{
 "attributes": {
  "Power": [
   [
    "smash_p75_dps",
    2500,
    3000,
    2.0
   ],
   [
    "swing_p90_kmh",
    90,
    130,
    1.0
   ],
   [
    "acc_p90_g",
    7.0,
    11.0,
    1.0
   ],
   [
    "attack_ratio",
    0.25,
    0.6,
    1.0
   ]
  ],
  "Speed": [
   [
    "swings_per_min",
    6.0,
    12.0,
    1.5
   ],
   [
    "shot_interval_s",
    2.6,
    1.6,
    1.0
   ],
   [
    "swing_med_kmh",
    45,
    75,
    1.0
   ]
  ],
  "Control": [
   [
    "attack_ratio",
    0.6,
    0.25,
    1.0
   ],
   [
    "speed_cv",
    0.35,
    0.18,
    1.0
   ],
   [
    "mean_confidence",
    0.6,
    0.85,
    1.0
   ],
   [
    "transition_entropy",
    1.3,
    2.1,
    1.0
   ]
  ],
  "Endurance": [
   [
    "active_min",
    20,
    90,
    1.0
   ],
   [
    "hr_avg_pct_hrr",
    35,
    70,
    1.0
   ],
   [
    "speed_retention",
    0.6,
    1.0,
    1.5
   ],
   [
    "aerobic_te",
    1.5,
    4.0,
    1.0
   ]
  ],
  "Agility": [
   [
    "move_g",
    0.15,
    0.3,
    1.5
   ],
   [
    "backhand_share",
    0.08,
    0.2,
    1.0
   ],
   [
    "rally_len",
    1.8,
    3.2,
    1.0
   ],
   [
    "anaerobic_te",
    0.5,
    3.0,
    1.0
   ]
  ]
 },
 "archetypes": {
  "Attacking": [
   22,
   -2,
   -12,
   -2,
   -6
  ],
  "Defensive": [
   -12,
   10,
   -2,
   2,
   12
  ],
  "Control": [
   -10,
   -6,
   22,
   2,
   -8
  ],
  "All-round": [
   0,
   0,
   0,
   0,
   0
  ]
 },
 "temperature": 45.0,
 "skill": {
  "features": [
   "smash_p75_dps",
   "backhand_med_dps",
   "smash_drop_gap_dps"
  ],
  "mean": [
   2678.2,
   1335.3,
   1389.5
  ],
  "std": [
   203.6,
   416.7,
   218.6
  ],
  "cutpoints": [
   -0.249,
   0.727
  ],
  "levels": [
   "Low",
   "Medium",
   "High"
  ]
 },
 "validation": {
  "skill_loso": {
   "players": 12,
   "exact_accuracy": 0.75,
   "within_one_level": 1.0,
   "majority_baseline": 0.417,
   "spearman_rho_heldout_index_vs_level": 0.85,
   "spearman_p": 0.0005,
   "per_feature_rho": {
    "smash_p75_dps": 0.7,
    "backhand_med_dps": 0.6,
    "smash_drop_gap_dps": 0.62
   },
   "per_player": [
    {
     "player": "Play1",
     "level": "Low",
     "predicted": "Low",
     "index": -1.1
    },
    {
     "player": "Play2",
     "level": "Medium",
     "predicted": "Medium",
     "index": 0.42
    },
    {
     "player": "Play3",
     "level": "Low",
     "predicted": "Low",
     "index": -1.85
    },
    {
     "player": "Play4",
     "level": "High",
     "predicted": "High",
     "index": 1.53
    },
    {
     "player": "Play5",
     "level": "Medium",
     "predicted": "Medium",
     "index": 0.69
    },
    {
     "player": "Play6",
     "level": "High",
     "predicted": "High",
     "index": 1.31
    },
    {
     "player": "Play7",
     "level": "Medium",
     "predicted": "Medium",
     "index": -0.19
    },
    {
     "player": "Play8",
     "level": "Medium",
     "predicted": "Low",
     "index": -0.54
    },
    {
     "player": "Play9",
     "level": "Low",
     "predicted": "Medium",
     "index": 0.42
    },
    {
     "player": "Play10",
     "level": "Medium",
     "predicted": "High",
     "index": 0.83
    },
    {
     "player": "Play11",
     "level": "Low",
     "predicted": "Low",
     "index": -0.67
    },
    {
     "player": "Play12",
     "level": "Low",
     "predicted": "Low",
     "index": -0.84
    }
   ]
  },
  "archetype": {
   "criterion": "min |mean top-archetype probability - mean bootstrap agreement| over sessions",
   "n_sessions": 8,
   "n_bootstrap": 200,
   "temperature_search": [
    {
     "T": 10,
     "mean_top_prob": 0.99,
     "mean_bootstrap_agreement": 0.767,
     "gap": 0.223
    },
    {
     "T": 15,
     "mean_top_prob": 0.965,
     "mean_bootstrap_agreement": 0.767,
     "gap": 0.198
    },
    {
     "T": 20,
     "mean_top_prob": 0.94,
     "mean_bootstrap_agreement": 0.767,
