{
 "branch": "pretrain",
 "n_p2": 166,
 "pilot_30": [
  "AnnAssign",
  "Assert",
  "Assign",
  "Attribute",
  "AugAssign",
  "BinOp",
  "BoolOp",
  "Call",
  "Compare",
  "Delete",
  "Dict",
  "For",
  "FunctionDef",
  "GeneratorExp",
  "If",
  "IfExp",
  "ImportFrom",
  "List",
  "ListComp",
  "NamedExpr",
  "Pass",
  "Return",
  "Set",
  "Slice",
  "Starred",
  "Subscript",
  "Tuple",
  "UnaryOp",
  "While",
  "With"
 ],
 "pilot_disclosure": {
  "extrapolated_date_form": {
   "spearman": -0.3,
   "n": 30,
   "p": 0.1
  },
  "measured_turnover_form": {
   "spearman": 0.54,
   "n": 30,
   "p": 0.002
  },
  "status": "both exploratory; the phase battery's reading is reported with and without these 30 constructs"
 },
 "c3": {
  "n_p3": {
   "product": 0,
   "layer": 12
  },
  "verdict_threshold": 43,
  "powered_threshold": 84,
  "verdict": "NO VERDICT on P2: |P3| is below C3's threshold in both spaces, so step 0b's clause applies -- P2 is reported as the correlation with its interval and no verdict"
 },
 "step1_clause": {
  "product": {
   "status": "UNDETERMINED",
   "n": 0,
   "why": "fewer than three constructs are dated under both thetas",
   "primary": "aft",
   "note": "the clause promotes the Spearman only on a positive finding; an undetermined condition leaves the AFT primary and is reported as undetermined, not as a negative"
  },
  "layer": {
   "status": "NOT DECIDABLE BY THE CONTRACT",
   "spearman_between_thetas": 0.8186813186813187,
   "n_dated_under_both": 13,
   "thetas": [
    0.7,
    0.75
   ],
   "pilot_observed_range": [
    0.89,
    1.0
   ],
   "below_the_pilot_range": true,
   "primary": "aft",
   "note": "the plan names no cut for 'reference-dependent', so the AFT stays primary by default and the measured agreement is reported; whether the choice matters is answered by `primary_choice_is_material`, not by a threshold",
   "primary_choice_is_material|with_pilot": false,
   "primary_choice_is_material|without_pilot": false
  }
 },
 "spearman": {
  "product|with_pilot": {
   "n": 162,
   "distinct_ranks": 1,
   "n_censored": 162,
   "n_dated": 0,
   "spearman": null,
   "why": "the date column has a single rank (1): every construct is censored, so a rank correlation against it is undefined rather than zero"
  },
  "product|without_pilot": {
   "n": 149,
   "distinct_ranks": 1,
   "n_censored": 149,
   "n_dated": 0,
   "spearman": null,
   "why": "the date column has a single rank (1): every construct is censored, so a rank correlation against it is undefined rather than zero"
  },
  "layer|with_pilot": {
   "n": 162,
   "distinct_ranks": 2,
   "n_censored": 151,
   "n_dated": 11,
   "n_distinct_dates": 1,
   "measures": "whether a construct is DATED AT ALL against its frequency -- not which dates come first: all dated constructs share one checkpoint, so there is no order among the dates to correlate with",
   "is_the_p2_quantity": false,
   "spearman": 0.34959273278345204,
   "permutation_interval": [
    -0.15025517080503958,
    0.15832642460323285
   ],
   "permutation_p": 0.0,
   "n_draws": 10000
  },
  "layer|without_pilot": {
   "n": 149,
   "distinct_ranks": 2,
   "n_censored": 138,
   "n_dated": 11,
   "n_distinct_dates": 1,
   "measures": "whether a construct is DATED AT ALL against its frequency -- not which dates come first: all dated constructs share one checkpoint, so there is no order among the dates to correlate with",
   "is_the_p2_quantity": false,
   "spearman": 0.35653302896317635,
   "permutation_interval": [
    -0.16049424501310475,
    0.1638098375975422
   ],
   "permutation_p": 0.0,
   "n_draws": 10000
  }
 },
 "aft": {
  "product|with_pilot|lognormal": {
