Recommendation metrics: publish the margin of error on every delta #122

Merged
bvandeusen merged 4 commits from dev into main 2026-08-06 21:50:42 -04:00
4 Commits
Author SHA1 Message Date
bvandeusen 304de88c50 test(tuning): assert headers by exact accessible name — #2495
test-web / test (push) Successful in 34s
Third attempt at the same assertion, so I stopped guessing and got vitest
running locally instead: the web lane uses the same ci-go image, so
`docker run ... -w /src/web ci-go:1.26 npx vitest run` works and turns a
5-minute CI round trip into 7 seconds.

/^Skip/ matched the "Skip rate by week" sparkline column as well as
"Skip (last wk)", just as /Plays/ had matched the caption. Exact names
say what the assertion means and cannot drift onto a neighbour.

Verified locally before pushing: svelte-check 0 errors, 110 files /
786 tests pass.
2026-08-06 21:27:22 -04:00
bvandeusen 96abb48086 test(tuning): query the window/last-week headers as column headers — #2495
test-web / test (push) Failing after 33s
getByText(/Plays/) matched my own new caption as well as the header, since
the caption explains which columns cover the window. Query by columnheader
role instead, which is what the assertion actually means.

Also reordered the caption: prepending the clarification turned it into a
run-on that opened mid-explanation before saying what the chart was.
2026-08-06 21:20:18 -04:00
bvandeusen a094d5f8b0 test(metrics): target deltas by test id, not by glyph — #2495
test-web / test (push) Failing after 35s
Two CI failures, both in my own new tests, both informative.

settings: queryByText(/≈/) matched the LEGEND explaining the glyph rather
than a delta, so the "no delta" case failed on the explanation being
present. Delta spans now carry data-testid so a test can name what it
means instead of pattern-matching prose that sits next to it.

tuning: getByText("40%") found two elements. testing-library matches an
element and its OWN direct text nodes, so the skip cell still matches
"40%" despite the trailing play-count span — and discover late-week
completion is also 40%. Genuinely ambiguous now; assert the count.
2026-08-06 21:14:53 -04:00
bvandeusen 481f906059 feat(metrics): publish margin of error on every delta — #2495, #2524
test-web / test (push) Failing after 43s
test-go / test (push) Successful in 1m0s
test-go / integration (push) Successful in 4m58s
The metrics card had one volume threshold doing two jobs.
recMetricsLowVolume = 20 is a DISPLAY floor — below that a skip rate is
anecdote — but the card then presented deltas as though it were also a
DECISION floor. Those differ by an order of magnitude: detecting the ~13pp
differences that matter needs ~133 plays per arm for 80% power at a=0.05.

So Discover's taste-matched (59 plays) and random-unheard (70) both rendered
as full-confidence rows with a bold delta beside them, and that comparison
sits at p ~ 0.06. The card said "signal"; the arithmetic said "maybe". It
produced a recommendation the data didn't support, and any reader with the
same numbers would have made the same call.

Deltas now carry a 95% margin of error and a `distinguishable` flag, computed
server-side so both clients read the same arithmetic instead of each
re-deriving it. Skip rate is a two-proportion difference; completion is
Welch, which needs a variance — hence completion_sqsum in the query. It is
the sum of squares rather than stddev_samp on purpose: raw source rows are
merged into surface families in Go, and sums of squares combine across groups
exactly whereas standard deviations cannot.

recMetricsLowVolume is untouched. "Too thin to show" and "too thin to act on"
are different questions.

Web renders an indistinguishable delta as dimmed and prefixed "≈", with the
range on hover and a legend explaining the glyph. Colour is withheld unless
the delta clears its margin — colouring noise red is what made the old card
misleading. Breakdown rows go through the same path; those are the thinnest
samples on screen and where the old card misled most.

Also fixes the admin trends view, which had the same problem worse: its
"Latest skip"/"Latest completion" columns are one WEEK while the adjacent
Plays column is the whole window. I misread exactly that and briefly
concluded Deep cuts was the worst surface, from ~17 plays in a single week —
over 180 days it is one of the best. Headers now name their period and the
skip cell carries that week's play count.

#2524: resolveArtist now recognises a duplicate-MBID unique violation as the
expected condition it is, matching resolveAlbum. Two rows mapping to one
MusicBrainz artist is a merge candidate, not a fault; without the branch it
logged a generic warning plus a Postgres ERROR line on every scan, which
teaches an operator to ignore database errors.
2026-08-06 21:08:58 -04:00