Commit Graph
39 Commits
Author SHA1 Message Date
jared 267bc24fee feat: narrow harmonization signposting to per-code gap detection
.build_suggestions() previously flagged a recipe only when the WHOLE
category result had zero rows in a requested year, so a multi-code
category where one recipe component was genuinely gapped never fired
if any sibling code (same recipe or not) had data that year. Each
recipe's own in-category component is now checked individually -- a
component fires when it has no rows in a requested (in-scope) year the
recipe's own generic join otherwise covers, even when the overall
category result looks complete.

Decomposes .build_suggestions() into .category_recipe_components/
.recipe_meta/.component_presence/.recipe_coverage/.recipe_component_gapped
helpers, drops the now-unused `result` param, and rewrites the header
comment to describe the new, deliberately wider scope plus the
per-government `covered` guard that still filters recipes with no data
at all (ordinary reporting variance vs. a real format-boundary gap).

Tests pin the multi-code case the coarse check missed (Cleburne County
FY2012: G05 gapped, G04 covers, masked because E04/E05 have data) next
to the still-guarded no-recipe-coverage case (F04/F05 both absent), and
update the Broward 2019-2020 case to its new, correct expectation (fires
for corrections_combined/corrections_other_capital_combined, still
silent for corrections_capital_combined) plus a fresh true-full-coverage
negative case (Maricopa County).
2026-07-23 12:22:22 -04:00
jaredandClaude Opus 4.8 e813ffd3aa feat: accept corpus schema v6 (FIPS geography harmonization); v6 fixture
Schema v6 (cog_pipeline 2026-07-22) renamed the long table's
fips_state_code/fips_county_code to fips_state_asof/fips_county_asof and added
cog_legacy_state/cog_legacy_county (26 -> 28 cols). This package references
none of those columns and its geography always came from
canonical_fips_xwalk (already present-based), so acceptance is a version-set
bump: supported = c(4L, 5L) -> c(4L, 5L, 6L) in .validate_schema() and
cog_open(). A prominent note in .validate_schema() documents the SILENT
semantic change for raw-long readers: long fips_state/fips_county are now
PRESENT/harmonized geography (carried back per government), not as-of-year.

Fixture regenerated from the published v6 tree (schema_version 6, 28 cols).
Test updates:
  * test-manifest.R: v6 accepted; boundary rejection moves to v7.
  * test-spending.R: the na_rows_excluded pin (0) predated the Task 18 map
    extension, which added E/F/G-prefix discontinued_na rulings (E21/F21/G21,
    Education NEC local, SB184-186). Broward's 2011 partition zero-pads
    exactly those codes: 3 NA-harmonized rows excluded, all amt=0, so the
    excluded AMOUNT pin stays 0. Data-verified against the v6 fixture.

Co-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>
2026-07-22 13:16:11 -04:00
jared 77f48047b1 fix: exercise real harmonized-view SQL in tests; unambiguous recipe provenance
R-CMD-check / check (pull_request) Successful in 3m5s
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test-views.R's harmonized-view test previously ran a hand-rolled REPLACE
query with no WHERE clause, so a regression in any of
inst/sql/22-spending_long_harmonized.sql / 23-revenue_long_harmonized.sql's
three predicates (NOT is_aggregate, harmonized_code IS NOT NULL, the
E/F/G/K or T/A/U/B/C/D prefix filter) would go uncaught. Replaced it with a
test that reads the real SQL files off disk, substitutes {url} exactly as
.register_views() does, and executes them (plus their 10-long.sql
dependency) against a synthetic hive-partitioned parquet tree written via
DuckDB's own COPY ... TO (FORMAT PARQUET) (no arrow dependency, matching
this package's existing convention). Ten rows are crafted so each predicate
is independently falsifiable by a specific row; manually broke each
predicate in turn to confirm the test fails exactly as expected, then
restored the SQL files (see the task report for the RED-phase transcript).

