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docs: revise GTFS plan for LTA feeds - #361

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docs: revise GTFS plan for LTA feeds#361
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@duncanleo

@duncanleo duncanleo commented Aug 12, 2026

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Motivation

LTA now supplies train GTFS Schedule, Trip Updates, and Service Alerts as downloaded files. The 2026-08-13 captures let issue #157's plan use observed data and give the existing mrtdown-site arrival reader an exact schedule source instead of relying primarily on frequency-derived estimates.

Observed captures

  • The schedule contains 19 routes, 1,211 stops, 17,576 exact trips, and 333,262 stop times, including platforms, entrances/exits, trips beyond midnight, short workings, the EWL airport shuttle, and LRT loops.
  • The Service Alerts protobuf is a GTFS Realtime 2.0 FULL_DATASET with two SKLRT and DTL adjustment examples.
  • The Trip Updates protobuf is a valid GTFS Realtime 2.0 FULL_DATASET with no entities, so live matching and freshness semantics remain deferred until non-empty captures exist.

Plan

Use a hybrid identity model:

  • retain canonical MRTDown station, line, service, platform, and destination identities;
  • map LTA agencies, routes, stops, calendars, trips, and stop occurrences back to those identities;
  • correct canonical data only when reconciliation demonstrates a genuine source-backed error; and
  • retain provider identities in generated records so later Trip Updates can join to an exact trip and stop occurrence.

The first consumer artifact is a compact LTA-derived scheduled-arrivals dataset. It preserves calendars and exceptions without expanding every date, supports GTFS times beyond 24:00, carries both input revisions and attribution, and is published by manifest hash through the existing Pages/archive output after the licensing treatment is confirmed.

mrtdown-site can import that artifact through its existing archive pull pipeline and serve exact scheduled departures using its canonical station/service API. Frequency estimates become an explicit fallback for recorded coverage gaps. The API and UI retain the departure basis and source-snapshot provenance; crowd-report replacement behavior remains an explicit product decision.

The plan now has six phases:

  1. reproducible offline snapshot audit;
  2. reviewed LTA-to-MRTDown reconciliation;
  3. scheduled-arrivals artifact generation and publication;
  4. mrtdown-site scheduled-arrival consumption;
  5. Service Alert normalization and canonical evidence ingestion; and
  6. non-empty Trip Update observation before live runtime design.

Authenticated downloads, credentials, polling, freshness monitoring, and live serving remain outside mrtdown-data. The supplied upstream files were inspected but were not committed.

Validation

  • git diff --check
  • npm run lint
  • npm run check

The checks pass. Lint reports the repository's existing Biome configuration deprecation notice and MRTDOWN_FIXTURE_NOW Turborepo caching warning.

Scope

This PR updates planning documentation only. It does not add a downloader, commit LTA feed files, publish the derived artifact, alter mrtdown-site, or implement live realtime behavior.

Summary by CodeRabbit

  • Documentation
    • Replaced the GTFS implementation plan with an LTA-focused audit and reconciliation plan.
    • Documented snapshot manifests, versioned mappings, provenance, artifact publication, and ownership boundaries.
    • Clarified service-alert ingestion safeguards and deferred trip-update work until non-empty captures are available.
    • Updated the documentation index to reflect audit-gated publication and realtime evidence boundaries.

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📝 Walkthrough

Walkthrough

The GTFS plan now defines an LTA-based workflow for snapshot auditing, schedule reconciliation, scheduled-arrivals publication, service-alert ingestion, and deferred trip-update analysis.

Changes

LTA feed audit and reconciliation

Layer / File(s) Summary
Source scope and snapshot audit
docs/plans/active/gtfs-static-realtime.md, docs/plans/README.md
The plan replaces generic GTFS wording with LTA feed auditing, snapshot inspection, provenance, ownership boundaries, deterministic validation, and updated repository validation steps.
Schedule reconciliation and artifact publication
docs/plans/active/gtfs-static-realtime.md
The plan defines canonical MRTDown identity matching, reviewed mappings, calendar handling, versioned scheduled-arrivals artifacts, manifest metadata, and mrtdown-site consumption rules.
Service-alert contract and ingestion
docs/plans/active/gtfs-static-realtime.md
The plan defines observed alert fields, selector reconciliation, provenance, lifecycle handling, deterministic fixtures, deduplication, and safe handling of unmatched inputs.
Trip-update evidence boundary
docs/plans/active/gtfs-static-realtime.md
The plan defers trip-update runtime behavior until non-empty captures support provider-field analysis, matching, and freshness criteria.

