Bhārata Strata · Maharashtra · Kolhapur · morphological twins

Places like cell 4800004468

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

0.91

GUM mean confidence of the anchor (R24)

Dimensions compared

morphology-v2 feature dimensions

Closest twin distance

0.168

lower = more alike (weighted)

The twins, closest first

#1 · Kolhapurcell 4800004382

distance 0.168

#2 · Kolhapurcell 4800005157

distance 0.17

#3 · Ratnagiricell 4920001241

distance 0.183 · cross-district

#4 · Kolhapurcell 4800005067

distance 0.197

#5 · Ratnagiricell 4920000592

distance 0.202 · cross-district

#6 · Kolhapurcell 4800005069

distance 0.207

#7 · Kolhapurcell 4800005731

distance 0.214

#8 · Ratnagiricell 4920000438

distance 0.216 · cross-district

#9 · Kolhapurcell 4800005156

distance 0.22

#10 · Ratnagiricell 4920000357

distance 0.226 · cross-district

#11 · Ratnagiricell 4920000752

distance 0.232 · cross-district

#12 · Ratnagiricell 4920000850

distance 0.236 · cross-district

#13 · Kolhapurcell 4800005152

distance 0.236

#14 · Kolhapurcell 4800005487

distance 0.238

#15 · Ratnagiricell 4920000598

distance 0.239 · cross-district

#16 · Kolhapurcell 4800004469

distance 0.24

#17 · Kolhapurcell 4800005066

distance 0.243

#18 · Ratnagiricell 4920000584

distance 0.248 · 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":4800004468}}}'

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.