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Cube coverageMH-362,64,583 clusters × 492Pan-India653 districts × 39reference →
Bhārata Strata · MH-36 · Latur district
Latur, witnessed
Igniting 2,64,583 witnessed cells…
Bhārata Strata · Maharashtra · district rollup

Latur — 6,180 witnessed locality cells

A live confidence-weighted rollup of Latur district over 6,180 witness-gated MH-36 Voronoi cells (LGD 481). Every regional figure is pooled with GUM confidence weighting and carries its three-way coverage — no standard-error, because spatially autocorrelated cells would make s/√n false precision. Missing is never zero.

District
Latur
LGD admin_code 481 · Maharashtra (state 27)
Published cells
6,180
of 6,180 cube cells · ≥8 witnesses each
Centroid
18.375, 76.762
mean of published cell centroids
Witness families
33
per-cell witness flags in the source vector
Regional rollup · aggregate_region

The district, pooled honestly

Each figure is a confidence-weighted mean over the district's observed cells, with its descriptive spread and the share of cells that actually witnessed it. No confidence interval is shown — cube cells are spatially autocorrelated, so a standard error would be false precision.

Built-up fraction
2.2%
± 7% spread · 100% of 6,180 cells observed
Mean elevation
593 m
± 47 spread · 100% of 6,180 cells observed
Mean slope
1.7°
± 1.1 spread · 100% of 6,180 cells observed
Air temperature
27.3 °C
± 0.2 spread · 100% of 6,180 cells observed
Warming trend
0.13 °C/dec
± 0.0 spread · 100% of 6,180 cells observed
Rainfall trend
1 mm/dec
± 3 spread · 100% of 6,180 cells observed
Urbanisation trend
1,167 m²/dec
± 3,025 spread · 100% of 6,180 cells observed
Road length per cell
0.9 km
± 0.7 spread · 100% of 6,180 cells observed
witness: aggregate_region over morphology-v2-vector (GUM confidence-weighted) · scope mh36 · admin_code 481
The continuous present · read_at

Witnessed now, at the district centroid

A live valid-time read at the district centroid — each value stamped with the instant its witness window closed. Refused (never zero-filled) where the station/satellite lag means the window has not yet closed.

Temperature
refused — window open
no centroid witness
PM2.5
31.3 µg/m³
as of 2026-07-15 07:00 UTC
Rainfall
refused — window open
no centroid witness
Locality cells

Drill into any cell's full dossier

Each of the 6,180 published cells has a complete witnessed dossier — hundreds of measures, multi-decade trajectories, a monthly satellite time-lapse, agreement, uncertainty and cryptographic lineage. A sample below; the full set is in the sitemap.

By what warrant?

Re-witness this rollup

Nothing here is asserted — every figure is re-checkable against the live engine with one call.

# Re-witness this district rollup — live MCP, anonymous & free.
curl -s https://api.gridrock.ai/mcp -H 'Content-Type: application/json' \
  -H 'Accept: application/json, text/event-stream' \
  -d '{"jsonrpc":"2.0","id":1,"method":"tools/call","params":{"name":"aggregate_region",
       "arguments":{"feature":"built_frac","admin_codes":[481]}}}'

Scope: the live MH-36 cube. The engine supplies no goodness, suitability or risk score (refused by doctrine), and reports no confidence interval for a pooled region (spatial autocorrelation would make it false precision).