| { |
| "run_id": "run_studio_20260705_203339", |
| "run_mode": "production", |
| "dataset_path": "/mnt/e/Synthetic_Data_Generation/veritruct/runs/run_studio_20260705_203339/output.jsonl", |
| "total_records": 1014, |
| "elapsed_seconds": 11.64, |
| "reconciliation": { |
| "status": "ok", |
| "notes": "All counts reconciled: 1014 accepted, 108 rejected, domains=['ecommerce', 'education', 'gdpr', 'legal', 'medical', 'privacy', 'transport']" |
| }, |
| "degraded": false, |
| "failed_metrics": [], |
| "diversity": { |
| "total_records": 1014, |
| "unigram_diversity": 0.1013, |
| "unigram_diversity_label": "size-sensitive lexical density", |
| "bigram_diversity": 0.6036, |
| "trigram_diversity": 0.8217, |
| "vocabulary_size": 7009, |
| "avg_instruction_len": 303.9, |
| "avg_output_len": 2744.7, |
| "near_duplicate_rate": 0.0, |
| "top_unigrams": [ |
| [ |
| "data", |
| 2277 |
| ], |
| [ |
| "address", |
| 727 |
| ], |
| [ |
| "date", |
| 654 |
| ], |
| [ |
| "information", |
| 637 |
| ], |
| [ |
| "review", |
| 633 |
| ], |
| [ |
| "compliance", |
| 610 |
| ], |
| [ |
| "access", |
| 520 |
| ], |
| [ |
| "ai", |
| 513 |
| ], |
| [ |
| "privacy", |
| 508 |
| ], |
| [ |
| "party", |
| 477 |
| ], |
| [ |
| "records", |
| 441 |
| ], |
| [ |
| "consent", |
| 420 |
| ], |
| [ |
| "reviewer", |
| 418 |
| ], |
| [ |
| "contact", |
| 412 |
| ], |
| [ |
| "system", |
| 400 |
| ], |
| [ |
| "ensure", |
| 355 |
| ], |
| [ |
| "email", |
| 343 |
| ], |
| [ |
| "second", |
| 320 |
| ], |
| [ |
| "phone", |
| 313 |
| ], |
| [ |
| "ip", |
| 292 |
| ] |
| ], |
| "top_bigrams": [ |
| [ |
| "second party", |
| 319 |
| ], |
| [ |
| "reviewer second", |
| 317 |
| ], |
| [ |
| "phone address", |
| 239 |
| ], |
| [ |
| "contact information", |
| 235 |
| ], |
| [ |
| "ip address", |
| 177 |
| ], |
| [ |
| "crestwood authority", |
| 163 |
| ], |
| [ |
| "next steps", |
| 156 |
| ], |
| [ |
| "meridian health", |
| 156 |
| ], |
| [ |
| "health partners", |
| 156 |
| ], |
| [ |
| "license plate", |
| 156 |
| ], |
| [ |
| "review board", |
| 139 |
| ], |
| [ |
| "data protection", |
| 137 |
| ], |
| [ |
| "summit review", |
| 136 |
| ], |
| [ |
| "personal data", |
| 133 |
| ], |
| [ |
| "brightline services", |
| 130 |
| ], |
| [ |
| "atlas records", |
| 125 |
| ], |
| [ |
| "records bureau", |
| 125 |
| ], |
| [ |
| "third party", |
| 116 |
| ], |
| [ |
| "northgate compliance", |
| 115 |
| ], |
| [ |
| "compliance group", |
| 115 |
| ] |
| ], |
| "mattr": 0.7903, |
| "hapax_ratio": 0.308, |
| "top20_concentration": 0.1125, |
| "per_domain": { |
| "ecommerce": { |
| "record_count": 125, |
| "unigram_diversity": 0.121, |
| "bigram_diversity": 0.648, |
| "trigram_diversity": 0.8441, |
