Bhārata Strata · Maharashtra · Kolhapur · morphological twins

Places like cell 4800002728

The MH-36 locality cells most similar to this Kolhapur cell across terrain, built form, land cover, climate dynamics and connectivity — ranked by a GUM-confidence-weighted (R24) distance, with the temporal block down-weighted. Each twin is a real cell with its own witnessed dossier.

Twins found

across 4 distinct districts

Index confidence

0.92

GUM mean confidence of the anchor (R24)

Dimensions compared

morphology-v2 feature dimensions

Closest twin distance

0.239

lower = more alike (weighted)

The twins, closest first

#1 · Kolhapurcell 4800003777

distance 0.239

#2 · Kolhapurcell 4800002726

distance 0.241

#3 · Kolhapurcell 4800002729

distance 0.255

#4 · Kolhapurcell 4800002875

distance 0.284

#5 · Sataracell 4940001359

distance 0.299 · cross-district

#6 · Kolhapurcell 4800002886

distance 0.307

#7 · Nashikcell 4870003680

distance 0.31 · cross-district

#8 · Sataracell 4940005930

distance 0.322 · cross-district

#9 · Sataracell 4940006584

distance 0.336 · cross-district

#10 · Sanglicell 4930001307

distance 0.342 · cross-district

#11 · Sataracell 4940008214

distance 0.342 · cross-district

#12 · Sataracell 4940002844

distance 0.348 · cross-district

#13 · Sataracell 4940004220

distance 0.348 · cross-district

#14 · Sanglicell 4930000719

distance 0.35 · cross-district

#15 · Sataracell 4940001855

distance 0.352 · cross-district

#16 · Sataracell 4940000142

distance 0.353 · cross-district

#17 · Kolhapurcell 4800003713

distance 0.353

#18 · Sataracell 4940000141

distance 0.357 · cross-district

witness: find_twins — morphology-twin-index-v2 (R24, GUM-confidence-weighted, magnitude-aware, temporal block down-weighted). Distance is the weighted feature distance; lower is more alike. Cross-district twins are the discriminative signal.

Re-witness these twins

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":"find_twins",
       "arguments":{"admin_code":480,"cluster_id":4800002728}}}'

Machine-readable JSON twin →Full dossier →

Scope: the live MH-36 cube. Twins are computed from the sha-verified morphology-v2 vector; the engine supplies no goodness/suitability ranking — only morphological similarity.