{
  "title": "Signal Lab - measured case study",
  "snapshot_date": "2026-10-11",
  "source": {
    "title": "AI4I 2020 Predictive Maintenance Dataset",
    "creator": "Stephan Matzka (2020), via UCI Machine Learning Repository",
    "doi": "https://doi.org/10.24432/C5HS5C",
    "source": "https://archive.ics.uci.edu/dataset/601/ai4i+2020+predictive+maintenance+dataset",
    "license": "CC BY 4.0",
    "license_url": "https://creativecommons.org/licenses/by/4.0/",
    "source_sha256": "dc6630cd9b1f0f853922fad78a1b6436570d3f1ec863f1dd5c4340ac56bc8a8e",
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      "rotational_speed_rpm",
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    "changes": "Compact numeric encoding; seeded stratified 60/20/20 split. Product identifiers and failure-subtype target columns excluded from predictors.",
    "limitations": "Random stratified benchmark, not a time-forward or real-machine evaluation. Generator and models use training records only; decision thresholds use validation records. Interactive test exploration is not independent final validation."
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  "interpretation": "Public synthetic benchmark. Sensitivity analysis reuses one fixed test partition; this is exploratory, not independent final validation, a confidence interval, or evidence on real machines.",
  "reproduce": [
    "python3 build.py",
    "node scripts/check_lab.cjs",
    "node scripts/measure_case_study.cjs"
  ]
}