Bhārata Strata · Maharashtra · Kolhapur · morphological twins

Places like cell 4800003428

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

0.222

lower = more alike (weighted)

The twins, closest first

#1 · Kolhapurcell 4800005639

distance 0.222

#2 · Kolhapurcell 4800003823

distance 0.284

#3 · Punecell 4900003220

distance 0.287 · cross-district

#4 · Sataracell 4940000822

distance 0.291 · cross-district

#5 · Sanglicell 4930003712

distance 0.292 · cross-district

#6 · Solapurcell 4960012093

distance 0.294 · cross-district

#7 · Punecell 4900002206

distance 0.298 · cross-district

#8 · Punecell 4900001482

distance 0.298 · cross-district

#9 · Punecell 4900002204

distance 0.299 · cross-district

#10 · Kolhapurcell 4800003803

distance 0.3

#11 · Kolhapurcell 4800001450

distance 0.302

#12 · Sataracell 4940008612

distance 0.302 · cross-district

#13 · Kolhapurcell 4800002742

distance 0.303

#14 · Sanglicell 4930005544

distance 0.303 · cross-district

#15 · Sanglicell 4930006189

distance 0.304 · cross-district

#16 · Sanglicell 4930004967

distance 0.306 · cross-district

#17 · Ahmednagarcell 4660000207

distance 0.309 · cross-district

#18 · Sataracell 4940001072

distance 0.311 · 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":4800003428}}}'

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.