Data Operations

Data Quality

Source freshness, ingestion outcomes, and computed FX pipeline health for the public funding and exchange-rate datasets.

Generated Jul 13, 2026, 03:20 PM JSON

Sources

22

20 with recorded runs

Healthy

19

Within freshness window

Needs Attention

1

Failed, stale, aging, or partial

Unobserved

2

Missing or unavailable signals

Source Health

Ranked by operational risk so failed and stale sources stay visible first.

ReliefWeb evidence corpus

ReliefWeb

Failed

Latest ingestion run failed

Last Run: 31 days ago
Records: 0
Cadence: Daily once appname is approved
Freshness: N/A

evidence Supporting Source

Domestic market signals

WFP VAM, FEWS NET, JMMI/REACH, freight and insurance sources

Missing

No successful ingestion run has been recorded yet

Last Run: No run recorded
Records: N/A
Cadence: Source dependent
Freshness: N/A

markets Supporting Source

World Bank development indicators

World Bank API

Missing

No successful ingestion run has been recorded yet

Last Run: No run recorded
Records: N/A
Cadence: Annual
Freshness: N/A

Reference Supporting Source

Analyst-vetted evidence documents

MarketImpact analyst import

Healthy

Latest ingestion run completed within the expected freshness window

Last Run: 30 days ago
Records: 5
Cadence: Analyst-driven
Freshness: 30d

evidence Supporting Source

Commodity benchmark prices

World Bank Pink Sheet, Yahoo Finance

Healthy

Latest ingestion run completed within the expected freshness window

Last Run: 11 hours ago
Records: 16,358
Cadence: Monthly benchmarks plus daily futures snapshots
Freshness: 11h

energy Supporting Source

FTS funding flows

UN OCHA Financial Tracking Service

Healthy

Latest ingestion run completed within the expected freshness window

Last Run: 9 hours ago
Records: 16,383
Cadence: Daily current year; rolling non-current boundaries within a 35-day SLA; full 1992–2100 boundary probe on release
Freshness: 9h

Funding Core Source

FTS reference data

UN OCHA Financial Tracking Service

Healthy

Latest ingestion run completed within the expected freshness window

Last Run: 10 hours ago
Records: 53,457
Cadence: Daily bounded refresh; durable release sync
Freshness: 10h

