Bhārata Strata · Maharashtra · Kolhapur · morphological twins

Places like cell 4800004447

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 7 distinct districts

Index confidence

0.92

GUM mean confidence of the anchor (R24)

Dimensions compared

morphology-v2 feature dimensions

Closest twin distance

0.227

lower = more alike (weighted)

The twins, closest first

#1 · Kolhapurcell 4800004798

distance 0.227

#2 · Kolhapurcell 4800004607

distance 0.257

#3 · Kolhapurcell 4800005718

distance 0.285

#4 · Sataracell 4940008690

distance 0.299 · cross-district

#5 · Beedcell 4700006421

distance 0.302 · cross-district

#6 · Sanglicell 4930000141

distance 0.303 · cross-district

#7 · Kolhapurcell 4800003877

distance 0.304

#8 · Akolacell 4670002607

distance 0.307 · cross-district

#9 · Kolhapurcell 4800005401

distance 0.312

#10 · Buldhanacell 4720007168

distance 0.313 · cross-district

#11 · Kolhapurcell 4800004707

distance 0.317

#12 · Kolhapurcell 4800004958

distance 0.319

#13 · Kolhapurcell 4800005228

distance 0.32

#14 · Sanglicell 4930000395

distance 0.322 · cross-district

#15 · Akolacell 4670002210

distance 0.333 · cross-district

#16 · Solapurcell 4960009490

distance 0.335 · cross-district

#17 · Sataracell 4940005936

distance 0.337 · cross-district

#18 · Sataracell 4940004531

distance 0.344 · 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":4800004447}}}'

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.