Bhārata Strata · Maharashtra · Sangli · morphological twins

Places like cell 4930003331

The MH-36 locality cells most similar to this Sangli 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

0.279

lower = more alike (weighted)

The twins, closest first

#1 · Kolhapurcell 4800006260

distance 0.279 · cross-district

#2 · Sanglicell 4930001358

distance 0.294

#3 · Sataracell 4940006690

distance 0.306 · cross-district

#4 · Kolhapurcell 4800001129

distance 0.315 · cross-district

#5 · Kolhapurcell 4800002746

distance 0.315 · cross-district

#6 · Solapurcell 4960005564

distance 0.317 · cross-district

#7 · Kolhapurcell 4800006102

distance 0.318 · cross-district

#8 · Kolhapurcell 4800004398

distance 0.319 · cross-district

#9 · Sanglicell 4930001352

distance 0.319

#10 · Kolhapurcell 4800002823

distance 0.323 · cross-district

#11 · Punecell 4900001054

distance 0.325 · cross-district

#12 · Kolhapurcell 4800006126

distance 0.326 · cross-district

#13 · Kolhapurcell 4800003535

distance 0.328 · cross-district

#14 · Sataracell 4940000462

distance 0.331 · cross-district

#15 · Nashikcell 4870007889

distance 0.332 · cross-district

#16 · Sanglicell 4930002815

distance 0.333

#17 · Kolhapurcell 4800006148

distance 0.334 · cross-district

#18 · Kolhapurcell 4800005470

distance 0.334 · 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":493,"cluster_id":4930003331}}}'

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.