Bhārata Strata · Maharashtra · Kolhapur · morphological twins

Places like cell 4800004019

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 8 distinct districts

Index confidence

0.92

GUM mean confidence of the anchor (R24)

Dimensions compared

morphology-v2 feature dimensions

Closest twin distance

0.246

lower = more alike (weighted)

The twins, closest first

#1 · Kolhapurcell 4800004857

distance 0.246

#2 · Kolhapurcell 4800003943

distance 0.257

#3 · Kolhapurcell 4800005833

distance 0.312

#4 · Kolhapurcell 4800004252

distance 0.32

#5 · Kolhapurcell 4800005113

distance 0.347

#6 · Kolhapurcell 4800004510

distance 0.349

#7 · Kolhapurcell 4800004415

distance 0.351

#8 · Beedcell 4700005259

distance 0.352 · cross-district

#9 · Chandrapurcell 4730003538

distance 0.383 · cross-district

#10 · Ahmednagarcell 4660002597

distance 0.398 · cross-district

#11 · Kolhapurcell 4800004339

distance 0.402

#12 · Nagpurcell 4840003567

distance 0.406 · cross-district

#13 · Jalnacell 4790004115

distance 0.408 · cross-district

#14 · Kolhapurcell 4800004422

distance 0.409

#15 · Nagpurcell 4840003960

distance 0.409 · cross-district

#16 · Beedcell 4700008420

distance 0.41 · cross-district

#17 · Laturcell 4810004407

distance 0.412 · cross-district

#18 · Yavatmalcell 5000008945

distance 0.412 · 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":4800004019}}}'

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.