   "n": 162,
   "n_events": 0,
   "fit": null,
   "why": "fewer than ten events: a regression on this column would be an interval and not an estimate"
  },
  "product|with_pilot|weibull": {
   "n": 162,
   "n_events": 0,
   "fit": null,
   "why": "fewer than ten events: a regression on this column would be an interval and not an estimate"
  },
  "product|without_pilot|lognormal": {
   "n": 149,
   "n_events": 0,
   "fit": null,
   "why": "fewer than ten events: a regression on this column would be an interval and not an estimate"
  },
  "product|without_pilot|weibull": {
   "n": 149,
   "n_events": 0,
   "fit": null,
   "why": "fewer than ten events: a regression on this column would be an interval and not an estimate"
  },
  "layer|with_pilot|lognormal": {
   "n": 162,
   "n_events": 11,
   "n_composite": 7,
   "composite_entered": false,
   "names": [
    "intercept",
    "log_frequency",
    "frame:builtin reference",
    "frame:header+suite",
    "frame:operand position"
   ],
   "fit": {
    "converged": true,
    "nll": 89.43949528683751,
    "beta": [
     32.06600246481953,
     0.1308126910623666,
     -2.3770635976505643,
     0.7653762631852457,
     6.386974448601922
    ],
    "log_scale": -0.8436829018411521,
    "dist": "lognormal",
    "n": 162
   },
   "coefficients": {
    "intercept": {
     "beta": 32.06600246481953,
     "lo": 29.93682029391696,
     "hi": 63.682749363684046,
     "excludes_zero": true
    },
    "log_frequency": {
     "beta": 0.1308126910623666,
     "lo": 0.09245074199399071,
     "hi": 0.1843977302659035,
     "excludes_zero": true
    },
    "frame:builtin reference": {
     "beta": -2.3770635976505643,
     "lo": -34.07627087080867,
     "hi": -0.09620066180980985,
     "excludes_zero": true
    },
    "frame:header+suite": {
     "beta": 0.7653762631852457,
     "lo": -31.398092800336816,
     "hi": 27.479738698376675,
     "excludes_zero": false
    },
    "frame:operand position": {
     "beta": 6.386974448601922,
     "lo": -9.380539736820449,
     "hi": 98.63599914214178,
     "excludes_zero": false
    }
   },
   "permutation_p_log_frequency": 0.0,
   "n_bootstrap": 200,
   "n_permutations": 200
  },
  "layer|with_pilot|weibull": {
   "n": 162,
   "n_events": 11,
   "n_composite": 7,
   "composite_entered": false,
   "names": [
    "intercept",
    "log_frequency",
    "frame:builtin reference",
    "frame:header+suite",
    "frame:operand position"
   ],
   "fit": {
    "converged": true,
    "nll": 91.37033871224388,
    "beta": [
     45.10972018027097,
     0.12817763666470106,
     -15.358532774155869,
     -8.294576149256686,
     13.993049030365688
    ],
    "log_scale": -1.33082141078288,
    "dist": "weibull",
    "n": 162
   },
   "coefficients": {
    "intercept": {
     "beta": 45.10972018027097,
     "lo": 30.05936812597074,
     "hi": 74.16854885919483,
     "excludes_zero": true
    },
    "log_frequency": {
     "beta": 0.12817763666470106,
     "lo": 0.08401368325582154,
     "hi": 0.19500850085382912,
     "excludes_zero": true
    },
    "frame:builtin reference": {
     "beta": -15.358532774155869,
     "lo": -44.530362728801386,
     "hi": 0.11285317063027606,
     "excludes_zero": false
    },
    "frame:header+suite": {
     "beta": -8.294576149256686,
     "lo": -29.80719417472475,
     "hi": 44.1163671126458,
     "excludes_zero": false
    },
    "frame:operand position": {
     "beta": 13.993049030365688,
     "lo": -12.28710552093677,
     "hi": 78.72207075303147,
     "excludes_zero": false
    }
   },
   "permutation_p_log_frequency": 0.0,
   "n_bootstrap": 200,
   "n_permutations": 200
  },