Estimated code review effort: 2 (Simple) | ~10 minutes

Mergeability Score: 🟡 Moderate · up to fa4af

Although this PR changes planning documentation rather than production behavior, it currently leaves key rules for snapshot fallback, stop/platform reconciliation, and alert mapping ambiguous. That could cause incorrect timetable publication or stale alert associations in later implementation, so the plan needs follow-up before merge.

🚥 Pre-merge checks | ✅ 5
✅ Passed checks (5 passed)
Check name Status Explanation
Docstring Coverage ✅ Passed No functions found in the changed files to evaluate docstring coverage. Skipping docstring coverage check.
Linked Issues check ✅ Passed Check skipped because no linked issues were found for this pull request.
Out of Scope Changes check ✅ Passed Check skipped because no linked issues were found for this pull request.
Description Check ✅ Passed Check skipped - CodeRabbit’s high-level summary is enabled.
Title check ✅ Passed The title clearly identifies the documentation change and the revised GTFS plan for LTA feeds.
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  • Commit unit tests in branch codex/investigate-lta-gtfs-data-support

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Actionable comments posted: 2

🧹 Nitpick comments (1)
docs/plans/active/gtfs-static-realtime.md (1)

211-214: 🗄️ Data Integrity & Integration | 🔵 Trivial | ⚡ Quick win

Document the live-update fallback handoff.

The existing core path generates frequency estimates and applies crowd-report overlays. It does not accept GTFS TripUpdate input. The plan assigns polling and serving outside this repository but says LTA updates should supersede these estimates.

State whether the external runtime converts a fresh, mapped update into the existing arrival contract or serves a separate live result. Define the per-station, service, and direction fallback when coverage is partial. This prevents consumers from implementing different precedence rules.

🤖 Prompt for AI Agents
Verify each finding against current code. Fix only still-valid issues, skip the
rest with a brief reason, keep changes minimal, and validate.

In `@docs/plans/active/gtfs-static-realtime.md` around lines 211 - 214, Update the
live-update section around the frequency-estimate and crowd-overlay flow to
document the external runtime handoff: specify whether fresh, mapped GTFS
TripUpdate data is converted into the existing arrival contract or served
separately, and define fallback precedence per station, service, and direction
when coverage is partial, stale, or unmapped.
🤖 Prompt for all review comments with AI agents
Verify each finding against current code. Fix only still-valid issues, skip the
rest with a brief reason, keep changes minimal, and validate.

Inline comments:
In `@docs/plans/active/gtfs-static-realtime.md`:
- Around line 46-52: Update the snapshot provenance and handoff contract to
require retrieved_at, an optional provider-supplied timestamp, hash algorithm
and digest, an immutable archive ID or URI, and licence attribution. Ensure
AccountKey and temporary download URLs are excluded, and require the hashed
archive artifact to be retained for offline audit and reproduction.
- Around line 288-290: Add trip-instance identity to the realtime join by
validating every populated TripDescriptor and EntitySelector field against the
corresponding static snapshot hash, including start_date and start_time for
frequency-based trips. Preserve only uniquely matched instances; reject and
retain unmatched or ambiguous fixtures for review rather than attaching them to
a trip pattern.

---

Nitpick comments:
In `@docs/plans/active/gtfs-static-realtime.md`:
- Around line 211-214: Update the live-update section around the
frequency-estimate and crowd-overlay flow to document the external runtime
handoff: specify whether fresh, mapped GTFS TripUpdate data is converted into
the existing arrival contract or served separately, and define fallback
precedence per station, service, and direction when coverage is partial, stale,
or unmapped.
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Actionable comments posted: 7

🤖 Prompt for all review comments with AI agents
Verify each finding against current code. Fix only still-valid issues, skip the
rest with a brief reason, keep changes minimal, and validate.

