{
  "task": "dnf",
  "model": "logistic",
  "overall": {
    "auc_roc": 0.5204493642592989,
    "auc_pr": 0.22895999087860608,
    "f1": 0.30536659108087677,
    "mcc": -0.04284829391565917,
    "calibration": 0.31883188538468926,
    "n": 2260,
    "positive_rate": 0.1827433628318584
  },
  "stratified": {
    "by_event": {
      "222": {
        "auc_roc": 0.47087668429131846,
        "auc_pr": 0.12693325694059734,
        "f1": 0.2185792349726776,
        "mcc": -0.08874307253097133,
        "calibration": 0.3749911600205171,
        "n": 327,
        "positive_rate": 0.12538226299694188
      },
      "333": {
        "auc_roc": 0.44446817092557,
        "auc_pr": 0.09684905706163471,
        "f1": 0.15443037974683543,
        "mcc": -0.09282917429710102,
        "calibration": 0.4144254441278866,
        "n": 732,
        "positive_rate": 0.0860655737704918
      },
      "333bf": {
        "auc_roc": 0.4197674418604651,
        "auc_pr": 0.9480116829462152,
        "f1": 0.96,
        "mcc": -0.036145627700751984,
        "calibration": 0.44441820716720914,
        "n": 91,
        "positive_rate": 0.945054945054945
      },
      "333fm": {
        "auc_roc": 0.6780952380952381,
        "auc_pr": 0.5987181317568917,
        "f1": 0.5434782608695652,
        "mcc": NaN,
        "calibration": 0.127325462490731,
        "n": 67,
        "positive_rate": 0.373134328358209
      },
      "333mbf": {
        "auc_roc": 0.3333333333333333,
        "auc_pr": 0.6428571428571428,
        "f1": 0.7272727272727273,
        "mcc": NaN,
        "calibration": 0.4498099614488395,
        "n": 7,
        "positive_rate": 0.5714285714285714
      },
      "333oh": {
        "auc_roc": 0.5709549071618037,
        "auc_pr": 0.21677331005923456,
        "f1": 0.18439716312056736,
        "mcc": 0.029589504779624957,
        "calibration": 0.3995970207999105,
        "n": 129,
        "positive_rate": 0.10077519379844961
      },
      "444": {
        "auc_roc": 0.5118181818181818,
        "auc_pr": 0.11778637943191318,
        "f1": 0.18333333333333332,
        "mcc": 0.0449260350337442,
        "calibration": 0.40105645600882317,
        "n": 111,
        "positive_rate": 0.0990990990990991
      },
      "444bf": {
        "auc_roc": NaN,
        "auc_pr": 1.0,
        "f1": 0.8888888888888888,
        "mcc": NaN,
        "calibration": 0.5000334226224141,
        "n": 5,
        "positive_rate": 1.0
      },
      "555": {
        "auc_roc": 0.46210163652024117,
        "auc_pr": 0.23512750355420434,
        "f1": 0.11188811188811189,
        "mcc": -0.1293009355023637,
        "calibration": 0.43519146816253385,
        "n": 138,
        "positive_rate": 0.06521739130434782
      },
      "555bf": {
        "auc_roc": NaN,
        "auc_pr": 1.0,
        "f1": 0.8571428571428571,
        "mcc": NaN,
        "calibration": 0.5000283755881285,
        "n": 4,
        "positive_rate": 1.0
      },
      "666": {
        "auc_roc": 0.59375,
        "auc_pr": 0.10101010101010101,
        "f1": 0.11428571428571428,
        "mcc": 0.04351941398892446,
        "calibration": 0.44131069043338933,
        "n": 34,
        "positive_rate": 0.058823529411764705
      },
      "777": {
        "auc_roc": 0.7777777777777778,
        "auc_pr": 0.5347222222222222,
        "f1": 0.22857142857142856,
        "mcc": NaN,
        "calibration": 0.37111555369316696,
        "n": 31,
        "positive_rate": 0.12903225806451613
      },
      "clock": {
        "auc_roc": 0.48909754360982555,
        "auc_pr": 0.5058742967575535,
        "f1": 0.6666666666666666,
        "mcc": NaN,
        "calibration": 0.00033070410353230884,
        "n": 212,
        "positive_rate": 0.5
      },
      "minx": {
        "auc_roc": 0.4599483204134367,
        "auc_pr": 0.19739926872996474,
        "f1": 0.17307692307692307,
        "mcc": NaN,
        "calibration": 0.40590415727039947,
        "n": 95,
        "positive_rate": 0.09473684210526316
      },
      "pyram": {
        "auc_roc": 0.5086027111574557,
        "auc_pr": 0.11824216176112337,
        "f1": 0.1728395061728395,
        "mcc": 0.04551279468647915,
        "calibration": 0.40752023068153964,
        "n": 151,
        "positive_rate": 0.09271523178807947
      },
      "skewb": {
        "auc_roc": 0.4603174603174603,
        "auc_pr": 0.11485671191553544,
        "f1": 0.18181818181818182,
        "mcc": -0.11633501014942219,
        "calibration": 0.37500906362897996,
        "n": 24,
        "positive_rate": 0.125
      },
      "sq1": {
        "auc_roc": 0.288961038961039,
        "auc_pr": 0.10816530320452176,
        "f1": 0.2413793103448276,
        "mcc": NaN,
        "calibration": 0.36315763172873333,
        "n": 102,
        "positive_rate": 0.13725490196078433
      }
    },
    "by_skill_level": {
      "advanced": {
