Bhārata Strata · Maharashtra · Kolhapur · morphological twins

Places like cell 4800003434

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 1 distinct districts

Index confidence

0.91

GUM mean confidence of the anchor (R24)

Dimensions compared

morphology-v2 feature dimensions

Closest twin distance

0.167

lower = more alike (weighted)

The twins, closest first

#1 · Kolhapurcell 4800003329

distance 0.167

#2 · Kolhapurcell 4800003493

distance 0.179

#3 · Kolhapurcell 4800002609

distance 0.183

#4 · Kolhapurcell 4800002811

distance 0.187

#5 · Kolhapurcell 4800003205

distance 0.189

#6 · Kolhapurcell 4800003502

distance 0.198

#7 · Kolhapurcell 4800002896

distance 0.198

#8 · Kolhapurcell 4800003503

distance 0.206

#9 · Kolhapurcell 4800003628

distance 0.208

#10 · Kolhapurcell 4800003158

distance 0.219

#11 · Kolhapurcell 4800003905

distance 0.222

#12 · Kolhapurcell 4800003083

distance 0.226

#13 · Kolhapurcell 4800003981

distance 0.228

#14 · Kolhapurcell 4800003069

distance 0.236

#15 · Kolhapurcell 4800003441

distance 0.238

#16 · Kolhapurcell 4800003618

distance 0.238

#17 · Kolhapurcell 4800003284

distance 0.239

#18 · Kolhapurcell 4800003243

distance 0.244

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":4800003434}}}'

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.