Bhārata Strata · Maharashtra · Kolhapur · morphological twins

Places like cell 4800005528

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 5 distinct districts

Index confidence

0.92

GUM mean confidence of the anchor (R24)

Dimensions compared

morphology-v2 feature dimensions

Closest twin distance

0.14

lower = more alike (weighted)

The twins, closest first

#1 · Kolhapurcell 4800005367

distance 0.14

#2 · Beedcell 4700001768

distance 0.17 · cross-district

#3 · Laturcell 4810000015

distance 0.172 · cross-district

#4 · Kolhapurcell 4800005611

distance 0.173

#5 · Beedcell 4700002919

distance 0.174 · cross-district

#6 · Jalnacell 4790003563

distance 0.181 · cross-district

#7 · Jalnacell 4790003742

distance 0.182 · cross-district

#8 · Beedcell 4700003264

distance 0.183 · cross-district

#9 · Beedcell 4700008175

distance 0.184 · cross-district

#10 · Jalnacell 4790003648

distance 0.187 · cross-district

#11 · Dharashivcell 4880006386

distance 0.188 · cross-district

#12 · Laturcell 4810000084

distance 0.189 · cross-district

#13 · Laturcell 4810000416

distance 0.19 · cross-district

#14 · Jalnacell 4790003746

distance 0.191 · cross-district

#15 · Beedcell 4700004469

distance 0.192 · cross-district

#16 · Beedcell 4700008968

distance 0.193 · cross-district

#17 · Laturcell 4810001996

distance 0.194 · cross-district

#18 · Laturcell 4810002891

distance 0.194 · 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":4800005528}}}'

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.