Also fixes a provenance ambiguity: a recipe= query bypasses
spending_annotated(_harmonized)/revenue_annotated(_harmonized) entirely
(.run_recipe() joins `long` directly), so basis= has no effect on it, but
provenance was still reporting basis = "harmonized"/"raw" (whatever the
argument resolved to) with harmonization$applied = FALSE alongside it --
misleading, since it looks like harmonization was evaluated and found
nothing to exclude rather than "not applicable here." Recipe results now
report basis = "recipe" with an inert harmonization block carrying an
explicit note, regardless of what basis= was passed.
2026-07-18 23:55:48 -04:00
jared 4de915b557 feat: cog_recipes + recipe= + signposting suggestions
Adds cog_recipes() to list the curated harmonization_recipes catalog (24
recipes / schema_version >= 5), and a recipe= argument on cog_spending()/
cog_revenue() that runs a recipe's generic multi-code join instead of the
category view: SUM(amt * weight) across whichever component codes are
present for a (year, canonical_govid), scoped by gov_type_scope. The join
deliberately does not filter is_aggregate -- the wide era (<= 2011) exposes
these split families (corrections 04+05, IG *89/*47, U4- rents, etc.) ONLY
as aggregate rows, with leaf codes first appearing in 2012, so excluding
aggregates would zero out the wide-era half of every recipe. This is safe
by corpus construction: wide-era rows are aggregate-only, modern rows are
leaf-only, and every component is year-scoped, so there is no
double-counting. recipe= is mutually exclusive with category=; the result's
subtype column reads "recipe" and category reads the recipe's label.

Adds recipe-component-driven signposting: when a basis="harmonized" +
category query comes back with zero rows in a requested year, and a
harmonization recipe covering that category would actually produce rows
for this government in that year (via the same join .run_recipe() uses),
the recipe is surfaced in provenance$suggestions plus one
cli::cli_inform() message. This is deliberately keyed off recipe
components rather than harmonization_map's suggested_recipe_id column
(which is empty on every live row -- the wide era's split families are
NA-by-construction via aggregate exclusion, not an NA ruling to hang a
suggestion off of).

Also populates the previously-always-empty provenance$series_break_refs
(schema v5 only: series_breaks_pq rows whose fin_code is among the
observed codes and whose break_year falls in the requested span), and
extends cog_explain() with Basis/Harmonization/Recipe/Suggestions/Series
breaks sections.
2026-07-18 23:33:02 -04:00
jared 7818cd2b1a feat: basis= harmonized/raw with v4/v5 dual-accept
Adds schema_version 5 support alongside the existing v4 corpus:
.validate_schema() now accepts a supported set (4, 5) instead of a single
expected version, and cog_spending()/cog_revenue() gain basis =
c("harmonized", "raw"). Harmonized basis routes to new
spending_annotated_harmonized / revenue_annotated_harmonized views built on
spending_long_harmonized / revenue_long_harmonized (REPLACE(harmonized_code
AS item_code), excluding aggregate and NA-harmonized rows); raw basis is
byte-identical to the pre-Phase-R2 behavior. On a v4 corpus, an unspecified
basis silently resolves to "raw" with a provenance note; an explicit
basis = "harmonized" aborts with an actionable message.

Provenance gains basis, basis_note, and a harmonization block
(applied/na_rows_excluded/na_amount_excluded). The five new schema-v5-only
SQL views (harmonized long/annotated views, harmonization_map,
harmonization_recipes, series_breaks_pq) are registered conditionally on
manifest$schema_version >= 5, since DuckDB's read_parquet() errors eagerly
at CREATE VIEW time when the backing file doesn't exist on a v4 corpus.

Fixture corpus regenerated to schema_version 5 / years 2011, 2012, 2019,
2020 (2011->2012 spans the wide-aggregate -> modern-leaf format boundary
needed for the harmonization/recipe work), with the harmonization_map /
harmonization_recipes / series_breaks parquet tables bundled alongside the
existing metadata registries.
2026-07-18 23:19:17 -04:00
jared 4d61692f05 feat: export cog_manifest() accessor + pin CPI coverage 1967-present
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2026-07-18 13:40:54 -04:00
jared e635a1fc9e feat!: require corpus schema_version 4 (Phase P canonical ids)
BREAKING CHANGE: canonical_govid is now uniformly 12 characters across
every vintage; corpora built against schema_version 3 are rejected.
Bumps MinCorpusSchema/MaxCorpusSchema to 4 and expected_version in
cog_open(). canonical_fips_xwalk grows to the 14-column Phase P master
schema (adds legacy_govs_id, census_geoid, id_source; confidence is
renamed to pop_confidence); .empty_xwalk_tibble() is rewritten to match.
2026-07-11 09:31:33 -04:00
jared 874347242b fix(manifest): actionable errors when USCOGDATA_URL is unset or returns non-JSON
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`cog_gov_search()` (and every other verb) used to fail with a cryptic
`jsonlite` lexical error when the package's placeholder default URL was
hit and the server returned an HTML welcome page that got cached as
`manifest.json`. Three guards added:

1. `.check_url_configured()` aborts with class `uscogdata_url_not_configured`
   when the resolved URL is empty or still contains the
   `REPLACE_WITH_SHARE_TOKEN` sentinel. Message names both
   `Sys.setenv(USCOGDATA_URL = ...)` and `options(uscogdata.url = ...)`
   remediations and points at the bundled fixture.
2. `.fetch_or_cache_manifest()` parses the response body before persisting
   it. Non-JSON payloads raise class `uscogdata_invalid_manifest` (URL,
   Content-Type, parse error) and never touch the on-disk cache.
3. Cache writes are atomic via a sibling tempfile + `file.rename`, and
   existing caches with non-JSON content are silently refetched instead
   of returning a parse error to the caller.

Local-path manifests that aren't valid JSON now surface the same
`uscogdata_invalid_manifest` class with file context.
2026-05-27 11:57:31 -04:00
jared 919548685b polish(per-year-pop): expand popyear in cog_explain + propagate pop_range
R-CMD-check / check (push) Failing after 1m30s
Final-review followups:

1. cog_explain rendered the popyear range as raw 2-digit values
   ("popyear range: 19-20"), which a user could read as the years 19-20.
   Added .expand_popyear() helper to format as 4-digit calendar years
   (2019-2020). Pivot at 70 to handle pre-2000 vintages if the corpus
   ever extends backward.

2. cog_peer_compare provenance was missing pop_range and is_ratio,
   omitted from the spec-required reproducibility metadata.
   cog_find_peers now stamps both as tibble attributes; cog_peer_compare
   reads them through to provenance$pop_range and provenance$is_ratio.

Test coverage extended: explain test asserts the 4-digit format and
rejects the old 2-digit form; peer-compare test asserts pop_range +
is_ratio propagate end-to-end.

326 PASS / 0 FAIL.
2026-04-29 19:16:48 -04:00
jared 916212c327 feat(explain): render new per-capita provenance fields
cog_explain() now prints denominator_source, popyear_range, and
pop_source_counts under the Transformations section.
2026-04-29 19:02:37 -04:00
jared a2ced368f5 feat(provenance): record per-year denominator metadata
Updates transformations\$per_capita with the new denominator_source string,
popyear_range, and pop_source_counts. .attach_per_capita stashes
popyear_range on the result; .verb_spendrev strips the helper attr after
provenance is built.
2026-04-29 19:00:16 -04:00
jared b7ebb4cd88 feat(rollup): drop unavailable-pop rows + provenance audit
cog_geographic_rollup(per_capita = TRUE) now drops rows whose government
has no observed population for that year (pop_source == 'unavailable'),
matching the spec's exclusion rule. Records included/excluded govids in
provenance$rollup.
2026-04-29 17:50:59 -04:00
jared cadce8d528 docs(peers): document cohort_year on cog_peer_compare return 2026-04-29 17:45:05 -04:00
jared a92450ff76 feat(peers): stamp cohort_year on cog_peer_compare results
Reads attr(peers, 'cohort_year') when the caller passed a cog_find_peers()
tibble; NA when the caller passed a bare character vector. Stamped as a
constant column on the result and recorded in provenance alongside the
cohort govids.
2026-04-29 17:44:25 -04:00
jared 54dd40a61d feat(peers): cog_find_peers uses per-year population
Adds optional 'year' argument (defaults to most recent observed year for
the target). Filters and ranks candidates by gov_population_yearly.population
at that year. Returned column renamed population_acs -> population.
Cohort year attached as attr(x, 'cohort_year').