     "gap": 0.173
    },
    {
     "T": 25,
     "mean_top_prob": 0.917,
     "mean_bootstrap_agreement": 0.767,
     "gap": 0.15
    },
    {
     "T": 30,
     "mean_top_prob": 0.892,
     "mean_bootstrap_agreement": 0.767,
     "gap": 0.125
    },
    {
     "T": 35,
     "mean_top_prob": 0.862,
     "mean_bootstrap_agreement": 0.767,
     "gap": 0.095
    },
    {
     "T": 40,
     "mean_top_prob": 0.826,
     "mean_bootstrap_agreement": 0.767,
     "gap": 0.059
    },
    {
     "T": 45,
     "mean_top_prob": 0.786,
     "mean_bootstrap_agreement": 0.767,
     "gap": 0.019
    },
    {
     "T": 50,
     "mean_top_prob": 0.744,
     "mean_bootstrap_agreement": 0.767,
     "gap": 0.023
    },
    {
     "T": 60,
     "mean_top_prob": 0.662,
     "mean_bootstrap_agreement": 0.767,
     "gap": 0.104
    },
    {
     "T": 80,
     "mean_top_prob": 0.532,
     "mean_bootstrap_agreement": 0.767,
     "gap": 0.235
    }
   ],
   "chosen_T": 45.0,
   "bootstrap_attribute_sd": {
    "Power": 5.69,
    "Speed": 3.52,
    "Control": 5.43,
    "Endurance": 6.52,
    "Agility": 3.2
   },
   "per_game_agreement_with_session": 0.588,
   "per_game": [
    {
     "session": "24469883647",
     "game": 1,
     "archetype": "Attacking",
     "session_archetype": "Attacking"
    },
    {
     "session": "24469883647",
     "game": 2,
     "archetype": "Attacking",
     "session_archetype": "Attacking"
    },
    {
     "session": "24515866107",
     "game": 1,
     "archetype": "All-round",
     "session_archetype": "Attacking"
    },
    {
     "session": "24515866107",
     "game": 2,
     "archetype": "Attacking",
     "session_archetype": "Attacking"
    },
    {
     "session": "24515866107",
     "game": 3,
     "archetype": "Attacking",
     "session_archetype": "Attacking"
    },
    {
     "session": "24566013344",
     "game": 1,
     "archetype": "Attacking",
     "session_archetype": "All-round"
    },
    {
     "session": "24566013344",
     "game": 2,
     "archetype": "All-round",
     "session_archetype": "All-round"
    },
    {
     "session": "24566013344",
     "game": 3,
     "archetype": "Attacking",
     "session_archetype": "All-round"
    },
    {
     "session": "24600478863",
     "game": 1,
     "archetype": "All-round",
     "session_archetype": "All-round"
    },
    {
     "session": "24600478863",
     "game": 2,
     "archetype": "Attacking",
     "session_archetype": "All-round"
    },
    {
     "session": "24643797811",
     "game": 1,
     "archetype": "All-round",
     "session_archetype": "All-round"
    },
    {
     "session": "24684683098",
     "game": 1,
     "archetype": "Attacking",
     "session_archetype": "All-round"
    },
    {
     "session": "24684683098",
     "game": 2,
     "archetype": "All-round",
     "session_archetype": "All-round"
    },
    {
     "session": "24729866298",
     "game": 1,
     "archetype": "All-round",
     "session_archetype": "All-round"
    },
    {
     "session": "24729866298",
     "game": 2,
     "archetype": "Attacking",
     "session_archetype": "All-round"
    },
    {
     "session": "24729866298",
     "game": 3,
     "archetype": "Attacking",
     "session_archetype": "All-round"
    },
    {
     "session": "24765783524",
     "game": 1,
     "archetype": "Control",
     "session_archetype": "Control"
    }
   ],
   "sessions": [
    {
     "session": "24469883647",
     "attributes": {
      "Power": 75.5,
      "Speed": 58.0,
      "Control": 40.3,
      "Endurance": 42.0,
      "Agility": 31.9
     },
     "archetype": "Attacking",
     "archetype_probs": {
      "Attacking": 0.996,
      "Defensive": 0.0,
      "Control": 0.0,
      "All-round": 0.004
     },
     "skill_tier": "Medium",
     "skill_index": 0.15,
     "description": "Rear-court power: a high share of smashes and fast overhead swings."
