{ "case": "A-exact", "config": { "schema_preset": "demo6", "n_records": 20, "dataset_seed": 20240501, "correlation": 0.6, "levels": [ 1, 2, 3 ], "include_zeros": true, "max_statistics": null, "statistics_seed": 7, "noise": { "kind": "none", "base": 5, "sigma": 1.0, "epsilon": 1.0, "clamp_negative": false }, "noise_label": "加工なし（正確な集計値）", "suppress_at_or_below": null, "disclose_suppression_rule": false }, "solver_config": { "solver": "ortools-cpsat", "mode": "auto", "max_solutions": 100, "time_limit": 60.0, "random_seed": 0, "representation": "record-type frequency" }, "release_structure": { "n_statistics": 483, "by_level": { "1": 16, "2": 105, "3": 362 }, "n_tables": 41, "largest_tables": [ { "attributes": [ "age_group", "region", "occupation" ], "n_cells": 36 }, { "attributes": [ "age_group", "gender", "region" ], "n_cells": 24 }, { "attributes": [ "age_group", "gender", "occupation" ], "n_cells": 24 }, { "attributes": [ "age_group", "region", "disease_a" ], "n_cells": 24 }, { "attributes": [ "age_group", "region", "disease_b" ], "n_cells": 24 } ], "n_zero_cells": 142, "zero_cell_fraction": 0.294 }, "experiments": [ { "experiment": "E1", "statistics_levels": "1 属性のみ", "n_statistics": 16, "status": "FEASIBLE", "n_solutions_found": 100, "exhausted": false, "cap": 100, "candidate_count": null, "candidate_count_label": ">100", "unique": false, "objective": 0.0, "n_variables": 288, "n_constraints": 17, "wall_time": 0.4488, "timed_out": false, "determined_records": 0, "determined_fraction": 0.0, "proven": true, "n_candidates_evaluated": 100, "candidates_exhaustive": false, "expected_record_type_accuracy": 0.032, "expected_is_representative": false, "best_record_type_accuracy": 0.1, "worst_record_type_accuracy": 0.0, "any_candidate_exact": false, "first_candidate": { "record_type_accuracy": 0.05, "attribute_accuracy": { "age_group": 1.0, "gender": 1.0, "region": 1.0, "occupation": 1.0, "disease_a": 1.0, "disease_b": 1.0 }, "mean_attribute_accuracy": 1.0, "misplaced_records": 19, "exact": false } }, { "experiment": "E2", "statistics_levels": "1〜2 属性", "n_statistics": 121, "status": "FEASIBLE", "n_solutions_found": 100, "exhausted": false, "cap": 100, "candidate_count": null, "candidate_count_label": ">100", "unique": false, "objective": 0.0, "n_variables": 288, "n_constraints": 122, "wall_time": 1.0288, "timed_out": false, "determined_records": 1, "determined_fraction": 0.05, "proven": true, "n_candidates_evaluated": 100, "candidates_exhaustive": false, "expected_record_type_accuracy": 0.4505, "expected_is_representative": false, "best_record_type_accuracy": 0.8, "worst_record_type_accuracy": 0.15, "any_candidate_exact": false, "first_candidate": { "record_type_accuracy": 0.5, "attribute_accuracy": { "age_group": 1.0, "gender": 1.0, "region": 1.0, "occupation": 1.0, "disease_a": 1.0, "disease_b": 1.0 }, "mean_attribute_accuracy": 1.0, "misplaced_records": 10, "exact": false } }, { "experiment": "E3", "statistics_levels": "1〜3 属性", "n_statistics": 483, "status": "OPTIMAL", "n_solutions_found": 1, "exhausted": true, "cap": 100, "candidate_count": 1, "candidate_count_label": "1", "unique": true, "objective": 0.0, "n_variables": 288, "n_constraints": 484, "wall_time": 0.0022, "timed_out": false, "determined_records": 20, "determined_fraction": 1.0, "proven": true, "n_candidates_evaluated": 