Adds .resolve_cohort_year() helper. Updates test assertions to use
'population' column name. Regenerates man/cog_find_peers.Rd.
2026-04-29 17:26:32 -04:00
jared 9ae46746c0 refactor(notes): simplify aggregate-fallback predicate in .notes_column
The plan-supplied predicate combined three redundant checks
(is.null + any + %in% TRUE). Element-wise behavior was correct via
scalar recycling, but the form was confusing — a code-quality reviewer
misread it as a multi-row false-positive bug. Simplify to mirror the
parts[[2]] structure: gate on column presence, then element-wise
%in% TRUE check. Equivalent semantics, fewer ways to misread.
2026-04-29 17:08:56 -04:00
jared 9238b04b69 feat(notes): concatenate notes; flag unavailable population
.notes_column now joins multiple per-row notes with '; '. Adds the
'No population denominator available for this gov type' note when
pop_source is 'unavailable'. Gracefully handles absent pop_source
(per_capita = FALSE). Two new tests: one corpus-level (census_f33
branch) and one synthetic unit test covering multi-note concatenation.
2026-04-29 17:03:05 -04:00
jared cbc867bed1 docs(per-capita): refresh roxygen for per-year denominator + pop_source 2026-04-29 16:58:27 -04:00
jared 4ea0583d3a feat(per-capita): use per-year F-33 population in spending verbs
cog_spending(per_capita = TRUE) and cog_revenue(per_capita = TRUE) now
divide each year's amount by that gov-year's population from
gov_population_yearly (drawn from long.population) instead of a single
static ACS 2018-2022 value. Adds pop_source column with values
'census_f33' or 'unavailable'.
2026-04-29 16:36:22 -04:00
jared efc0bd16b1 fix(search): soft-fail on per-row excluded type and malformed regex name
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Cross-task review found two edge cases that violated the basket-mode
soft-fail contract:

- Per-row excluded type (e.g. type = c(NA, "special_district")) hit
  .coerce_type()'s abort inside the per-row resolver, killing the
  whole basket call. Now treated as no_match in the sidecar.
- Malformed regex in the substring fallback (e.g. name = "San(Diego")
  propagated DuckDB engine errors. .escape_regex() now backslash-
  escapes meta characters before the regexp_matches call. Utility-
  mode regex behavior is unchanged.

Plus a new public-surface test for the all-no-match case.
2026-04-28 14:16:37 -04:00
jared 24e67791a0 docs: roxygen, NEWS, and pkgdown for basket mode
Adds full @description, @details (algorithm), @examples on
cog_gov_search(); examples on cog_basket_resolution() /
cog_basket_unresolved(); NEWS.md entry covering the new mode and
the pattern->name rename; pkgdown reference entries for the two
new exports.
2026-04-28 12:51:52 -04:00
jared 56fdd8e5b9 feat: export cog_basket_resolution() and cog_basket_unresolved()
Sidecar accessors for basket-mode results. cog_basket_resolution()
returns the full resolution tibble (drops candidates list-col by
default for readable printing). cog_basket_unresolved() filters to
ambiguous/no_match rows for iterative refinement.
2026-04-28 11:58:05 -04:00
jared ae04d4f48f refactor(search): split sidecar helpers into R/basket.R
Moves .build_sidecar(), .type_to_label(), .basket_summary_message()
out of R/search.R and into a new R/basket.R. No behavior change;
brings R/search.R back under its 350-line budget. R/basket.R will
also host the public sidecar accessors added in the next commit.
2026-04-28 11:53:40 -04:00
jared d9bf0552b7 feat(search): post-resolution summary message in basket mode
Emits a single cli::cli_inform when any input was ambiguous, missed,
or fell back to largest-population. Silent on clean baskets.
2026-04-28 11:41:28 -04:00
jared 98ed6318a6 feat(search): basket mode for cog_gov_search()
Vector name + state + type arguments dispatch to a per-row resolver
that produces a basket tibble with a 'resolution' sidecar attribute.
Utility mode (length-1 name) is unchanged.
2026-04-28 11:39:53 -04:00
jared 2f47f7ae67 feat(search): add disambiguation — largest_pop and ambiguous branches
Multi-row matches within a single govs_type pick the largest-population
row (status=largest_pop). Multi-row matches spanning >=2 types return no
basket row (status=ambiguous) with all candidates preserved for the
sidecar.
2026-04-28 11:08:26 -04:00
jared 392e818f52 feat(search): add substring fallback and no_match handling
.resolve_basket_row() now falls back to case-insensitive substring
match when no exact match is found, and short-circuits empty/whitespace
input to no_match. Disambiguation stub raises pending Task 5.
2026-04-28 11:06:30 -04:00
jared 4dcf1c72b2 feat(search): add per-row resolver — exact match branch
.resolve_basket_row() handles the exact-match case. Substring fallback
and disambiguation branches follow in subsequent commits.
2026-04-28 11:05:14 -04:00
jared 7fd29c919d feat(search): add basket-mode argument validator
Internal .validate_basket_args() handles length validation and
recycling of state/type from length 1. Foundation for basket mode.
2026-04-28 11:02:03 -04:00
jared 68b72faeae refactor(search): rename cog_gov_search() first argument to name
Pre-rename in preparation for basket mode. All existing callers in this
package and cog_explorer/ pass the first argument positionally, so this
rename is non-breaking. No deprecation alias added per design spec
(no external consumers; package is pre-release v0.1.0).

