opp__long_std__actual_recovery_share__x1_y1",
+   "opp__long_std__actual_recovery_share__x1_y2",
+   "opp__long_std__actual_recovery_share__x2_y0",
+   "opp__long_std__actual_recovery_share__x2_y1",
+   "opp__long_std__actual_recovery_share__x2_y2",
+   "opp__long_std__actual_recovery_share__x3_y0",
+   "opp__long_std__actual_recovery_share__x3_y1",
+   "opp__long_std__actual_recovery_share__x3_y2",
+   "opp__short_mean__actual_attack_share__Creativity_Zone",
+   "opp__short_mean__actual_attack_share__Cross__Der_",
+   "opp__short_mean__actual_attack_share__Cross__Izq_",
+   "opp__short_mean__actual_attack_share__Cut_Back__Der_",
+   "opp__short_mean__actual_attack_share__Cut_Back__Izq_",
+   "opp__short_mean__actual_attack_share__Deep_Cross__Der_",
+   "opp__short_mean__actual_attack_share__Deep_Cross__Izq_",
+   "opp__short_mean__actual_attack_share__Half_Space__Der_",
+   "opp__short_mean__actual_attack_share__Half_Space__Izq_",
+   "opp__short_mean__actual_attack_share__Scoring_Zone",
+   "opp__short_mean__actual_conceded_attack_share__Creativity_Zone",
+   "opp__short_mean__actual_conceded_attack_share__Cross__Der_",
+   "opp__short_mean__actual_conceded_attack_share__Cross__Izq_",
+   "opp__short_mean__actual_conceded_attack_share__Cut_Back__Der_",
+   "opp__short_mean__actual_conceded_attack_share__Cut_Back__Izq_",
+   "opp__short_mean__actual_conceded_attack_share__Deep_Cross__Der_",
+   "opp__short_mean__actual_conceded_attack_share__Deep_Cross__Izq_",
+   "opp__short_mean__actual_conceded_attack_share__Half_Space__Der_",
+   "opp__short_mean__actual_conceded_attack_share__Half_Space__Izq_",
+   "opp__short_mean__actual_conceded_attack_share__Scoring_Zone",
+   "opp__short_mean__actual_conceded_pv_share__Creativity_Zone",
+   "opp__short_mean__actual_conceded_pv_share__Cross__Der_",
+   "opp__short_mean__actual_conceded_pv_share__Cross__Izq_",
+   "opp__short_mean__actual_conceded_pv_share__Cut_Back__Der_",
+   "opp__short_mean__actual_conceded_pv_share__Cut_Back__Izq_",
+   "opp__short_mean__actual_conceded_pv_share__Deep_Cross__Der_",
+   "opp__short_mean__actual_conceded_pv_share__Deep_Cross__Izq_",
+   "opp__short_mean__actual_conceded_pv_share__Half_Space__Der_",
+   "opp__short_mean__actual_conceded_pv_share__Half_Space__Izq_",
+   "opp__short_mean__actual_conceded_pv_share__Scoring_Zone",
+   "opp__short_mean__actual_press_share__x0_y0",
+   "opp__short_mean__actual_press_share__x0_y1",
+   "opp__short_mean__actual_press_share__x0_y2",
+   "opp__short_mean__actual_press_share__x1_y0",
+   "opp__short_mean__actual_press_share__x1_y1",
+   "opp__short_mean__actual_press_share__x1_y2",
+   "opp__short_mean__actual_press_share__x2_y0",
+   "opp__short_mean__actual_press_share__x2_y1",
+   "opp__short_mean__actual_press_share__x2_y2",
+   "opp__short_mean__actual_press_share__x3_y0",
+   "opp__short_mean__actual_press_share__x3_y1",
+   "opp__short_mean__actual_press_share__x3_y2",
+   "opp__short_mean__actual_pv_share__Creativity_Zone",
+   "opp__short_mean__actual_pv_share__Cross__Der_",
+   "opp__short_mean__actual_pv_share__Cross__Izq_",
+   "opp__short_mean__actual_pv_share__Cut_Back__Der_",
+   "opp__short_mean__actual_pv_share__Cut_Back__Izq_",
+   "opp__short_mean__actual_pv_share__Deep_Cross__Der_",
+   "opp__short_mean__actual_pv_share__Deep_Cross__Izq_",
+   "opp__short_mean__actual_pv_share__Half_Space__Der_",
+   "opp__short_mean__actual_pv_share__Half_Space__Izq_",
+   "opp__short_mean__actual_pv_share__Scoring_Zone",
+   "opp__short_mean__actual_recovery_share__x0_y0",
+   "opp__short_mean__actual_recovery_share__x0_y1",
+   "opp__short_mean__actual_recovery_share__x0_y2",
+   "opp__short_mean__actual_recovery_share__x1_y0",
+   "opp__short_mean__actual_recovery_share__x1_y1",
+   "opp__short_mean__actual_recovery_share__x1_y2",
+   "opp__short_mean__actual_recovery_share__x2_y0",
+   "opp__short_mean__actual_recovery_share__x2_y1",
+   "opp__short_mean__actual_recovery_share__x2_y2",
+   "opp__short_mean__actual_recovery_share__x3_y0",
+   "opp__short_mean__actual_recovery_share__x3_y1",
+   "opp__short_mean__actual_recovery_share__x3_y2",
+   "opp__short_mean__goals_against",
+   "opp__short_mean__goals_for",
+   "opp__short_mean__goals_for__opp",
+   "opp__short_mean__interception_cnt__x0_y0",
+   "opp__short_mean__interception_cnt__x0_y1",
+   "opp__short_mean__interception_cnt__x0_y2",
+   "opp__short_mean__interception_cnt__x1_y0",
+   "opp__short_mean__interception_cnt__x1_y1",
+   "opp__short_mean__interception_cnt__x1_y2",
+   "opp__short_mean__interception_cnt__x2_y0",
+   "opp__short_mean__interception_cnt__x2_y1",
+   "opp__short_mean__interception_cnt__x2_y2",
+   "opp__short_mean__interception_cnt__x3_y0",
+   "opp__short_mean__interception_cnt__x3_y1",
+   "opp__short_mean__interception_cnt__x3_y2",
+   "opp__short_mean__linesBroken_total",
+   "opp__short_mean__mf__acciones_defensivas_en_ofensiva",
+   "opp__short_mean__mf__acciones_defensivas_totales",
+   "opp__short_mean__mf__altura_media_recuperacion",
+   "opp__short_mean__mf__ancho_promedio_m_por_posesion",
+   "opp__short_mean__mf__attack_zone_pvAdded__Creativity Zone",
+   "opp__short_mean__mf__attack_zone_pvAdded__Cross (Der)",
+   "opp__short_mean__mf__attack_zone_pvAdded__Cross (Izq)",
+   "opp__short_mean__mf__attack_zone_pvAdded__Cut-Back (Der)",
+   "opp__short_mean__mf__attack_zone_pvAdded__Cut-Back (Izq)",
+   "opp__short_mean__mf__attack_zone_pvAdded__Deep Cross (Der)",
+   "opp__short_mean__mf__attack_zone_pvAdded__Deep Cross (Izq)",
+   "opp__short_mean__mf__attack_zone_pvAdded__Half-Space (Der)",
+   "opp__short_mean__mf__attack_zone_pvAdded__Half-Space (Izq)",
+   "opp__short_mean__mf__attack_zone_pvAdded__Scoring Zone",
+   "opp__short_mean__mf__attack_zone_pvAdded__Security Behind",
+   "opp__short_mean__mf__attack_zone_share__Creativity Zone",
+   "opp__short_mean__mf__attack_zone_share__Cross (Der)",
+   "opp__short_mean__mf__attack_zone_share__Cross (Izq)",
+   "opp__short_mean__mf__attack_zone_share__Cut-Back (Der)",
+   "opp__short_mean__mf__attack_zone_share__Cut-Back (Izq)",
+   "opp__short_mean__mf__attack_zone_share__Deep Cross (Der)",
+   "opp__short_mean__mf__attack_zone_share__Deep Cross (Izq)",
+   "opp__short_mean__mf__attack_zone_share__Half-Space (Der)",
+   "opp__short_mean__mf__attack_zone_share__Half-Space (Izq)",
+   "opp__short_mean__mf__attack_zone_share__Scoring Zone",
+   "opp__short_mean__mf__attack_zone_share__Security Behind",
+   "opp__short_mean__mf__avg_end_x_pass",
+   "opp__short_mean__mf__big_chances_generadas",
+   "opp__short_mean__mf__centros_totales_ultimo_tercio",
+   "opp__short_mean__mf__counter_press_recovery",
+   "opp__short_mean__mf__cross_share_last3",
+   "opp__short_mean__mf__final3_success",
+   "opp__short_mean__mf__high_recov_share",
+   "opp__short_mean__mf__pases_area",
+   "opp__short_mean__mf__pases_progresivos_sobre_pases",
+   "opp__short_mean__mf__pases_prom_secuencia",
+   "opp__short_mean__mf__pases_totales_ultimo_tercio",
+   "opp__short_mean__mf__passes_per_loss",
+   "opp__short_mean__mf__passes_per_shot",
+   "opp__short_mean__mf__pct_centros_pases_totales_ultimo_tercio",
+   "opp__short_mean__mf__pct_pases_largos",
+   "opp__short_mean__mf__possession_nunique",
+   "opp__short_mean__mf__ppda",
+   "opp__short_mean__mf__ppda_inv",
+   "opp__short_mean__mf__press_cnt__x0_y0",
+   "opp__short_mean__mf__press_cnt__x0_y1",
+   "opp__short_mean__mf__press_cnt__x0_y2",
+   "opp__short_mean__mf__press_cnt__x1_y0",
+   "opp__short_mean__mf__press_cnt__x1_y1",
+   "opp__short_mean__mf__press_cnt__x1_y2",
+   "opp__short_mean__mf__press_cnt__x2_y0",
+   "opp__short_mean__mf__press_cnt__x2_y1",
+   "opp__short_mean__mf__press_cnt__x2_y2",
+   "opp__short_mean__mf__press_cnt__x3_y0",
+   "opp__short_mean__mf__press_cnt__x3_y1",
+   "opp__short_mean__mf__press_cnt__x3_y2",
+   "opp__short_mean__mf__press_int_sum__x0_y0",
+   "opp__short_mean__mf__press_int_sum__x0_y1",
+   "opp__short_mean__mf__press_int_sum__x0_y2",
+   "opp__short_mean__mf__press_int_sum__x1_y0",
+   "opp__short_mean__mf__press_int_sum__x1_y1",
+   "opp__short_mean__mf__press_int_sum__x1_y2",
+   "opp__short_mean__mf__press_int_sum__x2_y0",
+   "opp__short_mean__mf__press_int_sum__x2_y1",
+   "opp__short_mean__mf__press_int_sum__x2_y2",
+   "opp__short_mean__mf__press_int_sum__x3_y0",
+   "opp__short_mean__mf__press_int_sum__x3_y1",
+   "opp__short_mean__mf__press_int_sum__x3_y2",
+   "opp__short_mean__mf__pressure_intensity_sum",
+   "opp__short_mean__mf__pressures",
+   "opp__short_mean__mf__progresion_promedio_m_por_posesion",
+   "opp__short_mean__mf__pvAdded_sum",
+   "opp__short_mean__mf__pvValue_sum",