| "vocabulary_size": 3617, |
| "avg_instruction_len": 305.1, |
| "avg_output_len": 2565.9 |
| }, |
| "legal": { |
| "record_count": 140, |
| "unigram_diversity": 0.1146, |
| "bigram_diversity": 0.6385, |
| "trigram_diversity": 0.8398, |
| "vocabulary_size": 4105, |
| "avg_instruction_len": 290.7, |
| "avg_output_len": 2731.0 |
| }, |
| "transport": { |
| "record_count": 136, |
| "unigram_diversity": 0.1038, |
| "bigram_diversity": 0.5982, |
| "trigram_diversity": 0.815, |
| "vocabulary_size": 3783, |
| "avg_instruction_len": 313.1, |
| "avg_output_len": 2781.3 |
| }, |
| "privacy": { |
| "record_count": 160, |
| "unigram_diversity": 0.0842, |
| "bigram_diversity": 0.5741, |
| "trigram_diversity": 0.8123, |
| "vocabulary_size": 3532, |
| "avg_instruction_len": 291.8, |
| "avg_output_len": 2824.9 |
| }, |
| "education": { |
| "record_count": 142, |
| "unigram_diversity": 0.0997, |
| "bigram_diversity": 0.6267, |
| "trigram_diversity": 0.8435, |
| "vocabulary_size": 3988, |
| "avg_instruction_len": 307.0, |
| "avg_output_len": 3023.2 |
| }, |
| "medical": { |
| "record_count": 169, |
| "unigram_diversity": 0.1025, |
| "bigram_diversity": 0.5867, |
| "trigram_diversity": 0.8004, |
| "vocabulary_size": 4074, |
| "avg_instruction_len": 306.8, |
| "avg_output_len": 2493.1 |
| }, |
| "gdpr": { |
| "record_count": 142, |
| "unigram_diversity": 0.0834, |
| "bigram_diversity": 0.5534, |
| "trigram_diversity": 0.7972, |
| "vocabulary_size": 3063, |
| "avg_instruction_len": 314.3, |
| "avg_output_len": 2811.1 |
| } |
| } |
| }, |
| "quality": { |
| "total_records": 1014, |
| "token_length": { |
| "mean": 495.65, |
| "median": 492.0, |
| "std": 103.79, |
| "min": 29.0, |
| "max": 954.0, |
| "p5": 341.0, |
| "p95": 669.0 |
| }, |
| "char_length": { |
| "mean": 2744.71, |
| "median": 2710.0, |
| "std": 574.27, |
| "min": 162.0, |
| "max": 4997.0, |
| "p5": 1891.0, |
| "p95": 3716.0 |
| }, |
| "word_length": { |
| "mean": 5.99, |
| "median": 6.0, |
| "std": 0.31, |
| "min": 5.04, |
| "max": 7.2, |
| "p5": 5.48, |
| "p95": 6.5 |
| }, |
| "cosine_similarity": { |
| "mean": 0.57, |
| "median": 0.55, |
| "std": 0.11, |
| "min": 0.34, |
| "max": 0.97, |
| "p5": 0.45, |
| "p95": 0.92 |
| }, |
| "entropy": 3.0845, |
| "repetition_rate": 0.0158, |
| "short_output_rate": 0.001, |
| "long_output_rate": 0.141, |
| "per_domain": { |
| "ecommerce": { |
| "record_count": 125, |
| "avg_token_length": 456.7, |
| "avg_char_length": 2565.9, |
| "avg_word_length": 6.073, |
| "short_output_rate": 0.0, |
| "long_output_rate": 0.064, |
| "repetition_rate": 0.024, |
| "avg_cosine_similarity": 0.5578 |
| }, |
| "legal": { |
| "record_count": 140, |
| "avg_token_length": 495.2, |
| "avg_char_length": 2731.0, |