  "layer|without_pilot|lognormal": {
   "n": 149,
   "n_events": 11,
   "n_composite": 4,
   "composite_entered": false,
   "names": [
    "intercept",
    "log_frequency",
    "frame:builtin reference"
   ],
   "fit": {
    "converged": true,
    "nll": 89.43949528683788,
    "beta": [
     32.30869495920375,
     0.1308126922553674,
     -2.6197560604628167
    ],
    "log_scale": -0.8436829248997222,
    "dist": "lognormal",
    "n": 149
   },
   "coefficients": {
    "intercept": {
     "beta": 32.30869495920375,
     "lo": 30.764814094196627,
     "hi": 34.35356998673611,
     "excludes_zero": true
    },
    "log_frequency": {
     "beta": 0.1308126922553674,
     "lo": 0.09716133111606483,
     "hi": 0.20194203989109735,
     "excludes_zero": true
    },
    "frame:builtin reference": {
     "beta": -2.6197560604628167,
     "lo": -4.215686486476544,
     "hi": -0.8542930966376433,
     "excludes_zero": true
    }
   },
   "permutation_p_log_frequency": 0.0,
   "n_bootstrap": 200,
   "n_permutations": 200
  },
  "layer|without_pilot|weibull": {
   "n": 149,
   "n_events": 11,
   "n_composite": 4,
   "composite_entered": false,
   "names": [
    "intercept",
    "log_frequency",
    "frame:builtin reference"
   ],
   "fit": {
    "converged": true,
    "nll": 91.37033871224492,
    "beta": [
     36.72437359336768,
     0.12817764653690045,
     -6.973186098031237
    ],
    "log_scale": -1.3308213083352753,
    "dist": "weibull",
    "n": 149
   },
   "coefficients": {
    "intercept": {
     "beta": 36.72437359336768,
     "lo": 30.837064031132805,
     "hi": 52.98799627957624,
     "excludes_zero": true
    },
    "log_frequency": {
     "beta": 0.12817764653690045,
     "lo": 0.0885961542952031,
     "hi": 0.2158982608197191,
     "excludes_zero": true
    },
    "frame:builtin reference": {
     "beta": -6.973186098031237,
     "lo": -23.025825671551743,
     "hi": -1.0552733989785184,
     "excludes_zero": true
    }
   },
   "permutation_p_log_frequency": 0.0,
   "n_bootstrap": 200,
   "n_permutations": 200
  }
 },
 "assembly": {
  "product|with_pilot": {
   "n_composites": 7,
   "n_usable_pairs": 0,
   "composites": {
    "AsyncFor": {
     "components": [
      "Break",
      "Continue"
     ],
     "n_components_dated": 0,
     "composite_date": null,
     "readable": false,
     "why": "the composite has no date inside the record"
    },
    "Continue": {
     "components": [
      "For"
     ],
     "n_components_dated": 0,
     "composite_date": null,
     "readable": false,
     "why": "the composite has no date inside the record"
    },
    "For": {
     "components": [
      "Break",
      "Continue"
     ],
     "n_components_dated": 0,
     "composite_date": null,
     "readable": false,
     "why": "the composite has no date inside the record"
    },
    "Global": {
     "components": [
      "FunctionDef",
      "Assign"
     ],
     "n_components_dated": 0,
     "composite_date": null,
     "readable": false,
     "why": "the composite has no date inside the record"
    },
    "Return": {
     "components": [
      "FunctionDef"
     ],
     "n_components_dated": 0,
     "composite_date": null,
     "readable": false,
     "why": "the composite has no date inside the record"
    },
    "Try": {
     "components": [
      "ExceptHandler"
     ],
     "n_components_dated": 0,
     "composite_date": null,
     "readable": false,
     "why": "the composite has no date inside the record"
    },
    "While": {
     "components": [
      "Break",
      "Continue"
     ],
     "n_components_dated": 0,
     "composite_date": null,
     "readable": false,
     "why": "the composite has no date inside the record"
