Bhārata Strata · Maharashtra · Kolhapur · morphological twins

Places like cell 4800005317

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

0.34

lower = more alike (weighted)

The twins, closest first

#1 · Amravaticell 4680005645

distance 0.34 · cross-district

#2 · Kolhapurcell 4800004371

distance 0.378

#3 · Akolacell 4670002101

distance 0.385 · cross-district

#4 · Jalgaoncell 4780009300

distance 0.388 · cross-district

#5 · Kolhapurcell 4800005566

distance 0.392

#6 · Punecell 4900003316

distance 0.41 · cross-district

#7 · Ahmednagarcell 4660012600

distance 0.413 · cross-district

#8 · Jalgaoncell 4780005893

distance 0.417 · cross-district

#9 · Punecell 4900001157

distance 0.418 · cross-district

#10 · Chandrapurcell 4730004513

distance 0.422 · cross-district

#11 · Sanglicell 4930000213

distance 0.431 · cross-district

#12 · Punecell 4900005648

distance 0.433 · cross-district

#13 · Amravaticell 4680002885

distance 0.434 · cross-district

#14 · Chhatrapati Sambhajinagarcell 4690001886

distance 0.434 · cross-district

#15 · Sanglicell 4930000211

distance 0.438 · cross-district

#16 · Ahmednagarcell 4660009053

distance 0.44 · cross-district

#17 · Jalgaoncell 4780005889

distance 0.443 · cross-district

#18 · Amravaticell 4680002886

distance 0.445 · 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":4800005317}}}'

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.