1, "candidates_exhaustive": true, "expected_record_type_accuracy": 1.0, "expected_is_representative": true, "best_record_type_accuracy": 1.0, "worst_record_type_accuracy": 1.0, "any_candidate_exact": true, "first_candidate": { "record_type_accuracy": 1.0, "attribute_accuracy": { "age_group": 1.0, "gender": 1.0, "region": 1.0, "occupation": 1.0, "disease_a": 1.0, "disease_b": 1.0 }, "mean_attribute_accuracy": 1.0, "misplaced_records": 0, "exact": true } } ], "final": { "solver": { "status": "OPTIMAL", "n_solutions_found": 1, "exhausted": true, "cap": 100, "candidate_count": 1, "candidate_count_label": "1", "unique": true, "objective": 0.0, "n_variables": 288, "n_constraints": 484, "wall_time": 0.0021, "timed_out": false }, "evaluation": { "n_candidates_evaluated": 1, "candidates_exhaustive": true, "expected_record_type_accuracy": 1.0, "expected_is_representative": true, "best_record_type_accuracy": 1.0, "worst_record_type_accuracy": 1.0, "any_candidate_exact": true, "first_candidate": { "record_type_accuracy": 1.0, "attribute_accuracy": { "age_group": 1.0, "gender": 1.0, "region": 1.0, "occupation": 1.0, "disease_a": 1.0, "disease_b": 1.0 }, "mean_attribute_accuracy": 1.0, "misplaced_records": 0, "exact": true } }, "ambiguity": { "n_candidates": 1, "candidates_exhaustive": true, "certified": false, "scope_note": "候補データベース 1 通りすべてにわたる範囲", "determined_records": 20, "determined_fraction": 1.0, "fully_determined": true, "n_fixed_facts": 50, "n_derived_fixed_facts": 0, "n_ambiguous_facts": 0, "n_ambiguous_record_types": 0, "fixed_facts": [ { "conditions": { "disease_b": 0 }, "label": "disease_b=0", "value": "13", "min": 13, "max": 13, "fixed": true, "certified": false, "published": true, "description": "disease_b=0 = 13（公開済み）" }, { "conditions": { "gender": "F" }, "label": "gender=F", "value": "13", "min": 13, "max": 13, "fixed": true, "certified": false, "published": true, "description": "gender=F = 13（公開済み）" }, { "conditions": { "age_group": "30s" }, "label": "age_group=30s", "value": "10", "min": 10, "max": 10, "fixed": true, "certified": false, "published": true, "description": "age_group=30s = 10（公開済み）" }, { "conditions": { "disease_a": 0 }, "label": "disease_a=0", "value": "10", "min": 10, "max": 10, "fixed": true, "certified": false, "published": true, "description": "disease_a=0 = 10（公開済み）" }, { "conditions": { "disease_a": 1 }, "label": "disease_a=1", "value": "10", "min": 10, "max": 10, "fixed": true, "certified": false, "published": true, "description": "disease_a=1 = 10（公開済み）" }, { "conditions": { "occupation": "Admin" }, "label": "occupation=Admin", "value": "8", "min": 8, "max": 8, "fixed": true, "certified": false, "published": true, "description": "occupation=Admin = 8（公開済み）" }, { "conditions": { "occupation": "Sales" }, "label": "occupation=Sales", "value": "8", "min": 8, "max": 8, "fixed": true, "certified": false, "published": true, "description": "occupation=Sales = 8（公開済み）" }, { "conditions": { "disease_b": 1 }, "label": "disease_b=1", "value": "7", "min": 7, "max": 7, "fixed": true, "certified": false, "published": true, "description": "disease_b=1 = 7（公開済み）" }, { "conditions": { "gender": "M" }, "label": "gender=M", "value": "7", "min": 7, "max": 7, "fixed": true, "certified": false, "published": true, "description": "gender=M = 