Data health
Every fact on Mzalendo is drillable to its source. This page shows when we last fetched each one, whether it is within its freshness target, and how to verify it yourself.
25sources tracked
1within SLA
24SLA breached
10never run
2failed last attempt
Parked scheduled jobs (14)
These jobs are defined in the beat schedule but the production task-policy partition withholds them from unattended execution — they do not run automatically. Listed here so the withholding is visible, not silent. Each is reviewed by its date below.
| Job | Task | Why parked | Review by |
|---|---|---|---|
| daily-embed-new-hansard-content | hansard.embed_new_content |
Writes vector embeddings; parked with the Hansard pipeline. | 2026-08-15 |
| daily-hansard-scrape-and-process | hansard.daily_scrape_and_process |
Downloads and mutates the Hansard corpus; unattended ingest awaits governance conversion. Operators run the daily pipeline manually until then. | 2026-08-15 |
| daily-parlgoke-roster-snapshot | parliament.parlgoke_roster_snapshot |
Captures editorial snapshots directly; needs raw-observation conversion. | 2026-08-15 |
| daily-roster-accuracy-check | parliament.roster_accuracy_check |
Writes RosterVerificationRun outside the crawler API; needs raw-observation conversion. | 2026-08-15 |
| daily-search-health-check | search.health_check_deployment |
May create/repair database search objects; run in maintenance windows instead. | 2026-09-01 |
| daily-sync-contribution-counts | parliament.sync_contribution_counts |
Mutates citizen-visible denormalized counts; awaiting an audited operational role. | 2026-08-15 |
| daily-sync-policytopic-counts | topics.sync_policytopic_counts |
Mutates citizen-visible denormalized counts; awaiting an audited operational role. | 2026-08-15 |
| retry-failed-downloads | production.retry_failed_downloads |
Mutates download retry state; parked with the Hansard pipeline. | 2026-08-15 |
| sentiment-check-spikes | sentiment.check_spikes |
Parked with sentiment-ingest. | 2026-09-01 |
| sentiment-ingest | sentiment.ingest |
Sentiment feature parked (client deprioritized; classifier credentials unfunded); source SLA relaxed to weekly in sources.py to match. | 2026-09-01 |
| weekly-cleanup-stale-processing | production.retry_failed_processing |
Mutates processing retry state; parked with the Hansard pipeline. | 2026-08-15 |
| weekly-committee-membership-audit | parliament.audit_committee_membership |
Captures committee snapshots directly; needs raw-observation conversion. | 2026-08-15 |
| weekly-legislation-scrape | legislation.scrape |
Upserts legislation rows; unattended ingest awaits governance conversion. Operators run it manually. | 2026-08-15 |
| weekly-search-maintenance | search.health_check_maintenance |
Performs search backfill/reindex; run in maintenance windows instead. | 2026-09-01 |
Roster drift
How the parliament.go.ke MP & Senator directories compare to our local roster. Green = within 2 rows, amber = 3-10, red = >10.
National Assembly 341 on parliament.go.ke · 349 local (8 row delta) 0 missing-local · 8 missing-remote 10 Jul 02:45
Missing locally (on parliament.go.ke, not in our roster)
None.
Missing remotely (in our roster, not on parliament.go.ke)
- Abdi Ali Abdi · id 83
- Ali Wario · id 656
- Julius Musili Mawathe · id 7134
- Mugambi Murwithania Rindikiri · id 9081
- Wetangula Moses Masika · id 13528
- Denar Joseph Hamisi · id 13761
- Mwangi Teresia Wanjiru · id 13783
- Iraya Joseph Wainaina · id 13798
Senate 67 on parliament.go.ke · 67 local (0 row delta) 0 missing-local · 0 missing-remote 10 Jul 02:48
Missing locally (on parliament.go.ke, not in our roster)
None.
Missing remotely (in our roster, not on parliament.go.ke)
None.
Extractor queue
Per-extractor delta vs the previous run + currently-pending Celery tasks. Use this when a downstream count looks stale.
| Extractor | Last run | Rows last run | Δ vs previous | Queue depth | Last success |
|---|---|---|---|---|---|
Bill stages
bill_stage_extractor
|
Success — wrote rows
1 Jul 10:15 |
0 | 0 | 0 | 1 Jul 10:15 |
Gazette notices
kenyalaw_gazette_extract
|
Success — wrote rows
1 Jul 10:23 |
0 | -6 | 0 | 1 Jul 10:23 |
Motions
hansard_motions_extract
|
Success — wrote rows
10 Jul 03:23 |
0 | 0 | 0 | 10 Jul 03:23 |
Petitions
hansard_petitions_extract
|
Success — wrote rows
10 Jul 03:27 |
0 | 0 | 0 | 10 Jul 03:27 |
Questions
hansard_questions_extract
|
Success — wrote rows
10 Jul 03:34 |
0 | -1 | 0 | 10 Jul 03:34 |
Statements
hansard_statements_extract
|
Success — wrote rows
10 Jul 03:47 |
0 | 0 | 0 | 10 Jul 03:47 |
Papers laid
hansard_papers_laid_extract
|
Success — wrote rows
10 Jul 03:51 |
0 | 0 | 0 | 10 Jul 03:51 |
Votes
hansard_votes_extract
|
Success — wrote rows
10 Jul 03:56 |
15 | -3 | 0 | 10 Jul 03:56 |
Speaker-attribution drain
589926
total speech rows
375036
attributed
214890
NULL contributor
63.6%
resolved share
0
resolved last 24h
AI search coverage
1712 of 830966 Hansard chunks are embedded (0%). This is what the chat assistant searches over.
