Bhārata Strata · Maharashtra · Kolhapur · morphological twins

Places like cell 4800004963

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 6 distinct districts

Index confidence

0.92

GUM mean confidence of the anchor (R24)

Dimensions compared

morphology-v2 feature dimensions

Closest twin distance

0.164

lower = more alike (weighted)

The twins, closest first

#1 · Kolhapurcell 4800004796

distance 0.164

#2 · Kolhapurcell 4800004709

distance 0.169

#3 · Kolhapurcell 4800003954

distance 0.17

#4 · Kolhapurcell 4800005057

distance 0.174

#5 · Sanglicell 4930000142

distance 0.199 · cross-district

#6 · Kolhapurcell 4800005047

distance 0.219

#7 · Kolhapurcell 4800005316

distance 0.229

#8 · Punecell 4900001312

distance 0.25 · cross-district

#9 · Kolhapurcell 4800004966

distance 0.251

#10 · Kolhapurcell 4800004610

distance 0.252

#11 · Sanglicell 4930001014

distance 0.254 · cross-district

#12 · Kolhapurcell 4800004543

distance 0.258

#13 · Kolhapurcell 4800004360

distance 0.26

#14 · Kolhapurcell 4800005314

distance 0.26

#15 · Punecell 4900000469

distance 0.264 · cross-district

#16 · Ahmednagarcell 4660004859

distance 0.264 · cross-district

#17 · Chhatrapati Sambhajinagarcell 4690003491

distance 0.264 · cross-district

#18 · Sataracell 4940005210

distance 0.265 · 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":4800004963}}}'

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.