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Methodology

JalWater separates official measurements, transparent derived analytics, editorial interpretation, and unavailable evidence so users can see exactly what is known.

Evidence model and source-first communication

JalWater keeps its deterministic evidence model for completeness checks while public results lead with the supported conclusion, actual sources, and plain-language evidence.

Groundwater

Published depth bands and approved groundwater resource records where available.

Long-term availability

Published per-capita availability classifications for the approved reporting periods.

Rainfall

Official rainfall evidence is shown only after reviewed source records exist.

Reservoir and supply

Official reservoir or supply evidence is shown only after reviewed source records exist.

Water quality

Official quality evidence is shown only after reviewed source records exist.

How to read the labels

  • Compact results lead with the supported conclusion, plain-language evidence, and the institutions that contributed the visible records.
  • Confidence is derived from the internal evidence framework, recognised-source provenance, geography match, and whether comparable source pairs exist.
  • The five evidence dimensions are an internal completeness framework, not a product score, city rank, suitability rating, or prediction.
  • Official datasets update slower than local news. News is recent local context and does not change official data cards.
  • A source is attributed to a result only when its approved record contributes to the evidence shown there.
  • Evidence that has not been integrated remains explicit and is never treated as a zero value.

Deterministic evidence rules

These labels are rule-based reading aids. They never replace the source value, never create a score, and never rank locations.

Evidence state

Available
All required approved official records for that evidence area are present for the displayed geography.
Partial
Some approved official records are present, but a required pair, period, geography, or companion record is missing.
Not available
No approved official value is connected to that evidence area for the displayed geography.
Not applicable
The evidence area is outside the applicable source scope for the displayed geography or report type.

Confidence

High
Four or more evidence areas are available, recognised official sources are present, source geography matches, and comparable source pairs exist.
Moderate
Two or more evidence areas are available, recognised official sources are present, source geography matches, and comparable source pairs exist.
Limited
At least one approved record is present, but coverage, source pairing, or geography evidence is incomplete.
Insufficient
No approved source record is available for the displayed geography.

Freshness

Fresh
Latest retrieval date is within 180 days of the current JalWater audit date.
Aging
Latest retrieval date is older than 180 days and within 730 days of the audit date.
Historical
Latest retrieval date is older than 730 days or the publication period is explicitly historical.
Unknown
No approved retrieval date is available for the displayed geography.

Non-negotiable calculation rules

Phase 13 data pipeline

`npm run data:ingest` reads the approved XLSX workbooks, generates district-first locations from every usable spreadsheet row, preserves original labels, attaches spreadsheet rows, records PDF page/table citations for manually verified CGWB rows, and writes deterministic JSON. `npm run data:validate`, `npm run validate:locations`, `npm run validate:coverage`, and `npm run validate:news` check source checksums, Pune fixtures, geography mapping, public-rendering approval, route safety, source labels, news fallback, and provenance fields.