Bhārata Strata · Maharashtra · Kolhapur · morphological twins

Places like cell 4800003087

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

0.274

lower = more alike (weighted)

The twins, closest first

#1 · Sataracell 4940003399

distance 0.274 · cross-district

#2 · Kolhapurcell 4800003225

distance 0.274

#3 · Kolhapurcell 4800003711

distance 0.287

#4 · Sataracell 4940008530

distance 0.289 · cross-district

#5 · Kolhapurcell 4800003534

distance 0.294

#6 · Sataracell 4940001056

distance 0.298 · cross-district

#7 · Ahmednagarcell 4660000965

distance 0.303 · cross-district

#8 · Kolhapurcell 4800003580

distance 0.307

#9 · Kolhapurcell 4800002821

distance 0.314

#10 · Sataracell 4940006600

distance 0.314 · cross-district

#11 · Kolhapurcell 4800003044

distance 0.315

#12 · Kolhapurcell 4800004107

distance 0.326

#13 · Kolhapurcell 4800003666

distance 0.332

#14 · Chhatrapati Sambhajinagarcell 4690002682

distance 0.337 · cross-district

#15 · Punecell 4900000905

distance 0.345 · cross-district

#16 · Sanglicell 4930000776

distance 0.349 · cross-district

#17 · Amravaticell 4680005616

distance 0.35 · cross-district

#18 · Beedcell 4700005684

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":4800003087}}}'

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.