Bhārata Strata · Maharashtra · Kolhapur · morphological twins

Places like cell 4800003821

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 5 distinct districts

Index confidence

0.92

GUM mean confidence of the anchor (R24)

Dimensions compared

morphology-v2 feature dimensions

Closest twin distance

0.192

lower = more alike (weighted)

The twins, closest first

#1 · Kolhapurcell 4800003824

distance 0.192

#2 · Kolhapurcell 4800004203

distance 0.228

#3 · Punecell 4900005670

distance 0.233 · cross-district

#4 · Punecell 4900002660

distance 0.236 · cross-district

#5 · Ahmednagarcell 4660003746

distance 0.247 · cross-district

#6 · Chhatrapati Sambhajinagarcell 4690005178

distance 0.256 · cross-district

#7 · Amravaticell 4680007358

distance 0.258 · cross-district

#8 · Punecell 4900007262

distance 0.262 · cross-district

#9 · Kolhapurcell 4800004202

distance 0.266

#10 · Ahmednagarcell 4660001340

distance 0.266 · cross-district

#11 · Chhatrapati Sambhajinagarcell 4690000845

distance 0.272 · cross-district

#12 · Ahmednagarcell 4660003747

distance 0.272 · cross-district

#13 · Ahmednagarcell 4660001537

distance 0.273 · cross-district

#14 · Chhatrapati Sambhajinagarcell 4690000070

distance 0.275 · cross-district

#15 · Kolhapurcell 4800004122

distance 0.278

#16 · Ahmednagarcell 4660003171

distance 0.28 · cross-district

#17 · Kolhapurcell 4800004282

distance 0.286

#18 · Punecell 4900000398

distance 0.288 · 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":4800003821}}}'

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.