Bhārata Strata · Maharashtra · Kolhapur · morphological twins

Places like cell 4800003530

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 3 distinct districts

Index confidence

0.92

GUM mean confidence of the anchor (R24)

Dimensions compared

morphology-v2 feature dimensions

Closest twin distance

0.111

lower = more alike (weighted)

The twins, closest first

#1 · Kolhapurcell 4800003591

distance 0.111

#2 · Kolhapurcell 4800003588

distance 0.135

#3 · Kolhapurcell 4800003471

distance 0.139

#4 · Kolhapurcell 4800003407

distance 0.142

#5 · Kolhapurcell 4800003355

distance 0.153

#6 · Kolhapurcell 4800003046

distance 0.178

#7 · Sataracell 4940003291

distance 0.185 · cross-district

#8 · Kolhapurcell 4800003527

distance 0.19

#9 · Kolhapurcell 4800003304

distance 0.199

#10 · Kolhapurcell 4800003178

distance 0.203

#11 · Kolhapurcell 4800003268

distance 0.208

#12 · Punecell 4900002657

distance 0.209 · cross-district

#13 · Kolhapurcell 4800002920

distance 0.211

#14 · Kolhapurcell 4800003547

distance 0.217

#15 · Sataracell 4940003056

distance 0.217 · cross-district

#16 · Kolhapurcell 4800003138

distance 0.222

#17 · Sataracell 4940005354

distance 0.223 · cross-district

#18 · Punecell 4900001318

distance 0.226 · 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":4800003530}}}'

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.