Reference Supporting Source

FX country funding enrichment

MarketImpact / UN OCHA Financial Tracking Service

Healthy

Latest ingestion run completed within the expected freshness window

Last Run: 9 hours ago
Records: 33
Cadence: Weekly
Freshness: 9h

Funding Computed Source

FX spread calculations

MarketImpact

Healthy

Latest ingestion run completed within the expected freshness window

Last Run: 9 hours ago
Records: 32
Cadence: Twice daily
Freshness: 9h

FX Computed Source

Humanitarian needs

HDX HAPI

Healthy

Latest ingestion run completed within the expected freshness window

Last Run: 10 hours ago
Records: 554
Cadence: Weekly
Freshness: 10h

Needs Core Source

IPC food insecurity

IPC / HDX

Healthy

Latest ingestion run completed within the expected freshness window

Last Run: yesterday
Records: 130
Cadence: Monthly
Freshness: 35h

Needs Supporting Source

JIAF severity

JIAF / humanitarian needs analysis

Healthy

Latest ingestion run completed within the expected freshness window

Last Run: yesterday
Records: 335
Cadence: Monthly
Freshness: 35h

Needs Supporting Source

Movement flow monitoring

UNHCR, IOM DTM, IDMC, national border and evacuation reports

Healthy

Latest ingestion run completed within the expected freshness window

Last Run: 30 days ago
Records: 1
Cadence: Source dependent
Freshness: 30d

displacement Supporting Source

PortWatch chokepoint transits

IMF PortWatch

Healthy

Latest ingestion run completed within the expected freshness window

Last Run: 10 hours ago
Records: 19,201
Cadence: Daily
Freshness: 10h

trade Supporting Source

PortWatch country trade flows

IMF PortWatch

Healthy

Latest ingestion run completed within the expected freshness window

Last Run: 10 hours ago
Records: 9,063
Cadence: Daily
Freshness: 10h

trade Supporting Source

Spot FX rates

ExchangeRate-API and market spot providers

Healthy

Latest ingestion run completed within the expected freshness window

Last Run: 9 hours ago
Records: 32
Cadence: Twice daily
Freshness: 9h

FX Core Source

Stablecoin P2P rates

Binance and Bybit P2P market data

Healthy

Latest ingestion run completed within the expected freshness window

Last Run: 9 hours ago
Records: 68
Cadence: Twice daily
Freshness: 9h

FX Core Source

Trade commodity exposure

UN Comtrade

Healthy

Latest ingestion run completed within the expected freshness window

Last Run: yesterday
Records: 152
Cadence: Weekly refresh over annual structural rows
Freshness: 34h

trade Supporting Source

UNHCR refugee population

UNHCR Refugee Data Finder

Healthy

Latest ingestion run completed within the expected freshness window

Last Run: yesterday
Records: 351
Cadence: Monthly
Freshness: 35h

Needs Supporting Source

UNICEF child welfare

UNICEF Data Warehouse

Healthy

Latest ingestion run completed within the expected freshness window

Last Run: yesterday
Records: 216
Cadence: Monthly
Freshness: 35h

Needs Supporting Source

UNORE exchange rates

United Nations Treasury

Healthy

Latest ingestion run completed within the expected freshness window

Last Run: 9 hours ago
Records: 32
Cadence: Twice daily
Freshness: 9h

FX Core Source

Verified conflict and access events

WHO SSA, ACLED, Insecurity Insight, field-verified event extraction

Healthy

Latest ingestion run completed within the expected freshness window

Last Run: 10 hours ago
Records: 32
Cadence: Daily WHO SSA refresh; source dependent for additional event families
Freshness: 10h

