{
  "status": "PASS",
  "dataset": "rpm_dataset_3000",
  "source_items": 3000,
  "included_items": 3000,
  "excluded_items": 0,
  "exclusion_counts": {},
  "template": "Read across the rows and down the columns of the matrix to work out what changes from one panel to the next: decide which of the numbered choices completes the pattern, and say which attributes had to change together for that choice to be the right one. State your conclusion, justify it by describing the progression you found along the rows and down the columns, and end with a confidence score from 0 to 1.",
  "subfacts": [
    "correct_choice",
    "attributes_changed_together"
  ],
  "answer_distributions": {
    "correct_choice": {
      "2": 407,
      "6": 387,
      "4": 385,
      "8": 379,
      "7": 366,
      "5": 363,
      "1": 358,
      "3": 355
    },
    "attributes_changed_together": {
      "[\"shape\",\"count\"]": 454,
      "[\"color\",\"count\"]": 395,
      "[\"rotation\",\"count\"]": 380,
      "[\"size\",\"count\"]": 369,
      "[\"color\",\"rotation\"]": 318,
      "[\"shape\",\"size\"]": 318,
      "[\"size\",\"color\"]": 256,
      "[\"shape\",\"color\"]": 255,
      "[\"size\",\"rotation\"]": 255
    }
  },
  "constant_answer_baselines": {
    "correct_choice": 0.13566666666666666,
    "attributes_changed_together": 0.15133333333333332
  },
  "fields_at_or_above_60_percent": {},
  "independent_derivation": {
    "mismatches": [],
    "method": "separate formulas and geometry traversals; generator answer derivation is not called"
  },
  "deterministic_subfact_dependency_check": {
    "method": "For every target sub-fact, test every 1-to-3-field subset of the other populated sub-facts. A relation is flagged when every repeated predictor tuple maps to one target and repeated tuples cover at least 80% of eligible rows. Explicit prohibited semantic identities remain validation failures.",
    "tested_relationships": [
      {
        "target": "correct_choice",
        "predictors": [
          "attributes_changed_together"
        ],
        "rows": 3000,
        "distinct_predictor_tuples": 9,
        "repeat_coverage": 1.0,
        "deterministic": false
      },
      {
        "target": "attributes_changed_together",
        "predictors": [
          "correct_choice"
        ],
        "rows": 3000,
        "distinct_predictor_tuples": 8,
        "repeat_coverage": 1.0,
        "deterministic": false
      }
    ],
    "empirical_findings": [],
    "violations": []
  },
  "assertions": {
    "public_schema_exact": true,
    "one_to_one_resolution": true,
    "no_answer_leak": true,
    "no_unrendered_coordinates_or_vocabulary": true,
    "numeric_tolerances_stored_and_stated": true,
    "no_prohibited_derivable_redundancy": true,
    "exact_spec_wording": true,
    "variant_specific_fields_only": true
  },
  "png_recovery": {
    "passed": 3000,
    "total": 3000,
    "failures": [],
    "quantity_recovery_by_subfact": {
      "correct_choice": {
        "visual_signal": "row/column attribute progression and numbered panels",
        "checked_items": 3000,
        "passed_items": 3000,
        "verification_basis": "exhaustive PNG decode plus domain renderer/geometry recovery",
        "supporting_closed_validator_metrics": [
          "png_asset_presence"
        ]
      },
      "attributes_changed_together": {
        "visual_signal": "rendered shape, colour, count, or orientation progression",
        "checked_items": 3000,
        "passed_items": 3000,
        "verification_basis": "exhaustive PNG decode plus domain renderer/geometry recovery",
        "supporting_closed_validator_metrics": [
          "png_asset_presence"
        ]
      }
    }
  },
  "special_checks": {
    "correct_to_nearest_wrong_attribute_hamming_gap_distribution": {
      "count": 3000,
      "min": 1,
      "p25": 1.0,
      "p50": 1.0,
      "p75": 1.0,
      "p95": 1.0,
      "max": 2
    },
    "duplicate_correct_candidate_violations": 0,
    "options_satisfying_independently_derived_rules": {
      "1": 3000
    },
    "multi_valid_items": 0,
    "declared_rule_discriminator_counts": {
      "color": 1224,
      "count": 1598,
      "rotation": 953,
      "shape": 1027,
      "size": 1198
    },
    "unfrozen_undeclared_attribute_counts": {},
    "active_attribute_pair_distribution": {
      "color + count": 395,
      "color + rotation": 318,
      "color + shape": 255,
      "color + size": 256,
      "count + rotation": 380,
      "count + shape": 454,
      "count + size": 369,
      "rotation + size": 255,
      "shape + size": 318
    },
    "render_style_controls": {
      "shape_area": "equalised analytically",
      "spacing": "depends only on declared size and count",
      "stroke_width": "fixed"
    }
  },
  "issues": []
}