Bhārata Strata · Maharashtra · Kolhapur · morphological twins

Places like cell 4800004408

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

0.253

lower = more alike (weighted)

The twins, closest first

#1 · Kolhapurcell 4800001905

distance 0.253

#2 · Sanglicell 4930002200

distance 0.271 · cross-district

#3 · Chhatrapati Sambhajinagarcell 4690002344

distance 0.306 · cross-district

#4 · Kolhapurcell 4800004329

distance 0.307

#5 · Kolhapurcell 4800004772

distance 0.315

#6 · Laturcell 4810002411

distance 0.319 · cross-district

#7 · Laturcell 4810003576

distance 0.33 · cross-district

#8 · Laturcell 4810003374

distance 0.336 · cross-district

#9 · Kolhapurcell 4800005015

distance 0.336

#10 · Kolhapurcell 4800001895

distance 0.337

#11 · Kolhapurcell 4800004778

distance 0.34

#12 · Laturcell 4810003479

distance 0.342 · cross-district

#13 · Kolhapurcell 4800004864

distance 0.344

#14 · Laturcell 4810004550

distance 0.353 · cross-district

#15 · Laturcell 4810003688

distance 0.358 · cross-district

#16 · Beedcell 4700005456

distance 0.363 · cross-district

#17 · Kolhapurcell 4800003777

distance 0.363

#18 · Nandedcell 4850004803

distance 0.368 · 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":4800004408}}}'

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.