Hansard
| Source | Last run | Status | Rows | Freshness SLA | Authority |
|---|---|---|---|---|---|
Hansard — National Assembly
tazabu_hansard_na · http
|
never | No_run | 0 | 129600 s · breached | Verify on source ↗ |
Hansard — Senate
tazabu_hansard_senate · http
|
never | No_run | 0 | 129600 s · breached | Verify on source ↗ |
Guard: tracker/Hansard reconciliation (weekly)
guard_audit_tracker_hansard_reconciliation · api
|
never | No_run | 0 | 1036800 s · breached | Verify on source ↗ |
Legislation
| Source | Last run | Status | Rows | Freshness SLA | Authority |
|---|---|---|---|---|---|
Bills — Parliament of Kenya
parlgoke_bills · http
|
never | No_run | 0 | 691200 s · breached | Verify on source ↗ |
Acts — Kenya Law
kenyalaw_acts · http
|
21 Jun 2026, 21:56
22d ago |
Success | 2966 | 691200 s · breached | Verify on source ↗ |
Acts — long-title + commencement enrichment (Kenya Law)
kenyalaw_acts_enrich · http
|
23 Jun 2026, 02:20
21d ago |
Empty | 6 | 129600 s · breached | Verify on source ↗ |
Motions tracker — National Assembly
parliament_motions_tracker_na · http
|
3 Jul 2026, 16:51
10d ago |
Failed | 18 | 691200 s · breached | Verify on source ↗ |
Motions tracker — Senate
parliament_motions_tracker_senate · http
|
2 Jul 2026, 12:53
11d ago |
Failed | 56 | 691200 s · breached | Verify on source ↗ |
Questions tracker — National Assembly
parliament_question_tracker_na · http
|
2 Jul 2026, 15:17
11d ago |
Success | 24 | 691200 s · breached | Verify on source ↗ |
Petitions tracker — National Assembly
parliament_petitions_tracker_na · http
|
5 Jul 2026, 14:13
8d ago |
Success | 61 | 691200 s · breached | Verify on source ↗ |
Petitions tracker — Senate
parliament_petitions_tracker_senate · http
|
2 Jul 2026, 12:09
11d ago |
Empty | 82 | 691200 s · breached | Verify on source ↗ |
Statements tracker — National Assembly
parliament_statements_tracker_national_assembly · http
|
3 Jul 2026, 13:27
10d ago |
Success | 880 | 691200 s · breached | Verify on source ↗ |
Statements tracker — Senate
parliament_statements_tracker_senate · http
|
2 Jul 2026, 15:44
11d ago |
Success | 515 | 691200 s · breached | Verify on source ↗ |
Order Papers — National Assembly
parlgoke_order_papers_na · browser
|
10 Jul 2026, 03:21
4d ago |
Success | 50 | 129600 s · breached | Verify on source ↗ |
Order Papers — Senate
parlgoke_order_papers_senate · browser
|
10 Jul 2026, 03:00
4d ago |
Success | 50 | 129600 s · breached | Verify on source ↗ |
Guard: cross-store vote-duplicate (daily)
guard_audit_votes_cross_store · api
|
never | No_run | 0 | 194400 s · breached | Verify on source ↗ |
Gazette
| Source | Last run | Status | Rows | Freshness SLA | Authority |
|---|---|---|---|---|---|
Kenya Gazette — Kenya Law
kenyalaw_gazette · http
|
5 Jul 2026, 06:40
9d ago |
Success | 102 | 691200 s · breached | Verify on source ↗ |
Members
| Source | Last run | Status | Rows | Freshness SLA | Authority |
|---|---|---|---|---|---|
MPs — National Assembly directory
parlgoke_members_na · http
|
10 Jul 2026, 02:45
4d ago |
Success | 341 | 129600 s · breached | Verify on source ↗ |
Senators — Senate directory
parlgoke_members_senate · http
|
10 Jul 2026, 02:48
4d ago |
Success | 67 | 129600 s · breached | Verify on source ↗ |
Certified member sources — raw Parliament observation
certified_member_sources · http
|
never | No_run | 0 | 129600 s · breached | Verify on source ↗ |
Committee membership reconciliation
committee_membership_audit · http
|
10 Jul 2026, 05:44
4d ago |
Success | 0 | 691200 s | Verify on source ↗ |
Official county and constituency stable-ID inventory
official_boundary_inventory · http
|
never | No_run | 0 | 691200 s · breached | Verify on source ↗ |
Guard: 13th-Parliament reconciliation (daily)
guard_audit_13th_reconciliation · api
|
never | No_run | 0 | 194400 s · breached | Verify on source ↗ |
Guard: topic-coverage (daily)
guard_audit_topic_coverage · api
|
never | No_run | 0 | 194400 s · breached | Verify on source ↗ |
Guard: member-totals parity (daily)
guard_audit_member_totals · api
|
never | No_run | 0 | 194400 s · breached | Verify on source ↗ |