7（公開済み）" }, { "conditions": { "region": "Chiba" }, "label": "region=Chiba", "value": "7", "min": 7, "max": 7, "fixed": true, "certified": false, "published": true, "description": "region=Chiba = 7（公開済み）" }, { "conditions": { "region": "Tokyo" }, "label": "region=Tokyo", "value": "7", "min": 7, "max": 7, "fixed": true, "certified": false, "published": true, "description": "region=Tokyo = 7（公開済み）" }, { "conditions": { "region": "Saitama" }, "label": "region=Saitama", "value": "6", "min": 6, "max": 6, "fixed": true, "certified": false, "published": true, "description": "region=Saitama = 6（公開済み）" }, { "conditions": { "age_group": "20s" }, "label": "age_group=20s", "value": "4", "min": 4, "max": 4, "fixed": true, "certified": false, "published": true, "description": "age_group=20s = 4（公開済み）" }, { "conditions": { "age_group": "40s" }, "label": "age_group=40s", "value": "4", "min": 4, "max": 4, "fixed": true, "certified": false, "published": true, "description": "age_group=40s = 4（公開済み）" }, { "conditions": { "occupation": "Engineer" }, "label": "occupation=Engineer", "value": "4", "min": 4, "max": 4, "fixed": true, "certified": false, "published": true, "description": "occupation=Engineer = 4（公開済み）" }, { "conditions": { "age_group": "50s" }, "label": "age_group=50s", "value": "2", "min": 2, "max": 2, "fixed": true, "certified": false, "published": true, "description": "age_group=50s = 2（公開済み）" }, { "conditions": { "gender": "F", "disease_b": 0 }, "label": "gender=F かつ disease_b=0", "value": "8", "min": 8, "max": 8, "fixed": true, "certified": false, "published": true, "description": "gender=F かつ disease_b=0 = 8（公開済み）" }, { "conditions": { "age_group": "30s", "disease_b": 0 }, "label": "age_group=30s かつ disease_b=0", "value": "7", "min": 7, "max": 7, "fixed": true, "certified": false, "published": true, "description": "age_group=30s かつ disease_b=0 = 7（公開済み）" }, { "conditions": { "age_group": "30s", "gender": "M" }, "label": "age_group=30s かつ gender=M", "value": "7", "min": 7, "max": 7, "fixed": true, "certified": false, "published": true, "description": "age_group=30s かつ gender=M = 7（公開済み）" }, { "conditions": { "disease_a": 1, "disease_b": 0 }, "label": "disease_a=1 かつ disease_b=0", "value": "7", "min": 7, "max": 7, "fixed": true, "certified": false, "published": true, "description": "disease_a=1 かつ disease_b=0 = 7（公開済み）" }, { "conditions": { "gender": "F", "disease_a": 1 }, "label": "gender=F かつ disease_a=1", "value": "7", "min": 7, "max": 7, "fixed": true, "certified": false, "published": true, "description": "gender=F かつ disease_a=1 = 7（公開済み）" }, { "conditions": { "age_group": "30s", "disease_a": 0 }, "label": "age_group=30s かつ disease_a=0", "value": "6", "min": 6, "max": 6, "fixed": true, "certified": false, "published": true, "description": "age_group=30s かつ disease_a=0 = 6（公開済み）" }, { "conditions": { "disease_a": 0, "disease_b": 0 }, "label": "disease_a=0 かつ disease_b=0", "value": "6", "min": 6, "max": 6, "fixed": true, "certified": false, "published": true, "description": "disease_a=0 かつ disease_b=0 = 6（公開済み）" }, { "conditions": { "gender": "F", "disease_a": 0 }, "label": "gender=F かつ disease_a=0", "value": "6", "min": 6, "max": 6, "fixed": true, "certified": false, "published": true, "description": "gender=F かつ disease_a=0 = 6（公開済み）" }, { "conditions": { "region": "Tokyo", "disease_b": 0 }, "label": "region=Tokyo かつ disease_b=0", "value": "6", "min": 6, "max": 6, "fixed": true, "certified": false, "published": true, "description": "region=Tokyo かつ disease_b=0 = 6（公開済み）" }, { "conditions": { "age_group": "30s", "occupation": "Sales" }, "label": "age_group=30s かつ occupation=Sales", "value": "5", "min": 5, "max": 5, "fixed": true, "certified": false, "published": true, "description": "age_group=30s かつ occupation=Sales = 5（公開済み）" }, { "conditions": { "age_group": "30s", "region": "Chiba" }, "label": "age_group=30s かつ region=Chiba", "value": "5", "min": 5, "max": 5, "fixed": true, "certified": false, "published": true, "description": "age_group=30s かつ region=Chiba = 5（公開済み）" }, { "conditions": { "gender": "F", "disease_b": 1 }, "label": "gender=F かつ disease_b=1", "value": "5", "min": 5, "max": 5, "fixed": true, "certified": false, "published": true, "description": "gender=F かつ disease_b=1 = 5（公開済み）" }, { "conditions": { "gender": "F", "occupation": "Admin" }, "label": "gender=F かつ occupation=Admin", "value": "5", "min": 5, "max": 5, "fixed": true, "certified": false, "published": true, "description": "gender=F かつ occupation=Admin = 5（公開済み）" }, { "conditions": { "gender": "F", "occupation": "Sales" }, "label": "gender=F かつ occupation=Sales", "value": "5", "min": 5, "max": 5, "fixed": true, "certified": false, "published": true, "description": "gender=F かつ occupation=Sales = 5（公開済み）" }, { "conditions": { "gender": "F", "region": "Saitama" }, "label": "gender=F かつ region=Saitama", "value": "5", "min": 5, "max": 5, "fixed": true, "certified": false, "published": true, "description": "gender=F かつ region=Saitama = 5（公開済み）" }, { "conditions": { "gender": "F", "region": "Tokyo" }, "label": "gender=F かつ region=Tokyo", "value": "5", "min": 5, "max": 5, "fixed": true, "certified": false, "published": true, "description": "gender=F かつ region=Tokyo = 5（公開済み）" }, { "conditions": { "gender": "M", "disease_b": 0 }, "label": "gender=M かつ disease_b=0", "value": "5", "min": 5, "max": 5, "fixed": true, "certified": false, "published": true, "description": "gender=M かつ disease_b=0 = 5（公開済み）" }, { "conditions": { "occupation": "Admin", "disease_a": 1 }, "label": "occupation=Admin かつ disease_a=1", "value": "5", "min": 5, "max": 5, "fixed": true, "certified": false, "published": true, "description": "occupation=Admin かつ disease_a=1 = 5（公開済み）" }, { "conditions": { "occupation": "Admin", "disease_b": 0 }, "label": "occupation=Admin かつ disease_b=0", "value": "5", "min": 5, "max": 5, "fixed": true, "certified": false, "published": true, "description": "occupation=Admin かつ disease_b=0 = 5（公開済み）" }, { "conditions": { "age_group": "20s", "gender": "F" }, "label": "age_group=20s かつ gender=F", "value": "4", "min": 4, "max": 4, "fixed": true, "certified": false, "published": true, "description": "age_group=20s かつ gender=F = 4（公開済み）" }, { "conditions": { "age_group": "30s", "disease_a": 1 }, "label": "age_group=30s かつ disease_a=1", "value": "4", "min": 4, "max": 4, "fixed": true, "certified": false, "published": true, "description": "age_group=30s かつ disease_a=1 = 4（公開済み）" }, { "conditions": { "age_group": "30s", "occupation": "Admin" }, "label": "age_group=30s かつ occupation=Admin", "value": "4", "min": 4, "max": 4, "fixed": true, "certified": false, "published": true, "description": "age_group=30s