Bhārata Strata · Maharashtra · Kolhapur · morphological twins

Places like cell 4800004178

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 6 distinct districts

Index confidence

0.92

GUM mean confidence of the anchor (R24)

Dimensions compared

morphology-v2 feature dimensions

Closest twin distance

0.187

lower = more alike (weighted)

The twins, closest first

#1 · Kolhapurcell 4800005118

distance 0.187

#2 · Kolhapurcell 4800003946

distance 0.19

#3 · Sanglicell 4930002213

distance 0.21 · cross-district

#4 · Jalnacell 4790003880

distance 0.224 · cross-district

#5 · Beedcell 4700001881

distance 0.228 · cross-district

#6 · Kolhapurcell 4800003870

distance 0.229

#7 · Sanglicell 4930002765

distance 0.234 · cross-district

#8 · Sanglicell 4930004115

distance 0.234 · cross-district

#9 · Sanglicell 4930001721

distance 0.234 · cross-district

#10 · Sanglicell 4930001722

distance 0.239 · cross-district

#11 · Kolhapurcell 4800003873

distance 0.241

#12 · Laturcell 4810001408

distance 0.244 · cross-district

#13 · Beedcell 4700008421

distance 0.245 · cross-district

#14 · Kolhapurcell 4800003933

distance 0.245

#15 · Beedcell 4700001875

distance 0.246 · cross-district

#16 · Beedcell 4700006120

distance 0.247 · cross-district

#17 · Solapurcell 4960005214

distance 0.248 · cross-district

#18 · Laturcell 4810002534

distance 0.249 · 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":4800004178}}}'

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.