Bhārata Strata · Maharashtra · Kolhapur · morphological twins

Places like cell 4800001158

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

0.183

lower = more alike (weighted)

The twins, closest first

#1 · Kolhapurcell 4800001096

distance 0.183

#2 · Kolhapurcell 4800001512

distance 0.212

#3 · Kolhapurcell 4800002113

distance 0.219

#4 · Kolhapurcell 4800001221

distance 0.232

#5 · Kolhapurcell 4800001098

distance 0.233

#6 · Kolhapurcell 4800001501

distance 0.233

#7 · Chhatrapati Sambhajinagarcell 4690000954

distance 0.236 · cross-district

#8 · Chhatrapati Sambhajinagarcell 4690004299

distance 0.241 · cross-district

#9 · Chhatrapati Sambhajinagarcell 4690000829

distance 0.243 · cross-district

#10 · Jalnacell 4790003253

distance 0.244 · cross-district

#11 · Kolhapurcell 4800002109

distance 0.247

#12 · Chhatrapati Sambhajinagarcell 4690003227

distance 0.249 · cross-district

#13 · Kolhapurcell 4800002165

distance 0.25

#14 · Parbhanicell 4890004390

distance 0.25 · cross-district

#15 · Kolhapurcell 4800000936

distance 0.253

#16 · Chhatrapati Sambhajinagarcell 4690004391

distance 0.254 · cross-district

#17 · Chhatrapati Sambhajinagarcell 4690004837

distance 0.255 · cross-district

#18 · Chhatrapati Sambhajinagarcell 4690002202

distance 0.256 · 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":4800001158}}}'

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.