Bhārata Strata · Maharashtra · Kolhapur · morphological twins

Places like cell 4800002530

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 2 distinct districts

Index confidence

0.92

GUM mean confidence of the anchor (R24)

Dimensions compared

morphology-v2 feature dimensions

Closest twin distance

0.178

lower = more alike (weighted)

The twins, closest first

#1 · Kolhapurcell 4800001559

distance 0.178

#2 · Kolhapurcell 4800002433

distance 0.196

#3 · Kolhapurcell 4800002353

distance 0.21

#4 · Kolhapurcell 4800002247

distance 0.222

#5 · Kolhapurcell 4800002209

distance 0.24

#6 · Kolhapurcell 4800002338

distance 0.249

#7 · Kolhapurcell 4800001730

distance 0.251

#8 · Kolhapurcell 4800001688

distance 0.266

#9 · Kolhapurcell 4800003852

distance 0.27

#10 · Kolhapurcell 4800001377

distance 0.271

#11 · Kolhapurcell 4800001837

distance 0.276

#12 · Kolhapurcell 4800001690

distance 0.276

#13 · Kolhapurcell 4800004672

distance 0.277

#14 · Kolhapurcell 4800001955

distance 0.278

#15 · Kolhapurcell 4800001454

distance 0.279

#16 · Amravaticell 4680005240

distance 0.279 · cross-district

#17 · Kolhapurcell 4800001612

distance 0.28

#18 · Kolhapurcell 4800005720

distance 0.282

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":4800002530}}}'

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.