Bhārata Strata · Maharashtra · Kolhapur · morphological twins

Places like cell 4800004170

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 10 distinct districts

Index confidence

0.9

GUM mean confidence of the anchor (R24)

Dimensions compared

morphology-v2 feature dimensions

Closest twin distance

0.168

lower = more alike (weighted)

The twins, closest first

#1 · Kolhapurcell 4800004168

distance 0.168

#2 · Kolhapurcell 4800004335

distance 0.265

#3 · Solapurcell 4960005362

distance 0.287 · cross-district

#4 · Kolhapurcell 4800004595

distance 0.298

#5 · Beedcell 4700005408

distance 0.312 · cross-district

#6 · Kolhapurcell 4800004249

distance 0.344

#7 · Wardhacell 4980002706

distance 0.357 · cross-district

#8 · Chandrapurcell 4730004416

distance 0.366 · cross-district

#9 · Parbhanicell 4890002761

distance 0.368 · cross-district

#10 · Beedcell 4700007547

distance 0.371 · cross-district

#11 · Laturcell 4810003366

distance 0.372 · cross-district

#12 · Laturcell 4810003235

distance 0.375 · cross-district

#13 · Amravaticell 4680002687

distance 0.376 · cross-district

#14 · Buldhanacell 4720006368

distance 0.378 · cross-district

#15 · Kolhapurcell 4800004336

distance 0.382

#16 · Dhulecell 4740001079

distance 0.398 · cross-district

#17 · Buldhanacell 4720000816

distance 0.4 · cross-district

#18 · Solapurcell 4960005211

distance 0.408 · 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":4800004170}}}'

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.