Bhārata Strata · Maharashtra · Kolhapur · morphological twins

Places like cell 4800005321

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

0.92

GUM mean confidence of the anchor (R24)

Dimensions compared

morphology-v2 feature dimensions

Closest twin distance

0.233

lower = more alike (weighted)

The twins, closest first

#1 · Kolhapurcell 4800003825

distance 0.233

#2 · Sataracell 4940003596

distance 0.307 · cross-district

#3 · Sataracell 4940000087

distance 0.337 · cross-district

#4 · Punecell 4900002664

distance 0.34 · cross-district

#5 · Kolhapurcell 4800004635

distance 0.348

#6 · Sataracell 4940006384

distance 0.356 · cross-district

#7 · Kolhapurcell 4800004636

distance 0.364

#8 · Solapurcell 4960011639

distance 0.376 · cross-district

#9 · Kolhapurcell 4800004810

distance 0.377

#10 · Jalgaoncell 4780006528

distance 0.377 · cross-district

#11 · Jalgaoncell 4780007241

distance 0.377 · cross-district

#12 · Punecell 4900003100

distance 0.384 · cross-district

#13 · Sanglicell 4930005819

distance 0.384 · cross-district

#14 · Sataracell 4940000325

distance 0.385 · cross-district

#15 · Punecell 4900010020

distance 0.385 · cross-district

#16 · Kolhapurcell 4800004290

distance 0.386

#17 · Jalgaoncell 4780008777

distance 0.386 · cross-district

#18 · Jalgaoncell 4780008672

distance 0.392 · 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":4800005321}}}'

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.