        "auc_roc": 0.4772234273318872,
        "auc_pr": 0.14435627070288876,
        "f1": 0.24013157894736842,
        "mcc": -0.12751461846291334,
        "calibration": 0.3625131587132647,
        "n": 537,
        "positive_rate": 0.14152700186219738
      },
      "elite": {
        "auc_roc": 0.4793346774193548,
        "auc_pr": 0.156766171736908,
        "f1": 0.29545454545454547,
        "mcc": NaN,
        "calibration": 0.32714225999258106,
        "n": 300,
        "positive_rate": 0.17333333333333334
      },
      "intermediate": {
        "auc_roc": 0.5224007226827154,
        "auc_pr": 0.1911360023209754,
        "f1": 0.25905598243688255,
        "mcc": -0.06267205955146052,
        "calibration": 0.3501523522580639,
        "n": 798,
        "positive_rate": 0.15162907268170425
      },
      "novice": {
        "auc_roc": 0.6225001322681339,
        "auc_pr": 0.4173174376624096,
        "f1": 0.4154838709677419,
        "mcc": 0.016554843752353787,
        "calibration": 0.23892395455412044,
        "n": 625,
        "positive_rate": 0.2624
      }
    },
    "by_time_slice": {
      "test_a": {
        "auc_roc": 0.5132225028058361,
        "auc_pr": 0.3231737677636219,
        "f1": 0.2903225806451613,
        "mcc": NaN,
        "calibration": 0.33521517784198773,
        "n": 636,
        "positive_rate": 0.16981132075471697
      },
      "test_b": {
        "auc_roc": 0.5408369143695629,
        "auc_pr": 0.369074405775869,
        "f1": 0.41354723707664887,
        "mcc": NaN,
        "calibration": 0.23978924182036904,
        "n": 445,
        "positive_rate": 0.2606741573033708
      },
      "test_c": {
        "auc_roc": 0.4878627545294212,
        "auc_pr": 0.20380702235131212,
        "f1": 0.2684563758389262,
        "mcc": -0.07220001878699694,
        "calibration": 0.3398278161593123,
        "n": 1179,
        "positive_rate": 0.16030534351145037
      }
    },
    "by_continent": {
      "_Asia": {
        "auc_roc": 0.5405,
        "auc_pr": 0.405812918643263,
        "f1": 0.38461538461538464,
        "mcc": NaN,
        "calibration": 0.27375356273292806,
        "n": 210,
        "positive_rate": 0.23809523809523808
      },
      "_Europe": {
        "auc_roc": 0.4934137052203545,
        "auc_pr": 0.20852900168511987,
        "f1": 0.26452905811623245,
        "mcc": -0.08426887160543375,
        "calibration": 0.3406473313771572,
        "n": 884,
        "positive_rate": 0.1595022624434389
      },
      "_North America": {
        "auc_roc": 0.4713447925250218,
        "auc_pr": 0.20732133362882138,
        "f1": 0.32005792903692976,
        "mcc": NaN,
        "calibration": 0.31028997282746446,
        "n": 1160,
        "positive_rate": 0.19051724137931034
      },
      "_Oceania": {
        "auc_roc": NaN,
        "auc_pr": NaN,
        "f1": 0.0,
        "mcc": NaN,
        "calibration": 0.5008602055293269,
        "n": 3,
        "positive_rate": 0.0
      },
      "_South America": {
        "auc_roc": 0.5,
        "auc_pr": 0.5,
        "f1": 0.5,
        "mcc": NaN,
        "calibration": 0.16687425387642257,
        "n": 3,
        "positive_rate": 0.3333333333333333
      }
    },
    "by_split": {
      "test": {
        "auc_roc": 0.5204493642592989,
        "auc_pr": 0.22895999087860608,
        "f1": 0.30536659108087677,
        "mcc": -0.04284829391565917,
        "calibration": 0.31883188538468926,
        "n": 2260,
        "positive_rate": 0.1827433628318584
      }
    }
  },
  "hard_subset": {
    "overall": {},
    "n": 0
  },
  "cost": {
    "mode": "small",
    "baseline_kind": "method",
    "device": "cpu",
    "wall_clock_sec": 0.7267883000004076,
    "cpu_hours": 0.00020188563888900212
  },
  "extras": {
    "cold_start": {
      "overall": {
        "auc_roc": 0.45159313725490197,
        "auc_pr": 0.1622023288463277,
        "f1": 0.2641509433962264,
        "mcc": -0.14265304876591547,
        "calibration": 0.32257814605120516,
        "n": 248,
        "positive_rate": 0.1774193548387097
      },
      "n_cold": 248,
      "n_warm": 2012
    },
    "n": 2260
  },
  "significance": {
    "metric": "auc_pr",
    "paired_unit": "competition_event_round",
    "n_pairs": 80,
    "mean_diff": 0.27754620459203905,
    "ci95": [
      0.22090226508251717,
      0.32902366512861747
    ],
    "p_value": 1.5654667081066664e-15,
    "effect_size": {
      "name": "cohens_d",
      "value": 1.5700592158151472,
      "cliffs_delta": 0.725
    },
    "test": "paired_t",
    "seed": 42,
    "t_stat": 9.921476171938712,
    "reference": "xgboost_dnf"
  },
  "elapsed_sec": 35.895626068115234,
  "seed": 42,
  "data_summary": {
    "n_persons": 298551,
    "n_competitions": 18708,
    "n_results": 502260,
    "n_attempts": 31847257,
    "n_events": 21,
    "n_frozen_person_event": 612224
  }
}