| "avg_word_length": 5.875, |
| "short_output_rate": 0.0, |
| "long_output_rate": 0.1571, |
| "repetition_rate": 0.0143, |
| "avg_cosine_similarity": 0.5384 |
| }, |
| "transport": { |
| "record_count": 136, |
| "avg_token_length": 500.7, |
| "avg_char_length": 2781.3, |
| "avg_word_length": 6.046, |
| "short_output_rate": 0.0, |
| "long_output_rate": 0.1029, |
| "repetition_rate": 0.0147, |
| "avg_cosine_similarity": 0.561 |
| }, |
| "privacy": { |
| "record_count": 160, |
| "avg_token_length": 506.9, |
| "avg_char_length": 2824.9, |
| "avg_word_length": 6.019, |
| "short_output_rate": 0.0063, |
| "long_output_rate": 0.1437, |
| "repetition_rate": 0.0125, |
| "avg_cosine_similarity": 0.5823 |
| }, |
| "education": { |
| "record_count": 142, |
| "avg_token_length": 548.8, |
| "avg_char_length": 3023.2, |
| "avg_word_length": 6.026, |
| "short_output_rate": 0.0, |
| "long_output_rate": 0.2606, |
| "repetition_rate": 0.0, |
| "avg_cosine_similarity": 0.5711 |
| }, |
| "medical": { |
| "record_count": 169, |
| "avg_token_length": 451.9, |
| "avg_char_length": 2493.1, |
| "avg_word_length": 5.965, |
| "short_output_rate": 0.0, |
| "long_output_rate": 0.0533, |
| "repetition_rate": 0.0296, |
| "avg_cosine_similarity": 0.5521 |
| }, |
| "gdpr": { |
| "record_count": 142, |
| "avg_token_length": 511.8, |
| "avg_char_length": 2811.1, |
| "avg_word_length": 5.944, |
| "short_output_rate": 0.0, |
| "long_output_rate": 0.2113, |
| "repetition_rate": 0.0141, |
| "avg_cosine_similarity": 0.6136 |
| } |
| } |
| }, |
| "compliance": { |
| "total_records": 1014, |
| "placeholder_coverage": 1.0, |
| "placeholder_density": 5.239, |
| "placeholder_type_counts": { |
| "PHONE": 1463, |
| "EMAIL": 1525, |
| "ZIP": 71, |
| "SSN": 193, |
| "IBAN": 77, |
| "IP_ADDRESS": 276, |
| "ORDER_ID": 456, |
| "URL": 181, |
| "CREDIT_CARD": 24, |
| "CPT_CODE": 329, |
| "NATIONAL_ID": 236, |
| "ICD10_CODE": 148, |
| "DATE": 109, |
| "SWIFT_BIC": 5, |
| "MAC_ADDRESS": 54, |
| "LICENSE_PLATE": 53, |
| "STUDENT_NAME": 7, |
| "SCHOOL_ID": 5, |
| "USER_ID": 2, |
| "PROCESSOR_NAME": 1, |
| "RELEVANT_STATE_LAW": 1, |
| "THIRD_PARTY_NAME": 1, |
| "PROJECT_NAME": 1, |
| "LP_DATA": 1, |
| "CAMERA_IP": 2, |
| "DB_SERVER": 2, |
| "VEHICLE_ID": 1, |
| "TIMESTAMP": 1, |
| "LOCATION": 1, |
| "MODEL_DOCUMENTATION_CREDIT_SCORING": 1, |
| "TESTING_RESULTS_ALGOTRADING": 1, |
| "MONITORING_REPORTS_PORTFOLIO_MANAGEMENT": 1, |
| "ESCALATION_LOGS_FRAUD_DETECTION": 1, |
| "POLICY_COMPLIANCE_RECORDS_CRO": 1, |
| "SIGNATURE": 1, |
| "ACCOUNT_NO": 17, |
| "ID": 1, |
| "STUDENT_ID": 1, |
| "PARENT_SIGNATURE": 1, |
| "PARENT_NAME": 1, |
| "PHONE_NUMBER": 1, |
| "ELHUGHES": 1, |
| "FIRST_NAME": 1, |
| "LAST_NAME": 1, |
| "ADDRESS": 1, |
