Bhārata Strata · Maharashtra · Kolhapur · morphological twins

Places like cell 4800003733

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 6 distinct districts

Index confidence

0.9

GUM mean confidence of the anchor (R24)

Dimensions compared

morphology-v2 feature dimensions

Closest twin distance

0.274

lower = more alike (weighted)

The twins, closest first

#1 · Kolhapurcell 4800003734

distance 0.274

#2 · Dhulecell 4740000600

distance 0.338 · cross-district

#3 · Punecell 4900003352

distance 0.358 · cross-district

#4 · Kolhapurcell 4800003736

distance 0.359

#5 · Beedcell 4700005410

distance 0.377 · cross-district

#6 · Kolhapurcell 4800003538

distance 0.381

#7 · Ahmednagarcell 4660004041

distance 0.384 · cross-district

#8 · Ahmednagarcell 4660011990

distance 0.385 · cross-district

#9 · Punecell 4900004454

distance 0.393 · cross-district

#10 · Ahmednagarcell 4660012144

distance 0.397 · cross-district

#11 · Ahmednagarcell 4660012329

distance 0.398 · cross-district

#12 · Laturcell 4810003258

distance 0.401 · cross-district

#13 · Punecell 4900001013

distance 0.402 · cross-district

#14 · Ahmednagarcell 4660007803

distance 0.405 · cross-district

#15 · Ahmednagarcell 4660011363

distance 0.406 · cross-district

#16 · Ahmednagarcell 4660011902

distance 0.406 · cross-district

#17 · Kolhapurcell 4800004959

distance 0.412

#18 · Punecell 4900005388

distance 0.416 · 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":4800003733}}}'

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.