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test: add failing tests for Madison walkthrough findings
Six skipped tests, one per issue opened from the Madison walkthrough audit
(docs/walkthroughs/FINDINGS.md in cog_explorer). Each asserts the desired
behaviour, so it fails today and goes green when the fix lands; each is
guarded by a single skip() naming its issue and finding IDs, so the suite
stays green and activating a test is a one-line deletion.

  test-expenditure-concepts.R             #11  F-012, F-017, F-018
  test-revenue-concept-insurance-trust.R  #12  F-014
  test-coverage-disclosure.R              #13  F-020, F-023
  test-peer-summary-scope.R               #14  F-021
  test-amount-units-documented.R          #15  F-004
  test-gov-search-literal-match.R         #16  F-025

helper-walkthrough-raw.R reads the corpus's long parquet partitions directly,
bypassing uscogdata's SQL views. Every expected amount comes from there rather
than from the verb under test - verifying an absence through the filter that
creates it proves nothing, which was the most common defect in the audit itself.

Verified: with the skips removed all six fail (or error) against the bundled
fixture; with them in place the full suite is 576 pass / 0 fail / 6 skip.
2026-07-29 00:14:11 -04:00

uscogdata

Curated R reader for the Civilytics US Census of Governments finance corpus.

Provides unit-level financial profiles, geographic rollups, and peer comparisons with auditable provenance and built-in cross-vintage correctness. Reads the published corpus (Hive-partitioned parquet + manifest.json) directly from Nextcloud via DuckDB httpfs — no local bulk downloads required.

Status

Under active development (Phase 2 of the cog_pipeline project). See ../cog_pipeline/docs/reader-specification.md for the reader contract this package implements.

Installation

# pak::pkg_install("gitea.civilytics.org/Civilytics/uscogdata")

Configuration

  • USCOGDATA_URL — corpus root URL (public Nextcloud share, trailing slash)
  • USCOGDATA_CACHE_DIR — optional override for the manifest cache directory
  • USCOGDATA_MANIFEST_TTL_SECS — optional manifest re-fetch TTL (default 3600)

Direct vs Total spending

cog_spending(..., expenditure_concept = c("direct", "total")) controls whose spending a result counts. "direct" (the default) is a government's own current operations, capital outlay, and other direct spending. "total" additionally adds in the intergovernmental legs — money it hands to other governments to spend on its behalf — which is meaningful for describing one government's own budget over time, but double-counts when summed across governments (a state's payment to a county is the same dollar the county reports as its own direct spending).

Rule of thumb: any figure that spans more than one government uses direct. cog_geographic_rollup() and cog_peer_compare() enforce this by refusing expenditure_concept = "total". See vignette("total-spending", package = "uscogdata") for the full explanation with worked examples.

Developer notes

Testing

The package ships a bundled fixture corpus at inst/extdata/fixture_corpus/ — a 15 MB four-year slice (2011, 2012, 2019, 2020) of the full corpus covering all 50 states. tests/testthat/setup.R automatically points USCOGDATA_URL at this fixture, so the full test suite runs offline with no network dependency:

devtools::test()   # uses bundled fixture, no credentials required

Releasing against the live corpus

Before cutting a release, run the test suite against the published corpus to catch any drift between the fixture and the real data:

Sys.setenv(USCOGDATA_URL = "<published-corpus-url-with-trailing-slash>")
devtools::test()

When the live-corpus run is clean, strip the fixture from the built package by adding this line to .Rbuildignore:

^inst/extdata/fixture_corpus$

The test suite is URL-agnostic — setup.R falls back to USCOGDATA_URL when the bundled fixture is absent, so no test code changes are needed for the release run or after stripping the fixture.

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R reader for the Civilytics US Census of Governments finance corpus
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