Files

T

Summarizes the per-capita and peer-cohort behavior changes for users
upgrading from earlier 0.1 snapshots.

2026-04-29 19:09:00 -04:00

uscogdata 0.1.0 (development)

Per-capita denominators now use per-year Census F-33 population

cog_spending() and cog_revenue() previously divided all years' amounts by a single ACS 2018-2022 estimate (canonical_fips_xwalk.population_acs), producing biased per-capita values for time-series analysis. They now divide by the F-33 population recorded on each gov-year via the new gov_population_yearly view. Result tibbles gain a pop_source column with values "census_f33" or "unavailable". notes is updated to concatenate multiple notes with "; ".

cog_find_peers() adds a year argument (default: most recent year for which the target has an observed population in gov_population_yearly). The returned column previously named population_acs is now population and reflects the cohort year's vintage. The cohort year is attached to the returned tibble as attr(x, "cohort_year").
cog_peer_compare() now stamps a cohort_year column on its result (read from the peers tibble's attribute) and records cohort_year plus cohort_govids in provenance. When the caller supplies a bare character vector instead of a cog_find_peers() result, cohort_year is NA.

cog_geographic_rollup(per_capita = TRUE) drops rows whose government has pop_source == "unavailable" and records the dropped govids in provenance$rollup$excluded_govids. This excludes special districts (type 4) and school districts (type 5) from per-capita rollups by design.

New vignette population-denominators covers the four population sources, the type-4/5 coverage gap, the popyear quirk, and how to build moving-window peer cohorts manually.
Provenance gains transformations$per_capita$popyear_range and pop_source_counts. cog_explain() renders both.

cog_gov_search() gains a basket mode: passing vector name / state / type arguments resolves multiple place names in one call and returns a tibble of canonical rows in input order, ready to pipe into cog_spending() / cog_revenue(). Per-row resolution follows an exact-then-substring matching algorithm with deterministic disambiguation; ambiguous and missing entries are surfaced via a sidecar audit tibble plus a single console summary message.
New exports cog_basket_resolution() and cog_basket_unresolved() expose the basket sidecar for iterative query refinement.

The first formal of cog_gov_search() was renamed from pattern to name. All existing call sites in cog_explorer/ and the package itself use positional first-arg, so this rename is non-breaking in practice. Callers that pass pattern = ... by name must update to name = ....