Bhārata Strata · Maharashtra · Kolhapur · morphological twins

Places like cell 4800002681

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 4 distinct districts

Index confidence

0.92

GUM mean confidence of the anchor (R24)

Dimensions compared

morphology-v2 feature dimensions

Closest twin distance

0.216

lower = more alike (weighted)

The twins, closest first

#1 · Sataracell 4940002154

distance 0.216 · cross-district

#2 · Kolhapurcell 4800002734

distance 0.221

#3 · Beedcell 4700004578

distance 0.232 · cross-district

#4 · Kolhapurcell 4800002917

distance 0.246

#5 · Beedcell 4700004581

distance 0.246 · cross-district

#6 · Sataracell 4940000875

distance 0.25 · cross-district

#7 · Beedcell 4700004925

distance 0.252 · cross-district

#8 · Sataracell 4940000101

distance 0.252 · cross-district

#9 · Sataracell 4940001651

distance 0.252 · cross-district

#10 · Sataracell 4940003857

distance 0.254 · cross-district

#11 · Sataracell 4940000073

distance 0.256 · cross-district

#12 · Kolhapurcell 4800003718

distance 0.258

#13 · Beedcell 4700005249

distance 0.259 · cross-district

#14 · Kolhapurcell 4800002685

distance 0.262

#15 · Beedcell 4700004223

distance 0.274 · cross-district

#16 · Sataracell 4940000419

distance 0.274 · cross-district

#17 · Beedcell 4700004063

distance 0.275 · cross-district

#18 · Sanglicell 4930001353

distance 0.275 · 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":4800002681}}}'

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.