{
  "name": "DevOps Q&A Dataset",
  "version": "2.1",
  "created_at": "2026-01-17T15:33:14.462877",
  "description": "High-quality DevOps questions and answers for AI training",
  "statistics": {
    "total_items": 17695,
    "categories": {
      "devops": 17695
    },
    "sources": {
      "huggingface": 17695
    },
    "average_quality_score": 0.817,
    "quality_distribution": {
      "high (>0.8)": 8524,
      "medium (0.7-0.8)": 9171,
      "low (<0.7)": 0
    }
  },
  "collection": {
    "sources_stats": {
      "huggingface": {
        "status": "active",
        "fetched": 43206,
        "saved": 0,
        "ban_until": null,
        "errors": 0
      },
      "github_gists": {
        "status": "active",
        "fetched": 4072,
        "saved": 0,
        "ban_until": null,
        "errors": 0
      },
      "official_docs": {
        "status": "active",
        "fetched": 1093,
        "saved": 0,
        "ban_until": null,
        "errors": 0
      }
    },
    "quality_validation": {
      "total_checked": 43207,
      "accepted": 18508,
      "rejected": 24699,
      "acceptance_rate": 0.4283565163052283,
      "top_rejection_reasons": {
        "Quality score too low": 13822,
        "Question too long": 10057,
        "Contains toxic content": 464,
        "Contains spam keywords": 337,
        "1 validation error for QAItem\nanswer\n  Value error, Answer is too short or empty [type=value_error, input_value='<p>g++ and make</p>\\n', input_type=str]\n    For further information visit https": 1
      }
    },
    "deduplication": {
      "total_checked": 18508,
      "exact_duplicates": 813,
      "semantic_duplicates": 0,
      "unique": 17695,
      "unique_rate": 0.9560730494921115,
      "hashes_in_cache": 26825,
      "embeddings_in_cache": 3487
    }
  },
  "files": {
    "created": [
      "output/devops_dataset.jsonl",
      "output/devops_dataset.jsonl.gz",
      "output/devops_dataset.parquet"
    ],
    "total_size_mb": 42.87,
    "checksums": {
      "devops_dataset.jsonl": "206769ae3d67102d806cdb37c3696314",
      "devops_dataset.jsonl.gz": "f56acab16d54712dd9d376679cc67abc",
      "devops_dataset.parquet": "43f1db572b3323866eb126b71463f0bc"
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  },
  "schema": {
    "id": "Unique identifier (source_id)",
    "question": "The question text",
    "answer": "The answer text",
    "tags": "List of topic tags",
    "source": "Data source (stack_overflow, github_gists, official_docs)",
    "category": "Primary category",
    "quality_score": "Quality score (0-1)",
    "question_score": "Original source score for question",
    "answer_score": "Original source score for answer",
    "has_code": "Whether contains code blocks",
    "url": "Source URL",
    "collected_at": "Collection timestamp"
  },
  "license": "CC BY-SA 4.0",
  "usage": "AI/ML training, research, educational purposes"
}