    }
   },
   "outcome": "EMPTY",
   "why": "no composite has both its own stability date and a date for any construct it obliges, so the assembly rival cannot be tested on this record; the dated set and the composite set do not intersect"
  },
  "product|without_pilot": {
   "n_composites": 4,
   "n_usable_pairs": 0,
   "composites": {
    "AsyncFor": {
     "components": [
      "Break",
      "Continue"
     ],
     "n_components_dated": 0,
     "composite_date": null,
     "readable": false,
     "why": "the composite has no date inside the record"
    },
    "Continue": {
     "components": [
      "For"
     ],
     "n_components_dated": 0,
     "composite_date": null,
     "readable": false,
     "why": "the composite has no date inside the record"
    },
    "Global": {
     "components": [
      "FunctionDef",
      "Assign"
     ],
     "n_components_dated": 0,
     "composite_date": null,
     "readable": false,
     "why": "the composite has no date inside the record"
    },
    "Try": {
     "components": [
      "ExceptHandler"
     ],
     "n_components_dated": 0,
     "composite_date": null,
     "readable": false,
     "why": "the composite has no date inside the record"
    }
   },
   "outcome": "EMPTY",
   "why": "no composite has both its own stability date and a date for any construct it obliges, so the assembly rival cannot be tested on this record; the dated set and the composite set do not intersect"
  },
  "layer|with_pilot": {
   "n_composites": 7,
   "n_usable_pairs": 0,
   "composites": {
    "AsyncFor": {
     "components": [
      "Break",
      "Continue"
     ],
     "n_components_dated": 0,
     "composite_date": null,
     "readable": false,
     "why": "the composite has no date inside the record"
    },
    "Continue": {
     "components": [
      "For"
     ],
     "n_components_dated": 0,
     "composite_date": null,
     "readable": false,
     "why": "the composite has no date inside the record"
    },
    "For": {
     "components": [
      "Break",
      "Continue"
     ],
     "n_components_dated": 0,
     "composite_date": null,
     "readable": false,
     "why": "the composite has no date inside the record"
    },
    "Global": {
     "components": [
      "FunctionDef",
      "Assign"
     ],
     "n_components_dated": 0,
     "composite_date": null,
     "readable": false,
     "why": "the composite has no date inside the record"
    },
    "Return": {
     "components": [
      "FunctionDef"
     ],
     "n_components_dated": 0,
     "composite_date": null,
     "readable": false,
     "why": "the composite has no date inside the record"
    },
    "Try": {
     "components": [
      "ExceptHandler"
     ],
     "n_components_dated": 0,
     "composite_date": null,
     "readable": false,
     "why": "the composite has no date inside the record"
    },
    "While": {
     "components": [
      "Break",
      "Continue"
     ],
     "n_components_dated": 0,
     "composite_date": null,
     "readable": false,
     "why": "the composite has no date inside the record"
    }
   },
   "outcome": "EMPTY",
   "why": "no composite has both its own stability date and a date for any construct it obliges, so the assembly rival cannot be tested on this record; the dated set and the composite set do not intersect"
  },
  "layer|without_pilot": {
   "n_composites": 4,
   "n_usable_pairs": 0,
   "composites": {
    "AsyncFor": {
     "components": [
      "Break",
      "Continue"
     ],
     "n_components_dated": 0,
     "composite_date": null,
     "readable": false,
     "why": "the composite has no date inside the record"
    },
