Bhārata Strata · Maharashtra · Kolhapur · morphological twins

Places like cell 4800004433

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

0.143

lower = more alike (weighted)

The twins, closest first

#1 · Kolhapurcell 4800005559

distance 0.143

#2 · Kolhapurcell 4800005787

distance 0.145

#3 · Sanglicell 4930006397

distance 0.173 · cross-district

#4 · Sanglicell 4930006540

distance 0.177 · cross-district

#5 · Kolhapurcell 4800004350

distance 0.179

#6 · Kolhapurcell 4800005638

distance 0.182

#7 · Kolhapurcell 4800004361

distance 0.187

#8 · Sanglicell 4930005539

distance 0.208 · cross-district

#9 · Sataracell 4940005232

distance 0.21 · cross-district

#10 · Sataracell 4940008534

distance 0.211 · cross-district

#11 · Sanglicell 4930000285

distance 0.216 · cross-district

#12 · Punecell 4900000889

distance 0.219 · cross-district

#13 · Kolhapurcell 4800004196

distance 0.222

#14 · Sataracell 4940008841

distance 0.223 · cross-district

#15 · Sataracell 4940008799

distance 0.23 · cross-district

#16 · Ahmednagarcell 4660003422

distance 0.231 · cross-district

#17 · Sanglicell 4930005439

distance 0.233 · cross-district

#18 · Sataracell 4940004475

distance 0.235 · 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":4800004433}}}'

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.