Mandat JohorEvidence Vault
Every source the system may read, with crawl method, rate limits, reliability and honest status. Statuses reflect the true registry and import state — never a simulation of activity.
Data mode
Database-backed data only; gaps render as honest empty states.
Registry
16 / 20 enabled
20 seeded · 4 verified news feeds · 8 pending feed verification
Live coverage
100% of 56 DUN
172 candidates · 56 historical results · 9 articles
Evidence on file
246 source receipts
0 pending manual review · last import: 2 Jul, 03:43 pm
Probability estimates
56 / 56 seats
0 seats insufficient · 56 on winner-level 2022 baseline only
Model version
baseline-1.0
Last run: 2 Jul, 09:52 am
Model confidence
40 low · 16 medium
Intentionally conservative: winner-level baseline, no news or sentiment signals yet.
Import freshness
Feeds verified
4 / 13 news sources
Every feed is verified with robots-checked probes before ingestion; the rest stay read-only pending verification. Feed URLs are never guessed.
Stored articles
9 (9 relevant)
Latest ingest: 2 Jul, 03:16 pm
Narrative clusters
0 · no run yet
Deterministic issue/seat grouping only — no LLM summaries, no sentiment claims.
Entity reviews pending
0
Ambiguous candidate/seat mentions wait for manual resolution — never stored as facts.
Last news import
2 Jul, 03:16 pm
Most recent article stored from any verified feed.
Last narrative run
never
Clustering re-runs over the full stored article set after every ingest.
Last source verification
2 Jul, 03:43 pm
Most recent robots-checked feed probe across the registry.
Last cron run
2 Jul, 03:43 pm
news completed · sources 4/4 · fetched 40 · kept 3 · duplicates 3 · review 0 · clusters +0 · failures 0 · 48074ms
https://www.spr.gov.my
Official portal. Crawl gently; verify robots.txt before each run.
Public informational pages only. Robots-checked static fetch; anything interactive or blocked routes to manual import.
https://mysprsemak.spr.gov.my
Unavailable — access restricted. Interactive lookup service; no bulk crawling. Manual verification workflow only.
Interactive lookup service (CAPTCHA-protected). Never scraped. Official data enters via the manual import templates in data/import/.
Manual review required
https://open.dosm.gov.my
Official open-data API for demographic context.
data catalogue API at api.data.gov.my (no key required; gentle rate limits).
https://dashboard.spr.gov.my
JavaScript-heavy dashboard. Automated extraction is off until its terms and robots policy are confirmed; use manual import in the meantime.
If automated access is confirmed permissible, a Playwright adapter may render public pages; otherwise stays manual-import only.
Manual review required
https://api.data.gov.my
Official open-data catalogue API (shared infrastructure with OpenDOSM).
Used by the OpenDOSM adapter for population datasets.
https://electiondata.my
Machine-readable cross-check for historical results and candidates.
Bearer token via ELECTIONDATA_API_KEY. Endpoint paths are configured, not guessed — see the adapter for setup.
https://www.bernama.com
Pending feed verification
Access not yet confirmed — the source stays in the registry and is re-probed before any ingestion. Last probe: no working feed URL
National wire service. RSS path must be confirmed from bernama.com before enabling ingestion — none configured yet.
https://www.astroawani.com
Pending feed verification
Access not yet confirmed — the source stays in the registry and is re-probed before any ingestion. Last probe: no working feed URL
RSS path must be confirmed from astroawani.com before enabling ingestion.
https://www.thestar.com.my
Pending feed verification
Access not yet confirmed — the source stays in the registry and is re-probed before any ingestion. Last probe: HTTP 404
Publisher-documented RSS index at thestar.com.my/rss (path candidate, unverified).
https://www.malaymail.com
Feed verified working 2026-07-02 (see data/reports/news-source-health.md); article pages robots-allowed.
https://www.malaysiakini.com
Unavailable — access restricted. Most articles are behind a paywall; only openly published headlines/summaries may be used. No paywall bypass.
