Datasets:
File size: 2,864 Bytes
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{
"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": {
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"exact_duplicates": 813,
"semantic_duplicates": 0,
"unique": 17695,
"unique_rate": 0.9560730494921115,
"hashes_in_cache": 26825,
"embeddings_in_cache": 3487
}
},
"files": {
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"output/devops_dataset.jsonl.gz",
"output/devops_dataset.parquet"
],
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"devops_dataset.parquet": "43f1db572b3323866eb126b71463f0bc"
}
},
"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"
} |