One dataset per calendar year on data.cms.gov (2013–2024, UUIDs in pfs.utilization.DATASETS), pulled through the Data API filtered to national rows (~13k a year, one per HCPCS × place of service), cached under data/cms/utilization/, loaded delete-then-insert per year, each year cited in bib as a Source (module:pfs, table:pfs.utilization, source:cms-website, year:N) and logged in cms.ingest_log with the cache file's sha256. Suppressed cells (<11 beneficiaries) load as NULL. read_series() sums places of service and service-weights the average allowed/paid amounts. stack pfs utilization [--year N]... [--write [--offline]] [--code C]... Notebook 7d charts a family's services per year with the exposure dates from 7c as rules; 7e answers the three #694 questions (99490 2015–, G2058→99439 continuity, APCM 2025 vs CCM — no 2025 file yet). CLI docs regenerated (sidebar renumbered around the new page).
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title, sidebar_position
| title | sidebar_position |
|---|---|
| stack prisma run | 90 |
stack prisma run
Usage: stack prisma run [OPTIONS] NAME
Orchestrate all PRISMA stages in order.
screen → fetch → eligible → extract → flow, all inside one zotero
hold. Fetch only pulls PDFs for non-excluded items; stage 2
exclusions are terminal by design.
╭─ Arguments ──────────────────────────────────────────────────────────────────╮
│ * name TEXT Project slug. [required] │
╰──────────────────────────────────────────────────────────────────────────────╯
╭─ Options ────────────────────────────────────────────────────────────────────╮
│ --limit -n INTEGER Same limit applied to every stage. │
│ [default: 0] │
│ --skip-fetch │
│ --skip-extract │
│ --db PATH [default: │
│ data/zotero/data/zotero.sqlite] │
│ --storage PATH [default: │
│ data/zotero/data/storage] │
│ --hold --no-hold [default: hold] │
│ --help Show this message and exit. │
╰──────────────────────────────────────────────────────────────────────────────╯