Bhārata Strata · Maharashtra · Kolhapur · morphological twins

Places like cell 4800003824

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

0.192

lower = more alike (weighted)

The twins, closest first

#1 · Kolhapurcell 4800003821

distance 0.192

#2 · Kolhapurcell 4800004202

distance 0.273

#3 · Punecell 4900002660

distance 0.283 · cross-district

#4 · Ahmednagarcell 4660003746

distance 0.288 · cross-district

#5 · Ahmednagarcell 4660001340

distance 0.3 · cross-district

#6 · Kolhapurcell 4800004894

distance 0.301

#7 · Punecell 4900005670

distance 0.313 · cross-district

#8 · Kolhapurcell 4800004203

distance 0.321

#9 · Solapurcell 4960008686

distance 0.325 · cross-district

#10 · Sataracell 4940000085

distance 0.325 · cross-district

#11 · Sanglicell 4930003880

distance 0.338 · cross-district

#12 · Punecell 4900000059

distance 0.341 · cross-district

#13 · Sanglicell 4930000021

distance 0.342 · cross-district

#14 · Ahmednagarcell 4660003747

distance 0.343 · cross-district

#15 · Punecell 4900002500

distance 0.343 · cross-district

#16 · Solapurcell 4960011463

distance 0.343 · cross-district

#17 · Chhatrapati Sambhajinagarcell 4690005178

distance 0.348 · cross-district

#18 · Punecell 4900002960

distance 0.35 · 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":4800003824}}}'

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.