Bhārata Strata · Maharashtra · Kolhapur · morphological twins

Places like cell 4800004978

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

0.166

lower = more alike (weighted)

The twins, closest first

#1 · Kolhapurcell 4800003976

distance 0.166

#2 · Kolhapurcell 4800005236

distance 0.301

#3 · Punecell 4900003100

distance 0.361 · cross-district

#4 · Kolhapurcell 4800003825

distance 0.363

#5 · Laturcell 4810001740

distance 0.38 · cross-district

#6 · Nandedcell 4850004733

distance 0.399 · cross-district

#7 · Laturcell 4810003394

distance 0.418 · cross-district

#8 · Nandedcell 4850004003

distance 0.424 · cross-district

#9 · Jalnacell 4790005043

distance 0.427 · cross-district

#10 · Jalgaoncell 4780006528

distance 0.46 · cross-district

#11 · Sataracell 4940006384

distance 0.464 · cross-district

#12 · Kolhapurcell 4800004810

distance 0.467

#13 · Kolhapurcell 4800004811

distance 0.469

#14 · Jalgaoncell 4780008672

distance 0.472 · cross-district

#15 · Kolhapurcell 4800004635

distance 0.473

#16 · Kolhapurcell 4800003867

distance 0.473

#17 · Jalnacell 4790004426

distance 0.485 · cross-district

#18 · Kolhapurcell 4800004896

distance 0.486

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":4800004978}}}'

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.