Bhārata Strata · Maharashtra · Kolhapur · morphological twins

Places like cell 4800000857

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 3 distinct districts

Index confidence

0.92

GUM mean confidence of the anchor (R24)

Dimensions compared

morphology-v2 feature dimensions

Closest twin distance

0.308

lower = more alike (weighted)

The twins, closest first

#1 · Kolhapurcell 4800000700

distance 0.308

#2 · Kolhapurcell 4800000776

distance 0.321

#3 · Kolhapurcell 4800002071

distance 0.324

#4 · Kolhapurcell 4800000939

distance 0.334

#5 · Kolhapurcell 4800001561

distance 0.334

#6 · Kolhapurcell 4800002072

distance 0.336

#7 · Kolhapurcell 4800000775

distance 0.337

#8 · Kolhapurcell 4800001154

distance 0.337

#9 · Chhatrapati Sambhajinagarcell 4690004206

distance 0.339 · cross-district

#10 · Chhatrapati Sambhajinagarcell 4690003617

distance 0.34 · cross-district

#11 · Kolhapurcell 4800002018

distance 0.341

#12 · Kolhapurcell 4800001941

distance 0.347

#13 · Chhatrapati Sambhajinagarcell 4690003787

distance 0.348 · cross-district

#14 · Kolhapurcell 4800000670

distance 0.349

#15 · Kolhapurcell 4800001155

distance 0.351

#16 · Kolhapurcell 4800002123

distance 0.352

#17 · Beedcell 4700004199

distance 0.354 · cross-district

#18 · Kolhapurcell 4800000327

distance 0.354

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":4800000857}}}'

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.