    "Continue": {
     "components": [
      "For"
     ],
     "n_components_dated": 0,
     "composite_date": null,
     "readable": false,
     "why": "the composite has no date inside the record"
    },
    "Global": {
     "components": [
      "FunctionDef",
      "Assign"
     ],
     "n_components_dated": 0,
     "composite_date": null,
     "readable": false,
     "why": "the composite has no date inside the record"
    },
    "Try": {
     "components": [
      "ExceptHandler"
     ],
     "n_components_dated": 0,
     "composite_date": null,
     "readable": false,
     "why": "the composite has no date inside the record"
    }
   },
   "outcome": "EMPTY",
   "why": "no composite has both its own stability date and a date for any construct it obliges, so the assembly rival cannot be tested on this record; the dated set and the composite set do not intersect"
  }
 },
 "exploratory_cross_reference": {
  "with_pilot": {
   "column": "curve2_norm",
   "beta": -0.27367094241636647,
   "interval": [
    -0.4261031903634231,
    -0.14117845445229976
   ],
   "permutation_p": 0.0,
   "status": "EXPLORATORY (A35, step 3's third sense). Frequency predicts the NORM's date, not the stability date C3 names. Reported beside P2, never as P2."
  },
  "without_pilot": {
   "column": "curve2_norm",
   "beta": -0.2957392539329919,
   "interval": [
    -0.4311526217591251,
    -0.1753695411081646
   ],
   "permutation_p": 0.0,
   "status": "EXPLORATORY (A35, step 3's third sense). Frequency predicts the NORM's date, not the stability date C3 names. Reported beside P2, never as P2."
  }
 },
 "withdrawn_by_a38": {
  "n_dated_under_the_spacing_check": {
   "product": 0,
   "layer": 0
  },
  "spacing_dependence_spearman": -0.8131468225548475,
  "what": "every verdict-layer coefficient below -- the Spearman and both AFT fits -- is WITHDRAWN: it is computed on twelve dates that are a partner-spacing artefact, not twelve settling dates",
  "what_stands": "P2 has NO VERDICT, now because |P3| = 0 in both spaces rather than 12 < 43; the assembly rival is empty; the composite indicator is out; step 1's clause is not decidable by the contract"
 },
 "direction": {
  "layer|with_pilot|lognormal": {
   "beta": 0.1308126910623666,
   "excludes_zero": true,
   "prediction_is": "negative: frequent constructs settle first",
   "observed": "POSITIVE -- the opposite of the prediction",
   "but": "C3's condition |P3| >= 43 is not met, and the dated constructs share a single checkpoint, so this is not a verdict in either direction"
  },
  "layer|with_pilot|weibull": {
   "beta": 0.12817763666470106,
   "excludes_zero": true,
   "prediction_is": "negative: frequent constructs settle first",
   "observed": "POSITIVE -- the opposite of the prediction",
   "but": "C3's condition |P3| >= 43 is not met, and the dated constructs share a single checkpoint, so this is not a verdict in either direction"
  },
  "layer|without_pilot|lognormal": {
   "beta": 0.1308126922553674,
   "excludes_zero": true,
   "prediction_is": "negative: frequent constructs settle first",
   "observed": "POSITIVE -- the opposite of the prediction",
   "but": "C3's condition |P3| >= 43 is not met, and the dated constructs share a single checkpoint, so this is not a verdict in either direction"
  },
  "layer|without_pilot|weibull": {
   "beta": 0.12817764653690045,
   "excludes_zero": true,
   "prediction_is": "negative: frequent constructs settle first",
   "observed": "POSITIVE -- the opposite of the prediction",
   "but": "C3's condition |P3| >= 43 is not met, and the dated constructs share a single checkpoint, so this is not a verdict in either direction"
  }
 }
}