Bhārata Strata · Maharashtra · Kolhapur · morphological twins

Places like cell 4800004338

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

0.219

lower = more alike (weighted)

The twins, closest first

#1 · Kolhapurcell 4800004258

distance 0.219

#2 · Kolhapurcell 4800004098

distance 0.26

#3 · Kolhapurcell 4800004259

distance 0.27

#4 · Laturcell 4810004659

distance 0.279 · cross-district

#5 · Laturcell 4810001382

distance 0.283 · cross-district

#6 · Laturcell 4810003779

distance 0.287 · cross-district

#7 · Laturcell 4810003070

distance 0.302 · cross-district

#8 · Nandedcell 4850001315

distance 0.305 · cross-district

#9 · Laturcell 4810001505

distance 0.309 · cross-district

#10 · Kolhapurcell 4800004865

distance 0.309

#11 · Laturcell 4810002065

distance 0.312 · cross-district

#12 · Dhulecell 4740000447

distance 0.315 · cross-district

#13 · Laturcell 4810001181

distance 0.319 · cross-district

#14 · Laturcell 4810003723

distance 0.32 · cross-district

#15 · Laturcell 4810002413

distance 0.321 · cross-district

#16 · Akolacell 4670001401

distance 0.324 · cross-district

#17 · Sanglicell 4930002749

distance 0.325 · cross-district

#18 · Akolacell 4670003423

distance 0.325 · 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":4800004338}}}'

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.