Bhārata Strata · Maharashtra · Kolhapur · morphological twins

Places like cell 4800005458

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

0.24

lower = more alike (weighted)

The twins, closest first

#1 · Beedcell 4700000491

distance 0.24 · cross-district

#2 · Dharashivcell 4880000977

distance 0.244 · cross-district

#3 · Kolhapurcell 4800004862

distance 0.253

#4 · Beedcell 4700001052

distance 0.259 · cross-district

#5 · Jalnacell 4790004137

distance 0.261 · cross-district

#6 · Kolhapurcell 4800004933

distance 0.262

#7 · Kolhapurcell 4800005541

distance 0.264

#8 · Jalnacell 4790004136

distance 0.266 · cross-district

#9 · Kolhapurcell 4800005835

distance 0.27

#10 · Jalnacell 4790001236

distance 0.275 · cross-district

#11 · Laturcell 4810000417

distance 0.277 · cross-district

#12 · Beedcell 4700007911

distance 0.282 · cross-district

#13 · Beedcell 4700008446

distance 0.283 · cross-district

#14 · Ahmednagarcell 4660008449

distance 0.287 · cross-district

#15 · Beedcell 4700001025

distance 0.288 · cross-district

#16 · Kolhapurcell 4800005373

distance 0.289

#17 · Ahmednagarcell 4660011578

distance 0.291 · cross-district

#18 · Sanglicell 4930002596

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":4800005458}}}'

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.