Bhārata Strata · Maharashtra · Kolhapur · morphological twins

Places like cell 4800003716

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 3 distinct districts

Index confidence

0.92

GUM mean confidence of the anchor (R24)

Dimensions compared

morphology-v2 feature dimensions

Closest twin distance

0.218

lower = more alike (weighted)

The twins, closest first

#1 · Kolhapurcell 4800003785

distance 0.218

#2 · Kolhapurcell 4800002975

distance 0.223

#3 · Sataracell 4940004590

distance 0.242 · cross-district

#4 · Sataracell 4940002840

distance 0.265 · cross-district

#5 · Sataracell 4940002834

distance 0.27 · cross-district

#6 · Sataracell 4940004109

distance 0.275 · cross-district

#7 · Sataracell 4940005338

distance 0.276 · cross-district

#8 · Kolhapurcell 4800002924

distance 0.281

#9 · Kolhapurcell 4800002622

distance 0.282

#10 · Sataracell 4940002612

distance 0.284 · cross-district

#11 · Sataracell 4940002614

distance 0.284 · cross-district

#12 · Kolhapurcell 4800003744

distance 0.284

#13 · Sataracell 4940002725

distance 0.288 · cross-district

#14 · Kolhapurcell 4800003314

distance 0.288

#15 · Sataracell 4940003862

distance 0.29 · cross-district

#16 · Sataracell 4940004574

distance 0.292 · cross-district

#17 · Sataracell 4940002726

distance 0.292 · cross-district

#18 · Sanglicell 4930000188

distance 0.292 · 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":4800003716}}}'

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.