@param roxygen also updated to match the new formal; man/cog_gov_search.Rd
regenerated via devtools::document().
2026-04-28 10:47:56 -04:00
jared 488d03d74b feat: cog_categories
Discovery verb over the summary_categories view, grouped one row per
(category, subtype). Parallels cog_gov_search: analysts use it to
find the valid `category` values to pass into cog_spending(),
cog_revenue(), cog_geographic_rollup().

Columns: category, category_type, subtype, n_codes, item_codes
(comma-separated, alphabetical). Optional filters:

  type    = NULL | "spending" | "revenue"
  pattern = regex matched case-insensitively on category

The user-facing "spending" alias is translated internally to the
corpus-native "expenditure" so callers don't have to learn Census
vocabulary, while the returned category_type column preserves the
native value for auditability.

Also: fix @noRd placement in session.R so devtools::document() stops
warning.

Tests: +16 new / 181 total pass. check 0E/0W/0N.
2026-04-24 18:15:26 -04:00
jared a778d790d8 fix: govid input ergonomics + clearer missing-govid message
Two UX fixes surfaced by first real-user use:

1. cog_spending / cog_revenue / cog_geographic_rollup now accept either
   a character vector OR a data.frame with a canonical_govid column
   (e.g. output of cog_gov_search() or cog_find_peers()). Shared
   .coerce_govid_input() helper in session.R. This lets the natural
   pipe work:

     cog_gov_search('MIAMI', state='FL', type='city') |>
       cog_spending(years=2022, category='Police')

   cog_peer_compare already accepted a data.frame for the peer arg;
   behavior there is unchanged.

2. .check_govids_in_scope() message reworded. The old text led with
   'v0.1 covers gov_types 0-3' which falsely implied the missing govids
   were scope-excluded types when the more common real cause is a typo
   or a guessed value. New message leads with typo + pre-2017 PID,
   mentions scope exclusion as one possibility, and points at
   cog_gov_search() as the recovery path.

Tests: 165 pass / 0 fail. check 0E/0W/0N.
2026-04-24 17:49:08 -04:00
jared 377eed1240 feat: cog_gov_search + cog_mirror + scope-aware verb behavior
Three pieces:

1. cog_gov_search: name/state/type search over canonical_fips_xwalk
   for resolving human-readable place names into canonical_govids.
   Accepts USPS abbrev ('FL') or FIPS int (12) for state; integer
   0-3 or name ('state','county','city','township') for type. Types
   4/5 emit an explanatory cli message and return an empty tibble
   (v0.1 corpus excludes them). USPS<->FIPS table hardcoded with
   50 states + DC + territories; FIPS 66 = GU (not GA).

2. cog_mirror: downloads manifest-listed files to a local directory
   with SHA-256 idempotency (files with matching hash return status
   'cached'). Supports HTTP and local-path fixture URLs. Round-trip
   test: mirror + re-open against the mirror + query Broward 2020
   returns identical results.

3. Scope-aware verbs: .check_govids_in_scope() helper in session.R
   queries canonical_fips_xwalk for the requested govids, emits a
   cli_inform listing any missing ones, and records the found/missing
   sets under provenance$scope. Wired into cog_spending (and
   transitively into cog_revenue, cog_geographic_rollup,
   cog_peer_compare via their cog_spending calls).

Also: dropped dbplyr from Imports (unused).