| "PREFERENCES": 1, |
| "PASSWORD": 1, |
| "RECIPIENT_EMAIL": 1, |
| "API_ENDPOINT": 1, |
| "TENANT_DATA": 1, |
| "AUTHENTICATION_MECHANISM": 1, |
| "AUTHORIZATION_RULES": 1, |
| "ENCRYPTION_ALGORITHM": 1, |
| "TRANSIT_ENCRYPTION": 1, |
| "STORAGE_ENCRYPTION": 1, |
| "AUDIT_TRAIL_LOG": 1, |
| "TIMESTAMP_FORMAT": 1, |
| "INITIATOR_IDENTIFIER": 1, |
| "INITIATOR_TYPE": 1, |
| "OUTCOME_STATUS": 1, |
| "PM_CONTACT": 1, |
| "DEVOPS_CONTACT": 1, |
| "LEGAL_CONTACT": 1, |
| "DP_CONTACT": 1, |
| "USER_FEEDBACK_CHANNEL": 1, |
| "TEST_CASE_DESCRIPTION": 1, |
| "GDPR_ARTICLE_20_REFERENCE": 1, |
| "SUPERVISORY_AUTHORITY_GUIDANCE": 1, |
| "ICD_10_CODE_I10": 2, |
| "REVIEWER_SIGNATURE": 1, |
| "ICD_10_CODE": 1, |
| "DATA_CONTROLLER_EMAIL": 1, |
| "DATA_SUBJECT_NATIONAL_ID": 1, |
| "INGRID_HAAS_EMAIL": 1, |
| "QUESTION": 2, |
| "TEXT_SAMPLE": 2, |
| "SPANISH_EXAMPLE": 2, |
| "FRENCH_EXAMPLE": 2, |
| "DEEPFAKE_EXAMPLE": 2, |
| "JAPANESE_EXAMPLE": 2, |
| "NIGERIAN_EXAMPLE": 2, |
| "INFORMATIVE_TOPIC": 1, |
| "VIDEO_DURATION": 1, |
| "WORD_COUNT": 1, |
| "GAME_TITLE": 1, |
| "REFUND_ID": 1, |
| "AMOUNT": 1, |
| "DL123456789": 2, |
| "FBI": 1, |
| "FTC": 1 |
| }, |
| "top_placeholders": [ |
| [ |
| "EMAIL", |
| 1525 |
| ], |
| [ |
| "PHONE", |
| 1463 |
| ], |
| [ |
| "ORDER_ID", |
| 456 |
| ], |
| [ |
| "CPT_CODE", |
| 329 |
| ], |
| [ |
| "IP_ADDRESS", |
| 276 |
| ], |
| [ |
| "NATIONAL_ID", |
| 236 |
| ], |
| [ |
| "SSN", |
| 193 |
| ], |
| [ |
| "URL", |
| 181 |
| ], |
| [ |
| "ICD10_CODE", |
| 148 |
| ], |
| [ |
| "DATE", |
| 109 |
| ], |
| [ |
| "IBAN", |
| 77 |
| ], |
| [ |
| "ZIP", |
| 71 |
| ], |
| [ |
| "MAC_ADDRESS", |
| 54 |
| ], |
| [ |
| "LICENSE_PLATE", |
| 53 |
| ], |
| [ |
| "CREDIT_CARD", |
| 24 |
| ] |
| ], |
| "gdpr_surface": 0.356, |
| "pii_leak_rate": 0.0, |
| "echo_contamination_rate": 0.0, |
| "bias_flag_rate": 0.003, |
| "pii_leak_types": {}, |
| "pii_leak_records": [], |
| "bias_flag_records": [ |
| { |
| "id": "2badfeb7-6976-4a86-bd3f-623373299664", |
| "domain": "ecommerce", |
| "severity": "moderate", |
| "term": "bias" |
| }, |
| { |
| "id": "29a30b8c-fc92-45e8-afa8-36c5ac9f5d77", |
| "domain": "ecommerce", |
| "severity": "moderate", |
| "term": "bias" |
| }, |
| { |
| "id": "60e40aea-0367-443e-a9fd-6bd17e6c97ff", |
| "domain": "medical", |
| "severity": "moderate", |
| "term": "discrimination" |
| } |
| ], |
| "per_domain": { |
| "ecommerce": { |
| "record_count": 125, |
| "placeholder_coverage": 1.0, |
| "placeholder_density": 7.592, |
| "gdpr_surface": 0.072, |
| "pii_leak_rate": 0.0, |
| "echo_contamination_rate": 0.0 |
| }, |
| "legal": { |
| "record_count": 140, |
| "placeholder_coverage": 1.0, |
| "placeholder_density": 3.929, |