+   "opp__short_mean__mf__recepciones_area",
+   "opp__short_mean__mf__recov_cnt__x0_y0",
+   "opp__short_mean__mf__recov_cnt__x0_y1",
+   "opp__short_mean__mf__recov_cnt__x0_y2",
+   "opp__short_mean__mf__recov_cnt__x1_y0",
+   "opp__short_mean__mf__recov_cnt__x1_y1",
+   "opp__short_mean__mf__recov_cnt__x1_y2",
+   "opp__short_mean__mf__recov_cnt__x2_y0",
+   "opp__short_mean__mf__recov_cnt__x2_y1",
+   "opp__short_mean__mf__recov_cnt__x2_y2",
+   "opp__short_mean__mf__recov_cnt__x3_y0",
+   "opp__short_mean__mf__recov_cnt__x3_y1",
+   "opp__short_mean__mf__recov_cnt__x3_y2",
+   "opp__short_mean__mf__recuperaciones_campo_propio",
+   "opp__short_mean__mf__recuperaciones_campo_rival",
+   "opp__short_mean__mf__ritmo_circulacion_pases_por_min",
+   "opp__short_mean__mf__shots",
+   "opp__short_mean__mf__shots_on_target",
+   "opp__short_mean__mf__tiros_area_grande",
+   "opp__short_mean__mf__tiros_area_pequeña",
+   "opp__short_mean__mf__tiros_fuera_de_area",
+   "opp__short_mean__mf__touches_area",
+   "opp__short_mean__mf__xg_por_tiro",
+   "opp__short_mean__mf__xg_suma_tiros",
+   "opp__short_mean__passes_long",
+   "opp__short_mean__passes_per_possession",
+   "opp__short_mean__passes_short",
+   "opp__short_mean__passes_total",
+   "opp__short_mean__possessions_nunique",
+   "opp__short_mean__press_cnt__x0_y0",
+   "opp__short_mean__press_cnt__x0_y1",
+   "opp__short_mean__press_cnt__x0_y2",
+   "opp__short_mean__press_cnt__x1_y0",
+   "opp__short_mean__press_cnt__x1_y1",
+   "opp__short_mean__press_cnt__x1_y2",
+   "opp__short_mean__press_cnt__x2_y0",
+   "opp__short_mean__press_cnt__x2_y1",
+   "opp__short_mean__press_cnt__x2_y2",
+   "opp__short_mean__press_cnt__x3_y0",
+   "opp__short_mean__press_cnt__x3_y1",
+   "opp__short_mean__press_cnt__x3_y2",
+   "opp__short_mean__pressures_total",
+   "opp__short_mean__pvAdded_total",
+   "opp__short_mean__pvAdded_total__opp",
+   "opp__short_mean__recoveries_total",
+   "opp__short_mean__short_long_pass_ratio",
+   "opp__short_mean__shots_total",
+   "opp__short_mean__shots_total__opp",
+   "opp__short_mean__zone_actions__Creativity_Zone",
+   "opp__short_mean__zone_actions__Creativity_Zone__opp",
+   "opp__short_mean__zone_actions__Cross__Der_",
+   "opp__short_mean__zone_actions__Cross__Der___opp",
+   "opp__short_mean__zone_actions__Cross__Izq_",
+   "opp__short_mean__zone_actions__Cross__Izq___opp",
+   "opp__short_mean__zone_actions__Cut_Back__Der_",
+   "opp__short_mean__zone_actions__Cut_Back__Der___opp",
+   "opp__short_mean__zone_actions__Cut_Back__Izq_",
+   "opp__short_mean__zone_actions__Cut_Back__Izq___opp",
+   "opp__short_mean__zone_actions__Deep_Cross__Der_",
+   "opp__short_mean__zone_actions__Deep_Cross__Der___opp",
+   "opp__short_mean__zone_actions__Deep_Cross__Izq_",
+   "opp__short_mean__zone_actions__Deep_Cross__Izq___opp",
+   "opp__short_mean__zone_actions__Half_Space__Der_",
+   "opp__short_mean__zone_actions__Half_Space__Der___opp",
+   "opp__short_mean__zone_actions__Half_Space__Izq_",
+   "opp__short_mean__zone_actions__Half_Space__Izq___opp",
+   "opp__short_mean__zone_actions__Scoring_Zone",
+   "opp__short_mean__zone_actions__Scoring_Zone__opp",
+   "opp__short_mean__zone_linesBroken__Creativity_Zone",
+   "opp__short_mean__zone_linesBroken__Cross__Der_",
+   "opp__short_mean__zone_linesBroken__Cross__Izq_",
+   "opp__short_mean__zone_linesBroken__Cut_Back__Der_",
+   "opp__short_mean__zone_linesBroken__Cut_Back__Izq_",
+   "opp__short_mean__zone_linesBroken__Deep_Cross__Der_",
+   "opp__short_mean__zone_linesBroken__Deep_Cross__Izq_",
+   "opp__short_mean__zone_linesBroken__Half_Space__Der_",
+   "opp__short_mean__zone_linesBroken__Half_Space__Izq_",
+   "opp__short_mean__zone_linesBroken__Scoring_Zone",
+   "opp__short_mean__zone_pvAdded__Creativity_Zone",
+   "opp__short_mean__zone_pvAdded__Creativity_Zone__opp",
+   "opp__short_mean__zone_pvAdded__Cross__Der_",
+   "opp__short_mean__zone_pvAdded__Cross__Der___opp",
+   "opp__short_mean__zone_pvAdded__Cross__Izq_",
+   "opp__short_mean__zone_pvAdded__Cross__Izq___opp",
+   "opp__short_mean__zone_pvAdded__Cut_Back__Der_",
+   "opp__short_mean__zone_pvAdded__Cut_Back__Der___opp",
+   "opp__short_mean__zone_pvAdded__Cut_Back__Izq_",
+   "opp__short_mean__zone_pvAdded__Cut_Back__Izq___opp",
+   "opp__short_mean__zone_pvAdded__Deep_Cross__Der_",
+   "opp__short_mean__zone_pvAdded__Deep_Cross__Der___opp",
+   "opp__short_mean__zone_pvAdded__Deep_Cross__Izq_",
+   "opp__short_mean__zone_pvAdded__Deep_Cross__Izq___opp",
+   "opp__short_mean__zone_pvAdded__Half_Space__Der_",
+   "opp__short_mean__zone_pvAdded__Half_Space__Der___opp",
+   "opp__short_mean__zone_pvAdded__Half_Space__Izq_",
+   "opp__short_mean__zone_pvAdded__Half_Space__Izq___opp",
+   "opp__short_mean__zone_pvAdded__Scoring_Zone",
+   "opp__short_mean__zone_pvAdded__Scoring_Zone__opp",
+   "opp__short_mean__zone_pvAdded_shots__Creativity_Zone",
+   "opp__short_mean__zone_pvAdded_shots__Cross__Der_",
+   "opp__short_mean__zone_pvAdded_shots__Cross__Izq_",
+   "opp__short_mean__zone_pvAdded_shots__Cut_Back__Der_",
+   "opp__short_mean__zone_pvAdded_shots__Cut_Back__Izq_",
+   "opp__short_mean__zone_pvAdded_shots__Deep_Cross__Der_",
+   "opp__short_mean__zone_pvAdded_shots__Deep_Cross__Izq_",
+   "opp__short_mean__zone_pvAdded_shots__Half_Space__Der_",
+   "opp__short_mean__zone_pvAdded_shots__Half_Space__Izq_",
+   "opp__short_mean__zone_pvAdded_shots__Scoring_Zone",
+   "short_mean__actual_attack_share__Creativity_Zone",
+   "short_mean__actual_attack_share__Cross__Der_",
+   "short_mean__actual_attack_share__Cross__Izq_",
+   "short_mean__actual_attack_share__Cut_Back__Der_",
+   "short_mean__actual_attack_share__Cut_Back__Izq_",
+   "short_mean__actual_attack_share__Deep_Cross__Der_",
+   "short_mean__actual_attack_share__Deep_Cross__Izq_",
+   "short_mean__actual_attack_share__Half_Space__Der_",
+   "short_mean__actual_attack_share__Half_Space__Izq_",
+   "short_mean__actual_attack_share__Scoring_Zone",
+   "short_mean__actual_conceded_attack_share__Creativity_Zone",
+   "short_mean__actual_conceded_attack_share__Cross__Der_",
+   "short_mean__actual_conceded_attack_share__Cross__Izq_",
+   "short_mean__actual_conceded_attack_share__Cut_Back__Der_",
+   "short_mean__actual_conceded_attack_share__Cut_Back__Izq_",
+   "short_mean__actual_conceded_attack_share__Deep_Cross__Der_",
+   "short_mean__actual_conceded_attack_share__Deep_Cross__Izq_",
+   "short_mean__actual_conceded_attack_share__Half_Space__Der_",
+   "short_mean__actual_conceded_attack_share__Half_Space__Izq_",
+   "short_mean__actual_conceded_attack_share__Scoring_Zone",
+   "short_mean__actual_conceded_pv_share__Creativity_Zone",
+   "short_mean__actual_conceded_pv_share__Cross__Der_",
+   "short_mean__actual_conceded_pv_share__Cross__Izq_",
+   "short_mean__actual_conceded_pv_share__Cut_Back__Der_",
+   "short_mean__actual_conceded_pv_share__Cut_Back__Izq_",
+   "short_mean__actual_conceded_pv_share__Deep_Cross__Der_",
+   "short_mean__actual_conceded_pv_share__Deep_Cross__Izq_",
+   "short_mean__actual_conceded_pv_share__Half_Space__Der_",
+   "short_mean__actual_conceded_pv_share__Half_Space__Izq_",
+   "short_mean__actual_conceded_pv_share__Scoring_Zone",
+   "short_mean__actual_press_share__x0_y0",
+   "short_mean__actual_press_share__x0_y1",
+   "short_mean__actual_press_share__x0_y2",
+   "short_mean__actual_press_share__x1_y0",
+   "short_mean__actual_press_share__x1_y1",
+   "short_mean__actual_press_share__x1_y2",
+   "short_mean__actual_press_share__x2_y0",
+   "short_mean__actual_press_share__x2_y1",
+   "short_mean__actual_press_share__x2_y2",
+   "short_mean__actual_press_share__x3_y0",
+   "short_mean__actual_press_share__x3_y1",
+   "short_mean__actual_press_share__x3_y2",
+   "short_mean__actual_pv_share__Creativity_Zone",
+   "short_mean__actual_pv_share__Cross__Der_",
+   "short_mean__actual_pv_share__Cross__Izq_",
+   "short_mean__actual_pv_share__Cut_Back__Der_",
+   "short_mean__actual_pv_share__Cut_Back__Izq_",
+   "short_mean__actual_pv_share__Deep_Cross__Der_",
+   "short_mean__actual_pv_share__Deep_Cross__Izq_",
+   "short_mean__actual_pv_share__Half_Space__Der_",
+   "short_mean__actual_pv_share__Half_Space__Izq_",
+   "short_mean__actual_pv_share__Scoring_Zone",
+   "short_mean__actual_recovery_share__x0_y0",
+   "short_mean__actual_recovery_share__x0_y1",
+   "short_mean__actual_recovery_share__x0_y2",
+   "short_mean__actual_recovery_share__x1_y0",
+   "short_mean__actual_recovery_share__x1_y1",
+   "short_mean__actual_recovery_share__x1_y2",
+   "short_mean__actual_recovery_share__x2_y0",
+   "short_mean__actual_recovery_share__x2_y1",