Paywalled — disabled. Only openly published headlines/summaries may ever be used; no paywall bypass.
Manual review required
https://www.sinarharian.com.my
Pending feed verification
Access not yet confirmed — the source stays in the registry and is re-probed before any ingestion. Last probe: no working feed URL
RSS path must be confirmed from sinarharian.com.my before enabling ingestion.
https://www.bharian.com.my
Pending feed verification
Access not yet confirmed — the source stays in the registry and is re-probed before any ingestion. Last probe: no working feed URL
RSS path must be confirmed from bharian.com.my before enabling ingestion.
https://www.hmetro.com.my
Pending feed verification
Access not yet confirmed — the source stays in the registry and is re-probed before any ingestion. Last probe: no working feed URL
RSS path must be confirmed from hmetro.com.my before enabling ingestion.
https://www.freemalaysiatoday.com
WordPress feed verified working 2026-07-02 (see data/reports/news-source-health.md); article pages robots-allowed.
https://www.nst.com.my
Pending feed verification
Access not yet confirmed — the source stays in the registry and is re-probed before any ingestion. Last probe: no working feed URL
RSS path must be confirmed from nst.com.my before enabling ingestion.
https://www.utusan.com.my
WordPress feed verified working 2026-07-02 (see data/reports/news-source-health.md); article pages robots-allowed.
https://malaysiagazette.com
Pending feed verification
Access not yet confirmed — the source stays in the registry and is re-probed before any ingestion. Last probe: Invalid character in tag name Line: 137 Column: 182 Char: ;
WordPress feed candidate, unverified.
Manual review required
https://berita.rtm.gov.my
Public broadcaster news portal. Feed verified working 2026-07-02 (see data/reports/news-source-health.md); article pages robots-allowed.
about:registry/public-social
Only via allowed APIs or legally accessible public embeds. No private groups, no login-only content, no personal-data collection.
Disabled until a legally reviewed public-API integration exists.
Manual review required
| Receipt | Tier | Retrieved | Confidence | Status | |
|---|---|---|---|---|---|
| RTM | Tier 3 · Verified news | 2 Jul, 03:43 pm | Conf · Medium | Unverified | |
| RTM | Tier 3 · Verified news | 2 Jul, 03:43 pm | Conf · Medium | Unverified | |
| Utusan Malaysia | Tier 3 · Verified news | 2 Jul, 03:43 pm | Conf · Medium | Unverified | |
| RTM | Tier 3 · Verified news | 2 Jul, 03:20 pm | Conf · Medium | Unverified | |
| RTM | Tier 3 · Verified news | 2 Jul, 03:20 pm | Conf · Medium | Unverified | |
| RTM | Tier 3 · Verified news | 2 Jul, 03:20 pm | Conf · Medium | Unverified | |
| Utusan Malaysia | Tier 3 · Verified news | 2 Jul, 03:20 pm | Conf · Medium | Unverified | |
| RTM | Tier 3 · Verified news | 2 Jul, 03:16 pm | Conf · Medium | Unverified | |
| RTM | Tier 3 · Verified news | 2 Jul, 03:16 pm | Conf · Medium | Unverified | |
| RTM | Tier 3 · Verified news | 2 Jul, 03:16 pm | Conf · Medium | Unverified | |
| Utusan Malaysia | Tier 3 · Verified news | 2 Jul, 03:16 pm | Conf · Medium | Unverified | |
| Utusan Malaysia | Tier 3 · Verified news | 2 Jul, 11:51 am | Conf · Medium | Unverified | |
| Free Malaysia Today | Tier 3 · Verified news | 2 Jul, 11:51 am | Conf · Medium | Unverified | |