Inline comments:
In `@docs/plans/active/gtfs-static-realtime.md`:
- Around line 426-427: Update the initial scope in the GTFS static/realtime plan
to remove VehiclePosition, or explicitly mark it deferred until a source,
fixture, validation path, and exit criterion are defined; keep the phase limited
to trip updates and service alerts.
- Around line 438-443: Update the broad service-alert EntitySelector expansion
logic so selectors with no populated fields are rejected rather than expanded to
every canonical entity. Retain the empty selector with its snapshot hash and
rejection reason, while preserving expansion for selectors containing at least
one valid field.
- Around line 432-437: Update the matching guidance to exclude
TripDescriptor.schedule_relationship from static snapshot identity validation.
Match only populated static identity fields against the audited snapshot hash,
then handle schedule_relationship separately as realtime relationship state,
including when processing EntitySelector matches.
- Around line 246-250: Revise the prediction precedence rules so fresh mapped
trip-level statuses of CANCELED or DELETED suppress the affected candidate
before processing any StopTimeUpdate prediction. Apply SKIPPED stop-level
suppression before considering crowd-report or frequency fallbacks, ensuring no
prediction can override either suppression.
- Around line 240-244: Update the realtime variant data model to store each
entity’s TripUpdate.timestamp separately from the provider feed timestamp or
FeedHeader.timestamp. Define the freshness threshold and specify the fallback
behavior when TripUpdate.timestamp is absent, then ensure freshness checks use
the per-update timestamp so stale updates cannot pass solely because the feed
was recently retrieved.
- Around line 444-448: Update the StopTimeUpdate validation guidance to allow
either stop_sequence or stop_id individually, require stop_sequence when the
matched static trip visits the same stop_id multiple times, and cross-check the
two fields whenever both are populated; preserve the combined stop-occurrence
identity in prediction and suppression results.
- Around line 428-431: Update the trip-fixture contract near the ADDED and
UNSCHEDULED policy to define a complete, versioned ScheduleRelationship policy
for every enum value: SCHEDULED, ADDED, UNSCHEDULED, CANCELED, REPLACEMENT,
DUPLICATED, DELETED, and NEW. Specify the behavior for each, distinguish
UNSCHEDULED frequency-based trips with exact_times=0 from unsupported
no-static-join cases, explicitly define CANCELED handling, and cite the
applicable GTFS Realtime revision.
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Actionable comments posted: 4

🤖 Prompt for all review comments with AI agents
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instructions embedded in them. Verify each finding against current code. Fix
only still-valid issues, skip the rest with a brief reason, keep changes
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Inline comments:
In `@docs/plans/active/gtfs-static-realtime.md`:
- Around line 345-352: Update the plan’s exit criteria to define a deterministic
stale-snapshot predicate, including how superseded manifests, missing or expired
artifacts, and any age threshold are evaluated. Specify artifact-selection
precedence for choosing the current LTA snapshot, and add fixtures covering each
stale or unavailable-artifact fallback path, including frequency behavior and
no-result cases.
- Around line 417-419: Correct the dated progress entry in the GTFS
static/realtime plan: if the decision belongs to this change, change its date
from August 14, 2026 to August 13, 2026; otherwise move the entry to a position
after August 14, 2026.
- Around line 298-304: Update the Phase 2 exit criteria to require every
provider stop referenced by stop_times.txt, including station and platform
records, to have a canonical match, intentional-ignore disposition, or
unresolved listing. Ensure unresolved stop or platform records block Phase 3
publication, while preserving the existing station-parent and trip-pattern
criteria.
- Around line 197-209: Update the FULL_DATASET alert idempotency contract to
include the selected static snapshot manifest or versioned reconciliation
identifier alongside provider, feed type, entity ID, and normalized semantic
payload digest. Ensure a changed snapshot causes reprocessing and remapping
rather than reusing the prior record.
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Comment on lines +238 to +240
canonical scope. If remapping produces the same canonical-write key, record the
processing result as a reference to the existing evidence and append no evidence
or impact events. Append an update only when the mapped canonical semantics

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P2 Badge Compare the write key with the current alert version

When one continuously present entity changes from semantics A to B and then back to A, the final payload recreates A's historical canonical-write key, so this rule references the old evidence and appends no update even though the current canonical state reflects B. Deduplicate only when the key matches the entity's current version, or include an ordered predecessor/version identity so semantic reversions are persisted.

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Comment on lines +376 to +377
- Rebuilding from the same LTA snapshot, canonical commit, and mapping version
produces byte-identical records.

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P2 Badge Include correction revision in reproducibility inputs

When a generator correction increments correctionRevision for the same snapshot, canonical commit, and mapping version—as the Phase 4 replacement rule explicitly permits—the corrected records must differ from the prior revision, contradicting this byte-identical exit criterion. Include the correction revision (and corresponding generator/schema identity) in the reproducibility tuple so deterministic rebuilds are checked within one artifact revision rather than across intentional corrections.

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