Tests: +29 (22 search + 12 mirror - 5 refactored) / 159 total pass.
devtools::check() now clean: 0E / 0W / 0N.
2026-04-24 11:38:32 -04:00
jared cc4d21ec82 feat: cog_find_peers + cog_peer_compare
cog_find_peers selects peers from canonical_fips_xwalk by same-type,
same-state, and population-range (ratio or absolute) criteria,
ordered by |log(pop_ratio)| ascending.

cog_peer_compare accepts the find_peers result (or a plain character
vector of govids), pulls spending for target + peers via cog_spending,
and appends summary rows (summary_p25/p50/p75) so the whole result
can be faceted by `role` in a single ggplot call. Summary rows honor
per_capita + adjust_to_year by picking the right value column.
target_rank reports the target's rank among target+peers at max(years).

Provenance is rewritten with verb = cog_peer_compare and peer_count.

Also: globalVariables('.data') in zzz.R to silence R CMD check on
tidy-eval pronouns.

Tests: 21 new / 120 total pass. devtools::check() 0E/0W/2N.
2026-04-24 11:17:46 -04:00
jared a6b53de2a7 feat: cog_geographic_rollup
Wraps cog_spending across a named list of state/county/city layers,
tagging each row with its `layer` and attaching a scope_note that
documents geographic-scope caveats (state totals are statewide, county
totals include areas outside a listed city, city proper excludes
special districts). Per-capita uses each layer's own population from
the canonical_fips_xwalk.

Provenance is inherited from cog_spending but rewritten to reflect
the outer verb (verb, call, layers).

Tests: 19 new / 99 total pass. devtools::check() 0E/0W/2N.
2026-04-24 11:00:20 -04:00
jared c682e6547d feat: cog_spending + cog_revenue + cog_explain
Three core query verbs over the spending_annotated / revenue_annotated
DuckDB views. Each verb accepts vector govid, vector years, optional
category filter, per_capita flag, and adjust_to_year for CPI-U
real-dollar conversion (bundled index).

Amounts are returned in full USD (SUM(amt) * 1000) so callers can
freely rescale to millions/billions. The $1,000s -> $USD conversion
is recorded in provenance$transformations$units_conversion.

Every result carries an attr(., "provenance") list matching
inst/schemas/provenance-v1.json. cog_explain() prints the structured
form via cli or returns the raw list for MCP/JSON consumers.

Also: .fetch_or_cache_manifest() now handles local fixture paths so
tests can point USCOGDATA_FIXTURE_URL at the pipeline publish_cache/
without a working HTTP server.

Tests: 80 pass / 0 fail. devtools::check() 0E/0W/2N (both notes
pre-existing / environmental).
2026-04-24 09:49:09 -04:00
jared cea7a241c5 chore: require corpus schema_version = 3
Tracks the cog_pipeline corpus bump from 2 → 3 (year=2012 partition is
now modern-only; v2 shipped a broken mixed-source partition). session
open aborts with a clear message if a reader hits a legacy v2 corpus.
2026-04-23 14:35:55 -04:00
jared 2b36f860f9 feat: bundle CPIAUCSL + .inflate() helper
Adds R/sysdata.rda with the annual-average CPIAUCSL index (1947-2026,
80 years, sourced from FRED) and an internal .inflate() helper that
converts nominal amounts between two years via the ratio of CPI values.

Bundling CPI in the package (rather than publishing a cpi_annual.parquet
in the corpus) matches the reader-specification intent: real-dollar
conversion is a verb-level option, not a corpus-level artifact, so the
target_year stays flexible at query time.

data-raw/cpi_annual.R carries the one-shot FRED refresh used to build
sysdata.rda. Re-run when the CPI series needs to roll forward.

Verified: CPI(2000)/CPI(2021) ≈ 0.635, matching the ~0.63 sanity
anchor in cog_explorer's existing inflation logic.

Tests: tests/testthat/test-adjust.R covers the known 2000→2021 ≈ 1.574x
anchor, vectorized from_year, error cases for out-of-range years, and
NA-amount preservation. 14 pass / 0 fail.
2026-04-23 13:54:40 -04:00
jared f7035049e7 feat: package skeleton — DESCRIPTION, NAMESPACE, session/manifest/cache/views
Minimal skeleton for uscogdata v0.1. Internal session layer with lazy
cog_open(), manifest fetch+validate+cache, view registration placeholder.
Depends on DuckDB >=1.0, httr2, jsonlite. inst/schemas/provenance-v1.json
ships the structured provenance JSON Schema.
2026-04-23 09:05:54 -04:00