Bhārata Strata · Maharashtra · Kolhapur · morphological twins

Places like cell 4800004545

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 7 distinct districts

Index confidence

0.92

GUM mean confidence of the anchor (R24)

Dimensions compared

morphology-v2 feature dimensions

Closest twin distance

0.194

lower = more alike (weighted)

The twins, closest first

#1 · Kolhapurcell 4800004055

distance 0.194

#2 · Kolhapurcell 4800004054

distance 0.2

#3 · Dharashivcell 4880003712

distance 0.216 · cross-district

#4 · Laturcell 4810004416

distance 0.22 · cross-district

#5 · Laturcell 4810001400

distance 0.221 · cross-district

#6 · Kolhapurcell 4800004894

distance 0.225

#7 · Ahmednagarcell 4660004240

distance 0.229 · cross-district

#8 · Laturcell 4810004592

distance 0.229 · cross-district

#9 · Punecell 4900005670

distance 0.238 · cross-district

#10 · Dharashivcell 4880001417

distance 0.238 · cross-district

#11 · Beedcell 4700000063

distance 0.239 · cross-district

#12 · Dharashivcell 4880003824

distance 0.24 · cross-district

#13 · Laturcell 4810004821

distance 0.241 · cross-district

#14 · Washimcell 4990002916

distance 0.243 · cross-district

#15 · Punecell 4900005546

distance 0.247 · cross-district

#16 · Laturcell 4810001589

distance 0.248 · cross-district

#17 · Dharashivcell 4880001128

distance 0.25 · cross-district

#18 · Beedcell 4700007406

distance 0.25 · 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":4800004545}}}'

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.