+   "short_mean__actual_recovery_share__x2_y2",
+   "short_mean__actual_recovery_share__x3_y0",
+   "short_mean__actual_recovery_share__x3_y1",
+   "short_mean__actual_recovery_share__x3_y2",
+   "short_mean__goals_against",
+   "short_mean__goals_for",
+   "short_mean__goals_for__opp",
+   "short_mean__interception_cnt__x0_y0",
+   "short_mean__interception_cnt__x0_y1",
+   "short_mean__interception_cnt__x0_y2",
+   "short_mean__interception_cnt__x1_y0",
+   "short_mean__interception_cnt__x1_y1",
+   "short_mean__interception_cnt__x1_y2",
+   "short_mean__interception_cnt__x2_y0",
+   "short_mean__interception_cnt__x2_y1",
+   "short_mean__interception_cnt__x2_y2",
+   "short_mean__interception_cnt__x3_y0",
+   "short_mean__interception_cnt__x3_y1",
+   "short_mean__interception_cnt__x3_y2",
+   "short_mean__linesBroken_total",
+   "short_mean__mf__acciones_defensivas_en_ofensiva",
+   "short_mean__mf__acciones_defensivas_totales",
+   "short_mean__mf__altura_media_recuperacion",
+   "short_mean__mf__ancho_promedio_m_por_posesion",
+   "short_mean__mf__attack_zone_pvAdded__Creativity Zone",
+   "short_mean__mf__attack_zone_pvAdded__Cross (Der)",
+   "short_mean__mf__attack_zone_pvAdded__Cross (Izq)",
+   "short_mean__mf__attack_zone_pvAdded__Cut-Back (Der)",
+   "short_mean__mf__attack_zone_pvAdded__Cut-Back (Izq)",
+   "short_mean__mf__attack_zone_pvAdded__Deep Cross (Der)",
+   "short_mean__mf__attack_zone_pvAdded__Deep Cross (Izq)",
+   "short_mean__mf__attack_zone_pvAdded__Half-Space (Der)",
+   "short_mean__mf__attack_zone_pvAdded__Half-Space (Izq)",
+   "short_mean__mf__attack_zone_pvAdded__Scoring Zone",
+   "short_mean__mf__attack_zone_pvAdded__Security Behind",
+   "short_mean__mf__attack_zone_share__Creativity Zone",
+   "short_mean__mf__attack_zone_share__Cross (Der)",
+   "short_mean__mf__attack_zone_share__Cross (Izq)",
+   "short_mean__mf__attack_zone_share__Cut-Back (Der)",
+   "short_mean__mf__attack_zone_share__Cut-Back (Izq)",
+   "short_mean__mf__attack_zone_share__Deep Cross (Der)",
+   "short_mean__mf__attack_zone_share__Deep Cross (Izq)",
+   "short_mean__mf__attack_zone_share__Half-Space (Der)",
+   "short_mean__mf__attack_zone_share__Half-Space (Izq)",
+   "short_mean__mf__attack_zone_share__Scoring Zone",
+   "short_mean__mf__attack_zone_share__Security Behind",
+   "short_mean__mf__avg_end_x_pass",
+   "short_mean__mf__big_chances_generadas",
+   "short_mean__mf__centros_totales_ultimo_tercio",
+   "short_mean__mf__counter_press_recovery",
+   "short_mean__mf__cross_share_last3",
+   "short_mean__mf__final3_success",
+   "short_mean__mf__high_recov_share",
+   "short_mean__mf__pases_area",
+   "short_mean__mf__pases_progresivos_sobre_pases",
+   "short_mean__mf__pases_prom_secuencia",
+   "short_mean__mf__pases_totales_ultimo_tercio",
+   "short_mean__mf__passes_per_loss",
+   "short_mean__mf__passes_per_shot",
+   "short_mean__mf__pct_centros_pases_totales_ultimo_tercio",
+   "short_mean__mf__pct_pases_largos",
+   "short_mean__mf__possession_nunique",
+   "short_mean__mf__ppda",
+   "short_mean__mf__ppda_inv",
+   "short_mean__mf__press_cnt__x0_y0",
+   "short_mean__mf__press_cnt__x0_y1",
+   "short_mean__mf__press_cnt__x0_y2",
+   "short_mean__mf__press_cnt__x1_y0",
+   "short_mean__mf__press_cnt__x1_y1",
+   "short_mean__mf__press_cnt__x1_y2",
+   "short_mean__mf__press_cnt__x2_y0",
+   "short_mean__mf__press_cnt__x2_y1",
+   "short_mean__mf__press_cnt__x2_y2",
+   "short_mean__mf__press_cnt__x3_y0",
+   "short_mean__mf__press_cnt__x3_y1",
+   "short_mean__mf__press_cnt__x3_y2",
+   "short_mean__mf__press_int_sum__x0_y0",
+   "short_mean__mf__press_int_sum__x0_y1",
+   "short_mean__mf__press_int_sum__x0_y2",
+   "short_mean__mf__press_int_sum__x1_y0",
+   "short_mean__mf__press_int_sum__x1_y1",
+   "short_mean__mf__press_int_sum__x1_y2",
+   "short_mean__mf__press_int_sum__x2_y0",
+   "short_mean__mf__press_int_sum__x2_y1",
+   "short_mean__mf__press_int_sum__x2_y2",
+   "short_mean__mf__press_int_sum__x3_y0",
+   "short_mean__mf__press_int_sum__x3_y1",
+   "short_mean__mf__press_int_sum__x3_y2",
+   "short_mean__mf__pressure_intensity_sum",
+   "short_mean__mf__pressures",
+   "short_mean__mf__progresion_promedio_m_por_posesion",
+   "short_mean__mf__pvAdded_sum",
+   "short_mean__mf__pvValue_sum",
+   "short_mean__mf__recepciones_area",
+   "short_mean__mf__recov_cnt__x0_y0",
+   "short_mean__mf__recov_cnt__x0_y1",
+   "short_mean__mf__recov_cnt__x0_y2",
+   "short_mean__mf__recov_cnt__x1_y0",
+   "short_mean__mf__recov_cnt__x1_y1",
+   "short_mean__mf__recov_cnt__x1_y2",
+   "short_mean__mf__recov_cnt__x2_y0",
+   "short_mean__mf__recov_cnt__x2_y1",
+   "short_mean__mf__recov_cnt__x2_y2",
+   "short_mean__mf__recov_cnt__x3_y0",
+   "short_mean__mf__recov_cnt__x3_y1",
+   "short_mean__mf__recov_cnt__x3_y2",
+   "short_mean__mf__recuperaciones_campo_propio",
+   "short_mean__mf__recuperaciones_campo_rival",
+   "short_mean__mf__ritmo_circulacion_pases_por_min",
+   "short_mean__mf__shots",
+   "short_mean__mf__shots_on_target",
+   "short_mean__mf__tiros_area_grande",
+   "short_mean__mf__tiros_area_pequeña",
+   "short_mean__mf__tiros_fuera_de_area",
+   "short_mean__mf__touches_area",
+   "short_mean__mf__xg_por_tiro",
+   "short_mean__mf__xg_suma_tiros",
+   "short_mean__passes_long",
+   "short_mean__passes_per_possession",
+   "short_mean__passes_short",
+   "short_mean__passes_total",
+   "short_mean__possessions_nunique",
+   "short_mean__press_cnt__x0_y0",
+   "short_mean__press_cnt__x0_y1",
+   "short_mean__press_cnt__x0_y2",
+   "short_mean__press_cnt__x1_y0",
+   "short_mean__press_cnt__x1_y1",
+   "short_mean__press_cnt__x1_y2",
+   "short_mean__press_cnt__x2_y0",
+   "short_mean__press_cnt__x2_y1",
+   "short_mean__press_cnt__x2_y2",
+   "short_mean__press_cnt__x3_y0",
+   "short_mean__press_cnt__x3_y1",
+   "short_mean__press_cnt__x3_y2",
+   "short_mean__pressures_total",
+   "short_mean__pvAdded_total",
+   "short_mean__pvAdded_total__opp",
+   "short_mean__recoveries_total",
+   "short_mean__short_long_pass_ratio",
+   "short_mean__shots_total",
+   "short_mean__shots_total__opp",
+   "short_mean__zone_actions__Creativity_Zone",
+   "short_mean__zone_actions__Creativity_Zone__opp",
+   "short_mean__zone_actions__Cross__Der_",
+   "short_mean__zone_actions__Cross__Der___opp",
+   "short_mean__zone_actions__Cross__Izq_",
+   "short_mean__zone_actions__Cross__Izq___opp",
+   "short_mean__zone_actions__Cut_Back__Der_",
+   "short_mean__zone_actions__Cut_Back__Der___opp",
+   "short_mean__zone_actions__Cut_Back__Izq_",
+   "short_mean__zone_actions__Cut_Back__Izq___opp",
+   "short_mean__zone_actions__Deep_Cross__Der_",
+   "short_mean__zone_actions__Deep_Cross__Der___opp",
+   "short_mean__zone_actions__Deep_Cross__Izq_",
+   "short_mean__zone_actions__Deep_Cross__Izq___opp",
+   "short_mean__zone_actions__Half_Space__Der_",
+   "short_mean__zone_actions__Half_Space__Der___opp",
+   "short_mean__zone_actions__Half_Space__Izq_",
+   "short_mean__zone_actions__Half_Space__Izq___opp",
+   "short_mean__zone_actions__Scoring_Zone",
+   "short_mean__zone_actions__Scoring_Zone__opp",
+   "short_mean__zone_linesBroken__Creativity_Zone",
+   "short_mean__zone_linesBroken__Cross__Der_",
+   "short_mean__zone_linesBroken__Cross__Izq_",
+   "short_mean__zone_linesBroken__Cut_Back__Der_",
+   "short_mean__zone_linesBroken__Cut_Back__Izq_",
+   "short_mean__zone_linesBroken__Deep_Cross__Der_",
+   "short_mean__zone_linesBroken__Deep_Cross__Izq_",
+   "short_mean__zone_linesBroken__Half_Space__Der_",
+   "short_mean__zone_linesBroken__Half_Space__Izq_",
+   "short_mean__zone_linesBroken__Scoring_Zone",
+   "short_mean__zone_pvAdded_shots__Creativity_Zone",
+   "short_mean__zone_pvAdded_shots__Cross__Der_",
+   "short_mean__zone_pvAdded_shots__Cross__Izq_",
+   "short_mean__zone_pvAdded_shots__Cut_Back__Der_",
+   "short_mean__zone_pvAdded_shots__Cut_Back__Izq_",
+   "short_mean__zone_pvAdded_shots__Deep_Cross__Der_",
+   "short_mean__zone_pvAdded_shots__Deep_Cross__Izq_",
+   "short_mean__zone_pvAdded_shots__Half_Space__Der_",
+   "short_mean__zone_pvAdded_shots__Half_Space__Izq_",
+   "short_mean__zone_pvAdded_shots__Scoring_Zone",
+   "n_prior_matches",
+   "opp_n_prior_matches",
+   "is_home_num",
+   "league_Austrian Bundesliga",
+   "league_Belgian Challenger Pro League",
+   "league_Danish Superligaen",
+   "league_French Ligue 2",
+   "league_Italian Serie B",
+   "league_Liga Profesional Argentina",
+   "league_Serbian Super Liga",
+   "league_Spanish La Liga",
+   "league_Spanish Segunda Division",
+   "season_24",
+   "season_24-25",
+   "season_25",
+   "season_25-26",
+   "season_26"
   ]
  }
 }