| "gdpr_surface": 0.2, |
| "pii_leak_rate": 0.0, |
| "echo_contamination_rate": 0.0 |
| }, |
| "transport": { |
| "record_count": 136, |
| "placeholder_coverage": 1.0, |
| "placeholder_density": 3.39, |
| "gdpr_surface": 0.2059, |
| "pii_leak_rate": 0.0, |
| "echo_contamination_rate": 0.0 |
| }, |
| "privacy": { |
| "record_count": 160, |
| "placeholder_coverage": 1.0, |
| "placeholder_density": 6.469, |
| "gdpr_surface": 0.6562, |
| "pii_leak_rate": 0.0, |
| "echo_contamination_rate": 0.0 |
| }, |
| "education": { |
| "record_count": 142, |
| "placeholder_coverage": 1.0, |
| "placeholder_density": 3.366, |
| "gdpr_surface": 0.2746, |
| "pii_leak_rate": 0.0, |
| "echo_contamination_rate": 0.0 |
| }, |
| "medical": { |
| "record_count": 169, |
| "placeholder_coverage": 1.0, |
| "placeholder_density": 6.769, |
| "gdpr_surface": 0.0769, |
| "pii_leak_rate": 0.0, |
| "echo_contamination_rate": 0.0 |
| }, |
| "gdpr": { |
| "record_count": 142, |
| "placeholder_coverage": 1.0, |
| "placeholder_density": 4.894, |
| "gdpr_surface": 0.9789, |
| "pii_leak_rate": 0.0, |
| "echo_contamination_rate": 0.0 |
| } |
| } |
| }, |
| "yield": { |
| "total_attempted": 1122, |
| "total_accepted": 1014, |
| "total_rejected": 108, |
| "overall_yield_ratio": 0.9037, |
| "rejection_reason_counts": { |
| "is_hallucinated": 45, |
| "privacy_violation": 0, |
| "bias_violation": 2, |
| "gdpr_violation": 3, |
| "url_violation": 0 |
| }, |
| "rejection_reason_rates": { |
| "is_hallucinated": 0.0401, |
| "privacy_violation": 0.0, |
| "bias_violation": 0.0018, |
| "gdpr_violation": 0.0027, |
| "url_violation": 0.0 |
| }, |
| "per_domain_yield": { |
| "medical": 0.9337, |
| "gdpr": 0.8765, |
| "legal": 0.8974, |
| "ecommerce": 0.9058, |
| "privacy": 0.9357, |
| "transport": 0.8831, |
| "education": 0.8875 |
| }, |
| "per_domain_rejection_rates": { |
| "medical": { |
| "is_hallucinated": 0.0331, |
| "privacy_violation": 0.0, |
| "bias_violation": 0.0, |
| "gdpr_violation": 0.0, |
| "url_violation": 0.0 |
| }, |
| "gdpr": { |
| "is_hallucinated": 0.0, |
| "privacy_violation": 0.0, |
| "bias_violation": 0.0062, |
| "gdpr_violation": 0.0185, |
| "url_violation": 0.0 |
| }, |
| "legal": { |
| "is_hallucinated": 0.0833, |
| "privacy_violation": 0.0, |
| "bias_violation": 0.0, |
| "gdpr_violation": 0.0, |
| "url_violation": 0.0 |
| }, |
| "ecommerce": { |
| "is_hallucinated": 0.0362, |
| "privacy_violation": 0.0, |
| "bias_violation": 0.0072, |
| "gdpr_violation": 0.0, |
| "url_violation": 0.0 |
| }, |
| "privacy": { |
| "is_hallucinated": 0.0117, |
| "privacy_violation": 0.0, |
| "bias_violation": 0.0, |
| "gdpr_violation": 0.0, |
| "url_violation": 0.0 |
| }, |
| "transport": { |
| "is_hallucinated": 0.0519, |