かつ occupation=Admin = 4（公開済み）" }, { "conditions": { "age_group": "40s", "disease_b": 0 }, "label": "age_group=40s かつ disease_b=0", "value": "4", "min": 4, "max": 4, "fixed": true, "certified": false, "published": true, "description": "age_group=40s かつ disease_b=0 = 4（公開済み）" }, { "conditions": { "age_group": "40s", "gender": "F" }, "label": "age_group=40s かつ gender=F", "value": "4", "min": 4, "max": 4, "fixed": true, "certified": false, "published": true, "description": "age_group=40s かつ gender=F = 4（公開済み）" }, { "conditions": { "disease_a": 0, "disease_b": 1 }, "label": "disease_a=0 かつ disease_b=1", "value": "4", "min": 4, "max": 4, "fixed": true, "certified": false, "published": true, "description": "disease_a=0 かつ disease_b=1 = 4（公開済み）" }, { "conditions": { "gender": "M", "disease_a": 0 }, "label": "gender=M かつ disease_a=0", "value": "4", "min": 4, "max": 4, "fixed": true, "certified": false, "published": true, "description": "gender=M かつ disease_a=0 = 4（公開済み）" }, { "conditions": { "gender": "M", "region": "Chiba" }, "label": "gender=M かつ region=Chiba", "value": "4", "min": 4, "max": 4, "fixed": true, "certified": false, "published": true, "description": "gender=M かつ region=Chiba = 4（公開済み）" }, { "conditions": { "occupation": "Engineer", "disease_b": 0 }, "label": "occupation=Engineer かつ disease_b=0", "value": "4", "min": 4, "max": 4, "fixed": true, "certified": false, "published": true, "description": "occupation=Engineer かつ disease_b=0 = 4（公開済み）" }, { "conditions": { "occupation": "Sales", "disease_a": 0 }, "label": "occupation=Sales かつ disease_a=0", "value": "4", "min": 4, "max": 4, "fixed": true, "certified": false, "published": true, "description": "occupation=Sales かつ disease_a=0 = 4（公開済み）" }, { "conditions": { "occupation": "Sales", "disease_a": 1 }, "label": "occupation=Sales かつ disease_a=1", "value": "4", "min": 4, "max": 4, "fixed": true, "certified": false, "published": true, "description": "occupation=Sales かつ disease_a=1 = 4（公開済み）" }, { "conditions": { "occupation": "Sales", "disease_b": 0 }, "label": "occupation=Sales かつ disease_b=0", "value": "4", "min": 4, "max": 4, "fixed": true, "certified": false, "published": true, "description": "occupation=Sales かつ disease_b=0 = 4（公開済み）" }, { "conditions": { "occupation": "Sales", "disease_b": 1 }, "label": "occupation=Sales かつ disease_b=1", "value": "4", "min": 4, "max": 4, "fixed": true, "certified": false, "published": true, "description": "occupation=Sales かつ disease_b=1 = 4（公開済み）" }, { "conditions": { "region": "Chiba", "disease_a": 0 }, "label": "region=Chiba かつ disease_a=0", "value": "4", "min": 4, "max": 4, "fixed": true, "certified": false, "published": true, "description": "region=Chiba かつ disease_a=0 = 4（公開済み）" }, { "conditions": { "region": "Chiba", "disease_b": 0 }, "label": "region=Chiba かつ disease_b=0", "value": "4", "min": 4, "max": 4, "fixed": true, "certified": false, "published": true, "description": "region=Chiba かつ disease_b=0 = 4（公開済み）" } ], "ambiguous_facts": [], "ambiguous_record_types": [] } }, "progression_by_level": { "strategy": "by_level", "seed": 0, "max_solutions": 100, "config": { "mode": "auto", "step_sizes": [ 0, 9, 27, 53, 83, 119, 159, 204, 252, 305, 361, 420, 483 ], "n_available_statistics": 483 }, "unique_at_n_statistics": 420, "steps": [ { "step": 0, "n_statistics": 0, "n_constraints": 