docs/diccionarios/modelos/attack_matchup_gnn.md

@@ -61,6 +61,8 @@ proporción el modelo se sobreajustaba y apenas le ganaba al baseline.
 | Etapa | Qué se hace |
 |---|---|
 | **Split** | **temporal** (`_train_val_test_indices` → `_build_temporal_validation`): la validación son las fechas más recientes del train, y el test va aparte |
+| **Tamaños reales** | **8.506** train · **962** validación (desde el **16-nov-2025**) · **1.108** test |
+| **Ensemble** | **5 semillas** promediadas en log-espacio |
 | **Baselines** | se compara contra **dos**: el promedio de la temporada y el de los **últimos 8** partidos |
 | **Métrica** | **MAE**, con **intervalos bootstrap** sobre la diferencia modelo − baseline |
 | **Resultado** | el ensemble mejora **~3,6 %** el MAE sobre el baseline (cada semilla suelta: ~2,9–3,3 %) |
@@ -113,7 +115,7 @@ Liga Profesional Argentina.
 
 | Tipo | Qué es |
 |---|---|
-| **Globales** | **200** columnas, podadas desde ~950 candidatas (familia `mf__*` y rolling). Ver *Cómo se podan* abajo |
+| **Globales** | **200** columnas, podadas desde ~950 candidatas (familia `mf__*` y rolling). La lista exacta está en el CSV y en la referencia. Ver *Cómo se podan* abajo |
 | **De nodo** | por zona: ataque y PV **propios**, **concedidos** y **del rival** |
 | **Baselines** | promedio de la temporada y de los últimos 8 partidos, que entran al modelo como residual |
 

docs/diccionarios/modelos/pv_distribution_gnn.md

@@ -29,7 +29,7 @@ en vez de predecirlas por separado.
 
 | Pieza | Qué hace |
 |---|---|
-| **Rama global** | toma las features del partido y las proyecta a un vector de contexto (96 dim) |
+| **Rama global** | toma las **1.069 features** del partido y las proyecta a un vector de contexto (96 dim) |
 | **Rama de nodo** | por zona: ataque y PV propios, concedidos y del rival |
 | **Bloques de grafo** | 3 capas que propagan información entre zonas vecinas (dropout 0.06) |
 | **Cabezas `gate` + `delta`** | el modelo **no predice el valor directo**: aprende una **corrección sobre un baseline**, y una compuerta que decide cuánto pesa cada baseline |
@@ -53,6 +53,7 @@ Los dos baselines que combina:
 | **Estandarización** | medias y desvíos calculados **solo sobre train** (globales y de nodo), y los NaN se rellenan con la **mediana del train** |
 | **Épocas** | hasta 260, con early stopping |
 | **Semilla** | `RANDOM_SEED = 42` |
+| **Tamaños reales** | **7.395** train · **842** validación (desde el **17-nov-2025**) · **981** test |
 | **Métrica** | **MAE** contra los dos baselines (temporada y forma reciente) |
 
 > Igual que el modelo de ataque, **el split es temporal**: entrena con lo viejo y se evalúa con lo
@@ -69,7 +70,14 @@ equipos**, temporadas 24-25 y 25-26, fechas de ene-2024 a mar-2026.
 `target_pv_share__<zona>` — el **share de PV (peligro)** de cada zona, con los mismos 10 nombres de
 zona que el modelo de ataque (`Scoring_Zone`, `Half_Space__Izq_`, etc.).
 
-La única diferencia con el modelo de ataque es el target: **`attack_share`** (por dónde ataca) vs
+### Una diferencia importante con el modelo de ataque
+
+Este **NO poda las features**: usa las **1.069 globales** tal cual, mientras que el de ataque se
+queda con 200 tras una poda agresiva. Los dos entrenan con el mismo dataset (~10.900 filas), así que
+este modelo tiene una proporción features/filas mucho más exigente y **más riesgo de sobreajuste**.
+Es un candidato claro a aplicarle la misma poda que al de ataque, y medir si mejora.
+
+La otra diferencia es el target: **`attack_share`** (por dónde ataca) vs
 **`pv_share`** (dónde genera peligro). Las variables de entrada son las mismas.
 
 ---

scripts/build_team_stats_agg.py

@@ -11,6 +11,7 @@ Uso: python scripts/build_team_stats_agg.py
 
 from __future__ import annotations
 
+import os
 import sys
 import tempfile
 from pathlib import Path
@@ -84,17 +85,28 @@ def _aggregate(csv_path: Path) -> pd.DataFrame:
     mean = g[metric_cols].mean()
     out = mean.reset_index()
     out["n_partidos"] = g.size().values
+    # derivada: % éxito de centros = completados / totales (reemplaza los dos crudos).
+    if {"cross_completados", "cross_total"} <= set(out.columns):
+        tot = out["cross_total"].where(out["cross_total"] > 0)
+        out["pct_exito_centros"] = (out["cross_completados"] / tot).round(4)
+        out = out.drop(columns=["cross_completados", "cross_total"])
     print(f"Partidos (versión consistente): {len(full):,} | equipos-temporada: {len(out):,} | "
-          f"métricas: {len(metric_cols)}", flush=True)
+          f"métricas: {len(out.columns) - len(KEYS) - 1}", flush=True)
     return out
 
 
 def main() -> None:
     OUT.parent.mkdir(parents=True, exist_ok=True)
-    with tempfile.TemporaryDirectory() as td:
-        csv_path = Path(td) / "team_stats_all_leagues.csv"
-        _download(csv_path)
-        agg = _aggregate(csv_path)
+    # Permite reusar un CSV ya bajado (RACING_TEAMSTATS_CSV) y no re-descargar 1 GB.
+    local = os.getenv("RACING_TEAMSTATS_CSV")
+    if local and Path(local).exists():
+        print(f"Usando CSV local: {local}", flush=True)
+        agg = _aggregate(Path(local))
+    else:
+        with tempfile.TemporaryDirectory() as td:
+            csv_path = Path(td) / "team_stats_all_leagues.csv"
+            _download(csv_path)
+            agg = _aggregate(csv_path)
     agg.to_parquet(OUT, index=False)
     print(f"Guardado: {OUT}  ({OUT.stat().st_size / 1e6:.1f} MB)")
 

scripts/build_var_dict.py

@@ -26,6 +26,15 @@ from racing_reports import team_vars
 
 XLSX = Path(sys.argv[1]) if len(sys.argv) > 1 else Path.home() / "Documents/Racing/diccionario_variables.xlsx"
 OUT = Path(__file__).resolve().parents[1] / "vendor" / "data" / "var_dict.json"
+# Grupos custom (Balón parado, Centros, Defensa, …) por feature — fuente editable.
+# Una feature puede estar en varios grupos. Reemplazan al 'tipo' en las secciones 2 y 3 de la app.
+GROUPS_FILE = Path(__file__).resolve().parent / "feature_groups.json"
+FEATURE_GROUPS = json.loads(GROUPS_FILE.read_text(encoding="utf-8")) if GROUPS_FILE.exists() else {}
+
+# Nombres de uso recuperados de "Estilos de juego - bloque.xlsx" para columnas que el
+# diccionario_variables.xlsx no nombra (si no, la app mostraba el nombre técnico crudo).
+EXTRA_FILE = Path(__file__).resolve().parent / "var_labels_extra.json"
+EXTRA_LABELS = json.loads(EXTRA_FILE.read_text(encoding="utf-8")) if EXTRA_FILE.exists() else {}
 
 
 # Variables donde MENOS es mejor (rival / en contra / concedidas / errores propios).
@@ -40,7 +49,7 @@ NEGATIVE_COLS = {
     "goles_corner_rival", "goles_regular_play_rival", "goles_tempranos_rival",
     "goles_totales_rival", "goles_transicion_rival", "pases_<20m_no_cross_rival",
     "pases_peligrosos_exitosos_con_centros_rival", "pases_progresivos_exitosos_rival",
-    "pases_progresivos_rival", "pct_centros_pases_totales_ultimo_tercio_rival",
+    "pases_progresivos_rival",
     "pct_pases_exitosos_t1-2_rival", "pct_pases_exitosos_t3_rival", "pct_posesion_rival",
     "recepciones_area_rival", "ritmo_circulacion_pases_por_min_rival", "ritmo_progresion_rival",
     "shots_on_target_rival", "shots_rival", "situacion_fast_break_rival",
@@ -50,11 +59,32 @@ NEGATIVE_COLS = {
     "velocidad_progresion_m_por_s_rival", "xa_acumulado_rival", "xg_avg_tras_corner_rival",
     "xg_suma_tiros_rival", "xg_tiros_tras_corner_rival", "xgot_avg__tras_corner_rival",
     "xgot_suma_ontarget_rival", "xgot_tiros_tras_corner_rival", "xt_acumulado_rival",
+    # --- rival: xG generado (todo xg_*_rival = malo) + recuperaciones / progresión permitida ---
+    "recuperaciones_campo_rival_rival", "recuperaciones_campo_propio_rival",
+    "avg_end_x_pass_rival", "pases_endx_1_2_tercio_rival",
+    "xg_avg_vs_bloque_alto_rival", "xg_avg_vs_bloque_medio_rival", "xg_avg_vs_bloque_bajo_rival",
+    "xg_vs_bloque_alto_rival", "xg_vs_bloque_medio_rival", "xg_vs_bloque_bajo_rival",
+    "xg_secuencias_build_up_rival",
+    "xg_tras_centro_inswinger_area_rival", "xg_tras_centro_inswinger_temprano_rival",
+    "xg_tras_centro_outswinger_area_rival", "xg_tras_centro_outswinger_temprano_rival",
+    "xg_tras_centro_raso_area_cutback_rival", "xg_tras_centro_raso_area_dividido_rival",
+    "xg_tras_centro_raso_temprano_rival", "xg_tras_error_rival", "xg_tras_presion_alta_rival",
+    "xg_tras_profundidad_corta_rival", "xg_tras_profundidad_larga_rival",
+    "xg_tras_profundidad_media_rival", "xg_tras_recuperacion_tras_perdida_rival",
+    "xg_tras_transicion_abp_rival", "xg_tras_transicion_bloque_bajo_medio_rival",
+    "xg_tras_transicion_juego_directo_rival",
+    # --- propias: no queremos muchos centros ni pelotazos del equipo propio ---
+    "pct_centros_pases_totales_ultimo_tercio", "pct_pases_largos",
     # --- propias: errores / pérdidas / tarjetas / presión propia (ppda bajo = mejor) ---
     "errores_quederivan_tiro/gol", "perdidas_no_forzadas", "tarjetas_totales",
     "tarjetas_rojas", "gpi_perdidas", "ppda",
 }
 
