Bhārata Strata · Maharashtra · Kolhapur · morphological twins

Places like cell 4800005025

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

0.91

GUM mean confidence of the anchor (R24)

Dimensions compared

morphology-v2 feature dimensions

Closest twin distance

0.272

lower = more alike (weighted)

The twins, closest first

#1 · Kolhapurcell 4800004679

distance 0.272

#2 · Kolhapurcell 4800004341

distance 0.296

#3 · Kolhapurcell 4800005776

distance 0.299

#4 · Kolhapurcell 4800004853

distance 0.351

#5 · Kolhapurcell 4800005201

distance 0.352

#6 · Kolhapurcell 4800005289

distance 0.358

#7 · Kolhapurcell 4800003942

distance 0.388

#8 · Chhatrapati Sambhajinagarcell 4690000202

distance 0.391 · cross-district

#9 · Nagpurcell 4840003654

distance 0.393 · cross-district

#10 · Nandedcell 4850004802

distance 0.406 · cross-district

#11 · Kolhapurcell 4800004940

distance 0.415

#12 · Nandedcell 4850004804

distance 0.417 · cross-district

#13 · Sataracell 4940000950

distance 0.423 · cross-district

#14 · Kolhapurcell 4800005833

distance 0.425

#15 · Nagpurcell 4840003655

distance 0.431 · cross-district

#16 · Ahmednagarcell 4660011741

distance 0.435 · cross-district

#17 · Jalnacell 4790004045

distance 0.442 · cross-district

#18 · Nandedcell 4850004735

distance 0.442 · 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":4800005025}}}'

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.