Bhārata Strata · Maharashtra · Kolhapur · morphological twins

Places like cell 4800003965

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

0.185

lower = more alike (weighted)

The twins, closest first

#1 · Kolhapurcell 4800005398

distance 0.185

#2 · Kolhapurcell 4800004623

distance 0.231

#3 · Punecell 4900003087

distance 0.24 · cross-district

#4 · Kolhapurcell 4800005314

distance 0.243

#5 · Sataracell 4940007903

distance 0.252 · cross-district

#6 · Punecell 4900001299

distance 0.259 · cross-district

#7 · Kolhapurcell 4800004454

distance 0.274

#8 · Kolhapurcell 4800004543

distance 0.274

#9 · Punecell 4900002790

distance 0.275 · cross-district

#10 · Ahmednagarcell 4660001534

distance 0.277 · cross-district

#11 · Sataracell 4940007810

distance 0.281 · cross-district

#12 · Sanglicell 4930006884

distance 0.282 · cross-district

#13 · Sataracell 4940008214

distance 0.284 · cross-district

#14 · Kolhapurcell 4800003955

distance 0.286

#15 · Sanglicell 4930003185

distance 0.286 · cross-district

#16 · Sataracell 4940008015

distance 0.287 · cross-district

#17 · Kolhapurcell 4800004125

distance 0.287

#18 · Sataracell 4940004899

distance 0.289 · 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":4800003965}}}'

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.