1, "solver_status": "FEASIBLE", "candidate_count": null, "candidate_count_label": ">100", "unique": false, "determined_fraction": 0.0, "determination_proven": true, "n_ambiguous_record_types": null, "wall_time": 0.0349, "added": [], "evaluation": { "n_candidates_evaluated": 100, "candidates_exhaustive": false, "expected_record_type_accuracy": 0.0, "expected_is_representative": false, "best_record_type_accuracy": 0.0, "worst_record_type_accuracy": 0.0, "any_candidate_exact": false, "first_candidate": { "record_type_accuracy": 0.0, "attribute_accuracy": { "age_group": 0.1, "gender": 0.65, "region": 0.3, "occupation": 0.4, "disease_a": 0.5, "disease_b": 0.35 }, "mean_attribute_accuracy": 0.383333, "misplaced_records": 20, "exact": false } } }, { "step": 1, "n_statistics": 9, "n_constraints": 10, "solver_status": "FEASIBLE", "candidate_count": null, "candidate_count_label": ">100", "unique": false, "determined_fraction": 0.0, "determination_proven": true, "n_ambiguous_record_types": null, "wall_time": 0.0783, "added": [ "q0001", "q0002", "q0003", "q0004", "q0005", "q0006", "q0007", "q0008", "q0009" ], "evaluation": { "n_candidates_evaluated": 100, "candidates_exhaustive": false, "expected_record_type_accuracy": 0.078, "expected_is_representative": false, "best_record_type_accuracy": 0.1, "worst_record_type_accuracy": 0.0, "any_candidate_exact": false, "first_candidate": { "record_type_accuracy": 0.0, "attribute_accuracy": { "age_group": 1.0, "gender": 1.0, "region": 1.0, "occupation": 0.7, "disease_a": 0.9, "disease_b": 0.75 }, "mean_attribute_accuracy": 0.891667, "misplaced_records": 20, "exact": false } } }, { "step": 2, "n_statistics": 27, "n_constraints": 28, "solver_status": "FEASIBLE", "candidate_count": null, "candidate_count_label": ">100", "unique": false, "determined_fraction": 0.0, "determination_proven": true, "n_ambiguous_record_types": null, "wall_time": 0.3004, "added": [ "q0010", "q0011", "q0012", "q0013", "q0014", "q0015", "q0016", "q0017", "q0018", "q0019", "q0020", "q0021", "q0022", "q0023", "q0024", "q0025", "q0026", "q0027" ], "evaluation": { "n_candidates_evaluated": 100, "candidates_exhaustive": false, "expected_record_type_accuracy": 0.072, "expected_is_representative": 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"statistic_id": "q0482", "level": 3, "conditions": { "occupation": "Admin", "disease_a": 1, "disease_b": 0 }, "candidates_without": 1, "candidates_without_label": "1", "unique_without": true, "verdict": "redundant" }, { "statistic_id": "q0483", "level": 3, "conditions": { "occupation": "Admin", "disease_a": 1, "disease_b": 1 }, "candidates_without": 1, "candidates_without_label": "1", "unique_without": true, "verdict": "redundant" } ] }, "minimal_sufficient_subset": { "n_start": 483, "n_minimal": 46, "by_level": { "1": 9, "2": 33, "3": 4 }, "n_tested": 483, "completed": true, "verified_unique": true, "statistic_ids": [ "q0002", "q0003", "q0004", "q0006", "q0008", "q0009", "q0011", "q0012", "q0016", "q0020", "q0030", "q0032", "q0035", "q0041", "q0042", "q0044", "q0045", "q0052", "q0054", "q0056", "q0060", "q0062", "q0064", "q0069", "q0070", "q0075", "q0076", "q0080", "q0084", "q0089", "q0090", "q0092", "q0093", "q0097", "q0099", "q0103", "q0105", "q0109", "q0111", "q0115", "q0117", "q0121", "q0415", "q0441", "q0459", "q0471" ] } }