| Free Malaysia Today | Tier 3 · Verified news | 2 Jul, 11:51 am | Conf · Medium | Unverified | |
| Free Malaysia Today | Tier 3 · Verified news | 2 Jul, 11:51 am | Conf · Medium | Unverified | |
| Malay Mail | Tier 3 · Verified news | 2 Jul, 11:48 am | Conf · Medium | Unverified | |
| Manual analyst import (results) | Tier 3 · Verified news | 2 Jul, 08:39 am | Conf · Low | Partially verified | |
| Manual analyst import (results) | Tier 3 · Verified news | 2 Jul, 08:39 am | Conf · Low | Partially verified | |
| Manual analyst import (results) | Tier 3 · Verified news | 2 Jul, 08:39 am | Conf · Low | Partially verified | |
| Manual analyst import (results) | Tier 3 · Verified news | 2 Jul, 08:39 am | Conf · Low | Partially verified | |
| Manual analyst import (results) | Tier 3 · Verified news | 2 Jul, 08:39 am | Conf · Low | Partially verified | |
| Manual analyst import (results) | Tier 3 · Verified news | 2 Jul, 08:39 am | Conf · Low | Partially verified | |
| Manual analyst import (results) | Tier 3 · Verified news | 2 Jul, 08:39 am | Conf · Low | Partially verified | |
| Manual analyst import (results) | Tier 3 · Verified news | 2 Jul, 08:39 am | Conf · Low | Partially verified | |
| Manual analyst import (results) | Tier 3 · Verified news | 2 Jul, 08:39 am | Conf · Low | Partially verified | |
| Manual analyst import (results) | Tier 3 · Verified news | 2 Jul, 08:39 am | Conf · Low | Partially verified | |
| Manual analyst import (results) | Tier 3 · Verified news | 2 Jul, 08:39 am | Conf · Low | Partially verified | |
| Manual analyst import (results) | Tier 3 · Verified news | 2 Jul, 08:39 am | Conf · Low | Partially verified | |
| Manual analyst import (results) | Tier 3 · Verified news | 2 Jul, 08:39 am | Conf · Low | Partially verified | |
| Manual analyst import (results) | Tier 3 · Verified news | 2 Jul, 08:39 am | Conf · Low | Partially verified | |
| Manual analyst import (results) | Tier 3 · Verified news | 2 Jul, 08:39 am | Conf · Low | Partially verified | |
| Manual analyst import (results) | Tier 3 · Verified news | 2 Jul, 08:39 am | Conf · Low | Partially verified | |
| Manual analyst import (results) | Tier 3 · Verified news | 2 Jul, 08:39 am | Conf · Low | Partially verified | |
| Manual analyst import (results) | Tier 3 · Verified news | 2 Jul, 08:39 am | Conf · Low | Partially verified | |
| Manual analyst import (results) | Tier 3 · Verified news | 2 Jul, 08:39 am | Conf · Low | Partially verified | |
| Manual analyst import (results) | Tier 3 · Verified news | 2 Jul, 08:39 am | Conf · Low | Partially verified | |
| Manual analyst import (results) | Tier 3 · Verified news | 2 Jul, 08:39 am | Conf · Low | Partially verified | |
| Manual analyst import (results) | Tier 3 · Verified news | 2 Jul, 08:39 am | Conf · Low | Partially verified | |
| Manual analyst import (results) | Tier 3 · Verified news | 2 Jul, 08:39 am | Conf · Low | Partially verified | |
| Manual analyst import (results) | Tier 3 · Verified news | 2 Jul, 08:39 am | Conf · Low | Partially verified | |
| Manual analyst import (results) | Tier 3 · Verified news | 2 Jul, 08:39 am | Conf · Low | Partially verified | |
| Manual analyst import (results) | Tier 3 · Verified news | 2 Jul, 08:39 am | Conf · Low | Partially verified | |
| Manual analyst import (results) | Tier 3 · Verified news | 2 Jul, 08:39 am | Conf · Low | Partially verified | |
