Bhārata Strata · Maharashtra · Kolhapur · morphological twins

Places like cell 4800003183

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 9 distinct districts

Index confidence

0.92

GUM mean confidence of the anchor (R24)

Dimensions compared

morphology-v2 feature dimensions

Closest twin distance

0.224

lower = more alike (weighted)

The twins, closest first

#1 · Kolhapurcell 4800003489

distance 0.224

#2 · Nandedcell 4850004211

distance 0.237 · cross-district

#3 · Ahmednagarcell 4660013669

distance 0.242 · cross-district

#4 · Kolhapurcell 4800003258

distance 0.253

#5 · Beedcell 4700005805

distance 0.255 · cross-district

#6 · Beedcell 4700006252

distance 0.258 · cross-district

#7 · Punecell 4900000034

distance 0.26 · cross-district

#8 · Punecell 4900002335

distance 0.261 · cross-district

#9 · Yavatmalcell 5000001513

distance 0.265 · cross-district

#10 · Punecell 4900002640

distance 0.268 · cross-district

#11 · Nandedcell 4850004356

distance 0.269 · cross-district

#12 · Kolhapurcell 4800004133

distance 0.269

#13 · Nandedcell 4850005825

distance 0.27 · cross-district

#14 · Punecell 4900004030

distance 0.27 · cross-district

#15 · Washimcell 4990001478

distance 0.274 · cross-district

#16 · Sanglicell 4930001590

distance 0.274 · cross-district

#17 · Akolacell 4670000545

distance 0.278 · cross-district

#18 · Nandedcell 4850004286

distance 0.278 · 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":4800003183}}}'

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.