+# Labels/tipos para columnas DERIVADAS que no están en el Excel del proveedor.
+MANUAL_LABELS = {
+    "pct_exito_centros": {"label": "% Éxito Centros", "tipo": "Ofensiva"},
+}
+
 
 def _top_type(cat: str) -> str:
     base = str(cat).split("–")[0].strip()  # separador es en-dash U+2013
@@ -70,9 +100,12 @@ def main() -> None:
     # mapear a las columnas reales del agregado (canónicas, en minúscula)
     out = {}
     for c in team_vars.variables():
-        info = by_col.get(c.lower()) or {"label": c, "tipo": "Otras"}
+        info = (MANUAL_LABELS.get(c.lower()) or by_col.get(c.lower())
+                or ({"label": EXTRA_LABELS[c], "tipo": "Otras"} if c in EXTRA_LABELS else None)
+                or {"label": c, "tipo": "Otras"})
         info = dict(info)
         info["negativa"] = c in NEGATIVE_COLS
+        info["grupos"] = FEATURE_GROUPS.get(c, [])
         out[c] = info
     OUT.parent.mkdir(parents=True, exist_ok=True)
     OUT.write_text(json.dumps(out, ensure_ascii=False, indent=0), encoding="utf-8")

scripts/feature_groups.json

@@ -0,0 +1,726 @@
+{
+"acciones_defensivas_en_ofensiva": [
+"Presión",
+"Defensiva – Presión"
+],
+"acciones_defensivas_en_ofensiva_rival": [
+"Presión (rival)"
+],
+"acciones_defensivas_en_ultimo_tercio": [
+"Presión"
+],
+"acciones_defensivas_totales": [
+"Defensa"
+],
+"altura_media_recuperacion": [
+"Presión",
+"Defensiva – Presión"
+],
+"altura_media_recuperacion_campo_propio": [
+"Defensa",
+"Defensiva – Presión"
+],
+"avg_one_twos_progress": [
+"Elaboración y posesión"
+],
+"ballrecovery": [
+"Defensa"
+],
+"centros_de_faltas": [
+"Balón parado",
+"Centros"
+],
+"centros_totales_ultimo_tercio": [
+"Centros",
+"Ofensiva – Creación"
+],
+"clearance_totales": [
+"Defensa"
+],
+"corners": [
+"Balón parado"
+],
+"counter_press_recovery": [
+"Presión",
+"Defensiva – Presión"
+],
+"counter_press_recovery_rival": [
+"Presión (rival)"
+],
+"cutbacks": [
+"Centros",
+"Build-up / Posesión"
+],
+"duelos_aereos_ganados": [
+"Defensa"
+],
+"duelos_aereos_ganados_rival": [
+"Defensa (rival)"
+],
+"errores_quederivan_tiro/gol": [
+"Defensa"
+],
+"goles_corner": [
+"Balón parado"
+],
+"goles_corner_rival": [
+"Balón parado (rival)"
+],
+"goles_regular_play": [
+"Elaboración y posesión"
+],
+"goles_regular_play_rival": [
+"Elaboración y posesión (rival)"
+],
+"goles_transicion": [
+"Verticalidad",
+"Transiciones – Ofensivas"
+],
+"goles_transicion_rival": [
+"Verticalidad (rival)"
+],
+"gpe": [
+"Presión",
+"Defensiva – Presión"
+],
+"gpi": [
+"Presión",
+"Defensiva – Presión"
+],
+"gpi_intentos": [
+"Presión"
+],
+"gpi_recuperaciones": [
+"Presión"
+],
+"indice_verticalidad_transiciones_avg": [
+"Verticalidad",
+"Transiciones – Ofensivas"
+],
+"indice_verticalidad_transiciones_avg_rival": [
+"Verticalidad (rival)",
+"Transiciones – Defensivas"
+],
+"indice_verticalidad_transiciones_suma": [
+"Verticalidad",
+"Transiciones – Ofensivas"
+],
+"indice_verticalidad_transiciones_suma_rival": [
+"Verticalidad (rival)",
+"Transiciones – Defensivas"
+],
+"intercepciones": [
+"Defensa"
+],
+"keypass": [
+"Rotura de líneas",
+"Ofensiva – Creación"
+],
+"n_pases_cuadrado_debil": [
+"Rotura de líneas",
+"Ofensiva – Creación"
+],
+"n_posesiones_con_finalizacion": [
+"Elaboración y posesión",
+"Build-up / Posesión"
+],
+"one_twos": [
+"Elaboración y posesión",
+"Juego corto",
+"Build-up / Posesión"
+],
+"pases_<20m_no_cross": [
+"Juego corto",
+"Ofensiva – Creación"
+],
+"pases_<20m_no_cross_rival": [
+"Juego corto (rival)",
+"Defensiva"
+],
+"pases_endx_1_2_tercio": [
+"Elaboración y posesión",
+"Build-up / Posesión"
+],
+"pases_endx_1_2_tercio_rival": [
+"Elaboración y posesión (rival)",
+"Defensiva – Presión"
+],
+"pases_endx_tercio_final": [
+"Elaboración y posesión"
+],
+"pases_peligrosos_exitosos_con_centros": [
+"Centros",
+"Ofensiva – Creación"
+],
+"pases_peligrosos_exitosos_con_centros_rival": [
+"Centros (rival)",
+"Defensiva"
+],
+"pases_prog_prom_secuencia": [
+"Verticalidad",
+"Build-up / Posesión"
+],
+"pases_progresivos": [
+"Verticalidad",
+"Build-up / Posesión"
+],
+"pases_progresivos_exitosos": [
+"Verticalidad",
+"Build-up / Posesión"
+],
+"pases_progresivos_exitosos_rival": [
+"Verticalidad (rival)",
+"Defensiva – Presión"
+],
+"pases_progresivos_no_exitosos": [
+"Verticalidad",
+"Build-up / Posesión"
+],
+"pases_progresivos_rival": [
+"Verticalidad (rival)",
+"Defensiva"
+],
+"pases_progresivos_sobre_pases": [
+"Verticalidad",
+"Build-up / Posesión"
+],
+"pases_totales": [
+"Elaboración y posesión"
+],
+"pases_totales_a_ultimo_tercio": [
+"Verticalidad"
+],
+"pases_totales_ultimo_tercio": [
+"Elaboración y posesión"
+],
+"pct_centros_pases_totales_ultimo_tercio": [
+"Centros",
+"Elaboración y posesión",
+"Ofensiva – Creación"
+],
+"pct_centros_pases_totales_ultimo_tercio_rival": [
+"Centros (rival)",
+"Elaboración y posesión (rival)",
+"Defensiva – Presión"
+],
+"pct_pases_cortos": [
+"Elaboración y posesión",
+"Juego corto",
+"Build-up / Posesión"
+],
+"pct_pases_exitosos_t1-2": [
+"Elaboración y posesión"
+],
+"pct_pases_exitosos_t1-2_rival": [
+"Elaboración y posesión (rival)",
+"Defensiva – Presión"
+],
+"pct_pases_exitosos_t3": [
+"Elaboración y posesión",
+"Build-up / Posesión"
+],
+"pct_pases_exitosos_t3_rival": [
+"Elaboración y posesión (rival)",
+"Defensiva – Presión"
+],
+"pct_pases_largos": [
+"Elaboración y posesión",
+"Juego corto",
+"Build-up / Posesión"
+],
+"pct_pases_largos_rival": [
+"Elaboración y posesión (rival)",
+"Juego corto (rival)",
+"Defensiva – Presión"
+],
+"pct_pases_medios": [
+"Elaboración y posesión",
+"Juego corto",
+"Build-up / Posesión"
+],
+"pct_posesion": [
+"Elaboración y posesión",
+"Build-up / Posesión"
+],
+"pct_posesion_rival": [
+"Elaboración y posesión (rival)",
+"Defensiva – Presión"
+],
+"pct_tiros_tras_corner": [
+"Balón parado"
+],
+"posesiones_build_up_exitoso": [
+"Elaboración y posesión",
+"Build-up / Posesión"
+],
+"ppda": [
+"Defensa",
+"Presión",
+"Defensiva – Presión"
+],
+"ppda_against": [
+"Elaboración y posesión",
+"Defensa (rival)",
+"Presión (rival)",
+"Defensiva – Presión"
+],
+"progresion_promedio_m_por_posesion": [
+"Elaboración y posesión",
+"Verticalidad"
+],
+"recuperaciones_campo_propio": [
+"Defensa"
+],
+"recuperaciones_campo_propio_rival": [
+"Defensa (rival)",
+"Build-up / Posesión"
+],
+"recuperaciones_campo_rival": [
+"Defensa (rival)"
+],
+"recuperaciones_campo_rival_rival": [
+"Defensa (rival)",
+"Build-up / Posesión"
+],
+"ritmo_circulacion_pases_por_min": [
+"Elaboración y posesión",
+"Build-up / Posesión"
+],
+"ritmo_circulacion_pases_por_min_rival": [
+"Elaboración y posesión (rival)"
+],
+"ritmo_progresion": [
+"Verticalidad",
+"Build-up / Posesión"
+],
+"ritmo_progresion_rival": [
+"Verticalidad (rival)"
+],
+"secuencias_build_up": [
+"Elaboración y posesión",
+"Build-up / Posesión"
+],
+"secuencias_build_up_rival": [
+"Elaboración y posesión (rival)"
+],
+"secuencias_progresivas": [
+"Verticalidad"
+],
+"shots_on_target_rival": [
+"Defensa (rival)"
+],
+"shots_rival": [
+"Defensa (rival)"
+],
+"situacion_fast_break": [
+"Verticalidad",
+"Transiciones – Ofensivas"
+],
+"situacion_fast_break_rival": [
+"Defensa (rival)",
+"Verticalidad (rival)"
+],
+"tackles_totales": [
+"Defensa"
+],
+"throughballs": [
+"Rotura de líneas",
+"Ofensiva – Creación"
+],
+"throughballs_exitosos": [
+"Rotura de líneas",
