Bhārata Strata · Maharashtra · Kolhapur · morphological twins

Places like cell 4800003543

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

0.089

lower = more alike (weighted)

The twins, closest first

#1 · Kolhapurcell 4800003544

distance 0.089

#2 · Kolhapurcell 4800003484

distance 0.163

#3 · Kolhapurcell 4800004040

distance 0.187

#4 · Sanglicell 4930000735

distance 0.203 · cross-district

#5 · Sanglicell 4930002720

distance 0.205 · cross-district

#6 · Sanglicell 4930000552

distance 0.206 · cross-district

#7 · Kolhapurcell 4800005060

distance 0.209

#8 · Kolhapurcell 4800004544

distance 0.209

#9 · Sanglicell 4930006116

distance 0.21 · cross-district

#10 · Sanglicell 4930000180

distance 0.223 · cross-district

#11 · Kolhapurcell 4800005399

distance 0.231

#12 · Sanglicell 4930000949

distance 0.236 · cross-district

#13 · Punecell 4900000110

distance 0.237 · cross-district

#14 · Solapurcell 4960007604

distance 0.24 · cross-district

#15 · Sanglicell 4930000564

distance 0.244 · cross-district

#16 · Punecell 4900002659

distance 0.25 · cross-district

#17 · Punecell 4900000152

distance 0.25 · cross-district

#18 · Punecell 4900002658

distance 0.251 · 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":4800003543}}}'

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.