Bhārata Strata · Maharashtra · Kolhapur · morphological twins

Places like cell 4800004583

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 7 distinct districts

Index confidence

0.92

GUM mean confidence of the anchor (R24)

Dimensions compared

morphology-v2 feature dimensions

Closest twin distance

0.117

lower = more alike (weighted)

The twins, closest first

#1 · Kolhapurcell 4800004671

distance 0.117

#2 · Kolhapurcell 4800004496

distance 0.137

#3 · Kolhapurcell 4800004428

distance 0.185

#4 · Kolhapurcell 4800005613

distance 0.192

#5 · Kolhapurcell 4800004007

distance 0.195

#6 · Kolhapurcell 4800003863

distance 0.196

#7 · Kolhapurcell 4800004086

distance 0.207

#8 · Laturcell 4810002519

distance 0.207 · cross-district

#9 · Sanglicell 4930003414

distance 0.214 · cross-district

#10 · Kolhapurcell 4800004495

distance 0.215

#11 · Kolhapurcell 4800004082

distance 0.216

#12 · Parbhanicell 4890002242

distance 0.222 · cross-district

#13 · Beedcell 4700007621

distance 0.223 · cross-district

#14 · Kolhapurcell 4800004757

distance 0.225

#15 · Kolhapurcell 4800004265

distance 0.227

#16 · Gondiacell 4760000385

distance 0.231 · cross-district

#17 · Jalnacell 4790003819

distance 0.232 · cross-district

#18 · Kolhapurcell 4800004602

distance 0.232

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":4800004583}}}'

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.