Bhārata Strata · Maharashtra · Kolhapur · morphological twins

Places like cell 4800004721

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

0.152

lower = more alike (weighted)

The twins, closest first

#1 · Kolhapurcell 4800004976

distance 0.152

#2 · Kolhapurcell 4800004375

distance 0.162

#3 · Kolhapurcell 4800004546

distance 0.184

#4 · Kolhapurcell 4800004212

distance 0.19

#5 · Kolhapurcell 4800004724

distance 0.212

#6 · Punecell 4900002657

distance 0.22 · cross-district

#7 · Sanglicell 4930001078

distance 0.222 · cross-district

#8 · Sanglicell 4930003224

distance 0.23 · cross-district

#9 · Sanglicell 4930001549

distance 0.233 · cross-district

#10 · Sanglicell 4930002572

distance 0.233 · cross-district

#11 · Nandedcell 4850004123

distance 0.233 · cross-district

#12 · Nandedcell 4850004454

distance 0.234 · cross-district

#13 · Chhatrapati Sambhajinagarcell 4690002029

distance 0.234 · cross-district

#14 · Chhatrapati Sambhajinagarcell 4690002346

distance 0.234 · cross-district

#15 · Laturcell 4810002466

distance 0.235 · cross-district

#16 · Sanglicell 4930001541

distance 0.238 · cross-district

#17 · Sanglicell 4930000069

distance 0.238 · cross-district

#18 · Sanglicell 4930001744

distance 0.238 · 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":4800004721}}}'

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.