{
  "checked_on": "2026-10-17",
  "guide": "/guides/qcew-python.html",
  "product": "qcew",
  "publication_id": "2b93ec3aab244d9e5e1b2ddd13594e6e1f40eb29419aa80287095d40b9e3fd40",
  "archive_sha256": "c49b5989775aecb1ff7270b66060fa4ee353d462b038ee8e009e33e4c8a5a78d",
  "source_edition": "2025 QCEW annual averages",
  "source_versions": null,
  "source_snapshot_id": "30da364954a66c8a37740f3e53ba4f189c563b4546dc2fb870aaf7f03e058430",
  "processing_recipe": {
    "name": "qcew-preparation",
    "revision": "1",
    "settings": {
      "scope": "county_six_digit_and_totals",
      "row_order": "industry_ownership_county",
      "source_outcomes": "inclusive_consecutive_ranges",
      "suppression": "blank_measures_keep_establishments"
    },
    "runtime": {
      "python": "3.13.6",
      "implementation": "CPython",
      "unicode": "15.1.0",
      "zlib": "1.3.1"
    },
    "code_sha256": {
      "README.md": "db5dcf7a41354dee2fde8433c1b410ca01ec17f77ae9ede17bad5c5071dd752a",
      "artifacts.py": "88a62f022fb6d0c3b75692b6a3fc202435d4ec5b0a0f84897aa5cb0b44c83060",
      "example.py": "35d135cda86b8e3feb4eeca5898e5b8428f2b029768bfa4d15b9a929cc95f0be",
      "processing.py": "2b056f8631cdadbf6c5d235f5443b37863643822f00972706d5c36b75264ea40",
      "release.py": "3e0666cd988ec8ccc01f7294756587d7436ef204c18acfdf4173d9b110c00b6f",
      "schema.py": "16a588f6feb72e005de527a0d2b06ba32fa3ffe259360a4db49927d1a3ba8e0a",
      "sources.py": "683eb543fc1a9410d632661f5cbf3f3663bc063576ddbc471aae61abe8139222"
    }
  },
  "packaged_at": "2026-10-17T14:25:37Z",
  "reference_rows": {
    "county_industry.csv": 3
  },
  "reference_selection": "All matching reference relationships for the example codes; original columns and cell values retained.",
  "input_note": "Customer records are fictional; reference records are unchanged selections from the paid release.",
  "inline_example_sha256": "35d135cda86b8e3feb4eeca5898e5b8428f2b029768bfa4d15b9a929cc95f0be",
  "sample_and_full_results_equal": true,
  "files": {
    "county_industry.csv": {
      "sha256": "337f8e7f6643378b84c0586487fdc11af12424fcddef32cdce07e20b125a86ec",
      "bytes": 768
    },
    "expected.csv": {
      "sha256": "d7bd6744105ec6f5df6c52fa63281f5778b2c3d1e8490d65a74fb76eae58171e",
      "bytes": 688
    },
    "input.csv": {
      "sha256": "49ef8a6080defa2bb41ee6f86cbadb9e870b4b402ab359ef9e1c0f2cc870398b",
      "bytes": 147
    }
  }
}