+"Ofensiva – Creación"
+],
+"throughballs_exitosos_rival": [
+"Rotura de líneas (rival)",
+"Defensiva"
+],
+"throughballs_rival": [
+"Rotura de líneas (rival)",
+"Defensiva"
+],
+"tiros_bloqueados": [
+"Defensa"
+],
+"tiros_corner": [
+"Balón parado"
+],
+"tiros_corner_rival": [
+"Balón parado (rival)"
+],
+"velocidad_progresion_m_por_s": [
+"Verticalidad",
+"Build-up / Posesión"
+],
+"velocidad_progresion_m_por_s_rival": [
+"Verticalidad (rival)"
+],
+"xg_avg_tras_corner": [
+"Balón parado"
+],
+"xg_avg_tras_corner_rival": [
+"Balón parado (rival)"
+],
+"xg_avg_vs_bloque_alto": [
+"Defensa (rival)",
+"Ofensiva – Creación"
+],
+"xg_avg_vs_bloque_alto_rival": [
+"Defensa",
+"Defensiva"
+],
+"xg_avg_vs_bloque_bajo": [
+"Defensa (rival)",
+"Ofensiva – Creación"
+],
+"xg_avg_vs_bloque_bajo_rival": [
+"Defensa",
+"Defensiva"
+],
+"xg_avg_vs_bloque_medio": [
+"Defensa (rival)",
+"Ofensiva – Creación"
+],
+"xg_avg_vs_bloque_medio_rival": [
+"Defensa",
+"Defensiva"
+],
+"xg_secuencias_build_up": [
+"Elaboración y posesión"
+],
+"xg_secuencias_build_up_rival": [
+"Elaboración y posesión (rival)",
+"Defensiva"
+],
+"xg_suma_tiros_rival": [
+"Defensa (rival)"
+],
+"xg_tiros_tras_corner": [
+"Balón parado"
+],
+"xg_tiros_tras_corner_rival": [
+"Balón parado (rival)"
+],
+"xg_tras_centro_inswinger_area": [
+"Centros",
+"Ofensiva – Creación"
+],
+"xg_tras_centro_inswinger_area_rival": [
+"Centros (rival)",
+"Defensiva"
+],
+"xg_tras_centro_inswinger_temprano": [
+"Centros",
+"Ofensiva – Creación"
+],
+"xg_tras_centro_inswinger_temprano_rival": [
+"Centros (rival)",
+"Defensiva"
+],
+"xg_tras_centro_outswinger_area": [
+"Centros",
+"Ofensiva – Creación"
+],
+"xg_tras_centro_outswinger_area_rival": [
+"Centros (rival)",
+"Defensiva"
+],
+"xg_tras_centro_outswinger_temprano": [
+"Centros",
+"Ofensiva – Creación"
+],
+"xg_tras_centro_outswinger_temprano_rival": [
+"Centros (rival)",
+"Defensiva"
+],
+"xg_tras_centro_raso_area_cutback": [
+"Centros",
+"Ofensiva – Creación"
+],
+"xg_tras_centro_raso_area_cutback_rival": [
+"Centros (rival)",
+"Defensiva"
+],
+"xg_tras_centro_raso_area_dividido": [
+"Centros",
+"Ofensiva – Creación"
+],
+"xg_tras_centro_raso_area_dividido_rival": [
+"Centros (rival)",
+"Defensiva"
+],
+"xg_tras_centro_raso_temprano": [
+"Centros",
+"Ofensiva – Creación"
+],
+"xg_tras_centro_raso_temprano_rival": [
+"Centros (rival)",
+"Defensiva"
+],
+"xg_tras_presion_alta": [
+"Presión",
+"Defensiva – Presión"
+],
+"xg_tras_presion_alta_rival": [
+"Presión (rival)"
+],
+"xg_tras_profundidad_corta": [
+"Rotura de líneas",
+"Ofensiva – Creación"
+],
+"xg_tras_profundidad_corta_rival": [
+"Rotura de líneas (rival)",
+"Defensiva"
+],
+"xg_tras_profundidad_larga": [
+"Rotura de líneas",
+"Ofensiva – Creación"
+],
+"xg_tras_profundidad_larga_rival": [
+"Rotura de líneas (rival)",
+"Defensiva"
+],
+"xg_tras_profundidad_media": [
+"Rotura de líneas",
+"Ofensiva – Creación"
+],
+"xg_tras_profundidad_media_rival": [
+"Rotura de líneas (rival)",
+"Defensiva"
+],
+"xg_tras_recuperacion_tras_perdida": [
+"Defensa",
+"Defensiva – Presión"
+],
+"xg_tras_recuperacion_tras_perdida_rival": [
+"Defensa (rival)",
+"Transiciones – Defensivas"
+],
+"xg_tras_transicion_abp": [
+"Balón parado",
+"Verticalidad",
+"Transiciones – Ofensivas"
+],
+"xg_tras_transicion_abp_rival": [
+"Balón parado (rival)",
+"Verticalidad (rival)",
+"Transiciones – Defensivas"
+],
+"xg_tras_transicion_bloque_bajo_medio": [
+"Verticalidad",
+"Transiciones – Ofensivas"
+],
+"xg_tras_transicion_bloque_bajo_medio_rival": [
+"Verticalidad (rival)",
+"Transiciones – Defensivas"
+],
+"xg_tras_transicion_juego_directo": [
+"Verticalidad",
+"Transiciones – Ofensivas"
+],
+"xg_tras_transicion_juego_directo_rival": [
+"Verticalidad (rival)",
+"Transiciones – Defensivas"
+],
+"xgot_avg__tras_corner": [
+"Balón parado"
+],
+"xgot_avg__tras_corner_rival": [
+"Balón parado (rival)"
+],
+"xgot_suma_ontarget_rival": [
+"Defensa (rival)"
+],
+"xgot_tiros_tras_corner": [
+"Balón parado"
+],
+"xgot_tiros_tras_corner_rival": [
+"Balón parado (rival)"
+],
+"pct_exito_centros": [
+"Centros"
+],
+"ancho_promedio_m_por_posesion": [
+"Build-up / Posesión"
+],
+"avg_dist_pase": [
+"Build-up / Posesión"
+],
+"pases_prom_secuencia": [
+"Build-up / Posesión"
+],
+"n_pases_tercer_hombre": [
+"Build-up / Posesión"
+],
+"pases_divididos": [
+"Build-up / Posesión"
+],
+"pases_ancho_30m": [
+"Build-up / Posesión"
+],
+"pct_pases_fuera_area_gk": [
+"Build-up / Posesión"
+],
+"pct_pases_rasos_gk": [
+"Build-up / Posesión"
+],
+"avg_distancia_porteria_pases_cortos_gk": [
+"Build-up / Posesión"
+],
+"agresividad_offside": [
+"Defensiva"
+],
+"avg_altura_offside": [
+"Defensiva"
+],
+"offside_provoked": [
+"Defensiva"
+],
+"recepciones_area_rival": [
+"Defensiva"
+],
+"sweeper_keeper_opa": [
+"Defensiva"
+],
+"touches_area_rival": [
+"Defensiva"
+],
+"xg_tras_error_rival": [
+"Defensiva"
+],
+"xg_vs_bloque_alto_rival": [
+"Defensiva"
+],
+"xg_vs_bloque_bajo_rival": [
+"Defensiva"
+],
+"xg_vs_bloque_medio_rival": [
+"Defensiva"
+],
+"pct_centros_aereo_rival": [
+"Defensiva"
+],
+"tiros_mas_25_metros_rival": [
+"Defensiva"
+],
+"xg_tiros_mas_25_metros_rival": [
+"Defensiva"
+],
+"pct_tiros_fuera_area_rival": [
+"Defensiva"
+],
+"pct_tiros_cabeza_rival": [
+"Defensiva"
+],
+"pct_pases_al_area_son_centros_rival": [
+"Defensiva"
+],
+"pct_centros_zona_bandas_rival": [
+"Defensiva"
+],
+"pct_centros_rasos_zona_bandas_rival": [
+"Defensiva"
+],
+"pct_pases_al_corte_zona_bandas_rival": [
+"Defensiva"
+],
+"pct_pases_hacia_atras_zona_bandas_rival": [
+"Defensiva"
+],
+"pct_cutback_zona_bandas_rival": [
+"Defensiva"
+],
+"pct_dividido_zona_bandas_rival": [
+"Defensiva"
+],
+"pct_takeon_zona_bandas_rival": [
+"Defensiva"
+],
+"altura_media_recuperacion_campo_rival": [
+"Defensiva – Presión"
+],
+"pct_segundas_jugadas_ganadas_tras_duelo_aereo": [
+"Defensiva – Presión"
+],
+"pct_segundas_jugadas_ganadas_tras_duelo_aereo_rival": [
+"Defensiva – Presión"
+],
+"lay_off_exitoso": [
+"Ofensiva – Creación"
+],
+"pases_area": [
+"Ofensiva – Creación"
+],
+"recepciones_area": [
+"Ofensiva – Creación"
+],
+"touches_area": [
+"Ofensiva – Creación"
+],
+"xg_por_tiro": [
+"Ofensiva – Creación"
+],
+"xg_tras_error": [
+"Ofensiva – Creación"
+],
+"xg_vs_bloque_alto": [
+"Ofensiva – Creación"
+],
+"xg_vs_bloque_bajo": [
+"Ofensiva – Creación"
+],
+"xg_vs_bloque_medio": [
+"Ofensiva – Creación"
+],
+"xgot_por_tiro": [
+"Ofensiva – Creación"
+],
+"pct_centros_aereo": [
+"Ofensiva – Creación"
+],
+"tiros_mas_25_metros": [
+"Ofensiva – Creación"
+],
+"pct_tiros_fuera_area": [
+"Ofensiva – Creación"
+],
+"pct_tiros_cabeza": [
+"Ofensiva – Creación"
+],
+"pct_pases_al_area_son_centros": [
+"Ofensiva – Creación"
+],
+"pct_centros_zona_bandas": [
+"Ofensiva – Creación"
+],
+"pct_centros_rasos_zona_bandas": [
+"Ofensiva – Creación"
+],
+"pct_pases_al_corte_zona_bandas": [
+"Ofensiva – Creación"
+],
+"pct_pases_hacia_atras_zona_bandas": [
+"Ofensiva – Creación"
+],
+"pct_cutback_zona_bandas": [
+"Ofensiva – Creación"
+],
+"pct_dividido_zona_bandas": [
+"Ofensiva – Creación"
+],
+"pct_takeon_zona_bandas": [
+"Ofensiva – Creación"
+],
+"avg_distancia_centroide": [
+"Ofensiva – Creación"
+],
+"avg_ancho_robusto_equipo": [
+"Ofensiva – Creación"
+],
+"nfbc_rival": [
+"Transiciones – Defensivas"
+],
+"nfbc": [
+"Transiciones – Ofensivas"
+]
+}