| "privacy_violation": 0.0, |
| "bias_violation": 0.0, |
| "gdpr_violation": 0.0, |
| "url_violation": 0.0 |
| }, |
| "education": { |
| "is_hallucinated": 0.0688, |
| "privacy_violation": 0.0, |
| "bias_violation": 0.0, |
| "gdpr_violation": 0.0, |
| "url_violation": 0.0 |
| } |
| }, |
| "hallucination_rate": 0.0401, |
| "accepted_cosine_stats": { |
| "mean": 0.5681, |
| "median": 0.5488, |
| "min": 0.3423, |
| "max": 0.9678, |
| "std": 0.1129 |
| }, |
| "rejected_cosine_stats": { |
| "mean": 0.69, |
| "median": 0.8828, |
| "min": 0.1813, |
| "max": 0.9663, |
| "std": 0.253 |
| }, |
| "batch_yield_trend": [ |
| 0.5575, |
| 0.5815, |
| 0.577, |
| 0.5608, |
| 0.5694, |
| 0.5646, |
| 0.5925, |
| 0.573, |
| 0.5583, |
| 0.5487, |
| 0.5557 |
| ], |
| "cosine_overlap_count": 62 |
| }, |
| "clustering": { |
| "optimal_k": 6, |
| "silhouette_score": 0.073, |
| "inertia": 496.06, |
| "cluster_sizes": { |
| "0": 95, |
| "1": 336, |
| "2": 122, |
| "3": 140, |
| "4": 149, |
| "5": 172 |
| }, |
| "cluster_top_terms": { |
| "0": [ |
| "email", |
| "phone", |
| "legal", |
| "compliance", |
| "date", |
| "review", |
| "data", |
| "information", |
| "risk", |
| "case" |
| ], |
| "1": [ |
| "data", |
| "email", |
| "processing", |
| "phone", |
| "access", |
| "compliance", |
| "information", |
| "review", |
| "address", |
| "date" |
| ], |
| "2": [ |
| "email", |
| "phone", |
| "address", |
| "fraud", |
| "data", |
| "transaction", |
| "iban", |
| "transactions", |
| "date", |
| "review" |
| ], |
| "3": [ |
| "data", |
| "student", |
| "students", |
| "phone", |
| "will", |
| "email", |
| "alex", |
| "privacy", |
| "learning", |
| "date" |
| ], |
| "4": [ |
| "data", |
| "alpr", |
| "license", |
| "plate", |
| "privacy", |
| "address", |
| "phone", |
| "traffic", |
| "system", |
| "will" |
| ], |
| "5": [ |
| "phone", |
| "patient", |
| "date", |
| "data", |
| "information", |
| "review", |
| "email", |
| "code", |
| "address", |
| "compliance" |
| ] |
| }, |
| "cluster_domain_purity": { |
| "0": 0.9684, |
| "1": 0.4196, |
| "2": 0.9918, |
| "3": 1.0, |
| "4": 0.906, |
| "5": 0.936 |
| }, |
| "cluster_domain_composition": { |
| "0": { |
| "legal": 92, |
| "medical": 2, |
| "education": 1 |
| }, |
| "1": { |
| "privacy": 141, |
| "gdpr": 141, |
| "transport": 1, |
| "legal": 44, |
| "medical": 6, |
| "ecommerce": 2, |
| "education": 1 |
| }, |
| "2": { |
| "ecommerce": 121, |
| "privacy": 1 |
| }, |
| "3": { |
| "education": 140 |
| }, |
| "4": { |
| "transport": 135, |
| "privacy": 14 |
| }, |
| "5": { |
| "medical": 161, |
| "legal": 4, |
| "ecommerce": 2, |
| "privacy": 4, |
| "gdpr": 1 |
| } |
| }, |
| "pca_variance_explained": 0.1087, |
| "used_embeddings": true |
| } |
| } |