| Manual analyst import (results) | Tier 3 · Verified news | 2 Jul, 08:39 am | Conf · Low | Partially verified | |
| Manual analyst import (results) | Tier 3 · Verified news | 2 Jul, 08:39 am | Conf · Low | Partially verified | |
| Manual analyst import (results) | Tier 3 · Verified news | 2 Jul, 08:39 am | Conf · Low | Partially verified | |
| Manual analyst import (results) | Tier 3 · Verified news | 2 Jul, 08:39 am | Conf · Low | Partially verified | |
| Manual analyst import (results) | Tier 3 · Verified news | 2 Jul, 08:39 am | Conf · Low | Partially verified | |
| Manual analyst import (results) | Tier 3 · Verified news | 2 Jul, 08:39 am | Conf · Low | Partially verified | |
| Manual analyst import (results) | Tier 3 · Verified news | 2 Jul, 08:39 am | Conf · Low | Partially verified | |
| Manual analyst import (results) | Tier 3 · Verified news | 2 Jul, 08:39 am | Conf · Low | Partially verified | |
| Manual analyst import (results) | Tier 3 · Verified news | 2 Jul, 08:39 am | Conf · Low | Partially verified | |
| Manual analyst import (results) | Tier 3 · Verified news | 2 Jul, 08:39 am | Conf · Low | Partially verified | |
| Manual analyst import (results) | Tier 3 · Verified news | 2 Jul, 08:39 am | Conf · Low | Partially verified | |
| Manual analyst import (results) | Tier 3 · Verified news | 2 Jul, 08:39 am | Conf · Low | Partially verified | |
| Manual analyst import (results) | Tier 3 · Verified news | 2 Jul, 08:39 am | Conf · Low | Partially verified | |
| Manual analyst import (results) | Tier 3 · Verified news | 2 Jul, 08:39 am | Conf · Low | Partially verified | |
| Manual analyst import (results) | Tier 3 · Verified news | 2 Jul, 08:39 am | Conf · Low | Partially verified | |
| Manual analyst import (results) | Tier 3 · Verified news | 2 Jul, 08:39 am | Conf · Low | Partially verified | |
| Manual analyst import (results) | Tier 3 · Verified news | 2 Jul, 08:39 am | Conf · Low | Partially verified | |
| Manual analyst import (results) | Tier 3 · Verified news | 2 Jul, 08:39 am | Conf · Low | Partially verified | |
| Manual analyst import (results) | Tier 3 · Verified news | 2 Jul, 08:39 am | Conf · Low | Partially verified | |
| Manual analyst import (results) | Tier 3 · Verified news | 2 Jul, 08:39 am | Conf · Low | Partially verified | |
| Manual analyst import (results) | Tier 3 · Verified news | 2 Jul, 08:39 am | Conf · Low | Partially verified | |
| Manual analyst import (results) | Tier 3 · Verified news | 2 Jul, 08:39 am | Conf · Low | Partially verified | |
| Manual analyst import (results) | Tier 3 · Verified news | 2 Jul, 08:39 am | Conf · Low | Partially verified | |
| Manual analyst import (results) | Tier 3 · Verified news | 2 Jul, 08:39 am | Conf · Low | Partially verified | |
| Manual analyst import (results) | Tier 3 · Verified news | 2 Jul, 08:39 am | Conf · Low | Partially verified | |
| Manual analyst import (results) | Tier 3 · Verified news | 2 Jul, 08:39 am | Conf · Low | Partially verified | |
| Manual analyst import (results) | Tier 3 · Verified news | 2 Jul, 08:39 am | Conf · Low | Partially verified | |
| Manual analyst import (results) | Tier 3 · Verified news | 2 Jul, 08:39 am | Conf · Low | Partially verified | |
| Manual analyst import (results) | Tier 3 · Verified news | 2 Jul, 08:39 am | Conf · Low | Partially verified | |