evidence Supporting Source

Source	Status	Last Run	Records	Cadence	Freshness	Signal
ReliefWeb evidence corpus ReliefWeb evidence Supporting	Failed Latest ingestion run failed	31 days ago Jun 12, 2026, 05:12 PM	0	Daily once appname is approved Expected within 2d	N/A Since last success	reliefweb_evidence Source
Domestic market signals WFP VAM, FEWS NET, JMMI/REACH, freight and insurance sources markets Supporting	Missing No successful ingestion run has been recorded yet	No run recorded Not available	N/A	Source dependent Expected within Manual	N/A Since last success	not-observed Source
World Bank development indicators World Bank API Reference Supporting	Missing No successful ingestion run has been recorded yet	No run recorded Not available	N/A	Annual Expected within 400d	N/A Since last success	not-observed Source
Analyst-vetted evidence documents MarketImpact analyst import evidence Supporting	Healthy Latest ingestion run completed within the expected freshness window	30 days ago Jun 13, 2026, 01:31 PM	5	Analyst-driven Expected within Manual	30d Since last success	vetted_evidence_documents Source
Commodity benchmark prices World Bank Pink Sheet, Yahoo Finance energy Supporting	Healthy Latest ingestion run completed within the expected freshness window	11 hours ago Jul 13, 2026, 04:45 AM	16,358	Monthly benchmarks plus daily futures snapshots Expected within 3d	11h Since last success	commodity_benchmarks Source
FTS funding flows UN OCHA Financial Tracking Service Funding Core	Healthy Latest ingestion run completed within the expected freshness window	9 hours ago Jul 13, 2026, 06:01 AM	16,383	Daily current year; rolling non-current boundaries within a 35-day SLA; full 1992–2100 boundary probe on release Expected within 2d	9h Since last success	daily-cron Source
FTS reference data UN OCHA Financial Tracking Service Reference Supporting	Healthy Latest ingestion run completed within the expected freshness window	10 hours ago Jul 13, 2026, 05:31 AM	53,457	Daily bounded refresh; durable release sync Expected within 45d	10h Since last success	fts_references Source
FX country funding enrichment MarketImpact / UN OCHA Financial Tracking Service Funding Computed	Healthy Latest ingestion run completed within the expected freshness window	9 hours ago Jul 13, 2026, 06:01 AM	33	Weekly Expected within 8d	9h Since last success	weekly-funding Source
FX spread calculations MarketImpact FX Computed	Healthy Latest ingestion run completed within the expected freshness window	9 hours ago Jul 13, 2026, 06:12 AM	32	Twice daily Expected within 18h	9h Since last success	spreads Source
Humanitarian needs HDX HAPI Needs Core	Healthy Latest ingestion run completed within the expected freshness window	10 hours ago Jul 13, 2026, 05:31 AM	554	Weekly Expected within 14d	10h Since last success	humanitarian_needs Source
IPC food insecurity IPC / HDX Needs Supporting	Healthy Latest ingestion run completed within the expected freshness window	yesterday Jul 12, 2026, 04:30 AM	130	Monthly Expected within 45d	35h Since last success	ipc_food_insecurity Source
JIAF severity JIAF / humanitarian needs analysis Needs Supporting	Healthy Latest ingestion run completed within the expected freshness window	yesterday Jul 12, 2026, 04:30 AM	335	Monthly Expected within 60d	35h Since last success	jiaf_severity Source
Movement flow monitoring UNHCR, IOM DTM, IDMC, national border and evacuation reports displacement Supporting	Healthy Latest ingestion run completed within the expected freshness window	30 days ago Jun 13, 2026, 01:46 PM	1	Source dependent Expected within Manual	30d Since last success	movement_flow_observations Source
PortWatch chokepoint transits IMF PortWatch trade Supporting	Healthy Latest ingestion run completed within the expected freshness window	10 hours ago Jul 13, 2026, 05:05 AM	19,201	Daily Expected within 4d	10h Since last success	portwatch_chokepoints Source
PortWatch country trade flows IMF PortWatch trade Supporting	Healthy Latest ingestion run completed within the expected freshness window	10 hours ago Jul 13, 2026, 05:10 AM	9,063	Daily Expected within 4d	10h Since last success	portwatch_trade Source
Spot FX rates ExchangeRate-API and market spot providers FX Core	Healthy Latest ingestion run completed within the expected freshness window	9 hours ago Jul 13, 2026, 06:02 AM	32	Twice daily Expected within 18h	9h Since last success	spot_fx Source
Stablecoin P2P rates Binance and Bybit P2P market data FX Core	Healthy Latest ingestion run completed within the expected freshness window	9 hours ago Jul 13, 2026, 06:07 AM	68	Twice daily Expected within 18h	9h Since last success	usdt_p2p Source
Trade commodity exposure UN Comtrade trade Supporting	Healthy Latest ingestion run completed within the expected freshness window	yesterday Jul 12, 2026, 05:27 AM	152	Weekly refresh over annual structural rows Expected within 14d	34h Since last success	trade_commodity_exposure Source
UNHCR refugee population UNHCR Refugee Data Finder Needs Supporting	Healthy Latest ingestion run completed within the expected freshness window	yesterday Jul 12, 2026, 04:30 AM	351	Monthly Expected within 45d	35h Since last success	unhcr_refugee_population Source
UNICEF child welfare UNICEF Data Warehouse Needs Supporting	Healthy Latest ingestion run completed within the expected freshness window	yesterday Jul 12, 2026, 04:30 AM	216	Monthly Expected within 60d	35h Since last success	unicef_child_welfare Source
UNORE exchange rates United Nations Treasury FX Core	Healthy Latest ingestion run completed within the expected freshness window	9 hours ago Jul 13, 2026, 06:00 AM	32	Twice daily Expected within 18h	9h Since last success	unore Source
Verified conflict and access events WHO SSA, ACLED, Insecurity Insight, field-verified event extraction evidence Supporting	Healthy Latest ingestion run completed within the expected freshness window	10 hours ago Jul 13, 2026, 05:35 AM	32	Daily WHO SSA refresh; source dependent for additional event families Expected within 2d	10h Since last success	verified_conflict_access_events Source

Registry Coverage

The registry covers core funding flows, needs indicators, reference metadata, and the FX tracker inputs used to calculate purchasing-power gaps. Each row is tied to one or more recorded ingestion names or FX pipeline names.

Funding

2

FX

4

Needs

5

Reference

2

Recent Risk

ReliefWeb evidence corpus

Failed

Latest ingestion run failed

Domestic market signals

Missing

No successful ingestion run has been recorded yet

World Bank development indicators

Missing

No successful ingestion run has been recorded yet