Bhārata Strata · Maharashtra · Kolhapur · morphological twins

Places like cell 4800004254

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 8 distinct districts

Index confidence

0.92

GUM mean confidence of the anchor (R24)

Dimensions compared

morphology-v2 feature dimensions

Closest twin distance

0.282

lower = more alike (weighted)

The twins, closest first

#1 · Kolhapurcell 4800005202

distance 0.282

#2 · Kolhapurcell 4800004601

distance 0.293

#3 · Kolhapurcell 4800003932

distance 0.294

#4 · Laturcell 4810001700

distance 0.301 · cross-district

#5 · Kolhapurcell 4800005690

distance 0.309

#6 · Sanglicell 4930001291

distance 0.31 · cross-district

#7 · Kolhapurcell 4800004009

distance 0.322

#8 · Nagpurcell 4840002516

distance 0.324 · cross-district

#9 · Parbhanicell 4890001591

distance 0.324 · cross-district

#10 · Kolhapurcell 4800004025

distance 0.326

#11 · Sanglicell 4930004690

distance 0.329 · cross-district

#12 · Ahmednagarcell 4660008574

distance 0.331 · cross-district

#13 · Wardhacell 4980002774

distance 0.331 · cross-district

#14 · Kolhapurcell 4800003478

distance 0.331

#15 · Kolhapurcell 4800004864

distance 0.332

#16 · Ahmednagarcell 4660003740

distance 0.333 · cross-district

#17 · Chhatrapati Sambhajinagarcell 4690002597

distance 0.335 · cross-district

#18 · Kolhapurcell 4800005015

distance 0.338

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":4800004254}}}'

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.