| Manual analyst import (candidates) | Tier 3 · Verified news | 2 Jul, 08:24 am | Conf · Low | Partially verified | |
| Manual analyst import (candidates) | Tier 3 · Verified news | 2 Jul, 08:24 am | Conf · Low | Partially verified | |
| Manual analyst import (candidates) | Tier 3 · Verified news | 2 Jul, 08:24 am | Conf · Low | Partially verified | |
| Manual analyst import (candidates) | Tier 3 · Verified news | 2 Jul, 08:24 am | Conf · Low | Partially verified | |
| Manual analyst import (candidates) | Tier 3 · Verified news | 2 Jul, 08:24 am | Conf · Low | Partially verified | |
| Manual analyst import (candidates) | Tier 3 · Verified news | 2 Jul, 08:24 am | Conf · Low | Partially verified | |
| Manual analyst import (candidates) | Tier 3 · Verified news | 2 Jul, 08:24 am | Conf · Low | Partially verified | |
| Manual analyst import (candidates) | Tier 3 · Verified news | 2 Jul, 08:24 am | Conf · Low | Partially verified | |
| Manual analyst import (candidates) | Tier 3 · Verified news | 2 Jul, 08:24 am | Conf · Low | Partially verified | |
| Manual analyst import (candidates) | Tier 3 · Verified news | 2 Jul, 08:24 am | Conf · Low | Partially verified | |
| Manual analyst import (candidates) | Tier 3 · Verified news | 2 Jul, 08:24 am | Conf · Low | Partially verified | |
| Manual analyst import (candidates) | Tier 3 · Verified news | 2 Jul, 08:24 am | Conf · Low | Partially verified | |
| Manual analyst import (candidates) | Tier 3 · Verified news | 2 Jul, 08:24 am | Conf · Low | Partially verified | |
| Manual analyst import (candidates) | Tier 3 · Verified news | 2 Jul, 08:24 am | Conf · Low | Partially verified | |
| Manual analyst import (candidates) | Tier 3 · Verified news | 2 Jul, 08:24 am | Conf · Low | Partially verified | |
| Manual analyst import (candidates) | Tier 3 · Verified news | 2 Jul, 08:24 am | Conf · Low | Partially verified | |
| Manual analyst import (candidates) | Tier 3 · Verified news | 2 Jul, 08:24 am | Conf · Low | Partially verified | |
| Manual analyst import (candidates) | Tier 3 · Verified news | 2 Jul, 08:24 am | Conf · Low | Partially verified | |
| Manual analyst import (candidates) | Tier 3 · Verified news | 2 Jul, 08:24 am | Conf · Low | Partially verified | |
| Manual analyst import (candidates) | Tier 3 · Verified news | 2 Jul, 08:24 am | Conf · Low | Partially verified | |
| Manual analyst import (candidates) | Tier 3 · Verified news | 2 Jul, 08:24 am | Conf · Low | Partially verified | |
| Manual analyst import (candidates) | Tier 3 · Verified news | 2 Jul, 08:24 am | Conf · Low | Partially verified | |
| Manual analyst import (candidates) | Tier 3 · Verified news | 2 Jul, 08:24 am | Conf · Low | Partially verified | |
| Manual analyst import (candidates) | Tier 3 · Verified news | 2 Jul, 08:24 am | Conf · Low | Partially verified | |
| Manual analyst import (candidates) | Tier 3 · Verified news | 2 Jul, 08:24 am | Conf · Low | Partially verified | |
| Manual analyst import (candidates) | Tier 3 · Verified news | 2 Jul, 08:24 am | Conf · Low | Partially verified | |
| Manual analyst import (candidates) | Tier 3 · Verified news | 2 Jul, 08:24 am | Conf · Low | Partially verified | |
| Manual analyst import (candidates) | Tier 3 · Verified news | 2 Jul, 08:24 am | Conf · Low | Partially verified |