Bhārata Strata · Maharashtra · Kolhapur · morphological twins

Places like cell 4800004521

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 3 distinct districts

Index confidence

0.92

GUM mean confidence of the anchor (R24)

Dimensions compared

morphology-v2 feature dimensions

Closest twin distance

0.133

lower = more alike (weighted)

The twins, closest first

#1 · Kolhapurcell 4800004612

distance 0.133

#2 · Kolhapurcell 4800004695

distance 0.133

#3 · Sanglicell 4930005306

distance 0.143 · cross-district

#4 · Kolhapurcell 4800005955

distance 0.172

#5 · Sanglicell 4930005063

distance 0.176 · cross-district

#6 · Sataracell 4940001074

distance 0.176 · cross-district

#7 · Kolhapurcell 4800005717

distance 0.177

#8 · Sanglicell 4930005813

distance 0.179 · cross-district

#9 · Kolhapurcell 4800005642

distance 0.18

#10 · Sanglicell 4930004939

distance 0.181 · cross-district

#11 · Sataracell 4940008428

distance 0.184 · cross-district

#12 · Kolhapurcell 4800004784

distance 0.185

#13 · Sanglicell 4930005192

distance 0.186 · cross-district

#14 · Kolhapurcell 4800004955

distance 0.187

#15 · Sanglicell 4930005186

distance 0.188 · cross-district

#16 · Sataracell 4940008595

distance 0.188 · cross-district

#17 · Kolhapurcell 4800006057

distance 0.188

#18 · Sanglicell 4930005308

distance 0.19 · 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":4800004521}}}'

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.