Bhārata Strata · Maharashtra · Kolhapur · morphological twins

Places like cell 4800004598

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

0.239

lower = more alike (weighted)

The twins, closest first

#1 · Kolhapurcell 4800004768

distance 0.239

#2 · Kolhapurcell 4800004855

distance 0.244

#3 · Kolhapurcell 4800004851

distance 0.309

#4 · Kolhapurcell 4800004690

distance 0.312

#5 · Nagpurcell 4840002331

distance 0.315 · cross-district

#6 · Kolhapurcell 4800004759

distance 0.315

#7 · Nagpurcell 4840002701

distance 0.318 · cross-district

#8 · Kolhapurcell 4800005290

distance 0.319

#9 · Laturcell 4810004304

distance 0.32 · cross-district

#10 · Jalgaoncell 4780004463

distance 0.321 · cross-district

#11 · Kolhapurcell 4800004854

distance 0.323

#12 · Dharashivcell 4880006463

distance 0.325 · cross-district

#13 · Kolhapurcell 4800005022

distance 0.325

#14 · Wardhacell 4980000893

distance 0.327 · cross-district

#15 · Nagpurcell 4840001960

distance 0.327 · cross-district

#16 · Kolhapurcell 4800004937

distance 0.328

#17 · Kolhapurcell 4800004758

distance 0.33

#18 · Nagpurcell 4840004588

distance 0.33 · 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":4800004598}}}'

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.