scripts/gen_diccionario_variables.py

@@ -0,0 +1,279 @@
+#!/usr/bin/env python3
+"""Genera el DICCIONARIO DE VARIABLES (docs/diccionarios/variables.{csv,md}).
+
+Una fila por variable con: nombre técnico, nombre de uso (label), dataset del que sale, si viene
+DIRECTA del proveedor o se CALCULA acá, y —para las calculadas— de qué variables sale y cómo.
+
+Fuentes de verdad (no se duplica nada a mano salvo las fórmulas):
+  vendor/data/var_dict.json ............ label / tipo / grupos de las 262 de team_stats_agg
+  scripts/feature_groups.json .......... columna → grupos de estilo de juego
+  docs/datasets_variables.json ......... columnas de cada dataset (generado del código)
+  data/analysis/next_goal/ejes_definition.json  ... qué métricas componen cada eje
+  docs/diccionarios/_formulas.json ..... fórmula + entradas de las variables calculadas (curado)
+
+USO:  python scripts/gen_diccionario_variables.py
+"""
+from __future__ import annotations
+import csv, json
+from pathlib import Path
+
+ROOT = Path(__file__).resolve().parents[1]
+RACING = ROOT.parent
+OUT = ROOT / "docs" / "diccionarios"
+
+vd = json.loads((ROOT / "vendor/data/var_dict.json").read_text(encoding="utf-8"))
+groups = json.loads((ROOT / "scripts/feature_groups.json").read_text(encoding="utf-8"))
+dsv = json.loads((ROOT / "docs/datasets_variables.json").read_text(encoding="utf-8"))["datasets"]
+formulas = json.loads((OUT / "_formulas.json").read_text(encoding="utf-8"))
+ejes_def_p = RACING / "data/analysis/next_goal/ejes_definition.json"
+ejes_def = json.loads(ejes_def_p.read_text(encoding="utf-8")) if ejes_def_p.exists() else {}
+
+META = {"liga", "temporada", "equipo", "team", "team_id", "rival", "matchId", "matchid",
+        "sequenceId", "fecha", "competencia", "lado", "recurso", "bloque", "zona", "is_home"}
+
+rows: list[dict] = []
+
+
+def add(name, label, dataset, origen, script, entradas, formula, tipo="", grupos="", nota=""):
+    rows.append({"variable": name, "nombre_de_uso": label if label and label != name else "",
+                 "dataset": dataset, "origen": origen, "generado_por": script,
+                 "entradas": entradas, "como_se_calcula": formula,
+                 "tipo": tipo, "grupos": grupos, "nota": nota})
+
+
+def f(name):
+    d = formulas.get(name, {})
+    return d.get("entradas", ""), d.get("formula", "")
+
+
+# ── 1. team_stats_agg.parquet ────────────────────────────────────────────────
+DERIVADAS_AGG = {
+    "pct_exito_centros": ("cross_completados, cross_total",
+                          "cross_completados / cross_total (reemplaza a las dos crudas)"),
+    "n_partidos": ("filas del CSV por equipo-temporada", "cantidad de partidos agregados"),
+}
+for name, info in sorted(vd.items()):
+    ent, form = DERIVADAS_AGG.get(name, ("", ""))
+    calc = name in DERIVADAS_AGG
+    add(name, info.get("label", name), "team_stats_agg.parquet",
+        "calculada" if calc else "directa",
+        "scripts/build_team_stats_agg.py" if calc else "pipeline externo del proveedor (team_stats_all_leagues.csv)",
+        ent, form or "valor del proveedor por partido, agregado como PROMEDIO por partido",
+        info.get("tipo", ""), " · ".join(groups.get(name, [])),
+        "negativa (menos = mejor)" if info.get("negativa") else "")
+
+# ── 2. sequences.parquet ─────────────────────────────────────────────────────
+for name in dsv["sequences.parquet"]["variables"]:
+    if name in META:
+        continue
+    ent, form = f(name)
+    add(name, "", "sequences.parquet", "calculada",
+        "scripts/build_sequence_features_v3.py:aggregate (vía ejes_pipeline.py)",
+        ent, form or "métrica de la secuencia (ver script)")
+
+# ── 3. team_resources.parquet + tasas derivadas ──────────────────────────────
+CRUDAS = {"n_matches": "partidos jugados", "n_intentos": "intentos del recurso",
+          "n_exitos": "intentos exitosos", "pv_sum": "Σ pvAdded", "pv_n": "nº de pvAdded sumados",
+          "pv_ok_sum": "Σ pvAdded de exitosos", "pv_ok_n": "nº de esos", "n_seqs": "secuencias únicas",
+          "tiros": "tiros en esas secuencias", "goles": "goles", "xg_acum": "Σ xG",
+          "n_ok_seqs": "secuencias con el recurso exitoso", "xg_ok": "Σ xG de esas",
+          "evento_clave": "veces que el recurso fue la acción de MÁS pvAdded del ataque"}
+for name, desc in CRUDAS.items():
+    add(name, "", "team_resources.parquet", "calculada",
+        "scripts/lowblock_extract_events.py → lowblock_build_artifacts.py",
+        "eventos del preprocessed", f"suma cruda por liga·temp·equipo·lado·recurso·bloque: {desc}")
+for name in ["intentos_90", "pv_jugada", "pv_jugada_exitosa", "pct_exito", "tiros_jugada",
+             "xg_jugada", "xg_jugada_exitosa", "pct_goles"]:
+    ent, form = f(name)
+    add(name, "", "team_resources.parquet (derivada en la app)", "calculada",
+        "lowblock_data.py:_combine / app.js:_lbCombine",
+        ent, form or "tasa recalculada al combinar los bloques elegidos")
+
+# ── 4. Ejes ──────────────────────────────────────────────────────────────────
+LBL = {"verticalidad": "Verticalidad", "elaboracion": "Elaboración", "individual": "Juego individual",
+       "rotura_profundidad": "Rotura de líneas / profundidad", "amplitud_centro": "Amplitud / centros",
+       "robo_alto": "Robo alto", "aereo_segunda": "Aéreo / 2ª jugada"}
+for eje, comps in ejes_def.items():
+    add(f"eje_{eje}", LBL.get(eje, eje), "ejes/*.parquet", "calculada",
+        "scripts/ejes_build_artifacts.py", ", ".join(comps),
+        "promedio de los z-score (dentro de liga-temporada) de sus métricas; en 'ppda' se invierte el signo")
+for name, desc in {"mix_z": "score del eje en z dentro de su liga-temporada",
+                   "mix_global": "score del eje en unidades globales (comparable entre ligas)",
+                   "real": "tiros reales en jugadas de ese eje", "esperado": "tiros esperados (modelo P(tiro))",
+                   "liga_real": "media de la liga", "n_alto": "nº de secuencias 'eje alto' que sostienen el valor",
+                   "tiros_esp": "tiros esperados de la secuencia (modelo P(tiro))",
+                   "tiros_real": "tiros reales"}.items():
+    add(name, "", "ejes/*.parquet", "calculada", "scripts/ejes_build_artifacts.py",
+        "sequences.parquet", desc)
+
+# ── 5. goalkicks ─────────────────────────────────────────────────────────────
+for name in dsv.get("goalkicks/team_profiles.parquet", {}).get("variables", []):
+    if name in META:
+        continue
+    add(name, "", "goalkicks/team_profiles.parquet", "calculada",
+        "scripts/build_goalkick_artifacts.py", "secuencias que nacen en saque de arco (qualifier 124)",
+        "perfil de salida desde el arco", nota="sección de la app todavía en desarrollo (WIP)")
+
+OUT.mkdir(parents=True, exist_ok=True)
+cols = ["variable", "nombre_de_uso", "dataset", "origen", "generado_por", "entradas",
+        "como_se_calcula", "tipo", "grupos", "nota"]
+with (OUT / "variables.csv").open("w", newline="", encoding="utf-8") as fh:
+    w = csv.DictWriter(fh, fieldnames=cols)
+    w.writeheader()
+    w.writerows(rows)
+
+# markdown por dataset
+by_ds: dict[str, list] = {}
+for r in rows:
+    by_ds.setdefault(r["dataset"], []).append(r)
+n_dir = sum(1 for r in rows if r["origen"] == "directa")
+md = ["# Diccionario de variables", "",
+      "Qué significa cada variable, de dónde sale y —si la calculamos nosotros— con qué fórmula.", "",
+      "## Cómo leer este archivo", "",
+      "Lo que más importa de cada variable es su **origen**:", "",
+      "| Origen | Qué significa |", "|---|---|",
+      "| **directa** | viene así del proveedor; nosotros solo la promediamos por partido |",
+      "| **calculada** | la computamos nosotros, y acá está de qué sale y cómo |", "",
+      f"En total hay **{len(rows)} variables** en {len(by_ds)} datasets: "
+      f"**{n_dir} directas** y **{len(rows)-n_dir} calculadas**.", "",
+      "Una misma variable puede aparecer **dos veces** si existe en dos datasets con orígenes",
+      "distintos (`ppda` es el caso típico: directa del proveedor por equipo, y calculada por",
+      "nosotros por jugada). No son intercambiables.", "",
+      "> Este archivo lo genera `scripts/gen_diccionario_variables.py`: **no editarlo a mano**.",
+      "> Para trabajarlo en Excel, usá [variables.csv](variables.csv).", "",
+      "## Los datasets de un vistazo", "",
+      "| Dataset | Qué guarda | Variables | Origen |", "|---|---|---|---|"]
+QUE = {"team_stats_agg.parquet": "estadísticas de equipo por temporada (la base de la app)",
+       "sequences.parquet": "una fila por jugada: cómo fue construida",
+       "team_resources.parquet": "recursos para romper un bloque, por equipo",
+       "team_resources.parquet (derivada en la app)": "las tasas que la app recalcula al combinar bloques",
+       "ejes/*.parquet": "los 7 ejes de estilo por equipo",
+       "goalkicks/team_profiles.parquet": "perfil de salida desde el arco"}
+for ds, rs in by_ds.items():
+    d = sum(1 for r in rs if r["origen"] == "directa")
+    md.append(f"| `{ds}` | {QUE.get(ds, '')} | {len(rs)} | "
+              f"{'todas calculadas' if not d else f'{d} directas / {len(rs)-d} calculadas'} |")
+md.append("")
+for ds, rs in by_ds.items():
+    md += [f"## `{ds}`", "",
+           "| Variable | Nombre de uso | Origen | De qué sale | Cómo se calcula |", "|---|---|---|---|---|"]
+    for r in sorted(rs, key=lambda x: x["variable"]):
+        md.append(f"| `{r['variable']}` | {r['nombre_de_uso']} | {r['origen']} | {r['entradas']} | {r['como_se_calcula']} |")
+    md.append("")
+(OUT / "variables.md").write_text("\n".join(md), encoding="utf-8")
+# ── tablas por GRUPO (estilo "Estilos de juego - bloque.xlsx") inyectadas en los .md ──────
+def tabla_grupos() -> str:
+    porg: dict[str, list[str]] = {}
+    for col, gs in groups.items():
+        for g in gs:
+            porg.setdefault(g, []).append(col)
+    out = [f"*{len(porg)} grupos · {sum(len(v) for v in porg.values())} asignaciones. "
+           "Una variable puede estar en varios grupos.*", ""]
+    for g in sorted(porg):
+        cols = sorted(porg[g], key=lambda c: (vd.get(c, {}).get("label", c) or c).lower())
+        out += [f"### {g}  ({len(cols)})", "", "| Variable | Nombre de uso |", "|---|---|"]
+        out += [f"| `{c}` | {vd.get(c, {}).get('label', '')} |" for c in cols]
+        out.append("")
+    return "\n".join(out)
+
+
+def tabla_tipos() -> str:
+    port: dict[str, list[str]] = {}
+    for c, i in vd.items():
+        port.setdefault(i.get("tipo", "Otras"), []).append(c)
+    out = ["| Tipo | Variables |", "|---|---|"]
+    out += [f"| {t} | {len(port[t])} |" for t in sorted(port)]
+    return "\n".join(out)
+
+
+def tabla_ejes() -> str:
+    out = ["| Eje | Nombre de uso | Métricas que lo componen |", "|---|---|---|"]
+    for eje, comps in ejes_def.items():
+        out.append(f"| `eje_{eje}` | {LBL.get(eje, eje)} | " + ", ".join(f"`{c}`" for c in comps) + " |")
+    return "\n".join(out)
+
+
+AUTO = {"grupos": tabla_grupos, "tipos": tabla_tipos, "ejes": tabla_ejes}
+import re as _re
+for md_path in sorted(OUT.glob("*/*.md")):
+    txt = md_path.read_text(encoding="utf-8")
+    new = txt
+    for key, fn in AUTO.items():
+        pat = _re.compile(r"(<!-- AUTO:" + key + r" -->)(.*?)(<!-- /AUTO:" + key + r" -->)", _re.S)
+        if pat.search(new):
+            new = pat.sub(lambda m: m.group(1) + "\n" + fn() + "\n" + m.group(3), new)
+    if new != txt:
+        md_path.write_text(new, encoding="utf-8")
+        print(f"    inyectado: reportes/{md_path.name}")
+
+
+# ── CSV "ancho" por reporte/gráfico (formato de "Estilos de juego - bloque.xlsx"): ───────────
+#    una COLUMNA por grupo/categoría, y en las celdas las variables. Se rellena con vacío.
+def _write_wide(path: Path, cats: dict[str, list[str]]) -> None:
+    cols = list(cats)
+    alto = max((len(v) for v in cats.values()), default=0)
+    with path.open("w", newline="", encoding="utf-8") as fh:
+        w = csv.writer(fh)
+        w.writerow(cols)
+        for i in range(alto):
+            w.writerow([(cats[c][i] if i < len(cats[c]) else "") for c in cols])
+
+
+def _pair(cats_cols: dict[str, list[str]]) -> dict:
+    """Para cada categoría deja DOS columnas: el nombre con el que la llamamos y el técnico."""
+    out: dict[str, list[str]] = {}
+    for cat, cols in cats_cols.items():
+        cols = sorted(cols, key=lambda c: (vd.get(c, {}).get("label", c) or c).lower())
+        out[cat] = [vd.get(c, {}).get("label", c) or c for c in cols]
+        out[f"{cat} · variable"] = list(cols)
+    return out
+
+
+def _cats_grupos() -> dict:
+    porg: dict[str, list[str]] = {}
+    for col, gs in groups.items():
+        for g in gs:
+            porg.setdefault(g, []).append(col)
+    return _pair({g: porg[g] for g in sorted(porg)})
+
+
+def _cats_tipos() -> dict:
+    port: dict[str, list[str]] = {}
+    for c, i in vd.items():
+        port.setdefault(i.get("tipo", "Otras"), []).append(c)
+    return _pair({t: port[t] for t in sorted(port)})
+
+
+def _cats_ejes() -> dict:
+    # las métricas de los ejes son de sequences.parquet (no tienen label en var_dict)
+    out: dict[str, list[str]] = {}
+    for e, cs in ejes_def.items():
+        out[LBL.get(e, e)] = list(cs)
+    return out
+
+
+def _cats_recursos() -> dict:
+    lb = json.loads((ROOT / "webapp-static/site/lowblock.json").read_text(encoding="utf-8"))["options"]
+    return {"Lado": ["Ofensivo (of)", "Defensivo (def)"],
+            "Bloque": list(lb.get("bloques", {}).values()),
+            "Recursos": list(lb.get("recursos", {}).values()),
+            "Métricas": list(lb.get("metricas", {}).values())}
+
+
+# Carpetas espejo de las apps: equipos-y-variables/ · reportes-de-partido/ · modelos/ · analisis/
+_wide = {"equipos-y-variables/top-equipos": _cats_grupos,
+         "equipos-y-variables/perfil-y-similares": _cats_grupos,
+         "equipos-y-variables/scatter-libre": _cats_tipos,
+         "equipos-y-variables/ejes-ataque-defensa": _cats_ejes,
+         "equipos-y-variables/recursos": _cats_recursos}
+for rel, fn in _wide.items():
+    _write_wide(OUT / f"{rel}.csv", fn())
+cats_json = json.loads((OUT / "_reportes_categorias.json").read_text(encoding="utf-8"))
+for rel, cats in cats_json.items():
+    (OUT / rel).parent.mkdir(parents=True, exist_ok=True)
+    _write_wide(OUT / f"{rel}.csv", cats)
+print(f"    CSV: {len(_wide) + len(cats_json)} archivos")
+
+print(f"OK  variables.csv / variables.md — {len(rows)} variables, {len(by_ds)} datasets")
+for ds, rs in by_ds.items():
+    print(f"    {ds:44} {len(rs):4}")