    },
    {
     "session": "24515866107",
     "attributes": {
      "Power": 74.0,
      "Speed": 65.4,
      "Control": 50.4,
      "Endurance": 42.3,
      "Agility": 50.9
     },
     "archetype": "Attacking",
     "archetype_probs": {
      "Attacking": 0.886,
      "Defensive": 0.001,
      "Control": 0.0,
      "All-round": 0.114
     },
     "skill_tier": "Medium",
     "skill_index": -0.24,
     "description": "Rear-court power: a high share of smashes and fast overhead swings."
    },
    {
     "session": "24566013344",
     "attributes": {
      "Power": 58.8,
      "Speed": 43.5,
      "Control": 52.9,
      "Endurance": 54.3,
      "Agility": 53.6
     },
     "archetype": "All-round",
     "archetype_probs": {
      "Attacking": 0.081,
      "Defensive": 0.012,
      "Control": 0.012,
      "All-round": 0.895
     },
     "skill_tier": "Medium",
     "skill_index": 0.57,
     "description": "No single dominant trait: power, tempo and control in balance."
    },
    {
     "session": "24600478863",
     "attributes": {
      "Power": 63.8,
      "Speed": 71.7,
      "Control": 64.5,
      "Endurance": 61.3,
      "Agility": 56.2
     },
     "archetype": "All-round",
     "archetype_probs": {
      "Attacking": 0.02,
      "Defensive": 0.064,
      "Control": 0.017,
      "All-round": 0.899
     },
     "skill_tier": "Low",
     "skill_index": -0.34,
     "description": "No single dominant trait: power, tempo and control in balance."
    },
    {
     "session": "24643797811",
     "attributes": {
      "Power": 54.7,
      "Speed": 36.3,
      "Control": 58.9,
      "Endurance": 15.6,
      "Agility": 41.3
     },
     "archetype": "All-round",
     "archetype_probs": {
      "Attacking": 0.07,
      "Defensive": 0.002,
      "Control": 0.186,
      "All-round": 0.742
     },
     "skill_tier": "Low",
     "skill_index": -0.27,
     "description": "No single dominant trait: power, tempo and control in balance."
    },
    {
     "session": "24684683098",
     "attributes": {
      "Power": 70.6,
      "Speed": 51.5,
      "Control": 52.8,
      "Endurance": 60.7,
      "Agility": 61.5
     },
     "archetype": "All-round",
     "archetype_probs": {
      "Attacking": 0.467,
      "Defensive": 0.005,
      "Control": 0.0,
      "All-round": 0.527
     },
     "skill_tier": "Medium",
     "skill_index": 0.14,
     "description": "No single dominant trait: power, tempo and control in balance."
    },
    {
     "session": "24729866298",
     "attributes": {
      "Power": 62.2,
      "Speed": 59.9,
      "Control": 50.6,
      "Endurance": 56.7,
      "Agility": 37.2
     },
     "archetype": "All-round",
     "archetype_probs": {
      "Attacking": 0.402,
      "Defensive": 0.003,
      "Control": 0.004,
      "All-round": 0.591
     },
     "skill_tier": "Medium",
     "skill_index": -0.01,
     "description": "No single dominant trait: power, tempo and control in balance."
    },
    {
     "session": "24765783524",
     "attributes": {
      "Power": 48.6,
      "Speed": 40.6,
      "Control": 62.6,
      "Endurance": 35.4,
      "Agility": 35.4
     },
     "archetype": "Control",
     "archetype_probs": {
      "Attacking": 0.002,
      "Defensive": 0.001,
      "Control": 0.753,
      "All-round": 0.244
     },
     "skill_tier": "Low",
     "skill_index": -1.2,
     "description": "Rally construction: drops and clears over smashes, consistent swing speed, varied patterns."
    }
   ]
  }
 }
}