scripts/push_data_to_hf.py

@@ -0,0 +1,42 @@
+"""Sube vendor/data al dataset privado `rrc-data` y reinicia el Space RRC.
+
+Es el paso que faltaba en la rutina: el Space baja su data de este dataset al bootear
+(``ensure_data`` con ``RR_DATA_REPO``). Subiendo acá los artefactos frescos + reiniciando
+el Space, la app de HF queda actualizada. ``upload_folder`` sube SOLO los archivos que
+cambiaron (dedupe por hash), así que aunque mande toda la carpeta transfiere poco.
+
+Usa el token HF ya configurado localmente (whoami = pablogrois). Uso:
+
+    python racing-reports/scripts/push_data_to_hf.py
+"""
+
+from __future__ import annotations
+
+from pathlib import Path
+
+from huggingface_hub import HfApi
+
+DATASET_ID = "pablogrois/rrc-data"
+SPACE_ID = "pablogrois/RRC"
+DATA_DIR = Path(__file__).resolve().parents[1] / "vendor" / "data"
+
+
+def main() -> None:
+    if not DATA_DIR.is_dir():
+        raise SystemExit(f"No existe {DATA_DIR}")
+    api = HfApi()
+    who = api.whoami()["name"]
+    print(f"[hf] usuario {who} → subiendo {DATA_DIR} a datasets/{DATASET_ID} …", flush=True)
+    api.upload_folder(
+        folder_path=str(DATA_DIR),
+        repo_id=DATASET_ID,
+        repo_type="dataset",
+        commit_message="Refresh semanal de artefactos (rutina martes)",
+    )
+    print("[hf] dataset actualizado. Reiniciando Space para que re-sincronice…", flush=True)
+    api.restart_space(SPACE_ID)
+    print(f"[hf] Space {SPACE_ID} reiniciándose ✓", flush=True)
+
+
+if __name__ == "__main__":
+    main()

scripts/var_labels_extra.json

@@ -0,0 +1,97 @@
+{
+"pases_progresivos": "Pases Progresivos",
+"secuencias_build_up": "Secuencias Build Up",
+"pct_pases_fuera_area_gk": "GK % Pases Fuera del Área",
+"pct_pases_rasos_gk": "GK % Pases Rasos",
+"avg_distancia_porteria_pases_cortos_gk": "GK avg Dist. Porteria en Pases Cortos",
+"pases_progresivos_rival": "Pases Progresivos del Rival",
+"xg_avg_vs_bloque_alto_rival": "xG conc avg vs Bloque Alto",
+"xg_avg_vs_bloque_bajo_rival": "xG conc avg vs Bloque Bajo",
+"xg_avg_vs_bloque_medio_rival": "xG conc avg vs Bloque Medio",
+"xg_secuencias_build_up_rival": "xG conc Build Up",
+"xg_tras_centro_raso_temprano_rival": "xG conc tras Centro Raso Temprano",
+"xg_tras_centro_raso_area_cutback_rival": "xG conc tras Cutback",
+"xg_tras_centro_raso_area_dividido_rival": "xG conc tras Dividido",
+"xg_tras_error_rival": "xG conc tras Error",
+"xg_tras_centro_inswinger_area_rival": "xG conc tras Inswinger",
+"xg_tras_centro_inswinger_temprano_rival": "xG conc tras Inswinger Temprano",
+"xg_tras_centro_outswinger_area_rival": "xG conc tras Outswinger",
+"xg_tras_centro_outswinger_temprano_rival": "xG conc tras Outswinger Temprano",
+"xg_tras_profundidad_media_rival": "xG conc tras Profundidad",
+"xg_tras_profundidad_corta_rival": "xG conc tras Prof. Corta",
+"xg_tras_profundidad_larga_rival": "xG conc tras Prof. Larga",
+"xg_vs_bloque_alto_rival": "xG conc vs Bloque Alto",
+"xg_vs_bloque_bajo_rival": "xG conc vs Bloque Bajo",
+"xg_vs_bloque_medio_rival": "xG conc vs Bloque Medio",
+"pct_centros_aereo_rival": "% Centros Aéreos del Rival",
+"tiros_mas_25_metros_rival": "Tiros Conc. +25 m",
+"xg_tiros_mas_25_metros_rival": "xG Conc. Tiros +25 m",
+"pct_tiros_fuera_area_rival": "% Tiros Fuera del Área del Rival",
+"pct_tiros_cabeza_rival": "% Tiros de Cabeza del Rival",
+"pct_pases_al_area_son_centros_rival": "% Pases al Área que son Centros del Rival",
+"pct_centros_zona_bandas_rival": "% Centros desde Banda del Rival",
+"pct_centros_rasos_zona_bandas_rival": "% Centros Rasos desde Banda del Rival",
+"pct_pases_al_corte_zona_bandas_rival": "% Pases al Corte desde Banda del Rival",
+"pct_pases_hacia_atras_zona_bandas_rival": "% Pases Atrás desde Banda del Rival",
+"pct_cutback_zona_bandas_rival": "% Cutback desde Banda del Rival",
+"pct_dividido_zona_bandas_rival": "% Dividido desde Banda del Rival",
+"pct_takeon_zona_bandas_rival": "% Regate desde Banda del Rival",
+"xg_tras_presion_alta": "xG tras Press Alta",
+"xg_tras_recuperacion_tras_perdida": "xG tras Recup tras Perdida",
+"pct_segundas_jugadas_ganadas_tras_duelo_aereo": "% 2ª Jugada Ganada Tras Duelo Aéreo",
+"pct_segundas_jugadas_ganadas_tras_duelo_aereo_rival": "% 2ª Jugada Ganada Tras Duelo Aéreo del Rival",
+"xg_avg_vs_bloque_alto": "xG avg vs Bloque Alto",
+"xg_avg_vs_bloque_bajo": "xG avg vs Bloque Bajo",
+"xg_avg_vs_bloque_medio": "xG avg vs Bloque Medio",
+"xg_tras_centro_raso_temprano": "xG tras Centro Raso Temprano",
+"xg_tras_centro_raso_area_cutback": "xG tras Cutback",
+"xg_tras_centro_raso_area_dividido": "xG tras Dividido",
+"xg_tras_error": "xG tras Error",
+"xg_tras_centro_inswinger_area": "xG tras Inswinger",
+"xg_tras_centro_inswinger_temprano": "xG tras Inswinger Temprano",
+"xg_tras_centro_outswinger_area": "xG tras Outswinger",
+"xg_tras_centro_outswinger_temprano": "xG tras Outswinger Temprano",
+"xg_tras_profundidad_media": "xG tras Profundidad",
+"xg_tras_profundidad_corta": "xG tras Prof. Corta",
+"xg_tras_profundidad_larga": "xG tras Prof. Larga",
+"xg_vs_bloque_alto": "xG vs Bloque Alto",
+"xg_vs_bloque_bajo": "xG vs Bloque Bajo",
+"xg_vs_bloque_medio": "xG vs Bloque Medio",
+"pct_centros_aereo": "% Centros Aéreos",
+"tiros_mas_25_metros": "Tiros +25 m",
+"pct_tiros_fuera_area": "% Tiros Fuera del Área",
+"pct_tiros_cabeza": "% Tiros de Cabeza",
+"pct_pases_al_area_son_centros": "% Pases al Área que son Centros",
+"pct_centros_zona_bandas": "% Centros desde Banda",
+"pct_centros_rasos_zona_bandas": "% Centros Rasos desde Banda",
+"pct_pases_al_corte_zona_bandas": "% Pases al Corte desde Banda",
+"pct_pases_hacia_atras_zona_bandas": "% Pases Atrás desde Banda",
+"pct_cutback_zona_bandas": "% Cutback desde Banda",
+"pct_dividido_zona_bandas": "% Dividido desde Banda",
+"pct_takeon_zona_bandas": "% Regate desde Banda",
+"avg_distancia_centroide": "Avg Dist. Centroide",
+"avg_ancho_robusto_equipo": "Ancho Robusto Equipo avg",
+"indice_verticalidad_transiciones_avg_rival": "Indice Verticalidad Transiciones Conc. (Avg)",
+"indice_verticalidad_transiciones_suma_rival": "Indice Verticalidad Transiciones Conc. (Suma)",
+"xg_tras_recuperacion_tras_perdida_rival": "xG conc tras Recup tras Perdida",
+"xg_tras_transicion_abp_rival": "xG conc tras Transicion ABP",
+"xg_tras_transicion_bloque_bajo_medio_rival": "xG conc tras Transicion Bloque Bajo-Medio",
+"xg_tras_transicion_juego_directo_rival": "xG conc tras Transicion Juego Directo",
+"indice_verticalidad_transiciones_avg": "Indice Verticalidad Transiciones (Avg)",
+"indice_verticalidad_transiciones_suma": "Indice Verticalidad Transiciones (Suma)",
+"xg_tras_transicion_abp": "xG tras Transicion ABP",
+"xg_tras_transicion_bloque_bajo_medio": "xG tras Transicion Bloque Bajo-Medio",
+"xg_tras_transicion_juego_directo": "xG tras Transicion Juego Directo",
+"avg_ancho_robusto_equipo_rival": "Ancho Robusto Equipo avg del Rival",
+"avg_distancia_centroide_rival": "Avg Dist. Centroide del Rival",
+"avg_distancia_porteria_pases_cortos_gk_rival": "GK avg Dist. Porteria en Pases Cortos del Rival",
+"pct_pases_fuera_area_gk_rival": "GK % Pases Fuera del Área del Rival",
+"pct_pases_rasos_gk_rival": "GK % Pases Rasos del Rival",
+"secuencias_build_up_rival": "Secuencias Build Up del Rival",
+"secuencias_con_tiro": "Secuencias con Tiro",
+"secuencias_con_tiro_rival": "Secuencias con Tiro del Rival",
+"xg_secuencias_build_up": "xG Build Up",
+"xg_tiros_mas_25_metros": "xG Tiros +25 m",
+"xg_tras_presion_alta_rival": "xG conc tras Press Alta",
+"xt_acumulado_rival": "xT Acumulado del Rival"
+}